2025-11-06 16:25:10.669790: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:25:10.681543: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442710.695523 1474519 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442710.699736 1474519 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442710.710247 1474519 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442710.710268 1474519 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442710.710270 1474519 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442710.710272 1474519 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:25:10.713412: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
/home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/tune/impl/tuner_internal.py:144: RayDeprecationWarning: The `RunConfig` class should be imported from `ray.tune` when passing it to the Tuner. Please update your imports. See this issue for more context and migration options: https://github.com/ray-project/ray/issues/49454. Disable these warnings by setting the environment variable: RAY_TRAIN_ENABLE_V2_MIGRATION_WARNINGS=0
  _log_deprecation_warning(
2025-11-06 16:25:14,725	INFO worker.py:1927 -- Started a local Ray instance.
2025-11-06 16:25:15,360	INFO tune.py:253 -- Initializing Ray automatically. For cluster usage or custom Ray initialization, call `ray.init(...)` before `Tuner(...)`.
2025-11-06 16:25:15,425	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_fc54 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,428	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_df8a because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,431	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_a809 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,433	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_7ac2 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,435	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_9b40 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,438	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_87e2 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,440	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_63a3 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,442	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_8076 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,444	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_dd4b because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,446	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_d134 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,449	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_467c because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,452	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_0798 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,455	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_9901 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,459	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_1833 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,462	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_dd0c because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,466	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_80f2 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,470	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_a778 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,474	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_d5f0 because trial dirname 'dir_cb5e2' already exists.
2025-11-06 16:25:15,478	INFO trial.py:182 -- Creating a new dirname dir_cb5e2_f271 because trial dirname 'dir_cb5e2' already exists.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Se lanza la búsqueda de hiperparámetros óptimos del modelo.
╭───────────────────────────────────────────────────────────────────╮
│ Configuration for experiment     XGBoost_hyperparameters_tuning   │
├───────────────────────────────────────────────────────────────────┤
│ Search algorithm                 BasicVariantGenerator            │
│ Scheduler                        AsyncHyperBandScheduler          │
│ Number of trials                 20                               │
╰───────────────────────────────────────────────────────────────────╯

View detailed results here: /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_PI/case_PI_XGB_acc_superclasses_CPA_METs/XGBoost_hyperparameters_tuning
To visualize your results with TensorBoard, run: `tensorboard --logdir /tmp/ray/session_2025-11-06_16-25-14_010430_1474519/artifacts/2025-11-06_16-25-15/XGBoost_hyperparameters_tuning/driver_artifacts`

Trial status: 20 PENDING
Current time: 2025-11-06 16:25:15. Total running time: 0s
Logical resource usage: 0/20 CPUs, 0/1 GPUs (0.0/1.0 accelerator_type:G)
╭──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Trial name     status       num_boost_round     max_depth     learning_rate     subsample     colsample_bytree      gamma     min_child_weight     reg_alpha     reg_lambda     random_state │
├──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
│ trial_cb5e2    PENDING                  793             2        0.014367        0.580095             0.601919   15.4261                   131      33.403         19.662               2216 │
│ trial_cb5e2    PENDING                  587             3        0.0117441       0.589591             0.686175   16.6173                   126     153.25          31.3839               935 │
│ trial_cb5e2    PENDING                  381             3        0.0102117       0.777653             0.789309   16.8969                   119       1.26576      127.648               3452 │
│ trial_cb5e2    PENDING                  550             2        0.0109621       0.711293             0.749026   29.8325                   150      10.3899       195.466               3161 │
│ trial_cb5e2    PENDING                  204             3        0.00519563      0.573097             0.65603    23.2922                    90      90.209          7.20822             7339 │
│ trial_cb5e2    PENDING                  585             3        0.00577394      0.644344             0.762258    6.80625                  158     804.336        287.907               9973 │
│ trial_cb5e2    PENDING                  342             2        0.0169714       0.524938             0.525875   14.8306                    72       3.89579      599.577                301 │
│ trial_cb5e2    PENDING                  446             2        0.0113999       0.562496             0.815385   21.3344                   188      10.7818       162.045               7999 │
│ trial_cb5e2    PENDING                  558             2        0.0129131       0.673791             0.713842   28.6639                   121     428.3          702.086                901 │
│ trial_cb5e2    PENDING                  369             2        0.0153416       0.762138             0.791346   26.576                    157     750.74          22.9536              3231 │
│ trial_cb5e2    PENDING                  306             3        0.0158582       0.6867               0.608103   22.5352                   142      84.3148         7.9951              6144 │
│ trial_cb5e2    PENDING                  766             3        0.0142185       0.642453             0.552171   17.2389                   118     310.083        282.751               8682 │
│ trial_cb5e2    PENDING                  617             2        0.00614373      0.710338             0.659398   21.6357                    70      27.5359       161.67                7902 │
│ trial_cb5e2    PENDING                  446             3        0.017189        0.682019             0.664366   20.6382                    74      58.8477        26.2953              4753 │
│ trial_cb5e2    PENDING                  235             3        0.0135658       0.524521             0.805946   26.8468                   103       3.3206        17.945               6200 │
│ trial_cb5e2    PENDING                  421             3        0.00766715      0.511803             0.73243    12.4168                    61     286.922        684.737               8726 │
│ trial_cb5e2    PENDING                  454             2        0.015944        0.658222             0.578483   14.5175                   143       4.69437      746.042               9730 │
│ trial_cb5e2    PENDING                  701             3        0.0142682       0.796329             0.675552   25.0897                   145       5.84352      133.776                754 │
│ trial_cb5e2    PENDING                  236             3        0.0188603       0.669594             0.770933   21.3275                   164     280.325         13.0803              4022 │
│ trial_cb5e2    PENDING                  328             2        0.0172204       0.848661             0.782687   22.5297                    66       8.16998      872.084               2502 │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.81538 │
│ gamma                        21.3344 │
│ learning_rate                 0.0114 │
│ max_depth                          2 │
│ min_child_weight                 188 │
│ num_boost_round                  446 │
│ random_state                    7999 │
│ reg_alpha                    10.7818 │
│ reg_lambda                   162.045 │
│ subsample                     0.5625 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.68618 │
│ gamma                        16.6172 │
│ learning_rate                0.01174 │
│ max_depth                          3 │
│ min_child_weight                 126 │
│ num_boost_round                  587 │
│ random_state                     935 │
│ reg_alpha                     153.25 │
│ reg_lambda                   31.3838 │
│ subsample                    0.58959 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.66437 │
│ gamma                        20.6382 │
│ learning_rate                0.01719 │
│ max_depth                          3 │
│ min_child_weight                  74 │
│ num_boost_round                  446 │
│ random_state                    4753 │
│ reg_alpha                    58.8477 │
│ reg_lambda                   26.2953 │
│ subsample                    0.68202 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.55217 │
│ gamma                        17.2389 │
│ learning_rate                0.01422 │
│ max_depth                          3 │
│ min_child_weight                 118 │
│ num_boost_round                  766 │
│ random_state                    8682 │
│ reg_alpha                    310.083 │
│ reg_lambda                   282.751 │
│ subsample                    0.64245 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.6594 │
│ gamma                        21.6357 │
│ learning_rate                0.00614 │
│ max_depth                          2 │
│ min_child_weight                  70 │
│ num_boost_round                  617 │
│ random_state                    7902 │
│ reg_alpha                    27.5359 │
│ reg_lambda                    161.67 │
│ subsample                    0.71034 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.77093 │
│ gamma                        21.3275 │
│ learning_rate                0.01886 │
│ max_depth                          3 │
│ min_child_weight                 164 │
│ num_boost_round                  236 │
│ random_state                    4022 │
│ reg_alpha                    280.325 │
│ reg_lambda                   13.0803 │
│ subsample                    0.66959 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.57848 │
│ gamma                        14.5175 │
│ learning_rate                0.01594 │
│ max_depth                          2 │
│ min_child_weight                 143 │
│ num_boost_round                  454 │
│ random_state                    9730 │
│ reg_alpha                    4.69437 │
│ reg_lambda                   746.042 │
│ subsample                    0.65822 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.65603 │
│ gamma                        23.2922 │
│ learning_rate                 0.0052 │
│ max_depth                          3 │
│ min_child_weight                  90 │
│ num_boost_round                  204 │
│ random_state                    7339 │
│ reg_alpha                     90.209 │
│ reg_lambda                   7.20822 │
│ subsample                     0.5731 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.71384 │
│ gamma                        28.6639 │
│ learning_rate                0.01291 │
│ max_depth                          2 │
│ min_child_weight                 121 │
│ num_boost_round                  558 │
│ random_state                     901 │
│ reg_alpha                      428.3 │
│ reg_lambda                   702.086 │
│ subsample                    0.67379 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.74903 │
│ gamma                        29.8325 │
│ learning_rate                0.01096 │
│ max_depth                          2 │
│ min_child_weight                 150 │
│ num_boost_round                  550 │
│ random_state                    3161 │
│ reg_alpha                    10.3899 │
│ reg_lambda                   195.466 │
│ subsample                    0.71129 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.67555 │
│ gamma                        25.0897 │
│ learning_rate                0.01427 │
│ max_depth                          3 │
│ min_child_weight                 145 │
│ num_boost_round                  701 │
│ random_state                     754 │
│ reg_alpha                    5.84352 │
│ reg_lambda                   133.776 │
│ subsample                    0.79633 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
[36m(train_xgb_ray_tune pid=1476162)[0m 2025-11-06 16:25:18.602389: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
[36m(train_xgb_ray_tune pid=1476162)[0m 2025-11-06 16:25:18.623143: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
[36m(train_xgb_ray_tune pid=1476162)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
[36m(train_xgb_ray_tune pid=1476162)[0m E0000 00:00:1762442718.651393 1477298 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
[36m(train_xgb_ray_tune pid=1476162)[0m E0000 00:00:1762442718.659321 1477298 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
[36m(train_xgb_ray_tune pid=1476162)[0m W0000 00:00:1762442718.679676 1477298 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
[36m(train_xgb_ray_tune pid=1476162)[0m W0000 00:00:1762442718.679718 1477298 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
[36m(train_xgb_ray_tune pid=1476162)[0m W0000 00:00:1762442718.679722 1477298 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
[36m(train_xgb_ray_tune pid=1476162)[0m W0000 00:00:1762442718.679724 1477298 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
[36m(train_xgb_ray_tune pid=1476162)[0m 2025-11-06 16:25:18.686230: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
[36m(train_xgb_ray_tune pid=1476162)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.6081 │
│ gamma                        22.5352 │
│ learning_rate                0.01586 │
│ max_depth                          3 │
│ min_child_weight                 142 │
│ num_boost_round                  306 │
│ random_state                    6144 │
│ reg_alpha                    84.3148 │
│ reg_lambda                    7.9951 │
│ subsample                     0.6867 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.52588 │
│ gamma                        14.8306 │
│ learning_rate                0.01697 │
│ max_depth                          2 │
│ min_child_weight                  72 │
│ num_boost_round                  342 │
│ random_state                     301 │
│ reg_alpha                    3.89579 │
│ reg_lambda                   599.577 │
│ subsample                    0.52494 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.78931 │
│ gamma                         16.897 │
│ learning_rate                0.01021 │
│ max_depth                          3 │
│ min_child_weight                 119 │
│ num_boost_round                  381 │
│ random_state                    3452 │
│ reg_alpha                    1.26576 │
│ reg_lambda                   127.648 │
│ subsample                    0.77765 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.80595 │
│ gamma                        26.8468 │
│ learning_rate                0.01357 │
│ max_depth                          3 │
│ min_child_weight                 103 │
│ num_boost_round                  235 │
│ random_state                    6200 │
│ reg_alpha                     3.3206 │
│ reg_lambda                    17.945 │
│ subsample                    0.52452 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.60192 │
│ gamma                        15.4261 │
│ learning_rate                0.01437 │
│ max_depth                          2 │
│ min_child_weight                 131 │
│ num_boost_round                  793 │
│ random_state                    2216 │
│ reg_alpha                     33.403 │
│ reg_lambda                    19.662 │
│ subsample                     0.5801 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.73243 │
│ gamma                        12.4168 │
│ learning_rate                0.00767 │
│ max_depth                          3 │
│ min_child_weight                  61 │
│ num_boost_round                  421 │
│ random_state                    8726 │
│ reg_alpha                    286.922 │
│ reg_lambda                   684.737 │
│ subsample                     0.5118 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.76226 │
│ gamma                        6.80625 │
│ learning_rate                0.00577 │
│ max_depth                          3 │
│ min_child_weight                 158 │
│ num_boost_round                  585 │
│ random_state                    9973 │
│ reg_alpha                    804.336 │
│ reg_lambda                   287.907 │
│ subsample                    0.64434 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.79135 │
│ gamma                         26.576 │
│ learning_rate                0.01534 │
│ max_depth                          2 │
│ min_child_weight                 157 │
│ num_boost_round                  369 │
│ random_state                    3231 │
│ reg_alpha                     750.74 │
│ reg_lambda                   22.9536 │
│ subsample                    0.76214 │
╰──────────────────────────────────────╯
Trial trial_cb5e2 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.78269 │
│ gamma                        22.5297 │
│ learning_rate                0.01722 │
│ max_depth                          2 │
│ min_child_weight                  66 │
│ num_boost_round                  328 │
│ random_state                    2502 │
│ reg_alpha                    8.16998 │
│ reg_lambda                   872.084 │
│ subsample                    0.84866 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476142)[0m [0]	train-mlogloss:1.37863	validation-mlogloss:1.37820
[36m(train_xgb_ray_tune pid=1476142)[0m [1]	train-mlogloss:1.37129	validation-mlogloss:1.37055
[36m(train_xgb_ray_tune pid=1476142)[0m [2]	train-mlogloss:1.36436	validation-mlogloss:1.36325
[36m(train_xgb_ray_tune pid=1476142)[0m [3]	train-mlogloss:1.35705	validation-mlogloss:1.35548
[36m(train_xgb_ray_tune pid=1476142)[0m [4]	train-mlogloss:1.34975	validation-mlogloss:1.34777
[36m(train_xgb_ray_tune pid=1476142)[0m [5]	train-mlogloss:1.34294	validation-mlogloss:1.34074
[36m(train_xgb_ray_tune pid=1476142)[0m [6]	train-mlogloss:1.33601	validation-mlogloss:1.33345
[36m(train_xgb_ray_tune pid=1476142)[0m [7]	train-mlogloss:1.32920	validation-mlogloss:1.32633
[36m(train_xgb_ray_tune pid=1476142)[0m [8]	train-mlogloss:1.32263	validation-mlogloss:1.31938
[36m(train_xgb_ray_tune pid=1476162)[0m [0]	train-mlogloss:1.37874	validation-mlogloss:1.37845
[36m(train_xgb_ray_tune pid=1476162)[0m [1]	train-mlogloss:1.37098	validation-mlogloss:1.37022
[36m(train_xgb_ray_tune pid=1476162)[0m [2]	train-mlogloss:1.36347	validation-mlogloss:1.36216
[36m(train_xgb_ray_tune pid=1476162)[0m [3]	train-mlogloss:1.35597	validation-mlogloss:1.35418
[36m(train_xgb_ray_tune pid=1476162)[0m [4]	train-mlogloss:1.34871	validation-mlogloss:1.34650
[36m(train_xgb_ray_tune pid=1476162)[0m [5]	train-mlogloss:1.34163	validation-mlogloss:1.33899
[36m(train_xgb_ray_tune pid=1476162)[0m [6]	train-mlogloss:1.33451	validation-mlogloss:1.33148
[36m(train_xgb_ray_tune pid=1476162)[0m [7]	train-mlogloss:1.32752	validation-mlogloss:1.32400
[36m(train_xgb_ray_tune pid=1476142)[0m [9]	train-mlogloss:1.31608	validation-mlogloss:1.31255
[36m(train_xgb_ray_tune pid=1476142)[0m [10]	train-mlogloss:1.30966	validation-mlogloss:1.30582
[36m(train_xgb_ray_tune pid=1476142)[0m [11]	train-mlogloss:1.30329	validation-mlogloss:1.29913
[36m(train_xgb_ray_tune pid=1476142)[0m [12]	train-mlogloss:1.29703	validation-mlogloss:1.29244
[36m(train_xgb_ray_tune pid=1476142)[0m [13]	train-mlogloss:1.29069	validation-mlogloss:1.28565
[36m(train_xgb_ray_tune pid=1476142)[0m [14]	train-mlogloss:1.28463	validation-mlogloss:1.27937
[36m(train_xgb_ray_tune pid=1476142)[0m [15]	train-mlogloss:1.27858	validation-mlogloss:1.27312
[36m(train_xgb_ray_tune pid=1476142)[0m [16]	train-mlogloss:1.27253	validation-mlogloss:1.26668
[36m(train_xgb_ray_tune pid=1476142)[0m [17]	train-mlogloss:1.26661	validation-mlogloss:1.26035
[36m(train_xgb_ray_tune pid=1476142)[0m [18]	train-mlogloss:1.26092	validation-mlogloss:1.25439
[36m(train_xgb_ray_tune pid=1476142)[0m [19]	train-mlogloss:1.25538	validation-mlogloss:1.24851
[36m(train_xgb_ray_tune pid=1476162)[0m [8]	train-mlogloss:1.32059	validation-mlogloss:1.31661
[36m(train_xgb_ray_tune pid=1476162)[0m [9]	train-mlogloss:1.31381	validation-mlogloss:1.30942
[36m(train_xgb_ray_tune pid=1476162)[0m [10]	train-mlogloss:1.30708	validation-mlogloss:1.30219
[36m(train_xgb_ray_tune pid=1476162)[0m [11]	train-mlogloss:1.30032	validation-mlogloss:1.29500
[36m(train_xgb_ray_tune pid=1476162)[0m [12]	train-mlogloss:1.29378	validation-mlogloss:1.28799
[36m(train_xgb_ray_tune pid=1476162)[0m [13]	train-mlogloss:1.28732	validation-mlogloss:1.28097
[36m(train_xgb_ray_tune pid=1476162)[0m [14]	train-mlogloss:1.28108	validation-mlogloss:1.27445
[36m(train_xgb_ray_tune pid=1476162)[0m [15]	train-mlogloss:1.27479	validation-mlogloss:1.26775
[36m(train_xgb_ray_tune pid=1476162)[0m [16]	train-mlogloss:1.26856	validation-mlogloss:1.26109
[36m(train_xgb_ray_tune pid=1476162)[0m [17]	train-mlogloss:1.26243	validation-mlogloss:1.25459
[36m(train_xgb_ray_tune pid=1476162)[0m [18]	train-mlogloss:1.25634	validation-mlogloss:1.24814
[36m(train_xgb_ray_tune pid=1476162)[0m [19]	train-mlogloss:1.25034	validation-mlogloss:1.24179
[36m(train_xgb_ray_tune pid=1476162)[0m [20]	train-mlogloss:1.24448	validation-mlogloss:1.23554
[36m(train_xgb_ray_tune pid=1476165)[0m [0]	train-mlogloss:1.38203	validation-mlogloss:1.38176
[36m(train_xgb_ray_tune pid=1476165)[0m [1]	train-mlogloss:1.37768	validation-mlogloss:1.37712
[36m(train_xgb_ray_tune pid=1476165)[0m [2]	train-mlogloss:1.37332	validation-mlogloss:1.37246
[36m(train_xgb_ray_tune pid=1476165)[0m [3]	train-mlogloss:1.36908	validation-mlogloss:1.36798
[36m(train_xgb_ray_tune pid=1476165)[0m [4]	train-mlogloss:1.36509	validation-mlogloss:1.36375
[36m(train_xgb_ray_tune pid=1476165)[0m [5]	train-mlogloss:1.36073	validation-mlogloss:1.35924
[36m(train_xgb_ray_tune pid=1476165)[0m [6]	train-mlogloss:1.35660	validation-mlogloss:1.35489
[36m(train_xgb_ray_tune pid=1476168)[0m [0]	train-mlogloss:1.38095	validation-mlogloss:1.38065
[36m(train_xgb_ray_tune pid=1476168)[0m [1]	train-mlogloss:1.37588	validation-mlogloss:1.37531
[36m(train_xgb_ray_tune pid=1476168)[0m [2]	train-mlogloss:1.37072	validation-mlogloss:1.36984
[36m(train_xgb_ray_tune pid=1476168)[0m [3]	train-mlogloss:1.36580	validation-mlogloss:1.36463
[36m(train_xgb_ray_tune pid=1476161)[0m [0]	train-mlogloss:1.37566	validation-mlogloss:1.37495
[36m(train_xgb_ray_tune pid=1476161)[0m [1]	train-mlogloss:1.36526	validation-mlogloss:1.36386
[36m(train_xgb_ray_tune pid=1476161)[0m [2]	train-mlogloss:1.35553	validation-mlogloss:1.35372
[36m(train_xgb_ray_tune pid=1476161)[0m [3]	train-mlogloss:1.34622	validation-mlogloss:1.34416
[36m(train_xgb_ray_tune pid=1476161)[0m [4]	train-mlogloss:1.33688	validation-mlogloss:1.33419
[36m(train_xgb_ray_tune pid=1476161)[0m [5]	train-mlogloss:1.32769	validation-mlogloss:1.32447
[36m(train_xgb_ray_tune pid=1476161)[0m [6]	train-mlogloss:1.31887	validation-mlogloss:1.31529
[36m(train_xgb_ray_tune pid=1476166)[0m [0]	train-mlogloss:1.37259	validation-mlogloss:1.37197
[36m(train_xgb_ray_tune pid=1476166)[0m [1]	train-mlogloss:1.35899	validation-mlogloss:1.35781
[36m(train_xgb_ray_tune pid=1476166)[0m [2]	train-mlogloss:1.34564	validation-mlogloss:1.34371
[36m(train_xgb_ray_tune pid=1476166)[0m [3]	train-mlogloss:1.33340	validation-mlogloss:1.33136
[36m(train_xgb_ray_tune pid=1476142)[0m [20]	train-mlogloss:1.24996	validation-mlogloss:1.24288
[36m(train_xgb_ray_tune pid=1476165)[0m [7]	train-mlogloss:1.35246	validation-mlogloss:1.35050
[36m(train_xgb_ray_tune pid=1476168)[0m [4]	train-mlogloss:1.36083	validation-mlogloss:1.35938
[36m(train_xgb_ray_tune pid=1476161)[0m [7]	train-mlogloss:1.31014	validation-mlogloss:1.30590
[36m(train_xgb_ray_tune pid=1476162)[0m [21]	train-mlogloss:1.23863	validation-mlogloss:1.22932
[36m(train_xgb_ray_tune pid=1476166)[0m [4]	train-mlogloss:1.32078	validation-mlogloss:1.31840
[36m(train_xgb_ray_tune pid=1476142)[0m [21]	train-mlogloss:1.24450	validation-mlogloss:1.23709
[36m(train_xgb_ray_tune pid=1476168)[0m [5]	train-mlogloss:1.35590	validation-mlogloss:1.35424
[36m(train_xgb_ray_tune pid=1476161)[0m [8]	train-mlogloss:1.30187	validation-mlogloss:1.29740
[36m(train_xgb_ray_tune pid=1476162)[0m [22]	train-mlogloss:1.23289	validation-mlogloss:1.22319
[36m(train_xgb_ray_tune pid=1476165)[0m [8]	train-mlogloss:1.34841	validation-mlogloss:1.34621
[36m(train_xgb_ray_tune pid=1476166)[0m [5]	train-mlogloss:1.30902	validation-mlogloss:1.30613
[36m(train_xgb_ray_tune pid=1476142)[0m [22]	train-mlogloss:1.23891	validation-mlogloss:1.23117
[36m(train_xgb_ray_tune pid=1476168)[0m [6]	train-mlogloss:1.35100	validation-mlogloss:1.34911
[36m(train_xgb_ray_tune pid=1476161)[0m [9]	train-mlogloss:1.29331	validation-mlogloss:1.28823
[36m(train_xgb_ray_tune pid=1476162)[0m [23]	train-mlogloss:1.22723	validation-mlogloss:1.21716
[36m(train_xgb_ray_tune pid=1476165)[0m [9]	train-mlogloss:1.34455	validation-mlogloss:1.34219
[36m(train_xgb_ray_tune pid=1476166)[0m [6]	train-mlogloss:1.29716	validation-mlogloss:1.29403
[36m(train_xgb_ray_tune pid=1476142)[0m [23]	train-mlogloss:1.23355	validation-mlogloss:1.22557
[36m(train_xgb_ray_tune pid=1476168)[0m [7]	train-mlogloss:1.34603	validation-mlogloss:1.34388
[36m(train_xgb_ray_tune pid=1476161)[0m [10]	train-mlogloss:1.28547	validation-mlogloss:1.28016
[36m(train_xgb_ray_tune pid=1476162)[0m [24]	train-mlogloss:1.22163	validation-mlogloss:1.21114
[36m(train_xgb_ray_tune pid=1476165)[0m [10]	train-mlogloss:1.34066	validation-mlogloss:1.33815
[36m(train_xgb_ray_tune pid=1476166)[0m [7]	train-mlogloss:1.28556	validation-mlogloss:1.28199
[36m(train_xgb_ray_tune pid=1476142)[0m [24]	train-mlogloss:1.22835	validation-mlogloss:1.22002
[36m(train_xgb_ray_tune pid=1476162)[0m [25]	train-mlogloss:1.21627	validation-mlogloss:1.20556
[36m(train_xgb_ray_tune pid=1476165)[0m [11]	train-mlogloss:1.33665	validation-mlogloss:1.33399
[36m(train_xgb_ray_tune pid=1476168)[0m [8]	train-mlogloss:1.34113	validation-mlogloss:1.33876
[36m(train_xgb_ray_tune pid=1476161)[0m [11]	train-mlogloss:1.27741	validation-mlogloss:1.27159
[36m(train_xgb_ray_tune pid=1476166)[0m [8]	train-mlogloss:1.27431	validation-mlogloss:1.27075
[36m(train_xgb_ray_tune pid=1476142)[0m [25]	train-mlogloss:1.22324	validation-mlogloss:1.21459
[36m(train_xgb_ray_tune pid=1476168)[0m [9]	train-mlogloss:1.33656	validation-mlogloss:1.33395
[36m(train_xgb_ray_tune pid=1476161)[0m [12]	train-mlogloss:1.26938	validation-mlogloss:1.26303
[36m(train_xgb_ray_tune pid=1476162)[0m [26]	train-mlogloss:1.21084	validation-mlogloss:1.19982
[36m(train_xgb_ray_tune pid=1476165)[0m [12]	train-mlogloss:1.33276	validation-mlogloss:1.32998
[36m(train_xgb_ray_tune pid=1476168)[0m [10]	train-mlogloss:1.33200	validation-mlogloss:1.32920
[36m(train_xgb_ray_tune pid=1476166)[0m [9]	train-mlogloss:1.26327	validation-mlogloss:1.25917
[36m(train_xgb_ray_tune pid=1476142)[0m [26]	train-mlogloss:1.21806	validation-mlogloss:1.20906
[36m(train_xgb_ray_tune pid=1476161)[0m [13]	train-mlogloss:1.26164	validation-mlogloss:1.25475
[36m(train_xgb_ray_tune pid=1476162)[0m [27]	train-mlogloss:1.20552	validation-mlogloss:1.19418
[36m(train_xgb_ray_tune pid=1476165)[0m [13]	train-mlogloss:1.32886	validation-mlogloss:1.32588
[36m(train_xgb_ray_tune pid=1476168)[0m [11]	train-mlogloss:1.32730	validation-mlogloss:1.32414
[36m(train_xgb_ray_tune pid=1476161)[0m [14]	train-mlogloss:1.25410	validation-mlogloss:1.24660
[36m(train_xgb_ray_tune pid=1476166)[0m [10]	train-mlogloss:1.25230	validation-mlogloss:1.24818
[36m(train_xgb_ray_tune pid=1476162)[0m [28]	train-mlogloss:1.20022	validation-mlogloss:1.18843
[36m(train_xgb_ray_tune pid=1476142)[0m [27]	train-mlogloss:1.21284	validation-mlogloss:1.20354
[36m(train_xgb_ray_tune pid=1476165)[0m [14]	train-mlogloss:1.32498	validation-mlogloss:1.32203
[36m(train_xgb_ray_tune pid=1476168)[0m [12]	train-mlogloss:1.32281	validation-mlogloss:1.31940
[36m(train_xgb_ray_tune pid=1476162)[0m [29]	train-mlogloss:1.19495	validation-mlogloss:1.18275
[36m(train_xgb_ray_tune pid=1476161)[0m [15]	train-mlogloss:1.24672	validation-mlogloss:1.23871
[36m(train_xgb_ray_tune pid=1476166)[0m [11]	train-mlogloss:1.24168	validation-mlogloss:1.23687
[36m(train_xgb_ray_tune pid=1476165)[0m [15]	train-mlogloss:1.32116	validation-mlogloss:1.31806
[36m(train_xgb_ray_tune pid=1476168)[0m [13]	train-mlogloss:1.31822	validation-mlogloss:1.31450
[36m(train_xgb_ray_tune pid=1476142)[0m [28]	train-mlogloss:1.20787	validation-mlogloss:1.19836
[36m(train_xgb_ray_tune pid=1476162)[0m [30]	train-mlogloss:1.18978	validation-mlogloss:1.17711
[36m(train_xgb_ray_tune pid=1476161)[0m [16]	train-mlogloss:1.23972	validation-mlogloss:1.23151
[36m(train_xgb_ray_tune pid=1476166)[0m [12]	train-mlogloss:1.23152	validation-mlogloss:1.22644
[36m(train_xgb_ray_tune pid=1476165)[0m [16]	train-mlogloss:1.31728	validation-mlogloss:1.31389
[36m(train_xgb_ray_tune pid=1476168)[0m [14]	train-mlogloss:1.31366	validation-mlogloss:1.30969
[36m(train_xgb_ray_tune pid=1476142)[0m [29]	train-mlogloss:1.20280	validation-mlogloss:1.19295
[36m(train_xgb_ray_tune pid=1476162)[0m [31]	train-mlogloss:1.18469	validation-mlogloss:1.17167
[36m(train_xgb_ray_tune pid=1476161)[0m [17]	train-mlogloss:1.23270	validation-mlogloss:1.22399
[36m(train_xgb_ray_tune pid=1476166)[0m [13]	train-mlogloss:1.22143	validation-mlogloss:1.21575
[36m(train_xgb_ray_tune pid=1476142)[0m [30]	train-mlogloss:1.19805	validation-mlogloss:1.18793
[36m(train_xgb_ray_tune pid=1476142)[0m [31]	train-mlogloss:1.19327	validation-mlogloss:1.18288
[36m(train_xgb_ray_tune pid=1476142)[0m [32]	train-mlogloss:1.18860	validation-mlogloss:1.17787
[36m(train_xgb_ray_tune pid=1476142)[0m [33]	train-mlogloss:1.18390	validation-mlogloss:1.17307
[36m(train_xgb_ray_tune pid=1476142)[0m [34]	train-mlogloss:1.17931	validation-mlogloss:1.16815
[36m(train_xgb_ray_tune pid=1476142)[0m [35]	train-mlogloss:1.17467	validation-mlogloss:1.16318
[36m(train_xgb_ray_tune pid=1476142)[0m [36]	train-mlogloss:1.17044	validation-mlogloss:1.15876
[36m(train_xgb_ray_tune pid=1476142)[0m [37]	train-mlogloss:1.16600	validation-mlogloss:1.15395
[36m(train_xgb_ray_tune pid=1476142)[0m [38]	train-mlogloss:1.16156	validation-mlogloss:1.14916
[36m(train_xgb_ray_tune pid=1476142)[0m [39]	train-mlogloss:1.15717	validation-mlogloss:1.14449
[36m(train_xgb_ray_tune pid=1476142)[0m [40]	train-mlogloss:1.15304	validation-mlogloss:1.14021
[36m(train_xgb_ray_tune pid=1476162)[0m [32]	train-mlogloss:1.17958	validation-mlogloss:1.16622
[36m(train_xgb_ray_tune pid=1476162)[0m [33]	train-mlogloss:1.17466	validation-mlogloss:1.16099
[36m(train_xgb_ray_tune pid=1476162)[0m [34]	train-mlogloss:1.16963	validation-mlogloss:1.15565
[36m(train_xgb_ray_tune pid=1476162)[0m [35]	train-mlogloss:1.16474	validation-mlogloss:1.15040
[36m(train_xgb_ray_tune pid=1476162)[0m [36]	train-mlogloss:1.15996	validation-mlogloss:1.14532
[36m(train_xgb_ray_tune pid=1476162)[0m [37]	train-mlogloss:1.15521	validation-mlogloss:1.14018
[36m(train_xgb_ray_tune pid=1476162)[0m [38]	train-mlogloss:1.15053	validation-mlogloss:1.13507
[36m(train_xgb_ray_tune pid=1476162)[0m [39]	train-mlogloss:1.14586	validation-mlogloss:1.13017
[36m(train_xgb_ray_tune pid=1476162)[0m [40]	train-mlogloss:1.14125	validation-mlogloss:1.12515
[36m(train_xgb_ray_tune pid=1476162)[0m [41]	train-mlogloss:1.13678	validation-mlogloss:1.12045
[36m(train_xgb_ray_tune pid=1476162)[0m [42]	train-mlogloss:1.13232	validation-mlogloss:1.11570
[36m(train_xgb_ray_tune pid=1476162)[0m [43]	train-mlogloss:1.12807	validation-mlogloss:1.11111
[36m(train_xgb_ray_tune pid=1476156)[0m [0]	train-mlogloss:1.38381	validation-mlogloss:1.38361
[36m(train_xgb_ray_tune pid=1476165)[0m [17]	train-mlogloss:1.31346	validation-mlogloss:1.30997
[36m(train_xgb_ray_tune pid=1476165)[0m [18]	train-mlogloss:1.30963	validation-mlogloss:1.30590
[36m(train_xgb_ray_tune pid=1476165)[0m [19]	train-mlogloss:1.30587	validation-mlogloss:1.30195
[36m(train_xgb_ray_tune pid=1476165)[0m [20]	train-mlogloss:1.30207	validation-mlogloss:1.29788
[36m(train_xgb_ray_tune pid=1476165)[0m [21]	train-mlogloss:1.29832	validation-mlogloss:1.29385
[36m(train_xgb_ray_tune pid=1476165)[0m [22]	train-mlogloss:1.29478	validation-mlogloss:1.29015
[36m(train_xgb_ray_tune pid=1476165)[0m [23]	train-mlogloss:1.29112	validation-mlogloss:1.28631
[36m(train_xgb_ray_tune pid=1476165)[0m [24]	train-mlogloss:1.28748	validation-mlogloss:1.28255
[36m(train_xgb_ray_tune pid=1476165)[0m [25]	train-mlogloss:1.28392	validation-mlogloss:1.27877
[36m(train_xgb_ray_tune pid=1476165)[0m [26]	train-mlogloss:1.28032	validation-mlogloss:1.27507
[36m(train_xgb_ray_tune pid=1476165)[0m [27]	train-mlogloss:1.27669	validation-mlogloss:1.27118
[36m(train_xgb_ray_tune pid=1476165)[0m [28]	train-mlogloss:1.27329	validation-mlogloss:1.26752
[36m(train_xgb_ray_tune pid=1476165)[0m [29]	train-mlogloss:1.26983	validation-mlogloss:1.26393
[36m(train_xgb_ray_tune pid=1476168)[0m [15]	train-mlogloss:1.30918	validation-mlogloss:1.30498
[36m(train_xgb_ray_tune pid=1476168)[0m [16]	train-mlogloss:1.30491	validation-mlogloss:1.30056
[36m(train_xgb_ray_tune pid=1476168)[0m [17]	train-mlogloss:1.30027	validation-mlogloss:1.29582
[36m(train_xgb_ray_tune pid=1476168)[0m [18]	train-mlogloss:1.29598	validation-mlogloss:1.29122
[36m(train_xgb_ray_tune pid=1476168)[0m [19]	train-mlogloss:1.29172	validation-mlogloss:1.28666
[36m(train_xgb_ray_tune pid=1476168)[0m [20]	train-mlogloss:1.28716	validation-mlogloss:1.28189
[36m(train_xgb_ray_tune pid=1476168)[0m [21]	train-mlogloss:1.28304	validation-mlogloss:1.27750
[36m(train_xgb_ray_tune pid=1476168)[0m [22]	train-mlogloss:1.27890	validation-mlogloss:1.27315
[36m(train_xgb_ray_tune pid=1476168)[0m [23]	train-mlogloss:1.27480	validation-mlogloss:1.26868
[36m(train_xgb_ray_tune pid=1476168)[0m [24]	train-mlogloss:1.27094	validation-mlogloss:1.26470
[36m(train_xgb_ray_tune pid=1476168)[0m [25]	train-mlogloss:1.26680	validation-mlogloss:1.26029
[36m(train_xgb_ray_tune pid=1476168)[0m [26]	train-mlogloss:1.26271	validation-mlogloss:1.25593
[36m(train_xgb_ray_tune pid=1476168)[0m [27]	train-mlogloss:1.25867	validation-mlogloss:1.25172
[36m(train_xgb_ray_tune pid=1476161)[0m [18]	train-mlogloss:1.22561	validation-mlogloss:1.21636
[36m(train_xgb_ray_tune pid=1476161)[0m [19]	train-mlogloss:1.21909	validation-mlogloss:1.20953
[36m(train_xgb_ray_tune pid=1476161)[0m [20]	train-mlogloss:1.21250	validation-mlogloss:1.20239
[36m(train_xgb_ray_tune pid=1476161)[0m [21]	train-mlogloss:1.20643	validation-mlogloss:1.19605
[36m(train_xgb_ray_tune pid=1476161)[0m [22]	train-mlogloss:1.20016	validation-mlogloss:1.18930
[36m(train_xgb_ray_tune pid=1476161)[0m [23]	train-mlogloss:1.19404	validation-mlogloss:1.18264
[36m(train_xgb_ray_tune pid=1476161)[0m [24]	train-mlogloss:1.18791	validation-mlogloss:1.17600
[36m(train_xgb_ray_tune pid=1476161)[0m [25]	train-mlogloss:1.18178	validation-mlogloss:1.16952
[36m(train_xgb_ray_tune pid=1476161)[0m [26]	train-mlogloss:1.17533	validation-mlogloss:1.16273
[36m(train_xgb_ray_tune pid=1476161)[0m [27]	train-mlogloss:1.16906	validation-mlogloss:1.15622
[36m(train_xgb_ray_tune pid=1476161)[0m [28]	train-mlogloss:1.16342	validation-mlogloss:1.15010
[36m(train_xgb_ray_tune pid=1476161)[0m [29]	train-mlogloss:1.15770	validation-mlogloss:1.14401
[36m(train_xgb_ray_tune pid=1476166)[0m [14]	train-mlogloss:1.21147	validation-mlogloss:1.20542
[36m(train_xgb_ray_tune pid=1476166)[0m [15]	train-mlogloss:1.20176	validation-mlogloss:1.19501
[36m(train_xgb_ray_tune pid=1476166)[0m [16]	train-mlogloss:1.19231	validation-mlogloss:1.18558
[36m(train_xgb_ray_tune pid=1476166)[0m [17]	train-mlogloss:1.18305	validation-mlogloss:1.17582
[36m(train_xgb_ray_tune pid=1476166)[0m [18]	train-mlogloss:1.17388	validation-mlogloss:1.16625
[36m(train_xgb_ray_tune pid=1476166)[0m [19]	train-mlogloss:1.16474	validation-mlogloss:1.15684
[36m(train_xgb_ray_tune pid=1476166)[0m [20]	train-mlogloss:1.15611	validation-mlogloss:1.14808
[36m(train_xgb_ray_tune pid=1476166)[0m [21]	train-mlogloss:1.14761	validation-mlogloss:1.13904
[36m(train_xgb_ray_tune pid=1476166)[0m [22]	train-mlogloss:1.13935	validation-mlogloss:1.13063
[36m(train_xgb_ray_tune pid=1476166)[0m [23]	train-mlogloss:1.13121	validation-mlogloss:1.12191
[36m(train_xgb_ray_tune pid=1476166)[0m [24]	train-mlogloss:1.12316	validation-mlogloss:1.11351
[36m(train_xgb_ray_tune pid=1476142)[0m [41]	train-mlogloss:1.14867	validation-mlogloss:1.13586
[36m(train_xgb_ray_tune pid=1476162)[0m [44]	train-mlogloss:1.12373	validation-mlogloss:1.10645
[36m(train_xgb_ray_tune pid=1476156)[0m [1]	train-mlogloss:1.38077	validation-mlogloss:1.38042
[36m(train_xgb_ray_tune pid=1476165)[0m [30]	train-mlogloss:1.26630	validation-mlogloss:1.26015
[36m(train_xgb_ray_tune pid=1476168)[0m [28]	train-mlogloss:1.25554	validation-mlogloss:1.24827
[36m(train_xgb_ray_tune pid=1476161)[0m [30]	train-mlogloss:1.15234	validation-mlogloss:1.13817
[36m(train_xgb_ray_tune pid=1476166)[0m [25]	train-mlogloss:1.11559	validation-mlogloss:1.10582
[36m(train_xgb_ray_tune pid=1476142)[0m [42]	train-mlogloss:1.14439	validation-mlogloss:1.13127
[36m(train_xgb_ray_tune pid=1476162)[0m [45]	train-mlogloss:1.11934	validation-mlogloss:1.10179
[36m(train_xgb_ray_tune pid=1476156)[0m [2]	train-mlogloss:1.37832	validation-mlogloss:1.37779
[36m(train_xgb_ray_tune pid=1476165)[0m [31]	train-mlogloss:1.26294	validation-mlogloss:1.25663
[36m(train_xgb_ray_tune pid=1476168)[0m [29]	train-mlogloss:1.25175	validation-mlogloss:1.24419
[36m(train_xgb_ray_tune pid=1476161)[0m [31]	train-mlogloss:1.14725	validation-mlogloss:1.13271
[36m(train_xgb_ray_tune pid=1476142)[0m [43]	train-mlogloss:1.13997	validation-mlogloss:1.12668
[36m(train_xgb_ray_tune pid=1476156)[0m [3]	train-mlogloss:1.37553	validation-mlogloss:1.37477
[36m(train_xgb_ray_tune pid=1476166)[0m [26]	train-mlogloss:1.10773	validation-mlogloss:1.09770
[36m(train_xgb_ray_tune pid=1476162)[0m [46]	train-mlogloss:1.11501	validation-mlogloss:1.09719
[36m(train_xgb_ray_tune pid=1476165)[0m [32]	train-mlogloss:1.25954	validation-mlogloss:1.25298
[36m(train_xgb_ray_tune pid=1476168)[0m [30]	train-mlogloss:1.24801	validation-mlogloss:1.24027
[36m(train_xgb_ray_tune pid=1476161)[0m [32]	train-mlogloss:1.14205	validation-mlogloss:1.12715
[36m(train_xgb_ray_tune pid=1476142)[0m [44]	train-mlogloss:1.13570	validation-mlogloss:1.12235
[36m(train_xgb_ray_tune pid=1476156)[0m [4]	train-mlogloss:1.37307	validation-mlogloss:1.37213
[36m(train_xgb_ray_tune pid=1476166)[0m [27]	train-mlogloss:1.10036	validation-mlogloss:1.08981
[36m(train_xgb_ray_tune pid=1476162)[0m [47]	train-mlogloss:1.11079	validation-mlogloss:1.09259
[36m(train_xgb_ray_tune pid=1476161)[0m [33]	train-mlogloss:1.13710	validation-mlogloss:1.12195
[36m(train_xgb_ray_tune pid=1476142)[0m [45]	train-mlogloss:1.13192	validation-mlogloss:1.11826
[36m(train_xgb_ray_tune pid=1476156)[0m [5]	train-mlogloss:1.37040	validation-mlogloss:1.36931
[36m(train_xgb_ray_tune pid=1476165)[0m [33]	train-mlogloss:1.25624	validation-mlogloss:1.24943
[36m(train_xgb_ray_tune pid=1476168)[0m [31]	train-mlogloss:1.24441	validation-mlogloss:1.23646
[36m(train_xgb_ray_tune pid=1476162)[0m [48]	train-mlogloss:1.10682	validation-mlogloss:1.08852
[36m(train_xgb_ray_tune pid=1476166)[0m [28]	train-mlogloss:1.09277	validation-mlogloss:1.08187
[36m(train_xgb_ray_tune pid=1476156)[0m [6]	train-mlogloss:1.36758	validation-mlogloss:1.36636
[36m(train_xgb_ray_tune pid=1476165)[0m [34]	train-mlogloss:1.25287	validation-mlogloss:1.24590
[36m(train_xgb_ray_tune pid=1476168)[0m [32]	train-mlogloss:1.24049	validation-mlogloss:1.23240
[36m(train_xgb_ray_tune pid=1476161)[0m [34]	train-mlogloss:1.13175	validation-mlogloss:1.11644
[36m(train_xgb_ray_tune pid=1476142)[0m [46]	train-mlogloss:1.12789	validation-mlogloss:1.11393
[36m(train_xgb_ray_tune pid=1476162)[0m [49]	train-mlogloss:1.10251	validation-mlogloss:1.08397
[36m(train_xgb_ray_tune pid=1476166)[0m [29]	train-mlogloss:1.08561	validation-mlogloss:1.07423
[36m(train_xgb_ray_tune pid=1476168)[0m [33]	train-mlogloss:1.23653	validation-mlogloss:1.22826
[36m(train_xgb_ray_tune pid=1476161)[0m [35]	train-mlogloss:1.12686	validation-mlogloss:1.11111
[36m(train_xgb_ray_tune pid=1476159)[0m [0]	train-mlogloss:1.38232	validation-mlogloss:1.38210
[36m(train_xgb_ray_tune pid=1476142)[0m [47]	train-mlogloss:1.12373	validation-mlogloss:1.10957
[36m(train_xgb_ray_tune pid=1476162)[0m [50]	train-mlogloss:1.09832	validation-mlogloss:1.07950
[36m(train_xgb_ray_tune pid=1476156)[0m [7]	train-mlogloss:1.36470	validation-mlogloss:1.36336
[36m(train_xgb_ray_tune pid=1476165)[0m [35]	train-mlogloss:1.24946	validation-mlogloss:1.24227
[36m(train_xgb_ray_tune pid=1476166)[0m [30]	train-mlogloss:1.07839	validation-mlogloss:1.06675
[36m(train_xgb_ray_tune pid=1476159)[0m [1]	train-mlogloss:1.37853	validation-mlogloss:1.37822
[36m(train_xgb_ray_tune pid=1476142)[0m [48]	train-mlogloss:1.11984	validation-mlogloss:1.10552
[36m(train_xgb_ray_tune pid=1476162)[0m [51]	train-mlogloss:1.09409	validation-mlogloss:1.07513
[36m(train_xgb_ray_tune pid=1476156)[0m [8]	train-mlogloss:1.36219	validation-mlogloss:1.36066
[36m(train_xgb_ray_tune pid=1476165)[0m [36]	train-mlogloss:1.24611	validation-mlogloss:1.23889
[36m(train_xgb_ray_tune pid=1476168)[0m [34]	train-mlogloss:1.23306	validation-mlogloss:1.22458
[36m(train_xgb_ray_tune pid=1476161)[0m [36]	train-mlogloss:1.12159	validation-mlogloss:1.10560
[36m(train_xgb_ray_tune pid=1476166)[0m [31]	train-mlogloss:1.07138	validation-mlogloss:1.05977
[36m(train_xgb_ray_tune pid=1476156)[0m [9]	train-mlogloss:1.35985	validation-mlogloss:1.35815
[36m(train_xgb_ray_tune pid=1476165)[0m [37]	train-mlogloss:1.24290	validation-mlogloss:1.23565
[36m(train_xgb_ray_tune pid=1476168)[0m [35]	train-mlogloss:1.22945	validation-mlogloss:1.22066
[36m(train_xgb_ray_tune pid=1476161)[0m [37]	train-mlogloss:1.11689	validation-mlogloss:1.10064
[36m(train_xgb_ray_tune pid=1476159)[0m [2]	train-mlogloss:1.37462	validation-mlogloss:1.37411
[36m(train_xgb_ray_tune pid=1476142)[0m [49]	train-mlogloss:1.11606	validation-mlogloss:1.10147
[36m(train_xgb_ray_tune pid=1476162)[0m [52]	train-mlogloss:1.08989	validation-mlogloss:1.07076
[36m(train_xgb_ray_tune pid=1476156)[0m [10]	train-mlogloss:1.35779	validation-mlogloss:1.35596
[36m(train_xgb_ray_tune pid=1476168)[0m [36]	train-mlogloss:1.22571	validation-mlogloss:1.21684
[36m(train_xgb_ray_tune pid=1476166)[0m [32]	train-mlogloss:1.06482	validation-mlogloss:1.05308
[36m(train_xgb_ray_tune pid=1476142)[0m [50]	train-mlogloss:1.11213	validation-mlogloss:1.09749
[36m(train_xgb_ray_tune pid=1476162)[0m [53]	train-mlogloss:1.08590	validation-mlogloss:1.06651
[36m(train_xgb_ray_tune pid=1476165)[0m [38]	train-mlogloss:1.23957	validation-mlogloss:1.23213
[36m(train_xgb_ray_tune pid=1476161)[0m [38]	train-mlogloss:1.11193	validation-mlogloss:1.09554
[36m(train_xgb_ray_tune pid=1476159)[0m [3]	train-mlogloss:1.37087	validation-mlogloss:1.37026
[36m(train_xgb_ray_tune pid=1476156)[0m [11]	train-mlogloss:1.35543	validation-mlogloss:1.35357
[36m(train_xgb_ray_tune pid=1476168)[0m [37]	train-mlogloss:1.22210	validation-mlogloss:1.21301
[36m(train_xgb_ray_tune pid=1476166)[0m [33]	train-mlogloss:1.05823	validation-mlogloss:1.04633
[36m(train_xgb_ray_tune pid=1476142)[0m [51]	train-mlogloss:1.10814	validation-mlogloss:1.09336
[36m(train_xgb_ray_tune pid=1476162)[0m [54]	train-mlogloss:1.08204	validation-mlogloss:1.06240
[36m(train_xgb_ray_tune pid=1476144)[0m [0]	train-mlogloss:1.37878	validation-mlogloss:1.37833
[36m(train_xgb_ray_tune pid=1476156)[0m [12]	train-mlogloss:1.35303	validation-mlogloss:1.35097
[36m(train_xgb_ray_tune pid=1476165)[0m [39]	train-mlogloss:1.23637	validation-mlogloss:1.22873
[36m(train_xgb_ray_tune pid=1476168)[0m [38]	train-mlogloss:1.21913	validation-mlogloss:1.20982
[36m(train_xgb_ray_tune pid=1476161)[0m [39]	train-mlogloss:1.10712	validation-mlogloss:1.09050
[36m(train_xgb_ray_tune pid=1476166)[0m [34]	train-mlogloss:1.05144	validation-mlogloss:1.03925
[36m(train_xgb_ray_tune pid=1476159)[0m [4]	train-mlogloss:1.36721	validation-mlogloss:1.36650
[36m(train_xgb_ray_tune pid=1476157)[0m [0]	train-mlogloss:1.37457	validation-mlogloss:1.37390
[36m(train_xgb_ray_tune pid=1476142)[0m [52]	train-mlogloss:1.10446	validation-mlogloss:1.08961
[36m(train_xgb_ray_tune pid=1476162)[0m [55]	train-mlogloss:1.07804	validation-mlogloss:1.05833
[36m(train_xgb_ray_tune pid=1476144)[0m [1]	train-mlogloss:1.37131	validation-mlogloss:1.37037
[36m(train_xgb_ray_tune pid=1476156)[0m [13]	train-mlogloss:1.35072	validation-mlogloss:1.34848
[36m(train_xgb_ray_tune pid=1476165)[0m [40]	train-mlogloss:1.23312	validation-mlogloss:1.22552
[36m(train_xgb_ray_tune pid=1476168)[0m [39]	train-mlogloss:1.21586	validation-mlogloss:1.20640
[36m(train_xgb_ray_tune pid=1476161)[0m [40]	train-mlogloss:1.10236	validation-mlogloss:1.08547
[36m(train_xgb_ray_tune pid=1476156)[0m [14]	train-mlogloss:1.34833	validation-mlogloss:1.34589
[36m(train_xgb_ray_tune pid=1476159)[0m [5]	train-mlogloss:1.36341	validation-mlogloss:1.36248
[36m(train_xgb_ray_tune pid=1476157)[0m [1]	train-mlogloss:1.36312	validation-mlogloss:1.36190
[36m(train_xgb_ray_tune pid=1476142)[0m [53]	train-mlogloss:1.10082	validation-mlogloss:1.08570
[36m(train_xgb_ray_tune pid=1476162)[0m [56]	train-mlogloss:1.07418	validation-mlogloss:1.05425
[36m(train_xgb_ray_tune pid=1476144)[0m [2]	train-mlogloss:1.36391	validation-mlogloss:1.36239
[36m(train_xgb_ray_tune pid=1476165)[0m [41]	train-mlogloss:1.22987	validation-mlogloss:1.22203
[36m(train_xgb_ray_tune pid=1476168)[0m [40]	train-mlogloss:1.21231	validation-mlogloss:1.20277
[36m(train_xgb_ray_tune pid=1476161)[0m [41]	train-mlogloss:1.09792	validation-mlogloss:1.08070
[36m(train_xgb_ray_tune pid=1476166)[0m [35]	train-mlogloss:1.04493	validation-mlogloss:1.03255
[36m(train_xgb_ray_tune pid=1476142)[0m [54]	train-mlogloss:1.09720	validation-mlogloss:1.08177
[36m(train_xgb_ray_tune pid=1476162)[0m [57]	train-mlogloss:1.07043	validation-mlogloss:1.05024
[36m(train_xgb_ray_tune pid=1476144)[0m [3]	train-mlogloss:1.35656	validation-mlogloss:1.35452
[36m(train_xgb_ray_tune pid=1476156)[0m [15]	train-mlogloss:1.34583	validation-mlogloss:1.34322
[36m(train_xgb_ray_tune pid=1476168)[0m [41]	train-mlogloss:1.20874	validation-mlogloss:1.19902
[36m(train_xgb_ray_tune pid=1476159)[0m [6]	train-mlogloss:1.35956	validation-mlogloss:1.35843
[36m(train_xgb_ray_tune pid=1476157)[0m [2]	train-mlogloss:1.35208	validation-mlogloss:1.35052
[36m(train_xgb_ray_tune pid=1476161)[0m [42]	train-mlogloss:1.09359	validation-mlogloss:1.07629
[36m(train_xgb_ray_tune pid=1476166)[0m [36]	train-mlogloss:1.03858	validation-mlogloss:1.02592
[36m(train_xgb_ray_tune pid=1476142)[0m [55]	train-mlogloss:1.09345	validation-mlogloss:1.07802
[36m(train_xgb_ray_tune pid=1476162)[0m [58]	train-mlogloss:1.06663	validation-mlogloss:1.04612
[36m(train_xgb_ray_tune pid=1476144)[0m [4]	train-mlogloss:1.34936	validation-mlogloss:1.34689
[36m(train_xgb_ray_tune pid=1476156)[0m [16]	train-mlogloss:1.34357	validation-mlogloss:1.34078
[36m(train_xgb_ray_tune pid=1476165)[0m [42]	train-mlogloss:1.22668	validation-mlogloss:1.21862
[36m(train_xgb_ray_tune pid=1476168)[0m [42]	train-mlogloss:1.20523	validation-mlogloss:1.19537
[36m(train_xgb_ray_tune pid=1476167)[0m [0]	train-mlogloss:1.37994	validation-mlogloss:1.37954
[36m(train_xgb_ray_tune pid=1476169)[0m [0]	train-mlogloss:1.37570	validation-mlogloss:1.37546
[36m(train_xgb_ray_tune pid=1476159)[0m [7]	train-mlogloss:1.35586	validation-mlogloss:1.35455
[36m(train_xgb_ray_tune pid=1476157)[0m [3]	train-mlogloss:1.34112	validation-mlogloss:1.33920
[36m(train_xgb_ray_tune pid=1476162)[0m [59]	train-mlogloss:1.06291	validation-mlogloss:1.04214
[36m(train_xgb_ray_tune pid=1476144)[0m [5]	train-mlogloss:1.34221	validation-mlogloss:1.33929
[36m(train_xgb_ray_tune pid=1476156)[0m [17]	train-mlogloss:1.34092	validation-mlogloss:1.33802
[36m(train_xgb_ray_tune pid=1476165)[0m [43]	train-mlogloss:1.22348	validation-mlogloss:1.21526
[36m(train_xgb_ray_tune pid=1476168)[0m [43]	train-mlogloss:1.20204	validation-mlogloss:1.19195
[36m(train_xgb_ray_tune pid=1476161)[0m [43]	train-mlogloss:1.08945	validation-mlogloss:1.07184
[36m(train_xgb_ray_tune pid=1476166)[0m [37]	train-mlogloss:1.03254	validation-mlogloss:1.01954
[36m(train_xgb_ray_tune pid=1476167)[0m [1]	train-mlogloss:1.37336	validation-mlogloss:1.37278
[36m(train_xgb_ray_tune pid=1476169)[0m [1]	train-mlogloss:1.36491	validation-mlogloss:1.36410
[36m(train_xgb_ray_tune pid=1476142)[0m [56]	train-mlogloss:1.08995	validation-mlogloss:1.07420
[36m(train_xgb_ray_tune pid=1476162)[0m [60]	train-mlogloss:1.05930	validation-mlogloss:1.03825
[36m(train_xgb_ray_tune pid=1476144)[0m [6]	train-mlogloss:1.33533	validation-mlogloss:1.33204
[36m(train_xgb_ray_tune pid=1476156)[0m [18]	train-mlogloss:1.33867	validation-mlogloss:1.33558
[36m(train_xgb_ray_tune pid=1476164)[0m [0]	train-mlogloss:1.37399	validation-mlogloss:1.37343
[36m(train_xgb_ray_tune pid=1476165)[0m [44]	train-mlogloss:1.22030	validation-mlogloss:1.21193
[36m(train_xgb_ray_tune pid=1476168)[0m [44]	train-mlogloss:1.19882	validation-mlogloss:1.18873
[36m(train_xgb_ray_tune pid=1476161)[0m [44]	train-mlogloss:1.08504	validation-mlogloss:1.06734
[36m(train_xgb_ray_tune pid=1476166)[0m [38]	train-mlogloss:1.02666	validation-mlogloss:1.01332
[36m(train_xgb_ray_tune pid=1476167)[0m [2]	train-mlogloss:1.36641	validation-mlogloss:1.36547
[36m(train_xgb_ray_tune pid=1476169)[0m [2]	train-mlogloss:1.35453	validation-mlogloss:1.35331
[36m(train_xgb_ray_tune pid=1476159)[0m [8]	train-mlogloss:1.35218	validation-mlogloss:1.35075
[36m(train_xgb_ray_tune pid=1476159)[0m [9]	train-mlogloss:1.34852	validation-mlogloss:1.34689
[36m(train_xgb_ray_tune pid=1476157)[0m [4]	train-mlogloss:1.33033	validation-mlogloss:1.32790
[36m(train_xgb_ray_tune pid=1476157)[0m [5]	train-mlogloss:1.31970	validation-mlogloss:1.31674
[36m(train_xgb_ray_tune pid=1476142)[0m [57]	train-mlogloss:1.08626	validation-mlogloss:1.07034
[36m(train_xgb_ray_tune pid=1476142)[0m [58]	train-mlogloss:1.08277	validation-mlogloss:1.06663
[36m(train_xgb_ray_tune pid=1476162)[0m [61]	train-mlogloss:1.05561	validation-mlogloss:1.03431
[36m(train_xgb_ray_tune pid=1476162)[0m [62]	train-mlogloss:1.05199	validation-mlogloss:1.03046
[36m(train_xgb_ray_tune pid=1476144)[0m [7]	train-mlogloss:1.32841	validation-mlogloss:1.32467
[36m(train_xgb_ray_tune pid=1476144)[0m [8]	train-mlogloss:1.32162	validation-mlogloss:1.31745
[36m(train_xgb_ray_tune pid=1476156)[0m [19]	train-mlogloss:1.33611	validation-mlogloss:1.33290
[36m(train_xgb_ray_tune pid=1476156)[0m [20]	train-mlogloss:1.33366	validation-mlogloss:1.33025
[36m(train_xgb_ray_tune pid=1476164)[0m [1]	train-mlogloss:1.36234	validation-mlogloss:1.36144
[36m(train_xgb_ray_tune pid=1476164)[0m [2]	train-mlogloss:1.35038	validation-mlogloss:1.34867
[36m(train_xgb_ray_tune pid=1476165)[0m [45]	train-mlogloss:1.21717	validation-mlogloss:1.20861
[36m(train_xgb_ray_tune pid=1476165)[0m [46]	train-mlogloss:1.21405	validation-mlogloss:1.20540
[36m(train_xgb_ray_tune pid=1476168)[0m [45]	train-mlogloss:1.19562	validation-mlogloss:1.18534
[36m(train_xgb_ray_tune pid=1476168)[0m [46]	train-mlogloss:1.19255	validation-mlogloss:1.18219
[36m(train_xgb_ray_tune pid=1476161)[0m [45]	train-mlogloss:1.08092	validation-mlogloss:1.06303
[36m(train_xgb_ray_tune pid=1476166)[0m [39]	train-mlogloss:1.02066	validation-mlogloss:1.00723
[36m(train_xgb_ray_tune pid=1476167)[0m [3]	train-mlogloss:1.35958	validation-mlogloss:1.35815
[36m(train_xgb_ray_tune pid=1476169)[0m [3]	train-mlogloss:1.34425	validation-mlogloss:1.34254
[36m(train_xgb_ray_tune pid=1476159)[0m [10]	train-mlogloss:1.34488	validation-mlogloss:1.34315
[36m(train_xgb_ray_tune pid=1476157)[0m [6]	train-mlogloss:1.30932	validation-mlogloss:1.30586
[36m(train_xgb_ray_tune pid=1476162)[0m [63]	train-mlogloss:1.04842	validation-mlogloss:1.02663
[36m(train_xgb_ray_tune pid=1476156)[0m [21]	train-mlogloss:1.33125	validation-mlogloss:1.32774
[36m(train_xgb_ray_tune pid=1476164)[0m [3]	train-mlogloss:1.33868	validation-mlogloss:1.33646
[36m(train_xgb_ray_tune pid=1476165)[0m [47]	train-mlogloss:1.21095	validation-mlogloss:1.20221
[36m(train_xgb_ray_tune pid=1476168)[0m [47]	train-mlogloss:1.18915	validation-mlogloss:1.17863
[36m(train_xgb_ray_tune pid=1476167)[0m [4]	train-mlogloss:1.35319	validation-mlogloss:1.35140
[36m(train_xgb_ray_tune pid=1476169)[0m [4]	train-mlogloss:1.33393	validation-mlogloss:1.33165
[36m(train_xgb_ray_tune pid=1476157)[0m [7]	train-mlogloss:1.29912	validation-mlogloss:1.29494
[36m(train_xgb_ray_tune pid=1476142)[0m [59]	train-mlogloss:1.07940	validation-mlogloss:1.06299
[36m(train_xgb_ray_tune pid=1476144)[0m [9]	train-mlogloss:1.31507	validation-mlogloss:1.31042
[36m(train_xgb_ray_tune pid=1476156)[0m [22]	train-mlogloss:1.32895	validation-mlogloss:1.32537
[36m(train_xgb_ray_tune pid=1476165)[0m [48]	train-mlogloss:1.20797	validation-mlogloss:1.19913
[36m(train_xgb_ray_tune pid=1476161)[0m [46]	train-mlogloss:1.07659	validation-mlogloss:1.05841
[36m(train_xgb_ray_tune pid=1476166)[0m [40]	train-mlogloss:1.01495	validation-mlogloss:1.00129
[36m(train_xgb_ray_tune pid=1476169)[0m [5]	train-mlogloss:1.32398	validation-mlogloss:1.32110
[36m(train_xgb_ray_tune pid=1476159)[0m [11]	train-mlogloss:1.34135	validation-mlogloss:1.33957
[36m(train_xgb_ray_tune pid=1476162)[0m [64]	train-mlogloss:1.04487	validation-mlogloss:1.02288
[36m(train_xgb_ray_tune pid=1476144)[0m [10]	train-mlogloss:1.30855	validation-mlogloss:1.30344
[36m(train_xgb_ray_tune pid=1476156)[0m [23]	train-mlogloss:1.32684	validation-mlogloss:1.32321
[36m(train_xgb_ray_tune pid=1476164)[0m [4]	train-mlogloss:1.32746	validation-mlogloss:1.32465
[36m(train_xgb_ray_tune pid=1476165)[0m [49]	train-mlogloss:1.20497	validation-mlogloss:1.19590
[36m(train_xgb_ray_tune pid=1476168)[0m [48]	train-mlogloss:1.18571	validation-mlogloss:1.17502
[36m(train_xgb_ray_tune pid=1476166)[0m [41]	train-mlogloss:1.00904	validation-mlogloss:0.99525
[36m(train_xgb_ray_tune pid=1476167)[0m [5]	train-mlogloss:1.34661	validation-mlogloss:1.34435
[36m(train_xgb_ray_tune pid=1476169)[0m [6]	train-mlogloss:1.31405	validation-mlogloss:1.31071
[36m(train_xgb_ray_tune pid=1476159)[0m [12]	train-mlogloss:1.33791	validation-mlogloss:1.33598
[36m(train_xgb_ray_tune pid=1476157)[0m [8]	train-mlogloss:1.28920	validation-mlogloss:1.28439
[36m(train_xgb_ray_tune pid=1476142)[0m [60]	train-mlogloss:1.07596	validation-mlogloss:1.05948
[36m(train_xgb_ray_tune pid=1476162)[0m [65]	train-mlogloss:1.04125	validation-mlogloss:1.01902
[36m(train_xgb_ray_tune pid=1476144)[0m [11]	train-mlogloss:1.30197	validation-mlogloss:1.29645
[36m(train_xgb_ray_tune pid=1476156)[0m [24]	train-mlogloss:1.32489	validation-mlogloss:1.32114
[36m(train_xgb_ray_tune pid=1476150)[0m [0]	train-mlogloss:1.37501	validation-mlogloss:1.37481
[36m(train_xgb_ray_tune pid=1476164)[0m [5]	train-mlogloss:1.31665	validation-mlogloss:1.31324
[36m(train_xgb_ray_tune pid=1476165)[0m [50]	train-mlogloss:1.20193	validation-mlogloss:1.19266
[36m(train_xgb_ray_tune pid=1476168)[0m [49]	train-mlogloss:1.18259	validation-mlogloss:1.17164
[36m(train_xgb_ray_tune pid=1476167)[0m [6]	train-mlogloss:1.34015	validation-mlogloss:1.33737
[36m(train_xgb_ray_tune pid=1476157)[0m [9]	train-mlogloss:1.27937	validation-mlogloss:1.27403
[36m(train_xgb_ray_tune pid=1476142)[0m [61]	train-mlogloss:1.07255	validation-mlogloss:1.05603
[36m(train_xgb_ray_tune pid=1476162)[0m [66]	train-mlogloss:1.03781	validation-mlogloss:1.01519
[36m(train_xgb_ray_tune pid=1476144)[0m [12]	train-mlogloss:1.29555	validation-mlogloss:1.28954
[36m(train_xgb_ray_tune pid=1476156)[0m [25]	train-mlogloss:1.32261	validation-mlogloss:1.31882
[36m(train_xgb_ray_tune pid=1476150)[0m [1]	train-mlogloss:1.36398	validation-mlogloss:1.36326
[36m(train_xgb_ray_tune pid=1476164)[0m [6]	train-mlogloss:1.30658	validation-mlogloss:1.30269
[36m(train_xgb_ray_tune pid=1476165)[0m [51]	train-mlogloss:1.19890	validation-mlogloss:1.18940
[36m(train_xgb_ray_tune pid=1476168)[0m [50]	train-mlogloss:1.17963	validation-mlogloss:1.16849
[36m(train_xgb_ray_tune pid=1476161)[0m [47]	train-mlogloss:1.07233	validation-mlogloss:1.05384
[36m(train_xgb_ray_tune pid=1476166)[0m [42]	train-mlogloss:1.00360	validation-mlogloss:0.98944
[36m(train_xgb_ray_tune pid=1476169)[0m [7]	train-mlogloss:1.30451	validation-mlogloss:1.30060
[36m(train_xgb_ray_tune pid=1476159)[0m [13]	train-mlogloss:1.33433	validation-mlogloss:1.33226
[36m(train_xgb_ray_tune pid=1476157)[0m [10]	train-mlogloss:1.26999	validation-mlogloss:1.26444
[36m(train_xgb_ray_tune pid=1476142)[0m [62]	train-mlogloss:1.06909	validation-mlogloss:1.05236
[36m(train_xgb_ray_tune pid=1476142)[0m [63]	train-mlogloss:1.06578	validation-mlogloss:1.04889
[36m(train_xgb_ray_tune pid=1476162)[0m [67]	train-mlogloss:1.03437	validation-mlogloss:1.01139
[36m(train_xgb_ray_tune pid=1476171)[0m [0]	train-mlogloss:1.38457	validation-mlogloss:1.38447
[36m(train_xgb_ray_tune pid=1476144)[0m [13]	train-mlogloss:1.28917	validation-mlogloss:1.28265
[36m(train_xgb_ray_tune pid=1476156)[0m [26]	train-mlogloss:1.32047	validation-mlogloss:1.31652
[36m(train_xgb_ray_tune pid=1476156)[0m [27]	train-mlogloss:1.31848	validation-mlogloss:1.31446
[36m(train_xgb_ray_tune pid=1476150)[0m [2]	train-mlogloss:1.35294	validation-mlogloss:1.35176
[36m(train_xgb_ray_tune pid=1476164)[0m [7]	train-mlogloss:1.29601	validation-mlogloss:1.29143
[36m(train_xgb_ray_tune pid=1476165)[0m [52]	train-mlogloss:1.19590	validation-mlogloss:1.18618
[36m(train_xgb_ray_tune pid=1476168)[0m [51]	train-mlogloss:1.17663	validation-mlogloss:1.16532
[36m(train_xgb_ray_tune pid=1476161)[0m [48]	train-mlogloss:1.06826	validation-mlogloss:1.04956
[36m(train_xgb_ray_tune pid=1476166)[0m [43]	train-mlogloss:0.99804	validation-mlogloss:0.98371
[36m(train_xgb_ray_tune pid=1476167)[0m [7]	train-mlogloss:1.33326	validation-mlogloss:1.33028
[36m(train_xgb_ray_tune pid=1476167)[0m [8]	train-mlogloss:1.32690	validation-mlogloss:1.32355
[36m(train_xgb_ray_tune pid=1476169)[0m [8]	train-mlogloss:1.29512	validation-mlogloss:1.29074
[36m(train_xgb_ray_tune pid=1476169)[0m [9]	train-mlogloss:1.28576	validation-mlogloss:1.28105
[36m(train_xgb_ray_tune pid=1476159)[0m [14]	train-mlogloss:1.33075	validation-mlogloss:1.32845
[36m(train_xgb_ray_tune pid=1476159)[0m [15]	train-mlogloss:1.32712	validation-mlogloss:1.32474
[36m(train_xgb_ray_tune pid=1476157)[0m [11]	train-mlogloss:1.26065	validation-mlogloss:1.25459
[36m(train_xgb_ray_tune pid=1476162)[0m [68]	train-mlogloss:1.03079	validation-mlogloss:1.00745
[36m(train_xgb_ray_tune pid=1476171)[0m [1]	train-mlogloss:1.38280	validation-mlogloss:1.38257
[36m(train_xgb_ray_tune pid=1476144)[0m [14]	train-mlogloss:1.28285	validation-mlogloss:1.27594
[36m(train_xgb_ray_tune pid=1476156)[0m [28]	train-mlogloss:1.31658	validation-mlogloss:1.31245
[36m(train_xgb_ray_tune pid=1476150)[0m [3]	train-mlogloss:1.34238	validation-mlogloss:1.34051
[36m(train_xgb_ray_tune pid=1476150)[0m [4]	train-mlogloss:1.33199	validation-mlogloss:1.32961
[36m(train_xgb_ray_tune pid=1476164)[0m [8]	train-mlogloss:1.28651	validation-mlogloss:1.28183
[36m(train_xgb_ray_tune pid=1476165)[0m [53]	train-mlogloss:1.19299	validation-mlogloss:1.18314
[36m(train_xgb_ray_tune pid=1476165)[0m [54]	train-mlogloss:1.19006	validation-mlogloss:1.18007
[36m(train_xgb_ray_tune pid=1476158)[0m [0]	train-mlogloss:1.38593	validation-mlogloss:1.38591
[36m(train_xgb_ray_tune pid=1476158)[0m [1]	train-mlogloss:1.38556	validation-mlogloss:1.38552
[36m(train_xgb_ray_tune pid=1476168)[0m [52]	train-mlogloss:1.17351	validation-mlogloss:1.16209
[36m(train_xgb_ray_tune pid=1476168)[0m [53]	train-mlogloss:1.17058	validation-mlogloss:1.15896
[36m(train_xgb_ray_tune pid=1476161)[0m [49]	train-mlogloss:1.06430	validation-mlogloss:1.04550
[36m(train_xgb_ray_tune pid=1476166)[0m [44]	train-mlogloss:0.99248	validation-mlogloss:0.97792
[36m(train_xgb_ray_tune pid=1476167)[0m [9]	train-mlogloss:1.32048	validation-mlogloss:1.31670
[36m(train_xgb_ray_tune pid=1476159)[0m [16]	train-mlogloss:1.32365	validation-mlogloss:1.32111
[36m(train_xgb_ray_tune pid=1476157)[0m [12]	train-mlogloss:1.25143	validation-mlogloss:1.24478
[36m(train_xgb_ray_tune pid=1476142)[0m [64]	train-mlogloss:1.06238	validation-mlogloss:1.04538
[36m(train_xgb_ray_tune pid=1476142)[0m [65]	train-mlogloss:1.05917	validation-mlogloss:1.04214
[36m(train_xgb_ray_tune pid=1476162)[0m [69]	train-mlogloss:1.02765	validation-mlogloss:1.00420
[36m(train_xgb_ray_tune pid=1476162)[0m [70]	train-mlogloss:1.02431	validation-mlogloss:1.00065
[36m(train_xgb_ray_tune pid=1476163)[0m [0]	train-mlogloss:1.38378	validation-mlogloss:1.38358
[36m(train_xgb_ray_tune pid=1476171)[0m [2]	train-mlogloss:1.38098	validation-mlogloss:1.38069
[36m(train_xgb_ray_tune pid=1476171)[0m [3]	train-mlogloss:1.37930	validation-mlogloss:1.37889
[36m(train_xgb_ray_tune pid=1476144)[0m [15]	train-mlogloss:1.27657	validation-mlogloss:1.26930
[36m(train_xgb_ray_tune pid=1476144)[0m [16]	train-mlogloss:1.27050	validation-mlogloss:1.26289
[36m(train_xgb_ray_tune pid=1476156)[0m [29]	train-mlogloss:1.31423	validation-mlogloss:1.30991
[36m(train_xgb_ray_tune pid=1476156)[0m [30]	train-mlogloss:1.31233	validation-mlogloss:1.30787
[36m(train_xgb_ray_tune pid=1476143)[0m [0]	train-mlogloss:1.37812	validation-mlogloss:1.37775
[36m(train_xgb_ray_tune pid=1476150)[0m [5]	train-mlogloss:1.32166	validation-mlogloss:1.31867
[36m(train_xgb_ray_tune pid=1476150)[0m [6]	train-mlogloss:1.31148	validation-mlogloss:1.30788
[36m(train_xgb_ray_tune pid=1476164)[0m [9]	train-mlogloss:1.27752	validation-mlogloss:1.27224
[36m(train_xgb_ray_tune pid=1476164)[0m [10]	train-mlogloss:1.26771	validation-mlogloss:1.26186
[36m(train_xgb_ray_tune pid=1476165)[0m [55]	train-mlogloss:1.18714	validation-mlogloss:1.17702
[36m(train_xgb_ray_tune pid=1476158)[0m [2]	train-mlogloss:1.38515	validation-mlogloss:1.38509
[36m(train_xgb_ray_tune pid=1476158)[0m [3]	train-mlogloss:1.38487	validation-mlogloss:1.38478
[36m(train_xgb_ray_tune pid=1476168)[0m [54]	train-mlogloss:1.16757	validation-mlogloss:1.15585
[36m(train_xgb_ray_tune pid=1476168)[0m [55]	train-mlogloss:1.16455	validation-mlogloss:1.15275
[36m(train_xgb_ray_tune pid=1476161)[0m [50]	train-mlogloss:1.06021	validation-mlogloss:1.04115
[36m(train_xgb_ray_tune pid=1476161)[0m [51]	train-mlogloss:1.05637	validation-mlogloss:1.03730
[36m(train_xgb_ray_tune pid=1476166)[0m [45]	train-mlogloss:0.98737	validation-mlogloss:0.97253
[36m(train_xgb_ray_tune pid=1476167)[0m [10]	train-mlogloss:1.31417	validation-mlogloss:1.31005
[36m(train_xgb_ray_tune pid=1476169)[0m [10]	train-mlogloss:1.27668	validation-mlogloss:1.27160
[36m(train_xgb_ray_tune pid=1476169)[0m [11]	train-mlogloss:1.26777	validation-mlogloss:1.26231
[36m(train_xgb_ray_tune pid=1476159)[0m [17]	train-mlogloss:1.32026	validation-mlogloss:1.31756
[36m(train_xgb_ray_tune pid=1476157)[0m [13]	train-mlogloss:1.24260	validation-mlogloss:1.23563
[36m(train_xgb_ray_tune pid=1476157)[0m [14]	train-mlogloss:1.23373	validation-mlogloss:1.22608
[36m(train_xgb_ray_tune pid=1476142)[0m [66]	train-mlogloss:1.05594	validation-mlogloss:1.03877
[36m(train_xgb_ray_tune pid=1476162)[0m [71]	train-mlogloss:1.02109	validation-mlogloss:0.99724
[36m(train_xgb_ray_tune pid=1476162)[0m [72]	train-mlogloss:1.01792	validation-mlogloss:0.99408
[36m(train_xgb_ray_tune pid=1476163)[0m [1]	train-mlogloss:1.38118	validation-mlogloss:1.38078
[36m(train_xgb_ray_tune pid=1476171)[0m [4]	train-mlogloss:1.37755	validation-mlogloss:1.37701
[36m(train_xgb_ray_tune pid=1476144)[0m [17]	train-mlogloss:1.26453	validation-mlogloss:1.25659
[36m(train_xgb_ray_tune pid=1476156)[0m [31]	train-mlogloss:1.31007	validation-mlogloss:1.30551
[36m(train_xgb_ray_tune pid=1476143)[0m [1]	train-mlogloss:1.37016	validation-mlogloss:1.36942
[36m(train_xgb_ray_tune pid=1476150)[0m [7]	train-mlogloss:1.30144	validation-mlogloss:1.29724
[36m(train_xgb_ray_tune pid=1476164)[0m [11]	train-mlogloss:1.25837	validation-mlogloss:1.25224
[36m(train_xgb_ray_tune pid=1476165)[0m [56]	train-mlogloss:1.18422	validation-mlogloss:1.17401
[36m(train_xgb_ray_tune pid=1476165)[0m [57]	train-mlogloss:1.18141	validation-mlogloss:1.17105
[36m(train_xgb_ray_tune pid=1476158)[0m [4]	train-mlogloss:1.38448	validation-mlogloss:1.38437
[36m(train_xgb_ray_tune pid=1476168)[0m [56]	train-mlogloss:1.16157	validation-mlogloss:1.14956
[36m(train_xgb_ray_tune pid=1476161)[0m [52]	train-mlogloss:1.05249	validation-mlogloss:1.03330
[36m(train_xgb_ray_tune pid=1476167)[0m [11]	train-mlogloss:1.30804	validation-mlogloss:1.30353
[36m(train_xgb_ray_tune pid=1476169)[0m [12]	train-mlogloss:1.25918	validation-mlogloss:1.25347
[36m(train_xgb_ray_tune pid=1476159)[0m [18]	train-mlogloss:1.31687	validation-mlogloss:1.31402
[36m(train_xgb_ray_tune pid=1476157)[0m [15]	train-mlogloss:1.22494	validation-mlogloss:1.21672
[36m(train_xgb_ray_tune pid=1476142)[0m [67]	train-mlogloss:1.05296	validation-mlogloss:1.03553
[36m(train_xgb_ray_tune pid=1476162)[0m [73]	train-mlogloss:1.01466	validation-mlogloss:0.99072
[36m(train_xgb_ray_tune pid=1476163)[0m [2]	train-mlogloss:1.37866	validation-mlogloss:1.37808
[36m(train_xgb_ray_tune pid=1476163)[0m [3]	train-mlogloss:1.37616	validation-mlogloss:1.37542
[36m(train_xgb_ray_tune pid=1476171)[0m [5]	train-mlogloss:1.37582	validation-mlogloss:1.37516
[36m(train_xgb_ray_tune pid=1476144)[0m [18]	train-mlogloss:1.25855	validation-mlogloss:1.25029
[36m(train_xgb_ray_tune pid=1476156)[0m [32]	train-mlogloss:1.30809	validation-mlogloss:1.30347
[36m(train_xgb_ray_tune pid=1476156)[0m [33]	train-mlogloss:1.30645	validation-mlogloss:1.30169
[36m(train_xgb_ray_tune pid=1476150)[0m [8]	train-mlogloss:1.29168	validation-mlogloss:1.28696
[36m(train_xgb_ray_tune pid=1476164)[0m [12]	train-mlogloss:1.24907	validation-mlogloss:1.24260
[36m(train_xgb_ray_tune pid=1476165)[0m [58]	train-mlogloss:1.17857	validation-mlogloss:1.16800
[36m(train_xgb_ray_tune pid=1476158)[0m [5]	train-mlogloss:1.38408	validation-mlogloss:1.38395
[36m(train_xgb_ray_tune pid=1476158)[0m [6]	train-mlogloss:1.38369	validation-mlogloss:1.38353
[36m(train_xgb_ray_tune pid=1476168)[0m [57]	train-mlogloss:1.15890	validation-mlogloss:1.14677
[36m(train_xgb_ray_tune pid=1476161)[0m [53]	train-mlogloss:1.04962	validation-mlogloss:1.03031
[36m(train_xgb_ray_tune pid=1476166)[0m [46]	train-mlogloss:0.98215	validation-mlogloss:0.96695
[36m(train_xgb_ray_tune pid=1476167)[0m [12]	train-mlogloss:1.30191	validation-mlogloss:1.29699
[36m(train_xgb_ray_tune pid=1476159)[0m [19]	train-mlogloss:1.31344	validation-mlogloss:1.31039
[36m(train_xgb_ray_tune pid=1476157)[0m [16]	train-mlogloss:1.21650	validation-mlogloss:1.20772
[36m(train_xgb_ray_tune pid=1476142)[0m [68]	train-mlogloss:1.04998	validation-mlogloss:1.03242
[36m(train_xgb_ray_tune pid=1476142)[0m [69]	train-mlogloss:1.04702	validation-mlogloss:1.02921
[36m(train_xgb_ray_tune pid=1476162)[0m [74]	train-mlogloss:1.01151	validation-mlogloss:0.98740
[36m(train_xgb_ray_tune pid=1476163)[0m [4]	train-mlogloss:1.37358	validation-mlogloss:1.37263
[36m(train_xgb_ray_tune pid=1476171)[0m [6]	train-mlogloss:1.37416	validation-mlogloss:1.37337
[36m(train_xgb_ray_tune pid=1476144)[0m [19]	train-mlogloss:1.25262	validation-mlogloss:1.24395
[36m(train_xgb_ray_tune pid=1476144)[0m [20]	train-mlogloss:1.24691	validation-mlogloss:1.23808
[36m(train_xgb_ray_tune pid=1476156)[0m [34]	train-mlogloss:1.30430	validation-mlogloss:1.29954
[36m(train_xgb_ray_tune pid=1476156)[0m [35]	train-mlogloss:1.30222	validation-mlogloss:1.29729
[36m(train_xgb_ray_tune pid=1476143)[0m [2]	train-mlogloss:1.36236	validation-mlogloss:1.36145
[36m(train_xgb_ray_tune pid=1476150)[0m [9]	train-mlogloss:1.28235	validation-mlogloss:1.27705
[36m(train_xgb_ray_tune pid=1476164)[0m [13]	train-mlogloss:1.24002	validation-mlogloss:1.23308
[36m(train_xgb_ray_tune pid=1476164)[0m [14]	train-mlogloss:1.23102	validation-mlogloss:1.22354
[36m(train_xgb_ray_tune pid=1476165)[0m [59]	train-mlogloss:1.17571	validation-mlogloss:1.16515
[36m(train_xgb_ray_tune pid=1476158)[0m [7]	train-mlogloss:1.38339	validation-mlogloss:1.38321
[36m(train_xgb_ray_tune pid=1476158)[0m [8]	train-mlogloss:1.38313	validation-mlogloss:1.38292
[36m(train_xgb_ray_tune pid=1476168)[0m [58]	train-mlogloss:1.15587	validation-mlogloss:1.14360
[36m(train_xgb_ray_tune pid=1476168)[0m [59]	train-mlogloss:1.15304	validation-mlogloss:1.14074
[36m(train_xgb_ray_tune pid=1476161)[0m [54]	train-mlogloss:1.04611	validation-mlogloss:1.02666
[36m(train_xgb_ray_tune pid=1476166)[0m [47]	train-mlogloss:0.97695	validation-mlogloss:0.96152
[36m(train_xgb_ray_tune pid=1476169)[0m [13]	train-mlogloss:1.25065	validation-mlogloss:1.24462
[36m(train_xgb_ray_tune pid=1476159)[0m [20]	train-mlogloss:1.31003	validation-mlogloss:1.30681
[36m(train_xgb_ray_tune pid=1476159)[0m [21]	train-mlogloss:1.30676	validation-mlogloss:1.30330
[36m(train_xgb_ray_tune pid=1476157)[0m [17]	train-mlogloss:1.20804	validation-mlogloss:1.19897
[36m(train_xgb_ray_tune pid=1476142)[0m [70]	train-mlogloss:1.04378	validation-mlogloss:1.02594
[36m(train_xgb_ray_tune pid=1476162)[0m [75]	train-mlogloss:1.00822	validation-mlogloss:0.98388
[36m(train_xgb_ray_tune pid=1476162)[0m [76]	train-mlogloss:1.00512	validation-mlogloss:0.98059
[36m(train_xgb_ray_tune pid=1476163)[0m [5]	train-mlogloss:1.37101	validation-mlogloss:1.36984
[36m(train_xgb_ray_tune pid=1476163)[0m [6]	train-mlogloss:1.36862	validation-mlogloss:1.36728
[36m(train_xgb_ray_tune pid=1476171)[0m [7]	train-mlogloss:1.37236	validation-mlogloss:1.37153
[36m(train_xgb_ray_tune pid=1476144)[0m [21]	train-mlogloss:1.24124	validation-mlogloss:1.23205
[36m(train_xgb_ray_tune pid=1476156)[0m [36]	train-mlogloss:1.30043	validation-mlogloss:1.29543
[36m(train_xgb_ray_tune pid=1476143)[0m [3]	train-mlogloss:1.35470	validation-mlogloss:1.35342
[36m(train_xgb_ray_tune pid=1476150)[0m [10]	train-mlogloss:1.27335	validation-mlogloss:1.26754
[36m(train_xgb_ray_tune pid=1476164)[0m [15]	train-mlogloss:1.22224	validation-mlogloss:1.21402
[36m(train_xgb_ray_tune pid=1476165)[0m [60]	train-mlogloss:1.17288	validation-mlogloss:1.16208
[36m(train_xgb_ray_tune pid=1476158)[0m [9]	train-mlogloss:1.38285	validation-mlogloss:1.38261
[36m(train_xgb_ray_tune pid=1476168)[0m [60]	train-mlogloss:1.15046	validation-mlogloss:1.13807
[36m(train_xgb_ray_tune pid=1476161)[0m [55]	train-mlogloss:1.04247	validation-mlogloss:1.02275
[36m(train_xgb_ray_tune pid=1476166)[0m [48]	train-mlogloss:0.97152	validation-mlogloss:0.95576
[36m(train_xgb_ray_tune pid=1476167)[0m [13]	train-mlogloss:1.29589	validation-mlogloss:1.29055
[36m(train_xgb_ray_tune pid=1476169)[0m [14]	train-mlogloss:1.24219	validation-mlogloss:1.23577
[36m(train_xgb_ray_tune pid=1476157)[0m [18]	train-mlogloss:1.19968	validation-mlogloss:1.19009
[36m(train_xgb_ray_tune pid=1476162)[0m [77]	train-mlogloss:1.00209	validation-mlogloss:0.97730
[36m(train_xgb_ray_tune pid=1476163)[0m [7]	train-mlogloss:1.36624	validation-mlogloss:1.36471
[36m(train_xgb_ray_tune pid=1476171)[0m [8]	train-mlogloss:1.37064	validation-mlogloss:1.36973
[36m(train_xgb_ray_tune pid=1476144)[0m [22]	train-mlogloss:1.23549	validation-mlogloss:1.22589
[36m(train_xgb_ray_tune pid=1476156)[0m [37]	train-mlogloss:1.29839	validation-mlogloss:1.29323
[36m(train_xgb_ray_tune pid=1476150)[0m [11]	train-mlogloss:1.26419	validation-mlogloss:1.25755
[36m(train_xgb_ray_tune pid=1476165)[0m [61]	train-mlogloss:1.17012	validation-mlogloss:1.15927
[36m(train_xgb_ray_tune pid=1476158)[0m [10]	train-mlogloss:1.38248	validation-mlogloss:1.38222
[36m(train_xgb_ray_tune pid=1476161)[0m [56]	train-mlogloss:1.03910	validation-mlogloss:1.01905
[36m(train_xgb_ray_tune pid=1476169)[0m [15]	train-mlogloss:1.23389	validation-mlogloss:1.22694
[36m(train_xgb_ray_tune pid=1476159)[0m [22]	train-mlogloss:1.30349	validation-mlogloss:1.29984
[36m(train_xgb_ray_tune pid=1476157)[0m [19]	train-mlogloss:1.19169	validation-mlogloss:1.18150
[36m(train_xgb_ray_tune pid=1476142)[0m [71]	train-mlogloss:1.04091	validation-mlogloss:1.02295
[36m(train_xgb_ray_tune pid=1476142)[0m [72]	train-mlogloss:1.03782	validation-mlogloss:1.01968
[36m(train_xgb_ray_tune pid=1476162)[0m [78]	train-mlogloss:0.99907	validation-mlogloss:0.97413
[36m(train_xgb_ray_tune pid=1476163)[0m [8]	train-mlogloss:1.36387	validation-mlogloss:1.36213
[36m(train_xgb_ray_tune pid=1476171)[0m [9]	train-mlogloss:1.36893	validation-mlogloss:1.36790
[36m(train_xgb_ray_tune pid=1476144)[0m [23]	train-mlogloss:1.22987	validation-mlogloss:1.21985
[36m(train_xgb_ray_tune pid=1476156)[0m [38]	train-mlogloss:1.29646	validation-mlogloss:1.29122
[36m(train_xgb_ray_tune pid=1476143)[0m [4]	train-mlogloss:1.34702	validation-mlogloss:1.34540
[36m(train_xgb_ray_tune pid=1476150)[0m [12]	train-mlogloss:1.25522	validation-mlogloss:1.24781
[36m(train_xgb_ray_tune pid=1476164)[0m [16]	train-mlogloss:1.21355	validation-mlogloss:1.20475
[36m(train_xgb_ray_tune pid=1476164)[0m [17]	train-mlogloss:1.20521	validation-mlogloss:1.19583
[36m(train_xgb_ray_tune pid=1476165)[0m [62]	train-mlogloss:1.16725	validation-mlogloss:1.15626
[36m(train_xgb_ray_tune pid=1476158)[0m [11]	train-mlogloss:1.38214	validation-mlogloss:1.38186
[36m(train_xgb_ray_tune pid=1476170)[0m [0]	train-mlogloss:1.37809	validation-mlogloss:1.37750
[36m(train_xgb_ray_tune pid=1476168)[0m [61]	train-mlogloss:1.14803	validation-mlogloss:1.13540
[36m(train_xgb_ray_tune pid=1476168)[0m [62]	train-mlogloss:1.14522	validation-mlogloss:1.13252
[36m(train_xgb_ray_tune pid=1476161)[0m [57]	train-mlogloss:1.03583	validation-mlogloss:1.01555
[36m(train_xgb_ray_tune pid=1476166)[0m [49]	train-mlogloss:0.96657	validation-mlogloss:0.95063
[36m(train_xgb_ray_tune pid=1476166)[0m [50]	train-mlogloss:0.96166	validation-mlogloss:0.94551
[36m(train_xgb_ray_tune pid=1476167)[0m [14]	train-mlogloss:1.28978	validation-mlogloss:1.28425
[36m(train_xgb_ray_tune pid=1476169)[0m [16]	train-mlogloss:1.22570	validation-mlogloss:1.21820
[36m(train_xgb_ray_tune pid=1476159)[0m [23]	train-mlogloss:1.30027	validation-mlogloss:1.29648
[36m(train_xgb_ray_tune pid=1476157)[0m [20]	train-mlogloss:1.18367	validation-mlogloss:1.17303
[36m(train_xgb_ray_tune pid=1476142)[0m [73]	train-mlogloss:1.03482	validation-mlogloss:1.01650
[36m(train_xgb_ray_tune pid=1476162)[0m [79]	train-mlogloss:0.99617	validation-mlogloss:0.97098
[36m(train_xgb_ray_tune pid=1476163)[0m [9]	train-mlogloss:1.36163	validation-mlogloss:1.35970
[36m(train_xgb_ray_tune pid=1476163)[0m [10]	train-mlogloss:1.35990	validation-mlogloss:1.35777
[36m(train_xgb_ray_tune pid=1476171)[0m [10]	train-mlogloss:1.36722	validation-mlogloss:1.36606
[36m(train_xgb_ray_tune pid=1476171)[0m [11]	train-mlogloss:1.36576	validation-mlogloss:1.36453
[36m(train_xgb_ray_tune pid=1476144)[0m [24]	train-mlogloss:1.22430	validation-mlogloss:1.21391
[36m(train_xgb_ray_tune pid=1476156)[0m [39]	train-mlogloss:1.29459	validation-mlogloss:1.28929
[36m(train_xgb_ray_tune pid=1476156)[0m [40]	train-mlogloss:1.29272	validation-mlogloss:1.28737
[36m(train_xgb_ray_tune pid=1476143)[0m [5]	train-mlogloss:1.33945	validation-mlogloss:1.33742
[36m(train_xgb_ray_tune pid=1476143)[0m [6]	train-mlogloss:1.33194	validation-mlogloss:1.32950
[36m(train_xgb_ray_tune pid=1476150)[0m [13]	train-mlogloss:1.24637	validation-mlogloss:1.23835
[36m(train_xgb_ray_tune pid=1476150)[0m [14]	train-mlogloss:1.23769	validation-mlogloss:1.22899
[36m(train_xgb_ray_tune pid=1476164)[0m [18]	train-mlogloss:1.19707	validation-mlogloss:1.18745
[36m(train_xgb_ray_tune pid=1476165)[0m [63]	train-mlogloss:1.16454	validation-mlogloss:1.15338
[36m(train_xgb_ray_tune pid=1476158)[0m [12]	train-mlogloss:1.38184	validation-mlogloss:1.38153
[36m(train_xgb_ray_tune pid=1476158)[0m [13]	train-mlogloss:1.38159	validation-mlogloss:1.38126
[36m(train_xgb_ray_tune pid=1476170)[0m [1]	train-mlogloss:1.37002	validation-mlogloss:1.36893
[36m(train_xgb_ray_tune pid=1476168)[0m [63]	train-mlogloss:1.14239	validation-mlogloss:1.12952
[36m(train_xgb_ray_tune pid=1476161)[0m [58]	train-mlogloss:1.03229	validation-mlogloss:1.01178
[36m(train_xgb_ray_tune pid=1476161)[0m [59]	train-mlogloss:1.02926	validation-mlogloss:1.00862
[36m(train_xgb_ray_tune pid=1476166)[0m [51]	train-mlogloss:0.95692	validation-mlogloss:0.94054
[36m(train_xgb_ray_tune pid=1476167)[0m [15]	train-mlogloss:1.28395	validation-mlogloss:1.27797
[36m(train_xgb_ray_tune pid=1476169)[0m [17]	train-mlogloss:1.21771	validation-mlogloss:1.20984
[36m(train_xgb_ray_tune pid=1476169)[0m [18]	train-mlogloss:1.20979	validation-mlogloss:1.20144
[36m(train_xgb_ray_tune pid=1476159)[0m [24]	train-mlogloss:1.29704	validation-mlogloss:1.29310
[36m(train_xgb_ray_tune pid=1476159)[0m [25]	train-mlogloss:1.29371	validation-mlogloss:1.28964
[36m(train_xgb_ray_tune pid=1476157)[0m [21]	train-mlogloss:1.17592	validation-mlogloss:1.16486
[36m(train_xgb_ray_tune pid=1476157)[0m [22]	train-mlogloss:1.16844	validation-mlogloss:1.15690
[36m(train_xgb_ray_tune pid=1476142)[0m [74]	train-mlogloss:1.03185	validation-mlogloss:1.01351
[36m(train_xgb_ray_tune pid=1476142)[0m [75]	train-mlogloss:1.02888	validation-mlogloss:1.01043
[36m(train_xgb_ray_tune pid=1476162)[0m [80]	train-mlogloss:0.99319	validation-mlogloss:0.96795
[36m(train_xgb_ray_tune pid=1476162)[0m [81]	train-mlogloss:0.99017	validation-mlogloss:0.96472
[36m(train_xgb_ray_tune pid=1476163)[0m [11]	train-mlogloss:1.35762	validation-mlogloss:1.35530
[36m(train_xgb_ray_tune pid=1476163)[0m [12]	train-mlogloss:1.35541	validation-mlogloss:1.35290
[36m(train_xgb_ray_tune pid=1476171)[0m [12]	train-mlogloss:1.36403	validation-mlogloss:1.36274
[36m(train_xgb_ray_tune pid=1476144)[0m [25]	train-mlogloss:1.21885	validation-mlogloss:1.20822
[36m(train_xgb_ray_tune pid=1476144)[0m [26]	train-mlogloss:1.21354	validation-mlogloss:1.20249
[36m(train_xgb_ray_tune pid=1476156)[0m [41]	train-mlogloss:1.29075	validation-mlogloss:1.28524
[36m(train_xgb_ray_tune pid=1476156)[0m [42]	train-mlogloss:1.28887	validation-mlogloss:1.28335
[36m(train_xgb_ray_tune pid=1476143)[0m [7]	train-mlogloss:1.32465	validation-mlogloss:1.32199
[36m(train_xgb_ray_tune pid=1476150)[0m [15]	train-mlogloss:1.22940	validation-mlogloss:1.22010
[36m(train_xgb_ray_tune pid=1476150)[0m [16]	train-mlogloss:1.22114	validation-mlogloss:1.21143
[36m(train_xgb_ray_tune pid=1476164)[0m [19]	train-mlogloss:1.18902	validation-mlogloss:1.17887
[36m(train_xgb_ray_tune pid=1476164)[0m [20]	train-mlogloss:1.18125	validation-mlogloss:1.17045
[36m(train_xgb_ray_tune pid=1476165)[0m [64]	train-mlogloss:1.16179	validation-mlogloss:1.15056
[36m(train_xgb_ray_tune pid=1476165)[0m [65]	train-mlogloss:1.15896	validation-mlogloss:1.14758
[36m(train_xgb_ray_tune pid=1476158)[0m [14]	train-mlogloss:1.38133	validation-mlogloss:1.38097
[36m(train_xgb_ray_tune pid=1476158)[0m [15]	train-mlogloss:1.38104	validation-mlogloss:1.38065
[36m(train_xgb_ray_tune pid=1476170)[0m [2]	train-mlogloss:1.36207	validation-mlogloss:1.36075
[36m(train_xgb_ray_tune pid=1476170)[0m [3]	train-mlogloss:1.35424	validation-mlogloss:1.35243
[36m(train_xgb_ray_tune pid=1476168)[0m [64]	train-mlogloss:1.13998	validation-mlogloss:1.12696
[36m(train_xgb_ray_tune pid=1476168)[0m [65]	train-mlogloss:1.13722	validation-mlogloss:1.12410
[36m(train_xgb_ray_tune pid=1476161)[0m [60]	train-mlogloss:1.02586	validation-mlogloss:1.00491
[36m(train_xgb_ray_tune pid=1476166)[0m [52]	train-mlogloss:0.95210	validation-mlogloss:0.93543
[36m(train_xgb_ray_tune pid=1476167)[0m [16]	train-mlogloss:1.27836	validation-mlogloss:1.27207
[36m(train_xgb_ray_tune pid=1476169)[0m [19]	train-mlogloss:1.20203	validation-mlogloss:1.19319
[36m(train_xgb_ray_tune pid=1476159)[0m [26]	train-mlogloss:1.29047	validation-mlogloss:1.28620
[36m(train_xgb_ray_tune pid=1476157)[0m [23]	train-mlogloss:1.16105	validation-mlogloss:1.14912
[36m(train_xgb_ray_tune pid=1476142)[0m [76]	train-mlogloss:1.02602	validation-mlogloss:1.00741
[36m(train_xgb_ray_tune pid=1476162)[0m [82]	train-mlogloss:0.98717	validation-mlogloss:0.96167
[36m(train_xgb_ray_tune pid=1476163)[0m [13]	train-mlogloss:1.35306	validation-mlogloss:1.35036
[36m(train_xgb_ray_tune pid=1476163)[0m [14]	train-mlogloss:1.35079	validation-mlogloss:1.34791
[36m(train_xgb_ray_tune pid=1476171)[0m [13]	train-mlogloss:1.36230	validation-mlogloss:1.36095
[36m(train_xgb_ray_tune pid=1476156)[0m [43]	train-mlogloss:1.28659	validation-mlogloss:1.28093
[36m(train_xgb_ray_tune pid=1476143)[0m [8]	train-mlogloss:1.31740	validation-mlogloss:1.31436
[36m(train_xgb_ray_tune pid=1476150)[0m [17]	train-mlogloss:1.21310	validation-mlogloss:1.20274
[36m(train_xgb_ray_tune pid=1476150)[0m [18]	train-mlogloss:1.20508	validation-mlogloss:1.19418
[36m(train_xgb_ray_tune pid=1476164)[0m [21]	train-mlogloss:1.17337	validation-mlogloss:1.16200
[36m(train_xgb_ray_tune pid=1476165)[0m [66]	train-mlogloss:1.15622	validation-mlogloss:1.14466
[36m(train_xgb_ray_tune pid=1476158)[0m [16]	train-mlogloss:1.38069	validation-mlogloss:1.38029
[36m(train_xgb_ray_tune pid=1476158)[0m [17]	train-mlogloss:1.38034	validation-mlogloss:1.37992
[36m(train_xgb_ray_tune pid=1476170)[0m [4]	train-mlogloss:1.34649	validation-mlogloss:1.34429
[36m(train_xgb_ray_tune pid=1476168)[0m [66]	train-mlogloss:1.13504	validation-mlogloss:1.12183
[36m(train_xgb_ray_tune pid=1476168)[0m [67]	train-mlogloss:1.13299	validation-mlogloss:1.11979
[36m(train_xgb_ray_tune pid=1476161)[0m [61]	train-mlogloss:1.02259	validation-mlogloss:1.00146
[36m(train_xgb_ray_tune pid=1476161)[0m [62]	train-mlogloss:1.01968	validation-mlogloss:0.99844
[36m(train_xgb_ray_tune pid=1476166)[0m [53]	train-mlogloss:0.94760	validation-mlogloss:0.93066
[36m(train_xgb_ray_tune pid=1476167)[0m [17]	train-mlogloss:1.27256	validation-mlogloss:1.26584
[36m(train_xgb_ray_tune pid=1476169)[0m [20]	train-mlogloss:1.19435	validation-mlogloss:1.18500
[36m(train_xgb_ray_tune pid=1476169)[0m [21]	train-mlogloss:1.18686	validation-mlogloss:1.17714
[36m(train_xgb_ray_tune pid=1476159)[0m [27]	train-mlogloss:1.28727	validation-mlogloss:1.28278
[36m(train_xgb_ray_tune pid=1476159)[0m [28]	train-mlogloss:1.28408	validation-mlogloss:1.27937
[36m(train_xgb_ray_tune pid=1476157)[0m [24]	train-mlogloss:1.15381	validation-mlogloss:1.14157
[36m(train_xgb_ray_tune pid=1476142)[0m [77]	train-mlogloss:1.02306	validation-mlogloss:1.00425
[36m(train_xgb_ray_tune pid=1476142)[0m [78]	train-mlogloss:1.02027	validation-mlogloss:1.00145
[36m(train_xgb_ray_tune pid=1476160)[0m [0]	train-mlogloss:1.37883	validation-mlogloss:1.37822
[36m(train_xgb_ray_tune pid=1476162)[0m [83]	train-mlogloss:0.98454	validation-mlogloss:0.95900
[36m(train_xgb_ray_tune pid=1476162)[0m [84]	train-mlogloss:0.98148	validation-mlogloss:0.95577
[36m(train_xgb_ray_tune pid=1476162)[0m [85]	train-mlogloss:0.97870	validation-mlogloss:0.95277
[36m(train_xgb_ray_tune pid=1476163)[0m [15]	train-mlogloss:1.34851	validation-mlogloss:1.34543
[36m(train_xgb_ray_tune pid=1476163)[0m [16]	train-mlogloss:1.34641	validation-mlogloss:1.34317
[36m(train_xgb_ray_tune pid=1476171)[0m [14]	train-mlogloss:1.36068	validation-mlogloss:1.35922
[36m(train_xgb_ray_tune pid=1476171)[0m [15]	train-mlogloss:1.35911	validation-mlogloss:1.35752
[36m(train_xgb_ray_tune pid=1476144)[0m [27]	train-mlogloss:1.20811	validation-mlogloss:1.19670
[36m(train_xgb_ray_tune pid=1476144)[0m [28]	train-mlogloss:1.20282	validation-mlogloss:1.19098
[36m(train_xgb_ray_tune pid=1476156)[0m [44]	train-mlogloss:1.28495	validation-mlogloss:1.27920
[36m(train_xgb_ray_tune pid=1476156)[0m [45]	train-mlogloss:1.28322	validation-mlogloss:1.27735
[36m(train_xgb_ray_tune pid=1476156)[0m [46]	train-mlogloss:1.28138	validation-mlogloss:1.27545
[36m(train_xgb_ray_tune pid=1476143)[0m [9]	train-mlogloss:1.31028	validation-mlogloss:1.30689
[36m(train_xgb_ray_tune pid=1476143)[0m [10]	train-mlogloss:1.30319	validation-mlogloss:1.29951
[36m(train_xgb_ray_tune pid=1476150)[0m [19]	train-mlogloss:1.19731	validation-mlogloss:1.18584
[36m(train_xgb_ray_tune pid=1476164)[0m [22]	train-mlogloss:1.16622	validation-mlogloss:1.15463
[36m(train_xgb_ray_tune pid=1476165)[0m [67]	train-mlogloss:1.15349	validation-mlogloss:1.14187
[36m(train_xgb_ray_tune pid=1476165)[0m [68]	train-mlogloss:1.15081	validation-mlogloss:1.13911
[36m(train_xgb_ray_tune pid=1476158)[0m [18]	train-mlogloss:1.38008	validation-mlogloss:1.37963
[36m(train_xgb_ray_tune pid=1476158)[0m [19]	train-mlogloss:1.37978	validation-mlogloss:1.37930
[36m(train_xgb_ray_tune pid=1476170)[0m [5]	train-mlogloss:1.33887	validation-mlogloss:1.33615
[36m(train_xgb_ray_tune pid=1476168)[0m [68]	train-mlogloss:1.13051	validation-mlogloss:1.11722
[36m(train_xgb_ray_tune pid=1476168)[0m [69]	train-mlogloss:1.12796	validation-mlogloss:1.11462
[36m(train_xgb_ray_tune pid=1476161)[0m [63]	train-mlogloss:1.01642	validation-mlogloss:0.99505
[36m(train_xgb_ray_tune pid=1476161)[0m [64]	train-mlogloss:1.01368	validation-mlogloss:0.99213
[36m(train_xgb_ray_tune pid=1476166)[0m [54]	train-mlogloss:0.94322	validation-mlogloss:0.92588
[36m(train_xgb_ray_tune pid=1476167)[0m [18]	train-mlogloss:1.26664	validation-mlogloss:1.25981
[36m(train_xgb_ray_tune pid=1476159)[0m [29]	train-mlogloss:1.28090	validation-mlogloss:1.27600
[36m(train_xgb_ray_tune pid=1476157)[0m [25]	train-mlogloss:1.14654	validation-mlogloss:1.13388
[36m(train_xgb_ray_tune pid=1476142)[0m [79]	train-mlogloss:1.01746	validation-mlogloss:0.99849
[36m(train_xgb_ray_tune pid=1476160)[0m [1]	train-mlogloss:1.37158	validation-mlogloss:1.37038
[36m(train_xgb_ray_tune pid=1476162)[0m [86]	train-mlogloss:0.97603	validation-mlogloss:0.95001
[36m(train_xgb_ray_tune pid=1476163)[0m [17]	train-mlogloss:1.34427	validation-mlogloss:1.34084
[36m(train_xgb_ray_tune pid=1476171)[0m [16]	train-mlogloss:1.35746	validation-mlogloss:1.35577
[36m(train_xgb_ray_tune pid=1476144)[0m [29]	train-mlogloss:1.19756	validation-mlogloss:1.18529
[36m(train_xgb_ray_tune pid=1476156)[0m [47]	train-mlogloss:1.27941	validation-mlogloss:1.27339
[36m(train_xgb_ray_tune pid=1476143)[0m [11]	train-mlogloss:1.29627	validation-mlogloss:1.29239
[36m(train_xgb_ray_tune pid=1476150)[0m [20]	train-mlogloss:1.19010	validation-mlogloss:1.17846
[36m(train_xgb_ray_tune pid=1476164)[0m [23]	train-mlogloss:1.15892	validation-mlogloss:1.14693
[36m(train_xgb_ray_tune pid=1476165)[0m [69]	train-mlogloss:1.14814	validation-mlogloss:1.13622
[36m(train_xgb_ray_tune pid=1476158)[0m [20]	train-mlogloss:1.37943	validation-mlogloss:1.37894
[36m(train_xgb_ray_tune pid=1476170)[0m [6]	train-mlogloss:1.33136	validation-mlogloss:1.32812
[36m(train_xgb_ray_tune pid=1476166)[0m [55]	train-mlogloss:0.93881	validation-mlogloss:0.92130
[36m(train_xgb_ray_tune pid=1476169)[0m [22]	train-mlogloss:1.17955	validation-mlogloss:1.16934
[36m(train_xgb_ray_tune pid=1476159)[0m [30]	train-mlogloss:1.27783	validation-mlogloss:1.27279
[36m(train_xgb_ray_tune pid=1476157)[0m [26]	train-mlogloss:1.13941	validation-mlogloss:1.12624
[36m(train_xgb_ray_tune pid=1476142)[0m [80]	train-mlogloss:1.01459	validation-mlogloss:0.99559
[36m(train_xgb_ray_tune pid=1476160)[0m [2]	train-mlogloss:1.36419	validation-mlogloss:1.36246
[36m(train_xgb_ray_tune pid=1476162)[0m [87]	train-mlogloss:0.97315	validation-mlogloss:0.94689
[36m(train_xgb_ray_tune pid=1476163)[0m [18]	train-mlogloss:1.34179	validation-mlogloss:1.33827
[36m(train_xgb_ray_tune pid=1476163)[0m [19]	train-mlogloss:1.33970	validation-mlogloss:1.33599
[36m(train_xgb_ray_tune pid=1476171)[0m [17]	train-mlogloss:1.35587	validation-mlogloss:1.35408
[36m(train_xgb_ray_tune pid=1476171)[0m [18]	train-mlogloss:1.35457	validation-mlogloss:1.35271
[36m(train_xgb_ray_tune pid=1476144)[0m [30]	train-mlogloss:1.19232	validation-mlogloss:1.17985
[36m(train_xgb_ray_tune pid=1476156)[0m [48]	train-mlogloss:1.27761	validation-mlogloss:1.27151
[36m(train_xgb_ray_tune pid=1476156)[0m [49]	train-mlogloss:1.27620	validation-mlogloss:1.27006
[36m(train_xgb_ray_tune pid=1476143)[0m [12]	train-mlogloss:1.28939	validation-mlogloss:1.28515
[36m(train_xgb_ray_tune pid=1476150)[0m [21]	train-mlogloss:1.18247	validation-mlogloss:1.17029
[36m(train_xgb_ray_tune pid=1476150)[0m [22]	train-mlogloss:1.17508	validation-mlogloss:1.16254
[36m(train_xgb_ray_tune pid=1476164)[0m [24]	train-mlogloss:1.15168	validation-mlogloss:1.13921
[36m(train_xgb_ray_tune pid=1476165)[0m [70]	train-mlogloss:1.14545	validation-mlogloss:1.13340
[36m(train_xgb_ray_tune pid=1476158)[0m [21]	train-mlogloss:1.37908	validation-mlogloss:1.37857
[36m(train_xgb_ray_tune pid=1476158)[0m [22]	train-mlogloss:1.37882	validation-mlogloss:1.37828
[36m(train_xgb_ray_tune pid=1476170)[0m [7]	train-mlogloss:1.32392	validation-mlogloss:1.32039
[36m(train_xgb_ray_tune pid=1476168)[0m [70]	train-mlogloss:1.12551	validation-mlogloss:1.11198
[36m(train_xgb_ray_tune pid=1476168)[0m [71]	train-mlogloss:1.12335	validation-mlogloss:1.10980
[36m(train_xgb_ray_tune pid=1476161)[0m [65]	train-mlogloss:1.01078	validation-mlogloss:0.98898
[36m(train_xgb_ray_tune pid=1476161)[0m [66]	train-mlogloss:1.00780	validation-mlogloss:0.98577
[36m(train_xgb_ray_tune pid=1476166)[0m [56]	train-mlogloss:0.93441	validation-mlogloss:0.91671
[36m(train_xgb_ray_tune pid=1476167)[0m [19]	train-mlogloss:1.26085	validation-mlogloss:1.25356
[36m(train_xgb_ray_tune pid=1476169)[0m [23]	train-mlogloss:1.17221	validation-mlogloss:1.16149
[36m(train_xgb_ray_tune pid=1476157)[0m [27]	train-mlogloss:1.13232	validation-mlogloss:1.11867
[36m(train_xgb_ray_tune pid=1476142)[0m [81]	train-mlogloss:1.01206	validation-mlogloss:0.99282
[36m(train_xgb_ray_tune pid=1476162)[0m [88]	train-mlogloss:0.97034	validation-mlogloss:0.94401
[36m(train_xgb_ray_tune pid=1476163)[0m [20]	train-mlogloss:1.33762	validation-mlogloss:1.33372
[36m(train_xgb_ray_tune pid=1476163)[0m [21]	train-mlogloss:1.33563	validation-mlogloss:1.33160
[36m(train_xgb_ray_tune pid=1476171)[0m [19]	train-mlogloss:1.35295	validation-mlogloss:1.35104
[36m(train_xgb_ray_tune pid=1476144)[0m [31]	train-mlogloss:1.18719	validation-mlogloss:1.17434
[36m(train_xgb_ray_tune pid=1476144)[0m [32]	train-mlogloss:1.18213	validation-mlogloss:1.16893
[36m(train_xgb_ray_tune pid=1476156)[0m [50]	train-mlogloss:1.27440	validation-mlogloss:1.26821
[36m(train_xgb_ray_tune pid=1476143)[0m [13]	train-mlogloss:1.28262	validation-mlogloss:1.27806
[36m(train_xgb_ray_tune pid=1476150)[0m [23]	train-mlogloss:1.16805	validation-mlogloss:1.15524
[36m(train_xgb_ray_tune pid=1476164)[0m [25]	train-mlogloss:1.14444	validation-mlogloss:1.13152
[36m(train_xgb_ray_tune pid=1476164)[0m [26]	train-mlogloss:1.13712	validation-mlogloss:1.12426
[36m(train_xgb_ray_tune pid=1476165)[0m [71]	train-mlogloss:1.14278	validation-mlogloss:1.13063
[36m(train_xgb_ray_tune pid=1476165)[0m [72]	train-mlogloss:1.14018	validation-mlogloss:1.12782
[36m(train_xgb_ray_tune pid=1476158)[0m [23]	train-mlogloss:1.37846	validation-mlogloss:1.37791
[36m(train_xgb_ray_tune pid=1476158)[0m [24]	train-mlogloss:1.37822	validation-mlogloss:1.37764
[36m(train_xgb_ray_tune pid=1476170)[0m [8]	train-mlogloss:1.31663	validation-mlogloss:1.31280
[36m(train_xgb_ray_tune pid=1476168)[0m [72]	train-mlogloss:1.12100	validation-mlogloss:1.10736
[36m(train_xgb_ray_tune pid=1476168)[0m [73]	train-mlogloss:1.11878	validation-mlogloss:1.10500
[36m(train_xgb_ray_tune pid=1476161)[0m [67]	train-mlogloss:1.00510	validation-mlogloss:0.98294
[36m(train_xgb_ray_tune pid=1476161)[0m [68]	train-mlogloss:1.00269	validation-mlogloss:0.98026
[36m(train_xgb_ray_tune pid=1476166)[0m [57]	train-mlogloss:0.93010	validation-mlogloss:0.91211
[36m(train_xgb_ray_tune pid=1476166)[0m [58]	train-mlogloss:0.92590	validation-mlogloss:0.90778
[36m(train_xgb_ray_tune pid=1476167)[0m [20]	train-mlogloss:1.25535	validation-mlogloss:1.24782
[36m(train_xgb_ray_tune pid=1476167)[0m [21]	train-mlogloss:1.24988	validation-mlogloss:1.24199
[36m(train_xgb_ray_tune pid=1476169)[0m [24]	train-mlogloss:1.16536	validation-mlogloss:1.15426
[36m(train_xgb_ray_tune pid=1476169)[0m [25]	train-mlogloss:1.15842	validation-mlogloss:1.14701
[36m(train_xgb_ray_tune pid=1476169)[0m [26]	train-mlogloss:1.15148	validation-mlogloss:1.13956
[36m(train_xgb_ray_tune pid=1476159)[0m [31]	train-mlogloss:1.27473	validation-mlogloss:1.26954
[36m(train_xgb_ray_tune pid=1476159)[0m [32]	train-mlogloss:1.27173	validation-mlogloss:1.26643
[36m(train_xgb_ray_tune pid=1476159)[0m [33]	train-mlogloss:1.26879	validation-mlogloss:1.26338
[36m(train_xgb_ray_tune pid=1476157)[0m [28]	train-mlogloss:1.12553	validation-mlogloss:1.11140
[36m(train_xgb_ray_tune pid=1476157)[0m [29]	train-mlogloss:1.11881	validation-mlogloss:1.10426
[36m(train_xgb_ray_tune pid=1476142)[0m [82]	train-mlogloss:1.00933	validation-mlogloss:0.98996
[36m(train_xgb_ray_tune pid=1476142)[0m [83]	train-mlogloss:1.00669	validation-mlogloss:0.98728
[36m(train_xgb_ray_tune pid=1476160)[0m [3]	train-mlogloss:1.35710	validation-mlogloss:1.35491
[36m(train_xgb_ray_tune pid=1476160)[0m [4]	train-mlogloss:1.34980	validation-mlogloss:1.34711
[36m(train_xgb_ray_tune pid=1476160)[0m [5]	train-mlogloss:1.34258	validation-mlogloss:1.33951
[36m(train_xgb_ray_tune pid=1476162)[0m [89]	train-mlogloss:0.96760	validation-mlogloss:0.94107
[36m(train_xgb_ray_tune pid=1476162)[0m [90]	train-mlogloss:0.96487	validation-mlogloss:0.93812
[36m(train_xgb_ray_tune pid=1476162)[0m [91]	train-mlogloss:0.96203	validation-mlogloss:0.93524
[36m(train_xgb_ray_tune pid=1476163)[0m [22]	train-mlogloss:1.33371	validation-mlogloss:1.32950
[36m(train_xgb_ray_tune pid=1476163)[0m [23]	train-mlogloss:1.33169	validation-mlogloss:1.32731
[36m(train_xgb_ray_tune pid=1476163)[0m [24]	train-mlogloss:1.32963	validation-mlogloss:1.32509
[36m(train_xgb_ray_tune pid=1476171)[0m [20]	train-mlogloss:1.35130	validation-mlogloss:1.34930
[36m(train_xgb_ray_tune pid=1476171)[0m [21]	train-mlogloss:1.34973	validation-mlogloss:1.34760
[36m(train_xgb_ray_tune pid=1476144)[0m [33]	train-mlogloss:1.17715	validation-mlogloss:1.16356
[36m(train_xgb_ray_tune pid=1476144)[0m [34]	train-mlogloss:1.17218	validation-mlogloss:1.15828
[36m(train_xgb_ray_tune pid=1476156)[0m [51]	train-mlogloss:1.27261	validation-mlogloss:1.26634
[36m(train_xgb_ray_tune pid=1476156)[0m [52]	train-mlogloss:1.27099	validation-mlogloss:1.26465
[36m(train_xgb_ray_tune pid=1476156)[0m [53]	train-mlogloss:1.26917	validation-mlogloss:1.26269
[36m(train_xgb_ray_tune pid=1476156)[0m [54]	train-mlogloss:1.26813	validation-mlogloss:1.26152
[36m(train_xgb_ray_tune pid=1476143)[0m [14]	train-mlogloss:1.27594	validation-mlogloss:1.27109
[36m(train_xgb_ray_tune pid=1476143)[0m [15]	train-mlogloss:1.26929	validation-mlogloss:1.26419
[36m(train_xgb_ray_tune pid=1476150)[0m [24]	train-mlogloss:1.16071	validation-mlogloss:1.14763
[36m(train_xgb_ray_tune pid=1476150)[0m [25]	train-mlogloss:1.15367	validation-mlogloss:1.14013
[36m(train_xgb_ray_tune pid=1476150)[0m [26]	train-mlogloss:1.14689	validation-mlogloss:1.13297
[36m(train_xgb_ray_tune pid=1476164)[0m [27]	train-mlogloss:1.13042	validation-mlogloss:1.11723
[36m(train_xgb_ray_tune pid=1476164)[0m [28]	train-mlogloss:1.12342	validation-mlogloss:1.11016
[36m(train_xgb_ray_tune pid=1476165)[0m [73]	train-mlogloss:1.13746	validation-mlogloss:1.12495
[36m(train_xgb_ray_tune pid=1476165)[0m [74]	train-mlogloss:1.13482	validation-mlogloss:1.12222
[36m(train_xgb_ray_tune pid=1476158)[0m [25]	train-mlogloss:1.37797	validation-mlogloss:1.37736
[36m(train_xgb_ray_tune pid=1476158)[0m [26]	train-mlogloss:1.37764	validation-mlogloss:1.37701
[36m(train_xgb_ray_tune pid=1476158)[0m [27]	train-mlogloss:1.37730	validation-mlogloss:1.37665
[36m(train_xgb_ray_tune pid=1476170)[0m [9]	train-mlogloss:1.30934	validation-mlogloss:1.30508
[36m(train_xgb_ray_tune pid=1476170)[0m [10]	train-mlogloss:1.30210	validation-mlogloss:1.29732
[36m(train_xgb_ray_tune pid=1476170)[0m [11]	train-mlogloss:1.29523	validation-mlogloss:1.29029
[36m(train_xgb_ray_tune pid=1476168)[0m [74]	train-mlogloss:1.11621	validation-mlogloss:1.10229
[36m(train_xgb_ray_tune pid=1476168)[0m [75]	train-mlogloss:1.11365	validation-mlogloss:1.09959
[36m(train_xgb_ray_tune pid=1476161)[0m [69]	train-mlogloss:0.99980	validation-mlogloss:0.97716
[36m(train_xgb_ray_tune pid=1476161)[0m [70]	train-mlogloss:0.99738	validation-mlogloss:0.97450
[36m(train_xgb_ray_tune pid=1476166)[0m [59]	train-mlogloss:0.92156	validation-mlogloss:0.90326
[36m(train_xgb_ray_tune pid=1476167)[0m [22]	train-mlogloss:1.24434	validation-mlogloss:1.23626
[36m(train_xgb_ray_tune pid=1476169)[0m [27]	train-mlogloss:1.14472	validation-mlogloss:1.13255
[36m(train_xgb_ray_tune pid=1476159)[0m [34]	train-mlogloss:1.26581	validation-mlogloss:1.26028
[36m(train_xgb_ray_tune pid=1476157)[0m [30]	train-mlogloss:1.11221	validation-mlogloss:1.09729
[36m(train_xgb_ray_tune pid=1476142)[0m [84]	train-mlogloss:1.00398	validation-mlogloss:0.98437
[36m(train_xgb_ray_tune pid=1476160)[0m [6]	train-mlogloss:1.33573	validation-mlogloss:1.33244
[36m(train_xgb_ray_tune pid=1476162)[0m [92]	train-mlogloss:0.95946	validation-mlogloss:0.93249
[36m(train_xgb_ray_tune pid=1476162)[0m [93]	train-mlogloss:0.95689	validation-mlogloss:0.92973
[36m(train_xgb_ray_tune pid=1476163)[0m [25]	train-mlogloss:1.32772	validation-mlogloss:1.32300
[36m(train_xgb_ray_tune pid=1476171)[0m [22]	train-mlogloss:1.34813	validation-mlogloss:1.34595
[36m(train_xgb_ray_tune pid=1476144)[0m [35]	train-mlogloss:1.16741	validation-mlogloss:1.15317
[36m(train_xgb_ray_tune pid=1476156)[0m [55]	train-mlogloss:1.26687	validation-mlogloss:1.26019
[36m(train_xgb_ray_tune pid=1476143)[0m [16]	train-mlogloss:1.26284	validation-mlogloss:1.25742
[36m(train_xgb_ray_tune pid=1476150)[0m [27]	train-mlogloss:1.14017	validation-mlogloss:1.12567
[36m(train_xgb_ray_tune pid=1476164)[0m [29]	train-mlogloss:1.11685	validation-mlogloss:1.10321
[36m(train_xgb_ray_tune pid=1476165)[0m [75]	train-mlogloss:1.13222	validation-mlogloss:1.11944
[36m(train_xgb_ray_tune pid=1476158)[0m [28]	train-mlogloss:1.37706	validation-mlogloss:1.37639
[36m(train_xgb_ray_tune pid=1476158)[0m [29]	train-mlogloss:1.37670	validation-mlogloss:1.37601
[36m(train_xgb_ray_tune pid=1476170)[0m [12]	train-mlogloss:1.28824	validation-mlogloss:1.28294
[36m(train_xgb_ray_tune pid=1476168)[0m [76]	train-mlogloss:1.11154	validation-mlogloss:1.09746
[36m(train_xgb_ray_tune pid=1476161)[0m [71]	train-mlogloss:0.99488	validation-mlogloss:0.97192
[36m(train_xgb_ray_tune pid=1476161)[0m [72]	train-mlogloss:0.99247	validation-mlogloss:0.96937
[36m(train_xgb_ray_tune pid=1476166)[0m [60]	train-mlogloss:0.91734	validation-mlogloss:0.89880
[36m(train_xgb_ray_tune pid=1476166)[0m [61]	train-mlogloss:0.91325	validation-mlogloss:0.89448
[36m(train_xgb_ray_tune pid=1476167)[0m [23]	train-mlogloss:1.23861	validation-mlogloss:1.23049
[36m(train_xgb_ray_tune pid=1476169)[0m [28]	train-mlogloss:1.13801	validation-mlogloss:1.12548
[36m(train_xgb_ray_tune pid=1476169)[0m [29]	train-mlogloss:1.13111	validation-mlogloss:1.11837
[36m(train_xgb_ray_tune pid=1476159)[0m [35]	train-mlogloss:1.26286	validation-mlogloss:1.25726
[36m(train_xgb_ray_tune pid=1476159)[0m [36]	train-mlogloss:1.25989	validation-mlogloss:1.25404
[36m(train_xgb_ray_tune pid=1476157)[0m [31]	train-mlogloss:1.10571	validation-mlogloss:1.09041
[36m(train_xgb_ray_tune pid=1476157)[0m [32]	train-mlogloss:1.09930	validation-mlogloss:1.08363
[36m(train_xgb_ray_tune pid=1476142)[0m [85]	train-mlogloss:1.00140	validation-mlogloss:0.98163
[36m(train_xgb_ray_tune pid=1476142)[0m [86]	train-mlogloss:0.99879	validation-mlogloss:0.97883
[36m(train_xgb_ray_tune pid=1476160)[0m [7]	train-mlogloss:1.32866	validation-mlogloss:1.32476
[36m(train_xgb_ray_tune pid=1476162)[0m [94]	train-mlogloss:0.95432	validation-mlogloss:0.92708
[36m(train_xgb_ray_tune pid=1476162)[0m [95]	train-mlogloss:0.95180	validation-mlogloss:0.92433
[36m(train_xgb_ray_tune pid=1476163)[0m [26]	train-mlogloss:1.32547	validation-mlogloss:1.32067
[36m(train_xgb_ray_tune pid=1476163)[0m [27]	train-mlogloss:1.32351	validation-mlogloss:1.31854
[36m(train_xgb_ray_tune pid=1476163)[0m [28]	train-mlogloss:1.32131	validation-mlogloss:1.31627
[36m(train_xgb_ray_tune pid=1476171)[0m [23]	train-mlogloss:1.34648	validation-mlogloss:1.34425
[36m(train_xgb_ray_tune pid=1476171)[0m [24]	train-mlogloss:1.34485	validation-mlogloss:1.34251
[36m(train_xgb_ray_tune pid=1476144)[0m [36]	train-mlogloss:1.16269	validation-mlogloss:1.14816
[36m(train_xgb_ray_tune pid=1476144)[0m [37]	train-mlogloss:1.15796	validation-mlogloss:1.14306
[36m(train_xgb_ray_tune pid=1476156)[0m [56]	train-mlogloss:1.26502	validation-mlogloss:1.25819
[36m(train_xgb_ray_tune pid=1476156)[0m [57]	train-mlogloss:1.26352	validation-mlogloss:1.25667
[36m(train_xgb_ray_tune pid=1476143)[0m [17]	train-mlogloss:1.25637	validation-mlogloss:1.25074
[36m(train_xgb_ray_tune pid=1476143)[0m [18]	train-mlogloss:1.25013	validation-mlogloss:1.24417
[36m(train_xgb_ray_tune pid=1476150)[0m [28]	train-mlogloss:1.13347	validation-mlogloss:1.11869
[36m(train_xgb_ray_tune pid=1476150)[0m [29]	train-mlogloss:1.12656	validation-mlogloss:1.11142
[36m(train_xgb_ray_tune pid=1476164)[0m [30]	train-mlogloss:1.11034	validation-mlogloss:1.09619
[36m(train_xgb_ray_tune pid=1476164)[0m [31]	train-mlogloss:1.10373	validation-mlogloss:1.08933
[36m(train_xgb_ray_tune pid=1476165)[0m [76]	train-mlogloss:1.12965	validation-mlogloss:1.11676
[36m(train_xgb_ray_tune pid=1476165)[0m [77]	train-mlogloss:1.12710	validation-mlogloss:1.11405
[36m(train_xgb_ray_tune pid=1476158)[0m [30]	train-mlogloss:1.37636	validation-mlogloss:1.37566
[36m(train_xgb_ray_tune pid=1476158)[0m [31]	train-mlogloss:1.37602	validation-mlogloss:1.37530
[36m(train_xgb_ray_tune pid=1476170)[0m [13]	train-mlogloss:1.28139	validation-mlogloss:1.27558
[36m(train_xgb_ray_tune pid=1476168)[0m [77]	train-mlogloss:1.10947	validation-mlogloss:1.09520
[36m(train_xgb_ray_tune pid=1476168)[0m [78]	train-mlogloss:1.10710	validation-mlogloss:1.09273
[36m(train_xgb_ray_tune pid=1476161)[0m [73]	train-mlogloss:0.99002	validation-mlogloss:0.96673
[36m(train_xgb_ray_tune pid=1476166)[0m [62]	train-mlogloss:0.90911	validation-mlogloss:0.89014
[36m(train_xgb_ray_tune pid=1476169)[0m [30]	train-mlogloss:1.12456	validation-mlogloss:1.11151
[36m(train_xgb_ray_tune pid=1476159)[0m [37]	train-mlogloss:1.25698	validation-mlogloss:1.25106
[36m(train_xgb_ray_tune pid=1476157)[0m [33]	train-mlogloss:1.09303	validation-mlogloss:1.07695
[36m(train_xgb_ray_tune pid=1476142)[0m [87]	train-mlogloss:0.99623	validation-mlogloss:0.97620
[36m(train_xgb_ray_tune pid=1476160)[0m [8]	train-mlogloss:1.32199	validation-mlogloss:1.31771
[36m(train_xgb_ray_tune pid=1476162)[0m [96]	train-mlogloss:0.94928	validation-mlogloss:0.92163
[36m(train_xgb_ray_tune pid=1476163)[0m [29]	train-mlogloss:1.31944	validation-mlogloss:1.31424
[36m(train_xgb_ray_tune pid=1476171)[0m [25]	train-mlogloss:1.34322	validation-mlogloss:1.34082
[36m(train_xgb_ray_tune pid=1476156)[0m [58]	train-mlogloss:1.26182	validation-mlogloss:1.25498
[36m(train_xgb_ray_tune pid=1476143)[0m [19]	train-mlogloss:1.24377	validation-mlogloss:1.23747
[36m(train_xgb_ray_tune pid=1476164)[0m [32]	train-mlogloss:1.09726	validation-mlogloss:1.08241
[36m(train_xgb_ray_tune pid=1476165)[0m [78]	train-mlogloss:1.12461	validation-mlogloss:1.11144
[36m(train_xgb_ray_tune pid=1476158)[0m [32]	train-mlogloss:1.37576	validation-mlogloss:1.37501
[36m(train_xgb_ray_tune pid=1476170)[0m [14]	train-mlogloss:1.27440	validation-mlogloss:1.26850
[36m(train_xgb_ray_tune pid=1476161)[0m [74]	train-mlogloss:0.98800	validation-mlogloss:0.96471
[36m(train_xgb_ray_tune pid=1476167)[0m [24]	train-mlogloss:1.23295	validation-mlogloss:1.22450
[36m(train_xgb_ray_tune pid=1476142)[0m [88]	train-mlogloss:0.99367	validation-mlogloss:0.97346
[36m(train_xgb_ray_tune pid=1476162)[0m [97]	train-mlogloss:0.94682	validation-mlogloss:0.91906
[36m(train_xgb_ray_tune pid=1476163)[0m [30]	train-mlogloss:1.31754	validation-mlogloss:1.31218
[36m(train_xgb_ray_tune pid=1476171)[0m [26]	train-mlogloss:1.34164	validation-mlogloss:1.33912
[36m(train_xgb_ray_tune pid=1476144)[0m [38]	train-mlogloss:1.15328	validation-mlogloss:1.13820
[36m(train_xgb_ray_tune pid=1476156)[0m [59]	train-mlogloss:1.26027	validation-mlogloss:1.25332
[36m(train_xgb_ray_tune pid=1476150)[0m [30]	train-mlogloss:1.12024	validation-mlogloss:1.10461
[36m(train_xgb_ray_tune pid=1476164)[0m [33]	train-mlogloss:1.09112	validation-mlogloss:1.07575
[36m(train_xgb_ray_tune pid=1476165)[0m [79]	train-mlogloss:1.12209	validation-mlogloss:1.10881
[36m(train_xgb_ray_tune pid=1476158)[0m [33]	train-mlogloss:1.37539	validation-mlogloss:1.37463
[36m(train_xgb_ray_tune pid=1476168)[0m [79]	train-mlogloss:1.10534	validation-mlogloss:1.09091
[36m(train_xgb_ray_tune pid=1476161)[0m [75]	train-mlogloss:0.98614	validation-mlogloss:0.96273
[36m(train_xgb_ray_tune pid=1476166)[0m [63]	train-mlogloss:0.90527	validation-mlogloss:0.88604
[36m(train_xgb_ray_tune pid=1476159)[0m [38]	train-mlogloss:1.25402	validation-mlogloss:1.24792
[36m(train_xgb_ray_tune pid=1476157)[0m [34]	train-mlogloss:1.08652	validation-mlogloss:1.07027
[36m(train_xgb_ray_tune pid=1476142)[0m [89]	train-mlogloss:0.99120	validation-mlogloss:0.97083
[36m(train_xgb_ray_tune pid=1476160)[0m [9]	train-mlogloss:1.31516	validation-mlogloss:1.31032
[36m(train_xgb_ray_tune pid=1476162)[0m [98]	train-mlogloss:0.94429	validation-mlogloss:0.91630
[36m(train_xgb_ray_tune pid=1476163)[0m [31]	train-mlogloss:1.31543	validation-mlogloss:1.30997
[36m(train_xgb_ray_tune pid=1476163)[0m [32]	train-mlogloss:1.31411	validation-mlogloss:1.30850
[36m(train_xgb_ray_tune pid=1476171)[0m [27]	train-mlogloss:1.34007	validation-mlogloss:1.33749
[36m(train_xgb_ray_tune pid=1476144)[0m [39]	train-mlogloss:1.14863	validation-mlogloss:1.13312
[36m(train_xgb_ray_tune pid=1476144)[0m [40]	train-mlogloss:1.14390	validation-mlogloss:1.12825
[36m(train_xgb_ray_tune pid=1476156)[0m [60]	train-mlogloss:1.25867	validation-mlogloss:1.25160
[36m(train_xgb_ray_tune pid=1476156)[0m [61]	train-mlogloss:1.25708	validation-mlogloss:1.24993
[36m(train_xgb_ray_tune pid=1476143)[0m [20]	train-mlogloss:1.23750	validation-mlogloss:1.23082
[36m(train_xgb_ray_tune pid=1476150)[0m [31]	train-mlogloss:1.11383	validation-mlogloss:1.09783
[36m(train_xgb_ray_tune pid=1476150)[0m [32]	train-mlogloss:1.10761	validation-mlogloss:1.09116
[36m(train_xgb_ray_tune pid=1476164)[0m [34]	train-mlogloss:1.08474	validation-mlogloss:1.06907
[36m(train_xgb_ray_tune pid=1476164)[0m [35]	train-mlogloss:1.07893	validation-mlogloss:1.06290
[36m(train_xgb_ray_tune pid=1476165)[0m [80]	train-mlogloss:1.11968	validation-mlogloss:1.10621
[36m(train_xgb_ray_tune pid=1476158)[0m [34]	train-mlogloss:1.37506	validation-mlogloss:1.37427
[36m(train_xgb_ray_tune pid=1476158)[0m [35]	train-mlogloss:1.37470	validation-mlogloss:1.37390
[36m(train_xgb_ray_tune pid=1476170)[0m [15]	train-mlogloss:1.26774	validation-mlogloss:1.26137
[36m(train_xgb_ray_tune pid=1476170)[0m [16]	train-mlogloss:1.26141	validation-mlogloss:1.25459
[36m(train_xgb_ray_tune pid=1476168)[0m [80]	train-mlogloss:1.10298	validation-mlogloss:1.08847
[36m(train_xgb_ray_tune pid=1476168)[0m [81]	train-mlogloss:1.10091	validation-mlogloss:1.08632
[36m(train_xgb_ray_tune pid=1476161)[0m [76]	train-mlogloss:0.98407	validation-mlogloss:0.96053
[36m(train_xgb_ray_tune pid=1476161)[0m [77]	train-mlogloss:0.98183	validation-mlogloss:0.95817
[36m(train_xgb_ray_tune pid=1476166)[0m [64]	train-mlogloss:0.90151	validation-mlogloss:0.88215
[36m(train_xgb_ray_tune pid=1476167)[0m [25]	train-mlogloss:1.22733	validation-mlogloss:1.21858
[36m(train_xgb_ray_tune pid=1476169)[0m [31]	train-mlogloss:1.11795	validation-mlogloss:1.10475
[36m(train_xgb_ray_tune pid=1476169)[0m [32]	train-mlogloss:1.11170	validation-mlogloss:1.09805
[36m(train_xgb_ray_tune pid=1476159)[0m [39]	train-mlogloss:1.25113	validation-mlogloss:1.24490
[36m(train_xgb_ray_tune pid=1476157)[0m [35]	train-mlogloss:1.08014	validation-mlogloss:1.06366
[36m(train_xgb_ray_tune pid=1476157)[0m [36]	train-mlogloss:1.07424	validation-mlogloss:1.05730
[36m(train_xgb_ray_tune pid=1476142)[0m [90]	train-mlogloss:0.98860	validation-mlogloss:0.96807
[36m(train_xgb_ray_tune pid=1476160)[0m [10]	train-mlogloss:1.30819	validation-mlogloss:1.30301
[36m(train_xgb_ray_tune pid=1476162)[0m [99]	train-mlogloss:0.94167	validation-mlogloss:0.91360
[36m(train_xgb_ray_tune pid=1476163)[0m [33]	train-mlogloss:1.31228	validation-mlogloss:1.30653
[36m(train_xgb_ray_tune pid=1476171)[0m [28]	train-mlogloss:1.33838	validation-mlogloss:1.33573
[36m(train_xgb_ray_tune pid=1476144)[0m [41]	train-mlogloss:1.13910	validation-mlogloss:1.12320
[36m(train_xgb_ray_tune pid=1476156)[0m [62]	train-mlogloss:1.25548	validation-mlogloss:1.24825
[36m(train_xgb_ray_tune pid=1476156)[0m [63]	train-mlogloss:1.25383	validation-mlogloss:1.24655
[36m(train_xgb_ray_tune pid=1476143)[0m [21]	train-mlogloss:1.23134	validation-mlogloss:1.22429
[36m(train_xgb_ray_tune pid=1476150)[0m [33]	train-mlogloss:1.10147	validation-mlogloss:1.08444
[36m(train_xgb_ray_tune pid=1476164)[0m [36]	train-mlogloss:1.07284	validation-mlogloss:1.05667
[36m(train_xgb_ray_tune pid=1476165)[0m [81]	train-mlogloss:1.11717	validation-mlogloss:1.10361
[36m(train_xgb_ray_tune pid=1476158)[0m [36]	train-mlogloss:1.37435	validation-mlogloss:1.37353
[36m(train_xgb_ray_tune pid=1476170)[0m [17]	train-mlogloss:1.25464	validation-mlogloss:1.24768
[36m(train_xgb_ray_tune pid=1476168)[0m [82]	train-mlogloss:1.09846	validation-mlogloss:1.08370
[36m(train_xgb_ray_tune pid=1476161)[0m [78]	train-mlogloss:0.97959	validation-mlogloss:0.95578
[36m(train_xgb_ray_tune pid=1476166)[0m [65]	train-mlogloss:0.89775	validation-mlogloss:0.87804
[36m(train_xgb_ray_tune pid=1476167)[0m [26]	train-mlogloss:1.22235	validation-mlogloss:1.21337
[36m(train_xgb_ray_tune pid=1476169)[0m [33]	train-mlogloss:1.10547	validation-mlogloss:1.09173
[36m(train_xgb_ray_tune pid=1476159)[0m [40]	train-mlogloss:1.24821	validation-mlogloss:1.24184
[36m(train_xgb_ray_tune pid=1476142)[0m [91]	train-mlogloss:0.98614	validation-mlogloss:0.96549
[36m(train_xgb_ray_tune pid=1476160)[0m [11]	train-mlogloss:1.30189	validation-mlogloss:1.29648
[36m(train_xgb_ray_tune pid=1476162)[0m [100]	train-mlogloss:0.93913	validation-mlogloss:0.91084
[36m(train_xgb_ray_tune pid=1476162)[0m [101]	train-mlogloss:0.93670	validation-mlogloss:0.90822
[36m(train_xgb_ray_tune pid=1476163)[0m [34]	train-mlogloss:1.31049	validation-mlogloss:1.30459
[36m(train_xgb_ray_tune pid=1476171)[0m [29]	train-mlogloss:1.33683	validation-mlogloss:1.33407
[36m(train_xgb_ray_tune pid=1476144)[0m [42]	train-mlogloss:1.13443	validation-mlogloss:1.11832
[36m(train_xgb_ray_tune pid=1476156)[0m [64]	train-mlogloss:1.25229	validation-mlogloss:1.24490
[36m(train_xgb_ray_tune pid=1476143)[0m [22]	train-mlogloss:1.22527	validation-mlogloss:1.21792
[36m(train_xgb_ray_tune pid=1476150)[0m [34]	train-mlogloss:1.09549	validation-mlogloss:1.07792
[36m(train_xgb_ray_tune pid=1476165)[0m [82]	train-mlogloss:1.11485	validation-mlogloss:1.10123
[36m(train_xgb_ray_tune pid=1476158)[0m [37]	train-mlogloss:1.37400	validation-mlogloss:1.37316
[36m(train_xgb_ray_tune pid=1476158)[0m [38]	train-mlogloss:1.37366	validation-mlogloss:1.37280
[36m(train_xgb_ray_tune pid=1476161)[0m [79]	train-mlogloss:0.97738	validation-mlogloss:0.95339
[36m(train_xgb_ray_tune pid=1476166)[0m [66]	train-mlogloss:0.89406	validation-mlogloss:0.87413
[36m(train_xgb_ray_tune pid=1476169)[0m [34]	train-mlogloss:1.09930	validation-mlogloss:1.08510
[36m(train_xgb_ray_tune pid=1476159)[0m [41]	train-mlogloss:1.24551	validation-mlogloss:1.23896
[36m(train_xgb_ray_tune pid=1476157)[0m [37]	train-mlogloss:1.06823	validation-mlogloss:1.05083
[36m(train_xgb_ray_tune pid=1476142)[0m [92]	train-mlogloss:0.98379	validation-mlogloss:0.96300
[36m(train_xgb_ray_tune pid=1476160)[0m [12]	train-mlogloss:1.29546	validation-mlogloss:1.28973
[36m(train_xgb_ray_tune pid=1476162)[0m [102]	train-mlogloss:0.93423	validation-mlogloss:0.90551
[36m(train_xgb_ray_tune pid=1476163)[0m [35]	train-mlogloss:1.30877	validation-mlogloss:1.30277
[36m(train_xgb_ray_tune pid=1476163)[0m [36]	train-mlogloss:1.30719	validation-mlogloss:1.30112
[36m(train_xgb_ray_tune pid=1476171)[0m [30]	train-mlogloss:1.33524	validation-mlogloss:1.33235
[36m(train_xgb_ray_tune pid=1476144)[0m [43]	train-mlogloss:1.13000	validation-mlogloss:1.11362
[36m(train_xgb_ray_tune pid=1476156)[0m [65]	train-mlogloss:1.25068	validation-mlogloss:1.24323
[36m(train_xgb_ray_tune pid=1476143)[0m [23]	train-mlogloss:1.21927	validation-mlogloss:1.21159
[36m(train_xgb_ray_tune pid=1476150)[0m [35]	train-mlogloss:1.08945	validation-mlogloss:1.07165
[36m(train_xgb_ray_tune pid=1476164)[0m [37]	train-mlogloss:1.06683	validation-mlogloss:1.05038
[36m(train_xgb_ray_tune pid=1476164)[0m [38]	train-mlogloss:1.06091	validation-mlogloss:1.04426
[36m(train_xgb_ray_tune pid=1476165)[0m [83]	train-mlogloss:1.11246	validation-mlogloss:1.09875
[36m(train_xgb_ray_tune pid=1476158)[0m [39]	train-mlogloss:1.37332	validation-mlogloss:1.37244
[36m(train_xgb_ray_tune pid=1476170)[0m [18]	train-mlogloss:1.24824	validation-mlogloss:1.24095
[36m(train_xgb_ray_tune pid=1476170)[0m [19]	train-mlogloss:1.24165	validation-mlogloss:1.23412
[36m(train_xgb_ray_tune pid=1476168)[0m [83]	train-mlogloss:1.09642	validation-mlogloss:1.08164
[36m(train_xgb_ray_tune pid=1476168)[0m [84]	train-mlogloss:1.09441	validation-mlogloss:1.07958
[36m(train_xgb_ray_tune pid=1476161)[0m [80]	train-mlogloss:0.97518	validation-mlogloss:0.95100
[36m(train_xgb_ray_tune pid=1476161)[0m [81]	train-mlogloss:0.97329	validation-mlogloss:0.94903
[36m(train_xgb_ray_tune pid=1476166)[0m [67]	train-mlogloss:0.89028	validation-mlogloss:0.86993
[36m(train_xgb_ray_tune pid=1476167)[0m [27]	train-mlogloss:1.21708	validation-mlogloss:1.20781
[36m(train_xgb_ray_tune pid=1476169)[0m [35]	train-mlogloss:1.09323	validation-mlogloss:1.07870
[36m(train_xgb_ray_tune pid=1476159)[0m [42]	train-mlogloss:1.24265	validation-mlogloss:1.23590
[36m(train_xgb_ray_tune pid=1476157)[0m [38]	train-mlogloss:1.06241	validation-mlogloss:1.04471
[36m(train_xgb_ray_tune pid=1476142)[0m [93]	train-mlogloss:0.98131	validation-mlogloss:0.96040
[36m(train_xgb_ray_tune pid=1476160)[0m [13]	train-mlogloss:1.28887	validation-mlogloss:1.28261
[36m(train_xgb_ray_tune pid=1476162)[0m [103]	train-mlogloss:0.93186	validation-mlogloss:0.90303
[36m(train_xgb_ray_tune pid=1476163)[0m [37]	train-mlogloss:1.30608	validation-mlogloss:1.29985
[36m(train_xgb_ray_tune pid=1476163)[0m [38]	train-mlogloss:1.30438	validation-mlogloss:1.29803
[36m(train_xgb_ray_tune pid=1476171)[0m [31]	train-mlogloss:1.33390	validation-mlogloss:1.33095
[36m(train_xgb_ray_tune pid=1476171)[0m [32]	train-mlogloss:1.33230	validation-mlogloss:1.32929
[36m(train_xgb_ray_tune pid=1476144)[0m [44]	train-mlogloss:1.12562	validation-mlogloss:1.10905
[36m(train_xgb_ray_tune pid=1476144)[0m [45]	train-mlogloss:1.12126	validation-mlogloss:1.10440
[36m(train_xgb_ray_tune pid=1476156)[0m [66]	train-mlogloss:1.24909	validation-mlogloss:1.24162
[36m(train_xgb_ray_tune pid=1476156)[0m [67]	train-mlogloss:1.24747	validation-mlogloss:1.23995
[36m(train_xgb_ray_tune pid=1476143)[0m [24]	train-mlogloss:1.21344	validation-mlogloss:1.20557
[36m(train_xgb_ray_tune pid=1476150)[0m [36]	train-mlogloss:1.08333	validation-mlogloss:1.06515
[36m(train_xgb_ray_tune pid=1476164)[0m [39]	train-mlogloss:1.05507	validation-mlogloss:1.03819
[36m(train_xgb_ray_tune pid=1476165)[0m [84]	train-mlogloss:1.11008	validation-mlogloss:1.09624
[36m(train_xgb_ray_tune pid=1476158)[0m [40]	train-mlogloss:1.37297	validation-mlogloss:1.37208
[36m(train_xgb_ray_tune pid=1476158)[0m [41]	train-mlogloss:1.37264	validation-mlogloss:1.37173
[36m(train_xgb_ray_tune pid=1476168)[0m [85]	train-mlogloss:1.09228	validation-mlogloss:1.07728
[36m(train_xgb_ray_tune pid=1476161)[0m [82]	train-mlogloss:0.97079	validation-mlogloss:0.94636
[36m(train_xgb_ray_tune pid=1476166)[0m [68]	train-mlogloss:0.88658	validation-mlogloss:0.86597
[36m(train_xgb_ray_tune pid=1476169)[0m [36]	train-mlogloss:1.08701	validation-mlogloss:1.07235
[36m(train_xgb_ray_tune pid=1476159)[0m [43]	train-mlogloss:1.23985	validation-mlogloss:1.23286
[36m(train_xgb_ray_tune pid=1476157)[0m [39]	train-mlogloss:1.05647	validation-mlogloss:1.03860
[36m(train_xgb_ray_tune pid=1476142)[0m [94]	train-mlogloss:0.97894	validation-mlogloss:0.95793
[36m(train_xgb_ray_tune pid=1476160)[0m [14]	train-mlogloss:1.28209	validation-mlogloss:1.27545
[36m(train_xgb_ray_tune pid=1476162)[0m [104]	train-mlogloss:0.92948	validation-mlogloss:0.90037
[36m(train_xgb_ray_tune pid=1476163)[0m [39]	train-mlogloss:1.30230	validation-mlogloss:1.29587
[36m(train_xgb_ray_tune pid=1476171)[0m [33]	train-mlogloss:1.33068	validation-mlogloss:1.32761
[36m(train_xgb_ray_tune pid=1476144)[0m [46]	train-mlogloss:1.11696	validation-mlogloss:1.09980
[36m(train_xgb_ray_tune pid=1476156)[0m [68]	train-mlogloss:1.24568	validation-mlogloss:1.23807
[36m(train_xgb_ray_tune pid=1476143)[0m [25]	train-mlogloss:1.20763	validation-mlogloss:1.19944
[36m(train_xgb_ray_tune pid=1476150)[0m [37]	train-mlogloss:1.07780	validation-mlogloss:1.05922
[36m(train_xgb_ray_tune pid=1476150)[0m [38]	train-mlogloss:1.07236	validation-mlogloss:1.05337
[36m(train_xgb_ray_tune pid=1476164)[0m [40]	train-mlogloss:1.04960	validation-mlogloss:1.03235
[36m(train_xgb_ray_tune pid=1476165)[0m [85]	train-mlogloss:1.10765	validation-mlogloss:1.09362
[36m(train_xgb_ray_tune pid=1476158)[0m [42]	train-mlogloss:1.37237	validation-mlogloss:1.37144
[36m(train_xgb_ray_tune pid=1476170)[0m [20]	train-mlogloss:1.23539	validation-mlogloss:1.22731
[36m(train_xgb_ray_tune pid=1476161)[0m [83]	train-mlogloss:0.96869	validation-mlogloss:0.94403
[36m(train_xgb_ray_tune pid=1476166)[0m [69]	train-mlogloss:0.88312	validation-mlogloss:0.86228
[36m(train_xgb_ray_tune pid=1476167)[0m [28]	train-mlogloss:1.21243	validation-mlogloss:1.20270
[36m(train_xgb_ray_tune pid=1476169)[0m [37]	train-mlogloss:1.08117	validation-mlogloss:1.06609
[36m(train_xgb_ray_tune pid=1476159)[0m [44]	train-mlogloss:1.23705	validation-mlogloss:1.22985
[36m(train_xgb_ray_tune pid=1476157)[0m [40]	train-mlogloss:1.05069	validation-mlogloss:1.03263
[36m(train_xgb_ray_tune pid=1476142)[0m [95]	train-mlogloss:0.97651	validation-mlogloss:0.95533
[36m(train_xgb_ray_tune pid=1476162)[0m [105]	train-mlogloss:0.92711	validation-mlogloss:0.89785
[36m(train_xgb_ray_tune pid=1476163)[0m [40]	train-mlogloss:1.30077	validation-mlogloss:1.29421
[36m(train_xgb_ray_tune pid=1476144)[0m [47]	train-mlogloss:1.11255	validation-mlogloss:1.09518
[36m(train_xgb_ray_tune pid=1476156)[0m [69]	train-mlogloss:1.24419	validation-mlogloss:1.23648
[36m(train_xgb_ray_tune pid=1476143)[0m [26]	train-mlogloss:1.20181	validation-mlogloss:1.19335
[36m(train_xgb_ray_tune pid=1476150)[0m [39]	train-mlogloss:1.06676	validation-mlogloss:1.04768
[36m(train_xgb_ray_tune pid=1476164)[0m [41]	train-mlogloss:1.04401	validation-mlogloss:1.02647
[36m(train_xgb_ray_tune pid=1476165)[0m [86]	train-mlogloss:1.10529	validation-mlogloss:1.09110
[36m(train_xgb_ray_tune pid=1476158)[0m [43]	train-mlogloss:1.37205	validation-mlogloss:1.37109
[36m(train_xgb_ray_tune pid=1476170)[0m [21]	train-mlogloss:1.22917	validation-mlogloss:1.22069
[36m(train_xgb_ray_tune pid=1476168)[0m [86]	train-mlogloss:1.09023	validation-mlogloss:1.07508
[36m(train_xgb_ray_tune pid=1476161)[0m [84]	train-mlogloss:0.96692	validation-mlogloss:0.94220
[36m(train_xgb_ray_tune pid=1476166)[0m [70]	train-mlogloss:0.87966	validation-mlogloss:0.85860
[36m(train_xgb_ray_tune pid=1476169)[0m [38]	train-mlogloss:1.07557	validation-mlogloss:1.06032
[36m(train_xgb_ray_tune pid=1476159)[0m [45]	train-mlogloss:1.23423	validation-mlogloss:1.22686
[36m(train_xgb_ray_tune pid=1476157)[0m [41]	train-mlogloss:1.04518	validation-mlogloss:1.02679
[36m(train_xgb_ray_tune pid=1476142)[0m [96]	train-mlogloss:0.97412	validation-mlogloss:0.95285
[36m(train_xgb_ray_tune pid=1476160)[0m [15]	train-mlogloss:1.27573	validation-mlogloss:1.26882
[36m(train_xgb_ray_tune pid=1476162)[0m [106]	train-mlogloss:0.92475	validation-mlogloss:0.89521
[36m(train_xgb_ray_tune pid=1476162)[0m [107]	train-mlogloss:0.92256	validation-mlogloss:0.89286
[36m(train_xgb_ray_tune pid=1476163)[0m [41]	train-mlogloss:1.29912	validation-mlogloss:1.29243
[36m(train_xgb_ray_tune pid=1476171)[0m [34]	train-mlogloss:1.32910	validation-mlogloss:1.32591
[36m(train_xgb_ray_tune pid=1476144)[0m [48]	train-mlogloss:1.10822	validation-mlogloss:1.09071
[36m(train_xgb_ray_tune pid=1476156)[0m [70]	train-mlogloss:1.24238	validation-mlogloss:1.23460
[36m(train_xgb_ray_tune pid=1476143)[0m [27]	train-mlogloss:1.19617	validation-mlogloss:1.18754
[36m(train_xgb_ray_tune pid=1476150)[0m [40]	train-mlogloss:1.06152	validation-mlogloss:1.04209
[36m(train_xgb_ray_tune pid=1476164)[0m [42]	train-mlogloss:1.03869	validation-mlogloss:1.02114
[36m(train_xgb_ray_tune pid=1476165)[0m [87]	train-mlogloss:1.10295	validation-mlogloss:1.08862
[36m(train_xgb_ray_tune pid=1476158)[0m [44]	train-mlogloss:1.37171	validation-mlogloss:1.37074
[36m(train_xgb_ray_tune pid=1476158)[0m [45]	train-mlogloss:1.37148	validation-mlogloss:1.37048
[36m(train_xgb_ray_tune pid=1476170)[0m [22]	train-mlogloss:1.22304	validation-mlogloss:1.21410
[36m(train_xgb_ray_tune pid=1476168)[0m [87]	train-mlogloss:1.08802	validation-mlogloss:1.07277
[36m(train_xgb_ray_tune pid=1476161)[0m [85]	train-mlogloss:0.96492	validation-mlogloss:0.94016
[36m(train_xgb_ray_tune pid=1476166)[0m [71]	train-mlogloss:0.87613	validation-mlogloss:0.85480
[36m(train_xgb_ray_tune pid=1476167)[0m [29]	train-mlogloss:1.20746	validation-mlogloss:1.19734
[36m(train_xgb_ray_tune pid=1476159)[0m [46]	train-mlogloss:1.23140	validation-mlogloss:1.22388
[36m(train_xgb_ray_tune pid=1476157)[0m [42]	train-mlogloss:1.03959	validation-mlogloss:1.02098
[36m(train_xgb_ray_tune pid=1476142)[0m [97]	train-mlogloss:0.97190	validation-mlogloss:0.95061
[36m(train_xgb_ray_tune pid=1476142)[0m [98]	train-mlogloss:0.96973	validation-mlogloss:0.94826
[36m(train_xgb_ray_tune pid=1476160)[0m [16]	train-mlogloss:1.26958	validation-mlogloss:1.26231
[36m(train_xgb_ray_tune pid=1476162)[0m [108]	train-mlogloss:0.92018	validation-mlogloss:0.89028
[36m(train_xgb_ray_tune pid=1476163)[0m [42]	train-mlogloss:1.29719	validation-mlogloss:1.29042
[36m(train_xgb_ray_tune pid=1476163)[0m [43]	train-mlogloss:1.29575	validation-mlogloss:1.28884
[36m(train_xgb_ray_tune pid=1476163)[0m [44]	train-mlogloss:1.29411	validation-mlogloss:1.28707
[36m(train_xgb_ray_tune pid=1476171)[0m [35]	train-mlogloss:1.32754	validation-mlogloss:1.32424
[36m(train_xgb_ray_tune pid=1476171)[0m [36]	train-mlogloss:1.32598	validation-mlogloss:1.32262
[36m(train_xgb_ray_tune pid=1476144)[0m [49]	train-mlogloss:1.10412	validation-mlogloss:1.08640
[36m(train_xgb_ray_tune pid=1476144)[0m [50]	train-mlogloss:1.09981	validation-mlogloss:1.08188
[36m(train_xgb_ray_tune pid=1476156)[0m [71]	train-mlogloss:1.24081	validation-mlogloss:1.23296
[36m(train_xgb_ray_tune pid=1476156)[0m [72]	train-mlogloss:1.23925	validation-mlogloss:1.23136
[36m(train_xgb_ray_tune pid=1476156)[0m [73]	train-mlogloss:1.23781	validation-mlogloss:1.22982
[36m(train_xgb_ray_tune pid=1476143)[0m [28]	train-mlogloss:1.19059	validation-mlogloss:1.18176
[36m(train_xgb_ray_tune pid=1476143)[0m [29]	train-mlogloss:1.18504	validation-mlogloss:1.17602
[36m(train_xgb_ray_tune pid=1476150)[0m [41]	train-mlogloss:1.05594	validation-mlogloss:1.03619
[36m(train_xgb_ray_tune pid=1476150)[0m [42]	train-mlogloss:1.05072	validation-mlogloss:1.03064
[36m(train_xgb_ray_tune pid=1476164)[0m [43]	train-mlogloss:1.03341	validation-mlogloss:1.01559
[36m(train_xgb_ray_tune pid=1476164)[0m [44]	train-mlogloss:1.02800	validation-mlogloss:1.00999
[36m(train_xgb_ray_tune pid=1476165)[0m [88]	train-mlogloss:1.10047	validation-mlogloss:1.08605
[36m(train_xgb_ray_tune pid=1476165)[0m [89]	train-mlogloss:1.09801	validation-mlogloss:1.08344
[36m(train_xgb_ray_tune pid=1476165)[0m [90]	train-mlogloss:1.09564	validation-mlogloss:1.08099
[36m(train_xgb_ray_tune pid=1476158)[0m [46]	train-mlogloss:1.37124	validation-mlogloss:1.37022
[36m(train_xgb_ray_tune pid=1476158)[0m [47]	train-mlogloss:1.37091	validation-mlogloss:1.36987
[36m(train_xgb_ray_tune pid=1476158)[0m [48]	train-mlogloss:1.37068	validation-mlogloss:1.36962
[36m(train_xgb_ray_tune pid=1476170)[0m [23]	train-mlogloss:1.21695	validation-mlogloss:1.20758
[36m(train_xgb_ray_tune pid=1476170)[0m [24]	train-mlogloss:1.21094	validation-mlogloss:1.20111
[36m(train_xgb_ray_tune pid=1476168)[0m [88]	train-mlogloss:1.08644	validation-mlogloss:1.07117
[36m(train_xgb_ray_tune pid=1476168)[0m [89]	train-mlogloss:1.08442	validation-mlogloss:1.06902
[36m(train_xgb_ray_tune pid=1476168)[0m [90]	train-mlogloss:1.08248	validation-mlogloss:1.06706
[36m(train_xgb_ray_tune pid=1476161)[0m [86]	train-mlogloss:0.96320	validation-mlogloss:0.93837
[36m(train_xgb_ray_tune pid=1476161)[0m [87]	train-mlogloss:0.96131	validation-mlogloss:0.93636
[36m(train_xgb_ray_tune pid=1476161)[0m [88]	train-mlogloss:0.95970	validation-mlogloss:0.93479
[36m(train_xgb_ray_tune pid=1476166)[0m [72]	train-mlogloss:0.87287	validation-mlogloss:0.85120
[36m(train_xgb_ray_tune pid=1476166)[0m [73]	train-mlogloss:0.86939	validation-mlogloss:0.84736
[36m(train_xgb_ray_tune pid=1476167)[0m [30]	train-mlogloss:1.20205	validation-mlogloss:1.19176
[36m(train_xgb_ray_tune pid=1476169)[0m [39]	train-mlogloss:1.06966	validation-mlogloss:1.05429
[36m(train_xgb_ray_tune pid=1476169)[0m [40]	train-mlogloss:1.06416	validation-mlogloss:1.04859
[36m(train_xgb_ray_tune pid=1476159)[0m [47]	train-mlogloss:1.22861	validation-mlogloss:1.22098
[36m(train_xgb_ray_tune pid=1476159)[0m [48]	train-mlogloss:1.22579	validation-mlogloss:1.21799
[36m(train_xgb_ray_tune pid=1476157)[0m [43]	train-mlogloss:1.03405	validation-mlogloss:1.01523
[36m(train_xgb_ray_tune pid=1476157)[0m [44]	train-mlogloss:1.02849	validation-mlogloss:1.00946
[36m(train_xgb_ray_tune pid=1476142)[0m [99]	train-mlogloss:0.96746	validation-mlogloss:0.94581
[36m(train_xgb_ray_tune pid=1476142)[0m [100]	train-mlogloss:0.96534	validation-mlogloss:0.94357
[36m(train_xgb_ray_tune pid=1476160)[0m [17]	train-mlogloss:1.26339	validation-mlogloss:1.25614
[36m(train_xgb_ray_tune pid=1476160)[0m [18]	train-mlogloss:1.25734	validation-mlogloss:1.24985
[36m(train_xgb_ray_tune pid=1476162)[0m [109]	train-mlogloss:0.91795	validation-mlogloss:0.88796
[36m(train_xgb_ray_tune pid=1476162)[0m [110]	train-mlogloss:0.91573	validation-mlogloss:0.88555
[36m(train_xgb_ray_tune pid=1476162)[0m [111]	train-mlogloss:0.91343	validation-mlogloss:0.88305
[36m(train_xgb_ray_tune pid=1476163)[0m [45]	train-mlogloss:1.29253	validation-mlogloss:1.28535
[36m(train_xgb_ray_tune pid=1476163)[0m [46]	train-mlogloss:1.29066	validation-mlogloss:1.28342
[36m(train_xgb_ray_tune pid=1476171)[0m [37]	train-mlogloss:1.32459	validation-mlogloss:1.32118
[36m(train_xgb_ray_tune pid=1476171)[0m [38]	train-mlogloss:1.32308	validation-mlogloss:1.31965
[36m(train_xgb_ray_tune pid=1476144)[0m [51]	train-mlogloss:1.09574	validation-mlogloss:1.07764
[36m(train_xgb_ray_tune pid=1476156)[0m [74]	train-mlogloss:1.23637	validation-mlogloss:1.22832
[36m(train_xgb_ray_tune pid=1476143)[0m [30]	train-mlogloss:1.17955	validation-mlogloss:1.17022
[36m(train_xgb_ray_tune pid=1476150)[0m [43]	train-mlogloss:1.04526	validation-mlogloss:1.02495
[36m(train_xgb_ray_tune pid=1476150)[0m [44]	train-mlogloss:1.03993	validation-mlogloss:1.01943
[36m(train_xgb_ray_tune pid=1476164)[0m [45]	train-mlogloss:1.02288	validation-mlogloss:1.00453
[36m(train_xgb_ray_tune pid=1476164)[0m [46]	train-mlogloss:1.01785	validation-mlogloss:0.99925
[36m(train_xgb_ray_tune pid=1476165)[0m [91]	train-mlogloss:1.09332	validation-mlogloss:1.07853
[36m(train_xgb_ray_tune pid=1476158)[0m [49]	train-mlogloss:1.37043	validation-mlogloss:1.36934
[36m(train_xgb_ray_tune pid=1476158)[0m [50]	train-mlogloss:1.37011	validation-mlogloss:1.36900
[36m(train_xgb_ray_tune pid=1476170)[0m [25]	train-mlogloss:1.20483	validation-mlogloss:1.19470
[36m(train_xgb_ray_tune pid=1476170)[0m [26]	train-mlogloss:1.19908	validation-mlogloss:1.18852
[36m(train_xgb_ray_tune pid=1476168)[0m [91]	train-mlogloss:1.08061	validation-mlogloss:1.06511
[36m(train_xgb_ray_tune pid=1476161)[0m [89]	train-mlogloss:0.95776	validation-mlogloss:0.93262
[36m(train_xgb_ray_tune pid=1476166)[0m [74]	train-mlogloss:0.86610	validation-mlogloss:0.84384
[36m(train_xgb_ray_tune pid=1476167)[0m [31]	train-mlogloss:1.19703	validation-mlogloss:1.18633
[36m(train_xgb_ray_tune pid=1476169)[0m [41]	train-mlogloss:1.05842	validation-mlogloss:1.04265
[36m(train_xgb_ray_tune pid=1476169)[0m [42]	train-mlogloss:1.05272	validation-mlogloss:1.03670
[36m(train_xgb_ray_tune pid=1476159)[0m [49]	train-mlogloss:1.22309	validation-mlogloss:1.21511
[36m(train_xgb_ray_tune pid=1476157)[0m [45]	train-mlogloss:1.02301	validation-mlogloss:1.00375
[36m(train_xgb_ray_tune pid=1476142)[0m [101]	train-mlogloss:0.96305	validation-mlogloss:0.94117
[36m(train_xgb_ray_tune pid=1476160)[0m [19]	train-mlogloss:1.25149	validation-mlogloss:1.24386
[36m(train_xgb_ray_tune pid=1476162)[0m [112]	train-mlogloss:0.91129	validation-mlogloss:0.88073
[36m(train_xgb_ray_tune pid=1476163)[0m [47]	train-mlogloss:1.28882	validation-mlogloss:1.28150
[36m(train_xgb_ray_tune pid=1476163)[0m [48]	train-mlogloss:1.28710	validation-mlogloss:1.27971
[36m(train_xgb_ray_tune pid=1476171)[0m [39]	train-mlogloss:1.32185	validation-mlogloss:1.31835
[36m(train_xgb_ray_tune pid=1476171)[0m [40]	train-mlogloss:1.32026	validation-mlogloss:1.31668
[36m(train_xgb_ray_tune pid=1476144)[0m [52]	train-mlogloss:1.09181	validation-mlogloss:1.07345
[36m(train_xgb_ray_tune pid=1476144)[0m [53]	train-mlogloss:1.08765	validation-mlogloss:1.06912
[36m(train_xgb_ray_tune pid=1476156)[0m [75]	train-mlogloss:1.23503	validation-mlogloss:1.22688
[36m(train_xgb_ray_tune pid=1476156)[0m [76]	train-mlogloss:1.23345	validation-mlogloss:1.22523
[36m(train_xgb_ray_tune pid=1476143)[0m [31]	train-mlogloss:1.17417	validation-mlogloss:1.16467
[36m(train_xgb_ray_tune pid=1476150)[0m [45]	train-mlogloss:1.03468	validation-mlogloss:1.01387
[36m(train_xgb_ray_tune pid=1476150)[0m [46]	train-mlogloss:1.02991	validation-mlogloss:1.00880
[36m(train_xgb_ray_tune pid=1476164)[0m [47]	train-mlogloss:1.01278	validation-mlogloss:0.99388
[36m(train_xgb_ray_tune pid=1476165)[0m [92]	train-mlogloss:1.09092	validation-mlogloss:1.07598
[36m(train_xgb_ray_tune pid=1476165)[0m [93]	train-mlogloss:1.08855	validation-mlogloss:1.07353
[36m(train_xgb_ray_tune pid=1476158)[0m [51]	train-mlogloss:1.36978	validation-mlogloss:1.36866
[36m(train_xgb_ray_tune pid=1476158)[0m [52]	train-mlogloss:1.36945	validation-mlogloss:1.36831
[36m(train_xgb_ray_tune pid=1476170)[0m [27]	train-mlogloss:1.19312	validation-mlogloss:1.18228
[36m(train_xgb_ray_tune pid=1476168)[0m [92]	train-mlogloss:1.07852	validation-mlogloss:1.06282
[36m(train_xgb_ray_tune pid=1476168)[0m [93]	train-mlogloss:1.07657	validation-mlogloss:1.06083
[36m(train_xgb_ray_tune pid=1476161)[0m [90]	train-mlogloss:0.95588	validation-mlogloss:0.93053
[36m(train_xgb_ray_tune pid=1476161)[0m [91]	train-mlogloss:0.95420	validation-mlogloss:0.92880
[36m(train_xgb_ray_tune pid=1476166)[0m [75]	train-mlogloss:0.86297	validation-mlogloss:0.84049
[36m(train_xgb_ray_tune pid=1476166)[0m [76]	train-mlogloss:0.85980	validation-mlogloss:0.83703
[36m(train_xgb_ray_tune pid=1476167)[0m [32]	train-mlogloss:1.19206	validation-mlogloss:1.18111
[36m(train_xgb_ray_tune pid=1476169)[0m [43]	train-mlogloss:1.04714	validation-mlogloss:1.03084
[36m(train_xgb_ray_tune pid=1476169)[0m [44]	train-mlogloss:1.04171	validation-mlogloss:1.02519
[36m(train_xgb_ray_tune pid=1476159)[0m [50]	train-mlogloss:1.22047	validation-mlogloss:1.21235
[36m(train_xgb_ray_tune pid=1476159)[0m [51]	train-mlogloss:1.21782	validation-mlogloss:1.20960
[36m(train_xgb_ray_tune pid=1476157)[0m [46]	train-mlogloss:1.01787	validation-mlogloss:0.99828
[36m(train_xgb_ray_tune pid=1476157)[0m [47]	train-mlogloss:1.01279	validation-mlogloss:0.99281
[36m(train_xgb_ray_tune pid=1476142)[0m [102]	train-mlogloss:0.96094	validation-mlogloss:0.93887
[36m(train_xgb_ray_tune pid=1476142)[0m [103]	train-mlogloss:0.95904	validation-mlogloss:0.93688
[36m(train_xgb_ray_tune pid=1476160)[0m [20]	train-mlogloss:1.24571	validation-mlogloss:1.23773
[36m(train_xgb_ray_tune pid=1476162)[0m [113]	train-mlogloss:0.90912	validation-mlogloss:0.87843
[36m(train_xgb_ray_tune pid=1476162)[0m [114]	train-mlogloss:0.90698	validation-mlogloss:0.87622
[36m(train_xgb_ray_tune pid=1476163)[0m [49]	train-mlogloss:1.28609	validation-mlogloss:1.27857
[36m(train_xgb_ray_tune pid=1476163)[0m [50]	train-mlogloss:1.28475	validation-mlogloss:1.27714
[36m(train_xgb_ray_tune pid=1476163)[0m [51]	train-mlogloss:1.28339	validation-mlogloss:1.27568
[36m(train_xgb_ray_tune pid=1476171)[0m [41]	train-mlogloss:1.31879	validation-mlogloss:1.31509
[36m(train_xgb_ray_tune pid=1476171)[0m [42]	train-mlogloss:1.31729	validation-mlogloss:1.31352
[36m(train_xgb_ray_tune pid=1476144)[0m [54]	train-mlogloss:1.08374	validation-mlogloss:1.06493
[36m(train_xgb_ray_tune pid=1476144)[0m [55]	train-mlogloss:1.07978	validation-mlogloss:1.06091
[36m(train_xgb_ray_tune pid=1476156)[0m [77]	train-mlogloss:1.23197	validation-mlogloss:1.22365
[36m(train_xgb_ray_tune pid=1476156)[0m [78]	train-mlogloss:1.23047	validation-mlogloss:1.22210
[36m(train_xgb_ray_tune pid=1476143)[0m [32]	train-mlogloss:1.16888	validation-mlogloss:1.15908
[36m(train_xgb_ray_tune pid=1476143)[0m [33]	train-mlogloss:1.16357	validation-mlogloss:1.15349
[36m(train_xgb_ray_tune pid=1476150)[0m [47]	train-mlogloss:1.02489	validation-mlogloss:1.00356
[36m(train_xgb_ray_tune pid=1476150)[0m [48]	train-mlogloss:1.02002	validation-mlogloss:0.99851
[36m(train_xgb_ray_tune pid=1476164)[0m [48]	train-mlogloss:1.00789	validation-mlogloss:0.98876
[36m(train_xgb_ray_tune pid=1476164)[0m [49]	train-mlogloss:1.00310	validation-mlogloss:0.98374
[36m(train_xgb_ray_tune pid=1476164)[0m [50]	train-mlogloss:0.99833	validation-mlogloss:0.97881
[36m(train_xgb_ray_tune pid=1476165)[0m [94]	train-mlogloss:1.08623	validation-mlogloss:1.07105
[36m(train_xgb_ray_tune pid=1476165)[0m [95]	train-mlogloss:1.08388	validation-mlogloss:1.06862
[36m(train_xgb_ray_tune pid=1476158)[0m [53]	train-mlogloss:1.36923	validation-mlogloss:1.36806
[36m(train_xgb_ray_tune pid=1476158)[0m [54]	train-mlogloss:1.36888	validation-mlogloss:1.36770
[36m(train_xgb_ray_tune pid=1476158)[0m [55]	train-mlogloss:1.36864	validation-mlogloss:1.36743
[36m(train_xgb_ray_tune pid=1476170)[0m [28]	train-mlogloss:1.18731	validation-mlogloss:1.17613
[36m(train_xgb_ray_tune pid=1476170)[0m [29]	train-mlogloss:1.18168	validation-mlogloss:1.17011
[36m(train_xgb_ray_tune pid=1476168)[0m [94]	train-mlogloss:1.07446	validation-mlogloss:1.05869
[36m(train_xgb_ray_tune pid=1476168)[0m [95]	train-mlogloss:1.07258	validation-mlogloss:1.05673
[36m(train_xgb_ray_tune pid=1476161)[0m [92]	train-mlogloss:0.95240	validation-mlogloss:0.92698
[36m(train_xgb_ray_tune pid=1476161)[0m [93]	train-mlogloss:0.95085	validation-mlogloss:0.92536
[36m(train_xgb_ray_tune pid=1476161)[0m [94]	train-mlogloss:0.94904	validation-mlogloss:0.92352
[36m(train_xgb_ray_tune pid=1476166)[0m [77]	train-mlogloss:0.85684	validation-mlogloss:0.83387
[36m(train_xgb_ray_tune pid=1476166)[0m [78]	train-mlogloss:0.85388	validation-mlogloss:0.83078
[36m(train_xgb_ray_tune pid=1476167)[0m [33]	train-mlogloss:1.18726	validation-mlogloss:1.17601
[36m(train_xgb_ray_tune pid=1476167)[0m [34]	train-mlogloss:1.18213	validation-mlogloss:1.17067
[36m(train_xgb_ray_tune pid=1476169)[0m [45]	train-mlogloss:1.03665	validation-mlogloss:1.02001
[36m(train_xgb_ray_tune pid=1476159)[0m [52]	train-mlogloss:1.21516	validation-mlogloss:1.20673
[36m(train_xgb_ray_tune pid=1476157)[0m [48]	train-mlogloss:1.00773	validation-mlogloss:0.98756
[36m(train_xgb_ray_tune pid=1476142)[0m [104]	train-mlogloss:0.95697	validation-mlogloss:0.93462
[36m(train_xgb_ray_tune pid=1476142)[0m [105]	train-mlogloss:0.95486	validation-mlogloss:0.93240
[36m(train_xgb_ray_tune pid=1476160)[0m [21]	train-mlogloss:1.24007	validation-mlogloss:1.23193
[36m(train_xgb_ray_tune pid=1476160)[0m [22]	train-mlogloss:1.23395	validation-mlogloss:1.22549
[36m(train_xgb_ray_tune pid=1476162)[0m [115]	train-mlogloss:0.90478	validation-mlogloss:0.87390
[36m(train_xgb_ray_tune pid=1476162)[0m [116]	train-mlogloss:0.90274	validation-mlogloss:0.87177
[36m(train_xgb_ray_tune pid=1476163)[0m [52]	train-mlogloss:1.28201	validation-mlogloss:1.27416
[36m(train_xgb_ray_tune pid=1476163)[0m [53]	train-mlogloss:1.28028	validation-mlogloss:1.27236
[36m(train_xgb_ray_tune pid=1476171)[0m [43]	train-mlogloss:1.31603	validation-mlogloss:1.31225
[36m(train_xgb_ray_tune pid=1476144)[0m [56]	train-mlogloss:1.07572	validation-mlogloss:1.05663
[36m(train_xgb_ray_tune pid=1476156)[0m [79]	train-mlogloss:1.22898	validation-mlogloss:1.22056
[36m(train_xgb_ray_tune pid=1476143)[0m [34]	train-mlogloss:1.15843	validation-mlogloss:1.14816
[36m(train_xgb_ray_tune pid=1476150)[0m [49]	train-mlogloss:1.01534	validation-mlogloss:0.99363
[36m(train_xgb_ray_tune pid=1476164)[0m [51]	train-mlogloss:0.99372	validation-mlogloss:0.97418
[36m(train_xgb_ray_tune pid=1476165)[0m [96]	train-mlogloss:1.08162	validation-mlogloss:1.06621
[36m(train_xgb_ray_tune pid=1476158)[0m [56]	train-mlogloss:1.36830	validation-mlogloss:1.36708
[36m(train_xgb_ray_tune pid=1476170)[0m [30]	train-mlogloss:1.17597	validation-mlogloss:1.16410
[36m(train_xgb_ray_tune pid=1476168)[0m [96]	train-mlogloss:1.07100	validation-mlogloss:1.05511
[36m(train_xgb_ray_tune pid=1476161)[0m [95]	train-mlogloss:0.94729	validation-mlogloss:0.92159
[36m(train_xgb_ray_tune pid=1476166)[0m [79]	train-mlogloss:0.85106	validation-mlogloss:0.82782
[36m(train_xgb_ray_tune pid=1476169)[0m [46]	train-mlogloss:1.03139	validation-mlogloss:1.01467
[36m(train_xgb_ray_tune pid=1476169)[0m [47]	train-mlogloss:1.02616	validation-mlogloss:1.00923
[36m(train_xgb_ray_tune pid=1476159)[0m [53]	train-mlogloss:1.21244	validation-mlogloss:1.20384
[36m(train_xgb_ray_tune pid=1476159)[0m [54]	train-mlogloss:1.20990	validation-mlogloss:1.20118
[36m(train_xgb_ray_tune pid=1476157)[0m [49]	train-mlogloss:1.00258	validation-mlogloss:0.98222
[36m(train_xgb_ray_tune pid=1476142)[0m [106]	train-mlogloss:0.95272	validation-mlogloss:0.93021
[36m(train_xgb_ray_tune pid=1476160)[0m [23]	train-mlogloss:1.22810	validation-mlogloss:1.21923
[36m(train_xgb_ray_tune pid=1476162)[0m [117]	train-mlogloss:0.90078	validation-mlogloss:0.86962
[36m(train_xgb_ray_tune pid=1476162)[0m [118]	train-mlogloss:0.89859	validation-mlogloss:0.86725
[36m(train_xgb_ray_tune pid=1476163)[0m [54]	train-mlogloss:1.27852	validation-mlogloss:1.27054
[36m(train_xgb_ray_tune pid=1476171)[0m [44]	train-mlogloss:1.31461	validation-mlogloss:1.31073
[36m(train_xgb_ray_tune pid=1476144)[0m [57]	train-mlogloss:1.07190	validation-mlogloss:1.05248
[36m(train_xgb_ray_tune pid=1476156)[0m [80]	train-mlogloss:1.22756	validation-mlogloss:1.21903
[36m(train_xgb_ray_tune pid=1476156)[0m [81]	train-mlogloss:1.22622	validation-mlogloss:1.21763
[36m(train_xgb_ray_tune pid=1476143)[0m [35]	train-mlogloss:1.15339	validation-mlogloss:1.14282
[36m(train_xgb_ray_tune pid=1476150)[0m [50]	train-mlogloss:1.01045	validation-mlogloss:0.98843
[36m(train_xgb_ray_tune pid=1476150)[0m [51]	train-mlogloss:1.00576	validation-mlogloss:0.98347
[36m(train_xgb_ray_tune pid=1476164)[0m [52]	train-mlogloss:0.98945	validation-mlogloss:0.96967
[36m(train_xgb_ray_tune pid=1476165)[0m [97]	train-mlogloss:1.07924	validation-mlogloss:1.06371
[36m(train_xgb_ray_tune pid=1476158)[0m [57]	train-mlogloss:1.36803	validation-mlogloss:1.36678
[36m(train_xgb_ray_tune pid=1476158)[0m [58]	train-mlogloss:1.36772	validation-mlogloss:1.36645
[36m(train_xgb_ray_tune pid=1476170)[0m [31]	train-mlogloss:1.17033	validation-mlogloss:1.15852
[36m(train_xgb_ray_tune pid=1476168)[0m [97]	train-mlogloss:1.06924	validation-mlogloss:1.05329
[36m(train_xgb_ray_tune pid=1476161)[0m [96]	train-mlogloss:0.94574	validation-mlogloss:0.91992
[36m(train_xgb_ray_tune pid=1476161)[0m [97]	train-mlogloss:0.94402	validation-mlogloss:0.91800
[36m(train_xgb_ray_tune pid=1476166)[0m [80]	train-mlogloss:0.84805	validation-mlogloss:0.82467
[36m(train_xgb_ray_tune pid=1476167)[0m [35]	train-mlogloss:1.17724	validation-mlogloss:1.16557
[36m(train_xgb_ray_tune pid=1476159)[0m [55]	train-mlogloss:1.20733	validation-mlogloss:1.19847
[36m(train_xgb_ray_tune pid=1476157)[0m [50]	train-mlogloss:0.99746	validation-mlogloss:0.97680
[36m(train_xgb_ray_tune pid=1476157)[0m [51]	train-mlogloss:0.99253	validation-mlogloss:0.97173
[36m(train_xgb_ray_tune pid=1476142)[0m [107]	train-mlogloss:0.95065	validation-mlogloss:0.92806
[36m(train_xgb_ray_tune pid=1476142)[0m [108]	train-mlogloss:0.94865	validation-mlogloss:0.92593
[36m(train_xgb_ray_tune pid=1476160)[0m [24]	train-mlogloss:1.22250	validation-mlogloss:1.21333
[36m(train_xgb_ray_tune pid=1476160)[0m [25]	train-mlogloss:1.21750	validation-mlogloss:1.20808
[36m(train_xgb_ray_tune pid=1476162)[0m [119]	train-mlogloss:0.89650	validation-mlogloss:0.86502
[36m(train_xgb_ray_tune pid=1476163)[0m [55]	train-mlogloss:1.27684	validation-mlogloss:1.26879
[36m(train_xgb_ray_tune pid=1476163)[0m [56]	train-mlogloss:1.27559	validation-mlogloss:1.26750
[36m(train_xgb_ray_tune pid=1476163)[0m [57]	train-mlogloss:1.27393	validation-mlogloss:1.26576
[36m(train_xgb_ray_tune pid=1476171)[0m [45]	train-mlogloss:1.31308	validation-mlogloss:1.30912
[36m(train_xgb_ray_tune pid=1476171)[0m [46]	train-mlogloss:1.31164	validation-mlogloss:1.30762
[36m(train_xgb_ray_tune pid=1476144)[0m [58]	train-mlogloss:1.06793	validation-mlogloss:1.04834
[36m(train_xgb_ray_tune pid=1476144)[0m [59]	train-mlogloss:1.06411	validation-mlogloss:1.04434
[36m(train_xgb_ray_tune pid=1476156)[0m [82]	train-mlogloss:1.22485	validation-mlogloss:1.21616
[36m(train_xgb_ray_tune pid=1476156)[0m [83]	train-mlogloss:1.22337	validation-mlogloss:1.21462
[36m(train_xgb_ray_tune pid=1476143)[0m [36]	train-mlogloss:1.14820	validation-mlogloss:1.13733
[36m(train_xgb_ray_tune pid=1476143)[0m [37]	train-mlogloss:1.14315	validation-mlogloss:1.13195
[36m(train_xgb_ray_tune pid=1476150)[0m [52]	train-mlogloss:1.00099	validation-mlogloss:0.97844
[36m(train_xgb_ray_tune pid=1476150)[0m [53]	train-mlogloss:0.99642	validation-mlogloss:0.97366
[36m(train_xgb_ray_tune pid=1476164)[0m [53]	train-mlogloss:0.98490	validation-mlogloss:0.96491
[36m(train_xgb_ray_tune pid=1476164)[0m [54]	train-mlogloss:0.98019	validation-mlogloss:0.95972
[36m(train_xgb_ray_tune pid=1476165)[0m [98]	train-mlogloss:1.07691	validation-mlogloss:1.06124
[36m(train_xgb_ray_tune pid=1476165)[0m [99]	train-mlogloss:1.07465	validation-mlogloss:1.05887
[36m(train_xgb_ray_tune pid=1476158)[0m [59]	train-mlogloss:1.36752	validation-mlogloss:1.36622
[36m(train_xgb_ray_tune pid=1476158)[0m [60]	train-mlogloss:1.36728	validation-mlogloss:1.36595
[36m(train_xgb_ray_tune pid=1476170)[0m [32]	train-mlogloss:1.16467	validation-mlogloss:1.15256
[36m(train_xgb_ray_tune pid=1476170)[0m [33]	train-mlogloss:1.15920	validation-mlogloss:1.14689
[36m(train_xgb_ray_tune pid=1476168)[0m [98]	train-mlogloss:1.06749	validation-mlogloss:1.05146
[36m(train_xgb_ray_tune pid=1476168)[0m [99]	train-mlogloss:1.06593	validation-mlogloss:1.04986
[36m(train_xgb_ray_tune pid=1476161)[0m [98]	train-mlogloss:0.94233	validation-mlogloss:0.91614
[36m(train_xgb_ray_tune pid=1476161)[0m [99]	train-mlogloss:0.94070	validation-mlogloss:0.91447
[36m(train_xgb_ray_tune pid=1476166)[0m [81]	train-mlogloss:0.84519	validation-mlogloss:0.82170
[36m(train_xgb_ray_tune pid=1476166)[0m [82]	train-mlogloss:0.84250	validation-mlogloss:0.81860
[36m(train_xgb_ray_tune pid=1476167)[0m [36]	train-mlogloss:1.17269	validation-mlogloss:1.16064
[36m(train_xgb_ray_tune pid=1476167)[0m [37]	train-mlogloss:1.16784	validation-mlogloss:1.15580
[36m(train_xgb_ray_tune pid=1476169)[0m [48]	train-mlogloss:1.02113	validation-mlogloss:1.00409
[36m(train_xgb_ray_tune pid=1476169)[0m [49]	train-mlogloss:1.01602	validation-mlogloss:0.99873
[36m(train_xgb_ray_tune pid=1476159)[0m [56]	train-mlogloss:1.20476	validation-mlogloss:1.19576
[36m(train_xgb_ray_tune pid=1476157)[0m [52]	train-mlogloss:0.98750	validation-mlogloss:0.96653
[36m(train_xgb_ray_tune pid=1476142)[0m [109]	train-mlogloss:0.94669	validation-mlogloss:0.92390
[36m(train_xgb_ray_tune pid=1476162)[0m [120]	train-mlogloss:0.89449	validation-mlogloss:0.86296
[36m(train_xgb_ray_tune pid=1476163)[0m [58]	train-mlogloss:1.27303	validation-mlogloss:1.26474
[36m(train_xgb_ray_tune pid=1476171)[0m [47]	train-mlogloss:1.31017	validation-mlogloss:1.30602
[36m(train_xgb_ray_tune pid=1476144)[0m [60]	train-mlogloss:1.06047	validation-mlogloss:1.04040
[36m(train_xgb_ray_tune pid=1476156)[0m [84]	train-mlogloss:1.22196	validation-mlogloss:1.21321
[36m(train_xgb_ray_tune pid=1476143)[0m [38]	train-mlogloss:1.13817	validation-mlogloss:1.12668
[36m(train_xgb_ray_tune pid=1476150)[0m [54]	train-mlogloss:0.99209	validation-mlogloss:0.96911
[36m(train_xgb_ray_tune pid=1476164)[0m [55]	train-mlogloss:0.97594	validation-mlogloss:0.95521
[36m(train_xgb_ray_tune pid=1476165)[0m [100]	train-mlogloss:1.07236	validation-mlogloss:1.05655
[36m(train_xgb_ray_tune pid=1476158)[0m [61]	train-mlogloss:1.36702	validation-mlogloss:1.36567
[36m(train_xgb_ray_tune pid=1476158)[0m [62]	train-mlogloss:1.36676	validation-mlogloss:1.36538
[36m(train_xgb_ray_tune pid=1476170)[0m [34]	train-mlogloss:1.15377	validation-mlogloss:1.14120
[36m(train_xgb_ray_tune pid=1476168)[0m [100]	train-mlogloss:1.06425	validation-mlogloss:1.04817
[36m(train_xgb_ray_tune pid=1476161)[0m [100]	train-mlogloss:0.93930	validation-mlogloss:0.91302
[36m(train_xgb_ray_tune pid=1476166)[0m [83]	train-mlogloss:0.83985	validation-mlogloss:0.81563
[36m(train_xgb_ray_tune pid=1476167)[0m [38]	train-mlogloss:1.16297	validation-mlogloss:1.15064
[36m(train_xgb_ray_tune pid=1476169)[0m [50]	train-mlogloss:1.01108	validation-mlogloss:0.99353
[36m(train_xgb_ray_tune pid=1476159)[0m [57]	train-mlogloss:1.20224	validation-mlogloss:1.19304
[36m(train_xgb_ray_tune pid=1476157)[0m [53]	train-mlogloss:0.98292	validation-mlogloss:0.96145
[36m(train_xgb_ray_tune pid=1476142)[0m [110]	train-mlogloss:0.94477	validation-mlogloss:0.92185
[36m(train_xgb_ray_tune pid=1476160)[0m [26]	train-mlogloss:1.21183	validation-mlogloss:1.20221
[36m(train_xgb_ray_tune pid=1476162)[0m [121]	train-mlogloss:0.89259	validation-mlogloss:0.86088
[36m(train_xgb_ray_tune pid=1476163)[0m [59]	train-mlogloss:1.27141	validation-mlogloss:1.26306
[36m(train_xgb_ray_tune pid=1476163)[0m [60]	train-mlogloss:1.26975	validation-mlogloss:1.26132
[36m(train_xgb_ray_tune pid=1476171)[0m [48]	train-mlogloss:1.30870	validation-mlogloss:1.30449
[36m(train_xgb_ray_tune pid=1476144)[0m [61]	train-mlogloss:1.05666	validation-mlogloss:1.03639
[36m(train_xgb_ray_tune pid=1476156)[0m [85]	train-mlogloss:1.22062	validation-mlogloss:1.21176
[36m(train_xgb_ray_tune pid=1476150)[0m [55]	train-mlogloss:0.98754	validation-mlogloss:0.96427
[36m(train_xgb_ray_tune pid=1476164)[0m [56]	train-mlogloss:0.97160	validation-mlogloss:0.95081
[36m(train_xgb_ray_tune pid=1476165)[0m [101]	train-mlogloss:1.07013	validation-mlogloss:1.05425
[36m(train_xgb_ray_tune pid=1476158)[0m [63]	train-mlogloss:1.36652	validation-mlogloss:1.36512
[36m(train_xgb_ray_tune pid=1476170)[0m [35]	train-mlogloss:1.14856	validation-mlogloss:1.13585
[36m(train_xgb_ray_tune pid=1476168)[0m [101]	train-mlogloss:1.06245	validation-mlogloss:1.04630
[36m(train_xgb_ray_tune pid=1476161)[0m [101]	train-mlogloss:0.93782	validation-mlogloss:0.91140
[36m(train_xgb_ray_tune pid=1476166)[0m [84]	train-mlogloss:0.83718	validation-mlogloss:0.81277
[36m(train_xgb_ray_tune pid=1476167)[0m [39]	train-mlogloss:1.15910	validation-mlogloss:1.14633
[36m(train_xgb_ray_tune pid=1476169)[0m [51]	train-mlogloss:1.00620	validation-mlogloss:0.98845
[36m(train_xgb_ray_tune pid=1476159)[0m [58]	train-mlogloss:1.19965	validation-mlogloss:1.19025
[36m(train_xgb_ray_tune pid=1476157)[0m [54]	train-mlogloss:0.97821	validation-mlogloss:0.95645
[36m(train_xgb_ray_tune pid=1476142)[0m [111]	train-mlogloss:0.94275	validation-mlogloss:0.91981
[36m(train_xgb_ray_tune pid=1476160)[0m [27]	train-mlogloss:1.20640	validation-mlogloss:1.19647
[36m(train_xgb_ray_tune pid=1476163)[0m [61]	train-mlogloss:1.26850	validation-mlogloss:1.26000
[36m(train_xgb_ray_tune pid=1476171)[0m [49]	train-mlogloss:1.30733	validation-mlogloss:1.30303
[36m(train_xgb_ray_tune pid=1476144)[0m [62]	train-mlogloss:1.05295	validation-mlogloss:1.03259
[36m(train_xgb_ray_tune pid=1476156)[0m [86]	train-mlogloss:1.21969	validation-mlogloss:1.21077
[36m(train_xgb_ray_tune pid=1476143)[0m [39]	train-mlogloss:1.13326	validation-mlogloss:1.12142
[36m(train_xgb_ray_tune pid=1476150)[0m [56]	train-mlogloss:0.98322	validation-mlogloss:0.95967
[36m(train_xgb_ray_tune pid=1476164)[0m [57]	train-mlogloss:0.96733	validation-mlogloss:0.94619
[36m(train_xgb_ray_tune pid=1476165)[0m [102]	train-mlogloss:1.06787	validation-mlogloss:1.05182
[36m(train_xgb_ray_tune pid=1476158)[0m [64]	train-mlogloss:1.36629	validation-mlogloss:1.36487
[36m(train_xgb_ray_tune pid=1476158)[0m [65]	train-mlogloss:1.36604	validation-mlogloss:1.36459
[36m(train_xgb_ray_tune pid=1476168)[0m [102]	train-mlogloss:1.06095	validation-mlogloss:1.04482
[36m(train_xgb_ray_tune pid=1476161)[0m [102]	train-mlogloss:0.93654	validation-mlogloss:0.91003
[36m(train_xgb_ray_tune pid=1476166)[0m [85]	train-mlogloss:0.83450	validation-mlogloss:0.80985
[36m(train_xgb_ray_tune pid=1476167)[0m [40]	train-mlogloss:1.15445	validation-mlogloss:1.14158
[36m(train_xgb_ray_tune pid=1476169)[0m [52]	train-mlogloss:1.00148	validation-mlogloss:0.98348
[36m(train_xgb_ray_tune pid=1476159)[0m [59]	train-mlogloss:1.19710	validation-mlogloss:1.18761
[36m(train_xgb_ray_tune pid=1476157)[0m [55]	train-mlogloss:0.97361	validation-mlogloss:0.95163
[36m(train_xgb_ray_tune pid=1476142)[0m [112]	train-mlogloss:0.94079	validation-mlogloss:0.91776
[36m(train_xgb_ray_tune pid=1476160)[0m [28]	train-mlogloss:1.20089	validation-mlogloss:1.19053
[36m(train_xgb_ray_tune pid=1476162)[0m [122]	train-mlogloss:0.89067	validation-mlogloss:0.85886
[36m(train_xgb_ray_tune pid=1476163)[0m [62]	train-mlogloss:1.26696	validation-mlogloss:1.25840
[36m(train_xgb_ray_tune pid=1476163)[0m [63]	train-mlogloss:1.26535	validation-mlogloss:1.25672
[36m(train_xgb_ray_tune pid=1476171)[0m [50]	train-mlogloss:1.30584	validation-mlogloss:1.30149
[36m(train_xgb_ray_tune pid=1476144)[0m [63]	train-mlogloss:1.04920	validation-mlogloss:1.02872
[36m(train_xgb_ray_tune pid=1476156)[0m [87]	train-mlogloss:1.21841	validation-mlogloss:1.20947
[36m(train_xgb_ray_tune pid=1476156)[0m [88]	train-mlogloss:1.21717	validation-mlogloss:1.20814
[36m(train_xgb_ray_tune pid=1476143)[0m [40]	train-mlogloss:1.12839	validation-mlogloss:1.11626
[36m(train_xgb_ray_tune pid=1476150)[0m [57]	train-mlogloss:0.97885	validation-mlogloss:0.95506
[36m(train_xgb_ray_tune pid=1476150)[0m [58]	train-mlogloss:0.97454	validation-mlogloss:0.95067
[36m(train_xgb_ray_tune pid=1476164)[0m [58]	train-mlogloss:0.96329	validation-mlogloss:0.94209
[36m(train_xgb_ray_tune pid=1476164)[0m [59]	train-mlogloss:0.95928	validation-mlogloss:0.93791
[36m(train_xgb_ray_tune pid=1476165)[0m [103]	train-mlogloss:1.06564	validation-mlogloss:1.04950
[36m(train_xgb_ray_tune pid=1476165)[0m [104]	train-mlogloss:1.06341	validation-mlogloss:1.04720
[36m(train_xgb_ray_tune pid=1476158)[0m [66]	train-mlogloss:1.36582	validation-mlogloss:1.36435
[36m(train_xgb_ray_tune pid=1476170)[0m [36]	train-mlogloss:1.14344	validation-mlogloss:1.13031
[36m(train_xgb_ray_tune pid=1476168)[0m [103]	train-mlogloss:1.05927	validation-mlogloss:1.04302
[36m(train_xgb_ray_tune pid=1476161)[0m [103]	train-mlogloss:0.93513	validation-mlogloss:0.90855
[36m(train_xgb_ray_tune pid=1476161)[0m [104]	train-mlogloss:0.93377	validation-mlogloss:0.90712
[36m(train_xgb_ray_tune pid=1476166)[0m [86]	train-mlogloss:0.83167	validation-mlogloss:0.80673
[36m(train_xgb_ray_tune pid=1476167)[0m [41]	train-mlogloss:1.15003	validation-mlogloss:1.13687
[36m(train_xgb_ray_tune pid=1476167)[0m [42]	train-mlogloss:1.14562	validation-mlogloss:1.13206
[36m(train_xgb_ray_tune pid=1476169)[0m [53]	train-mlogloss:0.99668	validation-mlogloss:0.97856
[36m(train_xgb_ray_tune pid=1476159)[0m [60]	train-mlogloss:1.19460	validation-mlogloss:1.18493
[36m(train_xgb_ray_tune pid=1476142)[0m [113]	train-mlogloss:0.93883	validation-mlogloss:0.91563
[36m(train_xgb_ray_tune pid=1476160)[0m [29]	train-mlogloss:1.19594	validation-mlogloss:1.18537
[36m(train_xgb_ray_tune pid=1476163)[0m [64]	train-mlogloss:1.26414	validation-mlogloss:1.25546
[36m(train_xgb_ray_tune pid=1476171)[0m [51]	train-mlogloss:1.30448	validation-mlogloss:1.30004
[36m(train_xgb_ray_tune pid=1476144)[0m [64]	train-mlogloss:1.04557	validation-mlogloss:1.02494
[36m(train_xgb_ray_tune pid=1476156)[0m [89]	train-mlogloss:1.21575	validation-mlogloss:1.20671
[36m(train_xgb_ray_tune pid=1476143)[0m [41]	train-mlogloss:1.12342	validation-mlogloss:1.11117
[36m(train_xgb_ray_tune pid=1476150)[0m [59]	train-mlogloss:0.97036	validation-mlogloss:0.94610
[36m(train_xgb_ray_tune pid=1476164)[0m [60]	train-mlogloss:0.95525	validation-mlogloss:0.93369
[36m(train_xgb_ray_tune pid=1476165)[0m [105]	train-mlogloss:1.06121	validation-mlogloss:1.04486
[36m(train_xgb_ray_tune pid=1476158)[0m [67]	train-mlogloss:1.36558	validation-mlogloss:1.36408
[36m(train_xgb_ray_tune pid=1476170)[0m [37]	train-mlogloss:1.13825	validation-mlogloss:1.12503
[36m(train_xgb_ray_tune pid=1476168)[0m [104]	train-mlogloss:1.05763	validation-mlogloss:1.04131
[36m(train_xgb_ray_tune pid=1476161)[0m [105]	train-mlogloss:0.93242	validation-mlogloss:0.90571
[36m(train_xgb_ray_tune pid=1476166)[0m [87]	train-mlogloss:0.82920	validation-mlogloss:0.80402
[36m(train_xgb_ray_tune pid=1476167)[0m [43]	train-mlogloss:1.14095	validation-mlogloss:1.12712
[36m(train_xgb_ray_tune pid=1476169)[0m [54]	train-mlogloss:0.99194	validation-mlogloss:0.97359
[36m(train_xgb_ray_tune pid=1476159)[0m [61]	train-mlogloss:1.19207	validation-mlogloss:1.18223
[36m(train_xgb_ray_tune pid=1476157)[0m [56]	train-mlogloss:0.96909	validation-mlogloss:0.94690
[36m(train_xgb_ray_tune pid=1476142)[0m [114]	train-mlogloss:0.93684	validation-mlogloss:0.91345
[36m(train_xgb_ray_tune pid=1476162)[0m [123]	train-mlogloss:0.88859	validation-mlogloss:0.85664
[36m(train_xgb_ray_tune pid=1476163)[0m [65]	train-mlogloss:1.26294	validation-mlogloss:1.25420
[36m(train_xgb_ray_tune pid=1476163)[0m [66]	train-mlogloss:1.26216	validation-mlogloss:1.25332
[36m(train_xgb_ray_tune pid=1476171)[0m [52]	train-mlogloss:1.30302	validation-mlogloss:1.29850
[36m(train_xgb_ray_tune pid=1476144)[0m [65]	train-mlogloss:1.04195	validation-mlogloss:1.02112
[36m(train_xgb_ray_tune pid=1476144)[0m [66]	train-mlogloss:1.03833	validation-mlogloss:1.01729
[36m(train_xgb_ray_tune pid=1476156)[0m [90]	train-mlogloss:1.21431	validation-mlogloss:1.20522
[36m(train_xgb_ray_tune pid=1476143)[0m [42]	train-mlogloss:1.11857	validation-mlogloss:1.10603
[36m(train_xgb_ray_tune pid=1476150)[0m [60]	train-mlogloss:0.96632	validation-mlogloss:0.94175
[36m(train_xgb_ray_tune pid=1476164)[0m [61]	train-mlogloss:0.95134	validation-mlogloss:0.92964
[36m(train_xgb_ray_tune pid=1476165)[0m [106]	train-mlogloss:1.05905	validation-mlogloss:1.04259
[36m(train_xgb_ray_tune pid=1476158)[0m [68]	train-mlogloss:1.36534	validation-mlogloss:1.36382
[36m(train_xgb_ray_tune pid=1476158)[0m [69]	train-mlogloss:1.36499	validation-mlogloss:1.36345
[36m(train_xgb_ray_tune pid=1476170)[0m [38]	train-mlogloss:1.13312	validation-mlogloss:1.11972
[36m(train_xgb_ray_tune pid=1476168)[0m [105]	train-mlogloss:1.05596	validation-mlogloss:1.03954
[36m(train_xgb_ray_tune pid=1476161)[0m [106]	train-mlogloss:0.93116	validation-mlogloss:0.90436
[36m(train_xgb_ray_tune pid=1476161)[0m [107]	train-mlogloss:0.92981	validation-mlogloss:0.90288
[36m(train_xgb_ray_tune pid=1476166)[0m [88]	train-mlogloss:0.82673	validation-mlogloss:0.80111
[36m(train_xgb_ray_tune pid=1476167)[0m [44]	train-mlogloss:1.13656	validation-mlogloss:1.12238
[36m(train_xgb_ray_tune pid=1476167)[0m [45]	train-mlogloss:1.13241	validation-mlogloss:1.11782
[36m(train_xgb_ray_tune pid=1476169)[0m [55]	train-mlogloss:0.98730	validation-mlogloss:0.96876
[36m(train_xgb_ray_tune pid=1476159)[0m [62]	train-mlogloss:1.18954	validation-mlogloss:1.17953
[36m(train_xgb_ray_tune pid=1476157)[0m [57]	train-mlogloss:0.96467	validation-mlogloss:0.94223
[36m(train_xgb_ray_tune pid=1476142)[0m [115]	train-mlogloss:0.93490	validation-mlogloss:0.91142
[36m(train_xgb_ray_tune pid=1476160)[0m [30]	train-mlogloss:1.19053	validation-mlogloss:1.17979
[36m(train_xgb_ray_tune pid=1476162)[0m [124]	train-mlogloss:0.88662	validation-mlogloss:0.85452
[36m(train_xgb_ray_tune pid=1476162)[0m [125]	train-mlogloss:0.88468	validation-mlogloss:0.85242
[36m(train_xgb_ray_tune pid=1476163)[0m [67]	train-mlogloss:1.26103	validation-mlogloss:1.25212
[36m(train_xgb_ray_tune pid=1476171)[0m [53]	train-mlogloss:1.30152	validation-mlogloss:1.29693
[36m(train_xgb_ray_tune pid=1476144)[0m [67]	train-mlogloss:1.03484	validation-mlogloss:1.01361
[36m(train_xgb_ray_tune pid=1476156)[0m [91]	train-mlogloss:1.21299	validation-mlogloss:1.20384
[36m(train_xgb_ray_tune pid=1476143)[0m [43]	train-mlogloss:1.11394	validation-mlogloss:1.10105
[36m(train_xgb_ray_tune pid=1476150)[0m [61]	train-mlogloss:0.96233	validation-mlogloss:0.93750
[36m(train_xgb_ray_tune pid=1476164)[0m [62]	train-mlogloss:0.94748	validation-mlogloss:0.92549
[36m(train_xgb_ray_tune pid=1476165)[0m [107]	train-mlogloss:1.05688	validation-mlogloss:1.04037
[36m(train_xgb_ray_tune pid=1476158)[0m [70]	train-mlogloss:1.36468	validation-mlogloss:1.36313
[36m(train_xgb_ray_tune pid=1476170)[0m [39]	train-mlogloss:1.12800	validation-mlogloss:1.11439
[36m(train_xgb_ray_tune pid=1476161)[0m [108]	train-mlogloss:0.92852	validation-mlogloss:0.90153
[36m(train_xgb_ray_tune pid=1476166)[0m [89]	train-mlogloss:0.82384	validation-mlogloss:0.79792
[36m(train_xgb_ray_tune pid=1476167)[0m [46]	train-mlogloss:1.12822	validation-mlogloss:1.11327
[36m(train_xgb_ray_tune pid=1476169)[0m [56]	train-mlogloss:0.98275	validation-mlogloss:0.96405
[36m(train_xgb_ray_tune pid=1476157)[0m [58]	train-mlogloss:0.96051	validation-mlogloss:0.93777
[36m(train_xgb_ray_tune pid=1476142)[0m [116]	train-mlogloss:0.93313	validation-mlogloss:0.90955
[36m(train_xgb_ray_tune pid=1476160)[0m [31]	train-mlogloss:1.18520	validation-mlogloss:1.17399
[36m(train_xgb_ray_tune pid=1476162)[0m [126]	train-mlogloss:0.88276	validation-mlogloss:0.85039
[36m(train_xgb_ray_tune pid=1476163)[0m [68]	train-mlogloss:1.26023	validation-mlogloss:1.25121
[36m(train_xgb_ray_tune pid=1476163)[0m [69]	train-mlogloss:1.25913	validation-mlogloss:1.25006
[36m(train_xgb_ray_tune pid=1476171)[0m [54]	train-mlogloss:1.30010	validation-mlogloss:1.29539
[36m(train_xgb_ray_tune pid=1476144)[0m [68]	train-mlogloss:1.03130	validation-mlogloss:1.00991
[36m(train_xgb_ray_tune pid=1476156)[0m [92]	train-mlogloss:1.21164	validation-mlogloss:1.20241
[36m(train_xgb_ray_tune pid=1476143)[0m [44]	train-mlogloss:1.10926	validation-mlogloss:1.09604
[36m(train_xgb_ray_tune pid=1476150)[0m [62]	train-mlogloss:0.95836	validation-mlogloss:0.93326
[36m(train_xgb_ray_tune pid=1476164)[0m [63]	train-mlogloss:0.94374	validation-mlogloss:0.92153
[36m(train_xgb_ray_tune pid=1476165)[0m [108]	train-mlogloss:1.05471	validation-mlogloss:1.03809
[36m(train_xgb_ray_tune pid=1476158)[0m [71]	train-mlogloss:1.36443	validation-mlogloss:1.36285
[36m(train_xgb_ray_tune pid=1476170)[0m [40]	train-mlogloss:1.12305	validation-mlogloss:1.10927
[36m(train_xgb_ray_tune pid=1476168)[0m [106]	train-mlogloss:1.05484	validation-mlogloss:1.03833
[36m(train_xgb_ray_tune pid=1476161)[0m [109]	train-mlogloss:0.92729	validation-mlogloss:0.90021
[36m(train_xgb_ray_tune pid=1476166)[0m [90]	train-mlogloss:0.82128	validation-mlogloss:0.79505
[36m(train_xgb_ray_tune pid=1476167)[0m [47]	train-mlogloss:1.12384	validation-mlogloss:1.10877
[36m(train_xgb_ray_tune pid=1476159)[0m [63]	train-mlogloss:1.18707	validation-mlogloss:1.17689
[36m(train_xgb_ray_tune pid=1476157)[0m [59]	train-mlogloss:0.95632	validation-mlogloss:0.93326
[36m(train_xgb_ray_tune pid=1476142)[0m [117]	train-mlogloss:0.93132	validation-mlogloss:0.90761
[36m(train_xgb_ray_tune pid=1476142)[0m [118]	train-mlogloss:0.92950	validation-mlogloss:0.90564
[36m(train_xgb_ray_tune pid=1476160)[0m [32]	train-mlogloss:1.17990	validation-mlogloss:1.16843
[36m(train_xgb_ray_tune pid=1476162)[0m [127]	train-mlogloss:0.88089	validation-mlogloss:0.84840
[36m(train_xgb_ray_tune pid=1476163)[0m [70]	train-mlogloss:1.25801	validation-mlogloss:1.24888
[36m(train_xgb_ray_tune pid=1476171)[0m [55]	train-mlogloss:1.29870	validation-mlogloss:1.29389
[36m(train_xgb_ray_tune pid=1476144)[0m [69]	train-mlogloss:1.02776	validation-mlogloss:1.00608
[36m(train_xgb_ray_tune pid=1476156)[0m [93]	train-mlogloss:1.21026	validation-mlogloss:1.20102
[36m(train_xgb_ray_tune pid=1476156)[0m [94]	train-mlogloss:1.20895	validation-mlogloss:1.19962
[36m(train_xgb_ray_tune pid=1476143)[0m [45]	train-mlogloss:1.10450	validation-mlogloss:1.09129
[36m(train_xgb_ray_tune pid=1476150)[0m [63]	train-mlogloss:0.95462	validation-mlogloss:0.92919
[36m(train_xgb_ray_tune pid=1476150)[0m [64]	train-mlogloss:0.95082	validation-mlogloss:0.92496
[36m(train_xgb_ray_tune pid=1476164)[0m [64]	train-mlogloss:0.94019	validation-mlogloss:0.91765
[36m(train_xgb_ray_tune pid=1476165)[0m [109]	train-mlogloss:1.05262	validation-mlogloss:1.03590
[36m(train_xgb_ray_tune pid=1476158)[0m [72]	train-mlogloss:1.36411	validation-mlogloss:1.36251
[36m(train_xgb_ray_tune pid=1476170)[0m [41]	train-mlogloss:1.11815	validation-mlogloss:1.10399
[36m(train_xgb_ray_tune pid=1476168)[0m [107]	train-mlogloss:1.05312	validation-mlogloss:1.03647
[36m(train_xgb_ray_tune pid=1476168)[0m [108]	train-mlogloss:1.05205	validation-mlogloss:1.03535
[36m(train_xgb_ray_tune pid=1476161)[0m [110]	train-mlogloss:0.92605	validation-mlogloss:0.89897
[36m(train_xgb_ray_tune pid=1476166)[0m [91]	train-mlogloss:0.81861	validation-mlogloss:0.79210
[36m(train_xgb_ray_tune pid=1476167)[0m [48]	train-mlogloss:1.11947	validation-mlogloss:1.10420
[36m(train_xgb_ray_tune pid=1476169)[0m [57]	train-mlogloss:0.97846	validation-mlogloss:0.95943
[36m(train_xgb_ray_tune pid=1476159)[0m [64]	train-mlogloss:1.18463	validation-mlogloss:1.17431
[36m(train_xgb_ray_tune pid=1476157)[0m [60]	train-mlogloss:0.95214	validation-mlogloss:0.92877
[36m(train_xgb_ray_tune pid=1476142)[0m [119]	train-mlogloss:0.92764	validation-mlogloss:0.90369
[36m(train_xgb_ray_tune pid=1476160)[0m [33]	train-mlogloss:1.17474	validation-mlogloss:1.16319
[36m(train_xgb_ray_tune pid=1476162)[0m [128]	train-mlogloss:0.87901	validation-mlogloss:0.84636
[36m(train_xgb_ray_tune pid=1476163)[0m [71]	train-mlogloss:1.25690	validation-mlogloss:1.24771
[36m(train_xgb_ray_tune pid=1476163)[0m [72]	train-mlogloss:1.25575	validation-mlogloss:1.24648
[36m(train_xgb_ray_tune pid=1476171)[0m [56]	train-mlogloss:1.29730	validation-mlogloss:1.29245
[36m(train_xgb_ray_tune pid=1476171)[0m [57]	train-mlogloss:1.29581	validation-mlogloss:1.29088
[36m(train_xgb_ray_tune pid=1476144)[0m [70]	train-mlogloss:1.02435	validation-mlogloss:1.00258
[36m(train_xgb_ray_tune pid=1476144)[0m [71]	train-mlogloss:1.02107	validation-mlogloss:0.99915
[36m(train_xgb_ray_tune pid=1476156)[0m [95]	train-mlogloss:1.20770	validation-mlogloss:1.19830
[36m(train_xgb_ray_tune pid=1476143)[0m [46]	train-mlogloss:1.09993	validation-mlogloss:1.08646
[36m(train_xgb_ray_tune pid=1476150)[0m [65]	train-mlogloss:0.94683	validation-mlogloss:0.92074
[36m(train_xgb_ray_tune pid=1476164)[0m [65]	train-mlogloss:0.93641	validation-mlogloss:0.91383
[36m(train_xgb_ray_tune pid=1476165)[0m [110]	train-mlogloss:1.05049	validation-mlogloss:1.03367
[36m(train_xgb_ray_tune pid=1476158)[0m [73]	train-mlogloss:1.36378	validation-mlogloss:1.36216
[36m(train_xgb_ray_tune pid=1476170)[0m [42]	train-mlogloss:1.11332	validation-mlogloss:1.09897
[36m(train_xgb_ray_tune pid=1476168)[0m [109]	train-mlogloss:1.05061	validation-mlogloss:1.03385
[36m(train_xgb_ray_tune pid=1476161)[0m [111]	train-mlogloss:0.92480	validation-mlogloss:0.89769
[36m(train_xgb_ray_tune pid=1476161)[0m [112]	train-mlogloss:0.92351	validation-mlogloss:0.89629
[36m(train_xgb_ray_tune pid=1476166)[0m [92]	train-mlogloss:0.81583	validation-mlogloss:0.78902
[36m(train_xgb_ray_tune pid=1476166)[0m [93]	train-mlogloss:0.81358	validation-mlogloss:0.78660
[36m(train_xgb_ray_tune pid=1476167)[0m [49]	train-mlogloss:1.11544	validation-mlogloss:1.10000
[36m(train_xgb_ray_tune pid=1476167)[0m [50]	train-mlogloss:1.11124	validation-mlogloss:1.09564
[36m(train_xgb_ray_tune pid=1476169)[0m [58]	train-mlogloss:0.97398	validation-mlogloss:0.95482
[36m(train_xgb_ray_tune pid=1476159)[0m [65]	train-mlogloss:1.18219	validation-mlogloss:1.17179
[36m(train_xgb_ray_tune pid=1476157)[0m [61]	train-mlogloss:0.94786	validation-mlogloss:0.92426
[36m(train_xgb_ray_tune pid=1476142)[0m [120]	train-mlogloss:0.92585	validation-mlogloss:0.90178
[36m(train_xgb_ray_tune pid=1476160)[0m [34]	train-mlogloss:1.16953	validation-mlogloss:1.15786
[36m(train_xgb_ray_tune pid=1476162)[0m [129]	train-mlogloss:0.87714	validation-mlogloss:0.84444
[36m(train_xgb_ray_tune pid=1476163)[0m [73]	train-mlogloss:1.25465	validation-mlogloss:1.24532
[36m(train_xgb_ray_tune pid=1476163)[0m [74]	train-mlogloss:1.25387	validation-mlogloss:1.24444
[36m(train_xgb_ray_tune pid=1476171)[0m [58]	train-mlogloss:1.29439	validation-mlogloss:1.28939
[36m(train_xgb_ray_tune pid=1476144)[0m [72]	train-mlogloss:1.01769	validation-mlogloss:0.99555
[36m(train_xgb_ray_tune pid=1476156)[0m [96]	train-mlogloss:1.20643	validation-mlogloss:1.19692
[36m(train_xgb_ray_tune pid=1476156)[0m [97]	train-mlogloss:1.20505	validation-mlogloss:1.19549
[36m(train_xgb_ray_tune pid=1476143)[0m [47]	train-mlogloss:1.09543	validation-mlogloss:1.08171
[36m(train_xgb_ray_tune pid=1476150)[0m [66]	train-mlogloss:0.94320	validation-mlogloss:0.91671
[36m(train_xgb_ray_tune pid=1476164)[0m [66]	train-mlogloss:0.93276	validation-mlogloss:0.91016
[36m(train_xgb_ray_tune pid=1476164)[0m [67]	train-mlogloss:0.92887	validation-mlogloss:0.90605
[36m(train_xgb_ray_tune pid=1476165)[0m [111]	train-mlogloss:1.04838	validation-mlogloss:1.03143
[36m(train_xgb_ray_tune pid=1476165)[0m [112]	train-mlogloss:1.04626	validation-mlogloss:1.02929
[36m(train_xgb_ray_tune pid=1476158)[0m [74]	train-mlogloss:1.36356	validation-mlogloss:1.36192
[36m(train_xgb_ray_tune pid=1476168)[0m [110]	train-mlogloss:1.04894	validation-mlogloss:1.03207
[36m(train_xgb_ray_tune pid=1476161)[0m [113]	train-mlogloss:0.92229	validation-mlogloss:0.89500
[36m(train_xgb_ray_tune pid=1476166)[0m [94]	train-mlogloss:0.81130	validation-mlogloss:0.78412
[36m(train_xgb_ray_tune pid=1476167)[0m [51]	train-mlogloss:1.10712	validation-mlogloss:1.09117
[36m(train_xgb_ray_tune pid=1476159)[0m [66]	train-mlogloss:1.17970	validation-mlogloss:1.16919
[36m(train_xgb_ray_tune pid=1476157)[0m [62]	train-mlogloss:0.94372	validation-mlogloss:0.92006
[36m(train_xgb_ray_tune pid=1476142)[0m [121]	train-mlogloss:0.92398	validation-mlogloss:0.89982
[36m(train_xgb_ray_tune pid=1476160)[0m [35]	train-mlogloss:1.16431	validation-mlogloss:1.15236
[36m(train_xgb_ray_tune pid=1476162)[0m [130]	train-mlogloss:0.87523	validation-mlogloss:0.84244
[36m(train_xgb_ray_tune pid=1476162)[0m [131]	train-mlogloss:0.87342	validation-mlogloss:0.84059
[36m(train_xgb_ray_tune pid=1476163)[0m [75]	train-mlogloss:1.25278	validation-mlogloss:1.24328
[36m(train_xgb_ray_tune pid=1476171)[0m [59]	train-mlogloss:1.29300	validation-mlogloss:1.28794
[36m(train_xgb_ray_tune pid=1476144)[0m [73]	train-mlogloss:1.01436	validation-mlogloss:0.99204
[36m(train_xgb_ray_tune pid=1476144)[0m [74]	train-mlogloss:1.01112	validation-mlogloss:0.98863
[36m(train_xgb_ray_tune pid=1476156)[0m [98]	train-mlogloss:1.20368	validation-mlogloss:1.19407
[36m(train_xgb_ray_tune pid=1476156)[0m [99]	train-mlogloss:1.20245	validation-mlogloss:1.19276
[36m(train_xgb_ray_tune pid=1476143)[0m [48]	train-mlogloss:1.09100	validation-mlogloss:1.07708
[36m(train_xgb_ray_tune pid=1476143)[0m [49]	train-mlogloss:1.08662	validation-mlogloss:1.07242
[36m(train_xgb_ray_tune pid=1476150)[0m [67]	train-mlogloss:0.93956	validation-mlogloss:0.91284
[36m(train_xgb_ray_tune pid=1476150)[0m [68]	train-mlogloss:0.93593	validation-mlogloss:0.90908
[36m(train_xgb_ray_tune pid=1476164)[0m [68]	train-mlogloss:0.92539	validation-mlogloss:0.90241
[36m(train_xgb_ray_tune pid=1476165)[0m [113]	train-mlogloss:1.04428	validation-mlogloss:1.02722
[36m(train_xgb_ray_tune pid=1476158)[0m [75]	train-mlogloss:1.36326	validation-mlogloss:1.36161
[36m(train_xgb_ray_tune pid=1476158)[0m [76]	train-mlogloss:1.36303	validation-mlogloss:1.36135
[36m(train_xgb_ray_tune pid=1476170)[0m [43]	train-mlogloss:1.10864	validation-mlogloss:1.09408
[36m(train_xgb_ray_tune pid=1476168)[0m [111]	train-mlogloss:1.04763	validation-mlogloss:1.03064
[36m(train_xgb_ray_tune pid=1476168)[0m [112]	train-mlogloss:1.04632	validation-mlogloss:1.02921
[36m(train_xgb_ray_tune pid=1476161)[0m [114]	train-mlogloss:0.92115	validation-mlogloss:0.89378
[36m(train_xgb_ray_tune pid=1476161)[0m [115]	train-mlogloss:0.91993	validation-mlogloss:0.89243
[36m(train_xgb_ray_tune pid=1476166)[0m [95]	train-mlogloss:0.80902	validation-mlogloss:0.78148
[36m(train_xgb_ray_tune pid=1476167)[0m [52]	train-mlogloss:1.10293	validation-mlogloss:1.08681
[36m(train_xgb_ray_tune pid=1476167)[0m [53]	train-mlogloss:1.09905	validation-mlogloss:1.08284
[36m(train_xgb_ray_tune pid=1476169)[0m [59]	train-mlogloss:0.96956	validation-mlogloss:0.95024
[36m(train_xgb_ray_tune pid=1476159)[0m [67]	train-mlogloss:1.17725	validation-mlogloss:1.16657
[36m(train_xgb_ray_tune pid=1476157)[0m [63]	train-mlogloss:0.93970	validation-mlogloss:0.91581
[36m(train_xgb_ray_tune pid=1476157)[0m [64]	train-mlogloss:0.93584	validation-mlogloss:0.91165
[36m(train_xgb_ray_tune pid=1476142)[0m [122]	train-mlogloss:0.92225	validation-mlogloss:0.89792
[36m(train_xgb_ray_tune pid=1476142)[0m [123]	train-mlogloss:0.92053	validation-mlogloss:0.89610
[36m(train_xgb_ray_tune pid=1476160)[0m [36]	train-mlogloss:1.15947	validation-mlogloss:1.14730
[36m(train_xgb_ray_tune pid=1476162)[0m [132]	train-mlogloss:0.87165	validation-mlogloss:0.83864
[36m(train_xgb_ray_tune pid=1476163)[0m [76]	train-mlogloss:1.25171	validation-mlogloss:1.24216
[36m(train_xgb_ray_tune pid=1476163)[0m [77]	train-mlogloss:1.25063	validation-mlogloss:1.24101
[36m(train_xgb_ray_tune pid=1476171)[0m [60]	train-mlogloss:1.29159	validation-mlogloss:1.28650
[36m(train_xgb_ray_tune pid=1476171)[0m [61]	train-mlogloss:1.29022	validation-mlogloss:1.28502
[36m(train_xgb_ray_tune pid=1476144)[0m [75]	train-mlogloss:1.00807	validation-mlogloss:0.98544
[36m(train_xgb_ray_tune pid=1476144)[0m [76]	train-mlogloss:1.00496	validation-mlogloss:0.98200
[36m(train_xgb_ray_tune pid=1476156)[0m [100]	train-mlogloss:1.20140	validation-mlogloss:1.19164
[36m(train_xgb_ray_tune pid=1476156)[0m [101]	train-mlogloss:1.20019	validation-mlogloss:1.19037
[36m(train_xgb_ray_tune pid=1476143)[0m [50]	train-mlogloss:1.08211	validation-mlogloss:1.06788
[36m(train_xgb_ray_tune pid=1476150)[0m [69]	train-mlogloss:0.93223	validation-mlogloss:0.90512
[36m(train_xgb_ray_tune pid=1476164)[0m [69]	train-mlogloss:0.92195	validation-mlogloss:0.89862
[36m(train_xgb_ray_tune pid=1476164)[0m [70]	train-mlogloss:0.91860	validation-mlogloss:0.89503
[36m(train_xgb_ray_tune pid=1476165)[0m [114]	train-mlogloss:1.04228	validation-mlogloss:1.02515
[36m(train_xgb_ray_tune pid=1476165)[0m [115]	train-mlogloss:1.04020	validation-mlogloss:1.02295
[36m(train_xgb_ray_tune pid=1476158)[0m [77]	train-mlogloss:1.36272	validation-mlogloss:1.36103
[36m(train_xgb_ray_tune pid=1476158)[0m [78]	train-mlogloss:1.36242	validation-mlogloss:1.36070
[36m(train_xgb_ray_tune pid=1476158)[0m [79]	train-mlogloss:1.36213	validation-mlogloss:1.36040
[36m(train_xgb_ray_tune pid=1476170)[0m [44]	train-mlogloss:1.10382	validation-mlogloss:1.08917
[36m(train_xgb_ray_tune pid=1476170)[0m [45]	train-mlogloss:1.09920	validation-mlogloss:1.08441
[36m(train_xgb_ray_tune pid=1476168)[0m [113]	train-mlogloss:1.04469	validation-mlogloss:1.02749
[36m(train_xgb_ray_tune pid=1476168)[0m [114]	train-mlogloss:1.04328	validation-mlogloss:1.02603
[36m(train_xgb_ray_tune pid=1476161)[0m [116]	train-mlogloss:0.91876	validation-mlogloss:0.89120
[36m(train_xgb_ray_tune pid=1476161)[0m [117]	train-mlogloss:0.91786	validation-mlogloss:0.89019
[36m(train_xgb_ray_tune pid=1476166)[0m [96]	train-mlogloss:0.80689	validation-mlogloss:0.77911
[36m(train_xgb_ray_tune pid=1476166)[0m [97]	train-mlogloss:0.80481	validation-mlogloss:0.77682
[36m(train_xgb_ray_tune pid=1476167)[0m [54]	train-mlogloss:1.09498	validation-mlogloss:1.07872
[36m(train_xgb_ray_tune pid=1476167)[0m [55]	train-mlogloss:1.09092	validation-mlogloss:1.07451
[36m(train_xgb_ray_tune pid=1476169)[0m [60]	train-mlogloss:0.96523	validation-mlogloss:0.94579
[36m(train_xgb_ray_tune pid=1476159)[0m [68]	train-mlogloss:1.17488	validation-mlogloss:1.16404
[36m(train_xgb_ray_tune pid=1476157)[0m [65]	train-mlogloss:0.93180	validation-mlogloss:0.90725
[36m(train_xgb_ray_tune pid=1476142)[0m [124]	train-mlogloss:0.91880	validation-mlogloss:0.89420
[36m(train_xgb_ray_tune pid=1476160)[0m [37]	train-mlogloss:1.15464	validation-mlogloss:1.14221
[36m(train_xgb_ray_tune pid=1476162)[0m [133]	train-mlogloss:0.86976	validation-mlogloss:0.83649
[36m(train_xgb_ray_tune pid=1476162)[0m [134]	train-mlogloss:0.86796	validation-mlogloss:0.83440
[36m(train_xgb_ray_tune pid=1476163)[0m [78]	train-mlogloss:1.24964	validation-mlogloss:1.23998
[36m(train_xgb_ray_tune pid=1476163)[0m [79]	train-mlogloss:1.24861	validation-mlogloss:1.23889
[36m(train_xgb_ray_tune pid=1476171)[0m [62]	train-mlogloss:1.28885	validation-mlogloss:1.28355
[36m(train_xgb_ray_tune pid=1476144)[0m [77]	train-mlogloss:1.00185	validation-mlogloss:0.97872
[36m(train_xgb_ray_tune pid=1476156)[0m [102]	train-mlogloss:1.19904	validation-mlogloss:1.18919
[36m(train_xgb_ray_tune pid=1476143)[0m [51]	train-mlogloss:1.07764	validation-mlogloss:1.06328
[36m(train_xgb_ray_tune pid=1476150)[0m [70]	train-mlogloss:0.92875	validation-mlogloss:0.90145
[36m(train_xgb_ray_tune pid=1476150)[0m [71]	train-mlogloss:0.92538	validation-mlogloss:0.89778
[36m(train_xgb_ray_tune pid=1476164)[0m [71]	train-mlogloss:0.91540	validation-mlogloss:0.89165
[36m(train_xgb_ray_tune pid=1476165)[0m [116]	train-mlogloss:1.03819	validation-mlogloss:1.02090
[36m(train_xgb_ray_tune pid=1476158)[0m [80]	train-mlogloss:1.36189	validation-mlogloss:1.36013
[36m(train_xgb_ray_tune pid=1476168)[0m [115]	train-mlogloss:1.04192	validation-mlogloss:1.02460
[36m(train_xgb_ray_tune pid=1476161)[0m [118]	train-mlogloss:0.91670	validation-mlogloss:0.88897
[36m(train_xgb_ray_tune pid=1476166)[0m [98]	train-mlogloss:0.80266	validation-mlogloss:0.77439
[36m(train_xgb_ray_tune pid=1476167)[0m [56]	train-mlogloss:1.08694	validation-mlogloss:1.07027
[36m(train_xgb_ray_tune pid=1476159)[0m [69]	train-mlogloss:1.17251	validation-mlogloss:1.16159
[36m(train_xgb_ray_tune pid=1476157)[0m [66]	train-mlogloss:0.92791	validation-mlogloss:0.90302
[36m(train_xgb_ray_tune pid=1476142)[0m [125]	train-mlogloss:0.91706	validation-mlogloss:0.89237
[36m(train_xgb_ray_tune pid=1476160)[0m [38]	train-mlogloss:1.14968	validation-mlogloss:1.13696
[36m(train_xgb_ray_tune pid=1476162)[0m [135]	train-mlogloss:0.86617	validation-mlogloss:0.83244
[36m(train_xgb_ray_tune pid=1476163)[0m [80]	train-mlogloss:1.24762	validation-mlogloss:1.23785
[36m(train_xgb_ray_tune pid=1476171)[0m [63]	train-mlogloss:1.28745	validation-mlogloss:1.28204
[36m(train_xgb_ray_tune pid=1476144)[0m [78]	train-mlogloss:0.99871	validation-mlogloss:0.97550
[36m(train_xgb_ray_tune pid=1476156)[0m [103]	train-mlogloss:1.19775	validation-mlogloss:1.18789
[36m(train_xgb_ray_tune pid=1476143)[0m [52]	train-mlogloss:1.07323	validation-mlogloss:1.05874
[36m(train_xgb_ray_tune pid=1476150)[0m [72]	train-mlogloss:0.92189	validation-mlogloss:0.89425
[36m(train_xgb_ray_tune pid=1476164)[0m [72]	train-mlogloss:0.91206	validation-mlogloss:0.88822
[36m(train_xgb_ray_tune pid=1476165)[0m [117]	train-mlogloss:1.03618	validation-mlogloss:1.01880
[36m(train_xgb_ray_tune pid=1476158)[0m [81]	train-mlogloss:1.36166	validation-mlogloss:1.35989
[36m(train_xgb_ray_tune pid=1476170)[0m [46]	train-mlogloss:1.09455	validation-mlogloss:1.07941
[36m(train_xgb_ray_tune pid=1476168)[0m [116]	train-mlogloss:1.04063	validation-mlogloss:1.02318
[36m(train_xgb_ray_tune pid=1476161)[0m [119]	train-mlogloss:0.91558	validation-mlogloss:0.88776
[36m(train_xgb_ray_tune pid=1476161)[0m [120]	train-mlogloss:0.91450	validation-mlogloss:0.88665
[36m(train_xgb_ray_tune pid=1476166)[0m [99]	train-mlogloss:0.80028	validation-mlogloss:0.77195
[36m(train_xgb_ray_tune pid=1476167)[0m [57]	train-mlogloss:1.08294	validation-mlogloss:1.06611
[36m(train_xgb_ray_tune pid=1476169)[0m [61]	train-mlogloss:0.96111	validation-mlogloss:0.94127
[36m(train_xgb_ray_tune pid=1476159)[0m [70]	train-mlogloss:1.17019	validation-mlogloss:1.15911
[36m(train_xgb_ray_tune pid=1476159)[0m [71]	train-mlogloss:1.16784	validation-mlogloss:1.15672
[36m(train_xgb_ray_tune pid=1476157)[0m [67]	train-mlogloss:0.92379	validation-mlogloss:0.89863
[36m(train_xgb_ray_tune pid=1476142)[0m [126]	train-mlogloss:0.91534	validation-mlogloss:0.89049
[36m(train_xgb_ray_tune pid=1476142)[0m [127]	train-mlogloss:0.91369	validation-mlogloss:0.88882
[36m(train_xgb_ray_tune pid=1476160)[0m [39]	train-mlogloss:1.14532	validation-mlogloss:1.13232
[36m(train_xgb_ray_tune pid=1476162)[0m [136]	train-mlogloss:0.86458	validation-mlogloss:0.83069
[36m(train_xgb_ray_tune pid=1476163)[0m [81]	train-mlogloss:1.24621	validation-mlogloss:1.23638
[36m(train_xgb_ray_tune pid=1476163)[0m [82]	train-mlogloss:1.24526	validation-mlogloss:1.23538
[36m(train_xgb_ray_tune pid=1476171)[0m [64]	train-mlogloss:1.28603	validation-mlogloss:1.28055
[36m(train_xgb_ray_tune pid=1476144)[0m [79]	train-mlogloss:0.99567	validation-mlogloss:0.97232
[36m(train_xgb_ray_tune pid=1476156)[0m [104]	train-mlogloss:1.19645	validation-mlogloss:1.18655
[36m(train_xgb_ray_tune pid=1476156)[0m [105]	train-mlogloss:1.19559	validation-mlogloss:1.18565
[36m(train_xgb_ray_tune pid=1476143)[0m [53]	train-mlogloss:1.06892	validation-mlogloss:1.05434
[36m(train_xgb_ray_tune pid=1476150)[0m [73]	train-mlogloss:0.91838	validation-mlogloss:0.89035
[36m(train_xgb_ray_tune pid=1476164)[0m [73]	train-mlogloss:0.90892	validation-mlogloss:0.88490
[36m(train_xgb_ray_tune pid=1476164)[0m [74]	train-mlogloss:0.90581	validation-mlogloss:0.88163
[36m(train_xgb_ray_tune pid=1476165)[0m [118]	train-mlogloss:1.03419	validation-mlogloss:1.01676
[36m(train_xgb_ray_tune pid=1476165)[0m [119]	train-mlogloss:1.03218	validation-mlogloss:1.01469
[36m(train_xgb_ray_tune pid=1476158)[0m [82]	train-mlogloss:1.36142	validation-mlogloss:1.35962
[36m(train_xgb_ray_tune pid=1476170)[0m [47]	train-mlogloss:1.08995	validation-mlogloss:1.07459
[36m(train_xgb_ray_tune pid=1476168)[0m [117]	train-mlogloss:1.03907	validation-mlogloss:1.02154
[36m(train_xgb_ray_tune pid=1476161)[0m [121]	train-mlogloss:0.91360	validation-mlogloss:0.88572
[36m(train_xgb_ray_tune pid=1476161)[0m [122]	train-mlogloss:0.91251	validation-mlogloss:0.88459
[36m(train_xgb_ray_tune pid=1476166)[0m [100]	train-mlogloss:0.79821	validation-mlogloss:0.76966
[36m(train_xgb_ray_tune pid=1476167)[0m [58]	train-mlogloss:1.07898	validation-mlogloss:1.06192
[36m(train_xgb_ray_tune pid=1476167)[0m [59]	train-mlogloss:1.07505	validation-mlogloss:1.05767
[36m(train_xgb_ray_tune pid=1476159)[0m [72]	train-mlogloss:1.16544	validation-mlogloss:1.15414
[36m(train_xgb_ray_tune pid=1476157)[0m [68]	train-mlogloss:0.92002	validation-mlogloss:0.89460
[36m(train_xgb_ray_tune pid=1476162)[0m [137]	train-mlogloss:0.86286	validation-mlogloss:0.82876
[36m(train_xgb_ray_tune pid=1476163)[0m [83]	train-mlogloss:1.24427	validation-mlogloss:1.23434
[36m(train_xgb_ray_tune pid=1476163)[0m [84]	train-mlogloss:1.24329	validation-mlogloss:1.23331
[36m(train_xgb_ray_tune pid=1476171)[0m [65]	train-mlogloss:1.28463	validation-mlogloss:1.27908
[36m(train_xgb_ray_tune pid=1476171)[0m [66]	train-mlogloss:1.28323	validation-mlogloss:1.27757
[36m(train_xgb_ray_tune pid=1476144)[0m [80]	train-mlogloss:0.99259	validation-mlogloss:0.96911
[36m(train_xgb_ray_tune pid=1476144)[0m [81]	train-mlogloss:0.98953	validation-mlogloss:0.96584
[36m(train_xgb_ray_tune pid=1476156)[0m [106]	train-mlogloss:1.19429	validation-mlogloss:1.18430
[36m(train_xgb_ray_tune pid=1476156)[0m [107]	train-mlogloss:1.19306	validation-mlogloss:1.18297
[36m(train_xgb_ray_tune pid=1476143)[0m [54]	train-mlogloss:1.06466	validation-mlogloss:1.04999
[36m(train_xgb_ray_tune pid=1476150)[0m [74]	train-mlogloss:0.91501	validation-mlogloss:0.88664
[36m(train_xgb_ray_tune pid=1476164)[0m [75]	train-mlogloss:0.90247	validation-mlogloss:0.87807
[36m(train_xgb_ray_tune pid=1476165)[0m [120]	train-mlogloss:1.03023	validation-mlogloss:1.01255
[36m(train_xgb_ray_tune pid=1476158)[0m [83]	train-mlogloss:1.36109	validation-mlogloss:1.35927
[36m(train_xgb_ray_tune pid=1476170)[0m [48]	train-mlogloss:1.08540	validation-mlogloss:1.06982
[36m(train_xgb_ray_tune pid=1476168)[0m [118]	train-mlogloss:1.03756	validation-mlogloss:1.01999
[36m(train_xgb_ray_tune pid=1476161)[0m [123]	train-mlogloss:0.91146	validation-mlogloss:0.88353
[36m(train_xgb_ray_tune pid=1476166)[0m [101]	train-mlogloss:0.79589	validation-mlogloss:0.76708
[36m(train_xgb_ray_tune pid=1476167)[0m [60]	train-mlogloss:1.07126	validation-mlogloss:1.05372
[36m(train_xgb_ray_tune pid=1476169)[0m [62]	train-mlogloss:0.95694	validation-mlogloss:0.93686
[36m(train_xgb_ray_tune pid=1476159)[0m [73]	train-mlogloss:1.16309	validation-mlogloss:1.15160
[36m(train_xgb_ray_tune pid=1476157)[0m [69]	train-mlogloss:0.91650	validation-mlogloss:0.89072
[36m(train_xgb_ray_tune pid=1476142)[0m [128]	train-mlogloss:0.91205	validation-mlogloss:0.88712
[36m(train_xgb_ray_tune pid=1476142)[0m [129]	train-mlogloss:0.91050	validation-mlogloss:0.88546
[36m(train_xgb_ray_tune pid=1476160)[0m [40]	train-mlogloss:1.14048	validation-mlogloss:1.12756
[36m(train_xgb_ray_tune pid=1476160)[0m [41]	train-mlogloss:1.13575	validation-mlogloss:1.12245
[36m(train_xgb_ray_tune pid=1476162)[0m [138]	train-mlogloss:0.86119	validation-mlogloss:0.82685
[36m(train_xgb_ray_tune pid=1476162)[0m [139]	train-mlogloss:0.85952	validation-mlogloss:0.82495
[36m(train_xgb_ray_tune pid=1476162)[0m [140]	train-mlogloss:0.85782	validation-mlogloss:0.82320
[36m(train_xgb_ray_tune pid=1476163)[0m [85]	train-mlogloss:1.24233	validation-mlogloss:1.23228
[36m(train_xgb_ray_tune pid=1476163)[0m [86]	train-mlogloss:1.24136	validation-mlogloss:1.23126
[36m(train_xgb_ray_tune pid=1476163)[0m [87]	train-mlogloss:1.24043	validation-mlogloss:1.23027
[36m(train_xgb_ray_tune pid=1476171)[0m [67]	train-mlogloss:1.28190	validation-mlogloss:1.27615
[36m(train_xgb_ray_tune pid=1476171)[0m [68]	train-mlogloss:1.28058	validation-mlogloss:1.27472
[36m(train_xgb_ray_tune pid=1476144)[0m [82]	train-mlogloss:0.98657	validation-mlogloss:0.96261
[36m(train_xgb_ray_tune pid=1476144)[0m [83]	train-mlogloss:0.98353	validation-mlogloss:0.95950
[36m(train_xgb_ray_tune pid=1476156)[0m [108]	train-mlogloss:1.19184	validation-mlogloss:1.18166
[36m(train_xgb_ray_tune pid=1476156)[0m [109]	train-mlogloss:1.19066	validation-mlogloss:1.18037
[36m(train_xgb_ray_tune pid=1476156)[0m [110]	train-mlogloss:1.18937	validation-mlogloss:1.17904
[36m(train_xgb_ray_tune pid=1476143)[0m [55]	train-mlogloss:1.06049	validation-mlogloss:1.04569
[36m(train_xgb_ray_tune pid=1476143)[0m [56]	train-mlogloss:1.05624	validation-mlogloss:1.04136
[36m(train_xgb_ray_tune pid=1476150)[0m [75]	train-mlogloss:0.91163	validation-mlogloss:0.88293
[36m(train_xgb_ray_tune pid=1476150)[0m [76]	train-mlogloss:0.90835	validation-mlogloss:0.87934
[36m(train_xgb_ray_tune pid=1476150)[0m [77]	train-mlogloss:0.90535	validation-mlogloss:0.87624
[36m(train_xgb_ray_tune pid=1476164)[0m [76]	train-mlogloss:0.89942	validation-mlogloss:0.87470
[36m(train_xgb_ray_tune pid=1476164)[0m [77]	train-mlogloss:0.89669	validation-mlogloss:0.87181
[36m(train_xgb_ray_tune pid=1476165)[0m [121]	train-mlogloss:1.02825	validation-mlogloss:1.01046
[36m(train_xgb_ray_tune pid=1476165)[0m [122]	train-mlogloss:1.02623	validation-mlogloss:1.00839
[36m(train_xgb_ray_tune pid=1476158)[0m [84]	train-mlogloss:1.36080	validation-mlogloss:1.35896
[36m(train_xgb_ray_tune pid=1476158)[0m [85]	train-mlogloss:1.36047	validation-mlogloss:1.35862
[36m(train_xgb_ray_tune pid=1476158)[0m [86]	train-mlogloss:1.36028	validation-mlogloss:1.35840
[36m(train_xgb_ray_tune pid=1476170)[0m [49]	train-mlogloss:1.08091	validation-mlogloss:1.06501
[36m(train_xgb_ray_tune pid=1476168)[0m [119]	train-mlogloss:1.03598	validation-mlogloss:1.01830
[36m(train_xgb_ray_tune pid=1476168)[0m [120]	train-mlogloss:1.03461	validation-mlogloss:1.01682
[36m(train_xgb_ray_tune pid=1476168)[0m [121]	train-mlogloss:1.03320	validation-mlogloss:1.01527
[36m(train_xgb_ray_tune pid=1476161)[0m [124]	train-mlogloss:0.91037	validation-mlogloss:0.88230
[36m(train_xgb_ray_tune pid=1476161)[0m [125]	train-mlogloss:0.90932	validation-mlogloss:0.88113
[36m(train_xgb_ray_tune pid=1476166)[0m [102]	train-mlogloss:0.79365	validation-mlogloss:0.76445
[36m(train_xgb_ray_tune pid=1476166)[0m [103]	train-mlogloss:0.79167	validation-mlogloss:0.76221
[36m(train_xgb_ray_tune pid=1476167)[0m [61]	train-mlogloss:1.06736	validation-mlogloss:1.04954
[36m(train_xgb_ray_tune pid=1476167)[0m [62]	train-mlogloss:1.06366	validation-mlogloss:1.04563
[36m(train_xgb_ray_tune pid=1476169)[0m [63]	train-mlogloss:0.95287	validation-mlogloss:0.93259
[36m(train_xgb_ray_tune pid=1476159)[0m [74]	train-mlogloss:1.16075	validation-mlogloss:1.14909
[36m(train_xgb_ray_tune pid=1476159)[0m [75]	train-mlogloss:1.15870	validation-mlogloss:1.14695
[36m(train_xgb_ray_tune pid=1476157)[0m [70]	train-mlogloss:0.91289	validation-mlogloss:0.88698
[36m(train_xgb_ray_tune pid=1476157)[0m [71]	train-mlogloss:0.90927	validation-mlogloss:0.88302
[36m(train_xgb_ray_tune pid=1476142)[0m [130]	train-mlogloss:0.90892	validation-mlogloss:0.88377
[36m(train_xgb_ray_tune pid=1476160)[0m [42]	train-mlogloss:1.13099	validation-mlogloss:1.11767
[36m(train_xgb_ray_tune pid=1476162)[0m [141]	train-mlogloss:0.85619	validation-mlogloss:0.82148
[36m(train_xgb_ray_tune pid=1476163)[0m [88]	train-mlogloss:1.23951	validation-mlogloss:1.22929
[36m(train_xgb_ray_tune pid=1476171)[0m [69]	train-mlogloss:1.27952	validation-mlogloss:1.27362
[36m(train_xgb_ray_tune pid=1476144)[0m [84]	train-mlogloss:0.98054	validation-mlogloss:0.95630
[36m(train_xgb_ray_tune pid=1476156)[0m [111]	train-mlogloss:1.18809	validation-mlogloss:1.17772
[36m(train_xgb_ray_tune pid=1476143)[0m [57]	train-mlogloss:1.05207	validation-mlogloss:1.03708
[36m(train_xgb_ray_tune pid=1476150)[0m [78]	train-mlogloss:0.90213	validation-mlogloss:0.87285
[36m(train_xgb_ray_tune pid=1476164)[0m [78]	train-mlogloss:0.89366	validation-mlogloss:0.86842
[36m(train_xgb_ray_tune pid=1476165)[0m [123]	train-mlogloss:1.02430	validation-mlogloss:1.00638
[36m(train_xgb_ray_tune pid=1476158)[0m [87]	train-mlogloss:1.36009	validation-mlogloss:1.35819
[36m(train_xgb_ray_tune pid=1476170)[0m [50]	train-mlogloss:1.07667	validation-mlogloss:1.06069
[36m(train_xgb_ray_tune pid=1476168)[0m [122]	train-mlogloss:1.03189	validation-mlogloss:1.01390
[36m(train_xgb_ray_tune pid=1476161)[0m [126]	train-mlogloss:0.90828	validation-mlogloss:0.88010
[36m(train_xgb_ray_tune pid=1476166)[0m [104]	train-mlogloss:0.78950	validation-mlogloss:0.75974
[36m(train_xgb_ray_tune pid=1476167)[0m [63]	train-mlogloss:1.05987	validation-mlogloss:1.04164
[36m(train_xgb_ray_tune pid=1476159)[0m [76]	train-mlogloss:1.15642	validation-mlogloss:1.14453
[36m(train_xgb_ray_tune pid=1476157)[0m [72]	train-mlogloss:0.90588	validation-mlogloss:0.87943
[36m(train_xgb_ray_tune pid=1476142)[0m [131]	train-mlogloss:0.90727	validation-mlogloss:0.88194
[36m(train_xgb_ray_tune pid=1476142)[0m [132]	train-mlogloss:0.90574	validation-mlogloss:0.88034
[36m(train_xgb_ray_tune pid=1476160)[0m [43]	train-mlogloss:1.12623	validation-mlogloss:1.11259
[36m(train_xgb_ray_tune pid=1476162)[0m [142]	train-mlogloss:0.85456	validation-mlogloss:0.81978
[36m(train_xgb_ray_tune pid=1476163)[0m [89]	train-mlogloss:1.23891	validation-mlogloss:1.22865
[36m(train_xgb_ray_tune pid=1476163)[0m [90]	train-mlogloss:1.23794	validation-mlogloss:1.22765
[36m(train_xgb_ray_tune pid=1476171)[0m [70]	train-mlogloss:1.27815	validation-mlogloss:1.27215
[36m(train_xgb_ray_tune pid=1476144)[0m [85]	train-mlogloss:0.97778	validation-mlogloss:0.95324
[36m(train_xgb_ray_tune pid=1476156)[0m [112]	train-mlogloss:1.18685	validation-mlogloss:1.17644
[36m(train_xgb_ray_tune pid=1476143)[0m [58]	train-mlogloss:1.04805	validation-mlogloss:1.03294
[36m(train_xgb_ray_tune pid=1476150)[0m [79]	train-mlogloss:0.89903	validation-mlogloss:0.86964
[36m(train_xgb_ray_tune pid=1476164)[0m [79]	train-mlogloss:0.89068	validation-mlogloss:0.86507
[36m(train_xgb_ray_tune pid=1476165)[0m [124]	train-mlogloss:1.02246	validation-mlogloss:1.00447
[36m(train_xgb_ray_tune pid=1476158)[0m [88]	train-mlogloss:1.35979	validation-mlogloss:1.35788
[36m(train_xgb_ray_tune pid=1476158)[0m [89]	train-mlogloss:1.35949	validation-mlogloss:1.35756
[36m(train_xgb_ray_tune pid=1476170)[0m [51]	train-mlogloss:1.07226	validation-mlogloss:1.05601
[36m(train_xgb_ray_tune pid=1476168)[0m [123]	train-mlogloss:1.03066	validation-mlogloss:1.01268
[36m(train_xgb_ray_tune pid=1476168)[0m [124]	train-mlogloss:1.02925	validation-mlogloss:1.01117
[36m(train_xgb_ray_tune pid=1476161)[0m [127]	train-mlogloss:0.90724	validation-mlogloss:0.87893
[36m(train_xgb_ray_tune pid=1476161)[0m [128]	train-mlogloss:0.90618	validation-mlogloss:0.87777
[36m(train_xgb_ray_tune pid=1476166)[0m [105]	train-mlogloss:0.78725	validation-mlogloss:0.75716
[36m(train_xgb_ray_tune pid=1476167)[0m [64]	train-mlogloss:1.05628	validation-mlogloss:1.03781
[36m(train_xgb_ray_tune pid=1476167)[0m [65]	train-mlogloss:1.05274	validation-mlogloss:1.03403
[36m(train_xgb_ray_tune pid=1476169)[0m [64]	train-mlogloss:0.94890	validation-mlogloss:0.92836
[36m(train_xgb_ray_tune pid=1476159)[0m [77]	train-mlogloss:1.15416	validation-mlogloss:1.14214
[36m(train_xgb_ray_tune pid=1476157)[0m [73]	train-mlogloss:0.90221	validation-mlogloss:0.87549
[36m(train_xgb_ray_tune pid=1476142)[0m [133]	train-mlogloss:0.90415	validation-mlogloss:0.87862
[36m(train_xgb_ray_tune pid=1476160)[0m [44]	train-mlogloss:1.12150	validation-mlogloss:1.10755
[36m(train_xgb_ray_tune pid=1476162)[0m [143]	train-mlogloss:0.85286	validation-mlogloss:0.81791
[36m(train_xgb_ray_tune pid=1476163)[0m [91]	train-mlogloss:1.23702	validation-mlogloss:1.22667
[36m(train_xgb_ray_tune pid=1476171)[0m [71]	train-mlogloss:1.27682	validation-mlogloss:1.27072
[36m(train_xgb_ray_tune pid=1476144)[0m [86]	train-mlogloss:0.97495	validation-mlogloss:0.95017
[36m(train_xgb_ray_tune pid=1476144)[0m [87]	train-mlogloss:0.97213	validation-mlogloss:0.94710
[36m(train_xgb_ray_tune pid=1476156)[0m [113]	train-mlogloss:1.18577	validation-mlogloss:1.17528
[36m(train_xgb_ray_tune pid=1476156)[0m [114]	train-mlogloss:1.18474	validation-mlogloss:1.17419
[36m(train_xgb_ray_tune pid=1476143)[0m [59]	train-mlogloss:1.04397	validation-mlogloss:1.02876
[36m(train_xgb_ray_tune pid=1476150)[0m [80]	train-mlogloss:0.89617	validation-mlogloss:0.86667
[36m(train_xgb_ray_tune pid=1476150)[0m [81]	train-mlogloss:0.89298	validation-mlogloss:0.86325
[36m(train_xgb_ray_tune pid=1476164)[0m [80]	train-mlogloss:0.88749	validation-mlogloss:0.86150
[36m(train_xgb_ray_tune pid=1476165)[0m [125]	train-mlogloss:1.02055	validation-mlogloss:1.00245
[36m(train_xgb_ray_tune pid=1476165)[0m [126]	train-mlogloss:1.01860	validation-mlogloss:1.00045
[36m(train_xgb_ray_tune pid=1476158)[0m [90]	train-mlogloss:1.35927	validation-mlogloss:1.35732
[36m(train_xgb_ray_tune pid=1476158)[0m [91]	train-mlogloss:1.35896	validation-mlogloss:1.35698
[36m(train_xgb_ray_tune pid=1476170)[0m [52]	train-mlogloss:1.06801	validation-mlogloss:1.05161
[36m(train_xgb_ray_tune pid=1476168)[0m [125]	train-mlogloss:1.02834	validation-mlogloss:1.01012
[36m(train_xgb_ray_tune pid=1476161)[0m [129]	train-mlogloss:0.90517	validation-mlogloss:0.87669
[36m(train_xgb_ray_tune pid=1476166)[0m [106]	train-mlogloss:0.78526	validation-mlogloss:0.75507
[36m(train_xgb_ray_tune pid=1476167)[0m [66]	train-mlogloss:1.04920	validation-mlogloss:1.03025
[36m(train_xgb_ray_tune pid=1476169)[0m [65]	train-mlogloss:0.94487	validation-mlogloss:0.92413
[36m(train_xgb_ray_tune pid=1476159)[0m [78]	train-mlogloss:1.15194	validation-mlogloss:1.13975
[36m(train_xgb_ray_tune pid=1476157)[0m [74]	train-mlogloss:0.89863	validation-mlogloss:0.87169
[36m(train_xgb_ray_tune pid=1476142)[0m [134]	train-mlogloss:0.90262	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476160)[0m [45]	train-mlogloss:1.11702	validation-mlogloss:1.10279
[36m(train_xgb_ray_tune pid=1476162)[0m [144]	train-mlogloss:0.85128	validation-mlogloss:0.81620
[36m(train_xgb_ray_tune pid=1476163)[0m [92]	train-mlogloss:1.23610	validation-mlogloss:1.22572
[36m(train_xgb_ray_tune pid=1476163)[0m [93]	train-mlogloss:1.23525	validation-mlogloss:1.22483
[36m(train_xgb_ray_tune pid=1476171)[0m [72]	train-mlogloss:1.27557	validation-mlogloss:1.26943
[36m(train_xgb_ray_tune pid=1476144)[0m [88]	train-mlogloss:0.96926	validation-mlogloss:0.94407
[36m(train_xgb_ray_tune pid=1476156)[0m [115]	train-mlogloss:1.18372	validation-mlogloss:1.17311
[36m(train_xgb_ray_tune pid=1476156)[0m [116]	train-mlogloss:1.18252	validation-mlogloss:1.17191
[36m(train_xgb_ray_tune pid=1476143)[0m [60]	train-mlogloss:1.03993	validation-mlogloss:1.02463
[36m(train_xgb_ray_tune pid=1476150)[0m [82]	train-mlogloss:0.88993	validation-mlogloss:0.86000
[36m(train_xgb_ray_tune pid=1476164)[0m [81]	train-mlogloss:0.88462	validation-mlogloss:0.85851
[36m(train_xgb_ray_tune pid=1476165)[0m [127]	train-mlogloss:1.01669	validation-mlogloss:0.99846
[36m(train_xgb_ray_tune pid=1476158)[0m [92]	train-mlogloss:1.35866	validation-mlogloss:1.35667
[36m(train_xgb_ray_tune pid=1476170)[0m [53]	train-mlogloss:1.06380	validation-mlogloss:1.04726
[36m(train_xgb_ray_tune pid=1476168)[0m [126]	train-mlogloss:1.02733	validation-mlogloss:1.00903
[36m(train_xgb_ray_tune pid=1476161)[0m [130]	train-mlogloss:0.90418	validation-mlogloss:0.87567
[36m(train_xgb_ray_tune pid=1476161)[0m [131]	train-mlogloss:0.90323	validation-mlogloss:0.87468
[36m(train_xgb_ray_tune pid=1476167)[0m [67]	train-mlogloss:1.04585	validation-mlogloss:1.02670
[36m(train_xgb_ray_tune pid=1476159)[0m [79]	train-mlogloss:1.14972	validation-mlogloss:1.13747
[36m(train_xgb_ray_tune pid=1476157)[0m [75]	train-mlogloss:0.89510	validation-mlogloss:0.86802
[36m(train_xgb_ray_tune pid=1476142)[0m [135]	train-mlogloss:0.90101	validation-mlogloss:0.87521
[36m(train_xgb_ray_tune pid=1476160)[0m [46]	train-mlogloss:1.11263	validation-mlogloss:1.09825
[36m(train_xgb_ray_tune pid=1476162)[0m [145]	train-mlogloss:0.84969	validation-mlogloss:0.81456
[36m(train_xgb_ray_tune pid=1476162)[0m [146]	train-mlogloss:0.84811	validation-mlogloss:0.81275
[36m(train_xgb_ray_tune pid=1476163)[0m [94]	train-mlogloss:1.23440	validation-mlogloss:1.22393
[36m(train_xgb_ray_tune pid=1476171)[0m [73]	train-mlogloss:1.27421	validation-mlogloss:1.26800
[36m(train_xgb_ray_tune pid=1476171)[0m [74]	train-mlogloss:1.27286	validation-mlogloss:1.26658
[36m(train_xgb_ray_tune pid=1476144)[0m [89]	train-mlogloss:0.96653	validation-mlogloss:0.94109
[36m(train_xgb_ray_tune pid=1476156)[0m [117]	train-mlogloss:1.18130	validation-mlogloss:1.17063
[36m(train_xgb_ray_tune pid=1476156)[0m [118]	train-mlogloss:1.18012	validation-mlogloss:1.16944
[36m(train_xgb_ray_tune pid=1476143)[0m [61]	train-mlogloss:1.03604	validation-mlogloss:1.02052
[36m(train_xgb_ray_tune pid=1476143)[0m [62]	train-mlogloss:1.03214	validation-mlogloss:1.01644
[36m(train_xgb_ray_tune pid=1476150)[0m [83]	train-mlogloss:0.88689	validation-mlogloss:0.85675
[36m(train_xgb_ray_tune pid=1476150)[0m [84]	train-mlogloss:0.88394	validation-mlogloss:0.85355
[36m(train_xgb_ray_tune pid=1476164)[0m [82]	train-mlogloss:0.88170	validation-mlogloss:0.85543
[36m(train_xgb_ray_tune pid=1476164)[0m [83]	train-mlogloss:0.87896	validation-mlogloss:0.85244
[36m(train_xgb_ray_tune pid=1476165)[0m [128]	train-mlogloss:1.01475	validation-mlogloss:0.99639
[36m(train_xgb_ray_tune pid=1476165)[0m [129]	train-mlogloss:1.01287	validation-mlogloss:0.99442
[36m(train_xgb_ray_tune pid=1476158)[0m [93]	train-mlogloss:1.35837	validation-mlogloss:1.35636
[36m(train_xgb_ray_tune pid=1476158)[0m [94]	train-mlogloss:1.35809	validation-mlogloss:1.35606
[36m(train_xgb_ray_tune pid=1476170)[0m [54]	train-mlogloss:1.05954	validation-mlogloss:1.04281
[36m(train_xgb_ray_tune pid=1476168)[0m [127]	train-mlogloss:1.02588	validation-mlogloss:1.00749
[36m(train_xgb_ray_tune pid=1476161)[0m [132]	train-mlogloss:0.90228	validation-mlogloss:0.87368
[36m(train_xgb_ray_tune pid=1476161)[0m [133]	train-mlogloss:0.90153	validation-mlogloss:0.87281
[36m(train_xgb_ray_tune pid=1476166)[0m [107]	train-mlogloss:0.78343	validation-mlogloss:0.75296
[36m(train_xgb_ray_tune pid=1476167)[0m [68]	train-mlogloss:1.04239	validation-mlogloss:1.02302
[36m(train_xgb_ray_tune pid=1476167)[0m [69]	train-mlogloss:1.03906	validation-mlogloss:1.01947
[36m(train_xgb_ray_tune pid=1476167)[0m [70]	train-mlogloss:1.03575	validation-mlogloss:1.01600
[36m(train_xgb_ray_tune pid=1476169)[0m [66]	train-mlogloss:0.94093	validation-mlogloss:0.92000
[36m(train_xgb_ray_tune pid=1476169)[0m [67]	train-mlogloss:0.93698	validation-mlogloss:0.91597
[36m(train_xgb_ray_tune pid=1476159)[0m [80]	train-mlogloss:1.14747	validation-mlogloss:1.13506
[36m(train_xgb_ray_tune pid=1476159)[0m [81]	train-mlogloss:1.14512	validation-mlogloss:1.13262
[36m(train_xgb_ray_tune pid=1476157)[0m [76]	train-mlogloss:0.89157	validation-mlogloss:0.86402
[36m(train_xgb_ray_tune pid=1476142)[0m [136]	train-mlogloss:0.89961	validation-mlogloss:0.87361
[36m(train_xgb_ray_tune pid=1476142)[0m [137]	train-mlogloss:0.89812	validation-mlogloss:0.87200
[36m(train_xgb_ray_tune pid=1476160)[0m [47]	train-mlogloss:1.10846	validation-mlogloss:1.09392
[36m(train_xgb_ray_tune pid=1476162)[0m [147]	train-mlogloss:0.84656	validation-mlogloss:0.81102
[36m(train_xgb_ray_tune pid=1476162)[0m [148]	train-mlogloss:0.84506	validation-mlogloss:0.80936
[36m(train_xgb_ray_tune pid=1476163)[0m [95]	train-mlogloss:1.23354	validation-mlogloss:1.22301
[36m(train_xgb_ray_tune pid=1476163)[0m [96]	train-mlogloss:1.23269	validation-mlogloss:1.22211
[36m(train_xgb_ray_tune pid=1476171)[0m [75]	train-mlogloss:1.27148	validation-mlogloss:1.26512
[36m(train_xgb_ray_tune pid=1476144)[0m [90]	train-mlogloss:0.96379	validation-mlogloss:0.93837
[36m(train_xgb_ray_tune pid=1476144)[0m [91]	train-mlogloss:0.96108	validation-mlogloss:0.93555
[36m(train_xgb_ray_tune pid=1476144)[0m [92]	train-mlogloss:0.95835	validation-mlogloss:0.93264
[36m(train_xgb_ray_tune pid=1476156)[0m [119]	train-mlogloss:1.17906	validation-mlogloss:1.16829
[36m(train_xgb_ray_tune pid=1476156)[0m [120]	train-mlogloss:1.17789	validation-mlogloss:1.16712
[36m(train_xgb_ray_tune pid=1476156)[0m [121]	train-mlogloss:1.17684	validation-mlogloss:1.16598
[36m(train_xgb_ray_tune pid=1476143)[0m [63]	train-mlogloss:1.02827	validation-mlogloss:1.01244
[36m(train_xgb_ray_tune pid=1476150)[0m [85]	train-mlogloss:0.88106	validation-mlogloss:0.85043
[36m(train_xgb_ray_tune pid=1476164)[0m [84]	train-mlogloss:0.87627	validation-mlogloss:0.84959
[36m(train_xgb_ray_tune pid=1476164)[0m [85]	train-mlogloss:0.87348	validation-mlogloss:0.84658
[36m(train_xgb_ray_tune pid=1476165)[0m [130]	train-mlogloss:1.01101	validation-mlogloss:0.99239
[36m(train_xgb_ray_tune pid=1476165)[0m [131]	train-mlogloss:1.00922	validation-mlogloss:0.99048
[36m(train_xgb_ray_tune pid=1476158)[0m [95]	train-mlogloss:1.35786	validation-mlogloss:1.35582
[36m(train_xgb_ray_tune pid=1476158)[0m [96]	train-mlogloss:1.35756	validation-mlogloss:1.35550
[36m(train_xgb_ray_tune pid=1476170)[0m [55]	train-mlogloss:1.05539	validation-mlogloss:1.03831
[36m(train_xgb_ray_tune pid=1476170)[0m [56]	train-mlogloss:1.05123	validation-mlogloss:1.03398
[36m(train_xgb_ray_tune pid=1476168)[0m [128]	train-mlogloss:1.02455	validation-mlogloss:1.00610
[36m(train_xgb_ray_tune pid=1476168)[0m [129]	train-mlogloss:1.02312	validation-mlogloss:1.00453
[36m(train_xgb_ray_tune pid=1476168)[0m [130]	train-mlogloss:1.02210	validation-mlogloss:1.00356
[36m(train_xgb_ray_tune pid=1476161)[0m [134]	train-mlogloss:0.90058	validation-mlogloss:0.87177
[36m(train_xgb_ray_tune pid=1476161)[0m [135]	train-mlogloss:0.89985	validation-mlogloss:0.87098
[36m(train_xgb_ray_tune pid=1476161)[0m [136]	train-mlogloss:0.89912	validation-mlogloss:0.87013
[36m(train_xgb_ray_tune pid=1476166)[0m [108]	train-mlogloss:0.78123	validation-mlogloss:0.75029
[36m(train_xgb_ray_tune pid=1476166)[0m [109]	train-mlogloss:0.77937	validation-mlogloss:0.74828
[36m(train_xgb_ray_tune pid=1476167)[0m [71]	train-mlogloss:1.03234	validation-mlogloss:1.01235
[36m(train_xgb_ray_tune pid=1476167)[0m [72]	train-mlogloss:1.02897	validation-mlogloss:1.00881
[36m(train_xgb_ray_tune pid=1476167)[0m [73]	train-mlogloss:1.02566	validation-mlogloss:1.00538
[36m(train_xgb_ray_tune pid=1476169)[0m [68]	train-mlogloss:0.93338	validation-mlogloss:0.91219
[36m(train_xgb_ray_tune pid=1476169)[0m [69]	train-mlogloss:0.92969	validation-mlogloss:0.90842
[36m(train_xgb_ray_tune pid=1476159)[0m [82]	train-mlogloss:1.14278	validation-mlogloss:1.13015
[36m(train_xgb_ray_tune pid=1476159)[0m [83]	train-mlogloss:1.14067	validation-mlogloss:1.12797
[36m(train_xgb_ray_tune pid=1476159)[0m [84]	train-mlogloss:1.13835	validation-mlogloss:1.12552
[36m(train_xgb_ray_tune pid=1476157)[0m [77]	train-mlogloss:0.88829	validation-mlogloss:0.86048
[36m(train_xgb_ray_tune pid=1476157)[0m [78]	train-mlogloss:0.88501	validation-mlogloss:0.85698
[36m(train_xgb_ray_tune pid=1476157)[0m [79]	train-mlogloss:0.88180	validation-mlogloss:0.85344
[36m(train_xgb_ray_tune pid=1476142)[0m [138]	train-mlogloss:0.89657	validation-mlogloss:0.87036
[36m(train_xgb_ray_tune pid=1476142)[0m [139]	train-mlogloss:0.89508	validation-mlogloss:0.86863
[36m(train_xgb_ray_tune pid=1476160)[0m [48]	train-mlogloss:1.10399	validation-mlogloss:1.08931
[36m(train_xgb_ray_tune pid=1476160)[0m [49]	train-mlogloss:1.09988	validation-mlogloss:1.08513
[36m(train_xgb_ray_tune pid=1476162)[0m [149]	train-mlogloss:0.84348	validation-mlogloss:0.80770
[36m(train_xgb_ray_tune pid=1476162)[0m [150]	train-mlogloss:0.84214	validation-mlogloss:0.80627
[36m(train_xgb_ray_tune pid=1476163)[0m [97]	train-mlogloss:1.23183	validation-mlogloss:1.22120
[36m(train_xgb_ray_tune pid=1476171)[0m [76]	train-mlogloss:1.27034	validation-mlogloss:1.26393
[36m(train_xgb_ray_tune pid=1476171)[0m [77]	train-mlogloss:1.26906	validation-mlogloss:1.26257
[36m(train_xgb_ray_tune pid=1476144)[0m [93]	train-mlogloss:0.95564	validation-mlogloss:0.92968
[36m(train_xgb_ray_tune pid=1476144)[0m [94]	train-mlogloss:0.95297	validation-mlogloss:0.92685
[36m(train_xgb_ray_tune pid=1476156)[0m [122]	train-mlogloss:1.17562	validation-mlogloss:1.16473
[36m(train_xgb_ray_tune pid=1476156)[0m [123]	train-mlogloss:1.17460	validation-mlogloss:1.16362
[36m(train_xgb_ray_tune pid=1476143)[0m [64]	train-mlogloss:1.02444	validation-mlogloss:1.00846
[36m(train_xgb_ray_tune pid=1476143)[0m [65]	train-mlogloss:1.02062	validation-mlogloss:1.00451
[36m(train_xgb_ray_tune pid=1476150)[0m [86]	train-mlogloss:0.87815	validation-mlogloss:0.84729
[36m(train_xgb_ray_tune pid=1476150)[0m [87]	train-mlogloss:0.87543	validation-mlogloss:0.84436
[36m(train_xgb_ray_tune pid=1476164)[0m [86]	train-mlogloss:0.87085	validation-mlogloss:0.84380
[36m(train_xgb_ray_tune pid=1476164)[0m [87]	train-mlogloss:0.86816	validation-mlogloss:0.84085
[36m(train_xgb_ray_tune pid=1476165)[0m [132]	train-mlogloss:1.00739	validation-mlogloss:0.98853
[36m(train_xgb_ray_tune pid=1476165)[0m [133]	train-mlogloss:1.00551	validation-mlogloss:0.98660
[36m(train_xgb_ray_tune pid=1476158)[0m [97]	train-mlogloss:1.35726	validation-mlogloss:1.35518
[36m(train_xgb_ray_tune pid=1476158)[0m [98]	train-mlogloss:1.35705	validation-mlogloss:1.35495
[36m(train_xgb_ray_tune pid=1476158)[0m [99]	train-mlogloss:1.35681	validation-mlogloss:1.35469
[36m(train_xgb_ray_tune pid=1476170)[0m [57]	train-mlogloss:1.04715	validation-mlogloss:1.02996
[36m(train_xgb_ray_tune pid=1476170)[0m [58]	train-mlogloss:1.04310	validation-mlogloss:1.02572
[36m(train_xgb_ray_tune pid=1476168)[0m [131]	train-mlogloss:1.02074	validation-mlogloss:1.00212
[36m(train_xgb_ray_tune pid=1476161)[0m [137]	train-mlogloss:0.89816	validation-mlogloss:0.86913
[36m(train_xgb_ray_tune pid=1476161)[0m [138]	train-mlogloss:0.89722	validation-mlogloss:0.86814
[36m(train_xgb_ray_tune pid=1476166)[0m [110]	train-mlogloss:0.77744	validation-mlogloss:0.74607
[36m(train_xgb_ray_tune pid=1476166)[0m [111]	train-mlogloss:0.77542	validation-mlogloss:0.74367
[36m(train_xgb_ray_tune pid=1476167)[0m [74]	train-mlogloss:1.02278	validation-mlogloss:1.00225
[36m(train_xgb_ray_tune pid=1476167)[0m [75]	train-mlogloss:1.01959	validation-mlogloss:0.99903
[36m(train_xgb_ray_tune pid=1476169)[0m [70]	train-mlogloss:0.92601	validation-mlogloss:0.90462
[36m(train_xgb_ray_tune pid=1476169)[0m [71]	train-mlogloss:0.92238	validation-mlogloss:0.90085
[36m(train_xgb_ray_tune pid=1476159)[0m [85]	train-mlogloss:1.13617	validation-mlogloss:1.12319
[36m(train_xgb_ray_tune pid=1476157)[0m [80]	train-mlogloss:0.87865	validation-mlogloss:0.85017
[36m(train_xgb_ray_tune pid=1476142)[0m [140]	train-mlogloss:0.89366	validation-mlogloss:0.86711
[36m(train_xgb_ray_tune pid=1476142)[0m [141]	train-mlogloss:0.89222	validation-mlogloss:0.86554
[36m(train_xgb_ray_tune pid=1476160)[0m [50]	train-mlogloss:1.09626	validation-mlogloss:1.08134
[36m(train_xgb_ray_tune pid=1476160)[0m [51]	train-mlogloss:1.09215	validation-mlogloss:1.07694
[36m(train_xgb_ray_tune pid=1476162)[0m [151]	train-mlogloss:0.84065	validation-mlogloss:0.80458
[36m(train_xgb_ray_tune pid=1476162)[0m [152]	train-mlogloss:0.83912	validation-mlogloss:0.80310
[36m(train_xgb_ray_tune pid=1476163)[0m [98]	train-mlogloss:1.23123	validation-mlogloss:1.22051
[36m(train_xgb_ray_tune pid=1476163)[0m [99]	train-mlogloss:1.23065	validation-mlogloss:1.21985
[36m(train_xgb_ray_tune pid=1476171)[0m [78]	train-mlogloss:1.26771	validation-mlogloss:1.26119
[36m(train_xgb_ray_tune pid=1476144)[0m [95]	train-mlogloss:0.95030	validation-mlogloss:0.92403
[36m(train_xgb_ray_tune pid=1476144)[0m [96]	train-mlogloss:0.94772	validation-mlogloss:0.92129
[36m(train_xgb_ray_tune pid=1476156)[0m [124]	train-mlogloss:1.17345	validation-mlogloss:1.16242
[36m(train_xgb_ray_tune pid=1476156)[0m [125]	train-mlogloss:1.17228	validation-mlogloss:1.16122
[36m(train_xgb_ray_tune pid=1476143)[0m [66]	train-mlogloss:1.01686	validation-mlogloss:1.00061
[36m(train_xgb_ray_tune pid=1476150)[0m [88]	train-mlogloss:0.87245	validation-mlogloss:0.84117
[36m(train_xgb_ray_tune pid=1476150)[0m [89]	train-mlogloss:0.86969	validation-mlogloss:0.83826
[36m(train_xgb_ray_tune pid=1476164)[0m [88]	train-mlogloss:0.86578	validation-mlogloss:0.83829
[36m(train_xgb_ray_tune pid=1476165)[0m [134]	train-mlogloss:1.00368	validation-mlogloss:0.98467
[36m(train_xgb_ray_tune pid=1476165)[0m [135]	train-mlogloss:1.00183	validation-mlogloss:0.98269
[36m(train_xgb_ray_tune pid=1476158)[0m [100]	train-mlogloss:1.35652	validation-mlogloss:1.35438
[36m(train_xgb_ray_tune pid=1476158)[0m [101]	train-mlogloss:1.35630	validation-mlogloss:1.35414
[36m(train_xgb_ray_tune pid=1476170)[0m [59]	train-mlogloss:1.03914	validation-mlogloss:1.02161
[36m(train_xgb_ray_tune pid=1476168)[0m [132]	train-mlogloss:1.01952	validation-mlogloss:1.00080
[36m(train_xgb_ray_tune pid=1476168)[0m [133]	train-mlogloss:1.01824	validation-mlogloss:0.99939
[36m(train_xgb_ray_tune pid=1476161)[0m [139]	train-mlogloss:0.89630	validation-mlogloss:0.86711
[36m(train_xgb_ray_tune pid=1476166)[0m [112]	train-mlogloss:0.77386	validation-mlogloss:0.74194
[36m(train_xgb_ray_tune pid=1476167)[0m [76]	train-mlogloss:1.01626	validation-mlogloss:0.99563
[36m(train_xgb_ray_tune pid=1476169)[0m [72]	train-mlogloss:0.91872	validation-mlogloss:0.89705
[36m(train_xgb_ray_tune pid=1476159)[0m [86]	train-mlogloss:1.13394	validation-mlogloss:1.12082
[36m(train_xgb_ray_tune pid=1476159)[0m [87]	train-mlogloss:1.13177	validation-mlogloss:1.11852
[36m(train_xgb_ray_tune pid=1476157)[0m [81]	train-mlogloss:0.87527	validation-mlogloss:0.84655
[36m(train_xgb_ray_tune pid=1476157)[0m [82]	train-mlogloss:0.87215	validation-mlogloss:0.84321
[36m(train_xgb_ray_tune pid=1476142)[0m [142]	train-mlogloss:0.89094	validation-mlogloss:0.86420
[36m(train_xgb_ray_tune pid=1476142)[0m [143]	train-mlogloss:0.88962	validation-mlogloss:0.86278
[36m(train_xgb_ray_tune pid=1476160)[0m [52]	train-mlogloss:1.08784	validation-mlogloss:1.07238
[36m(train_xgb_ray_tune pid=1476162)[0m [153]	train-mlogloss:0.83762	validation-mlogloss:0.80144
[36m(train_xgb_ray_tune pid=1476162)[0m [154]	train-mlogloss:0.83616	validation-mlogloss:0.79979
[36m(train_xgb_ray_tune pid=1476163)[0m [100]	train-mlogloss:1.22980	validation-mlogloss:1.21896
[36m(train_xgb_ray_tune pid=1476171)[0m [79]	train-mlogloss:1.26642	validation-mlogloss:1.25979
[36m(train_xgb_ray_tune pid=1476171)[0m [80]	train-mlogloss:1.26509	validation-mlogloss:1.25842
[36m(train_xgb_ray_tune pid=1476144)[0m [97]	train-mlogloss:0.94524	validation-mlogloss:0.91865
[36m(train_xgb_ray_tune pid=1476156)[0m [126]	train-mlogloss:1.17115	validation-mlogloss:1.16008
[36m(train_xgb_ray_tune pid=1476156)[0m [127]	train-mlogloss:1.17000	validation-mlogloss:1.15889
[36m(train_xgb_ray_tune pid=1476143)[0m [67]	train-mlogloss:1.01309	validation-mlogloss:0.99665
[36m(train_xgb_ray_tune pid=1476143)[0m [68]	train-mlogloss:1.00933	validation-mlogloss:0.99272
[36m(train_xgb_ray_tune pid=1476150)[0m [90]	train-mlogloss:0.86702	validation-mlogloss:0.83540
[36m(train_xgb_ray_tune pid=1476164)[0m [89]	train-mlogloss:0.86323	validation-mlogloss:0.83541
[36m(train_xgb_ray_tune pid=1476164)[0m [90]	train-mlogloss:0.86061	validation-mlogloss:0.83272
[36m(train_xgb_ray_tune pid=1476165)[0m [136]	train-mlogloss:1.00000	validation-mlogloss:0.98081
[36m(train_xgb_ray_tune pid=1476165)[0m [137]	train-mlogloss:0.99821	validation-mlogloss:0.97893
[36m(train_xgb_ray_tune pid=1476158)[0m [102]	train-mlogloss:1.35601	validation-mlogloss:1.35384
[36m(train_xgb_ray_tune pid=1476158)[0m [103]	train-mlogloss:1.35573	validation-mlogloss:1.35355
[36m(train_xgb_ray_tune pid=1476170)[0m [60]	train-mlogloss:1.03534	validation-mlogloss:1.01751
[36m(train_xgb_ray_tune pid=1476168)[0m [134]	train-mlogloss:1.01718	validation-mlogloss:0.99828
[36m(train_xgb_ray_tune pid=1476161)[0m [140]	train-mlogloss:0.89541	validation-mlogloss:0.86614
[36m(train_xgb_ray_tune pid=1476161)[0m [141]	train-mlogloss:0.89471	validation-mlogloss:0.86540
[36m(train_xgb_ray_tune pid=1476166)[0m [113]	train-mlogloss:0.77224	validation-mlogloss:0.74012
[36m(train_xgb_ray_tune pid=1476166)[0m [114]	train-mlogloss:0.77046	validation-mlogloss:0.73816
[36m(train_xgb_ray_tune pid=1476167)[0m [77]	train-mlogloss:1.01306	validation-mlogloss:0.99226
[36m(train_xgb_ray_tune pid=1476167)[0m [78]	train-mlogloss:1.00987	validation-mlogloss:0.98891
[36m(train_xgb_ray_tune pid=1476169)[0m [73]	train-mlogloss:0.91521	validation-mlogloss:0.89335
[36m(train_xgb_ray_tune pid=1476159)[0m [88]	train-mlogloss:1.12951	validation-mlogloss:1.11620
[36m(train_xgb_ray_tune pid=1476157)[0m [83]	train-mlogloss:0.86937	validation-mlogloss:0.84014
[36m(train_xgb_ray_tune pid=1476142)[0m [144]	train-mlogloss:0.88823	validation-mlogloss:0.86124
[36m(train_xgb_ray_tune pid=1476160)[0m [53]	train-mlogloss:1.08366	validation-mlogloss:1.06804
[36m(train_xgb_ray_tune pid=1476162)[0m [155]	train-mlogloss:0.83467	validation-mlogloss:0.79820
[36m(train_xgb_ray_tune pid=1476163)[0m [101]	train-mlogloss:1.22899	validation-mlogloss:1.21810
[36m(train_xgb_ray_tune pid=1476171)[0m [81]	train-mlogloss:1.26383	validation-mlogloss:1.25705
[36m(train_xgb_ray_tune pid=1476144)[0m [98]	train-mlogloss:0.94274	validation-mlogloss:0.91597
[36m(train_xgb_ray_tune pid=1476144)[0m [99]	train-mlogloss:0.94017	validation-mlogloss:0.91322
[36m(train_xgb_ray_tune pid=1476156)[0m [128]	train-mlogloss:1.16905	validation-mlogloss:1.15788
[36m(train_xgb_ray_tune pid=1476156)[0m [129]	train-mlogloss:1.16793	validation-mlogloss:1.15672
[36m(train_xgb_ray_tune pid=1476143)[0m [69]	train-mlogloss:1.00566	validation-mlogloss:0.98897
[36m(train_xgb_ray_tune pid=1476150)[0m [91]	train-mlogloss:0.86437	validation-mlogloss:0.83255
[36m(train_xgb_ray_tune pid=1476150)[0m [92]	train-mlogloss:0.86182	validation-mlogloss:0.82989
[36m(train_xgb_ray_tune pid=1476164)[0m [91]	train-mlogloss:0.85823	validation-mlogloss:0.83007
[36m(train_xgb_ray_tune pid=1476164)[0m [92]	train-mlogloss:0.85592	validation-mlogloss:0.82762
[36m(train_xgb_ray_tune pid=1476165)[0m [138]	train-mlogloss:0.99641	validation-mlogloss:0.97702
[36m(train_xgb_ray_tune pid=1476165)[0m [139]	train-mlogloss:0.99466	validation-mlogloss:0.97517
[36m(train_xgb_ray_tune pid=1476158)[0m [104]	train-mlogloss:1.35544	validation-mlogloss:1.35324
[36m(train_xgb_ray_tune pid=1476158)[0m [105]	train-mlogloss:1.35520	validation-mlogloss:1.35297
[36m(train_xgb_ray_tune pid=1476170)[0m [61]	train-mlogloss:1.03156	validation-mlogloss:1.01346
[36m(train_xgb_ray_tune pid=1476170)[0m [62]	train-mlogloss:1.02772	validation-mlogloss:1.00952
[36m(train_xgb_ray_tune pid=1476168)[0m [135]	train-mlogloss:1.01599	validation-mlogloss:0.99703
[36m(train_xgb_ray_tune pid=1476168)[0m [136]	train-mlogloss:1.01486	validation-mlogloss:0.99584
[36m(train_xgb_ray_tune pid=1476161)[0m [142]	train-mlogloss:0.89410	validation-mlogloss:0.86474
[36m(train_xgb_ray_tune pid=1476161)[0m [143]	train-mlogloss:0.89321	validation-mlogloss:0.86375
[36m(train_xgb_ray_tune pid=1476166)[0m [115]	train-mlogloss:0.76881	validation-mlogloss:0.73626
[36m(train_xgb_ray_tune pid=1476167)[0m [79]	train-mlogloss:1.00696	validation-mlogloss:0.98578
[36m(train_xgb_ray_tune pid=1476167)[0m [80]	train-mlogloss:1.00382	validation-mlogloss:0.98242
[36m(train_xgb_ray_tune pid=1476169)[0m [74]	train-mlogloss:0.91165	validation-mlogloss:0.88951
[36m(train_xgb_ray_tune pid=1476159)[0m [89]	train-mlogloss:1.12743	validation-mlogloss:1.11403
[36m(train_xgb_ray_tune pid=1476159)[0m [90]	train-mlogloss:1.12521	validation-mlogloss:1.11171
[36m(train_xgb_ray_tune pid=1476157)[0m [84]	train-mlogloss:0.86639	validation-mlogloss:0.83684
[36m(train_xgb_ray_tune pid=1476157)[0m [85]	train-mlogloss:0.86345	validation-mlogloss:0.83372
[36m(train_xgb_ray_tune pid=1476142)[0m [145]	train-mlogloss:0.88683	validation-mlogloss:0.85974
[36m(train_xgb_ray_tune pid=1476142)[0m [146]	train-mlogloss:0.88525	validation-mlogloss:0.85804
[36m(train_xgb_ray_tune pid=1476160)[0m [54]	train-mlogloss:1.07974	validation-mlogloss:1.06409
[36m(train_xgb_ray_tune pid=1476162)[0m [156]	train-mlogloss:0.83322	validation-mlogloss:0.79661
[36m(train_xgb_ray_tune pid=1476162)[0m [157]	train-mlogloss:0.83174	validation-mlogloss:0.79489
[36m(train_xgb_ray_tune pid=1476163)[0m [102]	train-mlogloss:1.22823	validation-mlogloss:1.21729
[36m(train_xgb_ray_tune pid=1476171)[0m [82]	train-mlogloss:1.26257	validation-mlogloss:1.25576
[36m(train_xgb_ray_tune pid=1476144)[0m [100]	train-mlogloss:0.93767	validation-mlogloss:0.91053
[36m(train_xgb_ray_tune pid=1476144)[0m [101]	train-mlogloss:0.93523	validation-mlogloss:0.90785
[36m(train_xgb_ray_tune pid=1476156)[0m [130]	train-mlogloss:1.16698	validation-mlogloss:1.15568
[36m(train_xgb_ray_tune pid=1476156)[0m [131]	train-mlogloss:1.16602	validation-mlogloss:1.15471
[36m(train_xgb_ray_tune pid=1476143)[0m [70]	train-mlogloss:1.00205	validation-mlogloss:0.98515
[36m(train_xgb_ray_tune pid=1476143)[0m [71]	train-mlogloss:0.99843	validation-mlogloss:0.98137
[36m(train_xgb_ray_tune pid=1476150)[0m [93]	train-mlogloss:0.85916	validation-mlogloss:0.82699
[36m(train_xgb_ray_tune pid=1476150)[0m [94]	train-mlogloss:0.85655	validation-mlogloss:0.82435
[36m(train_xgb_ray_tune pid=1476164)[0m [93]	train-mlogloss:0.85351	validation-mlogloss:0.82507
[36m(train_xgb_ray_tune pid=1476164)[0m [94]	train-mlogloss:0.85120	validation-mlogloss:0.82250
[36m(train_xgb_ray_tune pid=1476165)[0m [140]	train-mlogloss:0.99284	validation-mlogloss:0.97323
[36m(train_xgb_ray_tune pid=1476165)[0m [141]	train-mlogloss:0.99111	validation-mlogloss:0.97138
[36m(train_xgb_ray_tune pid=1476158)[0m [106]	train-mlogloss:1.35503	validation-mlogloss:1.35278
[36m(train_xgb_ray_tune pid=1476158)[0m [107]	train-mlogloss:1.35475	validation-mlogloss:1.35249
[36m(train_xgb_ray_tune pid=1476170)[0m [63]	train-mlogloss:1.02385	validation-mlogloss:1.00554
[36m(train_xgb_ray_tune pid=1476168)[0m [137]	train-mlogloss:1.01373	validation-mlogloss:0.99464
[36m(train_xgb_ray_tune pid=1476168)[0m [138]	train-mlogloss:1.01256	validation-mlogloss:0.99348
[36m(train_xgb_ray_tune pid=1476161)[0m [144]	train-mlogloss:0.89235	validation-mlogloss:0.86276
[36m(train_xgb_ray_tune pid=1476161)[0m [145]	train-mlogloss:0.89147	validation-mlogloss:0.86176
[36m(train_xgb_ray_tune pid=1476166)[0m [116]	train-mlogloss:0.76726	validation-mlogloss:0.73456
[36m(train_xgb_ray_tune pid=1476166)[0m [117]	train-mlogloss:0.76543	validation-mlogloss:0.73232
[36m(train_xgb_ray_tune pid=1476167)[0m [81]	train-mlogloss:1.00077	validation-mlogloss:0.97921
[36m(train_xgb_ray_tune pid=1476167)[0m [82]	train-mlogloss:0.99790	validation-mlogloss:0.97606
[36m(train_xgb_ray_tune pid=1476169)[0m [75]	train-mlogloss:0.90848	validation-mlogloss:0.88605
[36m(train_xgb_ray_tune pid=1476169)[0m [76]	train-mlogloss:0.90508	validation-mlogloss:0.88244
[36m(train_xgb_ray_tune pid=1476159)[0m [91]	train-mlogloss:1.12300	validation-mlogloss:1.10942
[36m(train_xgb_ray_tune pid=1476159)[0m [92]	train-mlogloss:1.12082	validation-mlogloss:1.10717
[36m(train_xgb_ray_tune pid=1476157)[0m [86]	train-mlogloss:0.86035	validation-mlogloss:0.83022
[36m(train_xgb_ray_tune pid=1476157)[0m [87]	train-mlogloss:0.85731	validation-mlogloss:0.82689
[36m(train_xgb_ray_tune pid=1476142)[0m [147]	train-mlogloss:0.88405	validation-mlogloss:0.85667
[36m(train_xgb_ray_tune pid=1476142)[0m [148]	train-mlogloss:0.88266	validation-mlogloss:0.85520
[36m(train_xgb_ray_tune pid=1476160)[0m [55]	train-mlogloss:1.07581	validation-mlogloss:1.05990
[36m(train_xgb_ray_tune pid=1476160)[0m [56]	train-mlogloss:1.07174	validation-mlogloss:1.05554
[36m(train_xgb_ray_tune pid=1476162)[0m [158]	train-mlogloss:0.83029	validation-mlogloss:0.79336
[36m(train_xgb_ray_tune pid=1476162)[0m [159]	train-mlogloss:0.82889	validation-mlogloss:0.79181
[36m(train_xgb_ray_tune pid=1476163)[0m [103]	train-mlogloss:1.22741	validation-mlogloss:1.21641
[36m(train_xgb_ray_tune pid=1476163)[0m [104]	train-mlogloss:1.22663	validation-mlogloss:1.21559
[36m(train_xgb_ray_tune pid=1476171)[0m [83]	train-mlogloss:1.26130	validation-mlogloss:1.25441
[36m(train_xgb_ray_tune pid=1476144)[0m [102]	train-mlogloss:0.93268	validation-mlogloss:0.90507
[36m(train_xgb_ray_tune pid=1476144)[0m [103]	train-mlogloss:0.93026	validation-mlogloss:0.90265
[36m(train_xgb_ray_tune pid=1476156)[0m [132]	train-mlogloss:1.16508	validation-mlogloss:1.15372
[36m(train_xgb_ray_tune pid=1476156)[0m [133]	train-mlogloss:1.16413	validation-mlogloss:1.15269
[36m(train_xgb_ray_tune pid=1476156)[0m [134]	train-mlogloss:1.16300	validation-mlogloss:1.15153
[36m(train_xgb_ray_tune pid=1476143)[0m [72]	train-mlogloss:0.99488	validation-mlogloss:0.97772
[36m(train_xgb_ray_tune pid=1476150)[0m [95]	train-mlogloss:0.85411	validation-mlogloss:0.82176
[36m(train_xgb_ray_tune pid=1476150)[0m [96]	train-mlogloss:0.85149	validation-mlogloss:0.81888
[36m(train_xgb_ray_tune pid=1476164)[0m [95]	train-mlogloss:0.84894	validation-mlogloss:0.81997
[36m(train_xgb_ray_tune pid=1476165)[0m [142]	train-mlogloss:0.98932	validation-mlogloss:0.96960
[36m(train_xgb_ray_tune pid=1476158)[0m [108]	train-mlogloss:1.35454	validation-mlogloss:1.35226
[36m(train_xgb_ray_tune pid=1476158)[0m [109]	train-mlogloss:1.35422	validation-mlogloss:1.35192
[36m(train_xgb_ray_tune pid=1476170)[0m [64]	train-mlogloss:1.02007	validation-mlogloss:1.00141
[36m(train_xgb_ray_tune pid=1476168)[0m [139]	train-mlogloss:1.01138	validation-mlogloss:0.99222
[36m(train_xgb_ray_tune pid=1476161)[0m [146]	train-mlogloss:0.89062	validation-mlogloss:0.86086
[36m(train_xgb_ray_tune pid=1476161)[0m [147]	train-mlogloss:0.89004	validation-mlogloss:0.86018
[36m(train_xgb_ray_tune pid=1476166)[0m [118]	train-mlogloss:0.76362	validation-mlogloss:0.73028
[36m(train_xgb_ray_tune pid=1476167)[0m [83]	train-mlogloss:0.99513	validation-mlogloss:0.97312
[36m(train_xgb_ray_tune pid=1476167)[0m [84]	train-mlogloss:0.99216	validation-mlogloss:0.96997
[36m(train_xgb_ray_tune pid=1476169)[0m [77]	train-mlogloss:0.90172	validation-mlogloss:0.87885
[36m(train_xgb_ray_tune pid=1476159)[0m [93]	train-mlogloss:1.11862	validation-mlogloss:1.10490
[36m(train_xgb_ray_tune pid=1476157)[0m [88]	train-mlogloss:0.85440	validation-mlogloss:0.82371
[36m(train_xgb_ray_tune pid=1476142)[0m [149]	train-mlogloss:0.88157	validation-mlogloss:0.85406
[36m(train_xgb_ray_tune pid=1476160)[0m [57]	train-mlogloss:1.06769	validation-mlogloss:1.05134
[36m(train_xgb_ray_tune pid=1476162)[0m [160]	train-mlogloss:0.82738	validation-mlogloss:0.79008
[36m(train_xgb_ray_tune pid=1476171)[0m [84]	train-mlogloss:1.26004	validation-mlogloss:1.25305
[36m(train_xgb_ray_tune pid=1476144)[0m [104]	train-mlogloss:0.92790	validation-mlogloss:0.90006
[36m(train_xgb_ray_tune pid=1476156)[0m [135]	train-mlogloss:1.16205	validation-mlogloss:1.15050
[36m(train_xgb_ray_tune pid=1476143)[0m [73]	train-mlogloss:0.99123	validation-mlogloss:0.97396
[36m(train_xgb_ray_tune pid=1476150)[0m [97]	train-mlogloss:0.84900	validation-mlogloss:0.81623
[36m(train_xgb_ray_tune pid=1476164)[0m [96]	train-mlogloss:0.84659	validation-mlogloss:0.81748
[36m(train_xgb_ray_tune pid=1476165)[0m [143]	train-mlogloss:0.98759	validation-mlogloss:0.96770
[36m(train_xgb_ray_tune pid=1476158)[0m [110]	train-mlogloss:1.35404	validation-mlogloss:1.35171
[36m(train_xgb_ray_tune pid=1476170)[0m [65]	train-mlogloss:1.01651	validation-mlogloss:0.99754
[36m(train_xgb_ray_tune pid=1476168)[0m [140]	train-mlogloss:1.01006	validation-mlogloss:0.99076
[36m(train_xgb_ray_tune pid=1476161)[0m [148]	train-mlogloss:0.88938	validation-mlogloss:0.85950
[36m(train_xgb_ray_tune pid=1476166)[0m [119]	train-mlogloss:0.76196	validation-mlogloss:0.72840
[36m(train_xgb_ray_tune pid=1476167)[0m [85]	train-mlogloss:0.98919	validation-mlogloss:0.96678
[36m(train_xgb_ray_tune pid=1476169)[0m [78]	train-mlogloss:0.89833	validation-mlogloss:0.87521
[36m(train_xgb_ray_tune pid=1476159)[0m [94]	train-mlogloss:1.11665	validation-mlogloss:1.10282
[36m(train_xgb_ray_tune pid=1476157)[0m [89]	train-mlogloss:0.85168	validation-mlogloss:0.82079
[36m(train_xgb_ray_tune pid=1476142)[0m [150]	train-mlogloss:0.88021	validation-mlogloss:0.85259
[36m(train_xgb_ray_tune pid=1476160)[0m [58]	train-mlogloss:1.06361	validation-mlogloss:1.04701
[36m(train_xgb_ray_tune pid=1476162)[0m [161]	train-mlogloss:0.82604	validation-mlogloss:0.78854
[36m(train_xgb_ray_tune pid=1476163)[0m [105]	train-mlogloss:1.22589	validation-mlogloss:1.21481
[36m(train_xgb_ray_tune pid=1476171)[0m [85]	train-mlogloss:1.25888	validation-mlogloss:1.25186
[36m(train_xgb_ray_tune pid=1476171)[0m [86]	train-mlogloss:1.25759	validation-mlogloss:1.25051
[36m(train_xgb_ray_tune pid=1476144)[0m [105]	train-mlogloss:0.92546	validation-mlogloss:0.89744
[36m(train_xgb_ray_tune pid=1476156)[0m [136]	train-mlogloss:1.16096	validation-mlogloss:1.14937
[36m(train_xgb_ray_tune pid=1476156)[0m [137]	train-mlogloss:1.15986	validation-mlogloss:1.14821
[36m(train_xgb_ray_tune pid=1476143)[0m [74]	train-mlogloss:0.98777	validation-mlogloss:0.97035
[36m(train_xgb_ray_tune pid=1476150)[0m [98]	train-mlogloss:0.84665	validation-mlogloss:0.81378
[36m(train_xgb_ray_tune pid=1476164)[0m [97]	train-mlogloss:0.84452	validation-mlogloss:0.81527
[36m(train_xgb_ray_tune pid=1476165)[0m [144]	train-mlogloss:0.98592	validation-mlogloss:0.96599
[36m(train_xgb_ray_tune pid=1476165)[0m [145]	train-mlogloss:0.98420	validation-mlogloss:0.96414
[36m(train_xgb_ray_tune pid=1476158)[0m [111]	train-mlogloss:1.35376	validation-mlogloss:1.35142
[36m(train_xgb_ray_tune pid=1476158)[0m [112]	train-mlogloss:1.35346	validation-mlogloss:1.35110
[36m(train_xgb_ray_tune pid=1476170)[0m [66]	train-mlogloss:1.01284	validation-mlogloss:0.99376
[36m(train_xgb_ray_tune pid=1476170)[0m [67]	train-mlogloss:1.00923	validation-mlogloss:0.98986
[36m(train_xgb_ray_tune pid=1476168)[0m [141]	train-mlogloss:1.00901	validation-mlogloss:0.98960
[36m(train_xgb_ray_tune pid=1476161)[0m [149]	train-mlogloss:0.88885	validation-mlogloss:0.85892
[36m(train_xgb_ray_tune pid=1476161)[0m [150]	train-mlogloss:0.88803	validation-mlogloss:0.85799
[36m(train_xgb_ray_tune pid=1476166)[0m [120]	train-mlogloss:0.76031	validation-mlogloss:0.72662
[36m(train_xgb_ray_tune pid=1476167)[0m [86]	train-mlogloss:0.98624	validation-mlogloss:0.96363
[36m(train_xgb_ray_tune pid=1476167)[0m [87]	train-mlogloss:0.98340	validation-mlogloss:0.96056
[36m(train_xgb_ray_tune pid=1476169)[0m [79]	train-mlogloss:0.89497	validation-mlogloss:0.87173
[36m(train_xgb_ray_tune pid=1476159)[0m [95]	train-mlogloss:1.11467	validation-mlogloss:1.10068
[36m(train_xgb_ray_tune pid=1476157)[0m [90]	train-mlogloss:0.84869	validation-mlogloss:0.81742
[36m(train_xgb_ray_tune pid=1476142)[0m [151]	train-mlogloss:0.87888	validation-mlogloss:0.85110
[36m(train_xgb_ray_tune pid=1476142)[0m [152]	train-mlogloss:0.87760	validation-mlogloss:0.84966
[36m(train_xgb_ray_tune pid=1476162)[0m [162]	train-mlogloss:0.82473	validation-mlogloss:0.78714
[36m(train_xgb_ray_tune pid=1476163)[0m [106]	train-mlogloss:1.22537	validation-mlogloss:1.21421
[36m(train_xgb_ray_tune pid=1476171)[0m [87]	train-mlogloss:1.25628	validation-mlogloss:1.24913
[36m(train_xgb_ray_tune pid=1476144)[0m [106]	train-mlogloss:0.92308	validation-mlogloss:0.89497
[36m(train_xgb_ray_tune pid=1476144)[0m [107]	train-mlogloss:0.92073	validation-mlogloss:0.89243
[36m(train_xgb_ray_tune pid=1476156)[0m [138]	train-mlogloss:1.15879	validation-mlogloss:1.14710
[36m(train_xgb_ray_tune pid=1476143)[0m [75]	train-mlogloss:0.98435	validation-mlogloss:0.96684
[36m(train_xgb_ray_tune pid=1476150)[0m [99]	train-mlogloss:0.84418	validation-mlogloss:0.81118
[36m(train_xgb_ray_tune pid=1476150)[0m [100]	train-mlogloss:0.84173	validation-mlogloss:0.80856
[36m(train_xgb_ray_tune pid=1476164)[0m [98]	train-mlogloss:0.84228	validation-mlogloss:0.81290
[36m(train_xgb_ray_tune pid=1476165)[0m [146]	train-mlogloss:0.98252	validation-mlogloss:0.96235
[36m(train_xgb_ray_tune pid=1476158)[0m [113]	train-mlogloss:1.35316	validation-mlogloss:1.35079
[36m(train_xgb_ray_tune pid=1476158)[0m [114]	train-mlogloss:1.35297	validation-mlogloss:1.35058
[36m(train_xgb_ray_tune pid=1476170)[0m [68]	train-mlogloss:1.00563	validation-mlogloss:0.98607
[36m(train_xgb_ray_tune pid=1476168)[0m [142]	train-mlogloss:1.00775	validation-mlogloss:0.98833
[36m(train_xgb_ray_tune pid=1476161)[0m [151]	train-mlogloss:0.88720	validation-mlogloss:0.85711
[36m(train_xgb_ray_tune pid=1476166)[0m [121]	train-mlogloss:0.75850	validation-mlogloss:0.72447
[36m(train_xgb_ray_tune pid=1476167)[0m [88]	train-mlogloss:0.98061	validation-mlogloss:0.95766
[36m(train_xgb_ray_tune pid=1476169)[0m [80]	train-mlogloss:0.89173	validation-mlogloss:0.86838
[36m(train_xgb_ray_tune pid=1476159)[0m [96]	train-mlogloss:1.11268	validation-mlogloss:1.09855
[36m(train_xgb_ray_tune pid=1476157)[0m [91]	train-mlogloss:0.84596	validation-mlogloss:0.81451
[36m(train_xgb_ray_tune pid=1476142)[0m [153]	train-mlogloss:0.87632	validation-mlogloss:0.84824
[36m(train_xgb_ray_tune pid=1476160)[0m [59]	train-mlogloss:1.05961	validation-mlogloss:1.04266
[36m(train_xgb_ray_tune pid=1476160)[0m [60]	train-mlogloss:1.05592	validation-mlogloss:1.03860
[36m(train_xgb_ray_tune pid=1476162)[0m [163]	train-mlogloss:0.82337	validation-mlogloss:0.78562
[36m(train_xgb_ray_tune pid=1476162)[0m [164]	train-mlogloss:0.82205	validation-mlogloss:0.78407
[36m(train_xgb_ray_tune pid=1476163)[0m [107]	train-mlogloss:1.22459	validation-mlogloss:1.21339
[36m(train_xgb_ray_tune pid=1476171)[0m [88]	train-mlogloss:1.25497	validation-mlogloss:1.24775
[36m(train_xgb_ray_tune pid=1476144)[0m [108]	train-mlogloss:0.91851	validation-mlogloss:0.89004
[36m(train_xgb_ray_tune pid=1476156)[0m [139]	train-mlogloss:1.15772	validation-mlogloss:1.14598
[36m(train_xgb_ray_tune pid=1476156)[0m [140]	train-mlogloss:1.15678	validation-mlogloss:1.14502
[36m(train_xgb_ray_tune pid=1476143)[0m [76]	train-mlogloss:0.98102	validation-mlogloss:0.96334
[36m(train_xgb_ray_tune pid=1476150)[0m [101]	train-mlogloss:0.83934	validation-mlogloss:0.80594
[36m(train_xgb_ray_tune pid=1476164)[0m [99]	train-mlogloss:0.84012	validation-mlogloss:0.81051
[36m(train_xgb_ray_tune pid=1476164)[0m [100]	train-mlogloss:0.83794	validation-mlogloss:0.80793
[36m(train_xgb_ray_tune pid=1476165)[0m [147]	train-mlogloss:0.98078	validation-mlogloss:0.96050
[36m(train_xgb_ray_tune pid=1476165)[0m [148]	train-mlogloss:0.97920	validation-mlogloss:0.95881
[36m(train_xgb_ray_tune pid=1476158)[0m [115]	train-mlogloss:1.35277	validation-mlogloss:1.35035
[36m(train_xgb_ray_tune pid=1476170)[0m [69]	train-mlogloss:1.00215	validation-mlogloss:0.98248
[36m(train_xgb_ray_tune pid=1476168)[0m [143]	train-mlogloss:1.00660	validation-mlogloss:0.98714
[36m(train_xgb_ray_tune pid=1476168)[0m [144]	train-mlogloss:1.00539	validation-mlogloss:0.98580
[36m(train_xgb_ray_tune pid=1476161)[0m [152]	train-mlogloss:0.88640	validation-mlogloss:0.85625
[36m(train_xgb_ray_tune pid=1476166)[0m [122]	train-mlogloss:0.75711	validation-mlogloss:0.72291
[36m(train_xgb_ray_tune pid=1476166)[0m [123]	train-mlogloss:0.75538	validation-mlogloss:0.72096
[36m(train_xgb_ray_tune pid=1476167)[0m [89]	train-mlogloss:0.97776	validation-mlogloss:0.95472
[36m(train_xgb_ray_tune pid=1476167)[0m [90]	train-mlogloss:0.97493	validation-mlogloss:0.95163
[36m(train_xgb_ray_tune pid=1476169)[0m [81]	train-mlogloss:0.88847	validation-mlogloss:0.86498
[36m(train_xgb_ray_tune pid=1476159)[0m [97]	train-mlogloss:1.11062	validation-mlogloss:1.09633
[36m(train_xgb_ray_tune pid=1476159)[0m [98]	train-mlogloss:1.10862	validation-mlogloss:1.09430
[36m(train_xgb_ray_tune pid=1476157)[0m [92]	train-mlogloss:0.84352	validation-mlogloss:0.81193
[36m(train_xgb_ray_tune pid=1476142)[0m [154]	train-mlogloss:0.87506	validation-mlogloss:0.84689
[36m(train_xgb_ray_tune pid=1476160)[0m [61]	train-mlogloss:1.05202	validation-mlogloss:1.03446
[36m(train_xgb_ray_tune pid=1476162)[0m [165]	train-mlogloss:0.82067	validation-mlogloss:0.78251
[36m(train_xgb_ray_tune pid=1476163)[0m [108]	train-mlogloss:1.22378	validation-mlogloss:1.21255
[36m(train_xgb_ray_tune pid=1476171)[0m [89]	train-mlogloss:1.25376	validation-mlogloss:1.24645
[36m(train_xgb_ray_tune pid=1476171)[0m [90]	train-mlogloss:1.25249	validation-mlogloss:1.24512
[36m(train_xgb_ray_tune pid=1476144)[0m [109]	train-mlogloss:0.91625	validation-mlogloss:0.88760
[36m(train_xgb_ray_tune pid=1476144)[0m [110]	train-mlogloss:0.91398	validation-mlogloss:0.88513
[36m(train_xgb_ray_tune pid=1476156)[0m [141]	train-mlogloss:1.15586	validation-mlogloss:1.14402
[36m(train_xgb_ray_tune pid=1476156)[0m [142]	train-mlogloss:1.15480	validation-mlogloss:1.14294
[36m(train_xgb_ray_tune pid=1476143)[0m [77]	train-mlogloss:0.97762	validation-mlogloss:0.95986
[36m(train_xgb_ray_tune pid=1476143)[0m [78]	train-mlogloss:0.97429	validation-mlogloss:0.95638
[36m(train_xgb_ray_tune pid=1476150)[0m [102]	train-mlogloss:0.83710	validation-mlogloss:0.80362
[36m(train_xgb_ray_tune pid=1476150)[0m [103]	train-mlogloss:0.83482	validation-mlogloss:0.80118
[36m(train_xgb_ray_tune pid=1476164)[0m [101]	train-mlogloss:0.83591	validation-mlogloss:0.80578
[36m(train_xgb_ray_tune pid=1476164)[0m [102]	train-mlogloss:0.83385	validation-mlogloss:0.80338
[36m(train_xgb_ray_tune pid=1476165)[0m [149]	train-mlogloss:0.97753	validation-mlogloss:0.95704
[36m(train_xgb_ray_tune pid=1476158)[0m [116]	train-mlogloss:1.35249	validation-mlogloss:1.35006
[36m(train_xgb_ray_tune pid=1476158)[0m [117]	train-mlogloss:1.35220	validation-mlogloss:1.34975
[36m(train_xgb_ray_tune pid=1476170)[0m [70]	train-mlogloss:0.99868	validation-mlogloss:0.97875
[36m(train_xgb_ray_tune pid=1476170)[0m [71]	train-mlogloss:0.99529	validation-mlogloss:0.97522
[36m(train_xgb_ray_tune pid=1476168)[0m [145]	train-mlogloss:1.00466	validation-mlogloss:0.98498
[36m(train_xgb_ray_tune pid=1476168)[0m [146]	train-mlogloss:1.00357	validation-mlogloss:0.98385
[36m(train_xgb_ray_tune pid=1476161)[0m [153]	train-mlogloss:0.88587	validation-mlogloss:0.85565
[36m(train_xgb_ray_tune pid=1476161)[0m [154]	train-mlogloss:0.88506	validation-mlogloss:0.85481
[36m(train_xgb_ray_tune pid=1476166)[0m [124]	train-mlogloss:0.75374	validation-mlogloss:0.71918
[36m(train_xgb_ray_tune pid=1476167)[0m [91]	train-mlogloss:0.97219	validation-mlogloss:0.94863
[36m(train_xgb_ray_tune pid=1476167)[0m [92]	train-mlogloss:0.96952	validation-mlogloss:0.94568
[36m(train_xgb_ray_tune pid=1476169)[0m [82]	train-mlogloss:0.88555	validation-mlogloss:0.86179
[36m(train_xgb_ray_tune pid=1476159)[0m [99]	train-mlogloss:1.10654	validation-mlogloss:1.09213
[36m(train_xgb_ray_tune pid=1476157)[0m [93]	train-mlogloss:0.84085	validation-mlogloss:0.80905
[36m(train_xgb_ray_tune pid=1476142)[0m [155]	train-mlogloss:0.87381	validation-mlogloss:0.84549
[36m(train_xgb_ray_tune pid=1476160)[0m [62]	train-mlogloss:1.04824	validation-mlogloss:1.03048
[36m(train_xgb_ray_tune pid=1476162)[0m [166]	train-mlogloss:0.81932	validation-mlogloss:0.78118
[36m(train_xgb_ray_tune pid=1476163)[0m [109]	train-mlogloss:1.22301	validation-mlogloss:1.21174
[36m(train_xgb_ray_tune pid=1476144)[0m [111]	train-mlogloss:0.91172	validation-mlogloss:0.88273
[36m(train_xgb_ray_tune pid=1476156)[0m [143]	train-mlogloss:1.15389	validation-mlogloss:1.14195
[36m(train_xgb_ray_tune pid=1476143)[0m [79]	train-mlogloss:0.97101	validation-mlogloss:0.95299
[36m(train_xgb_ray_tune pid=1476165)[0m [150]	train-mlogloss:0.97586	validation-mlogloss:0.95520
[36m(train_xgb_ray_tune pid=1476158)[0m [118]	train-mlogloss:1.35200	validation-mlogloss:1.34953
[36m(train_xgb_ray_tune pid=1476158)[0m [119]	train-mlogloss:1.35183	validation-mlogloss:1.34933
[36m(train_xgb_ray_tune pid=1476170)[0m [72]	train-mlogloss:0.99189	validation-mlogloss:0.97152
[36m(train_xgb_ray_tune pid=1476161)[0m [155]	train-mlogloss:0.88452	validation-mlogloss:0.85425
[36m(train_xgb_ray_tune pid=1476166)[0m [125]	train-mlogloss:0.75251	validation-mlogloss:0.71771
[36m(train_xgb_ray_tune pid=1476167)[0m [93]	train-mlogloss:0.96687	validation-mlogloss:0.94293
[36m(train_xgb_ray_tune pid=1476159)[0m [100]	train-mlogloss:1.10465	validation-mlogloss:1.09019
[36m(train_xgb_ray_tune pid=1476157)[0m [94]	train-mlogloss:0.83803	validation-mlogloss:0.80586
[36m(train_xgb_ray_tune pid=1476142)[0m [156]	train-mlogloss:0.87255	validation-mlogloss:0.84408
[36m(train_xgb_ray_tune pid=1476162)[0m [167]	train-mlogloss:0.81807	validation-mlogloss:0.77981
[36m(train_xgb_ray_tune pid=1476144)[0m [112]	train-mlogloss:0.90954	validation-mlogloss:0.88042
[36m(train_xgb_ray_tune pid=1476156)[0m [144]	train-mlogloss:1.15282	validation-mlogloss:1.14085
[36m(train_xgb_ray_tune pid=1476143)[0m [80]	train-mlogloss:0.96780	validation-mlogloss:0.94969
[36m(train_xgb_ray_tune pid=1476150)[0m [104]	train-mlogloss:0.83238	validation-mlogloss:0.79838
[36m(train_xgb_ray_tune pid=1476150)[0m [105]	train-mlogloss:0.83009	validation-mlogloss:0.79571
[36m(train_xgb_ray_tune pid=1476164)[0m [103]	train-mlogloss:0.83180	validation-mlogloss:0.80115
[36m(train_xgb_ray_tune pid=1476164)[0m [104]	train-mlogloss:0.82975	validation-mlogloss:0.79883
[36m(train_xgb_ray_tune pid=1476165)[0m [151]	train-mlogloss:0.97418	validation-mlogloss:0.95351
[36m(train_xgb_ray_tune pid=1476165)[0m [152]	train-mlogloss:0.97263	validation-mlogloss:0.95187
[36m(train_xgb_ray_tune pid=1476158)[0m [120]	train-mlogloss:1.35161	validation-mlogloss:1.34910
[36m(train_xgb_ray_tune pid=1476170)[0m [73]	train-mlogloss:0.98853	validation-mlogloss:0.96795
[36m(train_xgb_ray_tune pid=1476168)[0m [147]	train-mlogloss:1.00233	validation-mlogloss:0.98258
[36m(train_xgb_ray_tune pid=1476168)[0m [148]	train-mlogloss:1.00111	validation-mlogloss:0.98128
[36m(train_xgb_ray_tune pid=1476161)[0m [156]	train-mlogloss:0.88398	validation-mlogloss:0.85360
[36m(train_xgb_ray_tune pid=1476161)[0m [157]	train-mlogloss:0.88362	validation-mlogloss:0.85322
[36m(train_xgb_ray_tune pid=1476166)[0m [126]	train-mlogloss:0.75081	validation-mlogloss:0.71573
[36m(train_xgb_ray_tune pid=1476166)[0m [127]	train-mlogloss:0.74949	validation-mlogloss:0.71413
[36m(train_xgb_ray_tune pid=1476167)[0m [94]	train-mlogloss:0.96408	validation-mlogloss:0.94001
[36m(train_xgb_ray_tune pid=1476167)[0m [95]	train-mlogloss:0.96135	validation-mlogloss:0.93711
[36m(train_xgb_ray_tune pid=1476169)[0m [83]	train-mlogloss:0.88241	validation-mlogloss:0.85843
[36m(train_xgb_ray_tune pid=1476169)[0m [84]	train-mlogloss:0.87922	validation-mlogloss:0.85496
[36m(train_xgb_ray_tune pid=1476159)[0m [101]	train-mlogloss:1.10256	validation-mlogloss:1.08800
[36m(train_xgb_ray_tune pid=1476159)[0m [102]	train-mlogloss:1.10059	validation-mlogloss:1.08592
[36m(train_xgb_ray_tune pid=1476157)[0m [95]	train-mlogloss:0.83520	validation-mlogloss:0.80268
[36m(train_xgb_ray_tune pid=1476142)[0m [157]	train-mlogloss:0.87134	validation-mlogloss:0.84274
[36m(train_xgb_ray_tune pid=1476142)[0m [158]	train-mlogloss:0.87009	validation-mlogloss:0.84144
[36m(train_xgb_ray_tune pid=1476160)[0m [63]	train-mlogloss:1.04436	validation-mlogloss:1.02658
[36m(train_xgb_ray_tune pid=1476160)[0m [64]	train-mlogloss:1.04071	validation-mlogloss:1.02293
[36m(train_xgb_ray_tune pid=1476162)[0m [168]	train-mlogloss:0.81675	validation-mlogloss:0.77834
[36m(train_xgb_ray_tune pid=1476162)[0m [169]	train-mlogloss:0.81549	validation-mlogloss:0.77691
[36m(train_xgb_ray_tune pid=1476163)[0m [110]	train-mlogloss:1.22224	validation-mlogloss:1.21092
[36m(train_xgb_ray_tune pid=1476163)[0m [111]	train-mlogloss:1.22150	validation-mlogloss:1.21014
[36m(train_xgb_ray_tune pid=1476171)[0m [91]	train-mlogloss:1.25119	validation-mlogloss:1.24379
[36m(train_xgb_ray_tune pid=1476171)[0m [92]	train-mlogloss:1.24997	validation-mlogloss:1.24247
[36m(train_xgb_ray_tune pid=1476171)[0m [93]	train-mlogloss:1.24884	validation-mlogloss:1.24127
[36m(train_xgb_ray_tune pid=1476144)[0m [113]	train-mlogloss:0.90726	validation-mlogloss:0.87796
[36m(train_xgb_ray_tune pid=1476144)[0m [114]	train-mlogloss:0.90503	validation-mlogloss:0.87565
[36m(train_xgb_ray_tune pid=1476156)[0m [145]	train-mlogloss:1.15174	validation-mlogloss:1.13974
[36m(train_xgb_ray_tune pid=1476156)[0m [146]	train-mlogloss:1.15073	validation-mlogloss:1.13869
[36m(train_xgb_ray_tune pid=1476156)[0m [147]	train-mlogloss:1.14969	validation-mlogloss:1.13761
[36m(train_xgb_ray_tune pid=1476143)[0m [81]	train-mlogloss:0.96454	validation-mlogloss:0.94623
[36m(train_xgb_ray_tune pid=1476143)[0m [82]	train-mlogloss:0.96136	validation-mlogloss:0.94301
[36m(train_xgb_ray_tune pid=1476150)[0m [106]	train-mlogloss:0.82796	validation-mlogloss:0.79342
[36m(train_xgb_ray_tune pid=1476150)[0m [107]	train-mlogloss:0.82576	validation-mlogloss:0.79107
[36m(train_xgb_ray_tune pid=1476164)[0m [105]	train-mlogloss:0.82769	validation-mlogloss:0.79637
[36m(train_xgb_ray_tune pid=1476164)[0m [106]	train-mlogloss:0.82570	validation-mlogloss:0.79420
[36m(train_xgb_ray_tune pid=1476165)[0m [153]	train-mlogloss:0.97096	validation-mlogloss:0.95013
[36m(train_xgb_ray_tune pid=1476165)[0m [154]	train-mlogloss:0.96931	validation-mlogloss:0.94837
[36m(train_xgb_ray_tune pid=1476158)[0m [121]	train-mlogloss:1.35133	validation-mlogloss:1.34880
[36m(train_xgb_ray_tune pid=1476158)[0m [122]	train-mlogloss:1.35101	validation-mlogloss:1.34847
[36m(train_xgb_ray_tune pid=1476158)[0m [123]	train-mlogloss:1.35083	validation-mlogloss:1.34826
[36m(train_xgb_ray_tune pid=1476170)[0m [74]	train-mlogloss:0.98524	validation-mlogloss:0.96444
[36m(train_xgb_ray_tune pid=1476170)[0m [75]	train-mlogloss:0.98197	validation-mlogloss:0.96102
[36m(train_xgb_ray_tune pid=1476168)[0m [149]	train-mlogloss:1.00004	validation-mlogloss:0.98014
[36m(train_xgb_ray_tune pid=1476168)[0m [150]	train-mlogloss:0.99899	validation-mlogloss:0.97905
[36m(train_xgb_ray_tune pid=1476161)[0m [158]	train-mlogloss:0.88310	validation-mlogloss:0.85262
[36m(train_xgb_ray_tune pid=1476161)[0m [159]	train-mlogloss:0.88276	validation-mlogloss:0.85221
[36m(train_xgb_ray_tune pid=1476166)[0m [128]	train-mlogloss:0.74812	validation-mlogloss:0.71252
[36m(train_xgb_ray_tune pid=1476166)[0m [129]	train-mlogloss:0.74662	validation-mlogloss:0.71074
[36m(train_xgb_ray_tune pid=1476167)[0m [96]	train-mlogloss:0.95866	validation-mlogloss:0.93429
[36m(train_xgb_ray_tune pid=1476167)[0m [97]	train-mlogloss:0.95602	validation-mlogloss:0.93145
[36m(train_xgb_ray_tune pid=1476169)[0m [85]	train-mlogloss:0.87599	validation-mlogloss:0.85140
[36m(train_xgb_ray_tune pid=1476159)[0m [103]	train-mlogloss:1.09862	validation-mlogloss:1.08382
[36m(train_xgb_ray_tune pid=1476159)[0m [104]	train-mlogloss:1.09662	validation-mlogloss:1.08178
[36m(train_xgb_ray_tune pid=1476157)[0m [96]	train-mlogloss:0.83266	validation-mlogloss:0.79996
[36m(train_xgb_ray_tune pid=1476157)[0m [97]	train-mlogloss:0.83014	validation-mlogloss:0.79719
[36m(train_xgb_ray_tune pid=1476142)[0m [159]	train-mlogloss:0.86900	validation-mlogloss:0.84021
[36m(train_xgb_ray_tune pid=1476142)[0m [160]	train-mlogloss:0.86781	validation-mlogloss:0.83895
[36m(train_xgb_ray_tune pid=1476160)[0m [65]	train-mlogloss:1.03711	validation-mlogloss:1.01899
[36m(train_xgb_ray_tune pid=1476162)[0m [170]	train-mlogloss:0.81423	validation-mlogloss:0.77556
[36m(train_xgb_ray_tune pid=1476162)[0m [171]	train-mlogloss:0.81291	validation-mlogloss:0.77413
[36m(train_xgb_ray_tune pid=1476163)[0m [112]	train-mlogloss:1.22080	validation-mlogloss:1.20943
[36m(train_xgb_ray_tune pid=1476171)[0m [94]	train-mlogloss:1.24758	validation-mlogloss:1.23995
[36m(train_xgb_ray_tune pid=1476171)[0m [95]	train-mlogloss:1.24634	validation-mlogloss:1.23862
[36m(train_xgb_ray_tune pid=1476144)[0m [115]	train-mlogloss:0.90281	validation-mlogloss:0.87329
[36m(train_xgb_ray_tune pid=1476144)[0m [116]	train-mlogloss:0.90064	validation-mlogloss:0.87090
[36m(train_xgb_ray_tune pid=1476156)[0m [148]	train-mlogloss:1.14863	validation-mlogloss:1.13651
[36m(train_xgb_ray_tune pid=1476156)[0m [149]	train-mlogloss:1.14775	validation-mlogloss:1.13554
[36m(train_xgb_ray_tune pid=1476143)[0m [83]	train-mlogloss:0.95818	validation-mlogloss:0.93977
[36m(train_xgb_ray_tune pid=1476150)[0m [108]	train-mlogloss:0.82351	validation-mlogloss:0.78848
[36m(train_xgb_ray_tune pid=1476150)[0m [109]	train-mlogloss:0.82137	validation-mlogloss:0.78608
[36m(train_xgb_ray_tune pid=1476164)[0m [107]	train-mlogloss:0.82370	validation-mlogloss:0.79214
[36m(train_xgb_ray_tune pid=1476164)[0m [108]	train-mlogloss:0.82183	validation-mlogloss:0.79009
[36m(train_xgb_ray_tune pid=1476165)[0m [155]	train-mlogloss:0.96775	validation-mlogloss:0.94671
[36m(train_xgb_ray_tune pid=1476165)[0m [156]	train-mlogloss:0.96617	validation-mlogloss:0.94502
[36m(train_xgb_ray_tune pid=1476158)[0m [124]	train-mlogloss:1.35056	validation-mlogloss:1.34797
[36m(train_xgb_ray_tune pid=1476158)[0m [125]	train-mlogloss:1.35029	validation-mlogloss:1.34769
[36m(train_xgb_ray_tune pid=1476170)[0m [76]	train-mlogloss:0.97864	validation-mlogloss:0.95748
[36m(train_xgb_ray_tune pid=1476170)[0m [77]	train-mlogloss:0.97537	validation-mlogloss:0.95394
[36m(train_xgb_ray_tune pid=1476168)[0m [151]	train-mlogloss:0.99795	validation-mlogloss:0.97798
[36m(train_xgb_ray_tune pid=1476168)[0m [152]	train-mlogloss:0.99677	validation-mlogloss:0.97669
[36m(train_xgb_ray_tune pid=1476161)[0m [160]	train-mlogloss:0.88164	validation-mlogloss:0.85097
[36m(train_xgb_ray_tune pid=1476161)[0m [161]	train-mlogloss:0.88131	validation-mlogloss:0.85063
[36m(train_xgb_ray_tune pid=1476161)[0m [162]	train-mlogloss:0.88058	validation-mlogloss:0.84985
[36m(train_xgb_ray_tune pid=1476166)[0m [130]	train-mlogloss:0.74503	validation-mlogloss:0.70895
[36m(train_xgb_ray_tune pid=1476166)[0m [131]	train-mlogloss:0.74379	validation-mlogloss:0.70752
[36m(train_xgb_ray_tune pid=1476167)[0m [98]	train-mlogloss:0.95345	validation-mlogloss:0.92865
[36m(train_xgb_ray_tune pid=1476167)[0m [99]	train-mlogloss:0.95088	validation-mlogloss:0.92591
[36m(train_xgb_ray_tune pid=1476169)[0m [86]	train-mlogloss:0.87309	validation-mlogloss:0.84823
[36m(train_xgb_ray_tune pid=1476169)[0m [87]	train-mlogloss:0.87018	validation-mlogloss:0.84516
[36m(train_xgb_ray_tune pid=1476159)[0m [105]	train-mlogloss:1.09461	validation-mlogloss:1.07967
[36m(train_xgb_ray_tune pid=1476159)[0m [106]	train-mlogloss:1.09264	validation-mlogloss:1.07764
[36m(train_xgb_ray_tune pid=1476157)[0m [98]	train-mlogloss:0.82768	validation-mlogloss:0.79457
[36m(train_xgb_ray_tune pid=1476142)[0m [161]	train-mlogloss:0.86679	validation-mlogloss:0.83787
[36m(train_xgb_ray_tune pid=1476142)[0m [162]	train-mlogloss:0.86575	validation-mlogloss:0.83682
[36m(train_xgb_ray_tune pid=1476160)[0m [66]	train-mlogloss:1.03350	validation-mlogloss:1.01531
[36m(train_xgb_ray_tune pid=1476162)[0m [172]	train-mlogloss:0.81166	validation-mlogloss:0.77271
[36m(train_xgb_ray_tune pid=1476162)[0m [173]	train-mlogloss:0.81045	validation-mlogloss:0.77145
[36m(train_xgb_ray_tune pid=1476163)[0m [113]	train-mlogloss:1.22002	validation-mlogloss:1.20861
[36m(train_xgb_ray_tune pid=1476163)[0m [114]	train-mlogloss:1.21923	validation-mlogloss:1.20779
[36m(train_xgb_ray_tune pid=1476171)[0m [96]	train-mlogloss:1.24514	validation-mlogloss:1.23734
[36m(train_xgb_ray_tune pid=1476144)[0m [117]	train-mlogloss:0.89842	validation-mlogloss:0.86862
[36m(train_xgb_ray_tune pid=1476144)[0m [118]	train-mlogloss:0.89641	validation-mlogloss:0.86645
[36m(train_xgb_ray_tune pid=1476156)[0m [150]	train-mlogloss:1.14675	validation-mlogloss:1.13454
[36m(train_xgb_ray_tune pid=1476156)[0m [151]	train-mlogloss:1.14570	validation-mlogloss:1.13345
[36m(train_xgb_ray_tune pid=1476143)[0m [84]	train-mlogloss:0.95500	validation-mlogloss:0.93640
[36m(train_xgb_ray_tune pid=1476164)[0m [109]	train-mlogloss:0.81984	validation-mlogloss:0.78789
[36m(train_xgb_ray_tune pid=1476165)[0m [157]	train-mlogloss:0.96452	validation-mlogloss:0.94333
[36m(train_xgb_ray_tune pid=1476158)[0m [126]	train-mlogloss:1.34998	validation-mlogloss:1.34736
[36m(train_xgb_ray_tune pid=1476170)[0m [78]	train-mlogloss:0.97213	validation-mlogloss:0.95059
[36m(train_xgb_ray_tune pid=1476168)[0m [153]	train-mlogloss:0.99610	validation-mlogloss:0.97598
[36m(train_xgb_ray_tune pid=1476161)[0m [163]	train-mlogloss:0.88008	validation-mlogloss:0.84926
[36m(train_xgb_ray_tune pid=1476167)[0m [100]	train-mlogloss:0.94846	validation-mlogloss:0.92321
[36m(train_xgb_ray_tune pid=1476169)[0m [88]	train-mlogloss:0.86723	validation-mlogloss:0.84208
[36m(train_xgb_ray_tune pid=1476157)[0m [99]	train-mlogloss:0.82506	validation-mlogloss:0.79169
[36m(train_xgb_ray_tune pid=1476142)[0m [163]	train-mlogloss:0.86473	validation-mlogloss:0.83571
[36m(train_xgb_ray_tune pid=1476160)[0m [67]	train-mlogloss:1.02992	validation-mlogloss:1.01154
[36m(train_xgb_ray_tune pid=1476171)[0m [97]	train-mlogloss:1.24389	validation-mlogloss:1.23605
[36m(train_xgb_ray_tune pid=1476144)[0m [119]	train-mlogloss:0.89441	validation-mlogloss:0.86421
[36m(train_xgb_ray_tune pid=1476156)[0m [152]	train-mlogloss:1.14488	validation-mlogloss:1.13259
[36m(train_xgb_ray_tune pid=1476143)[0m [85]	train-mlogloss:0.95194	validation-mlogloss:0.93324
[36m(train_xgb_ray_tune pid=1476150)[0m [110]	train-mlogloss:0.81929	validation-mlogloss:0.78377
[36m(train_xgb_ray_tune pid=1476165)[0m [158]	train-mlogloss:0.96287	validation-mlogloss:0.94157
[36m(train_xgb_ray_tune pid=1476158)[0m [127]	train-mlogloss:1.34979	validation-mlogloss:1.34716
[36m(train_xgb_ray_tune pid=1476170)[0m [79]	train-mlogloss:0.96902	validation-mlogloss:0.94721
[36m(train_xgb_ray_tune pid=1476168)[0m [154]	train-mlogloss:0.99509	validation-mlogloss:0.97488
[36m(train_xgb_ray_tune pid=1476166)[0m [132]	train-mlogloss:0.74244	validation-mlogloss:0.70598
[36m(train_xgb_ray_tune pid=1476167)[0m [101]	train-mlogloss:0.94602	validation-mlogloss:0.92055
[36m(train_xgb_ray_tune pid=1476159)[0m [107]	train-mlogloss:1.09068	validation-mlogloss:1.07557
[36m(train_xgb_ray_tune pid=1476157)[0m [100]	train-mlogloss:0.82262	validation-mlogloss:0.78900
[36m(train_xgb_ray_tune pid=1476142)[0m [164]	train-mlogloss:0.86380	validation-mlogloss:0.83470
[36m(train_xgb_ray_tune pid=1476160)[0m [68]	train-mlogloss:1.02627	validation-mlogloss:1.00763
[36m(train_xgb_ray_tune pid=1476162)[0m [174]	train-mlogloss:0.80925	validation-mlogloss:0.77009
[36m(train_xgb_ray_tune pid=1476171)[0m [98]	train-mlogloss:1.24259	validation-mlogloss:1.23467
[36m(train_xgb_ray_tune pid=1476144)[0m [120]	train-mlogloss:0.89230	validation-mlogloss:0.86195
[36m(train_xgb_ray_tune pid=1476156)[0m [153]	train-mlogloss:1.14419	validation-mlogloss:1.13187
[36m(train_xgb_ray_tune pid=1476143)[0m [86]	train-mlogloss:0.94890	validation-mlogloss:0.92997
[36m(train_xgb_ray_tune pid=1476150)[0m [111]	train-mlogloss:0.81715	validation-mlogloss:0.78136
[36m(train_xgb_ray_tune pid=1476164)[0m [110]	train-mlogloss:0.81797	validation-mlogloss:0.78572
[36m(train_xgb_ray_tune pid=1476165)[0m [159]	train-mlogloss:0.96129	validation-mlogloss:0.93994
[36m(train_xgb_ray_tune pid=1476158)[0m [128]	train-mlogloss:1.34951	validation-mlogloss:1.34686
[36m(train_xgb_ray_tune pid=1476168)[0m [155]	train-mlogloss:0.99411	validation-mlogloss:0.97391
[36m(train_xgb_ray_tune pid=1476161)[0m [164]	train-mlogloss:0.87958	validation-mlogloss:0.84867
[36m(train_xgb_ray_tune pid=1476166)[0m [133]	train-mlogloss:0.74115	validation-mlogloss:0.70452
[36m(train_xgb_ray_tune pid=1476167)[0m [102]	train-mlogloss:0.94353	validation-mlogloss:0.91796
[36m(train_xgb_ray_tune pid=1476169)[0m [89]	train-mlogloss:0.86432	validation-mlogloss:0.83905
[36m(train_xgb_ray_tune pid=1476159)[0m [108]	train-mlogloss:1.08871	validation-mlogloss:1.07347
[36m(train_xgb_ray_tune pid=1476142)[0m [165]	train-mlogloss:0.86288	validation-mlogloss:0.83373
[36m(train_xgb_ray_tune pid=1476162)[0m [175]	train-mlogloss:0.80811	validation-mlogloss:0.76889
[36m(train_xgb_ray_tune pid=1476163)[0m [115]	train-mlogloss:1.21877	validation-mlogloss:1.20727
[36m(train_xgb_ray_tune pid=1476144)[0m [121]	train-mlogloss:0.89022	validation-mlogloss:0.85972
[36m(train_xgb_ray_tune pid=1476156)[0m [154]	train-mlogloss:1.14331	validation-mlogloss:1.13090
[36m(train_xgb_ray_tune pid=1476150)[0m [112]	train-mlogloss:0.81508	validation-mlogloss:0.77923
[36m(train_xgb_ray_tune pid=1476164)[0m [111]	train-mlogloss:0.81593	validation-mlogloss:0.78344
[36m(train_xgb_ray_tune pid=1476165)[0m [160]	train-mlogloss:0.95976	validation-mlogloss:0.93837
[36m(train_xgb_ray_tune pid=1476158)[0m [129]	train-mlogloss:1.34925	validation-mlogloss:1.34659
[36m(train_xgb_ray_tune pid=1476170)[0m [80]	train-mlogloss:0.96591	validation-mlogloss:0.94390
[36m(train_xgb_ray_tune pid=1476168)[0m [156]	train-mlogloss:0.99312	validation-mlogloss:0.97288
[36m(train_xgb_ray_tune pid=1476161)[0m [165]	train-mlogloss:0.87925	validation-mlogloss:0.84833
[36m(train_xgb_ray_tune pid=1476166)[0m [134]	train-mlogloss:0.73982	validation-mlogloss:0.70297
[36m(train_xgb_ray_tune pid=1476167)[0m [103]	train-mlogloss:0.94119	validation-mlogloss:0.91544
[36m(train_xgb_ray_tune pid=1476159)[0m [109]	train-mlogloss:1.08682	validation-mlogloss:1.07143
[36m(train_xgb_ray_tune pid=1476157)[0m [101]	train-mlogloss:0.82016	validation-mlogloss:0.78638
[36m(train_xgb_ray_tune pid=1476142)[0m [166]	train-mlogloss:0.86172	validation-mlogloss:0.83252
[36m(train_xgb_ray_tune pid=1476160)[0m [69]	train-mlogloss:1.02274	validation-mlogloss:1.00387
[36m(train_xgb_ray_tune pid=1476162)[0m [176]	train-mlogloss:0.80689	validation-mlogloss:0.76762
[36m(train_xgb_ray_tune pid=1476171)[0m [99]	train-mlogloss:1.24150	validation-mlogloss:1.23355
[36m(train_xgb_ray_tune pid=1476144)[0m [122]	train-mlogloss:0.88823	validation-mlogloss:0.85749
[36m(train_xgb_ray_tune pid=1476156)[0m [155]	train-mlogloss:1.14233	validation-mlogloss:1.12987
[36m(train_xgb_ray_tune pid=1476156)[0m [156]	train-mlogloss:1.14146	validation-mlogloss:1.12893
[36m(train_xgb_ray_tune pid=1476143)[0m [87]	train-mlogloss:0.94577	validation-mlogloss:0.92678
[36m(train_xgb_ray_tune pid=1476150)[0m [113]	train-mlogloss:0.81310	validation-mlogloss:0.77696
[36m(train_xgb_ray_tune pid=1476164)[0m [112]	train-mlogloss:0.81418	validation-mlogloss:0.78149
[36m(train_xgb_ray_tune pid=1476165)[0m [161]	train-mlogloss:0.95816	validation-mlogloss:0.93674
[36m(train_xgb_ray_tune pid=1476158)[0m [130]	train-mlogloss:1.34905	validation-mlogloss:1.34637
[36m(train_xgb_ray_tune pid=1476170)[0m [81]	train-mlogloss:0.96287	validation-mlogloss:0.94065
[36m(train_xgb_ray_tune pid=1476168)[0m [157]	train-mlogloss:0.99202	validation-mlogloss:0.97167
[36m(train_xgb_ray_tune pid=1476161)[0m [166]	train-mlogloss:0.87833	validation-mlogloss:0.84735
[36m(train_xgb_ray_tune pid=1476166)[0m [135]	train-mlogloss:0.73849	validation-mlogloss:0.70149
[36m(train_xgb_ray_tune pid=1476167)[0m [104]	train-mlogloss:0.93873	validation-mlogloss:0.91299
[36m(train_xgb_ray_tune pid=1476167)[0m [105]	train-mlogloss:0.93634	validation-mlogloss:0.91051
[36m(train_xgb_ray_tune pid=1476169)[0m [90]	train-mlogloss:0.86152	validation-mlogloss:0.83608
[36m(train_xgb_ray_tune pid=1476159)[0m [110]	train-mlogloss:1.08500	validation-mlogloss:1.06952
[36m(train_xgb_ray_tune pid=1476157)[0m [102]	train-mlogloss:0.81751	validation-mlogloss:0.78345
[36m(train_xgb_ray_tune pid=1476142)[0m [167]	train-mlogloss:0.86096	validation-mlogloss:0.83164
[36m(train_xgb_ray_tune pid=1476160)[0m [70]	train-mlogloss:1.01926	validation-mlogloss:1.00015
[36m(train_xgb_ray_tune pid=1476162)[0m [177]	train-mlogloss:0.80571	validation-mlogloss:0.76631
[36m(train_xgb_ray_tune pid=1476163)[0m [116]	train-mlogloss:1.21803	validation-mlogloss:1.20650
[36m(train_xgb_ray_tune pid=1476171)[0m [100]	train-mlogloss:1.24027	validation-mlogloss:1.23226
[36m(train_xgb_ray_tune pid=1476144)[0m [123]	train-mlogloss:0.88635	validation-mlogloss:0.85547
[36m(train_xgb_ray_tune pid=1476156)[0m [157]	train-mlogloss:1.14078	validation-mlogloss:1.12817
[36m(train_xgb_ray_tune pid=1476143)[0m [88]	train-mlogloss:0.94281	validation-mlogloss:0.92359
[36m(train_xgb_ray_tune pid=1476150)[0m [114]	train-mlogloss:0.81117	validation-mlogloss:0.77492
[36m(train_xgb_ray_tune pid=1476164)[0m [113]	train-mlogloss:0.81243	validation-mlogloss:0.77948
[36m(train_xgb_ray_tune pid=1476165)[0m [162]	train-mlogloss:0.95660	validation-mlogloss:0.93510
[36m(train_xgb_ray_tune pid=1476165)[0m [163]	train-mlogloss:0.95505	validation-mlogloss:0.93348
[36m(train_xgb_ray_tune pid=1476158)[0m [131]	train-mlogloss:1.34880	validation-mlogloss:1.34610
[36m(train_xgb_ray_tune pid=1476158)[0m [132]	train-mlogloss:1.34860	validation-mlogloss:1.34588
[36m(train_xgb_ray_tune pid=1476170)[0m [82]	train-mlogloss:0.95983	validation-mlogloss:0.93732
[36m(train_xgb_ray_tune pid=1476168)[0m [158]	train-mlogloss:0.99138	validation-mlogloss:0.97101
[36m(train_xgb_ray_tune pid=1476161)[0m [167]	train-mlogloss:0.87745	validation-mlogloss:0.84645
[36m(train_xgb_ray_tune pid=1476161)[0m [168]	train-mlogloss:0.87695	validation-mlogloss:0.84592
[36m(train_xgb_ray_tune pid=1476166)[0m [136]	train-mlogloss:0.73709	validation-mlogloss:0.69992
[36m(train_xgb_ray_tune pid=1476167)[0m [106]	train-mlogloss:0.93398	validation-mlogloss:0.90798
[36m(train_xgb_ray_tune pid=1476169)[0m [91]	train-mlogloss:0.85877	validation-mlogloss:0.83324
[36m(train_xgb_ray_tune pid=1476159)[0m [111]	train-mlogloss:1.08307	validation-mlogloss:1.06756
[36m(train_xgb_ray_tune pid=1476157)[0m [103]	train-mlogloss:0.81517	validation-mlogloss:0.78100
[36m(train_xgb_ray_tune pid=1476142)[0m [168]	train-mlogloss:0.86007	validation-mlogloss:0.83071
[36m(train_xgb_ray_tune pid=1476162)[0m [178]	train-mlogloss:0.80449	validation-mlogloss:0.76504
[36m(train_xgb_ray_tune pid=1476171)[0m [101]	train-mlogloss:1.23909	validation-mlogloss:1.23098
[36m(train_xgb_ray_tune pid=1476144)[0m [124]	train-mlogloss:0.88445	validation-mlogloss:0.85340
[36m(train_xgb_ray_tune pid=1476156)[0m [158]	train-mlogloss:1.13986	validation-mlogloss:1.12724
[36m(train_xgb_ray_tune pid=1476156)[0m [159]	train-mlogloss:1.13889	validation-mlogloss:1.12627
[36m(train_xgb_ray_tune pid=1476143)[0m [89]	train-mlogloss:0.93982	validation-mlogloss:0.92038
[36m(train_xgb_ray_tune pid=1476150)[0m [115]	train-mlogloss:0.80927	validation-mlogloss:0.77281
[36m(train_xgb_ray_tune pid=1476150)[0m [116]	train-mlogloss:0.80733	validation-mlogloss:0.77067
[36m(train_xgb_ray_tune pid=1476164)[0m [114]	train-mlogloss:0.81058	validation-mlogloss:0.77756
[36m(train_xgb_ray_tune pid=1476165)[0m [164]	train-mlogloss:0.95350	validation-mlogloss:0.93189
[36m(train_xgb_ray_tune pid=1476158)[0m [133]	train-mlogloss:1.34843	validation-mlogloss:1.34569
[36m(train_xgb_ray_tune pid=1476170)[0m [83]	train-mlogloss:0.95677	validation-mlogloss:0.93418
[36m(train_xgb_ray_tune pid=1476168)[0m [159]	train-mlogloss:0.99057	validation-mlogloss:0.97017
[36m(train_xgb_ray_tune pid=1476168)[0m [160]	train-mlogloss:0.98956	validation-mlogloss:0.96908
[36m(train_xgb_ray_tune pid=1476161)[0m [169]	train-mlogloss:0.87646	validation-mlogloss:0.84540
[36m(train_xgb_ray_tune pid=1476166)[0m [137]	train-mlogloss:0.73603	validation-mlogloss:0.69877
[36m(train_xgb_ray_tune pid=1476167)[0m [107]	train-mlogloss:0.93159	validation-mlogloss:0.90551
[36m(train_xgb_ray_tune pid=1476167)[0m [108]	train-mlogloss:0.92928	validation-mlogloss:0.90302
[36m(train_xgb_ray_tune pid=1476169)[0m [92]	train-mlogloss:0.85608	validation-mlogloss:0.83028
[36m(train_xgb_ray_tune pid=1476159)[0m [112]	train-mlogloss:1.08111	validation-mlogloss:1.06558
[36m(train_xgb_ray_tune pid=1476157)[0m [104]	train-mlogloss:0.81262	validation-mlogloss:0.77814
[36m(train_xgb_ray_tune pid=1476142)[0m [169]	train-mlogloss:0.85895	validation-mlogloss:0.82947
[36m(train_xgb_ray_tune pid=1476142)[0m [170]	train-mlogloss:0.85788	validation-mlogloss:0.82831
[36m(train_xgb_ray_tune pid=1476160)[0m [71]	train-mlogloss:1.01590	validation-mlogloss:0.99670
[36m(train_xgb_ray_tune pid=1476160)[0m [72]	train-mlogloss:1.01262	validation-mlogloss:0.99321
[36m(train_xgb_ray_tune pid=1476162)[0m [179]	train-mlogloss:0.80334	validation-mlogloss:0.76374
[36m(train_xgb_ray_tune pid=1476163)[0m [117]	train-mlogloss:1.21731	validation-mlogloss:1.20574
[36m(train_xgb_ray_tune pid=1476163)[0m [118]	train-mlogloss:1.21663	validation-mlogloss:1.20502
[36m(train_xgb_ray_tune pid=1476171)[0m [102]	train-mlogloss:1.23790	validation-mlogloss:1.22969
[36m(train_xgb_ray_tune pid=1476144)[0m [125]	train-mlogloss:0.88251	validation-mlogloss:0.85133
[36m(train_xgb_ray_tune pid=1476144)[0m [126]	train-mlogloss:0.88062	validation-mlogloss:0.84926
[36m(train_xgb_ray_tune pid=1476156)[0m [160]	train-mlogloss:1.13790	validation-mlogloss:1.12525
[36m(train_xgb_ray_tune pid=1476156)[0m [161]	train-mlogloss:1.13698	validation-mlogloss:1.12432
[36m(train_xgb_ray_tune pid=1476143)[0m [90]	train-mlogloss:0.93689	validation-mlogloss:0.91725
[36m(train_xgb_ray_tune pid=1476143)[0m [91]	train-mlogloss:0.93411	validation-mlogloss:0.91437
[36m(train_xgb_ray_tune pid=1476150)[0m [117]	train-mlogloss:0.80537	validation-mlogloss:0.76837
[36m(train_xgb_ray_tune pid=1476150)[0m [118]	train-mlogloss:0.80357	validation-mlogloss:0.76654
[36m(train_xgb_ray_tune pid=1476164)[0m [115]	train-mlogloss:0.80888	validation-mlogloss:0.77568
[36m(train_xgb_ray_tune pid=1476164)[0m [116]	train-mlogloss:0.80725	validation-mlogloss:0.77378
[36m(train_xgb_ray_tune pid=1476165)[0m [165]	train-mlogloss:0.95199	validation-mlogloss:0.93025
[36m(train_xgb_ray_tune pid=1476165)[0m [166]	train-mlogloss:0.95041	validation-mlogloss:0.92865
[36m(train_xgb_ray_tune pid=1476158)[0m [134]	train-mlogloss:1.34820	validation-mlogloss:1.34544
[36m(train_xgb_ray_tune pid=1476158)[0m [135]	train-mlogloss:1.34799	validation-mlogloss:1.34520
[36m(train_xgb_ray_tune pid=1476158)[0m [136]	train-mlogloss:1.34779	validation-mlogloss:1.34498
[36m(train_xgb_ray_tune pid=1476170)[0m [84]	train-mlogloss:0.95382	validation-mlogloss:0.93097
[36m(train_xgb_ray_tune pid=1476170)[0m [85]	train-mlogloss:0.95092	validation-mlogloss:0.92791
[36m(train_xgb_ray_tune pid=1476168)[0m [161]	train-mlogloss:0.98842	validation-mlogloss:0.96787
[36m(train_xgb_ray_tune pid=1476168)[0m [162]	train-mlogloss:0.98751	validation-mlogloss:0.96688
[36m(train_xgb_ray_tune pid=1476161)[0m [170]	train-mlogloss:0.87614	validation-mlogloss:0.84508
[36m(train_xgb_ray_tune pid=1476161)[0m [171]	train-mlogloss:0.87584	validation-mlogloss:0.84477
[36m(train_xgb_ray_tune pid=1476161)[0m [172]	train-mlogloss:0.87537	validation-mlogloss:0.84427
[36m(train_xgb_ray_tune pid=1476166)[0m [138]	train-mlogloss:0.73467	validation-mlogloss:0.69725
[36m(train_xgb_ray_tune pid=1476166)[0m [139]	train-mlogloss:0.73358	validation-mlogloss:0.69593
[36m(train_xgb_ray_tune pid=1476167)[0m [109]	train-mlogloss:0.92706	validation-mlogloss:0.90055
[36m(train_xgb_ray_tune pid=1476167)[0m [110]	train-mlogloss:0.92483	validation-mlogloss:0.89818
[36m(train_xgb_ray_tune pid=1476169)[0m [93]	train-mlogloss:0.85314	validation-mlogloss:0.82713
[36m(train_xgb_ray_tune pid=1476169)[0m [94]	train-mlogloss:0.85043	validation-mlogloss:0.82424
[36m(train_xgb_ray_tune pid=1476159)[0m [113]	train-mlogloss:1.07921	validation-mlogloss:1.06361
[36m(train_xgb_ray_tune pid=1476159)[0m [114]	train-mlogloss:1.07742	validation-mlogloss:1.06166
[36m(train_xgb_ray_tune pid=1476157)[0m [105]	train-mlogloss:0.81048	validation-mlogloss:0.77586
[36m(train_xgb_ray_tune pid=1476157)[0m [106]	train-mlogloss:0.80843	validation-mlogloss:0.77358
[36m(train_xgb_ray_tune pid=1476142)[0m [171]	train-mlogloss:0.85683	validation-mlogloss:0.82718
[36m(train_xgb_ray_tune pid=1476142)[0m [172]	train-mlogloss:0.85589	validation-mlogloss:0.82605
[36m(train_xgb_ray_tune pid=1476160)[0m [73]	train-mlogloss:1.00926	validation-mlogloss:0.98970
[36m(train_xgb_ray_tune pid=1476162)[0m [180]	train-mlogloss:0.80211	validation-mlogloss:0.76230
[36m(train_xgb_ray_tune pid=1476162)[0m [181]	train-mlogloss:0.80091	validation-mlogloss:0.76103
[36m(train_xgb_ray_tune pid=1476163)[0m [119]	train-mlogloss:1.21617	validation-mlogloss:1.20449
[36m(train_xgb_ray_tune pid=1476171)[0m [103]	train-mlogloss:1.23681	validation-mlogloss:1.22854
[36m(train_xgb_ray_tune pid=1476171)[0m [104]	train-mlogloss:1.23558	validation-mlogloss:1.22724
[36m(train_xgb_ray_tune pid=1476144)[0m [127]	train-mlogloss:0.87857	validation-mlogloss:0.84710
[36m(train_xgb_ray_tune pid=1476144)[0m [128]	train-mlogloss:0.87658	validation-mlogloss:0.84495
[36m(train_xgb_ray_tune pid=1476156)[0m [162]	train-mlogloss:1.13608	validation-mlogloss:1.12340
[36m(train_xgb_ray_tune pid=1476156)[0m [163]	train-mlogloss:1.13540	validation-mlogloss:1.12265
[36m(train_xgb_ray_tune pid=1476143)[0m [92]	train-mlogloss:0.93126	validation-mlogloss:0.91133
[36m(train_xgb_ray_tune pid=1476150)[0m [119]	train-mlogloss:0.80172	validation-mlogloss:0.76457
[36m(train_xgb_ray_tune pid=1476164)[0m [117]	train-mlogloss:0.80561	validation-mlogloss:0.77196
[36m(train_xgb_ray_tune pid=1476165)[0m [167]	train-mlogloss:0.94888	validation-mlogloss:0.92702
[36m(train_xgb_ray_tune pid=1476158)[0m [137]	train-mlogloss:1.34752	validation-mlogloss:1.34470
[36m(train_xgb_ray_tune pid=1476170)[0m [86]	train-mlogloss:0.94809	validation-mlogloss:0.92483
[36m(train_xgb_ray_tune pid=1476161)[0m [173]	train-mlogloss:0.87463	validation-mlogloss:0.84344
[36m(train_xgb_ray_tune pid=1476166)[0m [140]	train-mlogloss:0.73257	validation-mlogloss:0.69485
[36m(train_xgb_ray_tune pid=1476167)[0m [111]	train-mlogloss:0.92267	validation-mlogloss:0.89590
[36m(train_xgb_ray_tune pid=1476169)[0m [95]	train-mlogloss:0.84778	validation-mlogloss:0.82138
[36m(train_xgb_ray_tune pid=1476159)[0m [115]	train-mlogloss:1.07551	validation-mlogloss:1.05965
[36m(train_xgb_ray_tune pid=1476157)[0m [107]	train-mlogloss:0.80608	validation-mlogloss:0.77103
[36m(train_xgb_ray_tune pid=1476142)[0m [173]	train-mlogloss:0.85505	validation-mlogloss:0.82520
[36m(train_xgb_ray_tune pid=1476160)[0m [74]	train-mlogloss:1.00604	validation-mlogloss:0.98630
[36m(train_xgb_ray_tune pid=1476162)[0m [182]	train-mlogloss:0.79982	validation-mlogloss:0.75986
[36m(train_xgb_ray_tune pid=1476163)[0m [120]	train-mlogloss:1.21544	validation-mlogloss:1.20373
[36m(train_xgb_ray_tune pid=1476171)[0m [105]	train-mlogloss:1.23439	validation-mlogloss:1.22599
[36m(train_xgb_ray_tune pid=1476144)[0m [129]	train-mlogloss:0.87444	validation-mlogloss:0.84261
[36m(train_xgb_ray_tune pid=1476156)[0m [164]	train-mlogloss:1.13457	validation-mlogloss:1.12175
[36m(train_xgb_ray_tune pid=1476143)[0m [93]	train-mlogloss:0.92840	validation-mlogloss:0.90835
[36m(train_xgb_ray_tune pid=1476150)[0m [120]	train-mlogloss:0.80000	validation-mlogloss:0.76270
[36m(train_xgb_ray_tune pid=1476164)[0m [118]	train-mlogloss:0.80413	validation-mlogloss:0.77032
[36m(train_xgb_ray_tune pid=1476165)[0m [168]	train-mlogloss:0.94722	validation-mlogloss:0.92526
[36m(train_xgb_ray_tune pid=1476158)[0m [138]	train-mlogloss:1.34735	validation-mlogloss:1.34451
[36m(train_xgb_ray_tune pid=1476170)[0m [87]	train-mlogloss:0.94529	validation-mlogloss:0.92183
[36m(train_xgb_ray_tune pid=1476168)[0m [163]	train-mlogloss:0.98630	validation-mlogloss:0.96559
[36m(train_xgb_ray_tune pid=1476161)[0m [174]	train-mlogloss:0.87432	validation-mlogloss:0.84312
[36m(train_xgb_ray_tune pid=1476161)[0m [175]	train-mlogloss:0.87380	validation-mlogloss:0.84256
[36m(train_xgb_ray_tune pid=1476166)[0m [141]	train-mlogloss:0.73158	validation-mlogloss:0.69373
[36m(train_xgb_ray_tune pid=1476167)[0m [112]	train-mlogloss:0.92041	validation-mlogloss:0.89340
[36m(train_xgb_ray_tune pid=1476169)[0m [96]	train-mlogloss:0.84496	validation-mlogloss:0.81829
[36m(train_xgb_ray_tune pid=1476159)[0m [116]	train-mlogloss:1.07366	validation-mlogloss:1.05770
[36m(train_xgb_ray_tune pid=1476159)[0m [117]	train-mlogloss:1.07177	validation-mlogloss:1.05572
[36m(train_xgb_ray_tune pid=1476157)[0m [108]	train-mlogloss:0.80393	validation-mlogloss:0.76868
[36m(train_xgb_ray_tune pid=1476142)[0m [174]	train-mlogloss:0.85401	validation-mlogloss:0.82413
[36m(train_xgb_ray_tune pid=1476142)[0m [175]	train-mlogloss:0.85300	validation-mlogloss:0.82302
[36m(train_xgb_ray_tune pid=1476160)[0m [75]	train-mlogloss:1.00282	validation-mlogloss:0.98293
[36m(train_xgb_ray_tune pid=1476162)[0m [183]	train-mlogloss:0.79869	validation-mlogloss:0.75857
[36m(train_xgb_ray_tune pid=1476162)[0m [184]	train-mlogloss:0.79749	validation-mlogloss:0.75735
[36m(train_xgb_ray_tune pid=1476163)[0m [121]	train-mlogloss:1.21500	validation-mlogloss:1.20322
[36m(train_xgb_ray_tune pid=1476171)[0m [106]	train-mlogloss:1.23321	validation-mlogloss:1.22471
[36m(train_xgb_ray_tune pid=1476171)[0m [107]	train-mlogloss:1.23198	validation-mlogloss:1.22343
[36m(train_xgb_ray_tune pid=1476144)[0m [130]	train-mlogloss:0.87251	validation-mlogloss:0.84059
[36m(train_xgb_ray_tune pid=1476144)[0m [131]	train-mlogloss:0.87061	validation-mlogloss:0.83856
[36m(train_xgb_ray_tune pid=1476156)[0m [165]	train-mlogloss:1.13377	validation-mlogloss:1.12087
[36m(train_xgb_ray_tune pid=1476156)[0m [166]	train-mlogloss:1.13281	validation-mlogloss:1.11989
[36m(train_xgb_ray_tune pid=1476143)[0m [94]	train-mlogloss:0.92559	validation-mlogloss:0.90540
[36m(train_xgb_ray_tune pid=1476143)[0m [95]	train-mlogloss:0.92284	validation-mlogloss:0.90253
[36m(train_xgb_ray_tune pid=1476150)[0m [121]	train-mlogloss:0.79807	validation-mlogloss:0.76041
[36m(train_xgb_ray_tune pid=1476150)[0m [122]	train-mlogloss:0.79631	validation-mlogloss:0.75840
[36m(train_xgb_ray_tune pid=1476164)[0m [119]	train-mlogloss:0.80253	validation-mlogloss:0.76845
[36m(train_xgb_ray_tune pid=1476164)[0m [120]	train-mlogloss:0.80089	validation-mlogloss:0.76663
[36m(train_xgb_ray_tune pid=1476165)[0m [169]	train-mlogloss:0.94573	validation-mlogloss:0.92370
[36m(train_xgb_ray_tune pid=1476165)[0m [170]	train-mlogloss:0.94425	validation-mlogloss:0.92216
[36m(train_xgb_ray_tune pid=1476158)[0m [139]	train-mlogloss:1.34709	validation-mlogloss:1.34424
[36m(train_xgb_ray_tune pid=1476158)[0m [140]	train-mlogloss:1.34683	validation-mlogloss:1.34395
[36m(train_xgb_ray_tune pid=1476170)[0m [88]	train-mlogloss:0.94250	validation-mlogloss:0.91877
[36m(train_xgb_ray_tune pid=1476170)[0m [89]	train-mlogloss:0.93972	validation-mlogloss:0.91574
[36m(train_xgb_ray_tune pid=1476168)[0m [164]	train-mlogloss:0.98518	validation-mlogloss:0.96435
[36m(train_xgb_ray_tune pid=1476168)[0m [165]	train-mlogloss:0.98429	validation-mlogloss:0.96338
[36m(train_xgb_ray_tune pid=1476161)[0m [176]	train-mlogloss:0.87335	validation-mlogloss:0.84203
[36m(train_xgb_ray_tune pid=1476161)[0m [177]	train-mlogloss:0.87291	validation-mlogloss:0.84151
[36m(train_xgb_ray_tune pid=1476166)[0m [142]	train-mlogloss:0.73044	validation-mlogloss:0.69238
[36m(train_xgb_ray_tune pid=1476166)[0m [143]	train-mlogloss:0.72925	validation-mlogloss:0.69104
[36m(train_xgb_ray_tune pid=1476167)[0m [113]	train-mlogloss:0.91812	validation-mlogloss:0.89105
[36m(train_xgb_ray_tune pid=1476167)[0m [114]	train-mlogloss:0.91589	validation-mlogloss:0.88862
[36m(train_xgb_ray_tune pid=1476169)[0m [97]	train-mlogloss:0.84248	validation-mlogloss:0.81547
[36m(train_xgb_ray_tune pid=1476159)[0m [118]	train-mlogloss:1.06994	validation-mlogloss:1.05386
[36m(train_xgb_ray_tune pid=1476157)[0m [109]	train-mlogloss:0.80191	validation-mlogloss:0.76638
[36m(train_xgb_ray_tune pid=1476142)[0m [176]	train-mlogloss:0.85212	validation-mlogloss:0.82208
[36m(train_xgb_ray_tune pid=1476160)[0m [76]	train-mlogloss:0.99986	validation-mlogloss:0.97988
[36m(train_xgb_ray_tune pid=1476162)[0m [185]	train-mlogloss:0.79638	validation-mlogloss:0.75618
[36m(train_xgb_ray_tune pid=1476171)[0m [108]	train-mlogloss:1.23099	validation-mlogloss:1.22239
[36m(train_xgb_ray_tune pid=1476144)[0m [132]	train-mlogloss:0.86872	validation-mlogloss:0.83658
[36m(train_xgb_ray_tune pid=1476156)[0m [167]	train-mlogloss:1.13188	validation-mlogloss:1.11893
[36m(train_xgb_ray_tune pid=1476150)[0m [123]	train-mlogloss:0.79452	validation-mlogloss:0.75647
[36m(train_xgb_ray_tune pid=1476165)[0m [171]	train-mlogloss:0.94280	validation-mlogloss:0.92060
[36m(train_xgb_ray_tune pid=1476168)[0m [166]	train-mlogloss:0.98338	validation-mlogloss:0.96245
[36m(train_xgb_ray_tune pid=1476161)[0m [178]	train-mlogloss:0.87190	validation-mlogloss:0.84042
[36m(train_xgb_ray_tune pid=1476166)[0m [144]	train-mlogloss:0.72823	validation-mlogloss:0.68988
[36m(train_xgb_ray_tune pid=1476167)[0m [115]	train-mlogloss:0.91369	validation-mlogloss:0.88627
[36m(train_xgb_ray_tune pid=1476169)[0m [98]	train-mlogloss:0.83974	validation-mlogloss:0.81249
[36m(train_xgb_ray_tune pid=1476159)[0m [119]	train-mlogloss:1.06812	validation-mlogloss:1.05191
[36m(train_xgb_ray_tune pid=1476157)[0m [110]	train-mlogloss:0.79986	validation-mlogloss:0.76424
[36m(train_xgb_ray_tune pid=1476142)[0m [177]	train-mlogloss:0.85111	validation-mlogloss:0.82091
[36m(train_xgb_ray_tune pid=1476162)[0m [186]	train-mlogloss:0.79518	validation-mlogloss:0.75483
[36m(train_xgb_ray_tune pid=1476163)[0m [122]	train-mlogloss:1.21432	validation-mlogloss:1.20250
[36m(train_xgb_ray_tune pid=1476144)[0m [133]	train-mlogloss:0.86695	validation-mlogloss:0.83467
[36m(train_xgb_ray_tune pid=1476156)[0m [168]	train-mlogloss:1.13125	validation-mlogloss:1.11828
[36m(train_xgb_ray_tune pid=1476156)[0m [169]	train-mlogloss:1.13044	validation-mlogloss:1.11739
[36m(train_xgb_ray_tune pid=1476143)[0m [96]	train-mlogloss:0.92010	validation-mlogloss:0.89967
[36m(train_xgb_ray_tune pid=1476150)[0m [124]	train-mlogloss:0.79271	validation-mlogloss:0.75462
[36m(train_xgb_ray_tune pid=1476164)[0m [121]	train-mlogloss:0.79938	validation-mlogloss:0.76498
[36m(train_xgb_ray_tune pid=1476165)[0m [172]	train-mlogloss:0.94139	validation-mlogloss:0.91914
[36m(train_xgb_ray_tune pid=1476165)[0m [173]	train-mlogloss:0.93999	validation-mlogloss:0.91767
[36m(train_xgb_ray_tune pid=1476158)[0m [141]	train-mlogloss:1.34664	validation-mlogloss:1.34374
[36m(train_xgb_ray_tune pid=1476158)[0m [142]	train-mlogloss:1.34638	validation-mlogloss:1.34347
[36m(train_xgb_ray_tune pid=1476170)[0m [90]	train-mlogloss:0.93704	validation-mlogloss:0.91283
[36m(train_xgb_ray_tune pid=1476170)[0m [91]	train-mlogloss:0.93438	validation-mlogloss:0.90993
[36m(train_xgb_ray_tune pid=1476168)[0m [167]	train-mlogloss:0.98232	validation-mlogloss:0.96138
[36m(train_xgb_ray_tune pid=1476161)[0m [179]	train-mlogloss:0.87161	validation-mlogloss:0.84013
[36m(train_xgb_ray_tune pid=1476166)[0m [145]	train-mlogloss:0.72704	validation-mlogloss:0.68853
[36m(train_xgb_ray_tune pid=1476167)[0m [116]	train-mlogloss:0.91156	validation-mlogloss:0.88399
[36m(train_xgb_ray_tune pid=1476167)[0m [117]	train-mlogloss:0.90939	validation-mlogloss:0.88178
[36m(train_xgb_ray_tune pid=1476169)[0m [99]	train-mlogloss:0.83706	validation-mlogloss:0.80951
[36m(train_xgb_ray_tune pid=1476159)[0m [120]	train-mlogloss:1.06638	validation-mlogloss:1.05001
[36m(train_xgb_ray_tune pid=1476142)[0m [178]	train-mlogloss:0.85005	validation-mlogloss:0.81970
[36m(train_xgb_ray_tune pid=1476160)[0m [77]	train-mlogloss:0.99656	validation-mlogloss:0.97632
[36m(train_xgb_ray_tune pid=1476162)[0m [187]	train-mlogloss:0.79408	validation-mlogloss:0.75356
[36m(train_xgb_ray_tune pid=1476163)[0m [123]	train-mlogloss:1.21368	validation-mlogloss:1.20183
[36m(train_xgb_ray_tune pid=1476171)[0m [109]	train-mlogloss:1.22976	validation-mlogloss:1.22110
[36m(train_xgb_ray_tune pid=1476144)[0m [134]	train-mlogloss:0.86513	validation-mlogloss:0.83261
[36m(train_xgb_ray_tune pid=1476156)[0m [170]	train-mlogloss:1.12952	validation-mlogloss:1.11645
[36m(train_xgb_ray_tune pid=1476143)[0m [97]	train-mlogloss:0.91727	validation-mlogloss:0.89685
[36m(train_xgb_ray_tune pid=1476143)[0m [98]	train-mlogloss:0.91462	validation-mlogloss:0.89404
[36m(train_xgb_ray_tune pid=1476150)[0m [125]	train-mlogloss:0.79098	validation-mlogloss:0.75267
[36m(train_xgb_ray_tune pid=1476150)[0m [126]	train-mlogloss:0.78922	validation-mlogloss:0.75072
[36m(train_xgb_ray_tune pid=1476164)[0m [122]	train-mlogloss:0.79785	validation-mlogloss:0.76341
[36m(train_xgb_ray_tune pid=1476164)[0m [123]	train-mlogloss:0.79621	validation-mlogloss:0.76155
[36m(train_xgb_ray_tune pid=1476165)[0m [174]	train-mlogloss:0.93860	validation-mlogloss:0.91623
[36m(train_xgb_ray_tune pid=1476158)[0m [143]	train-mlogloss:1.34613	validation-mlogloss:1.34320
[36m(train_xgb_ray_tune pid=1476158)[0m [144]	train-mlogloss:1.34587	validation-mlogloss:1.34293
[36m(train_xgb_ray_tune pid=1476170)[0m [92]	train-mlogloss:0.93175	validation-mlogloss:0.90703
[36m(train_xgb_ray_tune pid=1476168)[0m [168]	train-mlogloss:0.98138	validation-mlogloss:0.96041
[36m(train_xgb_ray_tune pid=1476168)[0m [169]	train-mlogloss:0.98085	validation-mlogloss:0.95982
[36m(train_xgb_ray_tune pid=1476161)[0m [180]	train-mlogloss:0.87132	validation-mlogloss:0.83983
[36m(train_xgb_ray_tune pid=1476161)[0m [181]	train-mlogloss:0.87104	validation-mlogloss:0.83955
[36m(train_xgb_ray_tune pid=1476166)[0m [146]	train-mlogloss:0.72582	validation-mlogloss:0.68715
[36m(train_xgb_ray_tune pid=1476166)[0m [147]	train-mlogloss:0.72472	validation-mlogloss:0.68584
[36m(train_xgb_ray_tune pid=1476167)[0m [118]	train-mlogloss:0.90729	validation-mlogloss:0.87959
[36m(train_xgb_ray_tune pid=1476169)[0m [100]	train-mlogloss:0.83431	validation-mlogloss:0.80641
[36m(train_xgb_ray_tune pid=1476159)[0m [121]	train-mlogloss:1.06451	validation-mlogloss:1.04807
[36m(train_xgb_ray_tune pid=1476157)[0m [111]	train-mlogloss:0.79779	validation-mlogloss:0.76205
[36m(train_xgb_ray_tune pid=1476157)[0m [112]	train-mlogloss:0.79552	validation-mlogloss:0.75955
[36m(train_xgb_ray_tune pid=1476142)[0m [179]	train-mlogloss:0.84900	validation-mlogloss:0.81853
[36m(train_xgb_ray_tune pid=1476142)[0m [180]	train-mlogloss:0.84825	validation-mlogloss:0.81766
[36m(train_xgb_ray_tune pid=1476160)[0m [78]	train-mlogloss:0.99338	validation-mlogloss:0.97295
[36m(train_xgb_ray_tune pid=1476160)[0m [79]	train-mlogloss:0.99018	validation-mlogloss:0.96965
[36m(train_xgb_ray_tune pid=1476162)[0m [188]	train-mlogloss:0.79307	validation-mlogloss:0.75244
[36m(train_xgb_ray_tune pid=1476163)[0m [124]	train-mlogloss:1.21322	validation-mlogloss:1.20130
[36m(train_xgb_ray_tune pid=1476171)[0m [110]	train-mlogloss:1.22859	validation-mlogloss:1.21987
[36m(train_xgb_ray_tune pid=1476144)[0m [135]	train-mlogloss:0.86337	validation-mlogloss:0.83073
[36m(train_xgb_ray_tune pid=1476144)[0m [136]	train-mlogloss:0.86156	validation-mlogloss:0.82886
[36m(train_xgb_ray_tune pid=1476156)[0m [171]	train-mlogloss:1.12874	validation-mlogloss:1.11559
[36m(train_xgb_ray_tune pid=1476156)[0m [172]	train-mlogloss:1.12779	validation-mlogloss:1.11460
[36m(train_xgb_ray_tune pid=1476156)[0m [173]	train-mlogloss:1.12703	validation-mlogloss:1.11380
[36m(train_xgb_ray_tune pid=1476143)[0m [99]	train-mlogloss:0.91195	validation-mlogloss:0.89134
[36m(train_xgb_ray_tune pid=1476150)[0m [127]	train-mlogloss:0.78745	validation-mlogloss:0.74876
[36m(train_xgb_ray_tune pid=1476164)[0m [124]	train-mlogloss:0.79429	validation-mlogloss:0.75939
[36m(train_xgb_ray_tune pid=1476165)[0m [175]	train-mlogloss:0.93718	validation-mlogloss:0.91466
[36m(train_xgb_ray_tune pid=1476165)[0m [176]	train-mlogloss:0.93573	validation-mlogloss:0.91320
[36m(train_xgb_ray_tune pid=1476158)[0m [145]	train-mlogloss:1.34572	validation-mlogloss:1.34276
[36m(train_xgb_ray_tune pid=1476170)[0m [93]	train-mlogloss:0.92914	validation-mlogloss:0.90422
[36m(train_xgb_ray_tune pid=1476168)[0m [170]	train-mlogloss:0.97990	validation-mlogloss:0.95878
[36m(train_xgb_ray_tune pid=1476168)[0m [171]	train-mlogloss:0.97897	validation-mlogloss:0.95777
[36m(train_xgb_ray_tune pid=1476161)[0m [182]	train-mlogloss:0.87062	validation-mlogloss:0.83903
[36m(train_xgb_ray_tune pid=1476161)[0m [183]	train-mlogloss:0.87036	validation-mlogloss:0.83879
[36m(train_xgb_ray_tune pid=1476161)[0m [184]	train-mlogloss:0.86994	validation-mlogloss:0.83834
[36m(train_xgb_ray_tune pid=1476166)[0m [148]	train-mlogloss:0.72360	validation-mlogloss:0.68459
[36m(train_xgb_ray_tune pid=1476166)[0m [149]	train-mlogloss:0.72256	validation-mlogloss:0.68341
[36m(train_xgb_ray_tune pid=1476167)[0m [119]	train-mlogloss:0.90513	validation-mlogloss:0.87730
[36m(train_xgb_ray_tune pid=1476167)[0m [120]	train-mlogloss:0.90308	validation-mlogloss:0.87518
[36m(train_xgb_ray_tune pid=1476167)[0m [121]	train-mlogloss:0.90107	validation-mlogloss:0.87302
[36m(train_xgb_ray_tune pid=1476169)[0m [101]	train-mlogloss:0.83186	validation-mlogloss:0.80375
[36m(train_xgb_ray_tune pid=1476169)[0m [102]	train-mlogloss:0.82950	validation-mlogloss:0.80115
[36m(train_xgb_ray_tune pid=1476159)[0m [122]	train-mlogloss:1.06279	validation-mlogloss:1.04619
[36m(train_xgb_ray_tune pid=1476159)[0m [123]	train-mlogloss:1.06095	validation-mlogloss:1.04423
[36m(train_xgb_ray_tune pid=1476157)[0m [113]	train-mlogloss:0.79339	validation-mlogloss:0.75707
[36m(train_xgb_ray_tune pid=1476142)[0m [181]	train-mlogloss:0.84726	validation-mlogloss:0.81660
[36m(train_xgb_ray_tune pid=1476142)[0m [182]	train-mlogloss:0.84627	validation-mlogloss:0.81547
[36m(train_xgb_ray_tune pid=1476160)[0m [80]	train-mlogloss:0.98698	validation-mlogloss:0.96629
[36m(train_xgb_ray_tune pid=1476160)[0m [81]	train-mlogloss:0.98391	validation-mlogloss:0.96295
[36m(train_xgb_ray_tune pid=1476162)[0m [189]	train-mlogloss:0.79198	validation-mlogloss:0.75113
[36m(train_xgb_ray_tune pid=1476162)[0m [190]	train-mlogloss:0.79093	validation-mlogloss:0.75000
[36m(train_xgb_ray_tune pid=1476163)[0m [125]	train-mlogloss:1.21280	validation-mlogloss:1.20082
[36m(train_xgb_ray_tune pid=1476163)[0m [126]	train-mlogloss:1.21211	validation-mlogloss:1.20009
[36m(train_xgb_ray_tune pid=1476171)[0m [111]	train-mlogloss:1.22756	validation-mlogloss:1.21879
[36m(train_xgb_ray_tune pid=1476171)[0m [112]	train-mlogloss:1.22663	validation-mlogloss:1.21784
[36m(train_xgb_ray_tune pid=1476171)[0m [113]	train-mlogloss:1.22559	validation-mlogloss:1.21671
[36m(train_xgb_ray_tune pid=1476144)[0m [137]	train-mlogloss:0.85972	validation-mlogloss:0.82689
[36m(train_xgb_ray_tune pid=1476144)[0m [138]	train-mlogloss:0.85797	validation-mlogloss:0.82502
[36m(train_xgb_ray_tune pid=1476156)[0m [174]	train-mlogloss:1.12612	validation-mlogloss:1.11285
[36m(train_xgb_ray_tune pid=1476156)[0m [175]	train-mlogloss:1.12521	validation-mlogloss:1.11191
[36m(train_xgb_ray_tune pid=1476143)[0m [100]	train-mlogloss:0.90931	validation-mlogloss:0.88870
[36m(train_xgb_ray_tune pid=1476150)[0m [128]	train-mlogloss:0.78564	validation-mlogloss:0.74681
[36m(train_xgb_ray_tune pid=1476150)[0m [129]	train-mlogloss:0.78400	validation-mlogloss:0.74490
[36m(train_xgb_ray_tune pid=1476164)[0m [125]	train-mlogloss:0.79272	validation-mlogloss:0.75772
[36m(train_xgb_ray_tune pid=1476164)[0m [126]	train-mlogloss:0.79120	validation-mlogloss:0.75598
[36m(train_xgb_ray_tune pid=1476165)[0m [177]	train-mlogloss:0.93430	validation-mlogloss:0.91166
[36m(train_xgb_ray_tune pid=1476165)[0m [178]	train-mlogloss:0.93292	validation-mlogloss:0.91013
[36m(train_xgb_ray_tune pid=1476158)[0m [146]	train-mlogloss:1.34551	validation-mlogloss:1.34253
[36m(train_xgb_ray_tune pid=1476158)[0m [147]	train-mlogloss:1.34534	validation-mlogloss:1.34235
[36m(train_xgb_ray_tune pid=1476170)[0m [94]	train-mlogloss:0.92649	validation-mlogloss:0.90140
[36m(train_xgb_ray_tune pid=1476170)[0m [95]	train-mlogloss:0.92384	validation-mlogloss:0.89859
[36m(train_xgb_ray_tune pid=1476168)[0m [172]	train-mlogloss:0.97808	validation-mlogloss:0.95689
[36m(train_xgb_ray_tune pid=1476161)[0m [185]	train-mlogloss:0.86951	validation-mlogloss:0.83784
[36m(train_xgb_ray_tune pid=1476166)[0m [150]	train-mlogloss:0.72159	validation-mlogloss:0.68222
[36m(train_xgb_ray_tune pid=1476167)[0m [122]	train-mlogloss:0.89904	validation-mlogloss:0.87083
[36m(train_xgb_ray_tune pid=1476169)[0m [103]	train-mlogloss:0.82710	validation-mlogloss:0.79872
[36m(train_xgb_ray_tune pid=1476159)[0m [124]	train-mlogloss:1.05910	validation-mlogloss:1.04230
[36m(train_xgb_ray_tune pid=1476157)[0m [114]	train-mlogloss:0.79140	validation-mlogloss:0.75489
[36m(train_xgb_ray_tune pid=1476142)[0m [183]	train-mlogloss:0.84543	validation-mlogloss:0.81454
[36m(train_xgb_ray_tune pid=1476160)[0m [82]	train-mlogloss:0.98096	validation-mlogloss:0.95975
[36m(train_xgb_ray_tune pid=1476171)[0m [114]	train-mlogloss:1.22446	validation-mlogloss:1.21548
[36m(train_xgb_ray_tune pid=1476144)[0m [139]	train-mlogloss:0.85630	validation-mlogloss:0.82324
[36m(train_xgb_ray_tune pid=1476156)[0m [176]	train-mlogloss:1.12447	validation-mlogloss:1.11110
[36m(train_xgb_ray_tune pid=1476143)[0m [101]	train-mlogloss:0.90655	validation-mlogloss:0.88574
[36m(train_xgb_ray_tune pid=1476150)[0m [130]	train-mlogloss:0.78230	validation-mlogloss:0.74299
[36m(train_xgb_ray_tune pid=1476164)[0m [127]	train-mlogloss:0.78969	validation-mlogloss:0.75413
[36m(train_xgb_ray_tune pid=1476165)[0m [179]	train-mlogloss:0.93154	validation-mlogloss:0.90863
[36m(train_xgb_ray_tune pid=1476158)[0m [148]	train-mlogloss:1.34508	validation-mlogloss:1.34207
[36m(train_xgb_ray_tune pid=1476161)[0m [186]	train-mlogloss:0.86925	validation-mlogloss:0.83758
[36m(train_xgb_ray_tune pid=1476166)[0m [151]	train-mlogloss:0.72040	validation-mlogloss:0.68094
[36m(train_xgb_ray_tune pid=1476167)[0m [123]	train-mlogloss:0.89702	validation-mlogloss:0.86869
[36m(train_xgb_ray_tune pid=1476159)[0m [125]	train-mlogloss:1.05730	validation-mlogloss:1.04044
[36m(train_xgb_ray_tune pid=1476157)[0m [115]	train-mlogloss:0.78944	validation-mlogloss:0.75285
[36m(train_xgb_ray_tune pid=1476142)[0m [184]	train-mlogloss:0.84456	validation-mlogloss:0.81353
[36m(train_xgb_ray_tune pid=1476160)[0m [83]	train-mlogloss:0.97810	validation-mlogloss:0.95667
[36m(train_xgb_ray_tune pid=1476162)[0m [191]	train-mlogloss:0.78981	validation-mlogloss:0.74882
[36m(train_xgb_ray_tune pid=1476163)[0m [127]	train-mlogloss:1.21141	validation-mlogloss:1.19935
[36m(train_xgb_ray_tune pid=1476144)[0m [140]	train-mlogloss:0.85449	validation-mlogloss:0.82128
[36m(train_xgb_ray_tune pid=1476156)[0m [177]	train-mlogloss:1.12358	validation-mlogloss:1.11016
[36m(train_xgb_ray_tune pid=1476143)[0m [102]	train-mlogloss:0.90403	validation-mlogloss:0.88308
[36m(train_xgb_ray_tune pid=1476150)[0m [131]	train-mlogloss:0.78072	validation-mlogloss:0.74129
[36m(train_xgb_ray_tune pid=1476164)[0m [128]	train-mlogloss:0.78812	validation-mlogloss:0.75235
[36m(train_xgb_ray_tune pid=1476165)[0m [180]	train-mlogloss:0.93014	validation-mlogloss:0.90715
[36m(train_xgb_ray_tune pid=1476158)[0m [149]	train-mlogloss:1.34483	validation-mlogloss:1.34180
[36m(train_xgb_ray_tune pid=1476158)[0m [150]	train-mlogloss:1.34465	validation-mlogloss:1.34161
[36m(train_xgb_ray_tune pid=1476170)[0m [96]	train-mlogloss:0.92124	validation-mlogloss:0.89575
[36m(train_xgb_ray_tune pid=1476170)[0m [97]	train-mlogloss:0.91866	validation-mlogloss:0.89302
[36m(train_xgb_ray_tune pid=1476168)[0m [173]	train-mlogloss:0.97725	validation-mlogloss:0.95602
[36m(train_xgb_ray_tune pid=1476168)[0m [174]	train-mlogloss:0.97651	validation-mlogloss:0.95525
[36m(train_xgb_ray_tune pid=1476161)[0m [187]	train-mlogloss:0.86898	validation-mlogloss:0.83732
[36m(train_xgb_ray_tune pid=1476161)[0m [188]	train-mlogloss:0.86873	validation-mlogloss:0.83702
[36m(train_xgb_ray_tune pid=1476161)[0m [189]	train-mlogloss:0.86845	validation-mlogloss:0.83669
[36m(train_xgb_ray_tune pid=1476166)[0m [152]	train-mlogloss:0.71937	validation-mlogloss:0.67980
[36m(train_xgb_ray_tune pid=1476167)[0m [124]	train-mlogloss:0.89501	validation-mlogloss:0.86656
[36m(train_xgb_ray_tune pid=1476167)[0m [125]	train-mlogloss:0.89301	validation-mlogloss:0.86438
[36m(train_xgb_ray_tune pid=1476169)[0m [104]	train-mlogloss:0.82477	validation-mlogloss:0.79624
[36m(train_xgb_ray_tune pid=1476169)[0m [105]	train-mlogloss:0.82229	validation-mlogloss:0.79349
[36m(train_xgb_ray_tune pid=1476159)[0m [126]	train-mlogloss:1.05562	validation-mlogloss:1.03860
[36m(train_xgb_ray_tune pid=1476159)[0m [127]	train-mlogloss:1.05387	validation-mlogloss:1.03681
[36m(train_xgb_ray_tune pid=1476157)[0m [116]	train-mlogloss:0.78726	validation-mlogloss:0.75030
[36m(train_xgb_ray_tune pid=1476142)[0m [185]	train-mlogloss:0.84370	validation-mlogloss:0.81258
[36m(train_xgb_ray_tune pid=1476142)[0m [186]	train-mlogloss:0.84277	validation-mlogloss:0.81152
[36m(train_xgb_ray_tune pid=1476160)[0m [84]	train-mlogloss:0.97524	validation-mlogloss:0.95357
[36m(train_xgb_ray_tune pid=1476160)[0m [85]	train-mlogloss:0.97238	validation-mlogloss:0.95056
[36m(train_xgb_ray_tune pid=1476162)[0m [192]	train-mlogloss:0.78870	validation-mlogloss:0.74758
[36m(train_xgb_ray_tune pid=1476163)[0m [128]	train-mlogloss:1.21077	validation-mlogloss:1.19868
[36m(train_xgb_ray_tune pid=1476171)[0m [115]	train-mlogloss:1.22336	validation-mlogloss:1.21428
[36m(train_xgb_ray_tune pid=1476171)[0m [116]	train-mlogloss:1.22225	validation-mlogloss:1.21309
[36m(train_xgb_ray_tune pid=1476144)[0m [141]	train-mlogloss:0.85284	validation-mlogloss:0.81952
[36m(train_xgb_ray_tune pid=1476144)[0m [142]	train-mlogloss:0.85131	validation-mlogloss:0.81784
[36m(train_xgb_ray_tune pid=1476156)[0m [178]	train-mlogloss:1.12271	validation-mlogloss:1.10925
[36m(train_xgb_ray_tune pid=1476156)[0m [179]	train-mlogloss:1.12180	validation-mlogloss:1.10832
[36m(train_xgb_ray_tune pid=1476143)[0m [103]	train-mlogloss:0.90151	validation-mlogloss:0.88042
[36m(train_xgb_ray_tune pid=1476150)[0m [132]	train-mlogloss:0.77910	validation-mlogloss:0.73948
[36m(train_xgb_ray_tune pid=1476164)[0m [129]	train-mlogloss:0.78641	validation-mlogloss:0.75042
[36m(train_xgb_ray_tune pid=1476165)[0m [181]	train-mlogloss:0.92870	validation-mlogloss:0.90567
[36m(train_xgb_ray_tune pid=1476158)[0m [151]	train-mlogloss:1.34444	validation-mlogloss:1.34139
[36m(train_xgb_ray_tune pid=1476170)[0m [98]	train-mlogloss:0.91605	validation-mlogloss:0.89040
[36m(train_xgb_ray_tune pid=1476168)[0m [175]	train-mlogloss:0.97566	validation-mlogloss:0.95440
[36m(train_xgb_ray_tune pid=1476161)[0m [190]	train-mlogloss:0.86820	validation-mlogloss:0.83643
[36m(train_xgb_ray_tune pid=1476166)[0m [153]	train-mlogloss:0.71849	validation-mlogloss:0.67875
[36m(train_xgb_ray_tune pid=1476167)[0m [126]	train-mlogloss:0.89114	validation-mlogloss:0.86229
[36m(train_xgb_ray_tune pid=1476169)[0m [106]	train-mlogloss:0.81994	validation-mlogloss:0.79103
[36m(train_xgb_ray_tune pid=1476159)[0m [128]	train-mlogloss:1.05211	validation-mlogloss:1.03499
[36m(train_xgb_ray_tune pid=1476157)[0m [117]	train-mlogloss:0.78512	validation-mlogloss:0.74785
[36m(train_xgb_ray_tune pid=1476142)[0m [187]	train-mlogloss:0.84197	validation-mlogloss:0.81066
[36m(train_xgb_ray_tune pid=1476160)[0m [86]	train-mlogloss:0.96956	validation-mlogloss:0.94760
[36m(train_xgb_ray_tune pid=1476162)[0m [193]	train-mlogloss:0.78765	validation-mlogloss:0.74635
[36m(train_xgb_ray_tune pid=1476163)[0m [129]	train-mlogloss:1.21011	validation-mlogloss:1.19797
[36m(train_xgb_ray_tune pid=1476171)[0m [117]	train-mlogloss:1.22120	validation-mlogloss:1.21199
[36m(train_xgb_ray_tune pid=1476144)[0m [143]	train-mlogloss:0.84961	validation-mlogloss:0.81603
[36m(train_xgb_ray_tune pid=1476156)[0m [180]	train-mlogloss:1.12090	validation-mlogloss:1.10738
[36m(train_xgb_ray_tune pid=1476156)[0m [181]	train-mlogloss:1.12000	validation-mlogloss:1.10646
[36m(train_xgb_ray_tune pid=1476143)[0m [104]	train-mlogloss:0.89895	validation-mlogloss:0.87780
[36m(train_xgb_ray_tune pid=1476150)[0m [133]	train-mlogloss:0.77756	validation-mlogloss:0.73777
[36m(train_xgb_ray_tune pid=1476164)[0m [130]	train-mlogloss:0.78499	validation-mlogloss:0.74879
[36m(train_xgb_ray_tune pid=1476165)[0m [182]	train-mlogloss:0.92735	validation-mlogloss:0.90419
[36m(train_xgb_ray_tune pid=1476165)[0m [183]	train-mlogloss:0.92596	validation-mlogloss:0.90269
[36m(train_xgb_ray_tune pid=1476158)[0m [152]	train-mlogloss:1.34418	validation-mlogloss:1.34111
[36m(train_xgb_ray_tune pid=1476170)[0m [99]	train-mlogloss:0.91354	validation-mlogloss:0.88767
[36m(train_xgb_ray_tune pid=1476168)[0m [176]	train-mlogloss:0.97482	validation-mlogloss:0.95355
[36m(train_xgb_ray_tune pid=1476161)[0m [191]	train-mlogloss:0.86794	validation-mlogloss:0.83611
[36m(train_xgb_ray_tune pid=1476161)[0m [192]	train-mlogloss:0.86769	validation-mlogloss:0.83586
[36m(train_xgb_ray_tune pid=1476166)[0m [154]	train-mlogloss:0.71762	validation-mlogloss:0.67782
[36m(train_xgb_ray_tune pid=1476166)[0m [155]	train-mlogloss:0.71655	validation-mlogloss:0.67656
[36m(train_xgb_ray_tune pid=1476167)[0m [127]	train-mlogloss:0.88918	validation-mlogloss:0.86029
[36m(train_xgb_ray_tune pid=1476167)[0m [128]	train-mlogloss:0.88722	validation-mlogloss:0.85813
[36m(train_xgb_ray_tune pid=1476169)[0m [107]	train-mlogloss:0.81745	validation-mlogloss:0.78824
[36m(train_xgb_ray_tune pid=1476159)[0m [129]	train-mlogloss:1.05047	validation-mlogloss:1.03325
[36m(train_xgb_ray_tune pid=1476157)[0m [118]	train-mlogloss:0.78323	validation-mlogloss:0.74574
[36m(train_xgb_ray_tune pid=1476142)[0m [188]	train-mlogloss:0.84117	validation-mlogloss:0.80978
[36m(train_xgb_ray_tune pid=1476142)[0m [189]	train-mlogloss:0.84041	validation-mlogloss:0.80899
[36m(train_xgb_ray_tune pid=1476160)[0m [87]	train-mlogloss:0.96666	validation-mlogloss:0.94448
[36m(train_xgb_ray_tune pid=1476162)[0m [194]	train-mlogloss:0.78646	validation-mlogloss:0.74500
[36m(train_xgb_ray_tune pid=1476163)[0m [130]	train-mlogloss:1.20948	validation-mlogloss:1.19730
[36m(train_xgb_ray_tune pid=1476171)[0m [118]	train-mlogloss:1.22014	validation-mlogloss:1.21083
[36m(train_xgb_ray_tune pid=1476144)[0m [144]	train-mlogloss:0.84800	validation-mlogloss:0.81429
[36m(train_xgb_ray_tune pid=1476156)[0m [182]	train-mlogloss:1.11911	validation-mlogloss:1.10554
[36m(train_xgb_ray_tune pid=1476156)[0m [183]	train-mlogloss:1.11824	validation-mlogloss:1.10466
[36m(train_xgb_ray_tune pid=1476143)[0m [105]	train-mlogloss:0.89642	validation-mlogloss:0.87511
[36m(train_xgb_ray_tune pid=1476143)[0m [106]	train-mlogloss:0.89397	validation-mlogloss:0.87244
[36m(train_xgb_ray_tune pid=1476150)[0m [134]	train-mlogloss:0.77592	validation-mlogloss:0.73597
[36m(train_xgb_ray_tune pid=1476150)[0m [135]	train-mlogloss:0.77445	validation-mlogloss:0.73434
[36m(train_xgb_ray_tune pid=1476164)[0m [131]	train-mlogloss:0.78337	validation-mlogloss:0.74698
[36m(train_xgb_ray_tune pid=1476164)[0m [132]	train-mlogloss:0.78208	validation-mlogloss:0.74541
[36m(train_xgb_ray_tune pid=1476165)[0m [184]	train-mlogloss:0.92457	validation-mlogloss:0.90116
[36m(train_xgb_ray_tune pid=1476158)[0m [153]	train-mlogloss:1.34394	validation-mlogloss:1.34085
[36m(train_xgb_ray_tune pid=1476158)[0m [154]	train-mlogloss:1.34370	validation-mlogloss:1.34060
[36m(train_xgb_ray_tune pid=1476170)[0m [100]	train-mlogloss:0.91114	validation-mlogloss:0.88505
[36m(train_xgb_ray_tune pid=1476168)[0m [177]	train-mlogloss:0.97427	validation-mlogloss:0.95296
[36m(train_xgb_ray_tune pid=1476168)[0m [178]	train-mlogloss:0.97345	validation-mlogloss:0.95211
[36m(train_xgb_ray_tune pid=1476161)[0m [193]	train-mlogloss:0.86743	validation-mlogloss:0.83555
[36m(train_xgb_ray_tune pid=1476161)[0m [194]	train-mlogloss:0.86717	validation-mlogloss:0.83523
[36m(train_xgb_ray_tune pid=1476166)[0m [156]	train-mlogloss:0.71546	validation-mlogloss:0.67520
[36m(train_xgb_ray_tune pid=1476167)[0m [129]	train-mlogloss:0.88536	validation-mlogloss:0.85605
[36m(train_xgb_ray_tune pid=1476169)[0m [108]	train-mlogloss:0.81506	validation-mlogloss:0.78552
[36m(train_xgb_ray_tune pid=1476159)[0m [130]	train-mlogloss:1.04862	validation-mlogloss:1.03131
[36m(train_xgb_ray_tune pid=1476157)[0m [119]	train-mlogloss:0.78150	validation-mlogloss:0.74376
[36m(train_xgb_ray_tune pid=1476142)[0m [190]	train-mlogloss:0.83962	validation-mlogloss:0.80812
[36m(train_xgb_ray_tune pid=1476142)[0m [191]	train-mlogloss:0.83881	validation-mlogloss:0.80726
[36m(train_xgb_ray_tune pid=1476160)[0m [88]	train-mlogloss:0.96379	validation-mlogloss:0.94155
[36m(train_xgb_ray_tune pid=1476160)[0m [89]	train-mlogloss:0.96094	validation-mlogloss:0.93848
[36m(train_xgb_ray_tune pid=1476162)[0m [195]	train-mlogloss:0.78540	validation-mlogloss:0.74373
[36m(train_xgb_ray_tune pid=1476163)[0m [131]	train-mlogloss:1.20906	validation-mlogloss:1.19682
[36m(train_xgb_ray_tune pid=1476171)[0m [119]	train-mlogloss:1.21906	validation-mlogloss:1.20967
[36m(train_xgb_ray_tune pid=1476171)[0m [120]	train-mlogloss:1.21795	validation-mlogloss:1.20848
[36m(train_xgb_ray_tune pid=1476144)[0m [145]	train-mlogloss:0.84640	validation-mlogloss:0.81244
[36m(train_xgb_ray_tune pid=1476144)[0m [146]	train-mlogloss:0.84490	validation-mlogloss:0.81082
[36m(train_xgb_ray_tune pid=1476156)[0m [184]	train-mlogloss:1.11767	validation-mlogloss:1.10405
[36m(train_xgb_ray_tune pid=1476156)[0m [185]	train-mlogloss:1.11695	validation-mlogloss:1.10328
[36m(train_xgb_ray_tune pid=1476143)[0m [107]	train-mlogloss:0.89147	validation-mlogloss:0.86983
[36m(train_xgb_ray_tune pid=1476150)[0m [136]	train-mlogloss:0.77297	validation-mlogloss:0.73269
[36m(train_xgb_ray_tune pid=1476164)[0m [133]	train-mlogloss:0.78079	validation-mlogloss:0.74388
[36m(train_xgb_ray_tune pid=1476165)[0m [185]	train-mlogloss:0.92319	validation-mlogloss:0.89969
[36m(train_xgb_ray_tune pid=1476165)[0m [186]	train-mlogloss:0.92181	validation-mlogloss:0.89823
[36m(train_xgb_ray_tune pid=1476158)[0m [155]	train-mlogloss:1.34351	validation-mlogloss:1.34039
[36m(train_xgb_ray_tune pid=1476158)[0m [156]	train-mlogloss:1.34327	validation-mlogloss:1.34014
[36m(train_xgb_ray_tune pid=1476170)[0m [101]	train-mlogloss:0.90872	validation-mlogloss:0.88239
[36m(train_xgb_ray_tune pid=1476170)[0m [102]	train-mlogloss:0.90632	validation-mlogloss:0.87974
[36m(train_xgb_ray_tune pid=1476168)[0m [179]	train-mlogloss:0.97297	validation-mlogloss:0.95156
[36m(train_xgb_ray_tune pid=1476168)[0m [180]	train-mlogloss:0.97249	validation-mlogloss:0.95100
[36m(train_xgb_ray_tune pid=1476168)[0m [181]	train-mlogloss:0.97168	validation-mlogloss:0.95020
[36m(train_xgb_ray_tune pid=1476161)[0m [195]	train-mlogloss:0.86692	validation-mlogloss:0.83493
[36m(train_xgb_ray_tune pid=1476161)[0m [196]	train-mlogloss:0.86668	validation-mlogloss:0.83464
[36m(train_xgb_ray_tune pid=1476161)[0m [197]	train-mlogloss:0.86668	validation-mlogloss:0.83464
[36m(train_xgb_ray_tune pid=1476166)[0m [157]	train-mlogloss:0.71451	validation-mlogloss:0.67412
[36m(train_xgb_ray_tune pid=1476166)[0m [158]	train-mlogloss:0.71345	validation-mlogloss:0.67289
[36m(train_xgb_ray_tune pid=1476167)[0m [130]	train-mlogloss:0.88342	validation-mlogloss:0.85407
[36m(train_xgb_ray_tune pid=1476167)[0m [131]	train-mlogloss:0.88153	validation-mlogloss:0.85212
[36m(train_xgb_ray_tune pid=1476167)[0m [132]	train-mlogloss:0.87960	validation-mlogloss:0.85005
[36m(train_xgb_ray_tune pid=1476169)[0m [109]	train-mlogloss:0.81272	validation-mlogloss:0.78291
[36m(train_xgb_ray_tune pid=1476169)[0m [110]	train-mlogloss:0.81062	validation-mlogloss:0.78066
[36m(train_xgb_ray_tune pid=1476159)[0m [131]	train-mlogloss:1.04689	validation-mlogloss:1.02954
[36m(train_xgb_ray_tune pid=1476159)[0m [132]	train-mlogloss:1.04532	validation-mlogloss:1.02785
[36m(train_xgb_ray_tune pid=1476157)[0m [120]	train-mlogloss:0.77946	validation-mlogloss:0.74145
[36m(train_xgb_ray_tune pid=1476157)[0m [121]	train-mlogloss:0.77777	validation-mlogloss:0.73944
[36m(train_xgb_ray_tune pid=1476142)[0m [192]	train-mlogloss:0.83813	validation-mlogloss:0.80653
[36m(train_xgb_ray_tune pid=1476142)[0m [193]	train-mlogloss:0.83739	validation-mlogloss:0.80574
[36m(train_xgb_ray_tune pid=1476160)[0m [90]	train-mlogloss:0.95814	validation-mlogloss:0.93547
[36m(train_xgb_ray_tune pid=1476160)[0m [91]	train-mlogloss:0.95535	validation-mlogloss:0.93243
[36m(train_xgb_ray_tune pid=1476162)[0m [196]	train-mlogloss:0.78444	validation-mlogloss:0.74265
[36m(train_xgb_ray_tune pid=1476162)[0m [197]	train-mlogloss:0.78343	validation-mlogloss:0.74152
[36m(train_xgb_ray_tune pid=1476163)[0m [132]	train-mlogloss:1.20842	validation-mlogloss:1.19615
[36m(train_xgb_ray_tune pid=1476163)[0m [133]	train-mlogloss:1.20779	validation-mlogloss:1.19548
[36m(train_xgb_ray_tune pid=1476171)[0m [121]	train-mlogloss:1.21679	validation-mlogloss:1.20728
[36m(train_xgb_ray_tune pid=1476171)[0m [122]	train-mlogloss:1.21564	validation-mlogloss:1.20604
[36m(train_xgb_ray_tune pid=1476144)[0m [147]	train-mlogloss:0.84331	validation-mlogloss:0.80902
[36m(train_xgb_ray_tune pid=1476144)[0m [148]	train-mlogloss:0.84177	validation-mlogloss:0.80733
[36m(train_xgb_ray_tune pid=1476144)[0m [149]	train-mlogloss:0.84026	validation-mlogloss:0.80573
[36m(train_xgb_ray_tune pid=1476156)[0m [186]	train-mlogloss:1.11605	validation-mlogloss:1.10232
[36m(train_xgb_ray_tune pid=1476156)[0m [187]	train-mlogloss:1.11532	validation-mlogloss:1.10152
[36m(train_xgb_ray_tune pid=1476156)[0m [188]	train-mlogloss:1.11462	validation-mlogloss:1.10074
[36m(train_xgb_ray_tune pid=1476143)[0m [108]	train-mlogloss:0.88897	validation-mlogloss:0.86720
[36m(train_xgb_ray_tune pid=1476143)[0m [109]	train-mlogloss:0.88654	validation-mlogloss:0.86456
[36m(train_xgb_ray_tune pid=1476150)[0m [137]	train-mlogloss:0.77147	validation-mlogloss:0.73104
[36m(train_xgb_ray_tune pid=1476150)[0m [138]	train-mlogloss:0.76992	validation-mlogloss:0.72935
[36m(train_xgb_ray_tune pid=1476150)[0m [139]	train-mlogloss:0.76854	validation-mlogloss:0.72779
[36m(train_xgb_ray_tune pid=1476164)[0m [134]	train-mlogloss:0.77942	validation-mlogloss:0.74223
[36m(train_xgb_ray_tune pid=1476164)[0m [135]	train-mlogloss:0.77815	validation-mlogloss:0.74081
[36m(train_xgb_ray_tune pid=1476164)[0m [136]	train-mlogloss:0.77693	validation-mlogloss:0.73932
[36m(train_xgb_ray_tune pid=1476165)[0m [187]	train-mlogloss:0.92048	validation-mlogloss:0.89680
[36m(train_xgb_ray_tune pid=1476165)[0m [188]	train-mlogloss:0.91913	validation-mlogloss:0.89531
[36m(train_xgb_ray_tune pid=1476165)[0m [189]	train-mlogloss:0.91781	validation-mlogloss:0.89390
[36m(train_xgb_ray_tune pid=1476158)[0m [157]	train-mlogloss:1.34302	validation-mlogloss:1.33987
[36m(train_xgb_ray_tune pid=1476158)[0m [158]	train-mlogloss:1.34279	validation-mlogloss:1.33963
[36m(train_xgb_ray_tune pid=1476158)[0m [159]	train-mlogloss:1.34254	validation-mlogloss:1.33936
[36m(train_xgb_ray_tune pid=1476170)[0m [103]	train-mlogloss:0.90398	validation-mlogloss:0.87721
[36m(train_xgb_ray_tune pid=1476170)[0m [104]	train-mlogloss:0.90161	validation-mlogloss:0.87463
[36m(train_xgb_ray_tune pid=1476168)[0m [182]	train-mlogloss:0.97087	validation-mlogloss:0.94934
[36m(train_xgb_ray_tune pid=1476168)[0m [183]	train-mlogloss:0.97007	validation-mlogloss:0.94855
[36m(train_xgb_ray_tune pid=1476161)[0m [198]	train-mlogloss:0.86627	validation-mlogloss:0.83421
[36m(train_xgb_ray_tune pid=1476161)[0m [199]	train-mlogloss:0.86627	validation-mlogloss:0.83421
[36m(train_xgb_ray_tune pid=1476166)[0m [159]	train-mlogloss:0.71250	validation-mlogloss:0.67173
[36m(train_xgb_ray_tune pid=1476166)[0m [160]	train-mlogloss:0.71179	validation-mlogloss:0.67086
[36m(train_xgb_ray_tune pid=1476166)[0m [161]	train-mlogloss:0.71092	validation-mlogloss:0.66985
[36m(train_xgb_ray_tune pid=1476167)[0m [133]	train-mlogloss:0.87776	validation-mlogloss:0.84814
[36m(train_xgb_ray_tune pid=1476167)[0m [134]	train-mlogloss:0.87605	validation-mlogloss:0.84636
[36m(train_xgb_ray_tune pid=1476169)[0m [111]	train-mlogloss:0.80826	validation-mlogloss:0.77802
[36m(train_xgb_ray_tune pid=1476169)[0m [112]	train-mlogloss:0.80587	validation-mlogloss:0.77548
[36m(train_xgb_ray_tune pid=1476159)[0m [133]	train-mlogloss:1.04360	validation-mlogloss:1.02611
[36m(train_xgb_ray_tune pid=1476159)[0m [134]	train-mlogloss:1.04189	validation-mlogloss:1.02434
[36m(train_xgb_ray_tune pid=1476157)[0m [122]	train-mlogloss:0.77587	validation-mlogloss:0.73724
[36m(train_xgb_ray_tune pid=1476157)[0m [123]	train-mlogloss:0.77378	validation-mlogloss:0.73490
[36m(train_xgb_ray_tune pid=1476142)[0m [194]	train-mlogloss:0.83672	validation-mlogloss:0.80499
[36m(train_xgb_ray_tune pid=1476142)[0m [195]	train-mlogloss:0.83585	validation-mlogloss:0.80404
[36m(train_xgb_ray_tune pid=1476160)[0m [92]	train-mlogloss:0.95269	validation-mlogloss:0.92960
[36m(train_xgb_ray_tune pid=1476160)[0m [93]	train-mlogloss:0.95002	validation-mlogloss:0.92682
[36m(train_xgb_ray_tune pid=1476162)[0m [198]	train-mlogloss:0.78249	validation-mlogloss:0.74053
[36m(train_xgb_ray_tune pid=1476163)[0m [134]	train-mlogloss:1.20711	validation-mlogloss:1.19476
[36m(train_xgb_ray_tune pid=1476171)[0m [123]	train-mlogloss:1.21452	validation-mlogloss:1.20487
[36m(train_xgb_ray_tune pid=1476144)[0m [150]	train-mlogloss:0.83860	validation-mlogloss:0.80396
[36m(train_xgb_ray_tune pid=1476156)[0m [189]	train-mlogloss:1.11373	validation-mlogloss:1.09982
[36m(train_xgb_ray_tune pid=1476143)[0m [110]	train-mlogloss:0.88414	validation-mlogloss:0.86215
[36m(train_xgb_ray_tune pid=1476150)[0m [140]	train-mlogloss:0.76705	validation-mlogloss:0.72600
[36m(train_xgb_ray_tune pid=1476164)[0m [137]	train-mlogloss:0.77555	validation-mlogloss:0.73779
[36m(train_xgb_ray_tune pid=1476165)[0m [190]	train-mlogloss:0.91648	validation-mlogloss:0.89245
[36m(train_xgb_ray_tune pid=1476158)[0m [160]	train-mlogloss:1.34229	validation-mlogloss:1.33910
[36m(train_xgb_ray_tune pid=1476170)[0m [105]	train-mlogloss:0.89931	validation-mlogloss:0.87214
[36m(train_xgb_ray_tune pid=1476168)[0m [184]	train-mlogloss:0.96924	validation-mlogloss:0.94769
[36m(train_xgb_ray_tune pid=1476161)[0m [200]	train-mlogloss:0.86601	validation-mlogloss:0.83389
[36m(train_xgb_ray_tune pid=1476161)[0m [201]	train-mlogloss:0.86574	validation-mlogloss:0.83357
[36m(train_xgb_ray_tune pid=1476166)[0m [162]	train-mlogloss:0.71012	validation-mlogloss:0.66883
[36m(train_xgb_ray_tune pid=1476167)[0m [135]	train-mlogloss:0.87433	validation-mlogloss:0.84445
[36m(train_xgb_ray_tune pid=1476167)[0m [136]	train-mlogloss:0.87250	validation-mlogloss:0.84247
[36m(train_xgb_ray_tune pid=1476169)[0m [113]	train-mlogloss:0.80374	validation-mlogloss:0.77321
[36m(train_xgb_ray_tune pid=1476159)[0m [135]	train-mlogloss:1.04019	validation-mlogloss:1.02263
[36m(train_xgb_ray_tune pid=1476157)[0m [124]	train-mlogloss:0.77168	validation-mlogloss:0.73257
[36m(train_xgb_ray_tune pid=1476142)[0m [196]	train-mlogloss:0.83510	validation-mlogloss:0.80320
[36m(train_xgb_ray_tune pid=1476142)[0m [197]	train-mlogloss:0.83436	validation-mlogloss:0.80240
[36m(train_xgb_ray_tune pid=1476160)[0m [94]	train-mlogloss:0.94733	validation-mlogloss:0.92395
[36m(train_xgb_ray_tune pid=1476162)[0m [199]	train-mlogloss:0.78150	validation-mlogloss:0.73937
[36m(train_xgb_ray_tune pid=1476163)[0m [135]	train-mlogloss:1.20711	validation-mlogloss:1.19476
[36m(train_xgb_ray_tune pid=1476171)[0m [124]	train-mlogloss:1.21341	validation-mlogloss:1.20373
[36m(train_xgb_ray_tune pid=1476171)[0m [125]	train-mlogloss:1.21248	validation-mlogloss:1.20275
[36m(train_xgb_ray_tune pid=1476144)[0m [151]	train-mlogloss:0.83712	validation-mlogloss:0.80226
[36m(train_xgb_ray_tune pid=1476144)[0m [152]	train-mlogloss:0.83552	validation-mlogloss:0.80053
[36m(train_xgb_ray_tune pid=1476156)[0m [190]	train-mlogloss:1.11289	validation-mlogloss:1.09894
[36m(train_xgb_ray_tune pid=1476156)[0m [191]	train-mlogloss:1.11231	validation-mlogloss:1.09834
[36m(train_xgb_ray_tune pid=1476143)[0m [111]	train-mlogloss:0.88164	validation-mlogloss:0.85942
[36m(train_xgb_ray_tune pid=1476143)[0m [112]	train-mlogloss:0.87928	validation-mlogloss:0.85698
[36m(train_xgb_ray_tune pid=1476150)[0m [141]	train-mlogloss:0.76557	validation-mlogloss:0.72439
[36m(train_xgb_ray_tune pid=1476150)[0m [142]	train-mlogloss:0.76416	validation-mlogloss:0.72278
[36m(train_xgb_ray_tune pid=1476164)[0m [138]	train-mlogloss:0.77437	validation-mlogloss:0.73633
[36m(train_xgb_ray_tune pid=1476164)[0m [139]	train-mlogloss:0.77298	validation-mlogloss:0.73469
[36m(train_xgb_ray_tune pid=1476165)[0m [191]	train-mlogloss:0.91512	validation-mlogloss:0.89099
[36m(train_xgb_ray_tune pid=1476158)[0m [161]	train-mlogloss:1.34203	validation-mlogloss:1.33883
[36m(train_xgb_ray_tune pid=1476170)[0m [106]	train-mlogloss:0.89704	validation-mlogloss:0.86968
[36m(train_xgb_ray_tune pid=1476168)[0m [185]	train-mlogloss:0.96845	validation-mlogloss:0.94685
[36m(train_xgb_ray_tune pid=1476161)[0m [202]	train-mlogloss:0.86548	validation-mlogloss:0.83331
[36m(train_xgb_ray_tune pid=1476161)[0m [203]	train-mlogloss:0.86548	validation-mlogloss:0.83331
[36m(train_xgb_ray_tune pid=1476166)[0m [163]	train-mlogloss:0.70923	validation-mlogloss:0.66769
[36m(train_xgb_ray_tune pid=1476167)[0m [137]	train-mlogloss:0.87082	validation-mlogloss:0.84058
[36m(train_xgb_ray_tune pid=1476169)[0m [114]	train-mlogloss:0.80131	validation-mlogloss:0.77047
[36m(train_xgb_ray_tune pid=1476159)[0m [136]	train-mlogloss:1.03857	validation-mlogloss:1.02099
[36m(train_xgb_ray_tune pid=1476142)[0m [198]	train-mlogloss:0.83360	validation-mlogloss:0.80149
[36m(train_xgb_ray_tune pid=1476160)[0m [95]	train-mlogloss:0.94468	validation-mlogloss:0.92112
[36m(train_xgb_ray_tune pid=1476162)[0m [200]	train-mlogloss:0.78058	validation-mlogloss:0.73837
[36m(train_xgb_ray_tune pid=1476163)[0m [136]	train-mlogloss:1.20645	validation-mlogloss:1.19406
[36m(train_xgb_ray_tune pid=1476171)[0m [126]	train-mlogloss:1.21141	validation-mlogloss:1.20159
[36m(train_xgb_ray_tune pid=1476144)[0m [153]	train-mlogloss:0.83393	validation-mlogloss:0.79887
[36m(train_xgb_ray_tune pid=1476156)[0m [192]	train-mlogloss:1.11159	validation-mlogloss:1.09755
[36m(train_xgb_ray_tune pid=1476156)[0m [193]	train-mlogloss:1.11075	validation-mlogloss:1.09667
[36m(train_xgb_ray_tune pid=1476150)[0m [143]	train-mlogloss:0.76268	validation-mlogloss:0.72115
[36m(train_xgb_ray_tune pid=1476164)[0m [140]	train-mlogloss:0.77184	validation-mlogloss:0.73334
[36m(train_xgb_ray_tune pid=1476165)[0m [192]	train-mlogloss:0.91381	validation-mlogloss:0.88965
[36m(train_xgb_ray_tune pid=1476165)[0m [193]	train-mlogloss:0.91250	validation-mlogloss:0.88821
[36m(train_xgb_ray_tune pid=1476158)[0m [162]	train-mlogloss:1.34186	validation-mlogloss:1.33864
[36m(train_xgb_ray_tune pid=1476170)[0m [107]	train-mlogloss:0.89480	validation-mlogloss:0.86729
[36m(train_xgb_ray_tune pid=1476168)[0m [186]	train-mlogloss:0.96778	validation-mlogloss:0.94617
[36m(train_xgb_ray_tune pid=1476161)[0m [204]	train-mlogloss:0.86548	validation-mlogloss:0.83331
[36m(train_xgb_ray_tune pid=1476166)[0m [164]	train-mlogloss:0.70836	validation-mlogloss:0.66670
[36m(train_xgb_ray_tune pid=1476167)[0m [138]	train-mlogloss:0.86902	validation-mlogloss:0.83867
[36m(train_xgb_ray_tune pid=1476169)[0m [115]	train-mlogloss:0.79938	validation-mlogloss:0.76831
[36m(train_xgb_ray_tune pid=1476159)[0m [137]	train-mlogloss:1.03683	validation-mlogloss:1.01917
[36m(train_xgb_ray_tune pid=1476157)[0m [125]	train-mlogloss:0.77010	validation-mlogloss:0.73074
[36m(train_xgb_ray_tune pid=1476142)[0m [199]	train-mlogloss:0.83296	validation-mlogloss:0.80078
[36m(train_xgb_ray_tune pid=1476160)[0m [96]	train-mlogloss:0.94197	validation-mlogloss:0.91825
[36m(train_xgb_ray_tune pid=1476162)[0m [201]	train-mlogloss:0.77931	validation-mlogloss:0.73696
[36m(train_xgb_ray_tune pid=1476171)[0m [127]	train-mlogloss:1.21037	validation-mlogloss:1.20050
[36m(train_xgb_ray_tune pid=1476144)[0m [154]	train-mlogloss:0.83242	validation-mlogloss:0.79721
[36m(train_xgb_ray_tune pid=1476156)[0m [194]	train-mlogloss:1.11008	validation-mlogloss:1.09597
[36m(train_xgb_ray_tune pid=1476143)[0m [113]	train-mlogloss:0.87687	validation-mlogloss:0.85438
[36m(train_xgb_ray_tune pid=1476150)[0m [144]	train-mlogloss:0.76131	validation-mlogloss:0.71968
[36m(train_xgb_ray_tune pid=1476164)[0m [141]	train-mlogloss:0.77069	validation-mlogloss:0.73195
[36m(train_xgb_ray_tune pid=1476165)[0m [194]	train-mlogloss:0.91118	validation-mlogloss:0.88679
[36m(train_xgb_ray_tune pid=1476158)[0m [163]	train-mlogloss:1.34171	validation-mlogloss:1.33847
[36m(train_xgb_ray_tune pid=1476158)[0m [164]	train-mlogloss:1.34154	validation-mlogloss:1.33828
[36m(train_xgb_ray_tune pid=1476170)[0m [108]	train-mlogloss:0.89254	validation-mlogloss:0.86481
[36m(train_xgb_ray_tune pid=1476168)[0m [187]	train-mlogloss:0.96699	validation-mlogloss:0.94534
[36m(train_xgb_ray_tune pid=1476161)[0m [205]	train-mlogloss:0.86524	validation-mlogloss:0.83302
[36m(train_xgb_ray_tune pid=1476166)[0m [165]	train-mlogloss:0.70749	validation-mlogloss:0.66569
[36m(train_xgb_ray_tune pid=1476167)[0m [139]	train-mlogloss:0.86738	validation-mlogloss:0.83688
[36m(train_xgb_ray_tune pid=1476169)[0m [116]	train-mlogloss:0.79721	validation-mlogloss:0.76590
[36m(train_xgb_ray_tune pid=1476159)[0m [138]	train-mlogloss:1.03520	validation-mlogloss:1.01743
[36m(train_xgb_ray_tune pid=1476157)[0m [126]	train-mlogloss:0.76831	validation-mlogloss:0.72877
[36m(train_xgb_ray_tune pid=1476142)[0m [200]	train-mlogloss:0.83213	validation-mlogloss:0.79984
[36m(train_xgb_ray_tune pid=1476160)[0m [97]	train-mlogloss:0.93937	validation-mlogloss:0.91561
[36m(train_xgb_ray_tune pid=1476163)[0m [137]	train-mlogloss:1.20578	validation-mlogloss:1.19336
[36m(train_xgb_ray_tune pid=1476171)[0m [128]	train-mlogloss:1.20940	validation-mlogloss:1.19945
[36m(train_xgb_ray_tune pid=1476144)[0m [155]	train-mlogloss:0.83088	validation-mlogloss:0.79552
[36m(train_xgb_ray_tune pid=1476156)[0m [195]	train-mlogloss:1.10924	validation-mlogloss:1.09506
[36m(train_xgb_ray_tune pid=1476143)[0m [114]	train-mlogloss:0.87456	validation-mlogloss:0.85198
[36m(train_xgb_ray_tune pid=1476165)[0m [195]	train-mlogloss:0.90989	validation-mlogloss:0.88538
[36m(train_xgb_ray_tune pid=1476158)[0m [165]	train-mlogloss:1.34138	validation-mlogloss:1.33811
[36m(train_xgb_ray_tune pid=1476170)[0m [109]	train-mlogloss:0.89024	validation-mlogloss:0.86235
[36m(train_xgb_ray_tune pid=1476168)[0m [188]	train-mlogloss:0.96620	validation-mlogloss:0.94447
[36m(train_xgb_ray_tune pid=1476161)[0m [206]	train-mlogloss:0.86500	validation-mlogloss:0.83277
[36m(train_xgb_ray_tune pid=1476161)[0m [207]	train-mlogloss:0.86500	validation-mlogloss:0.83277
[36m(train_xgb_ray_tune pid=1476166)[0m [166]	train-mlogloss:0.70681	validation-mlogloss:0.66483
[36m(train_xgb_ray_tune pid=1476167)[0m [140]	train-mlogloss:0.86560	validation-mlogloss:0.83502
[36m(train_xgb_ray_tune pid=1476169)[0m [117]	train-mlogloss:0.79509	validation-mlogloss:0.76356
[36m(train_xgb_ray_tune pid=1476159)[0m [139]	train-mlogloss:1.03354	validation-mlogloss:1.01573
[36m(train_xgb_ray_tune pid=1476157)[0m [127]	train-mlogloss:0.76688	validation-mlogloss:0.72726
[36m(train_xgb_ray_tune pid=1476142)[0m [201]	train-mlogloss:0.83132	validation-mlogloss:0.79893
[36m(train_xgb_ray_tune pid=1476160)[0m [98]	train-mlogloss:0.93687	validation-mlogloss:0.91291
[36m(train_xgb_ray_tune pid=1476162)[0m [202]	train-mlogloss:0.77829	validation-mlogloss:0.73576
[36m(train_xgb_ray_tune pid=1476162)[0m [203]	train-mlogloss:0.77733	validation-mlogloss:0.73469
[36m(train_xgb_ray_tune pid=1476163)[0m [138]	train-mlogloss:1.20578	validation-mlogloss:1.19336
[36m(train_xgb_ray_tune pid=1476171)[0m [129]	train-mlogloss:1.20834	validation-mlogloss:1.19830
[36m(train_xgb_ray_tune pid=1476144)[0m [156]	train-mlogloss:0.82933	validation-mlogloss:0.79380
[36m(train_xgb_ray_tune pid=1476144)[0m [157]	train-mlogloss:0.82790	validation-mlogloss:0.79219
[36m(train_xgb_ray_tune pid=1476156)[0m [196]	train-mlogloss:1.10858	validation-mlogloss:1.09437
[36m(train_xgb_ray_tune pid=1476156)[0m [197]	train-mlogloss:1.10790	validation-mlogloss:1.09362
[36m(train_xgb_ray_tune pid=1476143)[0m [115]	train-mlogloss:0.87208	validation-mlogloss:0.84937
[36m(train_xgb_ray_tune pid=1476150)[0m [145]	train-mlogloss:0.75985	validation-mlogloss:0.71801
[36m(train_xgb_ray_tune pid=1476150)[0m [146]	train-mlogloss:0.75856	validation-mlogloss:0.71648
[36m(train_xgb_ray_tune pid=1476164)[0m [142]	train-mlogloss:0.76960	validation-mlogloss:0.73077
[36m(train_xgb_ray_tune pid=1476164)[0m [143]	train-mlogloss:0.76835	validation-mlogloss:0.72930
[36m(train_xgb_ray_tune pid=1476165)[0m [196]	train-mlogloss:0.90859	validation-mlogloss:0.88397
[36m(train_xgb_ray_tune pid=1476165)[0m [197]	train-mlogloss:0.90736	validation-mlogloss:0.88271
[36m(train_xgb_ray_tune pid=1476158)[0m [166]	train-mlogloss:1.34125	validation-mlogloss:1.33796
[36m(train_xgb_ray_tune pid=1476158)[0m [167]	train-mlogloss:1.34100	validation-mlogloss:1.33770
[36m(train_xgb_ray_tune pid=1476170)[0m [110]	train-mlogloss:0.88800	validation-mlogloss:0.85994
[36m(train_xgb_ray_tune pid=1476168)[0m [189]	train-mlogloss:0.96541	validation-mlogloss:0.94365
[36m(train_xgb_ray_tune pid=1476168)[0m [190]	train-mlogloss:0.96459	validation-mlogloss:0.94276
[36m(train_xgb_ray_tune pid=1476161)[0m [208]	train-mlogloss:0.86460	validation-mlogloss:0.83228
[36m(train_xgb_ray_tune pid=1476161)[0m [209]	train-mlogloss:0.86436	validation-mlogloss:0.83200
[36m(train_xgb_ray_tune pid=1476166)[0m [167]	train-mlogloss:0.70600	validation-mlogloss:0.66390
[36m(train_xgb_ray_tune pid=1476166)[0m [168]	train-mlogloss:0.70544	validation-mlogloss:0.66326
[36m(train_xgb_ray_tune pid=1476167)[0m [141]	train-mlogloss:0.86393	validation-mlogloss:0.83326
[36m(train_xgb_ray_tune pid=1476167)[0m [142]	train-mlogloss:0.86233	validation-mlogloss:0.83142
[36m(train_xgb_ray_tune pid=1476169)[0m [118]	train-mlogloss:0.79315	validation-mlogloss:0.76143
[36m(train_xgb_ray_tune pid=1476159)[0m [140]	train-mlogloss:1.03190	validation-mlogloss:1.01401
[36m(train_xgb_ray_tune pid=1476159)[0m [141]	train-mlogloss:1.03032	validation-mlogloss:1.01235
[36m(train_xgb_ray_tune pid=1476157)[0m [128]	train-mlogloss:0.76518	validation-mlogloss:0.72543
[36m(train_xgb_ray_tune pid=1476142)[0m [202]	train-mlogloss:0.83042	validation-mlogloss:0.79792
[36m(train_xgb_ray_tune pid=1476160)[0m [99]	train-mlogloss:0.93436	validation-mlogloss:0.91026
[36m(train_xgb_ray_tune pid=1476160)[0m [100]	train-mlogloss:0.93182	validation-mlogloss:0.90744
[36m(train_xgb_ray_tune pid=1476163)[0m [139]	train-mlogloss:1.20578	validation-mlogloss:1.19336
[36m(train_xgb_ray_tune pid=1476163)[0m [140]	train-mlogloss:1.20578	validation-mlogloss:1.19336
[36m(train_xgb_ray_tune pid=1476171)[0m [130]	train-mlogloss:1.20755	validation-mlogloss:1.19749
[36m(train_xgb_ray_tune pid=1476144)[0m [158]	train-mlogloss:0.82650	validation-mlogloss:0.79071
[36m(train_xgb_ray_tune pid=1476156)[0m [198]	train-mlogloss:1.10708	validation-mlogloss:1.09277
[36m(train_xgb_ray_tune pid=1476143)[0m [116]	train-mlogloss:0.86977	validation-mlogloss:0.84704
[36m(train_xgb_ray_tune pid=1476150)[0m [147]	train-mlogloss:0.75735	validation-mlogloss:0.71511
[36m(train_xgb_ray_tune pid=1476164)[0m [144]	train-mlogloss:0.76700	validation-mlogloss:0.72774
[36m(train_xgb_ray_tune pid=1476165)[0m [198]	train-mlogloss:0.90611	validation-mlogloss:0.88134
[36m(train_xgb_ray_tune pid=1476158)[0m [168]	train-mlogloss:1.34075	validation-mlogloss:1.33743
[36m(train_xgb_ray_tune pid=1476170)[0m [111]	train-mlogloss:0.88583	validation-mlogloss:0.85756
[36m(train_xgb_ray_tune pid=1476168)[0m [191]	train-mlogloss:0.96379	validation-mlogloss:0.94189
[36m(train_xgb_ray_tune pid=1476161)[0m [210]	train-mlogloss:0.86436	validation-mlogloss:0.83200
[36m(train_xgb_ray_tune pid=1476166)[0m [169]	train-mlogloss:0.70460	validation-mlogloss:0.66223
[36m(train_xgb_ray_tune pid=1476169)[0m [119]	train-mlogloss:0.79130	validation-mlogloss:0.75932
[36m(train_xgb_ray_tune pid=1476159)[0m [142]	train-mlogloss:1.02878	validation-mlogloss:1.01072
[36m(train_xgb_ray_tune pid=1476157)[0m [129]	train-mlogloss:0.76324	validation-mlogloss:0.72331
[36m(train_xgb_ray_tune pid=1476142)[0m [203]	train-mlogloss:0.82967	validation-mlogloss:0.79709
[36m(train_xgb_ray_tune pid=1476142)[0m [204]	train-mlogloss:0.82906	validation-mlogloss:0.79641
[36m(train_xgb_ray_tune pid=1476160)[0m [101]	train-mlogloss:0.92933	validation-mlogloss:0.90489
[36m(train_xgb_ray_tune pid=1476160)[0m [102]	train-mlogloss:0.92683	validation-mlogloss:0.90225
[36m(train_xgb_ray_tune pid=1476162)[0m [204]	train-mlogloss:0.77635	validation-mlogloss:0.73361
[36m(train_xgb_ray_tune pid=1476162)[0m [205]	train-mlogloss:0.77555	validation-mlogloss:0.73279
[36m(train_xgb_ray_tune pid=1476163)[0m [141]	train-mlogloss:1.20578	validation-mlogloss:1.19336
[36m(train_xgb_ray_tune pid=1476163)[0m [142]	train-mlogloss:1.20537	validation-mlogloss:1.19290
[36m(train_xgb_ray_tune pid=1476163)[0m [143]	train-mlogloss:1.20537	validation-mlogloss:1.19290
[36m(train_xgb_ray_tune pid=1476171)[0m [131]	train-mlogloss:1.20642	validation-mlogloss:1.19630
[36m(train_xgb_ray_tune pid=1476171)[0m [132]	train-mlogloss:1.20530	validation-mlogloss:1.19514
[36m(train_xgb_ray_tune pid=1476144)[0m [159]	train-mlogloss:0.82517	validation-mlogloss:0.78928
[36m(train_xgb_ray_tune pid=1476144)[0m [160]	train-mlogloss:0.82364	validation-mlogloss:0.78756
[36m(train_xgb_ray_tune pid=1476156)[0m [199]	train-mlogloss:1.10637	validation-mlogloss:1.09200
[36m(train_xgb_ray_tune pid=1476156)[0m [200]	train-mlogloss:1.10556	validation-mlogloss:1.09116
[36m(train_xgb_ray_tune pid=1476156)[0m [201]	train-mlogloss:1.10485	validation-mlogloss:1.09038
[36m(train_xgb_ray_tune pid=1476143)[0m [117]	train-mlogloss:0.86749	validation-mlogloss:0.84461
[36m(train_xgb_ray_tune pid=1476150)[0m [148]	train-mlogloss:0.75608	validation-mlogloss:0.71368
[36m(train_xgb_ray_tune pid=1476150)[0m [149]	train-mlogloss:0.75468	validation-mlogloss:0.71225
[36m(train_xgb_ray_tune pid=1476164)[0m [145]	train-mlogloss:0.76591	validation-mlogloss:0.72642
[36m(train_xgb_ray_tune pid=1476164)[0m [146]	train-mlogloss:0.76487	validation-mlogloss:0.72516
[36m(train_xgb_ray_tune pid=1476165)[0m [199]	train-mlogloss:0.90488	validation-mlogloss:0.88004
[36m(train_xgb_ray_tune pid=1476165)[0m [200]	train-mlogloss:0.90359	validation-mlogloss:0.87865
[36m(train_xgb_ray_tune pid=1476158)[0m [169]	train-mlogloss:1.34054	validation-mlogloss:1.33720
[36m(train_xgb_ray_tune pid=1476158)[0m [170]	train-mlogloss:1.34028	validation-mlogloss:1.33693
[36m(train_xgb_ray_tune pid=1476170)[0m [112]	train-mlogloss:0.88374	validation-mlogloss:0.85525
[36m(train_xgb_ray_tune pid=1476170)[0m [113]	train-mlogloss:0.88170	validation-mlogloss:0.85306
[36m(train_xgb_ray_tune pid=1476168)[0m [192]	train-mlogloss:0.96299	validation-mlogloss:0.94102
[36m(train_xgb_ray_tune pid=1476168)[0m [193]	train-mlogloss:0.96221	validation-mlogloss:0.94016
[36m(train_xgb_ray_tune pid=1476161)[0m [211]	train-mlogloss:0.86436	validation-mlogloss:0.83200
[36m(train_xgb_ray_tune pid=1476161)[0m [212]	train-mlogloss:0.86412	validation-mlogloss:0.83175
[36m(train_xgb_ray_tune pid=1476161)[0m [213]	train-mlogloss:0.86388	validation-mlogloss:0.83146
[36m(train_xgb_ray_tune pid=1476161)[0m [214]	train-mlogloss:0.86388	validation-mlogloss:0.83146
[36m(train_xgb_ray_tune pid=1476166)[0m [170]	train-mlogloss:0.70381	validation-mlogloss:0.66124
[36m(train_xgb_ray_tune pid=1476166)[0m [171]	train-mlogloss:0.70312	validation-mlogloss:0.66047
[36m(train_xgb_ray_tune pid=1476166)[0m [172]	train-mlogloss:0.70262	validation-mlogloss:0.65989
[36m(train_xgb_ray_tune pid=1476167)[0m [143]	train-mlogloss:0.86066	validation-mlogloss:0.82967
[36m(train_xgb_ray_tune pid=1476167)[0m [144]	train-mlogloss:0.85899	validation-mlogloss:0.82798
[36m(train_xgb_ray_tune pid=1476169)[0m [120]	train-mlogloss:0.78929	validation-mlogloss:0.75700
[36m(train_xgb_ray_tune pid=1476169)[0m [121]	train-mlogloss:0.78719	validation-mlogloss:0.75458
[36m(train_xgb_ray_tune pid=1476159)[0m [143]	train-mlogloss:1.02720	validation-mlogloss:1.00903
[36m(train_xgb_ray_tune pid=1476159)[0m [144]	train-mlogloss:1.02555	validation-mlogloss:1.00734
[36m(train_xgb_ray_tune pid=1476157)[0m [130]	train-mlogloss:0.76172	validation-mlogloss:0.72157
[36m(train_xgb_ray_tune pid=1476157)[0m [131]	train-mlogloss:0.75990	validation-mlogloss:0.71951
[36m(train_xgb_ray_tune pid=1476142)[0m [205]	train-mlogloss:0.82848	validation-mlogloss:0.79580
[36m(train_xgb_ray_tune pid=1476142)[0m [206]	train-mlogloss:0.82790	validation-mlogloss:0.79518
[36m(train_xgb_ray_tune pid=1476160)[0m [103]	train-mlogloss:0.92446	validation-mlogloss:0.89971
[36m(train_xgb_ray_tune pid=1476160)[0m [104]	train-mlogloss:0.92218	validation-mlogloss:0.89719
[36m(train_xgb_ray_tune pid=1476162)[0m [206]	train-mlogloss:0.77465	validation-mlogloss:0.73179
[36m(train_xgb_ray_tune pid=1476163)[0m [144]	train-mlogloss:1.20537	validation-mlogloss:1.19290
[36m(train_xgb_ray_tune pid=1476163)[0m [145]	train-mlogloss:1.20474	validation-mlogloss:1.19223
[36m(train_xgb_ray_tune pid=1476171)[0m [133]	train-mlogloss:1.20426	validation-mlogloss:1.19400
[36m(train_xgb_ray_tune pid=1476171)[0m [134]	train-mlogloss:1.20342	validation-mlogloss:1.19312
[36m(train_xgb_ray_tune pid=1476144)[0m [161]	train-mlogloss:0.82228	validation-mlogloss:0.78606
[36m(train_xgb_ray_tune pid=1476144)[0m [162]	train-mlogloss:0.82096	validation-mlogloss:0.78461
[36m(train_xgb_ray_tune pid=1476156)[0m [202]	train-mlogloss:1.10408	validation-mlogloss:1.08958
[36m(train_xgb_ray_tune pid=1476156)[0m [203]	train-mlogloss:1.10328	validation-mlogloss:1.08875
[36m(train_xgb_ray_tune pid=1476143)[0m [118]	train-mlogloss:0.86523	validation-mlogloss:0.84226
[36m(train_xgb_ray_tune pid=1476143)[0m [119]	train-mlogloss:0.86307	validation-mlogloss:0.84001
[36m(train_xgb_ray_tune pid=1476150)[0m [150]	train-mlogloss:0.75336	validation-mlogloss:0.71090
[36m(train_xgb_ray_tune pid=1476164)[0m [147]	train-mlogloss:0.76381	validation-mlogloss:0.72406
[36m(train_xgb_ray_tune pid=1476164)[0m [148]	train-mlogloss:0.76249	validation-mlogloss:0.72250
[36m(train_xgb_ray_tune pid=1476165)[0m [201]	train-mlogloss:0.90232	validation-mlogloss:0.87723
[36m(train_xgb_ray_tune pid=1476158)[0m [171]	train-mlogloss:1.34008	validation-mlogloss:1.33671
[36m(train_xgb_ray_tune pid=1476158)[0m [172]	train-mlogloss:1.33983	validation-mlogloss:1.33645
[36m(train_xgb_ray_tune pid=1476170)[0m [114]	train-mlogloss:0.87950	validation-mlogloss:0.85067
[36m(train_xgb_ray_tune pid=1476168)[0m [194]	train-mlogloss:0.96148	validation-mlogloss:0.93936
[36m(train_xgb_ray_tune pid=1476168)[0m [195]	train-mlogloss:0.96071	validation-mlogloss:0.93855
[36m(train_xgb_ray_tune pid=1476161)[0m [215]	train-mlogloss:0.86388	validation-mlogloss:0.83146
[36m(train_xgb_ray_tune pid=1476161)[0m [216]	train-mlogloss:0.86388	validation-mlogloss:0.83146
[36m(train_xgb_ray_tune pid=1476166)[0m [173]	train-mlogloss:0.70188	validation-mlogloss:0.65907
[36m(train_xgb_ray_tune pid=1476169)[0m [122]	train-mlogloss:0.78497	validation-mlogloss:0.75210
[36m(train_xgb_ray_tune pid=1476159)[0m [145]	train-mlogloss:1.02396	validation-mlogloss:1.00567
[36m(train_xgb_ray_tune pid=1476142)[0m [207]	train-mlogloss:0.82731	validation-mlogloss:0.79456
[36m(train_xgb_ray_tune pid=1476162)[0m [207]	train-mlogloss:0.77345	validation-mlogloss:0.73048
[36m(train_xgb_ray_tune pid=1476163)[0m [146]	train-mlogloss:1.20474	validation-mlogloss:1.19223
[36m(train_xgb_ray_tune pid=1476163)[0m [147]	train-mlogloss:1.20474	validation-mlogloss:1.19223
[36m(train_xgb_ray_tune pid=1476156)[0m [204]	train-mlogloss:1.10258	validation-mlogloss:1.08799
[36m(train_xgb_ray_tune pid=1476143)[0m [120]	train-mlogloss:0.86091	validation-mlogloss:0.83773
[36m(train_xgb_ray_tune pid=1476150)[0m [151]	train-mlogloss:0.75172	validation-mlogloss:0.70915
[36m(train_xgb_ray_tune pid=1476164)[0m [149]	train-mlogloss:0.76144	validation-mlogloss:0.72137
[36m(train_xgb_ray_tune pid=1476165)[0m [202]	train-mlogloss:0.90107	validation-mlogloss:0.87588
[36m(train_xgb_ray_tune pid=1476158)[0m [173]	train-mlogloss:1.33968	validation-mlogloss:1.33628
[36m(train_xgb_ray_tune pid=1476170)[0m [115]	train-mlogloss:0.87744	validation-mlogloss:0.84844
[36m(train_xgb_ray_tune pid=1476168)[0m [196]	train-mlogloss:0.95994	validation-mlogloss:0.93775
[36m(train_xgb_ray_tune pid=1476161)[0m [217]	train-mlogloss:0.86388	validation-mlogloss:0.83146
[36m(train_xgb_ray_tune pid=1476166)[0m [174]	train-mlogloss:0.70105	validation-mlogloss:0.65809
[36m(train_xgb_ray_tune pid=1476167)[0m [145]	train-mlogloss:0.85747	validation-mlogloss:0.82632
[36m(train_xgb_ray_tune pid=1476169)[0m [123]	train-mlogloss:0.78301	validation-mlogloss:0.74986
[36m(train_xgb_ray_tune pid=1476159)[0m [146]	train-mlogloss:1.02239	validation-mlogloss:1.00406
[36m(train_xgb_ray_tune pid=1476157)[0m [132]	train-mlogloss:0.75840	validation-mlogloss:0.71781
[36m(train_xgb_ray_tune pid=1476142)[0m [208]	train-mlogloss:0.82673	validation-mlogloss:0.79392
[36m(train_xgb_ray_tune pid=1476142)[0m [209]	train-mlogloss:0.82613	validation-mlogloss:0.79320
[36m(train_xgb_ray_tune pid=1476160)[0m [105]	train-mlogloss:0.91979	validation-mlogloss:0.89481
[36m(train_xgb_ray_tune pid=1476160)[0m [106]	train-mlogloss:0.91740	validation-mlogloss:0.89217
[36m(train_xgb_ray_tune pid=1476162)[0m [208]	train-mlogloss:0.77255	validation-mlogloss:0.72941
[36m(train_xgb_ray_tune pid=1476163)[0m [148]	train-mlogloss:1.20413	validation-mlogloss:1.19158
[36m(train_xgb_ray_tune pid=1476163)[0m [149]	train-mlogloss:1.20413	validation-mlogloss:1.19158
[36m(train_xgb_ray_tune pid=1476163)[0m [150]	train-mlogloss:1.20413	validation-mlogloss:1.19158
[36m(train_xgb_ray_tune pid=1476171)[0m [135]	train-mlogloss:1.20237	validation-mlogloss:1.19202
[36m(train_xgb_ray_tune pid=1476171)[0m [136]	train-mlogloss:1.20128	validation-mlogloss:1.19086
[36m(train_xgb_ray_tune pid=1476171)[0m [137]	train-mlogloss:1.20026	validation-mlogloss:1.18981
[36m(train_xgb_ray_tune pid=1476144)[0m [163]	train-mlogloss:0.81963	validation-mlogloss:0.78317
[36m(train_xgb_ray_tune pid=1476144)[0m [164]	train-mlogloss:0.81826	validation-mlogloss:0.78171
[36m(train_xgb_ray_tune pid=1476144)[0m [165]	train-mlogloss:0.81685	validation-mlogloss:0.78016
[36m(train_xgb_ray_tune pid=1476156)[0m [205]	train-mlogloss:1.10184	validation-mlogloss:1.08727
[36m(train_xgb_ray_tune pid=1476156)[0m [206]	train-mlogloss:1.10107	validation-mlogloss:1.08650
[36m(train_xgb_ray_tune pid=1476156)[0m [207]	train-mlogloss:1.10028	validation-mlogloss:1.08570
[36m(train_xgb_ray_tune pid=1476143)[0m [121]	train-mlogloss:0.85867	validation-mlogloss:0.83528
[36m(train_xgb_ray_tune pid=1476143)[0m [122]	train-mlogloss:0.85653	validation-mlogloss:0.83307
[36m(train_xgb_ray_tune pid=1476150)[0m [152]	train-mlogloss:0.75045	validation-mlogloss:0.70775
[36m(train_xgb_ray_tune pid=1476150)[0m [153]	train-mlogloss:0.74916	validation-mlogloss:0.70646
[36m(train_xgb_ray_tune pid=1476150)[0m [154]	train-mlogloss:0.74794	validation-mlogloss:0.70501
[36m(train_xgb_ray_tune pid=1476164)[0m [150]	train-mlogloss:0.76027	validation-mlogloss:0.72009
[36m(train_xgb_ray_tune pid=1476164)[0m [151]	train-mlogloss:0.75931	validation-mlogloss:0.71891
[36m(train_xgb_ray_tune pid=1476165)[0m [203]	train-mlogloss:0.89979	validation-mlogloss:0.87448
[36m(train_xgb_ray_tune pid=1476165)[0m [204]	train-mlogloss:0.89853	validation-mlogloss:0.87317
[36m(train_xgb_ray_tune pid=1476165)[0m [205]	train-mlogloss:0.89731	validation-mlogloss:0.87188
[36m(train_xgb_ray_tune pid=1476158)[0m [174]	train-mlogloss:1.33953	validation-mlogloss:1.33611
[36m(train_xgb_ray_tune pid=1476158)[0m [175]	train-mlogloss:1.33927	validation-mlogloss:1.33584
[36m(train_xgb_ray_tune pid=1476158)[0m [176]	train-mlogloss:1.33913	validation-mlogloss:1.33569
[36m(train_xgb_ray_tune pid=1476170)[0m [116]	train-mlogloss:0.87539	validation-mlogloss:0.84617
[36m(train_xgb_ray_tune pid=1476170)[0m [117]	train-mlogloss:0.87346	validation-mlogloss:0.84410
[36m(train_xgb_ray_tune pid=1476168)[0m [197]	train-mlogloss:0.95918	validation-mlogloss:0.93701
[36m(train_xgb_ray_tune pid=1476168)[0m [198]	train-mlogloss:0.95842	validation-mlogloss:0.93621
[36m(train_xgb_ray_tune pid=1476168)[0m [199]	train-mlogloss:0.95765	validation-mlogloss:0.93536
[36m(train_xgb_ray_tune pid=1476161)[0m [218]	train-mlogloss:0.86388	validation-mlogloss:0.83146
[36m(train_xgb_ray_tune pid=1476161)[0m [219]	train-mlogloss:0.86364	validation-mlogloss:0.83118
[36m(train_xgb_ray_tune pid=1476161)[0m [220]	train-mlogloss:0.86364	validation-mlogloss:0.83118
[36m(train_xgb_ray_tune pid=1476166)[0m [175]	train-mlogloss:0.70030	validation-mlogloss:0.65716
[36m(train_xgb_ray_tune pid=1476166)[0m [176]	train-mlogloss:0.69978	validation-mlogloss:0.65653
[36m(train_xgb_ray_tune pid=1476166)[0m [177]	train-mlogloss:0.69908	validation-mlogloss:0.65573
[36m(train_xgb_ray_tune pid=1476167)[0m [146]	train-mlogloss:0.85586	validation-mlogloss:0.82452
[36m(train_xgb_ray_tune pid=1476167)[0m [147]	train-mlogloss:0.85423	validation-mlogloss:0.82272
[36m(train_xgb_ray_tune pid=1476169)[0m [124]	train-mlogloss:0.78141	validation-mlogloss:0.74806
[36m(train_xgb_ray_tune pid=1476169)[0m [125]	train-mlogloss:0.77968	validation-mlogloss:0.74611
[36m(train_xgb_ray_tune pid=1476159)[0m [147]	train-mlogloss:1.02083	validation-mlogloss:1.00244
[36m(train_xgb_ray_tune pid=1476159)[0m [148]	train-mlogloss:1.01940	validation-mlogloss:1.00086
[36m(train_xgb_ray_tune pid=1476157)[0m [133]	train-mlogloss:0.75670	validation-mlogloss:0.71583
[36m(train_xgb_ray_tune pid=1476157)[0m [134]	train-mlogloss:0.75509	validation-mlogloss:0.71402
[36m(train_xgb_ray_tune pid=1476142)[0m [210]	train-mlogloss:0.82550	validation-mlogloss:0.79252
[36m(train_xgb_ray_tune pid=1476142)[0m [211]	train-mlogloss:0.82487	validation-mlogloss:0.79180
[36m(train_xgb_ray_tune pid=1476160)[0m [107]	train-mlogloss:0.91509	validation-mlogloss:0.88971
[36m(train_xgb_ray_tune pid=1476160)[0m [108]	train-mlogloss:0.91271	validation-mlogloss:0.88716
[36m(train_xgb_ray_tune pid=1476162)[0m [209]	train-mlogloss:0.77164	validation-mlogloss:0.72843
[36m(train_xgb_ray_tune pid=1476163)[0m [151]	train-mlogloss:1.20413	validation-mlogloss:1.19158
[36m(train_xgb_ray_tune pid=1476163)[0m [152]	train-mlogloss:1.20413	validation-mlogloss:1.19158
[36m(train_xgb_ray_tune pid=1476171)[0m [138]	train-mlogloss:1.19917	validation-mlogloss:1.18866
[36m(train_xgb_ray_tune pid=1476144)[0m [166]	train-mlogloss:0.81544	validation-mlogloss:0.77865
[36m(train_xgb_ray_tune pid=1476156)[0m [208]	train-mlogloss:1.09948	validation-mlogloss:1.08483
[36m(train_xgb_ray_tune pid=1476150)[0m [155]	train-mlogloss:0.74670	validation-mlogloss:0.70361
[36m(train_xgb_ray_tune pid=1476164)[0m [152]	train-mlogloss:0.75842	validation-mlogloss:0.71791
[36m(train_xgb_ray_tune pid=1476165)[0m [206]	train-mlogloss:0.89609	validation-mlogloss:0.87057
[36m(train_xgb_ray_tune pid=1476158)[0m [177]	train-mlogloss:1.33891	validation-mlogloss:1.33545
[36m(train_xgb_ray_tune pid=1476170)[0m [118]	train-mlogloss:0.87145	validation-mlogloss:0.84188
[36m(train_xgb_ray_tune pid=1476168)[0m [200]	train-mlogloss:0.95699	validation-mlogloss:0.93468
[36m(train_xgb_ray_tune pid=1476161)[0m [221]	train-mlogloss:0.86310	validation-mlogloss:0.83059
[36m(train_xgb_ray_tune pid=1476166)[0m [178]	train-mlogloss:0.69853	validation-mlogloss:0.65504
[36m(train_xgb_ray_tune pid=1476169)[0m [126]	train-mlogloss:0.77770	validation-mlogloss:0.74396
[36m(train_xgb_ray_tune pid=1476159)[0m [149]	train-mlogloss:1.01782	validation-mlogloss:0.99921
[36m(train_xgb_ray_tune pid=1476159)[0m [150]	train-mlogloss:1.01626	validation-mlogloss:0.99755
[36m(train_xgb_ray_tune pid=1476157)[0m [135]	train-mlogloss:0.75359	validation-mlogloss:0.71238
[36m(train_xgb_ray_tune pid=1476142)[0m [212]	train-mlogloss:0.82428	validation-mlogloss:0.79116
[36m(train_xgb_ray_tune pid=1476142)[0m [213]	train-mlogloss:0.82371	validation-mlogloss:0.79053
[36m(train_xgb_ray_tune pid=1476160)[0m [109]	train-mlogloss:0.91035	validation-mlogloss:0.88468
[36m(train_xgb_ray_tune pid=1476162)[0m [210]	train-mlogloss:0.77083	validation-mlogloss:0.72754
[36m(train_xgb_ray_tune pid=1476163)[0m [153]	train-mlogloss:1.20354	validation-mlogloss:1.19094
[36m(train_xgb_ray_tune pid=1476163)[0m [154]	train-mlogloss:1.20354	validation-mlogloss:1.19094
[36m(train_xgb_ray_tune pid=1476171)[0m [139]	train-mlogloss:1.19813	validation-mlogloss:1.18754
[36m(train_xgb_ray_tune pid=1476144)[0m [167]	train-mlogloss:0.81409	validation-mlogloss:0.77717
[36m(train_xgb_ray_tune pid=1476144)[0m [168]	train-mlogloss:0.81270	validation-mlogloss:0.77559
[36m(train_xgb_ray_tune pid=1476156)[0m [209]	train-mlogloss:1.09869	validation-mlogloss:1.08401
[36m(train_xgb_ray_tune pid=1476156)[0m [210]	train-mlogloss:1.09793	validation-mlogloss:1.08325
[36m(train_xgb_ray_tune pid=1476143)[0m [123]	train-mlogloss:0.85437	validation-mlogloss:0.83080
[36m(train_xgb_ray_tune pid=1476150)[0m [156]	train-mlogloss:0.74555	validation-mlogloss:0.70226
[36m(train_xgb_ray_tune pid=1476164)[0m [153]	train-mlogloss:0.75725	validation-mlogloss:0.71657
[36m(train_xgb_ray_tune pid=1476164)[0m [154]	train-mlogloss:0.75626	validation-mlogloss:0.71556
[36m(train_xgb_ray_tune pid=1476165)[0m [207]	train-mlogloss:0.89488	validation-mlogloss:0.86929
[36m(train_xgb_ray_tune pid=1476158)[0m [178]	train-mlogloss:1.33867	validation-mlogloss:1.33520
[36m(train_xgb_ray_tune pid=1476170)[0m [119]	train-mlogloss:0.86941	validation-mlogloss:0.83975
[36m(train_xgb_ray_tune pid=1476168)[0m [201]	train-mlogloss:0.95631	validation-mlogloss:0.93394
[36m(train_xgb_ray_tune pid=1476161)[0m [222]	train-mlogloss:0.86286	validation-mlogloss:0.83029
[36m(train_xgb_ray_tune pid=1476161)[0m [223]	train-mlogloss:0.86230	validation-mlogloss:0.82968
[36m(train_xgb_ray_tune pid=1476166)[0m [179]	train-mlogloss:0.69787	validation-mlogloss:0.65428
[36m(train_xgb_ray_tune pid=1476167)[0m [148]	train-mlogloss:0.85268	validation-mlogloss:0.82109
[36m(train_xgb_ray_tune pid=1476169)[0m [127]	train-mlogloss:0.77583	validation-mlogloss:0.74185
[36m(train_xgb_ray_tune pid=1476159)[0m [151]	train-mlogloss:1.01475	validation-mlogloss:0.99599
[36m(train_xgb_ray_tune pid=1476157)[0m [136]	train-mlogloss:0.75205	validation-mlogloss:0.71077
[36m(train_xgb_ray_tune pid=1476142)[0m [214]	train-mlogloss:0.82316	validation-mlogloss:0.78993
[36m(train_xgb_ray_tune pid=1476160)[0m [110]	train-mlogloss:0.90812	validation-mlogloss:0.88235
[36m(train_xgb_ray_tune pid=1476162)[0m [211]	train-mlogloss:0.76976	validation-mlogloss:0.72628
[36m(train_xgb_ray_tune pid=1476163)[0m [155]	train-mlogloss:1.20354	validation-mlogloss:1.19094
[36m(train_xgb_ray_tune pid=1476163)[0m [156]	train-mlogloss:1.20316	validation-mlogloss:1.19052
[36m(train_xgb_ray_tune pid=1476171)[0m [140]	train-mlogloss:1.19724	validation-mlogloss:1.18658
[36m(train_xgb_ray_tune pid=1476144)[0m [169]	train-mlogloss:0.81144	validation-mlogloss:0.77424
[36m(train_xgb_ray_tune pid=1476156)[0m [211]	train-mlogloss:1.09715	validation-mlogloss:1.08240
[36m(train_xgb_ray_tune pid=1476156)[0m [212]	train-mlogloss:1.09651	validation-mlogloss:1.08174
[36m(train_xgb_ray_tune pid=1476143)[0m [124]	train-mlogloss:0.85224	validation-mlogloss:0.82854
[36m(train_xgb_ray_tune pid=1476150)[0m [157]	train-mlogloss:0.74433	validation-mlogloss:0.70093
[36m(train_xgb_ray_tune pid=1476164)[0m [155]	train-mlogloss:0.75551	validation-mlogloss:0.71462
[36m(train_xgb_ray_tune pid=1476164)[0m [156]	train-mlogloss:0.75432	validation-mlogloss:0.71329
[36m(train_xgb_ray_tune pid=1476165)[0m [208]	train-mlogloss:0.89364	validation-mlogloss:0.86796
[36m(train_xgb_ray_tune pid=1476165)[0m [209]	train-mlogloss:0.89244	validation-mlogloss:0.86669
[36m(train_xgb_ray_tune pid=1476165)[0m [210]	train-mlogloss:0.89130	validation-mlogloss:0.86545
[36m(train_xgb_ray_tune pid=1476158)[0m [179]	train-mlogloss:1.33841	validation-mlogloss:1.33493
[36m(train_xgb_ray_tune pid=1476158)[0m [180]	train-mlogloss:1.33816	validation-mlogloss:1.33467
[36m(train_xgb_ray_tune pid=1476158)[0m [181]	train-mlogloss:1.33798	validation-mlogloss:1.33446
[36m(train_xgb_ray_tune pid=1476170)[0m [120]	train-mlogloss:0.86748	validation-mlogloss:0.83763
[36m(train_xgb_ray_tune pid=1476170)[0m [121]	train-mlogloss:0.86562	validation-mlogloss:0.83562
[36m(train_xgb_ray_tune pid=1476168)[0m [202]	train-mlogloss:0.95563	validation-mlogloss:0.93320
[36m(train_xgb_ray_tune pid=1476168)[0m [203]	train-mlogloss:0.95493	validation-mlogloss:0.93245
[36m(train_xgb_ray_tune pid=1476161)[0m [224]	train-mlogloss:0.86230	validation-mlogloss:0.82968
[36m(train_xgb_ray_tune pid=1476161)[0m [225]	train-mlogloss:0.86230	validation-mlogloss:0.82968
[36m(train_xgb_ray_tune pid=1476161)[0m [226]	train-mlogloss:0.86230	validation-mlogloss:0.82968
[36m(train_xgb_ray_tune pid=1476166)[0m [180]	train-mlogloss:0.69722	validation-mlogloss:0.65352
[36m(train_xgb_ray_tune pid=1476166)[0m [181]	train-mlogloss:0.69681	validation-mlogloss:0.65305
[36m(train_xgb_ray_tune pid=1476166)[0m [182]	train-mlogloss:0.69616	validation-mlogloss:0.65231
[36m(train_xgb_ray_tune pid=1476167)[0m [149]	train-mlogloss:0.85110	validation-mlogloss:0.81942
[36m(train_xgb_ray_tune pid=1476169)[0m [128]	train-mlogloss:0.77396	validation-mlogloss:0.73971
[36m(train_xgb_ray_tune pid=1476169)[0m [129]	train-mlogloss:0.77226	validation-mlogloss:0.73785
[36m(train_xgb_ray_tune pid=1476159)[0m [152]	train-mlogloss:1.01322	validation-mlogloss:0.99436
[36m(train_xgb_ray_tune pid=1476159)[0m [153]	train-mlogloss:1.01170	validation-mlogloss:0.99287
[36m(train_xgb_ray_tune pid=1476157)[0m [137]	train-mlogloss:0.75072	validation-mlogloss:0.70928
[36m(train_xgb_ray_tune pid=1476157)[0m [138]	train-mlogloss:0.74923	validation-mlogloss:0.70757
[36m(train_xgb_ray_tune pid=1476142)[0m [215]	train-mlogloss:0.82258	validation-mlogloss:0.78924
[36m(train_xgb_ray_tune pid=1476160)[0m [111]	train-mlogloss:0.90592	validation-mlogloss:0.87991
[36m(train_xgb_ray_tune pid=1476160)[0m [112]	train-mlogloss:0.90377	validation-mlogloss:0.87764
[36m(train_xgb_ray_tune pid=1476160)[0m [113]	train-mlogloss:0.90159	validation-mlogloss:0.87534
[36m(train_xgb_ray_tune pid=1476162)[0m [212]	train-mlogloss:0.76880	validation-mlogloss:0.72514
[36m(train_xgb_ray_tune pid=1476162)[0m [213]	train-mlogloss:0.76809	validation-mlogloss:0.72433
[36m(train_xgb_ray_tune pid=1476163)[0m [157]	train-mlogloss:1.20316	validation-mlogloss:1.19052
[36m(train_xgb_ray_tune pid=1476163)[0m [158]	train-mlogloss:1.20316	validation-mlogloss:1.19052
[36m(train_xgb_ray_tune pid=1476171)[0m [141]	train-mlogloss:1.19631	validation-mlogloss:1.18560
[36m(train_xgb_ray_tune pid=1476171)[0m [142]	train-mlogloss:1.19523	validation-mlogloss:1.18446
[36m(train_xgb_ray_tune pid=1476144)[0m [170]	train-mlogloss:0.81016	validation-mlogloss:0.77280
[36m(train_xgb_ray_tune pid=1476144)[0m [171]	train-mlogloss:0.80892	validation-mlogloss:0.77135
[36m(train_xgb_ray_tune pid=1476156)[0m [213]	train-mlogloss:1.09588	validation-mlogloss:1.08104
[36m(train_xgb_ray_tune pid=1476156)[0m [214]	train-mlogloss:1.09550	validation-mlogloss:1.08064
[36m(train_xgb_ray_tune pid=1476143)[0m [125]	train-mlogloss:0.85016	validation-mlogloss:0.82638
[36m(train_xgb_ray_tune pid=1476150)[0m [158]	train-mlogloss:0.74322	validation-mlogloss:0.69973
[36m(train_xgb_ray_tune pid=1476150)[0m [159]	train-mlogloss:0.74188	validation-mlogloss:0.69827
[36m(train_xgb_ray_tune pid=1476164)[0m [157]	train-mlogloss:0.75312	validation-mlogloss:0.71194
[36m(train_xgb_ray_tune pid=1476165)[0m [211]	train-mlogloss:0.89010	validation-mlogloss:0.86417
[36m(train_xgb_ray_tune pid=1476158)[0m [182]	train-mlogloss:1.33775	validation-mlogloss:1.33422
[36m(train_xgb_ray_tune pid=1476170)[0m [122]	train-mlogloss:0.86376	validation-mlogloss:0.83351
[36m(train_xgb_ray_tune pid=1476168)[0m [204]	train-mlogloss:0.95421	validation-mlogloss:0.93173
[36m(train_xgb_ray_tune pid=1476161)[0m [227]	train-mlogloss:0.86230	validation-mlogloss:0.82968
[36m(train_xgb_ray_tune pid=1476161)[0m [228]	train-mlogloss:0.86230	validation-mlogloss:0.82968
[36m(train_xgb_ray_tune pid=1476166)[0m [183]	train-mlogloss:0.69547	validation-mlogloss:0.65150
[36m(train_xgb_ray_tune pid=1476167)[0m [150]	train-mlogloss:0.84933	validation-mlogloss:0.81747
[36m(train_xgb_ray_tune pid=1476169)[0m [130]	train-mlogloss:0.77069	validation-mlogloss:0.73613
[36m(train_xgb_ray_tune pid=1476159)[0m [154]	train-mlogloss:1.01019	validation-mlogloss:0.99127
[36m(train_xgb_ray_tune pid=1476157)[0m [139]	train-mlogloss:0.74763	validation-mlogloss:0.70562
[36m(train_xgb_ray_tune pid=1476142)[0m [216]	train-mlogloss:0.82201	validation-mlogloss:0.78862
[36m(train_xgb_ray_tune pid=1476142)[0m [217]	train-mlogloss:0.82150	validation-mlogloss:0.78810
[36m(train_xgb_ray_tune pid=1476160)[0m [114]	train-mlogloss:0.89941	validation-mlogloss:0.87315
[36m(train_xgb_ray_tune pid=1476160)[0m [115]	train-mlogloss:0.89727	validation-mlogloss:0.87089
[36m(train_xgb_ray_tune pid=1476162)[0m [214]	train-mlogloss:0.76738	validation-mlogloss:0.72352
[36m(train_xgb_ray_tune pid=1476163)[0m [159]	train-mlogloss:1.20316	validation-mlogloss:1.19052
[36m(train_xgb_ray_tune pid=1476163)[0m [160]	train-mlogloss:1.20316	validation-mlogloss:1.19052
[36m(train_xgb_ray_tune pid=1476163)[0m [161]	train-mlogloss:1.20277	validation-mlogloss:1.19007
[36m(train_xgb_ray_tune pid=1476171)[0m [143]	train-mlogloss:1.19441	validation-mlogloss:1.18363
[36m(train_xgb_ray_tune pid=1476171)[0m [144]	train-mlogloss:1.19357	validation-mlogloss:1.18276
[36m(train_xgb_ray_tune pid=1476144)[0m [172]	train-mlogloss:0.80767	validation-mlogloss:0.76989
[36m(train_xgb_ray_tune pid=1476144)[0m [173]	train-mlogloss:0.80638	validation-mlogloss:0.76852
[36m(train_xgb_ray_tune pid=1476156)[0m [215]	train-mlogloss:1.09478	validation-mlogloss:1.07994
[36m(train_xgb_ray_tune pid=1476156)[0m [216]	train-mlogloss:1.09441	validation-mlogloss:1.07955
[36m(train_xgb_ray_tune pid=1476143)[0m [126]	train-mlogloss:0.84791	validation-mlogloss:0.82394
[36m(train_xgb_ray_tune pid=1476143)[0m [127]	train-mlogloss:0.84571	validation-mlogloss:0.82163
[36m(train_xgb_ray_tune pid=1476150)[0m [160]	train-mlogloss:0.74068	validation-mlogloss:0.69685
[36m(train_xgb_ray_tune pid=1476150)[0m [161]	train-mlogloss:0.73951	validation-mlogloss:0.69550
[36m(train_xgb_ray_tune pid=1476164)[0m [158]	train-mlogloss:0.75197	validation-mlogloss:0.71065
[36m(train_xgb_ray_tune pid=1476164)[0m [159]	train-mlogloss:0.75117	validation-mlogloss:0.70976
[36m(train_xgb_ray_tune pid=1476165)[0m [212]	train-mlogloss:0.88896	validation-mlogloss:0.86296
[36m(train_xgb_ray_tune pid=1476165)[0m [213]	train-mlogloss:0.88778	validation-mlogloss:0.86165
[36m(train_xgb_ray_tune pid=1476158)[0m [183]	train-mlogloss:1.33750	validation-mlogloss:1.33396
[36m(train_xgb_ray_tune pid=1476158)[0m [184]	train-mlogloss:1.33737	validation-mlogloss:1.33380
[36m(train_xgb_ray_tune pid=1476170)[0m [123]	train-mlogloss:0.86188	validation-mlogloss:0.83145
[36m(train_xgb_ray_tune pid=1476170)[0m [124]	train-mlogloss:0.86005	validation-mlogloss:0.82939
[36m(train_xgb_ray_tune pid=1476168)[0m [205]	train-mlogloss:0.95351	validation-mlogloss:0.93099
[36m(train_xgb_ray_tune pid=1476168)[0m [206]	train-mlogloss:0.95290	validation-mlogloss:0.93037
[36m(train_xgb_ray_tune pid=1476161)[0m [229]	train-mlogloss:0.86230	validation-mlogloss:0.82968
[36m(train_xgb_ray_tune pid=1476161)[0m [230]	train-mlogloss:0.86207	validation-mlogloss:0.82945
[36m(train_xgb_ray_tune pid=1476161)[0m [231]	train-mlogloss:0.86207	validation-mlogloss:0.82945
[36m(train_xgb_ray_tune pid=1476166)[0m [184]	train-mlogloss:0.69471	validation-mlogloss:0.65056
[36m(train_xgb_ray_tune pid=1476166)[0m [185]	train-mlogloss:0.69405	validation-mlogloss:0.64971
[36m(train_xgb_ray_tune pid=1476167)[0m [151]	train-mlogloss:0.84784	validation-mlogloss:0.81586
[36m(train_xgb_ray_tune pid=1476169)[0m [131]	train-mlogloss:0.76893	validation-mlogloss:0.73402
[36m(train_xgb_ray_tune pid=1476169)[0m [132]	train-mlogloss:0.76734	validation-mlogloss:0.73238
[36m(train_xgb_ray_tune pid=1476159)[0m [155]	train-mlogloss:1.00872	validation-mlogloss:0.98967
[36m(train_xgb_ray_tune pid=1476159)[0m [156]	train-mlogloss:1.00718	validation-mlogloss:0.98803
[36m(train_xgb_ray_tune pid=1476157)[0m [140]	train-mlogloss:0.74631	validation-mlogloss:0.70397
[36m(train_xgb_ray_tune pid=1476157)[0m [141]	train-mlogloss:0.74481	validation-mlogloss:0.70235
[36m(train_xgb_ray_tune pid=1476142)[0m [218]	train-mlogloss:0.82102	validation-mlogloss:0.78756
[36m(train_xgb_ray_tune pid=1476142)[0m [219]	train-mlogloss:0.82047	validation-mlogloss:0.78690
[36m(train_xgb_ray_tune pid=1476160)[0m [116]	train-mlogloss:0.89515	validation-mlogloss:0.86867
[36m(train_xgb_ray_tune pid=1476162)[0m [215]	train-mlogloss:0.76657	validation-mlogloss:0.72264
[36m(train_xgb_ray_tune pid=1476163)[0m [162]	train-mlogloss:1.20277	validation-mlogloss:1.19007
[36m(train_xgb_ray_tune pid=1476163)[0m [163]	train-mlogloss:1.20277	validation-mlogloss:1.19007
[36m(train_xgb_ray_tune pid=1476171)[0m [145]	train-mlogloss:1.19272	validation-mlogloss:1.18188
[36m(train_xgb_ray_tune pid=1476144)[0m [174]	train-mlogloss:0.80515	validation-mlogloss:0.76722
[36m(train_xgb_ray_tune pid=1476156)[0m [217]	train-mlogloss:1.09403	validation-mlogloss:1.07911
[36m(train_xgb_ray_tune pid=1476156)[0m [218]	train-mlogloss:1.09339	validation-mlogloss:1.07842
[36m(train_xgb_ray_tune pid=1476143)[0m [128]	train-mlogloss:0.84365	validation-mlogloss:0.81944
[36m(train_xgb_ray_tune pid=1476150)[0m [162]	train-mlogloss:0.73833	validation-mlogloss:0.69408
[36m(train_xgb_ray_tune pid=1476164)[0m [160]	train-mlogloss:0.75029	validation-mlogloss:0.70877
[36m(train_xgb_ray_tune pid=1476165)[0m [214]	train-mlogloss:0.88658	validation-mlogloss:0.86036
[36m(train_xgb_ray_tune pid=1476158)[0m [185]	train-mlogloss:1.33722	validation-mlogloss:1.33364
[36m(train_xgb_ray_tune pid=1476158)[0m [186]	train-mlogloss:1.33696	validation-mlogloss:1.33337
[36m(train_xgb_ray_tune pid=1476170)[0m [125]	train-mlogloss:0.85816	validation-mlogloss:0.82740
[36m(train_xgb_ray_tune pid=1476168)[0m [207]	train-mlogloss:0.95222	validation-mlogloss:0.92966
[36m(train_xgb_ray_tune pid=1476161)[0m [232]	train-mlogloss:0.86207	validation-mlogloss:0.82945
[36m(train_xgb_ray_tune pid=1476166)[0m [186]	train-mlogloss:0.69358	validation-mlogloss:0.64917
[36m(train_xgb_ray_tune pid=1476166)[0m [187]	train-mlogloss:0.69322	validation-mlogloss:0.64876
[36m(train_xgb_ray_tune pid=1476167)[0m [152]	train-mlogloss:0.84637	validation-mlogloss:0.81431
[36m(train_xgb_ray_tune pid=1476169)[0m [133]	train-mlogloss:0.76580	validation-mlogloss:0.73078
[36m(train_xgb_ray_tune pid=1476159)[0m [157]	train-mlogloss:1.00566	validation-mlogloss:0.98643
[36m(train_xgb_ray_tune pid=1476157)[0m [142]	train-mlogloss:0.74324	validation-mlogloss:0.70042
[36m(train_xgb_ray_tune pid=1476142)[0m [220]	train-mlogloss:0.81992	validation-mlogloss:0.78632
[36m(train_xgb_ray_tune pid=1476142)[0m [221]	train-mlogloss:0.81917	validation-mlogloss:0.78547
[36m(train_xgb_ray_tune pid=1476160)[0m [117]	train-mlogloss:0.89322	validation-mlogloss:0.86659
[36m(train_xgb_ray_tune pid=1476160)[0m [118]	train-mlogloss:0.89108	validation-mlogloss:0.86429
[36m(train_xgb_ray_tune pid=1476162)[0m [216]	train-mlogloss:0.76577	validation-mlogloss:0.72178
[36m(train_xgb_ray_tune pid=1476163)[0m [164]	train-mlogloss:1.20277	validation-mlogloss:1.19007
[36m(train_xgb_ray_tune pid=1476163)[0m [165]	train-mlogloss:1.20277	validation-mlogloss:1.19007
[36m(train_xgb_ray_tune pid=1476163)[0m [166]	train-mlogloss:1.20277	validation-mlogloss:1.19007
[36m(train_xgb_ray_tune pid=1476171)[0m [146]	train-mlogloss:1.19170	validation-mlogloss:1.18076
[36m(train_xgb_ray_tune pid=1476144)[0m [175]	train-mlogloss:0.80394	validation-mlogloss:0.76586
[36m(train_xgb_ray_tune pid=1476144)[0m [176]	train-mlogloss:0.80270	validation-mlogloss:0.76451
[36m(train_xgb_ray_tune pid=1476156)[0m [219]	train-mlogloss:1.09276	validation-mlogloss:1.07772
[36m(train_xgb_ray_tune pid=1476156)[0m [220]	train-mlogloss:1.09202	validation-mlogloss:1.07695
[36m(train_xgb_ray_tune pid=1476143)[0m [129]	train-mlogloss:0.84152	validation-mlogloss:0.81706
[36m(train_xgb_ray_tune pid=1476150)[0m [163]	train-mlogloss:0.73720	validation-mlogloss:0.69279
[36m(train_xgb_ray_tune pid=1476164)[0m [161]	train-mlogloss:0.74953	validation-mlogloss:0.70792
[36m(train_xgb_ray_tune pid=1476164)[0m [162]	train-mlogloss:0.74879	validation-mlogloss:0.70711
[36m(train_xgb_ray_tune pid=1476165)[0m [215]	train-mlogloss:0.88543	validation-mlogloss:0.85908
[36m(train_xgb_ray_tune pid=1476158)[0m [187]	train-mlogloss:1.33674	validation-mlogloss:1.33314
[36m(train_xgb_ray_tune pid=1476158)[0m [188]	train-mlogloss:1.33658	validation-mlogloss:1.33296
[36m(train_xgb_ray_tune pid=1476170)[0m [126]	train-mlogloss:0.85628	validation-mlogloss:0.82543
[36m(train_xgb_ray_tune pid=1476168)[0m [208]	train-mlogloss:0.95153	validation-mlogloss:0.92889
[36m(train_xgb_ray_tune pid=1476168)[0m [209]	train-mlogloss:0.95111	validation-mlogloss:0.92841
[36m(train_xgb_ray_tune pid=1476161)[0m [233]	train-mlogloss:0.86207	validation-mlogloss:0.82945
[36m(train_xgb_ray_tune pid=1476161)[0m [234]	train-mlogloss:0.86207	validation-mlogloss:0.82945
[36m(train_xgb_ray_tune pid=1476166)[0m [188]	train-mlogloss:0.69264	validation-mlogloss:0.64811
[36m(train_xgb_ray_tune pid=1476169)[0m [134]	train-mlogloss:0.76401	validation-mlogloss:0.72867
[36m(train_xgb_ray_tune pid=1476159)[0m [158]	train-mlogloss:1.00420	validation-mlogloss:0.98489
[36m(train_xgb_ray_tune pid=1476157)[0m [143]	train-mlogloss:0.74160	validation-mlogloss:0.69841
[36m(train_xgb_ray_tune pid=1476142)[0m [222]	train-mlogloss:0.81863	validation-mlogloss:0.78488
[36m(train_xgb_ray_tune pid=1476160)[0m [119]	train-mlogloss:0.88900	validation-mlogloss:0.86203
[36m(train_xgb_ray_tune pid=1476162)[0m [217]	train-mlogloss:0.76473	validation-mlogloss:0.72067
[36m(train_xgb_ray_tune pid=1476163)[0m [167]	train-mlogloss:1.20216	validation-mlogloss:1.18942
[36m(train_xgb_ray_tune pid=1476171)[0m [147]	train-mlogloss:1.19068	validation-mlogloss:1.17965
[36m(train_xgb_ray_tune pid=1476144)[0m [177]	train-mlogloss:0.80151	validation-mlogloss:0.76315
[36m(train_xgb_ray_tune pid=1476156)[0m [221]	train-mlogloss:1.09127	validation-mlogloss:1.07617
[36m(train_xgb_ray_tune pid=1476143)[0m [130]	train-mlogloss:0.83954	validation-mlogloss:0.81501
[36m(train_xgb_ray_tune pid=1476150)[0m [164]	train-mlogloss:0.73612	validation-mlogloss:0.69169
[36m(train_xgb_ray_tune pid=1476164)[0m [163]	train-mlogloss:0.74763	validation-mlogloss:0.70576
[36m(train_xgb_ray_tune pid=1476165)[0m [216]	train-mlogloss:0.88426	validation-mlogloss:0.85784
[36m(train_xgb_ray_tune pid=1476165)[0m [217]	train-mlogloss:0.88315	validation-mlogloss:0.85661
[36m(train_xgb_ray_tune pid=1476158)[0m [189]	train-mlogloss:1.33633	validation-mlogloss:1.33269
[36m(train_xgb_ray_tune pid=1476170)[0m [127]	train-mlogloss:0.85450	validation-mlogloss:0.82350
[36m(train_xgb_ray_tune pid=1476168)[0m [210]	train-mlogloss:0.95045	validation-mlogloss:0.92771
[36m(train_xgb_ray_tune pid=1476161)[0m [235]	train-mlogloss:0.86207	validation-mlogloss:0.82945
[36m(train_xgb_ray_tune pid=1476166)[0m [189]	train-mlogloss:0.69201	validation-mlogloss:0.64731
[36m(train_xgb_ray_tune pid=1476167)[0m [153]	train-mlogloss:0.84491	validation-mlogloss:0.81281
[36m(train_xgb_ray_tune pid=1476169)[0m [135]	train-mlogloss:0.76229	validation-mlogloss:0.72664
[36m(train_xgb_ray_tune pid=1476159)[0m [159]	train-mlogloss:1.00273	validation-mlogloss:0.98339
[36m(train_xgb_ray_tune pid=1476157)[0m [144]	train-mlogloss:0.74019	validation-mlogloss:0.69672
[36m(train_xgb_ray_tune pid=1476142)[0m [223]	train-mlogloss:0.81790	validation-mlogloss:0.78411
[36m(train_xgb_ray_tune pid=1476160)[0m [120]	train-mlogloss:0.88699	validation-mlogloss:0.85990
[36m(train_xgb_ray_tune pid=1476163)[0m [168]	train-mlogloss:1.20216	validation-mlogloss:1.18942
[36m(train_xgb_ray_tune pid=1476163)[0m [169]	train-mlogloss:1.20216	validation-mlogloss:1.18942
[36m(train_xgb_ray_tune pid=1476171)[0m [148]	train-mlogloss:1.18970	validation-mlogloss:1.17862
[36m(train_xgb_ray_tune pid=1476171)[0m [149]	train-mlogloss:1.18873	validation-mlogloss:1.17759
[36m(train_xgb_ray_tune pid=1476144)[0m [178]	train-mlogloss:0.80023	validation-mlogloss:0.76169
[36m(train_xgb_ray_tune pid=1476144)[0m [179]	train-mlogloss:0.79908	validation-mlogloss:0.76040
[36m(train_xgb_ray_tune pid=1476156)[0m [222]	train-mlogloss:1.09058	validation-mlogloss:1.07544
[36m(train_xgb_ray_tune pid=1476156)[0m [223]	train-mlogloss:1.08986	validation-mlogloss:1.07472
[36m(train_xgb_ray_tune pid=1476143)[0m [131]	train-mlogloss:0.83745	validation-mlogloss:0.81273
[36m(train_xgb_ray_tune pid=1476150)[0m [165]	train-mlogloss:0.73506	validation-mlogloss:0.69047
[36m(train_xgb_ray_tune pid=1476150)[0m [166]	train-mlogloss:0.73403	validation-mlogloss:0.68934
[36m(train_xgb_ray_tune pid=1476164)[0m [164]	train-mlogloss:0.74695	validation-mlogloss:0.70493
[36m(train_xgb_ray_tune pid=1476164)[0m [165]	train-mlogloss:0.74618	validation-mlogloss:0.70404
[36m(train_xgb_ray_tune pid=1476165)[0m [218]	train-mlogloss:0.88199	validation-mlogloss:0.85541
[36m(train_xgb_ray_tune pid=1476158)[0m [190]	train-mlogloss:1.33608	validation-mlogloss:1.33242
[36m(train_xgb_ray_tune pid=1476158)[0m [191]	train-mlogloss:1.33583	validation-mlogloss:1.33216
[36m(train_xgb_ray_tune pid=1476170)[0m [128]	train-mlogloss:0.85275	validation-mlogloss:0.82149
[36m(train_xgb_ray_tune pid=1476170)[0m [129]	train-mlogloss:0.85087	validation-mlogloss:0.81955
[36m(train_xgb_ray_tune pid=1476168)[0m [211]	train-mlogloss:0.94973	validation-mlogloss:0.92695
[36m(train_xgb_ray_tune pid=1476168)[0m [212]	train-mlogloss:0.94930	validation-mlogloss:0.92650
[36m(train_xgb_ray_tune pid=1476166)[0m [190]	train-mlogloss:0.69143	validation-mlogloss:0.64665
[36m(train_xgb_ray_tune pid=1476166)[0m [191]	train-mlogloss:0.69081	validation-mlogloss:0.64588
[36m(train_xgb_ray_tune pid=1476167)[0m [154]	train-mlogloss:0.84349	validation-mlogloss:0.81125
[36m(train_xgb_ray_tune pid=1476169)[0m [136]	train-mlogloss:0.76054	validation-mlogloss:0.72470
[36m(train_xgb_ray_tune pid=1476169)[0m [137]	train-mlogloss:0.75914	validation-mlogloss:0.72316
[36m(train_xgb_ray_tune pid=1476159)[0m [160]	train-mlogloss:1.00123	validation-mlogloss:0.98180
[36m(train_xgb_ray_tune pid=1476159)[0m [161]	train-mlogloss:0.99983	validation-mlogloss:0.98030
[36m(train_xgb_ray_tune pid=1476157)[0m [145]	train-mlogloss:0.73876	validation-mlogloss:0.69514
[36m(train_xgb_ray_tune pid=1476157)[0m [146]	train-mlogloss:0.73719	validation-mlogloss:0.69336
[36m(train_xgb_ray_tune pid=1476142)[0m [224]	train-mlogloss:0.81739	validation-mlogloss:0.78357
[36m(train_xgb_ray_tune pid=1476142)[0m [225]	train-mlogloss:0.81689	validation-mlogloss:0.78305
[36m(train_xgb_ray_tune pid=1476142)[0m [226]	train-mlogloss:0.81638	validation-mlogloss:0.78250
[36m(train_xgb_ray_tune pid=1476160)[0m [121]	train-mlogloss:0.88490	validation-mlogloss:0.85762
[36m(train_xgb_ray_tune pid=1476160)[0m [122]	train-mlogloss:0.88293	validation-mlogloss:0.85557
[36m(train_xgb_ray_tune pid=1476162)[0m [218]	train-mlogloss:0.76384	validation-mlogloss:0.71974
[36m(train_xgb_ray_tune pid=1476162)[0m [219]	train-mlogloss:0.76306	validation-mlogloss:0.71886
[36m(train_xgb_ray_tune pid=1476163)[0m [170]	train-mlogloss:1.20216	validation-mlogloss:1.18942
[36m(train_xgb_ray_tune pid=1476163)[0m [171]	train-mlogloss:1.20156	validation-mlogloss:1.18878
[36m(train_xgb_ray_tune pid=1476163)[0m [172]	train-mlogloss:1.20097	validation-mlogloss:1.18815
[36m(train_xgb_ray_tune pid=1476171)[0m [150]	train-mlogloss:1.18785	validation-mlogloss:1.17666
[36m(train_xgb_ray_tune pid=1476171)[0m [151]	train-mlogloss:1.18694	validation-mlogloss:1.17570
[36m(train_xgb_ray_tune pid=1476144)[0m [180]	train-mlogloss:0.79792	validation-mlogloss:0.75909
[36m(train_xgb_ray_tune pid=1476156)[0m [224]	train-mlogloss:1.08916	validation-mlogloss:1.07398
[36m(train_xgb_ray_tune pid=1476156)[0m [225]	train-mlogloss:1.08841	validation-mlogloss:1.07318
[36m(train_xgb_ray_tune pid=1476143)[0m [132]	train-mlogloss:0.83548	validation-mlogloss:0.81054
[36m(train_xgb_ray_tune pid=1476150)[0m [167]	train-mlogloss:0.73277	validation-mlogloss:0.68792
[36m(train_xgb_ray_tune pid=1476150)[0m [168]	train-mlogloss:0.73162	validation-mlogloss:0.68652
[36m(train_xgb_ray_tune pid=1476164)[0m [166]	train-mlogloss:0.74544	validation-mlogloss:0.70326
[36m(train_xgb_ray_tune pid=1476164)[0m [167]	train-mlogloss:0.74485	validation-mlogloss:0.70266
[36m(train_xgb_ray_tune pid=1476165)[0m [219]	train-mlogloss:0.88070	validation-mlogloss:0.85402
[36m(train_xgb_ray_tune pid=1476161)[0m /home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/train/_internal/session.py:772: RayDeprecationWarning: `ray.train.report` should be switched to `ray.tune.report` when running in a function passed to Ray Tune. This will be an error in the future. See this issue for more context: https://github.com/ray-project/ray/issues/49454
[36m(train_xgb_ray_tune pid=1476161)[0m   _log_deprecation_warning(
[36m(train_xgb_ray_tune pid=1476170)[0m 2025-11-06 16:25:19.119795: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.[32m [repeated 19x across cluster] (Ray deduplicates logs by default. Set RAY_DEDUP_LOGS=0 to disable log deduplication, or see https://docs.ray.io/en/master/ray-observability/user-guides/configure-logging.html#log-deduplication for more options.)[0m
[36m(train_xgb_ray_tune pid=1476158)[0m 2025-11-06 16:25:19.117492: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=1476158)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=1476158)[0m E0000 00:00:1762442719.149611 1477429 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=1476158)[0m E0000 00:00:1762442719.158309 1477429 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=1476158)[0m W0000 00:00:1762442719.178616 1477429 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.[32m [repeated 76x across cluster][0m
[36m(train_xgb_ray_tune pid=1476158)[0m 2025-11-06 16:25:19.185041: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=1476158)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=1476165)[0m [220]	train-mlogloss:0.87961	validation-mlogloss:0.85286
[36m(train_xgb_ray_tune pid=1476158)[0m [192]	train-mlogloss:1.33569	validation-mlogloss:1.33201
[36m(train_xgb_ray_tune pid=1476170)[0m [130]	train-mlogloss:0.84916	validation-mlogloss:0.81768
[36m(train_xgb_ray_tune pid=1476168)[0m [213]	train-mlogloss:0.94891	validation-mlogloss:0.92605
[36m(train_xgb_ray_tune pid=1476166)[0m [192]	train-mlogloss:0.69028	validation-mlogloss:0.64530
[36m(train_xgb_ray_tune pid=1476166)[0m [193]	train-mlogloss:0.68974	validation-mlogloss:0.64470
[36m(train_xgb_ray_tune pid=1476167)[0m [155]	train-mlogloss:0.84193	validation-mlogloss:0.80961
[36m(train_xgb_ray_tune pid=1476159)[0m [162]	train-mlogloss:0.99837	validation-mlogloss:0.97875
[36m(train_xgb_ray_tune pid=1476142)[0m [227]	train-mlogloss:0.81588	validation-mlogloss:0.78194
[36m(train_xgb_ray_tune pid=1476160)[0m [123]	train-mlogloss:0.88092	validation-mlogloss:0.85339
[36m(train_xgb_ray_tune pid=1476162)[0m [220]	train-mlogloss:0.76200	validation-mlogloss:0.71772
[36m(train_xgb_ray_tune pid=1476163)[0m [173]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [152]	train-mlogloss:1.18590	validation-mlogloss:1.17461
[36m(train_xgb_ray_tune pid=1476144)[0m [181]	train-mlogloss:0.79651	validation-mlogloss:0.75745
[36m(train_xgb_ray_tune pid=1476156)[0m [226]	train-mlogloss:1.08768	validation-mlogloss:1.07238
[36m(train_xgb_ray_tune pid=1476143)[0m [133]	train-mlogloss:0.83347	validation-mlogloss:0.80846
[36m(train_xgb_ray_tune pid=1476164)[0m [168]	train-mlogloss:0.74398	validation-mlogloss:0.70170
[36m(train_xgb_ray_tune pid=1476165)[0m [221]	train-mlogloss:0.87850	validation-mlogloss:0.85162
[36m(train_xgb_ray_tune pid=1476158)[0m [193]	train-mlogloss:1.33543	validation-mlogloss:1.33172
[36m(train_xgb_ray_tune pid=1476170)[0m [131]	train-mlogloss:0.84744	validation-mlogloss:0.81576
[36m(train_xgb_ray_tune pid=1476168)[0m [214]	train-mlogloss:0.94823	validation-mlogloss:0.92533
[36m(train_xgb_ray_tune pid=1476166)[0m [194]	train-mlogloss:0.68916	validation-mlogloss:0.64404
[36m(train_xgb_ray_tune pid=1476169)[0m [138]	train-mlogloss:0.75748	validation-mlogloss:0.72127
[36m(train_xgb_ray_tune pid=1476159)[0m [163]	train-mlogloss:0.99696	validation-mlogloss:0.97729
[36m(train_xgb_ray_tune pid=1476157)[0m [147]	train-mlogloss:0.73576	validation-mlogloss:0.69191
[36m(train_xgb_ray_tune pid=1476142)[0m [228]	train-mlogloss:0.81509	validation-mlogloss:0.78106
[36m(train_xgb_ray_tune pid=1476160)[0m [124]	train-mlogloss:0.87896	validation-mlogloss:0.85131
[36m(train_xgb_ray_tune pid=1476162)[0m [221]	train-mlogloss:0.76120	validation-mlogloss:0.71683
[36m(train_xgb_ray_tune pid=1476163)[0m [174]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [153]	train-mlogloss:1.18493	validation-mlogloss:1.17355
[36m(train_xgb_ray_tune pid=1476144)[0m [182]	train-mlogloss:0.79539	validation-mlogloss:0.75618
[36m(train_xgb_ray_tune pid=1476144)[0m [183]	train-mlogloss:0.79422	validation-mlogloss:0.75484
[36m(train_xgb_ray_tune pid=1476156)[0m [227]	train-mlogloss:1.08709	validation-mlogloss:1.07176
[36m(train_xgb_ray_tune pid=1476156)[0m [228]	train-mlogloss:1.08650	validation-mlogloss:1.07114
[36m(train_xgb_ray_tune pid=1476143)[0m [134]	train-mlogloss:0.83149	validation-mlogloss:0.80636
[36m(train_xgb_ray_tune pid=1476150)[0m [169]	train-mlogloss:0.73063	validation-mlogloss:0.68541
[36m(train_xgb_ray_tune pid=1476150)[0m [170]	train-mlogloss:0.72954	validation-mlogloss:0.68413
[36m(train_xgb_ray_tune pid=1476164)[0m [169]	train-mlogloss:0.74323	validation-mlogloss:0.70080
[36m(train_xgb_ray_tune pid=1476165)[0m [222]	train-mlogloss:0.87741	validation-mlogloss:0.85042
[36m(train_xgb_ray_tune pid=1476158)[0m [194]	train-mlogloss:1.33520	validation-mlogloss:1.33149
[36m(train_xgb_ray_tune pid=1476158)[0m [195]	train-mlogloss:1.33496	validation-mlogloss:1.33124
[36m(train_xgb_ray_tune pid=1476170)[0m [132]	train-mlogloss:0.84577	validation-mlogloss:0.81396
[36m(train_xgb_ray_tune pid=1476168)[0m [215]	train-mlogloss:0.94760	validation-mlogloss:0.92466
[36m(train_xgb_ray_tune pid=1476166)[0m [195]	train-mlogloss:0.68847	validation-mlogloss:0.64319
[36m(train_xgb_ray_tune pid=1476167)[0m [156]	train-mlogloss:0.84060	validation-mlogloss:0.80819
[36m(train_xgb_ray_tune pid=1476169)[0m [139]	train-mlogloss:0.75591	validation-mlogloss:0.71937
[36m(train_xgb_ray_tune pid=1476159)[0m [164]	train-mlogloss:0.99558	validation-mlogloss:0.97575
[36m(train_xgb_ray_tune pid=1476157)[0m [148]	train-mlogloss:0.73399	validation-mlogloss:0.68988
[36m(train_xgb_ray_tune pid=1476142)[0m [229]	train-mlogloss:0.81456	validation-mlogloss:0.78047
[36m(train_xgb_ray_tune pid=1476142)[0m [230]	train-mlogloss:0.81386	validation-mlogloss:0.77968
[36m(train_xgb_ray_tune pid=1476160)[0m [125]	train-mlogloss:0.87689	validation-mlogloss:0.84894
[36m(train_xgb_ray_tune pid=1476162)[0m [222]	train-mlogloss:0.76041	validation-mlogloss:0.71601
[36m(train_xgb_ray_tune pid=1476163)[0m [175]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [176]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [177]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [154]	train-mlogloss:1.18398	validation-mlogloss:1.17254
[36m(train_xgb_ray_tune pid=1476144)[0m [184]	train-mlogloss:0.79299	validation-mlogloss:0.75355
[36m(train_xgb_ray_tune pid=1476156)[0m [229]	train-mlogloss:1.08577	validation-mlogloss:1.07040
[36m(train_xgb_ray_tune pid=1476143)[0m [135]	train-mlogloss:0.82948	validation-mlogloss:0.80425
[36m(train_xgb_ray_tune pid=1476150)[0m [171]	train-mlogloss:0.72852	validation-mlogloss:0.68306
[36m(train_xgb_ray_tune pid=1476164)[0m [170]	train-mlogloss:0.74258	validation-mlogloss:0.70003
[36m(train_xgb_ray_tune pid=1476164)[0m [171]	train-mlogloss:0.74175	validation-mlogloss:0.69899
[36m(train_xgb_ray_tune pid=1476165)[0m [223]	train-mlogloss:0.87629	validation-mlogloss:0.84921
[36m(train_xgb_ray_tune pid=1476158)[0m [196]	train-mlogloss:1.33482	validation-mlogloss:1.33107
[36m(train_xgb_ray_tune pid=1476170)[0m [133]	train-mlogloss:0.84411	validation-mlogloss:0.81216
[36m(train_xgb_ray_tune pid=1476168)[0m [216]	train-mlogloss:0.94698	validation-mlogloss:0.92402
[36m(train_xgb_ray_tune pid=1476166)[0m [196]	train-mlogloss:0.68826	validation-mlogloss:0.64299
[36m(train_xgb_ray_tune pid=1476166)[0m [197]	train-mlogloss:0.68791	validation-mlogloss:0.64259
[36m(train_xgb_ray_tune pid=1476169)[0m [140]	train-mlogloss:0.75419	validation-mlogloss:0.71740
[36m(train_xgb_ray_tune pid=1476159)[0m [165]	train-mlogloss:0.99413	validation-mlogloss:0.97424
[36m(train_xgb_ray_tune pid=1476157)[0m [149]	train-mlogloss:0.73243	validation-mlogloss:0.68806
[36m(train_xgb_ray_tune pid=1476142)[0m [231]	train-mlogloss:0.81333	validation-mlogloss:0.77911

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:24. Total running time: 8s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             5.81377 │
│ time_total_s                 5.81377 │
│ training_iteration                 1 │
│ validation_accuracy          0.67798 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476160)[0m [126]	train-mlogloss:0.87491	validation-mlogloss:0.84683
[36m(train_xgb_ray_tune pid=1476160)[0m [127]	train-mlogloss:0.87300	validation-mlogloss:0.84476
[36m(train_xgb_ray_tune pid=1476162)[0m [223]	train-mlogloss:0.75964	validation-mlogloss:0.71520
[36m(train_xgb_ray_tune pid=1476163)[0m [178]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [179]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [155]	train-mlogloss:1.18308	validation-mlogloss:1.17161
[36m(train_xgb_ray_tune pid=1476171)[0m [156]	train-mlogloss:1.18205	validation-mlogloss:1.17053
[36m(train_xgb_ray_tune pid=1476144)[0m [185]	train-mlogloss:0.79189	validation-mlogloss:0.75229
[36m(train_xgb_ray_tune pid=1476156)[0m [230]	train-mlogloss:1.08507	validation-mlogloss:1.06969
[36m(train_xgb_ray_tune pid=1476156)[0m [231]	train-mlogloss:1.08449	validation-mlogloss:1.06910
[36m(train_xgb_ray_tune pid=1476143)[0m [136]	train-mlogloss:0.82764	validation-mlogloss:0.80227
[36m(train_xgb_ray_tune pid=1476150)[0m [172]	train-mlogloss:0.72756	validation-mlogloss:0.68183
[36m(train_xgb_ray_tune pid=1476164)[0m [172]	train-mlogloss:0.74076	validation-mlogloss:0.69787
[36m(train_xgb_ray_tune pid=1476165)[0m [224]	train-mlogloss:0.87517	validation-mlogloss:0.84801
[36m(train_xgb_ray_tune pid=1476165)[0m [225]	train-mlogloss:0.87406	validation-mlogloss:0.84684
[36m(train_xgb_ray_tune pid=1476158)[0m [197]	train-mlogloss:1.33466	validation-mlogloss:1.33089
[36m(train_xgb_ray_tune pid=1476170)[0m [134]	train-mlogloss:0.84244	validation-mlogloss:0.81034
[36m(train_xgb_ray_tune pid=1476168)[0m [217]	train-mlogloss:0.94635	validation-mlogloss:0.92332
[36m(train_xgb_ray_tune pid=1476168)[0m [218]	train-mlogloss:0.94592	validation-mlogloss:0.92283
[36m(train_xgb_ray_tune pid=1476166)[0m [198]	train-mlogloss:0.68740	validation-mlogloss:0.64193
[36m(train_xgb_ray_tune pid=1476167)[0m [157]	train-mlogloss:0.83917	validation-mlogloss:0.80672
[36m(train_xgb_ray_tune pid=1476167)[0m [158]	train-mlogloss:0.83762	validation-mlogloss:0.80497

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:24. Total running time: 8s
[36m(train_xgb_ray_tune pid=1476169)[0m [141]	train-mlogloss:0.75246	validation-mlogloss:0.71532
[36m(train_xgb_ray_tune pid=1476169)[0m [142]	train-mlogloss:0.75092	validation-mlogloss:0.71350
[36m(train_xgb_ray_tune pid=1476159)[0m [166]	train-mlogloss:0.99271	validation-mlogloss:0.97270
[36m(train_xgb_ray_tune pid=1476159)[0m [167]	train-mlogloss:0.99133	validation-mlogloss:0.97126
[36m(train_xgb_ray_tune pid=1476157)[0m [150]	train-mlogloss:0.73103	validation-mlogloss:0.68646
[36m(train_xgb_ray_tune pid=1476157)[0m [151]	train-mlogloss:0.72959	validation-mlogloss:0.68488
[36m(train_xgb_ray_tune pid=1476142)[0m [232]	train-mlogloss:0.81266	validation-mlogloss:0.77836
[36m(train_xgb_ray_tune pid=1476142)[0m [233]	train-mlogloss:0.81197	validation-mlogloss:0.77754
[36m(train_xgb_ray_tune pid=1476160)[0m [128]	train-mlogloss:0.87116	validation-mlogloss:0.84272
[36m(train_xgb_ray_tune pid=1476160)[0m [129]	train-mlogloss:0.86932	validation-mlogloss:0.84064
[36m(train_xgb_ray_tune pid=1476162)[0m [224]	train-mlogloss:0.75863	validation-mlogloss:0.71401
[36m(train_xgb_ray_tune pid=1476163)[0m [180]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [181]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [157]	train-mlogloss:1.18107	validation-mlogloss:1.16950
[36m(train_xgb_ray_tune pid=1476144)[0m [186]	train-mlogloss:0.79078	validation-mlogloss:0.75103
[36m(train_xgb_ray_tune pid=1476144)[0m [187]	train-mlogloss:0.78963	validation-mlogloss:0.74968
[36m(train_xgb_ray_tune pid=1476156)[0m [232]	train-mlogloss:1.08390	validation-mlogloss:1.06850
[36m(train_xgb_ray_tune pid=1476156)[0m [233]	train-mlogloss:1.08320	validation-mlogloss:1.06773
[36m(train_xgb_ray_tune pid=1476143)[0m [137]	train-mlogloss:0.82569	validation-mlogloss:0.80007
[36m(train_xgb_ray_tune pid=1476143)[0m [138]	train-mlogloss:0.82365	validation-mlogloss:0.79787
[36m(train_xgb_ray_tune pid=1476150)[0m [173]	train-mlogloss:0.72657	validation-mlogloss:0.68074
[36m(train_xgb_ray_tune pid=1476150)[0m [174]	train-mlogloss:0.72577	validation-mlogloss:0.67981
[36m(train_xgb_ray_tune pid=1476164)[0m [173]	train-mlogloss:0.73991	validation-mlogloss:0.69695
[36m(train_xgb_ray_tune pid=1476164)[0m [174]	train-mlogloss:0.73933	validation-mlogloss:0.69632
[36m(train_xgb_ray_tune pid=1476165)[0m [226]	train-mlogloss:0.87298	validation-mlogloss:0.84566
[36m(train_xgb_ray_tune pid=1476158)[0m [198]	train-mlogloss:1.33442	validation-mlogloss:1.33064
[36m(train_xgb_ray_tune pid=1476158)[0m [199]	train-mlogloss:1.33421	validation-mlogloss:1.33042
[36m(train_xgb_ray_tune pid=1476170)[0m [135]	train-mlogloss:0.84078	validation-mlogloss:0.80855
[36m(train_xgb_ray_tune pid=1476168)[0m [219]	train-mlogloss:0.94528	validation-mlogloss:0.92216
[36m(train_xgb_ray_tune pid=1476168)[0m [220]	train-mlogloss:0.94463	validation-mlogloss:0.92145
[36m(train_xgb_ray_tune pid=1476166)[0m [199]	train-mlogloss:0.68697	validation-mlogloss:0.64136
[36m(train_xgb_ray_tune pid=1476166)[0m [200]	train-mlogloss:0.68646	validation-mlogloss:0.64080
[36m(train_xgb_ray_tune pid=1476167)[0m [159]	train-mlogloss:0.83627	validation-mlogloss:0.80352
[36m(train_xgb_ray_tune pid=1476167)[0m [160]	train-mlogloss:0.83479	validation-mlogloss:0.80198
[36m(train_xgb_ray_tune pid=1476169)[0m [143]	train-mlogloss:0.74933	validation-mlogloss:0.71159
[36m(train_xgb_ray_tune pid=1476159)[0m [168]	train-mlogloss:0.98996	validation-mlogloss:0.96975
[36m(train_xgb_ray_tune pid=1476157)[0m [152]	train-mlogloss:0.72843	validation-mlogloss:0.68349
[36m(train_xgb_ray_tune pid=1476142)[0m [234]	train-mlogloss:0.81146	validation-mlogloss:0.77700
[36m(train_xgb_ray_tune pid=1476142)[0m [235]	train-mlogloss:0.81098	validation-mlogloss:0.77644
[36m(train_xgb_ray_tune pid=1476160)[0m [130]	train-mlogloss:0.86760	validation-mlogloss:0.83873
[36m(train_xgb_ray_tune pid=1476162)[0m [225]	train-mlogloss:0.75765	validation-mlogloss:0.71286
[36m(train_xgb_ray_tune pid=1476163)[0m [182]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [183]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [184]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [158]	train-mlogloss:1.18020	validation-mlogloss:1.16858
[36m(train_xgb_ray_tune pid=1476171)[0m [159]	train-mlogloss:1.17929	validation-mlogloss:1.16760
[36m(train_xgb_ray_tune pid=1476144)[0m [188]	train-mlogloss:0.78851	validation-mlogloss:0.74848
[36m(train_xgb_ray_tune pid=1476144)[0m [189]	train-mlogloss:0.78747	validation-mlogloss:0.74732
[36m(train_xgb_ray_tune pid=1476156)[0m [234]	train-mlogloss:1.08252	validation-mlogloss:1.06705
[36m(train_xgb_ray_tune pid=1476156)[0m [235]	train-mlogloss:1.08196	validation-mlogloss:1.06649
[36m(train_xgb_ray_tune pid=1476143)[0m [139]	train-mlogloss:0.82183	validation-mlogloss:0.79598
[36m(train_xgb_ray_tune pid=1476150)[0m [175]	train-mlogloss:0.72459	validation-mlogloss:0.67852
[36m(train_xgb_ray_tune pid=1476164)[0m [175]	train-mlogloss:0.73838	validation-mlogloss:0.69519
[36m(train_xgb_ray_tune pid=1476164)[0m [176]	train-mlogloss:0.73750	validation-mlogloss:0.69418
[36m(train_xgb_ray_tune pid=1476164)[0m [177]	train-mlogloss:0.73667	validation-mlogloss:0.69315
[36m(train_xgb_ray_tune pid=1476165)[0m [227]	train-mlogloss:0.87187	validation-mlogloss:0.84456
[36m(train_xgb_ray_tune pid=1476165)[0m [228]	train-mlogloss:0.87084	validation-mlogloss:0.84341
[36m(train_xgb_ray_tune pid=1476158)[0m [200]	train-mlogloss:1.33398	validation-mlogloss:1.33018
[36m(train_xgb_ray_tune pid=1476158)[0m [201]	train-mlogloss:1.33377	validation-mlogloss:1.32995
[36m(train_xgb_ray_tune pid=1476170)[0m [136]	train-mlogloss:0.83908	validation-mlogloss:0.80669
[36m(train_xgb_ray_tune pid=1476168)[0m [221]	train-mlogloss:0.94397	validation-mlogloss:0.92076
[36m(train_xgb_ray_tune pid=1476168)[0m [222]	train-mlogloss:0.94357	validation-mlogloss:0.92033
[36m(train_xgb_ray_tune pid=1476166)[0m [201]	train-mlogloss:0.68605	validation-mlogloss:0.64029
[36m(train_xgb_ray_tune pid=1476166)[0m [202]	train-mlogloss:0.68573	validation-mlogloss:0.63985
[36m(train_xgb_ray_tune pid=1476167)[0m [161]	train-mlogloss:0.83335	validation-mlogloss:0.80038
[36m(train_xgb_ray_tune pid=1476167)[0m [162]	train-mlogloss:0.83198	validation-mlogloss:0.79888
[36m(train_xgb_ray_tune pid=1476169)[0m [144]	train-mlogloss:0.74771	validation-mlogloss:0.70974
[36m(train_xgb_ray_tune pid=1476169)[0m [145]	train-mlogloss:0.74635	validation-mlogloss:0.70827
[36m(train_xgb_ray_tune pid=1476159)[0m [169]	train-mlogloss:0.98851	validation-mlogloss:0.96821
[36m(train_xgb_ray_tune pid=1476159)[0m [170]	train-mlogloss:0.98718	validation-mlogloss:0.96684
[36m(train_xgb_ray_tune pid=1476157)[0m [153]	train-mlogloss:0.72701	validation-mlogloss:0.68199
[36m(train_xgb_ray_tune pid=1476157)[0m [154]	train-mlogloss:0.72545	validation-mlogloss:0.68026
[36m(train_xgb_ray_tune pid=1476142)[0m [236]	train-mlogloss:0.81049	validation-mlogloss:0.77589
[36m(train_xgb_ray_tune pid=1476142)[0m [237]	train-mlogloss:0.81001	validation-mlogloss:0.77538
[36m(train_xgb_ray_tune pid=1476160)[0m [131]	train-mlogloss:0.86582	validation-mlogloss:0.83679
[36m(train_xgb_ray_tune pid=1476160)[0m [132]	train-mlogloss:0.86389	validation-mlogloss:0.83473
[36m(train_xgb_ray_tune pid=1476162)[0m [226]	train-mlogloss:0.75672	validation-mlogloss:0.71171
[36m(train_xgb_ray_tune pid=1476162)[0m [227]	train-mlogloss:0.75577	validation-mlogloss:0.71065
[36m(train_xgb_ray_tune pid=1476163)[0m [185]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [186]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [187]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [160]	train-mlogloss:1.17844	validation-mlogloss:1.16668
[36m(train_xgb_ray_tune pid=1476171)[0m [161]	train-mlogloss:1.17761	validation-mlogloss:1.16580
[36m(train_xgb_ray_tune pid=1476144)[0m [190]	train-mlogloss:0.78635	validation-mlogloss:0.74604
[36m(train_xgb_ray_tune pid=1476144)[0m [191]	train-mlogloss:0.78521	validation-mlogloss:0.74474
[36m(train_xgb_ray_tune pid=1476156)[0m [236]	train-mlogloss:1.08140	validation-mlogloss:1.06590
[36m(train_xgb_ray_tune pid=1476156)[0m [237]	train-mlogloss:1.08073	validation-mlogloss:1.06517
[36m(train_xgb_ray_tune pid=1476143)[0m [140]	train-mlogloss:0.82004	validation-mlogloss:0.79403
[36m(train_xgb_ray_tune pid=1476150)[0m [176]	train-mlogloss:0.72353	validation-mlogloss:0.67730
[36m(train_xgb_ray_tune pid=1476150)[0m [177]	train-mlogloss:0.72238	validation-mlogloss:0.67596
[36m(train_xgb_ray_tune pid=1476164)[0m [178]	train-mlogloss:0.73580	validation-mlogloss:0.69211
[36m(train_xgb_ray_tune pid=1476164)[0m [179]	train-mlogloss:0.73514	validation-mlogloss:0.69138
[36m(train_xgb_ray_tune pid=1476165)[0m [229]	train-mlogloss:0.86974	validation-mlogloss:0.84219
[36m(train_xgb_ray_tune pid=1476165)[0m [230]	train-mlogloss:0.86867	validation-mlogloss:0.84097
[36m(train_xgb_ray_tune pid=1476158)[0m [202]	train-mlogloss:1.33357	validation-mlogloss:1.32974
[36m(train_xgb_ray_tune pid=1476158)[0m [203]	train-mlogloss:1.33335	validation-mlogloss:1.32952
[36m(train_xgb_ray_tune pid=1476170)[0m [137]	train-mlogloss:0.83749	validation-mlogloss:0.80486
[36m(train_xgb_ray_tune pid=1476168)[0m [223]	train-mlogloss:0.94301	validation-mlogloss:0.91974
[36m(train_xgb_ray_tune pid=1476166)[0m [203]	train-mlogloss:0.68511	validation-mlogloss:0.63924
[36m(train_xgb_ray_tune pid=1476166)[0m [204]	train-mlogloss:0.68468	validation-mlogloss:0.63874
[36m(train_xgb_ray_tune pid=1476167)[0m [163]	train-mlogloss:0.83067	validation-mlogloss:0.79749
[36m(train_xgb_ray_tune pid=1476167)[0m [164]	train-mlogloss:0.82931	validation-mlogloss:0.79595
[36m(train_xgb_ray_tune pid=1476169)[0m [146]	train-mlogloss:0.74486	validation-mlogloss:0.70656
[36m(train_xgb_ray_tune pid=1476169)[0m [147]	train-mlogloss:0.74336	validation-mlogloss:0.70483
[36m(train_xgb_ray_tune pid=1476159)[0m [171]	train-mlogloss:0.98578	validation-mlogloss:0.96537
[36m(train_xgb_ray_tune pid=1476157)[0m [155]	train-mlogloss:0.72409	validation-mlogloss:0.67873
[36m(train_xgb_ray_tune pid=1476142)[0m [238]	train-mlogloss:0.80961	validation-mlogloss:0.77496
[36m(train_xgb_ray_tune pid=1476160)[0m [133]	train-mlogloss:0.86210	validation-mlogloss:0.83274
[36m(train_xgb_ray_tune pid=1476162)[0m [228]	train-mlogloss:0.75486	validation-mlogloss:0.70963
[36m(train_xgb_ray_tune pid=1476163)[0m [188]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [189]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [162]	train-mlogloss:1.17671	validation-mlogloss:1.16486
[36m(train_xgb_ray_tune pid=1476144)[0m [192]	train-mlogloss:0.78418	validation-mlogloss:0.74348
[36m(train_xgb_ray_tune pid=1476156)[0m [238]	train-mlogloss:1.08005	validation-mlogloss:1.06447
[36m(train_xgb_ray_tune pid=1476156)[0m [239]	train-mlogloss:1.07948	validation-mlogloss:1.06389
[36m(train_xgb_ray_tune pid=1476143)[0m [141]	train-mlogloss:0.81813	validation-mlogloss:0.79188
[36m(train_xgb_ray_tune pid=1476150)[0m [178]	train-mlogloss:0.72133	validation-mlogloss:0.67472
[36m(train_xgb_ray_tune pid=1476164)[0m [180]	train-mlogloss:0.73460	validation-mlogloss:0.69082
[36m(train_xgb_ray_tune pid=1476165)[0m [231]	train-mlogloss:0.86759	validation-mlogloss:0.83983
[36m(train_xgb_ray_tune pid=1476165)[0m [232]	train-mlogloss:0.86654	validation-mlogloss:0.83872
[36m(train_xgb_ray_tune pid=1476158)[0m [204]	train-mlogloss:1.33314	validation-mlogloss:1.32929
[36m(train_xgb_ray_tune pid=1476170)[0m [138]	train-mlogloss:0.83587	validation-mlogloss:0.80301
[36m(train_xgb_ray_tune pid=1476168)[0m [224]	train-mlogloss:0.94241	validation-mlogloss:0.91907
[36m(train_xgb_ray_tune pid=1476168)[0m [225]	train-mlogloss:0.94177	validation-mlogloss:0.91841
[36m(train_xgb_ray_tune pid=1476166)[0m [205]	train-mlogloss:0.68423	validation-mlogloss:0.63826
[36m(train_xgb_ray_tune pid=1476167)[0m [165]	train-mlogloss:0.82794	validation-mlogloss:0.79441
[36m(train_xgb_ray_tune pid=1476167)[0m [166]	train-mlogloss:0.82654	validation-mlogloss:0.79288
[36m(train_xgb_ray_tune pid=1476169)[0m [148]	train-mlogloss:0.74192	validation-mlogloss:0.70330
[36m(train_xgb_ray_tune pid=1476159)[0m [172]	train-mlogloss:0.98434	validation-mlogloss:0.96390
[36m(train_xgb_ray_tune pid=1476159)[0m [173]	train-mlogloss:0.98296	validation-mlogloss:0.96242
[36m(train_xgb_ray_tune pid=1476157)[0m [156]	train-mlogloss:0.72301	validation-mlogloss:0.67732
[36m(train_xgb_ray_tune pid=1476142)[0m [239]	train-mlogloss:0.80912	validation-mlogloss:0.77446
[36m(train_xgb_ray_tune pid=1476160)[0m [134]	train-mlogloss:0.86030	validation-mlogloss:0.83079
[36m(train_xgb_ray_tune pid=1476160)[0m [135]	train-mlogloss:0.85858	validation-mlogloss:0.82895
[36m(train_xgb_ray_tune pid=1476162)[0m [229]	train-mlogloss:0.75397	validation-mlogloss:0.70862
[36m(train_xgb_ray_tune pid=1476163)[0m [190]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [163]	train-mlogloss:1.17579	validation-mlogloss:1.16386
[36m(train_xgb_ray_tune pid=1476171)[0m [164]	train-mlogloss:1.17493	validation-mlogloss:1.16297
[36m(train_xgb_ray_tune pid=1476144)[0m [193]	train-mlogloss:0.78311	validation-mlogloss:0.74220
[36m(train_xgb_ray_tune pid=1476144)[0m [194]	train-mlogloss:0.78208	validation-mlogloss:0.74099
[36m(train_xgb_ray_tune pid=1476156)[0m [240]	train-mlogloss:1.07903	validation-mlogloss:1.06341
[36m(train_xgb_ray_tune pid=1476156)[0m [241]	train-mlogloss:1.07836	validation-mlogloss:1.06271
[36m(train_xgb_ray_tune pid=1476143)[0m [142]	train-mlogloss:0.81612	validation-mlogloss:0.78968
[36m(train_xgb_ray_tune pid=1476150)[0m [179]	train-mlogloss:0.72020	validation-mlogloss:0.67348
[36m(train_xgb_ray_tune pid=1476164)[0m [181]	train-mlogloss:0.73407	validation-mlogloss:0.69021
[36m(train_xgb_ray_tune pid=1476164)[0m [182]	train-mlogloss:0.73328	validation-mlogloss:0.68928
[36m(train_xgb_ray_tune pid=1476165)[0m [233]	train-mlogloss:0.86550	validation-mlogloss:0.83761
[36m(train_xgb_ray_tune pid=1476158)[0m [205]	train-mlogloss:1.33290	validation-mlogloss:1.32903
[36m(train_xgb_ray_tune pid=1476170)[0m [139]	train-mlogloss:0.83429	validation-mlogloss:0.80132
[36m(train_xgb_ray_tune pid=1476168)[0m [226]	train-mlogloss:0.94124	validation-mlogloss:0.91786
[36m(train_xgb_ray_tune pid=1476167)[0m [167]	train-mlogloss:0.82524	validation-mlogloss:0.79155
[36m(train_xgb_ray_tune pid=1476169)[0m [149]	train-mlogloss:0.74049	validation-mlogloss:0.70155
[36m(train_xgb_ray_tune pid=1476159)[0m [174]	train-mlogloss:0.98159	validation-mlogloss:0.96092
[36m(train_xgb_ray_tune pid=1476157)[0m [157]	train-mlogloss:0.72161	validation-mlogloss:0.67577
[36m(train_xgb_ray_tune pid=1476160)[0m [136]	train-mlogloss:0.85699	validation-mlogloss:0.82727
[36m(train_xgb_ray_tune pid=1476163)[0m [191]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476163)[0m [192]	train-mlogloss:1.20035	validation-mlogloss:1.18748
[36m(train_xgb_ray_tune pid=1476171)[0m [165]	train-mlogloss:1.17408	validation-mlogloss:1.16209
[36m(train_xgb_ray_tune pid=1476144)[0m [195]	train-mlogloss:0.78091	validation-mlogloss:0.73965
[36m(train_xgb_ray_tune pid=1476156)[0m [242]	train-mlogloss:1.07790	validation-mlogloss:1.06221
[36m(train_xgb_ray_tune pid=1476143)[0m [143]	train-mlogloss:0.81423	validation-mlogloss:0.78764
[36m(train_xgb_ray_tune pid=1476150)[0m [180]	train-mlogloss:0.71895	validation-mlogloss:0.67199
[36m(train_xgb_ray_tune pid=1476164)[0m [183]	train-mlogloss:0.73283	validation-mlogloss:0.68877
[36m(train_xgb_ray_tune pid=1476165)[0m [234]	train-mlogloss:0.86445	validation-mlogloss:0.83646
[36m(train_xgb_ray_tune pid=1476158)[0m [206]	train-mlogloss:1.33276	validation-mlogloss:1.32887
[36m(train_xgb_ray_tune pid=1476170)[0m [140]	train-mlogloss:0.83270	validation-mlogloss:0.79961
[36m(train_xgb_ray_tune pid=1476167)[0m [168]	train-mlogloss:0.82387	validation-mlogloss:0.79015
[36m(train_xgb_ray_tune pid=1476160)[0m [137]	train-mlogloss:0.85522	validation-mlogloss:0.82539
[36m(train_xgb_ray_tune pid=1476162)[0m [230]	train-mlogloss:0.75289	validation-mlogloss:0.70742
[36m(train_xgb_ray_tune pid=1476171)[0m [166]	train-mlogloss:1.17321	validation-mlogloss:1.16118
[36m(train_xgb_ray_tune pid=1476156)[0m [243]	train-mlogloss:1.07725	validation-mlogloss:1.06153
[36m(train_xgb_ray_tune pid=1476164)[0m [184]	train-mlogloss:0.73212	validation-mlogloss:0.68787
[36m(train_xgb_ray_tune pid=1476158)[0m [207]	train-mlogloss:1.33258	validation-mlogloss:1.32868
[36m(train_xgb_ray_tune pid=1476168)[0m [227]	train-mlogloss:0.94061	validation-mlogloss:0.91717
[36m(train_xgb_ray_tune pid=1476169)[0m [150]	train-mlogloss:0.73888	validation-mlogloss:0.69979
[36m(train_xgb_ray_tune pid=1476159)[0m [175]	train-mlogloss:0.98030	validation-mlogloss:0.95953
[36m(train_xgb_ray_tune pid=1476157)[0m [158]	train-mlogloss:0.72054	validation-mlogloss:0.67443
[36m(train_xgb_ray_tune pid=1476142)[0m [240]	train-mlogloss:0.80846	validation-mlogloss:0.77374
[36m(train_xgb_ray_tune pid=1476160)[0m [138]	train-mlogloss:0.85350	validation-mlogloss:0.82361
[36m(train_xgb_ray_tune pid=1476171)[0m [167]	train-mlogloss:1.17235	validation-mlogloss:1.16030
[36m(train_xgb_ray_tune pid=1476144)[0m [196]	train-mlogloss:0.77981	validation-mlogloss:0.73845
[36m(train_xgb_ray_tune pid=1476156)[0m [244]	train-mlogloss:1.07659	validation-mlogloss:1.06086
[36m(train_xgb_ray_tune pid=1476156)[0m [245]	train-mlogloss:1.07627	validation-mlogloss:1.06049
[36m(train_xgb_ray_tune pid=1476143)[0m [144]	train-mlogloss:0.81245	validation-mlogloss:0.78578
[36m(train_xgb_ray_tune pid=1476150)[0m [181]	train-mlogloss:0.71819	validation-mlogloss:0.67109
[36m(train_xgb_ray_tune pid=1476164)[0m [185]	train-mlogloss:0.73136	validation-mlogloss:0.68697
[36m(train_xgb_ray_tune pid=1476165)[0m [235]	train-mlogloss:0.86343	validation-mlogloss:0.83535
[36m(train_xgb_ray_tune pid=1476165)[0m [236]	train-mlogloss:0.86241	validation-mlogloss:0.83429
[36m(train_xgb_ray_tune pid=1476158)[0m [208]	train-mlogloss:1.33236	validation-mlogloss:1.32845
[36m(train_xgb_ray_tune pid=1476170)[0m [141]	train-mlogloss:0.83115	validation-mlogloss:0.79789
[36m(train_xgb_ray_tune pid=1476168)[0m [228]	train-mlogloss:0.94024	validation-mlogloss:0.91677
[36m(train_xgb_ray_tune pid=1476166)[0m [206]	train-mlogloss:0.68373	validation-mlogloss:0.63769
[36m(train_xgb_ray_tune pid=1476167)[0m [169]	train-mlogloss:0.82250	validation-mlogloss:0.78871
[36m(train_xgb_ray_tune pid=1476169)[0m [151]	train-mlogloss:0.73750	validation-mlogloss:0.69818
[36m(train_xgb_ray_tune pid=1476159)[0m [176]	train-mlogloss:0.97900	validation-mlogloss:0.95814
[36m(train_xgb_ray_tune pid=1476157)[0m [159]	train-mlogloss:0.71937	validation-mlogloss:0.67306
[36m(train_xgb_ray_tune pid=1476142)[0m [241]	train-mlogloss:0.80800	validation-mlogloss:0.77322
[36m(train_xgb_ray_tune pid=1476160)[0m [139]	train-mlogloss:0.85184	validation-mlogloss:0.82172
[36m(train_xgb_ray_tune pid=1476162)[0m [231]	train-mlogloss:0.75191	validation-mlogloss:0.70633
[36m(train_xgb_ray_tune pid=1476171)[0m [168]	train-mlogloss:1.17151	validation-mlogloss:1.15941
[36m(train_xgb_ray_tune pid=1476144)[0m [197]	train-mlogloss:0.77876	validation-mlogloss:0.73722
[36m(train_xgb_ray_tune pid=1476144)[0m [198]	train-mlogloss:0.77777	validation-mlogloss:0.73609
[36m(train_xgb_ray_tune pid=1476156)[0m [246]	train-mlogloss:1.07571	validation-mlogloss:1.05988
[36m(train_xgb_ray_tune pid=1476156)[0m [247]	train-mlogloss:1.07540	validation-mlogloss:1.05955
[36m(train_xgb_ray_tune pid=1476143)[0m [145]	train-mlogloss:0.81063	validation-mlogloss:0.78379
[36m(train_xgb_ray_tune pid=1476143)[0m [146]	train-mlogloss:0.80882	validation-mlogloss:0.78188
[36m(train_xgb_ray_tune pid=1476150)[0m [182]	train-mlogloss:0.71716	validation-mlogloss:0.66998
[36m(train_xgb_ray_tune pid=1476150)[0m [183]	train-mlogloss:0.71610	validation-mlogloss:0.66871
[36m(train_xgb_ray_tune pid=1476150)[0m [184]	train-mlogloss:0.71511	validation-mlogloss:0.66761
[36m(train_xgb_ray_tune pid=1476164)[0m [186]	train-mlogloss:0.73094	validation-mlogloss:0.68656
[36m(train_xgb_ray_tune pid=1476164)[0m [187]	train-mlogloss:0.73021	validation-mlogloss:0.68575
[36m(train_xgb_ray_tune pid=1476164)[0m [188]	train-mlogloss:0.72956	validation-mlogloss:0.68507
[36m(train_xgb_ray_tune pid=1476165)[0m [237]	train-mlogloss:0.86137	validation-mlogloss:0.83320
[36m(train_xgb_ray_tune pid=1476165)[0m [238]	train-mlogloss:0.86037	validation-mlogloss:0.83209
[36m(train_xgb_ray_tune pid=1476158)[0m [209]	train-mlogloss:1.33223	validation-mlogloss:1.32830
[36m(train_xgb_ray_tune pid=1476158)[0m [210]	train-mlogloss:1.33198	validation-mlogloss:1.32804
[36m(train_xgb_ray_tune pid=1476158)[0m [211]	train-mlogloss:1.33184	validation-mlogloss:1.32788
[36m(train_xgb_ray_tune pid=1476170)[0m [142]	train-mlogloss:0.82968	validation-mlogloss:0.79625
[36m(train_xgb_ray_tune pid=1476170)[0m [143]	train-mlogloss:0.82821	validation-mlogloss:0.79465
[36m(train_xgb_ray_tune pid=1476170)[0m [144]	train-mlogloss:0.82673	validation-mlogloss:0.79305
[36m(train_xgb_ray_tune pid=1476168)[0m [229]	train-mlogloss:0.93965	validation-mlogloss:0.91615
[36m(train_xgb_ray_tune pid=1476168)[0m [230]	train-mlogloss:0.93902	validation-mlogloss:0.91547
[36m(train_xgb_ray_tune pid=1476166)[0m [207]	train-mlogloss:0.68319	validation-mlogloss:0.63699
[36m(train_xgb_ray_tune pid=1476166)[0m [208]	train-mlogloss:0.68278	validation-mlogloss:0.63644
[36m(train_xgb_ray_tune pid=1476166)[0m [209]	train-mlogloss:0.68247	validation-mlogloss:0.63601
[36m(train_xgb_ray_tune pid=1476167)[0m [170]	train-mlogloss:0.82119	validation-mlogloss:0.78735
[36m(train_xgb_ray_tune pid=1476167)[0m [171]	train-mlogloss:0.81985	validation-mlogloss:0.78585
[36m(train_xgb_ray_tune pid=1476167)[0m [172]	train-mlogloss:0.81860	validation-mlogloss:0.78447
[36m(train_xgb_ray_tune pid=1476169)[0m [152]	train-mlogloss:0.73617	validation-mlogloss:0.69671
[36m(train_xgb_ray_tune pid=1476169)[0m [153]	train-mlogloss:0.73468	validation-mlogloss:0.69504
[36m(train_xgb_ray_tune pid=1476159)[0m [177]	train-mlogloss:0.97768	validation-mlogloss:0.95676
[36m(train_xgb_ray_tune pid=1476159)[0m [178]	train-mlogloss:0.97635	validation-mlogloss:0.95531
[36m(train_xgb_ray_tune pid=1476157)[0m [160]	train-mlogloss:0.71803	validation-mlogloss:0.67157
[36m(train_xgb_ray_tune pid=1476157)[0m [161]	train-mlogloss:0.71680	validation-mlogloss:0.67017
[36m(train_xgb_ray_tune pid=1476142)[0m [242]	train-mlogloss:0.80737	validation-mlogloss:0.77250
[36m(train_xgb_ray_tune pid=1476160)[0m [140]	train-mlogloss:0.85014	validation-mlogloss:0.81989
[36m(train_xgb_ray_tune pid=1476160)[0m [141]	train-mlogloss:0.84846	validation-mlogloss:0.81806
[36m(train_xgb_ray_tune pid=1476162)[0m [232]	train-mlogloss:0.75098	validation-mlogloss:0.70525
[36m(train_xgb_ray_tune pid=1476162)[0m [233]	train-mlogloss:0.75005	validation-mlogloss:0.70410
[36m(train_xgb_ray_tune pid=1476171)[0m [169]	train-mlogloss:1.17078	validation-mlogloss:1.15863
[36m(train_xgb_ray_tune pid=1476171)[0m [170]	train-mlogloss:1.16985	validation-mlogloss:1.15766
[36m(train_xgb_ray_tune pid=1476144)[0m [199]	train-mlogloss:0.77670	validation-mlogloss:0.73493
[36m(train_xgb_ray_tune pid=1476156)[0m [248]	train-mlogloss:1.07497	validation-mlogloss:1.05909
[36m(train_xgb_ray_tune pid=1476156)[0m [249]	train-mlogloss:1.07432	validation-mlogloss:1.05842
[36m(train_xgb_ray_tune pid=1476164)[0m [189]	train-mlogloss:0.72890	validation-mlogloss:0.68434
[36m(train_xgb_ray_tune pid=1476165)[0m [239]	train-mlogloss:0.85932	validation-mlogloss:0.83102
[36m(train_xgb_ray_tune pid=1476158)[0m [212]	train-mlogloss:1.33164	validation-mlogloss:1.32767
[36m(train_xgb_ray_tune pid=1476170)[0m [145]	train-mlogloss:0.82522	validation-mlogloss:0.79140
[36m(train_xgb_ray_tune pid=1476168)[0m [231]	train-mlogloss:0.93865	validation-mlogloss:0.91505
[36m(train_xgb_ray_tune pid=1476168)[0m [232]	train-mlogloss:0.93801	validation-mlogloss:0.91437
[36m(train_xgb_ray_tune pid=1476166)[0m [210]	train-mlogloss:0.68204	validation-mlogloss:0.63544
[36m(train_xgb_ray_tune pid=1476166)[0m [211]	train-mlogloss:0.68151	validation-mlogloss:0.63477
[36m(train_xgb_ray_tune pid=1476167)[0m [173]	train-mlogloss:0.81739	validation-mlogloss:0.78315
[36m(train_xgb_ray_tune pid=1476169)[0m [154]	train-mlogloss:0.73337	validation-mlogloss:0.69355
[36m(train_xgb_ray_tune pid=1476159)[0m [179]	train-mlogloss:0.97508	validation-mlogloss:0.95393
[36m(train_xgb_ray_tune pid=1476157)[0m [162]	train-mlogloss:0.71543	validation-mlogloss:0.66862
[36m(train_xgb_ray_tune pid=1476142)[0m [243]	train-mlogloss:0.80691	validation-mlogloss:0.77198
[36m(train_xgb_ray_tune pid=1476160)[0m [142]	train-mlogloss:0.84690	validation-mlogloss:0.81634
[36m(train_xgb_ray_tune pid=1476162)[0m [234]	train-mlogloss:0.74917	validation-mlogloss:0.70306
[36m(train_xgb_ray_tune pid=1476171)[0m [171]	train-mlogloss:1.16901	validation-mlogloss:1.15675
[36m(train_xgb_ray_tune pid=1476171)[0m [172]	train-mlogloss:1.16808	validation-mlogloss:1.15579
[36m(train_xgb_ray_tune pid=1476144)[0m [200]	train-mlogloss:0.77573	validation-mlogloss:0.73378
[36m(train_xgb_ray_tune pid=1476144)[0m [201]	train-mlogloss:0.77473	validation-mlogloss:0.73268
[36m(train_xgb_ray_tune pid=1476156)[0m [250]	train-mlogloss:1.07366	validation-mlogloss:1.05771
[36m(train_xgb_ray_tune pid=1476156)[0m [251]	train-mlogloss:1.07324	validation-mlogloss:1.05727
[36m(train_xgb_ray_tune pid=1476156)[0m [252]	train-mlogloss:1.07292	validation-mlogloss:1.05690
[36m(train_xgb_ray_tune pid=1476143)[0m [147]	train-mlogloss:0.80710	validation-mlogloss:0.78000
[36m(train_xgb_ray_tune pid=1476150)[0m [185]	train-mlogloss:0.71418	validation-mlogloss:0.66656
[36m(train_xgb_ray_tune pid=1476150)[0m [186]	train-mlogloss:0.71322	validation-mlogloss:0.66544
[36m(train_xgb_ray_tune pid=1476164)[0m [190]	train-mlogloss:0.72831	validation-mlogloss:0.68368
[36m(train_xgb_ray_tune pid=1476164)[0m [191]	train-mlogloss:0.72780	validation-mlogloss:0.68312
[36m(train_xgb_ray_tune pid=1476165)[0m [240]	train-mlogloss:0.85827	validation-mlogloss:0.82989
[36m(train_xgb_ray_tune pid=1476165)[0m [241]	train-mlogloss:0.85730	validation-mlogloss:0.82884
[36m(train_xgb_ray_tune pid=1476158)[0m [213]	train-mlogloss:1.33141	validation-mlogloss:1.32743
[36m(train_xgb_ray_tune pid=1476158)[0m [214]	train-mlogloss:1.33124	validation-mlogloss:1.32724
[36m(train_xgb_ray_tune pid=1476170)[0m [146]	train-mlogloss:0.82369	validation-mlogloss:0.78977
[36m(train_xgb_ray_tune pid=1476168)[0m [233]	train-mlogloss:0.93743	validation-mlogloss:0.91377
[36m(train_xgb_ray_tune pid=1476166)[0m [212]	train-mlogloss:0.68100	validation-mlogloss:0.63411

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:24. Total running time: 8s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              5.6929 │
│ time_total_s                  5.6929 │
│ training_iteration                 1 │
│ validation_accuracy          0.66063 │
╰──────────────────────────────────────╯

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:24. Total running time: 8s
[36m(train_xgb_ray_tune pid=1476167)[0m [174]	train-mlogloss:0.81609	validation-mlogloss:0.78174
[36m(train_xgb_ray_tune pid=1476169)[0m [155]	train-mlogloss:0.73195	validation-mlogloss:0.69192
[36m(train_xgb_ray_tune pid=1476169)[0m [156]	train-mlogloss:0.73057	validation-mlogloss:0.69026
[36m(train_xgb_ray_tune pid=1476159)[0m [180]	train-mlogloss:0.97375	validation-mlogloss:0.95254
[36m(train_xgb_ray_tune pid=1476159)[0m [181]	train-mlogloss:0.97243	validation-mlogloss:0.95113
[36m(train_xgb_ray_tune pid=1476157)[0m [163]	train-mlogloss:0.71447	validation-mlogloss:0.66753
[36m(train_xgb_ray_tune pid=1476157)[0m [164]	train-mlogloss:0.71318	validation-mlogloss:0.66600
[36m(train_xgb_ray_tune pid=1476142)[0m [244]	train-mlogloss:0.80653	validation-mlogloss:0.77156
[36m(train_xgb_ray_tune pid=1476160)[0m [143]	train-mlogloss:0.84527	validation-mlogloss:0.81469
[36m(train_xgb_ray_tune pid=1476160)[0m [144]	train-mlogloss:0.84367	validation-mlogloss:0.81297
[36m(train_xgb_ray_tune pid=1476162)[0m [235]	train-mlogloss:0.74833	validation-mlogloss:0.70210
[36m(train_xgb_ray_tune pid=1476171)[0m [173]	train-mlogloss:1.16726	validation-mlogloss:1.15495
[36m(train_xgb_ray_tune pid=1476144)[0m [202]	train-mlogloss:0.77368	validation-mlogloss:0.73157
[36m(train_xgb_ray_tune pid=1476144)[0m [203]	train-mlogloss:0.77274	validation-mlogloss:0.73049
[36m(train_xgb_ray_tune pid=1476156)[0m [253]	train-mlogloss:1.07227	validation-mlogloss:1.05622
[36m(train_xgb_ray_tune pid=1476156)[0m [254]	train-mlogloss:1.07185	validation-mlogloss:1.05574
[36m(train_xgb_ray_tune pid=1476150)[0m [187]	train-mlogloss:0.71216	validation-mlogloss:0.66420
[36m(train_xgb_ray_tune pid=1476150)[0m [188]	train-mlogloss:0.71143	validation-mlogloss:0.66332
[36m(train_xgb_ray_tune pid=1476164)[0m [192]	train-mlogloss:0.72711	validation-mlogloss:0.68237
[36m(train_xgb_ray_tune pid=1476164)[0m [193]	train-mlogloss:0.72662	validation-mlogloss:0.68179
[36m(train_xgb_ray_tune pid=1476165)[0m [242]	train-mlogloss:0.85636	validation-mlogloss:0.82784
[36m(train_xgb_ray_tune pid=1476158)[0m [215]	train-mlogloss:1.33102	validation-mlogloss:1.32700
[36m(train_xgb_ray_tune pid=1476158)[0m [216]	train-mlogloss:1.33084	validation-mlogloss:1.32681
[36m(train_xgb_ray_tune pid=1476170)[0m [147]	train-mlogloss:0.82214	validation-mlogloss:0.78808
[36m(train_xgb_ray_tune pid=1476168)[0m [234]	train-mlogloss:0.93693	validation-mlogloss:0.91321
[36m(train_xgb_ray_tune pid=1476168)[0m [235]	train-mlogloss:0.93666	validation-mlogloss:0.91289
[36m(train_xgb_ray_tune pid=1476166)[0m [213]	train-mlogloss:0.68048	validation-mlogloss:0.63345
[36m(train_xgb_ray_tune pid=1476166)[0m [214]	train-mlogloss:0.68030	validation-mlogloss:0.63327
[36m(train_xgb_ray_tune pid=1476167)[0m [175]	train-mlogloss:0.81485	validation-mlogloss:0.78039
[36m(train_xgb_ray_tune pid=1476167)[0m [176]	train-mlogloss:0.81365	validation-mlogloss:0.77906
[36m(train_xgb_ray_tune pid=1476169)[0m [157]	train-mlogloss:0.72916	validation-mlogloss:0.68869
[36m(train_xgb_ray_tune pid=1476159)[0m [182]	train-mlogloss:0.97116	validation-mlogloss:0.94982
[36m(train_xgb_ray_tune pid=1476142)[0m [245]	train-mlogloss:0.80589	validation-mlogloss:0.77085
[36m(train_xgb_ray_tune pid=1476142)[0m [246]	train-mlogloss:0.80545	validation-mlogloss:0.77038
[36m(train_xgb_ray_tune pid=1476160)[0m [145]	train-mlogloss:0.84212	validation-mlogloss:0.81126
[36m(train_xgb_ray_tune pid=1476162)[0m [236]	train-mlogloss:0.74766	validation-mlogloss:0.70138
[36m(train_xgb_ray_tune pid=1476171)[0m [174]	train-mlogloss:1.16635	validation-mlogloss:1.15400
[36m(train_xgb_ray_tune pid=1476144)[0m [204]	train-mlogloss:0.77182	validation-mlogloss:0.72952
[36m(train_xgb_ray_tune pid=1476156)[0m [255]	train-mlogloss:1.07144	validation-mlogloss:1.05528
[36m(train_xgb_ray_tune pid=1476143)[0m [148]	train-mlogloss:0.80530	validation-mlogloss:0.77804
[36m(train_xgb_ray_tune pid=1476143)[0m [149]	train-mlogloss:0.80361	validation-mlogloss:0.77621
[36m(train_xgb_ray_tune pid=1476150)[0m [189]	train-mlogloss:0.71046	validation-mlogloss:0.66209
[36m(train_xgb_ray_tune pid=1476164)[0m [194]	train-mlogloss:0.72615	validation-mlogloss:0.68131
[36m(train_xgb_ray_tune pid=1476164)[0m [195]	train-mlogloss:0.72553	validation-mlogloss:0.68065
[36m(train_xgb_ray_tune pid=1476165)[0m [243]	train-mlogloss:0.85536	validation-mlogloss:0.82678
[36m(train_xgb_ray_tune pid=1476165)[0m [244]	train-mlogloss:0.85439	validation-mlogloss:0.82571
[36m(train_xgb_ray_tune pid=1476158)[0m [217]	train-mlogloss:1.33063	validation-mlogloss:1.32660
[36m(train_xgb_ray_tune pid=1476158)[0m [218]	train-mlogloss:1.33042	validation-mlogloss:1.32636
[36m(train_xgb_ray_tune pid=1476170)[0m [148]	train-mlogloss:0.82070	validation-mlogloss:0.78657
[36m(train_xgb_ray_tune pid=1476170)[0m [149]	train-mlogloss:0.81933	validation-mlogloss:0.78507
[36m(train_xgb_ray_tune pid=1476168)[0m [236]	train-mlogloss:0.93611	validation-mlogloss:0.91231
[36m(train_xgb_ray_tune pid=1476168)[0m [237]	train-mlogloss:0.93574	validation-mlogloss:0.91191
[36m(train_xgb_ray_tune pid=1476166)[0m [215]	train-mlogloss:0.67981	validation-mlogloss:0.63266
[36m(train_xgb_ray_tune pid=1476166)[0m [216]	train-mlogloss:0.67955	validation-mlogloss:0.63242
[36m(train_xgb_ray_tune pid=1476167)[0m [177]	train-mlogloss:0.81243	validation-mlogloss:0.77779
[36m(train_xgb_ray_tune pid=1476167)[0m [178]	train-mlogloss:0.81124	validation-mlogloss:0.77644
[36m(train_xgb_ray_tune pid=1476169)[0m [158]	train-mlogloss:0.72800	validation-mlogloss:0.68742
[36m(train_xgb_ray_tune pid=1476159)[0m [183]	train-mlogloss:0.96986	validation-mlogloss:0.94847
[36m(train_xgb_ray_tune pid=1476157)[0m [165]	train-mlogloss:0.71192	validation-mlogloss:0.66459
[36m(train_xgb_ray_tune pid=1476157)[0m [166]	train-mlogloss:0.71083	validation-mlogloss:0.66329
[36m(train_xgb_ray_tune pid=1476142)[0m [247]	train-mlogloss:0.80501	validation-mlogloss:0.76991
[36m(train_xgb_ray_tune pid=1476160)[0m [146]	train-mlogloss:0.84062	validation-mlogloss:0.80973
[36m(train_xgb_ray_tune pid=1476160)[0m [147]	train-mlogloss:0.83903	validation-mlogloss:0.80800
[36m(train_xgb_ray_tune pid=1476162)[0m [237]	train-mlogloss:0.74695	validation-mlogloss:0.70054
[36m(train_xgb_ray_tune pid=1476162)[0m [238]	train-mlogloss:0.74620	validation-mlogloss:0.69970
[36m(train_xgb_ray_tune pid=1476171)[0m [175]	train-mlogloss:1.16566	validation-mlogloss:1.15325
[36m(train_xgb_ray_tune pid=1476171)[0m [176]	train-mlogloss:1.16481	validation-mlogloss:1.15237
[36m(train_xgb_ray_tune pid=1476171)[0m [177]	train-mlogloss:1.16408	validation-mlogloss:1.15162
[36m(train_xgb_ray_tune pid=1476144)[0m [205]	train-mlogloss:0.77082	validation-mlogloss:0.72840
[36m(train_xgb_ray_tune pid=1476144)[0m [206]	train-mlogloss:0.76990	validation-mlogloss:0.72732
[36m(train_xgb_ray_tune pid=1476156)[0m [256]	train-mlogloss:1.07077	validation-mlogloss:1.05457
[36m(train_xgb_ray_tune pid=1476156)[0m [257]	train-mlogloss:1.07045	validation-mlogloss:1.05420
[36m(train_xgb_ray_tune pid=1476156)[0m [258]	train-mlogloss:1.07015	validation-mlogloss:1.05389
[36m(train_xgb_ray_tune pid=1476143)[0m [150]	train-mlogloss:0.80194	validation-mlogloss:0.77452
[36m(train_xgb_ray_tune pid=1476150)[0m [190]	train-mlogloss:0.70952	validation-mlogloss:0.66102
[36m(train_xgb_ray_tune pid=1476164)[0m [196]	train-mlogloss:0.72485	validation-mlogloss:0.67989
[36m(train_xgb_ray_tune pid=1476164)[0m [197]	train-mlogloss:0.72413	validation-mlogloss:0.67899
[36m(train_xgb_ray_tune pid=1476165)[0m [245]	train-mlogloss:0.85340	validation-mlogloss:0.82464
[36m(train_xgb_ray_tune pid=1476165)[0m [246]	train-mlogloss:0.85245	validation-mlogloss:0.82359
[36m(train_xgb_ray_tune pid=1476158)[0m [219]	train-mlogloss:1.33025	validation-mlogloss:1.32619
[36m(train_xgb_ray_tune pid=1476170)[0m [150]	train-mlogloss:0.81786	validation-mlogloss:0.78344
[36m(train_xgb_ray_tune pid=1476168)[0m [238]	train-mlogloss:0.93528	validation-mlogloss:0.91147
[36m(train_xgb_ray_tune pid=1476166)[0m [217]	train-mlogloss:0.67936	validation-mlogloss:0.63225
[36m(train_xgb_ray_tune pid=1476167)[0m [179]	train-mlogloss:0.81001	validation-mlogloss:0.77506
[36m(train_xgb_ray_tune pid=1476169)[0m [159]	train-mlogloss:0.72683	validation-mlogloss:0.68613
[36m(train_xgb_ray_tune pid=1476169)[0m [160]	train-mlogloss:0.72561	validation-mlogloss:0.68478
[36m(train_xgb_ray_tune pid=1476159)[0m [184]	train-mlogloss:0.96853	validation-mlogloss:0.94706
[36m(train_xgb_ray_tune pid=1476159)[0m [185]	train-mlogloss:0.96724	validation-mlogloss:0.94568
[36m(train_xgb_ray_tune pid=1476157)[0m [167]	train-mlogloss:0.70984	validation-mlogloss:0.66213
[36m(train_xgb_ray_tune pid=1476142)[0m [248]	train-mlogloss:0.80469	validation-mlogloss:0.76959
[36m(train_xgb_ray_tune pid=1476160)[0m [148]	train-mlogloss:0.83761	validation-mlogloss:0.80656
[36m(train_xgb_ray_tune pid=1476160)[0m [149]	train-mlogloss:0.83612	validation-mlogloss:0.80496
[36m(train_xgb_ray_tune pid=1476162)[0m [239]	train-mlogloss:0.74530	validation-mlogloss:0.69866
[36m(train_xgb_ray_tune pid=1476171)[0m [178]	train-mlogloss:1.16326	validation-mlogloss:1.15078
[36m(train_xgb_ray_tune pid=1476144)[0m [207]	train-mlogloss:0.76894	validation-mlogloss:0.72621
[36m(train_xgb_ray_tune pid=1476156)[0m [259]	train-mlogloss:1.06973	validation-mlogloss:1.05345
[36m(train_xgb_ray_tune pid=1476156)[0m [260]	train-mlogloss:1.06932	validation-mlogloss:1.05299
[36m(train_xgb_ray_tune pid=1476143)[0m [151]	train-mlogloss:0.80020	validation-mlogloss:0.77264
[36m(train_xgb_ray_tune pid=1476150)[0m [191]	train-mlogloss:0.70857	validation-mlogloss:0.65993
[36m(train_xgb_ray_tune pid=1476150)[0m [192]	train-mlogloss:0.70769	validation-mlogloss:0.65882
[36m(train_xgb_ray_tune pid=1476164)[0m [198]	train-mlogloss:0.72362	validation-mlogloss:0.67835
[36m(train_xgb_ray_tune pid=1476165)[0m [247]	train-mlogloss:0.85147	validation-mlogloss:0.82250
[36m(train_xgb_ray_tune pid=1476158)[0m [220]	train-mlogloss:1.33012	validation-mlogloss:1.32604
[36m(train_xgb_ray_tune pid=1476170)[0m [151]	train-mlogloss:0.81641	validation-mlogloss:0.78185
[36m(train_xgb_ray_tune pid=1476168)[0m [239]	train-mlogloss:0.93469	validation-mlogloss:0.91087
[36m(train_xgb_ray_tune pid=1476166)[0m [218]	train-mlogloss:0.67895	validation-mlogloss:0.63179
[36m(train_xgb_ray_tune pid=1476167)[0m [180]	train-mlogloss:0.80885	validation-mlogloss:0.77377
[36m(train_xgb_ray_tune pid=1476159)[0m [186]	train-mlogloss:0.96599	validation-mlogloss:0.94437
[36m(train_xgb_ray_tune pid=1476142)[0m [249]	train-mlogloss:0.80435	validation-mlogloss:0.76924
[36m(train_xgb_ray_tune pid=1476160)[0m [150]	train-mlogloss:0.83458	validation-mlogloss:0.80335
[36m(train_xgb_ray_tune pid=1476162)[0m [240]	train-mlogloss:0.74445	validation-mlogloss:0.69765
[36m(train_xgb_ray_tune pid=1476171)[0m [179]	train-mlogloss:1.16247	validation-mlogloss:1.14993
[36m(train_xgb_ray_tune pid=1476144)[0m [208]	train-mlogloss:0.76791	validation-mlogloss:0.72508
[36m(train_xgb_ray_tune pid=1476156)[0m [261]	train-mlogloss:1.06902	validation-mlogloss:1.05264
[36m(train_xgb_ray_tune pid=1476143)[0m [152]	train-mlogloss:0.79844	validation-mlogloss:0.77067
[36m(train_xgb_ray_tune pid=1476150)[0m [193]	train-mlogloss:0.70661	validation-mlogloss:0.65759
[36m(train_xgb_ray_tune pid=1476164)[0m [199]	train-mlogloss:0.72297	validation-mlogloss:0.67763
[36m(train_xgb_ray_tune pid=1476165)[0m [248]	train-mlogloss:0.85047	validation-mlogloss:0.82142
[36m(train_xgb_ray_tune pid=1476170)[0m [152]	train-mlogloss:0.81511	validation-mlogloss:0.78047
[36m(train_xgb_ray_tune pid=1476168)[0m [240]	train-mlogloss:0.93424	validation-mlogloss:0.91041
[36m(train_xgb_ray_tune pid=1476166)[0m [219]	train-mlogloss:0.67858	validation-mlogloss:0.63132
[36m(train_xgb_ray_tune pid=1476167)[0m [181]	train-mlogloss:0.80777	validation-mlogloss:0.77264
[36m(train_xgb_ray_tune pid=1476169)[0m [161]	train-mlogloss:0.72427	validation-mlogloss:0.68328
[36m(train_xgb_ray_tune pid=1476142)[0m [250]	train-mlogloss:0.80373	validation-mlogloss:0.76856
[36m(train_xgb_ray_tune pid=1476160)[0m [151]	train-mlogloss:0.83313	validation-mlogloss:0.80182
[36m(train_xgb_ray_tune pid=1476162)[0m [241]	train-mlogloss:0.74350	validation-mlogloss:0.69663
[36m(train_xgb_ray_tune pid=1476171)[0m [180]	train-mlogloss:1.16154	validation-mlogloss:1.14891
[36m(train_xgb_ray_tune pid=1476144)[0m [209]	train-mlogloss:0.76682	validation-mlogloss:0.72380
[36m(train_xgb_ray_tune pid=1476156)[0m [262]	train-mlogloss:1.06872	validation-mlogloss:1.05233
[36m(train_xgb_ray_tune pid=1476143)[0m [153]	train-mlogloss:0.79674	validation-mlogloss:0.76881
[36m(train_xgb_ray_tune pid=1476150)[0m [194]	train-mlogloss:0.70579	validation-mlogloss:0.65667
[36m(train_xgb_ray_tune pid=1476164)[0m [200]	train-mlogloss:0.72233	validation-mlogloss:0.67690
[36m(train_xgb_ray_tune pid=1476165)[0m [249]	train-mlogloss:0.84951	validation-mlogloss:0.82038
[36m(train_xgb_ray_tune pid=1476158)[0m [221]	train-mlogloss:1.32988	validation-mlogloss:1.32579
[36m(train_xgb_ray_tune pid=1476166)[0m [220]	train-mlogloss:0.67813	validation-mlogloss:0.63083
[36m(train_xgb_ray_tune pid=1476167)[0m [182]	train-mlogloss:0.80656	validation-mlogloss:0.77131
[36m(train_xgb_ray_tune pid=1476169)[0m [162]	train-mlogloss:0.72305	validation-mlogloss:0.68186
[36m(train_xgb_ray_tune pid=1476159)[0m [187]	train-mlogloss:0.96476	validation-mlogloss:0.94303
[36m(train_xgb_ray_tune pid=1476142)[0m [251]	train-mlogloss:0.80336	validation-mlogloss:0.76814
[36m(train_xgb_ray_tune pid=1476160)[0m [152]	train-mlogloss:0.83170	validation-mlogloss:0.80021
[36m(train_xgb_ray_tune pid=1476162)[0m [242]	train-mlogloss:0.74284	validation-mlogloss:0.69584
[36m(train_xgb_ray_tune pid=1476171)[0m [181]	train-mlogloss:1.16069	validation-mlogloss:1.14802
[36m(train_xgb_ray_tune pid=1476144)[0m [210]	train-mlogloss:0.76589	validation-mlogloss:0.72269
[36m(train_xgb_ray_tune pid=1476156)[0m [263]	train-mlogloss:1.06843	validation-mlogloss:1.05202
[36m(train_xgb_ray_tune pid=1476164)[0m [201]	train-mlogloss:0.72165	validation-mlogloss:0.67613
[36m(train_xgb_ray_tune pid=1476158)[0m [222]	train-mlogloss:1.32967	validation-mlogloss:1.32556
[36m(train_xgb_ray_tune pid=1476170)[0m [153]	train-mlogloss:0.81375	validation-mlogloss:0.77894
[36m(train_xgb_ray_tune pid=1476168)[0m [241]	train-mlogloss:0.93370	validation-mlogloss:0.90986
[36m(train_xgb_ray_tune pid=1476168)[0m [242]	train-mlogloss:0.93313	validation-mlogloss:0.90927
[36m(train_xgb_ray_tune pid=1476166)[0m [221]	train-mlogloss:0.67772	validation-mlogloss:0.63038
[36m(train_xgb_ray_tune pid=1476166)[0m [222]	train-mlogloss:0.67711	validation-mlogloss:0.62972
[36m(train_xgb_ray_tune pid=1476167)[0m [183]	train-mlogloss:0.80532	validation-mlogloss:0.77000
[36m(train_xgb_ray_tune pid=1476167)[0m [184]	train-mlogloss:0.80417	validation-mlogloss:0.76874
[36m(train_xgb_ray_tune pid=1476169)[0m [163]	train-mlogloss:0.72169	validation-mlogloss:0.68025
[36m(train_xgb_ray_tune pid=1476169)[0m [164]	train-mlogloss:0.72067	validation-mlogloss:0.67915
[36m(train_xgb_ray_tune pid=1476159)[0m [188]	train-mlogloss:0.96352	validation-mlogloss:0.94175
[36m(train_xgb_ray_tune pid=1476159)[0m [189]	train-mlogloss:0.96227	validation-mlogloss:0.94043
[36m(train_xgb_ray_tune pid=1476157)[0m [168]	train-mlogloss:0.70858	validation-mlogloss:0.66068
[36m(train_xgb_ray_tune pid=1476157)[0m [169]	train-mlogloss:0.70748	validation-mlogloss:0.65935
[36m(train_xgb_ray_tune pid=1476142)[0m [252]	train-mlogloss:0.80300	validation-mlogloss:0.76776
[36m(train_xgb_ray_tune pid=1476142)[0m [253]	train-mlogloss:0.80239	validation-mlogloss:0.76706
[36m(train_xgb_ray_tune pid=1476160)[0m [153]	train-mlogloss:0.83003	validation-mlogloss:0.79830
[36m(train_xgb_ray_tune pid=1476160)[0m [154]	train-mlogloss:0.82856	validation-mlogloss:0.79683
[36m(train_xgb_ray_tune pid=1476162)[0m [243]	train-mlogloss:0.74194	validation-mlogloss:0.69481
[36m(train_xgb_ray_tune pid=1476162)[0m [244]	train-mlogloss:0.74133	validation-mlogloss:0.69415
[36m(train_xgb_ray_tune pid=1476171)[0m [182]	train-mlogloss:1.15973	validation-mlogloss:1.14701
[36m(train_xgb_ray_tune pid=1476171)[0m [183]	train-mlogloss:1.15900	validation-mlogloss:1.14628
[36m(train_xgb_ray_tune pid=1476144)[0m [211]	train-mlogloss:0.76490	validation-mlogloss:0.72163
[36m(train_xgb_ray_tune pid=1476144)[0m [212]	train-mlogloss:0.76396	validation-mlogloss:0.72053
[36m(train_xgb_ray_tune pid=1476156)[0m [264]	train-mlogloss:1.06812	validation-mlogloss:1.05169
[36m(train_xgb_ray_tune pid=1476156)[0m [265]	train-mlogloss:1.06760	validation-mlogloss:1.05112
[36m(train_xgb_ray_tune pid=1476143)[0m [154]	train-mlogloss:0.79505	validation-mlogloss:0.76698
[36m(train_xgb_ray_tune pid=1476143)[0m [155]	train-mlogloss:0.79340	validation-mlogloss:0.76519
[36m(train_xgb_ray_tune pid=1476150)[0m [195]	train-mlogloss:0.70488	validation-mlogloss:0.65553
[36m(train_xgb_ray_tune pid=1476150)[0m [196]	train-mlogloss:0.70422	validation-mlogloss:0.65475
[36m(train_xgb_ray_tune pid=1476164)[0m [202]	train-mlogloss:0.72102	validation-mlogloss:0.67542
[36m(train_xgb_ray_tune pid=1476164)[0m [203]	train-mlogloss:0.72036	validation-mlogloss:0.67469
[36m(train_xgb_ray_tune pid=1476165)[0m [250]	train-mlogloss:0.84855	validation-mlogloss:0.81938
[36m(train_xgb_ray_tune pid=1476165)[0m [251]	train-mlogloss:0.84757	validation-mlogloss:0.81826
[36m(train_xgb_ray_tune pid=1476165)[0m [252]	train-mlogloss:0.84661	validation-mlogloss:0.81721
[36m(train_xgb_ray_tune pid=1476158)[0m [223]	train-mlogloss:1.32955	validation-mlogloss:1.32543
[36m(train_xgb_ray_tune pid=1476158)[0m [224]	train-mlogloss:1.32933	validation-mlogloss:1.32520
[36m(train_xgb_ray_tune pid=1476170)[0m [154]	train-mlogloss:0.81233	validation-mlogloss:0.77743
[36m(train_xgb_ray_tune pid=1476170)[0m [155]	train-mlogloss:0.81104	validation-mlogloss:0.77597
[36m(train_xgb_ray_tune pid=1476168)[0m [243]	train-mlogloss:0.93277	validation-mlogloss:0.90888
[36m(train_xgb_ray_tune pid=1476168)[0m [244]	train-mlogloss:0.93240	validation-mlogloss:0.90850
[36m(train_xgb_ray_tune pid=1476166)[0m [223]	train-mlogloss:0.67665	validation-mlogloss:0.62914
[36m(train_xgb_ray_tune pid=1476166)[0m [224]	train-mlogloss:0.67647	validation-mlogloss:0.62898
[36m(train_xgb_ray_tune pid=1476167)[0m [185]	train-mlogloss:0.80309	validation-mlogloss:0.76756
[36m(train_xgb_ray_tune pid=1476169)[0m [165]	train-mlogloss:0.71942	validation-mlogloss:0.67766
[36m(train_xgb_ray_tune pid=1476159)[0m [190]	train-mlogloss:0.96099	validation-mlogloss:0.93907
[36m(train_xgb_ray_tune pid=1476142)[0m [254]	train-mlogloss:0.80177	validation-mlogloss:0.76635
[36m(train_xgb_ray_tune pid=1476142)[0m [255]	train-mlogloss:0.80134	validation-mlogloss:0.76582
[36m(train_xgb_ray_tune pid=1476160)[0m [155]	train-mlogloss:0.82709	validation-mlogloss:0.79527
[36m(train_xgb_ray_tune pid=1476162)[0m [245]	train-mlogloss:0.74050	validation-mlogloss:0.69311
[36m(train_xgb_ray_tune pid=1476171)[0m [184]	train-mlogloss:1.15817	validation-mlogloss:1.14540
[36m(train_xgb_ray_tune pid=1476144)[0m [213]	train-mlogloss:0.76310	validation-mlogloss:0.71958
[36m(train_xgb_ray_tune pid=1476156)[0m [266]	train-mlogloss:1.06731	validation-mlogloss:1.05081
[36m(train_xgb_ray_tune pid=1476156)[0m [267]	train-mlogloss:1.06680	validation-mlogloss:1.05026
[36m(train_xgb_ray_tune pid=1476143)[0m [156]	train-mlogloss:0.79174	validation-mlogloss:0.76333
[36m(train_xgb_ray_tune pid=1476150)[0m [197]	train-mlogloss:0.70333	validation-mlogloss:0.65375
[36m(train_xgb_ray_tune pid=1476164)[0m [204]	train-mlogloss:0.71975	validation-mlogloss:0.67402
[36m(train_xgb_ray_tune pid=1476164)[0m [205]	train-mlogloss:0.71915	validation-mlogloss:0.67326
[36m(train_xgb_ray_tune pid=1476165)[0m [253]	train-mlogloss:0.84564	validation-mlogloss:0.81622
[36m(train_xgb_ray_tune pid=1476158)[0m [225]	train-mlogloss:1.32911	validation-mlogloss:1.32497
[36m(train_xgb_ray_tune pid=1476170)[0m [156]	train-mlogloss:0.80970	validation-mlogloss:0.77453
[36m(train_xgb_ray_tune pid=1476170)[0m [157]	train-mlogloss:0.80840	validation-mlogloss:0.77310
[36m(train_xgb_ray_tune pid=1476168)[0m [245]	train-mlogloss:0.93186	validation-mlogloss:0.90793
[36m(train_xgb_ray_tune pid=1476166)[0m [225]	train-mlogloss:0.67609	validation-mlogloss:0.62856
[36m(train_xgb_ray_tune pid=1476167)[0m [186]	train-mlogloss:0.80198	validation-mlogloss:0.76634
[36m(train_xgb_ray_tune pid=1476169)[0m [166]	train-mlogloss:0.71839	validation-mlogloss:0.67649
[36m(train_xgb_ray_tune pid=1476159)[0m [191]	train-mlogloss:0.95973	validation-mlogloss:0.93770
[36m(train_xgb_ray_tune pid=1476157)[0m [170]	train-mlogloss:0.70643	validation-mlogloss:0.65818
[36m(train_xgb_ray_tune pid=1476157)[0m [171]	train-mlogloss:0.70538	validation-mlogloss:0.65684
[36m(train_xgb_ray_tune pid=1476142)[0m [256]	train-mlogloss:0.80091	validation-mlogloss:0.76532
[36m(train_xgb_ray_tune pid=1476142)[0m [257]	train-mlogloss:0.80040	validation-mlogloss:0.76478
[36m(train_xgb_ray_tune pid=1476160)[0m [156]	train-mlogloss:0.82567	validation-mlogloss:0.79367
[36m(train_xgb_ray_tune pid=1476160)[0m [157]	train-mlogloss:0.82421	validation-mlogloss:0.79200
[36m(train_xgb_ray_tune pid=1476160)[0m [158]	train-mlogloss:0.82277	validation-mlogloss:0.79044
[36m(train_xgb_ray_tune pid=1476162)[0m [246]	train-mlogloss:0.73994	validation-mlogloss:0.69251
[36m(train_xgb_ray_tune pid=1476162)[0m [247]	train-mlogloss:0.73927	validation-mlogloss:0.69172
[36m(train_xgb_ray_tune pid=1476171)[0m [185]	train-mlogloss:1.15738	validation-mlogloss:1.14455
[36m(train_xgb_ray_tune pid=1476171)[0m [186]	train-mlogloss:1.15658	validation-mlogloss:1.14371
[36m(train_xgb_ray_tune pid=1476144)[0m [214]	train-mlogloss:0.76214	validation-mlogloss:0.71848
[36m(train_xgb_ray_tune pid=1476144)[0m [215]	train-mlogloss:0.76118	validation-mlogloss:0.71737
[36m(train_xgb_ray_tune pid=1476156)[0m [268]	train-mlogloss:1.06630	validation-mlogloss:1.04974
[36m(train_xgb_ray_tune pid=1476156)[0m [269]	train-mlogloss:1.06579	validation-mlogloss:1.04924
[36m(train_xgb_ray_tune pid=1476143)[0m [157]	train-mlogloss:0.79017	validation-mlogloss:0.76163
[36m(train_xgb_ray_tune pid=1476150)[0m [198]	train-mlogloss:0.70259	validation-mlogloss:0.65292
[36m(train_xgb_ray_tune pid=1476150)[0m [199]	train-mlogloss:0.70186	validation-mlogloss:0.65208
[36m(train_xgb_ray_tune pid=1476164)[0m [206]	train-mlogloss:0.71850	validation-mlogloss:0.67250
[36m(train_xgb_ray_tune pid=1476164)[0m [207]	train-mlogloss:0.71790	validation-mlogloss:0.67176
[36m(train_xgb_ray_tune pid=1476165)[0m [254]	train-mlogloss:0.84466	validation-mlogloss:0.81524
[36m(train_xgb_ray_tune pid=1476158)[0m [226]	train-mlogloss:1.32898	validation-mlogloss:1.32481
[36m(train_xgb_ray_tune pid=1476158)[0m [227]	train-mlogloss:1.32875	validation-mlogloss:1.32457
[36m(train_xgb_ray_tune pid=1476170)[0m [158]	train-mlogloss:0.80712	validation-mlogloss:0.77169
[36m(train_xgb_ray_tune pid=1476168)[0m [246]	train-mlogloss:0.93133	validation-mlogloss:0.90737
[36m(train_xgb_ray_tune pid=1476166)[0m [226]	train-mlogloss:0.67593	validation-mlogloss:0.62840
[36m(train_xgb_ray_tune pid=1476167)[0m [187]	train-mlogloss:0.80077	validation-mlogloss:0.76500
[36m(train_xgb_ray_tune pid=1476169)[0m [167]	train-mlogloss:0.71729	validation-mlogloss:0.67526
[36m(train_xgb_ray_tune pid=1476169)[0m [168]	train-mlogloss:0.71619	validation-mlogloss:0.67398
[36m(train_xgb_ray_tune pid=1476159)[0m [192]	train-mlogloss:0.95852	validation-mlogloss:0.93643
[36m(train_xgb_ray_tune pid=1476157)[0m [172]	train-mlogloss:0.70432	validation-mlogloss:0.65557
[36m(train_xgb_ray_tune pid=1476142)[0m [258]	train-mlogloss:0.79997	validation-mlogloss:0.76431
[36m(train_xgb_ray_tune pid=1476160)[0m [159]	train-mlogloss:0.82136	validation-mlogloss:0.78889
[36m(train_xgb_ray_tune pid=1476162)[0m [248]	train-mlogloss:0.73841	validation-mlogloss:0.69080
[36m(train_xgb_ray_tune pid=1476171)[0m [187]	train-mlogloss:1.15581	validation-mlogloss:1.14286
[36m(train_xgb_ray_tune pid=1476144)[0m [216]	train-mlogloss:0.76035	validation-mlogloss:0.71645
[36m(train_xgb_ray_tune pid=1476156)[0m [270]	train-mlogloss:1.06538	validation-mlogloss:1.04882
[36m(train_xgb_ray_tune pid=1476143)[0m [158]	train-mlogloss:0.78863	validation-mlogloss:0.75996
[36m(train_xgb_ray_tune pid=1476150)[0m [200]	train-mlogloss:0.70099	validation-mlogloss:0.65106
[36m(train_xgb_ray_tune pid=1476164)[0m [208]	train-mlogloss:0.71732	validation-mlogloss:0.67101
[36m(train_xgb_ray_tune pid=1476165)[0m [255]	train-mlogloss:0.84375	validation-mlogloss:0.81431
[36m(train_xgb_ray_tune pid=1476158)[0m [228]	train-mlogloss:1.32852	validation-mlogloss:1.32433
[36m(train_xgb_ray_tune pid=1476170)[0m [159]	train-mlogloss:0.80578	validation-mlogloss:0.77019
[36m(train_xgb_ray_tune pid=1476168)[0m [247]	train-mlogloss:0.93090	validation-mlogloss:0.90694
[36m(train_xgb_ray_tune pid=1476166)[0m [227]	train-mlogloss:0.67576	validation-mlogloss:0.62825
[36m(train_xgb_ray_tune pid=1476167)[0m [188]	train-mlogloss:0.79965	validation-mlogloss:0.76378
[36m(train_xgb_ray_tune pid=1476167)[0m [189]	train-mlogloss:0.79853	validation-mlogloss:0.76257
[36m(train_xgb_ray_tune pid=1476169)[0m [169]	train-mlogloss:0.71509	validation-mlogloss:0.67268
[36m(train_xgb_ray_tune pid=1476159)[0m [193]	train-mlogloss:0.95732	validation-mlogloss:0.93519
[36m(train_xgb_ray_tune pid=1476142)[0m [259]	train-mlogloss:0.79939	validation-mlogloss:0.76366
[36m(train_xgb_ray_tune pid=1476160)[0m [160]	train-mlogloss:0.81995	validation-mlogloss:0.78738
[36m(train_xgb_ray_tune pid=1476162)[0m [249]	train-mlogloss:0.73758	validation-mlogloss:0.68988
[36m(train_xgb_ray_tune pid=1476171)[0m [188]	train-mlogloss:1.15499	validation-mlogloss:1.14200
[36m(train_xgb_ray_tune pid=1476144)[0m [217]	train-mlogloss:0.75928	validation-mlogloss:0.71520
[36m(train_xgb_ray_tune pid=1476156)[0m [271]	train-mlogloss:1.06498	validation-mlogloss:1.04840
[36m(train_xgb_ray_tune pid=1476156)[0m [272]	train-mlogloss:1.06468	validation-mlogloss:1.04805
[36m(train_xgb_ray_tune pid=1476143)[0m [159]	train-mlogloss:0.78710	validation-mlogloss:0.75833
[36m(train_xgb_ray_tune pid=1476150)[0m [201]	train-mlogloss:0.70024	validation-mlogloss:0.65013
[36m(train_xgb_ray_tune pid=1476164)[0m [209]	train-mlogloss:0.71673	validation-mlogloss:0.67029
[36m(train_xgb_ray_tune pid=1476165)[0m [256]	train-mlogloss:0.84284	validation-mlogloss:0.81328
[36m(train_xgb_ray_tune pid=1476158)[0m [229]	train-mlogloss:1.32841	validation-mlogloss:1.32420
[36m(train_xgb_ray_tune pid=1476170)[0m [160]	train-mlogloss:0.80451	validation-mlogloss:0.76871
[36m(train_xgb_ray_tune pid=1476168)[0m [248]	train-mlogloss:0.93039	validation-mlogloss:0.90645
[36m(train_xgb_ray_tune pid=1476166)[0m [228]	train-mlogloss:0.67531	validation-mlogloss:0.62769
[36m(train_xgb_ray_tune pid=1476167)[0m [190]	train-mlogloss:0.79745	validation-mlogloss:0.76137
[36m(train_xgb_ray_tune pid=1476169)[0m [170]	train-mlogloss:0.71416	validation-mlogloss:0.67164
[36m(train_xgb_ray_tune pid=1476159)[0m [194]	train-mlogloss:0.95611	validation-mlogloss:0.93393
[36m(train_xgb_ray_tune pid=1476157)[0m [173]	train-mlogloss:0.70329	validation-mlogloss:0.65430
[36m(train_xgb_ray_tune pid=1476142)[0m [260]	train-mlogloss:0.79896	validation-mlogloss:0.76312
[36m(train_xgb_ray_tune pid=1476160)[0m [161]	train-mlogloss:0.81859	validation-mlogloss:0.78592
[36m(train_xgb_ray_tune pid=1476160)[0m [162]	train-mlogloss:0.81730	validation-mlogloss:0.78445
[36m(train_xgb_ray_tune pid=1476162)[0m [250]	train-mlogloss:0.73685	validation-mlogloss:0.68903
[36m(train_xgb_ray_tune pid=1476171)[0m [189]	train-mlogloss:1.15433	validation-mlogloss:1.14132
[36m(train_xgb_ray_tune pid=1476144)[0m [218]	train-mlogloss:0.75839	validation-mlogloss:0.71411
[36m(train_xgb_ray_tune pid=1476156)[0m [273]	train-mlogloss:1.06438	validation-mlogloss:1.04770
[36m(train_xgb_ray_tune pid=1476143)[0m [160]	train-mlogloss:0.78553	validation-mlogloss:0.75664
[36m(train_xgb_ray_tune pid=1476150)[0m [202]	train-mlogloss:0.69946	validation-mlogloss:0.64932
[36m(train_xgb_ray_tune pid=1476164)[0m [210]	train-mlogloss:0.71615	validation-mlogloss:0.66963
[36m(train_xgb_ray_tune pid=1476165)[0m [257]	train-mlogloss:0.84191	validation-mlogloss:0.81230
[36m(train_xgb_ray_tune pid=1476165)[0m [258]	train-mlogloss:0.84096	validation-mlogloss:0.81124
[36m(train_xgb_ray_tune pid=1476158)[0m [230]	train-mlogloss:1.32820	validation-mlogloss:1.32398
[36m(train_xgb_ray_tune pid=1476158)[0m [231]	train-mlogloss:1.32800	validation-mlogloss:1.32376
[36m(train_xgb_ray_tune pid=1476170)[0m [161]	train-mlogloss:0.80329	validation-mlogloss:0.76743
[36m(train_xgb_ray_tune pid=1476168)[0m [249]	train-mlogloss:0.93004	validation-mlogloss:0.90604
[36m(train_xgb_ray_tune pid=1476168)[0m [250]	train-mlogloss:0.92979	validation-mlogloss:0.90577
[36m(train_xgb_ray_tune pid=1476166)[0m [229]	train-mlogloss:0.67469	validation-mlogloss:0.62699
[36m(train_xgb_ray_tune pid=1476167)[0m [191]	train-mlogloss:0.79640	validation-mlogloss:0.76022
[36m(train_xgb_ray_tune pid=1476169)[0m [171]	train-mlogloss:0.71319	validation-mlogloss:0.67065
[36m(train_xgb_ray_tune pid=1476159)[0m [195]	train-mlogloss:0.95487	validation-mlogloss:0.93263
[36m(train_xgb_ray_tune pid=1476157)[0m [174]	train-mlogloss:0.70237	validation-mlogloss:0.65324
[36m(train_xgb_ray_tune pid=1476142)[0m [261]	train-mlogloss:0.79862	validation-mlogloss:0.76277
[36m(train_xgb_ray_tune pid=1476160)[0m [163]	train-mlogloss:0.81599	validation-mlogloss:0.78308
[36m(train_xgb_ray_tune pid=1476162)[0m [251]	train-mlogloss:0.73610	validation-mlogloss:0.68818
[36m(train_xgb_ray_tune pid=1476171)[0m [190]	train-mlogloss:1.15361	validation-mlogloss:1.14056
[36m(train_xgb_ray_tune pid=1476144)[0m [219]	train-mlogloss:0.75762	validation-mlogloss:0.71315
[36m(train_xgb_ray_tune pid=1476156)[0m [274]	train-mlogloss:1.06410	validation-mlogloss:1.04741
[36m(train_xgb_ray_tune pid=1476143)[0m [161]	train-mlogloss:0.78392	validation-mlogloss:0.75485
[36m(train_xgb_ray_tune pid=1476150)[0m [203]	train-mlogloss:0.69892	validation-mlogloss:0.64877
[36m(train_xgb_ray_tune pid=1476164)[0m [211]	train-mlogloss:0.71564	validation-mlogloss:0.66908
[36m(train_xgb_ray_tune pid=1476164)[0m [212]	train-mlogloss:0.71523	validation-mlogloss:0.66862
[36m(train_xgb_ray_tune pid=1476165)[0m [259]	train-mlogloss:0.84003	validation-mlogloss:0.81021
[36m(train_xgb_ray_tune pid=1476158)[0m [232]	train-mlogloss:1.32787	validation-mlogloss:1.32363
[36m(train_xgb_ray_tune pid=1476170)[0m [162]	train-mlogloss:0.80205	validation-mlogloss:0.76602
[36m(train_xgb_ray_tune pid=1476168)[0m [251]	train-mlogloss:0.92944	validation-mlogloss:0.90540
[36m(train_xgb_ray_tune pid=1476167)[0m [192]	train-mlogloss:0.79529	validation-mlogloss:0.75893
[36m(train_xgb_ray_tune pid=1476169)[0m [172]	train-mlogloss:0.71198	validation-mlogloss:0.66916
[36m(train_xgb_ray_tune pid=1476159)[0m [196]	train-mlogloss:0.95370	validation-mlogloss:0.93143
[36m(train_xgb_ray_tune pid=1476157)[0m [175]	train-mlogloss:0.70138	validation-mlogloss:0.65206
[36m(train_xgb_ray_tune pid=1476142)[0m [262]	train-mlogloss:0.79804	validation-mlogloss:0.76211
[36m(train_xgb_ray_tune pid=1476160)[0m [164]	train-mlogloss:0.81480	validation-mlogloss:0.78180
[36m(train_xgb_ray_tune pid=1476171)[0m [191]	train-mlogloss:1.15283	validation-mlogloss:1.13973
[36m(train_xgb_ray_tune pid=1476144)[0m [220]	train-mlogloss:0.75670	validation-mlogloss:0.71214
[36m(train_xgb_ray_tune pid=1476156)[0m [275]	train-mlogloss:1.06357	validation-mlogloss:1.04687
[36m(train_xgb_ray_tune pid=1476143)[0m [162]	train-mlogloss:0.78231	validation-mlogloss:0.75312
[36m(train_xgb_ray_tune pid=1476150)[0m [204]	train-mlogloss:0.69815	validation-mlogloss:0.64791
[36m(train_xgb_ray_tune pid=1476164)[0m [213]	train-mlogloss:0.71490	validation-mlogloss:0.66825
[36m(train_xgb_ray_tune pid=1476165)[0m [260]	train-mlogloss:0.83914	validation-mlogloss:0.80920
[36m(train_xgb_ray_tune pid=1476158)[0m [233]	train-mlogloss:1.32767	validation-mlogloss:1.32341
[36m(train_xgb_ray_tune pid=1476158)[0m [234]	train-mlogloss:1.32751	validation-mlogloss:1.32323
[36m(train_xgb_ray_tune pid=1476170)[0m [163]	train-mlogloss:0.80076	validation-mlogloss:0.76469
[36m(train_xgb_ray_tune pid=1476168)[0m [252]	train-mlogloss:0.92888	validation-mlogloss:0.90478
[36m(train_xgb_ray_tune pid=1476166)[0m [230]	train-mlogloss:0.67434	validation-mlogloss:0.62661
[36m(train_xgb_ray_tune pid=1476167)[0m [193]	train-mlogloss:0.79417	validation-mlogloss:0.75764
[36m(train_xgb_ray_tune pid=1476167)[0m [194]	train-mlogloss:0.79312	validation-mlogloss:0.75644
[36m(train_xgb_ray_tune pid=1476169)[0m [173]	train-mlogloss:0.71098	validation-mlogloss:0.66793
[36m(train_xgb_ray_tune pid=1476159)[0m [197]	train-mlogloss:0.95251	validation-mlogloss:0.93020
[36m(train_xgb_ray_tune pid=1476157)[0m [176]	train-mlogloss:0.70039	validation-mlogloss:0.65087
[36m(train_xgb_ray_tune pid=1476142)[0m [263]	train-mlogloss:0.79762	validation-mlogloss:0.76159
[36m(train_xgb_ray_tune pid=1476142)[0m [264]	train-mlogloss:0.79705	validation-mlogloss:0.76096
[36m(train_xgb_ray_tune pid=1476160)[0m [165]	train-mlogloss:0.81342	validation-mlogloss:0.78033
[36m(train_xgb_ray_tune pid=1476160)[0m [166]	train-mlogloss:0.81216	validation-mlogloss:0.77899
[36m(train_xgb_ray_tune pid=1476162)[0m [252]	train-mlogloss:0.73531	validation-mlogloss:0.68727
[36m(train_xgb_ray_tune pid=1476162)[0m [253]	train-mlogloss:0.73463	validation-mlogloss:0.68646
[36m(train_xgb_ray_tune pid=1476171)[0m [192]	train-mlogloss:1.15208	validation-mlogloss:1.13895
[36m(train_xgb_ray_tune pid=1476171)[0m [193]	train-mlogloss:1.15130	validation-mlogloss:1.13810
[36m(train_xgb_ray_tune pid=1476144)[0m [221]	train-mlogloss:0.75587	validation-mlogloss:0.71124
[36m(train_xgb_ray_tune pid=1476144)[0m [222]	train-mlogloss:0.75513	validation-mlogloss:0.71034
[36m(train_xgb_ray_tune pid=1476156)[0m [276]	train-mlogloss:1.06329	validation-mlogloss:1.04655
[36m(train_xgb_ray_tune pid=1476156)[0m [277]	train-mlogloss:1.06300	validation-mlogloss:1.04624
[36m(train_xgb_ray_tune pid=1476156)[0m [278]	train-mlogloss:1.06273	validation-mlogloss:1.04597
[36m(train_xgb_ray_tune pid=1476143)[0m [163]	train-mlogloss:0.78078	validation-mlogloss:0.75146
[36m(train_xgb_ray_tune pid=1476150)[0m [205]	train-mlogloss:0.69748	validation-mlogloss:0.64714
[36m(train_xgb_ray_tune pid=1476150)[0m [206]	train-mlogloss:0.69668	validation-mlogloss:0.64611
[36m(train_xgb_ray_tune pid=1476164)[0m [214]	train-mlogloss:0.71441	validation-mlogloss:0.66770
[36m(train_xgb_ray_tune pid=1476164)[0m [215]	train-mlogloss:0.71411	validation-mlogloss:0.66739
[36m(train_xgb_ray_tune pid=1476165)[0m [261]	train-mlogloss:0.83824	validation-mlogloss:0.80825
[36m(train_xgb_ray_tune pid=1476158)[0m [235]	train-mlogloss:1.32739	validation-mlogloss:1.32309
[36m(train_xgb_ray_tune pid=1476170)[0m [164]	train-mlogloss:0.79953	validation-mlogloss:0.76335
[36m(train_xgb_ray_tune pid=1476168)[0m [253]	train-mlogloss:0.92836	validation-mlogloss:0.90420
[36m(train_xgb_ray_tune pid=1476168)[0m [254]	train-mlogloss:0.92794	validation-mlogloss:0.90377
[36m(train_xgb_ray_tune pid=1476166)[0m [231]	train-mlogloss:0.67377	validation-mlogloss:0.62598
[36m(train_xgb_ray_tune pid=1476167)[0m [195]	train-mlogloss:0.79210	validation-mlogloss:0.75528
[36m(train_xgb_ray_tune pid=1476169)[0m [174]	train-mlogloss:0.70973	validation-mlogloss:0.66657
[36m(train_xgb_ray_tune pid=1476159)[0m [198]	train-mlogloss:0.95132	validation-mlogloss:0.92893
[36m(train_xgb_ray_tune pid=1476159)[0m [199]	train-mlogloss:0.95013	validation-mlogloss:0.92767
[36m(train_xgb_ray_tune pid=1476157)[0m [177]	train-mlogloss:0.69942	validation-mlogloss:0.64971
[36m(train_xgb_ray_tune pid=1476142)[0m [265]	train-mlogloss:0.79664	validation-mlogloss:0.76052
[36m(train_xgb_ray_tune pid=1476160)[0m [167]	train-mlogloss:0.81098	validation-mlogloss:0.77770
[36m(train_xgb_ray_tune pid=1476160)[0m [168]	train-mlogloss:0.80981	validation-mlogloss:0.77643
[36m(train_xgb_ray_tune pid=1476162)[0m [254]	train-mlogloss:0.73388	validation-mlogloss:0.68548
[36m(train_xgb_ray_tune pid=1476171)[0m [194]	train-mlogloss:1.15051	validation-mlogloss:1.13726
[36m(train_xgb_ray_tune pid=1476144)[0m [223]	train-mlogloss:0.75427	validation-mlogloss:0.70938
[36m(train_xgb_ray_tune pid=1476156)[0m [279]	train-mlogloss:1.06243	validation-mlogloss:1.04565
[36m(train_xgb_ray_tune pid=1476143)[0m [164]	train-mlogloss:0.77919	validation-mlogloss:0.74969
[36m(train_xgb_ray_tune pid=1476150)[0m [207]	train-mlogloss:0.69590	validation-mlogloss:0.64516
[36m(train_xgb_ray_tune pid=1476164)[0m [216]	train-mlogloss:0.71353	validation-mlogloss:0.66668
[36m(train_xgb_ray_tune pid=1476165)[0m [262]	train-mlogloss:0.83733	validation-mlogloss:0.80726
[36m(train_xgb_ray_tune pid=1476158)[0m [236]	train-mlogloss:1.32716	validation-mlogloss:1.32285
[36m(train_xgb_ray_tune pid=1476158)[0m [237]	train-mlogloss:1.32695	validation-mlogloss:1.32264
[36m(train_xgb_ray_tune pid=1476170)[0m [165]	train-mlogloss:0.79833	validation-mlogloss:0.76195
[36m(train_xgb_ray_tune pid=1476168)[0m [255]	train-mlogloss:0.92760	validation-mlogloss:0.90342
[36m(train_xgb_ray_tune pid=1476166)[0m [232]	train-mlogloss:0.67361	validation-mlogloss:0.62583
[36m(train_xgb_ray_tune pid=1476167)[0m [196]	train-mlogloss:0.79103	validation-mlogloss:0.75407
[36m(train_xgb_ray_tune pid=1476169)[0m [175]	train-mlogloss:0.70863	validation-mlogloss:0.66534
[36m(train_xgb_ray_tune pid=1476159)[0m [200]	train-mlogloss:0.94897	validation-mlogloss:0.92642
[36m(train_xgb_ray_tune pid=1476157)[0m [178]	train-mlogloss:0.69833	validation-mlogloss:0.64840
[36m(train_xgb_ray_tune pid=1476142)[0m [266]	train-mlogloss:0.79608	validation-mlogloss:0.75989
[36m(train_xgb_ray_tune pid=1476160)[0m [169]	train-mlogloss:0.80835	validation-mlogloss:0.77474
[36m(train_xgb_ray_tune pid=1476162)[0m [255]	train-mlogloss:0.73316	validation-mlogloss:0.68465
[36m(train_xgb_ray_tune pid=1476171)[0m [195]	train-mlogloss:1.14972	validation-mlogloss:1.13644
[36m(train_xgb_ray_tune pid=1476144)[0m [224]	train-mlogloss:0.75355	validation-mlogloss:0.70859
[36m(train_xgb_ray_tune pid=1476156)[0m [280]	train-mlogloss:1.06214	validation-mlogloss:1.04537
[36m(train_xgb_ray_tune pid=1476150)[0m [208]	train-mlogloss:0.69514	validation-mlogloss:0.64422
[36m(train_xgb_ray_tune pid=1476164)[0m [217]	train-mlogloss:0.71323	validation-mlogloss:0.66638
[36m(train_xgb_ray_tune pid=1476165)[0m [263]	train-mlogloss:0.83643	validation-mlogloss:0.80628
[36m(train_xgb_ray_tune pid=1476158)[0m [238]	train-mlogloss:1.32681	validation-mlogloss:1.32248
[36m(train_xgb_ray_tune pid=1476170)[0m [166]	train-mlogloss:0.79712	validation-mlogloss:0.76061
[36m(train_xgb_ray_tune pid=1476170)[0m [167]	train-mlogloss:0.79585	validation-mlogloss:0.75920
[36m(train_xgb_ray_tune pid=1476168)[0m [256]	train-mlogloss:0.92707	validation-mlogloss:0.90283
[36m(train_xgb_ray_tune pid=1476168)[0m [257]	train-mlogloss:0.92652	validation-mlogloss:0.90223
[36m(train_xgb_ray_tune pid=1476166)[0m [233]	train-mlogloss:0.67335	validation-mlogloss:0.62554
[36m(train_xgb_ray_tune pid=1476167)[0m [197]	train-mlogloss:0.79009	validation-mlogloss:0.75299
[36m(train_xgb_ray_tune pid=1476167)[0m [198]	train-mlogloss:0.78909	validation-mlogloss:0.75181
[36m(train_xgb_ray_tune pid=1476169)[0m [176]	train-mlogloss:0.70741	validation-mlogloss:0.66406
[36m(train_xgb_ray_tune pid=1476169)[0m [177]	train-mlogloss:0.70635	validation-mlogloss:0.66288
[36m(train_xgb_ray_tune pid=1476159)[0m [201]	train-mlogloss:0.94775	validation-mlogloss:0.92514
[36m(train_xgb_ray_tune pid=1476157)[0m [179]	train-mlogloss:0.69731	validation-mlogloss:0.64708
[36m(train_xgb_ray_tune pid=1476157)[0m [180]	train-mlogloss:0.69632	validation-mlogloss:0.64586
[36m(train_xgb_ray_tune pid=1476142)[0m [267]	train-mlogloss:0.79559	validation-mlogloss:0.75935
[36m(train_xgb_ray_tune pid=1476142)[0m [268]	train-mlogloss:0.79508	validation-mlogloss:0.75878
[36m(train_xgb_ray_tune pid=1476160)[0m [170]	train-mlogloss:0.80711	validation-mlogloss:0.77344
[36m(train_xgb_ray_tune pid=1476160)[0m [171]	train-mlogloss:0.80594	validation-mlogloss:0.77208
[36m(train_xgb_ray_tune pid=1476162)[0m [256]	train-mlogloss:0.73253	validation-mlogloss:0.68391
[36m(train_xgb_ray_tune pid=1476162)[0m [257]	train-mlogloss:0.73181	validation-mlogloss:0.68308
[36m(train_xgb_ray_tune pid=1476171)[0m [196]	train-mlogloss:1.14890	validation-mlogloss:1.13558
[36m(train_xgb_ray_tune pid=1476171)[0m [197]	train-mlogloss:1.14813	validation-mlogloss:1.13477
[36m(train_xgb_ray_tune pid=1476144)[0m [225]	train-mlogloss:0.75261	validation-mlogloss:0.70748
[36m(train_xgb_ray_tune pid=1476144)[0m [226]	train-mlogloss:0.75188	validation-mlogloss:0.70659
[36m(train_xgb_ray_tune pid=1476156)[0m [281]	train-mlogloss:1.06165	validation-mlogloss:1.04483
[36m(train_xgb_ray_tune pid=1476156)[0m [282]	train-mlogloss:1.06116	validation-mlogloss:1.04429
[36m(train_xgb_ray_tune pid=1476143)[0m [165]	train-mlogloss:0.77763	validation-mlogloss:0.74798
[36m(train_xgb_ray_tune pid=1476143)[0m [166]	train-mlogloss:0.77611	validation-mlogloss:0.74625
[36m(train_xgb_ray_tune pid=1476150)[0m [209]	train-mlogloss:0.69456	validation-mlogloss:0.64355
[36m(train_xgb_ray_tune pid=1476150)[0m [210]	train-mlogloss:0.69385	validation-mlogloss:0.64266
[36m(train_xgb_ray_tune pid=1476164)[0m [218]	train-mlogloss:0.71303	validation-mlogloss:0.66617
[36m(train_xgb_ray_tune pid=1476164)[0m [219]	train-mlogloss:0.71247	validation-mlogloss:0.66554
[36m(train_xgb_ray_tune pid=1476165)[0m [264]	train-mlogloss:0.83550	validation-mlogloss:0.80538
[36m(train_xgb_ray_tune pid=1476158)[0m [239]	train-mlogloss:1.32663	validation-mlogloss:1.32228
[36m(train_xgb_ray_tune pid=1476158)[0m [240]	train-mlogloss:1.32640	validation-mlogloss:1.32205
[36m(train_xgb_ray_tune pid=1476170)[0m [168]	train-mlogloss:0.79469	validation-mlogloss:0.75787
[36m(train_xgb_ray_tune pid=1476168)[0m [258]	train-mlogloss:0.92628	validation-mlogloss:0.90195
[36m(train_xgb_ray_tune pid=1476168)[0m [259]	train-mlogloss:0.92579	validation-mlogloss:0.90146
[36m(train_xgb_ray_tune pid=1476166)[0m [234]	train-mlogloss:0.67293	validation-mlogloss:0.62506
[36m(train_xgb_ray_tune pid=1476167)[0m [199]	train-mlogloss:0.78810	validation-mlogloss:0.75068
[36m(train_xgb_ray_tune pid=1476159)[0m [202]	train-mlogloss:0.94671	validation-mlogloss:0.92402
[36m(train_xgb_ray_tune pid=1476142)[0m [269]	train-mlogloss:0.79468	validation-mlogloss:0.75835
[36m(train_xgb_ray_tune pid=1476160)[0m [172]	train-mlogloss:0.80473	validation-mlogloss:0.77068
[36m(train_xgb_ray_tune pid=1476171)[0m [198]	train-mlogloss:1.14746	validation-mlogloss:1.13406
[36m(train_xgb_ray_tune pid=1476156)[0m [283]	train-mlogloss:1.06089	validation-mlogloss:1.04398
[36m(train_xgb_ray_tune pid=1476143)[0m [167]	train-mlogloss:0.77455	validation-mlogloss:0.74466
[36m(train_xgb_ray_tune pid=1476150)[0m [211]	train-mlogloss:0.69334	validation-mlogloss:0.64212
[36m(train_xgb_ray_tune pid=1476164)[0m [220]	train-mlogloss:0.71219	validation-mlogloss:0.66525
[36m(train_xgb_ray_tune pid=1476165)[0m [265]	train-mlogloss:0.83462	validation-mlogloss:0.80442
[36m(train_xgb_ray_tune pid=1476158)[0m [241]	train-mlogloss:1.32617	validation-mlogloss:1.32181
[36m(train_xgb_ray_tune pid=1476170)[0m [169]	train-mlogloss:0.79350	validation-mlogloss:0.75647
[36m(train_xgb_ray_tune pid=1476168)[0m [260]	train-mlogloss:0.92527	validation-mlogloss:0.90087
[36m(train_xgb_ray_tune pid=1476167)[0m [200]	train-mlogloss:0.78703	validation-mlogloss:0.74947
[36m(train_xgb_ray_tune pid=1476169)[0m [178]	train-mlogloss:0.70534	validation-mlogloss:0.66166
[36m(train_xgb_ray_tune pid=1476159)[0m [203]	train-mlogloss:0.94555	validation-mlogloss:0.92278
[36m(train_xgb_ray_tune pid=1476157)[0m [181]	train-mlogloss:0.69534	validation-mlogloss:0.64473
[36m(train_xgb_ray_tune pid=1476142)[0m [270]	train-mlogloss:0.79411	validation-mlogloss:0.75769
[36m(train_xgb_ray_tune pid=1476160)[0m [173]	train-mlogloss:0.80349	validation-mlogloss:0.76931
[36m(train_xgb_ray_tune pid=1476162)[0m [258]	train-mlogloss:0.73126	validation-mlogloss:0.68240
[36m(train_xgb_ray_tune pid=1476171)[0m [199]	train-mlogloss:1.14680	validation-mlogloss:1.13339
[36m(train_xgb_ray_tune pid=1476144)[0m [227]	train-mlogloss:0.75104	validation-mlogloss:0.70558
[36m(train_xgb_ray_tune pid=1476156)[0m [284]	train-mlogloss:1.06062	validation-mlogloss:1.04367
[36m(train_xgb_ray_tune pid=1476143)[0m [168]	train-mlogloss:0.77304	validation-mlogloss:0.74290
[36m(train_xgb_ray_tune pid=1476150)[0m [212]	train-mlogloss:0.69261	validation-mlogloss:0.64124
[36m(train_xgb_ray_tune pid=1476164)[0m [221]	train-mlogloss:0.71171	validation-mlogloss:0.66466
[36m(train_xgb_ray_tune pid=1476164)[0m [222]	train-mlogloss:0.71112	validation-mlogloss:0.66393
[36m(train_xgb_ray_tune pid=1476165)[0m [266]	train-mlogloss:0.83373	validation-mlogloss:0.80346
[36m(train_xgb_ray_tune pid=1476158)[0m [242]	train-mlogloss:1.32596	validation-mlogloss:1.32158
[36m(train_xgb_ray_tune pid=1476170)[0m [170]	train-mlogloss:0.79225	validation-mlogloss:0.75506
[36m(train_xgb_ray_tune pid=1476168)[0m [261]	train-mlogloss:0.92494	validation-mlogloss:0.90052
[36m(train_xgb_ray_tune pid=1476166)[0m [235]	train-mlogloss:0.67254	validation-mlogloss:0.62456
[36m(train_xgb_ray_tune pid=1476167)[0m [201]	train-mlogloss:0.78608	validation-mlogloss:0.74842
[36m(train_xgb_ray_tune pid=1476169)[0m [179]	train-mlogloss:0.70429	validation-mlogloss:0.66043
[36m(train_xgb_ray_tune pid=1476157)[0m [182]	train-mlogloss:0.69459	validation-mlogloss:0.64377
[36m(train_xgb_ray_tune pid=1476142)[0m [271]	train-mlogloss:0.79384	validation-mlogloss:0.75740
[36m(train_xgb_ray_tune pid=1476160)[0m [174]	train-mlogloss:0.80226	validation-mlogloss:0.76794
[36m(train_xgb_ray_tune pid=1476160)[0m [175]	train-mlogloss:0.80104	validation-mlogloss:0.76661
[36m(train_xgb_ray_tune pid=1476162)[0m [259]	train-mlogloss:0.73049	validation-mlogloss:0.68155
[36m(train_xgb_ray_tune pid=1476171)[0m [200]	train-mlogloss:1.14612	validation-mlogloss:1.13267
[36m(train_xgb_ray_tune pid=1476171)[0m [201]	train-mlogloss:1.14536	validation-mlogloss:1.13189
[36m(train_xgb_ray_tune pid=1476144)[0m [228]	train-mlogloss:0.75027	validation-mlogloss:0.70466
[36m(train_xgb_ray_tune pid=1476144)[0m [229]	train-mlogloss:0.74945	validation-mlogloss:0.70374
[36m(train_xgb_ray_tune pid=1476156)[0m [285]	train-mlogloss:1.06036	validation-mlogloss:1.04336
[36m(train_xgb_ray_tune pid=1476156)[0m [286]	train-mlogloss:1.06010	validation-mlogloss:1.04311
[36m(train_xgb_ray_tune pid=1476143)[0m [169]	train-mlogloss:0.77163	validation-mlogloss:0.74139
[36m(train_xgb_ray_tune pid=1476150)[0m [213]	train-mlogloss:0.69207	validation-mlogloss:0.64054
[36m(train_xgb_ray_tune pid=1476164)[0m [223]	train-mlogloss:0.71084	validation-mlogloss:0.66364
[36m(train_xgb_ray_tune pid=1476165)[0m [267]	train-mlogloss:0.83285	validation-mlogloss:0.80252
[36m(train_xgb_ray_tune pid=1476165)[0m [268]	train-mlogloss:0.83199	validation-mlogloss:0.80159
[36m(train_xgb_ray_tune pid=1476158)[0m [243]	train-mlogloss:1.32576	validation-mlogloss:1.32137
[36m(train_xgb_ray_tune pid=1476158)[0m [244]	train-mlogloss:1.32564	validation-mlogloss:1.32124
[36m(train_xgb_ray_tune pid=1476170)[0m [171]	train-mlogloss:0.79107	validation-mlogloss:0.75372
[36m(train_xgb_ray_tune pid=1476168)[0m [262]	train-mlogloss:0.92470	validation-mlogloss:0.90027
[36m(train_xgb_ray_tune pid=1476168)[0m [263]	train-mlogloss:0.92448	validation-mlogloss:0.90000
[36m(train_xgb_ray_tune pid=1476166)[0m [236]	train-mlogloss:0.67237	validation-mlogloss:0.62442
[36m(train_xgb_ray_tune pid=1476166)[0m [237]	train-mlogloss:0.67221	validation-mlogloss:0.62427
[36m(train_xgb_ray_tune pid=1476167)[0m [202]	train-mlogloss:0.78505	validation-mlogloss:0.74737
[36m(train_xgb_ray_tune pid=1476167)[0m [203]	train-mlogloss:0.78413	validation-mlogloss:0.74638
[36m(train_xgb_ray_tune pid=1476169)[0m [180]	train-mlogloss:0.70321	validation-mlogloss:0.65919
[36m(train_xgb_ray_tune pid=1476169)[0m [181]	train-mlogloss:0.70222	validation-mlogloss:0.65801
[36m(train_xgb_ray_tune pid=1476142)[0m [272]	train-mlogloss:0.79328	validation-mlogloss:0.75677
[36m(train_xgb_ray_tune pid=1476160)[0m [176]	train-mlogloss:0.79986	validation-mlogloss:0.76532
[36m(train_xgb_ray_tune pid=1476162)[0m [260]	train-mlogloss:0.72992	validation-mlogloss:0.68087
[36m(train_xgb_ray_tune pid=1476171)[0m [202]	train-mlogloss:1.14469	validation-mlogloss:1.13118
[36m(train_xgb_ray_tune pid=1476144)[0m [230]	train-mlogloss:0.74861	validation-mlogloss:0.70282
[36m(train_xgb_ray_tune pid=1476156)[0m [287]	train-mlogloss:1.05962	validation-mlogloss:1.04260
[36m(train_xgb_ray_tune pid=1476143)[0m [170]	train-mlogloss:0.77021	validation-mlogloss:0.73982
[36m(train_xgb_ray_tune pid=1476150)[0m [214]	train-mlogloss:0.69147	validation-mlogloss:0.63983
[36m(train_xgb_ray_tune pid=1476150)[0m [215]	train-mlogloss:0.69071	validation-mlogloss:0.63885
[36m(train_xgb_ray_tune pid=1476164)[0m [224]	train-mlogloss:0.71065	validation-mlogloss:0.66344
[36m(train_xgb_ray_tune pid=1476164)[0m [225]	train-mlogloss:0.71021	validation-mlogloss:0.66296
[36m(train_xgb_ray_tune pid=1476165)[0m [269]	train-mlogloss:0.83114	validation-mlogloss:0.80070
[36m(train_xgb_ray_tune pid=1476158)[0m [245]	train-mlogloss:1.32549	validation-mlogloss:1.32107
[36m(train_xgb_ray_tune pid=1476170)[0m [172]	train-mlogloss:0.78996	validation-mlogloss:0.75239
[36m(train_xgb_ray_tune pid=1476168)[0m [264]	train-mlogloss:0.92405	validation-mlogloss:0.89956
[36m(train_xgb_ray_tune pid=1476166)[0m [238]	train-mlogloss:0.67206	validation-mlogloss:0.62413
[36m(train_xgb_ray_tune pid=1476167)[0m [204]	train-mlogloss:0.78316	validation-mlogloss:0.74539
[36m(train_xgb_ray_tune pid=1476157)[0m [183]	train-mlogloss:0.69382	validation-mlogloss:0.64282
[36m(train_xgb_ray_tune pid=1476142)[0m [273]	train-mlogloss:0.79273	validation-mlogloss:0.75613
[36m(train_xgb_ray_tune pid=1476160)[0m [177]	train-mlogloss:0.79869	validation-mlogloss:0.76400
[36m(train_xgb_ray_tune pid=1476160)[0m [178]	train-mlogloss:0.79763	validation-mlogloss:0.76286
[36m(train_xgb_ray_tune pid=1476162)[0m [261]	train-mlogloss:0.72922	validation-mlogloss:0.68009
[36m(train_xgb_ray_tune pid=1476171)[0m [203]	train-mlogloss:1.14395	validation-mlogloss:1.13044
[36m(train_xgb_ray_tune pid=1476144)[0m [231]	train-mlogloss:0.74793	validation-mlogloss:0.70204
[36m(train_xgb_ray_tune pid=1476156)[0m [288]	train-mlogloss:1.05935	validation-mlogloss:1.04232
[36m(train_xgb_ray_tune pid=1476143)[0m [171]	train-mlogloss:0.76885	validation-mlogloss:0.73836
[36m(train_xgb_ray_tune pid=1476150)[0m [216]	train-mlogloss:0.69017	validation-mlogloss:0.63829
[36m(train_xgb_ray_tune pid=1476164)[0m [226]	train-mlogloss:0.70968	validation-mlogloss:0.66234
[36m(train_xgb_ray_tune pid=1476165)[0m [270]	train-mlogloss:0.83022	validation-mlogloss:0.79977
[36m(train_xgb_ray_tune pid=1476158)[0m [246]	train-mlogloss:1.32528	validation-mlogloss:1.32085
[36m(train_xgb_ray_tune pid=1476170)[0m [173]	train-mlogloss:0.78885	validation-mlogloss:0.75110
[36m(train_xgb_ray_tune pid=1476168)[0m [265]	train-mlogloss:0.92371	validation-mlogloss:0.89917
[36m(train_xgb_ray_tune pid=1476166)[0m [239]	train-mlogloss:0.67191	validation-mlogloss:0.62393
[36m(train_xgb_ray_tune pid=1476167)[0m [205]	train-mlogloss:0.78222	validation-mlogloss:0.74434
[36m(train_xgb_ray_tune pid=1476169)[0m [182]	train-mlogloss:0.70118	validation-mlogloss:0.65692
[36m(train_xgb_ray_tune pid=1476157)[0m [184]	train-mlogloss:0.69301	validation-mlogloss:0.64190
[36m(train_xgb_ray_tune pid=1476160)[0m [179]	train-mlogloss:0.79625	validation-mlogloss:0.76138
[36m(train_xgb_ray_tune pid=1476162)[0m [262]	train-mlogloss:0.72852	validation-mlogloss:0.67930
[36m(train_xgb_ray_tune pid=1476171)[0m [204]	train-mlogloss:1.14322	validation-mlogloss:1.12964
[36m(train_xgb_ray_tune pid=1476144)[0m [232]	train-mlogloss:0.74712	validation-mlogloss:0.70111
[36m(train_xgb_ray_tune pid=1476156)[0m [289]	train-mlogloss:1.05908	validation-mlogloss:1.04201
[36m(train_xgb_ray_tune pid=1476156)[0m [290]	train-mlogloss:1.05881	validation-mlogloss:1.04173
[36m(train_xgb_ray_tune pid=1476143)[0m [172]	train-mlogloss:0.76741	validation-mlogloss:0.73680
[36m(train_xgb_ray_tune pid=1476150)[0m [217]	train-mlogloss:0.68938	validation-mlogloss:0.63741
[36m(train_xgb_ray_tune pid=1476164)[0m [227]	train-mlogloss:0.70923	validation-mlogloss:0.66185
[36m(train_xgb_ray_tune pid=1476165)[0m [271]	train-mlogloss:0.82934	validation-mlogloss:0.79887
[36m(train_xgb_ray_tune pid=1476158)[0m [247]	train-mlogloss:1.32506	validation-mlogloss:1.32062
[36m(train_xgb_ray_tune pid=1476158)[0m [248]	train-mlogloss:1.32486	validation-mlogloss:1.32040
[36m(train_xgb_ray_tune pid=1476168)[0m [266]	train-mlogloss:0.92319	validation-mlogloss:0.89859
[36m(train_xgb_ray_tune pid=1476166)[0m [240]	train-mlogloss:0.67168	validation-mlogloss:0.62373
[36m(train_xgb_ray_tune pid=1476167)[0m [206]	train-mlogloss:0.78127	validation-mlogloss:0.74324
[36m(train_xgb_ray_tune pid=1476169)[0m [183]	train-mlogloss:0.70034	validation-mlogloss:0.65593
[36m(train_xgb_ray_tune pid=1476157)[0m [185]	train-mlogloss:0.69209	validation-mlogloss:0.64071
[36m(train_xgb_ray_tune pid=1476142)[0m [274]	train-mlogloss:0.79233	validation-mlogloss:0.75564
[36m(train_xgb_ray_tune pid=1476160)[0m [180]	train-mlogloss:0.79516	validation-mlogloss:0.76011
[36m(train_xgb_ray_tune pid=1476162)[0m [263]	train-mlogloss:0.72779	validation-mlogloss:0.67847
[36m(train_xgb_ray_tune pid=1476171)[0m [205]	train-mlogloss:1.14254	validation-mlogloss:1.12893
[36m(train_xgb_ray_tune pid=1476156)[0m [291]	train-mlogloss:1.05854	validation-mlogloss:1.04141
[36m(train_xgb_ray_tune pid=1476150)[0m [218]	train-mlogloss:0.68859	validation-mlogloss:0.63654
[36m(train_xgb_ray_tune pid=1476164)[0m [228]	train-mlogloss:0.70905	validation-mlogloss:0.66167
[36m(train_xgb_ray_tune pid=1476158)[0m [249]	train-mlogloss:1.32467	validation-mlogloss:1.32020
[36m(train_xgb_ray_tune pid=1476170)[0m [174]	train-mlogloss:0.78777	validation-mlogloss:0.74990
[36m(train_xgb_ray_tune pid=1476168)[0m [267]	train-mlogloss:0.92270	validation-mlogloss:0.89807
[36m(train_xgb_ray_tune pid=1476166)[0m [241]	train-mlogloss:0.67132	validation-mlogloss:0.62333
[36m(train_xgb_ray_tune pid=1476167)[0m [207]	train-mlogloss:0.78013	validation-mlogloss:0.74194
[36m(train_xgb_ray_tune pid=1476169)[0m [184]	train-mlogloss:0.69925	validation-mlogloss:0.65470
[36m(train_xgb_ray_tune pid=1476157)[0m [186]	train-mlogloss:0.69108	validation-mlogloss:0.63957
[36m(train_xgb_ray_tune pid=1476142)[0m [275]	train-mlogloss:0.79206	validation-mlogloss:0.75531
[36m(train_xgb_ray_tune pid=1476160)[0m [181]	train-mlogloss:0.79408	validation-mlogloss:0.75897
[36m(train_xgb_ray_tune pid=1476171)[0m [206]	train-mlogloss:1.14179	validation-mlogloss:1.12812
[36m(train_xgb_ray_tune pid=1476144)[0m [233]	train-mlogloss:0.74638	validation-mlogloss:0.70025
[36m(train_xgb_ray_tune pid=1476156)[0m [292]	train-mlogloss:1.05827	validation-mlogloss:1.04113
[36m(train_xgb_ray_tune pid=1476143)[0m [173]	train-mlogloss:0.76594	validation-mlogloss:0.73517
[36m(train_xgb_ray_tune pid=1476150)[0m [219]	train-mlogloss:0.68809	validation-mlogloss:0.63600
[36m(train_xgb_ray_tune pid=1476164)[0m [229]	train-mlogloss:0.70887	validation-mlogloss:0.66150
[36m(train_xgb_ray_tune pid=1476165)[0m [272]	train-mlogloss:0.82850	validation-mlogloss:0.79795
[36m(train_xgb_ray_tune pid=1476158)[0m [250]	train-mlogloss:1.32446	validation-mlogloss:1.31998
[36m(train_xgb_ray_tune pid=1476170)[0m [175]	train-mlogloss:0.78663	validation-mlogloss:0.74861
[36m(train_xgb_ray_tune pid=1476168)[0m [268]	train-mlogloss:0.92238	validation-mlogloss:0.89769
[36m(train_xgb_ray_tune pid=1476166)[0m [242]	train-mlogloss:0.67117	validation-mlogloss:0.62320
[36m(train_xgb_ray_tune pid=1476167)[0m [208]	train-mlogloss:0.77918	validation-mlogloss:0.74085
[36m(train_xgb_ray_tune pid=1476169)[0m [185]	train-mlogloss:0.69826	validation-mlogloss:0.65354
[36m(train_xgb_ray_tune pid=1476160)[0m [182]	train-mlogloss:0.79309	validation-mlogloss:0.75799
[36m(train_xgb_ray_tune pid=1476162)[0m [264]	train-mlogloss:0.72717	validation-mlogloss:0.67779
[36m(train_xgb_ray_tune pid=1476171)[0m [207]	train-mlogloss:1.14120	validation-mlogloss:1.12751
[36m(train_xgb_ray_tune pid=1476144)[0m [234]	train-mlogloss:0.74559	validation-mlogloss:0.69943
[36m(train_xgb_ray_tune pid=1476156)[0m [293]	train-mlogloss:1.05801	validation-mlogloss:1.04082
[36m(train_xgb_ray_tune pid=1476143)[0m [174]	train-mlogloss:0.76459	validation-mlogloss:0.73373
[36m(train_xgb_ray_tune pid=1476150)[0m [220]	train-mlogloss:0.68761	validation-mlogloss:0.63538
[36m(train_xgb_ray_tune pid=1476164)[0m [230]	train-mlogloss:0.70831	validation-mlogloss:0.66082
[36m(train_xgb_ray_tune pid=1476165)[0m [273]	train-mlogloss:0.82767	validation-mlogloss:0.79700
[36m(train_xgb_ray_tune pid=1476158)[0m [251]	train-mlogloss:1.32424	validation-mlogloss:1.31975
[36m(train_xgb_ray_tune pid=1476170)[0m [176]	train-mlogloss:0.78555	validation-mlogloss:0.74740
[36m(train_xgb_ray_tune pid=1476168)[0m [269]	train-mlogloss:0.92205	validation-mlogloss:0.89732
[36m(train_xgb_ray_tune pid=1476166)[0m [243]	train-mlogloss:0.67093	validation-mlogloss:0.62290
[36m(train_xgb_ray_tune pid=1476167)[0m [209]	train-mlogloss:0.77827	validation-mlogloss:0.73992
[36m(train_xgb_ray_tune pid=1476169)[0m [186]	train-mlogloss:0.69727	validation-mlogloss:0.65237
[36m(train_xgb_ray_tune pid=1476157)[0m [187]	train-mlogloss:0.69035	validation-mlogloss:0.63871
[36m(train_xgb_ray_tune pid=1476142)[0m [276]	train-mlogloss:0.79153	validation-mlogloss:0.75470
[36m(train_xgb_ray_tune pid=1476160)[0m [183]	train-mlogloss:0.79199	validation-mlogloss:0.75679
[36m(train_xgb_ray_tune pid=1476160)[0m [184]	train-mlogloss:0.79069	validation-mlogloss:0.75530

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:24. Total running time: 9s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             6.19734 │
│ time_total_s                 6.19734 │
│ training_iteration                 1 │
│ validation_accuracy          0.71078 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476162)[0m [265]	train-mlogloss:0.72666	validation-mlogloss:0.67717
[36m(train_xgb_ray_tune pid=1476171)[0m [208]	train-mlogloss:1.14044	validation-mlogloss:1.12672
[36m(train_xgb_ray_tune pid=1476144)[0m [235]	train-mlogloss:0.74458	validation-mlogloss:0.69832
[36m(train_xgb_ray_tune pid=1476144)[0m [236]	train-mlogloss:0.74375	validation-mlogloss:0.69734
[36m(train_xgb_ray_tune pid=1476156)[0m [294]	train-mlogloss:1.05775	validation-mlogloss:1.04051
[36m(train_xgb_ray_tune pid=1476156)[0m [295]	train-mlogloss:1.05748	validation-mlogloss:1.04024
[36m(train_xgb_ray_tune pid=1476143)[0m [175]	train-mlogloss:0.76319	validation-mlogloss:0.73209
[36m(train_xgb_ray_tune pid=1476143)[0m [176]	train-mlogloss:0.76176	validation-mlogloss:0.73042
[36m(train_xgb_ray_tune pid=1476150)[0m [221]	train-mlogloss:0.68727	validation-mlogloss:0.63499
[36m(train_xgb_ray_tune pid=1476150)[0m [222]	train-mlogloss:0.68649	validation-mlogloss:0.63415
[36m(train_xgb_ray_tune pid=1476164)[0m [231]	train-mlogloss:0.70788	validation-mlogloss:0.66034
[36m(train_xgb_ray_tune pid=1476164)[0m [232]	train-mlogloss:0.70770	validation-mlogloss:0.66018
[36m(train_xgb_ray_tune pid=1476165)[0m [274]	train-mlogloss:0.82682	validation-mlogloss:0.79609
[36m(train_xgb_ray_tune pid=1476165)[0m [275]	train-mlogloss:0.82601	validation-mlogloss:0.79520

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:24. Total running time: 9s
[36m(train_xgb_ray_tune pid=1476158)[0m [252]	train-mlogloss:1.32413	validation-mlogloss:1.31963
[36m(train_xgb_ray_tune pid=1476158)[0m [253]	train-mlogloss:1.32392	validation-mlogloss:1.31940
[36m(train_xgb_ray_tune pid=1476170)[0m [177]	train-mlogloss:0.78443	validation-mlogloss:0.74621
[36m(train_xgb_ray_tune pid=1476168)[0m [270]	train-mlogloss:0.92154	validation-mlogloss:0.89679
[36m(train_xgb_ray_tune pid=1476168)[0m [271]	train-mlogloss:0.92106	validation-mlogloss:0.89625
[36m(train_xgb_ray_tune pid=1476168)[0m [272]	train-mlogloss:0.92054	validation-mlogloss:0.89568
[36m(train_xgb_ray_tune pid=1476166)[0m [244]	train-mlogloss:0.67059	validation-mlogloss:0.62248
[36m(train_xgb_ray_tune pid=1476166)[0m [245]	train-mlogloss:0.67045	validation-mlogloss:0.62234
[36m(train_xgb_ray_tune pid=1476167)[0m [210]	train-mlogloss:0.77737	validation-mlogloss:0.73891
[36m(train_xgb_ray_tune pid=1476167)[0m [211]	train-mlogloss:0.77632	validation-mlogloss:0.73772
[36m(train_xgb_ray_tune pid=1476169)[0m [187]	train-mlogloss:0.69618	validation-mlogloss:0.65117
[36m(train_xgb_ray_tune pid=1476169)[0m [188]	train-mlogloss:0.69540	validation-mlogloss:0.65018
[36m(train_xgb_ray_tune pid=1476157)[0m [188]	train-mlogloss:0.68965	validation-mlogloss:0.63793
[36m(train_xgb_ray_tune pid=1476157)[0m [189]	train-mlogloss:0.68885	validation-mlogloss:0.63696
[36m(train_xgb_ray_tune pid=1476142)[0m [277]	train-mlogloss:0.79106	validation-mlogloss:0.75418
[36m(train_xgb_ray_tune pid=1476142)[0m [278]	train-mlogloss:0.79056	validation-mlogloss:0.75365
[36m(train_xgb_ray_tune pid=1476142)[0m [279]	train-mlogloss:0.79020	validation-mlogloss:0.75323
[36m(train_xgb_ray_tune pid=1476160)[0m [185]	train-mlogloss:0.78971	validation-mlogloss:0.75432
[36m(train_xgb_ray_tune pid=1476160)[0m [186]	train-mlogloss:0.78848	validation-mlogloss:0.75292
[36m(train_xgb_ray_tune pid=1476162)[0m [266]	train-mlogloss:0.72590	validation-mlogloss:0.67643
[36m(train_xgb_ray_tune pid=1476162)[0m [267]	train-mlogloss:0.72525	validation-mlogloss:0.67563
[36m(train_xgb_ray_tune pid=1476171)[0m [209]	train-mlogloss:1.13973	validation-mlogloss:1.12596
[36m(train_xgb_ray_tune pid=1476171)[0m [210]	train-mlogloss:1.13910	validation-mlogloss:1.12528
[36m(train_xgb_ray_tune pid=1476144)[0m [237]	train-mlogloss:0.74298	validation-mlogloss:0.69646
[36m(train_xgb_ray_tune pid=1476156)[0m [296]	train-mlogloss:1.05721	validation-mlogloss:1.03996
[36m(train_xgb_ray_tune pid=1476156)[0m [297]	train-mlogloss:1.05675	validation-mlogloss:1.03948
[36m(train_xgb_ray_tune pid=1476143)[0m [177]	train-mlogloss:0.76039	validation-mlogloss:0.72896
[36m(train_xgb_ray_tune pid=1476150)[0m [223]	train-mlogloss:0.68581	validation-mlogloss:0.63336
[36m(train_xgb_ray_tune pid=1476150)[0m [224]	train-mlogloss:0.68541	validation-mlogloss:0.63294
[36m(train_xgb_ray_tune pid=1476164)[0m [233]	train-mlogloss:0.70718	validation-mlogloss:0.65952
[36m(train_xgb_ray_tune pid=1476164)[0m [234]	train-mlogloss:0.70669	validation-mlogloss:0.65893
[36m(train_xgb_ray_tune pid=1476165)[0m [276]	train-mlogloss:0.82519	validation-mlogloss:0.79427
[36m(train_xgb_ray_tune pid=1476158)[0m [254]	train-mlogloss:1.32373	validation-mlogloss:1.31919
[36m(train_xgb_ray_tune pid=1476158)[0m [255]	train-mlogloss:1.32352	validation-mlogloss:1.31898
[36m(train_xgb_ray_tune pid=1476170)[0m [178]	train-mlogloss:0.78326	validation-mlogloss:0.74495
[36m(train_xgb_ray_tune pid=1476170)[0m [179]	train-mlogloss:0.78221	validation-mlogloss:0.74367
[36m(train_xgb_ray_tune pid=1476168)[0m [273]	train-mlogloss:0.92015	validation-mlogloss:0.89529
[36m(train_xgb_ray_tune pid=1476166)[0m [246]	train-mlogloss:0.67010	validation-mlogloss:0.62194
[36m(train_xgb_ray_tune pid=1476167)[0m [212]	train-mlogloss:0.77540	validation-mlogloss:0.73670
[36m(train_xgb_ray_tune pid=1476169)[0m [189]	train-mlogloss:0.69431	validation-mlogloss:0.64893
[36m(train_xgb_ray_tune pid=1476157)[0m [190]	train-mlogloss:0.68817	validation-mlogloss:0.63619
[36m(train_xgb_ray_tune pid=1476142)[0m [280]	train-mlogloss:0.78975	validation-mlogloss:0.75273
[36m(train_xgb_ray_tune pid=1476160)[0m [187]	train-mlogloss:0.78738	validation-mlogloss:0.75170
[36m(train_xgb_ray_tune pid=1476160)[0m [188]	train-mlogloss:0.78624	validation-mlogloss:0.75043
[36m(train_xgb_ray_tune pid=1476162)[0m [268]	train-mlogloss:0.72468	validation-mlogloss:0.67498
[36m(train_xgb_ray_tune pid=1476171)[0m [211]	train-mlogloss:1.13839	validation-mlogloss:1.12451
[36m(train_xgb_ray_tune pid=1476171)[0m [212]	train-mlogloss:1.13767	validation-mlogloss:1.12375
[36m(train_xgb_ray_tune pid=1476144)[0m [238]	train-mlogloss:0.74215	validation-mlogloss:0.69544
[36m(train_xgb_ray_tune pid=1476144)[0m [239]	train-mlogloss:0.74124	validation-mlogloss:0.69442
[36m(train_xgb_ray_tune pid=1476156)[0m [298]	train-mlogloss:1.05651	validation-mlogloss:1.03923
[36m(train_xgb_ray_tune pid=1476156)[0m [299]	train-mlogloss:1.05625	validation-mlogloss:1.03896
[36m(train_xgb_ray_tune pid=1476143)[0m [178]	train-mlogloss:0.75888	validation-mlogloss:0.72731
[36m(train_xgb_ray_tune pid=1476150)[0m [225]	train-mlogloss:0.68500	validation-mlogloss:0.63246
[36m(train_xgb_ray_tune pid=1476150)[0m [226]	train-mlogloss:0.68432	validation-mlogloss:0.63168
[36m(train_xgb_ray_tune pid=1476164)[0m [235]	train-mlogloss:0.70627	validation-mlogloss:0.65847
[36m(train_xgb_ray_tune pid=1476164)[0m [236]	train-mlogloss:0.70579	validation-mlogloss:0.65788
[36m(train_xgb_ray_tune pid=1476165)[0m [277]	train-mlogloss:0.82435	validation-mlogloss:0.79340
[36m(train_xgb_ray_tune pid=1476165)[0m [278]	train-mlogloss:0.82359	validation-mlogloss:0.79253
[36m(train_xgb_ray_tune pid=1476158)[0m [256]	train-mlogloss:1.32333	validation-mlogloss:1.31878
[36m(train_xgb_ray_tune pid=1476170)[0m [180]	train-mlogloss:0.78119	validation-mlogloss:0.74250
[36m(train_xgb_ray_tune pid=1476168)[0m [274]	train-mlogloss:0.91979	validation-mlogloss:0.89491
[36m(train_xgb_ray_tune pid=1476166)[0m [247]	train-mlogloss:0.66976	validation-mlogloss:0.62158
[36m(train_xgb_ray_tune pid=1476167)[0m [213]	train-mlogloss:0.77449	validation-mlogloss:0.73560
[36m(train_xgb_ray_tune pid=1476167)[0m [214]	train-mlogloss:0.77366	validation-mlogloss:0.73468
[36m(train_xgb_ray_tune pid=1476169)[0m [190]	train-mlogloss:0.69337	validation-mlogloss:0.64774
[36m(train_xgb_ray_tune pid=1476157)[0m [191]	train-mlogloss:0.68727	validation-mlogloss:0.63505
[36m(train_xgb_ray_tune pid=1476142)[0m [281]	train-mlogloss:0.78940	validation-mlogloss:0.75233
[36m(train_xgb_ray_tune pid=1476142)[0m [282]	train-mlogloss:0.78911	validation-mlogloss:0.75202
[36m(train_xgb_ray_tune pid=1476142)[0m [283]	train-mlogloss:0.78858	validation-mlogloss:0.75140
[36m(train_xgb_ray_tune pid=1476160)[0m [189]	train-mlogloss:0.78519	validation-mlogloss:0.74922
[36m(train_xgb_ray_tune pid=1476162)[0m [269]	train-mlogloss:0.72401	validation-mlogloss:0.67428
[36m(train_xgb_ray_tune pid=1476171)[0m [213]	train-mlogloss:1.13705	validation-mlogloss:1.12308
[36m(train_xgb_ray_tune pid=1476144)[0m [240]	train-mlogloss:0.74040	validation-mlogloss:0.69344
[36m(train_xgb_ray_tune pid=1476156)[0m [300]	train-mlogloss:1.05600	validation-mlogloss:1.03867
[36m(train_xgb_ray_tune pid=1476143)[0m [179]	train-mlogloss:0.75744	validation-mlogloss:0.72572
[36m(train_xgb_ray_tune pid=1476150)[0m [227]	train-mlogloss:0.68376	validation-mlogloss:0.63107
[36m(train_xgb_ray_tune pid=1476164)[0m [237]	train-mlogloss:0.70537	validation-mlogloss:0.65742
[36m(train_xgb_ray_tune pid=1476165)[0m [279]	train-mlogloss:0.82278	validation-mlogloss:0.79162
[36m(train_xgb_ray_tune pid=1476158)[0m [257]	train-mlogloss:1.32320	validation-mlogloss:1.31863
[36m(train_xgb_ray_tune pid=1476158)[0m [258]	train-mlogloss:1.32299	validation-mlogloss:1.31841
[36m(train_xgb_ray_tune pid=1476170)[0m [181]	train-mlogloss:0.78012	validation-mlogloss:0.74129
[36m(train_xgb_ray_tune pid=1476168)[0m [275]	train-mlogloss:0.91939	validation-mlogloss:0.89447
[36m(train_xgb_ray_tune pid=1476166)[0m [248]	train-mlogloss:0.66962	validation-mlogloss:0.62138
[36m(train_xgb_ray_tune pid=1476167)[0m [215]	train-mlogloss:0.77283	validation-mlogloss:0.73377
[36m(train_xgb_ray_tune pid=1476169)[0m [191]	train-mlogloss:0.69238	validation-mlogloss:0.64661
[36m(train_xgb_ray_tune pid=1476157)[0m [192]	train-mlogloss:0.68642	validation-mlogloss:0.63411
[36m(train_xgb_ray_tune pid=1476142)[0m [284]	train-mlogloss:0.78805	validation-mlogloss:0.75078
[36m(train_xgb_ray_tune pid=1476160)[0m [190]	train-mlogloss:0.78418	validation-mlogloss:0.74810
[36m(train_xgb_ray_tune pid=1476160)[0m [191]	train-mlogloss:0.78318	validation-mlogloss:0.74705
[36m(train_xgb_ray_tune pid=1476162)[0m [270]	train-mlogloss:0.72357	validation-mlogloss:0.67377
[36m(train_xgb_ray_tune pid=1476162)[0m [271]	train-mlogloss:0.72285	validation-mlogloss:0.67288
[36m(train_xgb_ray_tune pid=1476171)[0m [214]	train-mlogloss:1.13634	validation-mlogloss:1.12231
[36m(train_xgb_ray_tune pid=1476144)[0m [241]	train-mlogloss:0.73971	validation-mlogloss:0.69263
[36m(train_xgb_ray_tune pid=1476156)[0m [301]	train-mlogloss:1.05555	validation-mlogloss:1.03822
[36m(train_xgb_ray_tune pid=1476143)[0m [180]	train-mlogloss:0.75610	validation-mlogloss:0.72426
[36m(train_xgb_ray_tune pid=1476150)[0m [228]	train-mlogloss:0.68319	validation-mlogloss:0.63042
[36m(train_xgb_ray_tune pid=1476150)[0m [229]	train-mlogloss:0.68265	validation-mlogloss:0.62984
[36m(train_xgb_ray_tune pid=1476164)[0m [238]	train-mlogloss:0.70488	validation-mlogloss:0.65686
[36m(train_xgb_ray_tune pid=1476164)[0m [239]	train-mlogloss:0.70447	validation-mlogloss:0.65639
[36m(train_xgb_ray_tune pid=1476165)[0m [280]	train-mlogloss:0.82200	validation-mlogloss:0.79079
[36m(train_xgb_ray_tune pid=1476158)[0m [259]	train-mlogloss:1.32280	validation-mlogloss:1.31821
[36m(train_xgb_ray_tune pid=1476170)[0m [182]	train-mlogloss:0.77894	validation-mlogloss:0.74005
[36m(train_xgb_ray_tune pid=1476168)[0m [276]	train-mlogloss:0.91918	validation-mlogloss:0.89421
[36m(train_xgb_ray_tune pid=1476168)[0m [277]	train-mlogloss:0.91882	validation-mlogloss:0.89380
[36m(train_xgb_ray_tune pid=1476166)[0m [249]	train-mlogloss:0.66920	validation-mlogloss:0.62083
[36m(train_xgb_ray_tune pid=1476166)[0m [250]	train-mlogloss:0.66887	validation-mlogloss:0.62040
[36m(train_xgb_ray_tune pid=1476167)[0m [216]	train-mlogloss:0.77190	validation-mlogloss:0.73279
[36m(train_xgb_ray_tune pid=1476167)[0m [217]	train-mlogloss:0.77088	validation-mlogloss:0.73166
[36m(train_xgb_ray_tune pid=1476169)[0m [192]	train-mlogloss:0.69140	validation-mlogloss:0.64554
[36m(train_xgb_ray_tune pid=1476169)[0m [193]	train-mlogloss:0.69052	validation-mlogloss:0.64447
[36m(train_xgb_ray_tune pid=1476157)[0m [193]	train-mlogloss:0.68546	validation-mlogloss:0.63300
[36m(train_xgb_ray_tune pid=1476142)[0m [285]	train-mlogloss:0.78780	validation-mlogloss:0.75049
[36m(train_xgb_ray_tune pid=1476142)[0m [286]	train-mlogloss:0.78755	validation-mlogloss:0.75021
[36m(train_xgb_ray_tune pid=1476142)[0m [287]	train-mlogloss:0.78732	validation-mlogloss:0.74993
[36m(train_xgb_ray_tune pid=1476160)[0m [192]	train-mlogloss:0.78219	validation-mlogloss:0.74594
[36m(train_xgb_ray_tune pid=1476160)[0m [193]	train-mlogloss:0.78131	validation-mlogloss:0.74499
[36m(train_xgb_ray_tune pid=1476160)[0m [194]	train-mlogloss:0.78029	validation-mlogloss:0.74389
[36m(train_xgb_ray_tune pid=1476162)[0m [272]	train-mlogloss:0.72225	validation-mlogloss:0.67217
[36m(train_xgb_ray_tune pid=1476162)[0m [273]	train-mlogloss:0.72168	validation-mlogloss:0.67150
[36m(train_xgb_ray_tune pid=1476171)[0m [215]	train-mlogloss:1.13565	validation-mlogloss:1.12157
[36m(train_xgb_ray_tune pid=1476171)[0m [216]	train-mlogloss:1.13493	validation-mlogloss:1.12079
[36m(train_xgb_ray_tune pid=1476144)[0m [242]	train-mlogloss:0.73892	validation-mlogloss:0.69174
[36m(train_xgb_ray_tune pid=1476144)[0m [243]	train-mlogloss:0.73823	validation-mlogloss:0.69096
[36m(train_xgb_ray_tune pid=1476144)[0m [244]	train-mlogloss:0.73738	validation-mlogloss:0.68995
[36m(train_xgb_ray_tune pid=1476156)[0m [302]	train-mlogloss:1.05529	validation-mlogloss:1.03791
[36m(train_xgb_ray_tune pid=1476156)[0m [303]	train-mlogloss:1.05502	validation-mlogloss:1.03762
[36m(train_xgb_ray_tune pid=1476156)[0m [304]	train-mlogloss:1.05477	validation-mlogloss:1.03733
[36m(train_xgb_ray_tune pid=1476143)[0m [181]	train-mlogloss:0.75470	validation-mlogloss:0.72278
[36m(train_xgb_ray_tune pid=1476150)[0m [230]	train-mlogloss:0.68212	validation-mlogloss:0.62923
[36m(train_xgb_ray_tune pid=1476150)[0m [231]	train-mlogloss:0.68169	validation-mlogloss:0.62873
[36m(train_xgb_ray_tune pid=1476164)[0m [240]	train-mlogloss:0.70430	validation-mlogloss:0.65623
[36m(train_xgb_ray_tune pid=1476164)[0m [241]	train-mlogloss:0.70414	validation-mlogloss:0.65607
[36m(train_xgb_ray_tune pid=1476164)[0m [242]	train-mlogloss:0.70397	validation-mlogloss:0.65591
[36m(train_xgb_ray_tune pid=1476165)[0m [281]	train-mlogloss:0.82114	validation-mlogloss:0.78980
[36m(train_xgb_ray_tune pid=1476165)[0m [282]	train-mlogloss:0.82035	validation-mlogloss:0.78895
[36m(train_xgb_ray_tune pid=1476165)[0m [283]	train-mlogloss:0.81954	validation-mlogloss:0.78809
[36m(train_xgb_ray_tune pid=1476158)[0m [260]	train-mlogloss:1.32261	validation-mlogloss:1.31801
[36m(train_xgb_ray_tune pid=1476158)[0m [261]	train-mlogloss:1.32240	validation-mlogloss:1.31778
[36m(train_xgb_ray_tune pid=1476158)[0m [262]	train-mlogloss:1.32229	validation-mlogloss:1.31766
[36m(train_xgb_ray_tune pid=1476170)[0m [183]	train-mlogloss:0.77798	validation-mlogloss:0.73901
[36m(train_xgb_ray_tune pid=1476170)[0m [184]	train-mlogloss:0.77683	validation-mlogloss:0.73778
[36m(train_xgb_ray_tune pid=1476170)[0m [185]	train-mlogloss:0.77558	validation-mlogloss:0.73634
[36m(train_xgb_ray_tune pid=1476168)[0m [278]	train-mlogloss:0.91833	validation-mlogloss:0.89329
[36m(train_xgb_ray_tune pid=1476168)[0m [279]	train-mlogloss:0.91814	validation-mlogloss:0.89310
[36m(train_xgb_ray_tune pid=1476166)[0m [251]	train-mlogloss:0.66873	validation-mlogloss:0.62020
[36m(train_xgb_ray_tune pid=1476166)[0m [252]	train-mlogloss:0.66860	validation-mlogloss:0.62001
[36m(train_xgb_ray_tune pid=1476167)[0m [218]	train-mlogloss:0.77004	validation-mlogloss:0.73070
[36m(train_xgb_ray_tune pid=1476167)[0m [219]	train-mlogloss:0.76917	validation-mlogloss:0.72971
[36m(train_xgb_ray_tune pid=1476169)[0m [194]	train-mlogloss:0.68973	validation-mlogloss:0.64350
[36m(train_xgb_ray_tune pid=1476157)[0m [194]	train-mlogloss:0.68452	validation-mlogloss:0.63200
[36m(train_xgb_ray_tune pid=1476142)[0m [288]	train-mlogloss:0.78709	validation-mlogloss:0.74968
[36m(train_xgb_ray_tune pid=1476142)[0m [289]	train-mlogloss:0.78660	validation-mlogloss:0.74915
[36m(train_xgb_ray_tune pid=1476160)[0m [195]	train-mlogloss:0.77927	validation-mlogloss:0.74277
[36m(train_xgb_ray_tune pid=1476171)[0m [217]	train-mlogloss:1.13419	validation-mlogloss:1.12002
[36m(train_xgb_ray_tune pid=1476144)[0m [245]	train-mlogloss:0.73654	validation-mlogloss:0.68899
[36m(train_xgb_ray_tune pid=1476156)[0m [305]	train-mlogloss:1.05451	validation-mlogloss:1.03703
[36m(train_xgb_ray_tune pid=1476143)[0m [182]	train-mlogloss:0.75334	validation-mlogloss:0.72125
[36m(train_xgb_ray_tune pid=1476150)[0m [232]	train-mlogloss:0.68102	validation-mlogloss:0.62796
[36m(train_xgb_ray_tune pid=1476164)[0m [243]	train-mlogloss:0.70380	validation-mlogloss:0.65570
[36m(train_xgb_ray_tune pid=1476165)[0m [284]	train-mlogloss:0.81871	validation-mlogloss:0.78720
[36m(train_xgb_ray_tune pid=1476158)[0m [263]	train-mlogloss:1.32208	validation-mlogloss:1.31745
[36m(train_xgb_ray_tune pid=1476170)[0m [186]	train-mlogloss:0.77455	validation-mlogloss:0.73515
[36m(train_xgb_ray_tune pid=1476168)[0m [280]	train-mlogloss:0.91783	validation-mlogloss:0.89274
[36m(train_xgb_ray_tune pid=1476166)[0m [253]	train-mlogloss:0.66827	validation-mlogloss:0.61957
[36m(train_xgb_ray_tune pid=1476167)[0m [220]	train-mlogloss:0.76838	validation-mlogloss:0.72883
[36m(train_xgb_ray_tune pid=1476169)[0m [195]	train-mlogloss:0.68887	validation-mlogloss:0.64240
[36m(train_xgb_ray_tune pid=1476157)[0m [195]	train-mlogloss:0.68401	validation-mlogloss:0.63139
[36m(train_xgb_ray_tune pid=1476142)[0m [290]	train-mlogloss:0.78636	validation-mlogloss:0.74886
[36m(train_xgb_ray_tune pid=1476160)[0m [196]	train-mlogloss:0.77836	validation-mlogloss:0.74179
[36m(train_xgb_ray_tune pid=1476162)[0m [274]	train-mlogloss:0.72124	validation-mlogloss:0.67095
[36m(train_xgb_ray_tune pid=1476171)[0m [218]	train-mlogloss:1.13350	validation-mlogloss:1.11926
[36m(train_xgb_ray_tune pid=1476156)[0m [306]	train-mlogloss:1.05427	validation-mlogloss:1.03674
[36m(train_xgb_ray_tune pid=1476156)[0m [307]	train-mlogloss:1.05400	validation-mlogloss:1.03643
[36m(train_xgb_ray_tune pid=1476143)[0m [183]	train-mlogloss:0.75212	validation-mlogloss:0.71995
[36m(train_xgb_ray_tune pid=1476150)[0m [233]	train-mlogloss:0.68046	validation-mlogloss:0.62727
[36m(train_xgb_ray_tune pid=1476164)[0m [244]	train-mlogloss:0.70330	validation-mlogloss:0.65503
[36m(train_xgb_ray_tune pid=1476165)[0m [285]	train-mlogloss:0.81790	validation-mlogloss:0.78630
[36m(train_xgb_ray_tune pid=1476158)[0m [264]	train-mlogloss:1.32189	validation-mlogloss:1.31724
[36m(train_xgb_ray_tune pid=1476166)[0m [254]	train-mlogloss:0.66812	validation-mlogloss:0.61945
[36m(train_xgb_ray_tune pid=1476167)[0m [221]	train-mlogloss:0.76754	validation-mlogloss:0.72784
[36m(train_xgb_ray_tune pid=1476169)[0m [196]	train-mlogloss:0.68804	validation-mlogloss:0.64146
[36m(train_xgb_ray_tune pid=1476142)[0m [291]	train-mlogloss:0.78587	validation-mlogloss:0.74828
[36m(train_xgb_ray_tune pid=1476160)[0m [197]	train-mlogloss:0.77740	validation-mlogloss:0.74070
[36m(train_xgb_ray_tune pid=1476171)[0m [219]	train-mlogloss:1.13291	validation-mlogloss:1.11863
[36m(train_xgb_ray_tune pid=1476144)[0m [246]	train-mlogloss:0.73582	validation-mlogloss:0.68818
[36m(train_xgb_ray_tune pid=1476156)[0m [308]	train-mlogloss:1.05374	validation-mlogloss:1.03612
[36m(train_xgb_ray_tune pid=1476150)[0m [234]	train-mlogloss:0.67987	validation-mlogloss:0.62652
[36m(train_xgb_ray_tune pid=1476164)[0m [245]	train-mlogloss:0.70290	validation-mlogloss:0.65460
[36m(train_xgb_ray_tune pid=1476165)[0m [286]	train-mlogloss:0.81705	validation-mlogloss:0.78537
[36m(train_xgb_ray_tune pid=1476165)[0m [287]	train-mlogloss:0.81625	validation-mlogloss:0.78449
[36m(train_xgb_ray_tune pid=1476170)[0m [187]	train-mlogloss:0.77353	validation-mlogloss:0.73390
[36m(train_xgb_ray_tune pid=1476168)[0m [281]	train-mlogloss:0.91735	validation-mlogloss:0.89220
[36m(train_xgb_ray_tune pid=1476166)[0m [255]	train-mlogloss:0.66782	validation-mlogloss:0.61910
[36m(train_xgb_ray_tune pid=1476169)[0m [197]	train-mlogloss:0.68708	validation-mlogloss:0.64034
[36m(train_xgb_ray_tune pid=1476142)[0m [292]	train-mlogloss:0.78535	validation-mlogloss:0.74768
[36m(train_xgb_ray_tune pid=1476160)[0m [198]	train-mlogloss:0.77645	validation-mlogloss:0.73965
[36m(train_xgb_ray_tune pid=1476162)[0m [275]	train-mlogloss:0.72062	validation-mlogloss:0.67026
[36m(train_xgb_ray_tune pid=1476171)[0m [220]	train-mlogloss:1.13229	validation-mlogloss:1.11797
[36m(train_xgb_ray_tune pid=1476144)[0m [247]	train-mlogloss:0.73498	validation-mlogloss:0.68723
[36m(train_xgb_ray_tune pid=1476156)[0m [309]	train-mlogloss:1.05349	validation-mlogloss:1.03583
[36m(train_xgb_ray_tune pid=1476143)[0m [184]	train-mlogloss:0.75078	validation-mlogloss:0.71852
[36m(train_xgb_ray_tune pid=1476150)[0m [235]	train-mlogloss:0.67944	validation-mlogloss:0.62596
[36m(train_xgb_ray_tune pid=1476164)[0m [246]	train-mlogloss:0.70246	validation-mlogloss:0.65403
[36m(train_xgb_ray_tune pid=1476165)[0m [288]	train-mlogloss:0.81548	validation-mlogloss:0.78365
[36m(train_xgb_ray_tune pid=1476158)[0m [265]	train-mlogloss:1.32171	validation-mlogloss:1.31705
[36m(train_xgb_ray_tune pid=1476170)[0m [188]	train-mlogloss:0.77257	validation-mlogloss:0.73276
[36m(train_xgb_ray_tune pid=1476168)[0m [282]	train-mlogloss:0.91705	validation-mlogloss:0.89188
[36m(train_xgb_ray_tune pid=1476166)[0m [256]	train-mlogloss:0.66769	validation-mlogloss:0.61898
[36m(train_xgb_ray_tune pid=1476167)[0m [222]	train-mlogloss:0.76668	validation-mlogloss:0.72683
[36m(train_xgb_ray_tune pid=1476167)[0m [223]	train-mlogloss:0.76588	validation-mlogloss:0.72588
[36m(train_xgb_ray_tune pid=1476169)[0m [198]	train-mlogloss:0.68610	validation-mlogloss:0.63927
[36m(train_xgb_ray_tune pid=1476157)[0m [196]	train-mlogloss:0.68314	validation-mlogloss:0.63040
[36m(train_xgb_ray_tune pid=1476142)[0m [293]	train-mlogloss:0.78512	validation-mlogloss:0.74739
[36m(train_xgb_ray_tune pid=1476142)[0m [294]	train-mlogloss:0.78470	validation-mlogloss:0.74694
[36m(train_xgb_ray_tune pid=1476160)[0m [199]	train-mlogloss:0.77549	validation-mlogloss:0.73863
[36m(train_xgb_ray_tune pid=1476160)[0m [200]	train-mlogloss:0.77464	validation-mlogloss:0.73761
[36m(train_xgb_ray_tune pid=1476162)[0m [276]	train-mlogloss:0.72009	validation-mlogloss:0.66966
[36m(train_xgb_ray_tune pid=1476162)[0m [277]	train-mlogloss:0.71942	validation-mlogloss:0.66885
[36m(train_xgb_ray_tune pid=1476171)[0m [221]	train-mlogloss:1.13160	validation-mlogloss:1.11722
[36m(train_xgb_ray_tune pid=1476144)[0m [248]	train-mlogloss:0.73422	validation-mlogloss:0.68632
[36m(train_xgb_ray_tune pid=1476156)[0m [310]	train-mlogloss:1.05326	validation-mlogloss:1.03556
[36m(train_xgb_ray_tune pid=1476143)[0m [185]	train-mlogloss:0.74949	validation-mlogloss:0.71711
[36m(train_xgb_ray_tune pid=1476150)[0m [236]	train-mlogloss:0.67890	validation-mlogloss:0.62533
[36m(train_xgb_ray_tune pid=1476150)[0m [237]	train-mlogloss:0.67849	validation-mlogloss:0.62482
[36m(train_xgb_ray_tune pid=1476164)[0m [247]	train-mlogloss:0.70229	validation-mlogloss:0.65387
[36m(train_xgb_ray_tune pid=1476164)[0m [248]	train-mlogloss:0.70212	validation-mlogloss:0.65365
[36m(train_xgb_ray_tune pid=1476165)[0m [289]	train-mlogloss:0.81475	validation-mlogloss:0.78282
[36m(train_xgb_ray_tune pid=1476165)[0m [290]	train-mlogloss:0.81395	validation-mlogloss:0.78195
[36m(train_xgb_ray_tune pid=1476158)[0m [266]	train-mlogloss:1.32153	validation-mlogloss:1.31686
[36m(train_xgb_ray_tune pid=1476158)[0m [267]	train-mlogloss:1.32133	validation-mlogloss:1.31665
[36m(train_xgb_ray_tune pid=1476170)[0m [189]	train-mlogloss:0.77164	validation-mlogloss:0.73171
[36m(train_xgb_ray_tune pid=1476168)[0m [283]	train-mlogloss:0.91684	validation-mlogloss:0.89164
[36m(train_xgb_ray_tune pid=1476168)[0m [284]	train-mlogloss:0.91653	validation-mlogloss:0.89127
[36m(train_xgb_ray_tune pid=1476166)[0m [257]	train-mlogloss:0.66737	validation-mlogloss:0.61864
[36m(train_xgb_ray_tune pid=1476167)[0m [224]	train-mlogloss:0.76507	validation-mlogloss:0.72496
[36m(train_xgb_ray_tune pid=1476169)[0m [199]	train-mlogloss:0.68513	validation-mlogloss:0.63818
[36m(train_xgb_ray_tune pid=1476157)[0m [197]	train-mlogloss:0.68238	validation-mlogloss:0.62943
[36m(train_xgb_ray_tune pid=1476142)[0m [295]	train-mlogloss:0.78434	validation-mlogloss:0.74650
[36m(train_xgb_ray_tune pid=1476160)[0m [201]	train-mlogloss:0.77373	validation-mlogloss:0.73660
[36m(train_xgb_ray_tune pid=1476171)[0m [222]	train-mlogloss:1.13096	validation-mlogloss:1.11653
[36m(train_xgb_ray_tune pid=1476144)[0m [249]	train-mlogloss:0.73344	validation-mlogloss:0.68540
[36m(train_xgb_ray_tune pid=1476156)[0m [311]	train-mlogloss:1.05302	validation-mlogloss:1.03531
[36m(train_xgb_ray_tune pid=1476143)[0m [186]	train-mlogloss:0.74823	validation-mlogloss:0.71566
[36m(train_xgb_ray_tune pid=1476150)[0m [238]	train-mlogloss:0.67794	validation-mlogloss:0.62421
[36m(train_xgb_ray_tune pid=1476164)[0m [249]	train-mlogloss:0.70187	validation-mlogloss:0.65331
[36m(train_xgb_ray_tune pid=1476165)[0m [291]	train-mlogloss:0.81318	validation-mlogloss:0.78110
[36m(train_xgb_ray_tune pid=1476158)[0m [268]	train-mlogloss:1.32114	validation-mlogloss:1.31644
[36m(train_xgb_ray_tune pid=1476170)[0m [190]	train-mlogloss:0.77050	validation-mlogloss:0.73037
[36m(train_xgb_ray_tune pid=1476168)[0m [285]	train-mlogloss:0.91623	validation-mlogloss:0.89096
[36m(train_xgb_ray_tune pid=1476166)[0m [258]	train-mlogloss:0.66707	validation-mlogloss:0.61823
[36m(train_xgb_ray_tune pid=1476166)[0m [259]	train-mlogloss:0.66693	validation-mlogloss:0.61810
[36m(train_xgb_ray_tune pid=1476167)[0m [225]	train-mlogloss:0.76424	validation-mlogloss:0.72397
[36m(train_xgb_ray_tune pid=1476157)[0m [198]	train-mlogloss:0.68147	validation-mlogloss:0.62829
[36m(train_xgb_ray_tune pid=1476142)[0m [296]	train-mlogloss:0.78386	validation-mlogloss:0.74593
[36m(train_xgb_ray_tune pid=1476160)[0m [202]	train-mlogloss:0.77277	validation-mlogloss:0.73551
[36m(train_xgb_ray_tune pid=1476162)[0m [278]	train-mlogloss:0.71899	validation-mlogloss:0.66835
[36m(train_xgb_ray_tune pid=1476171)[0m [223]	train-mlogloss:1.13032	validation-mlogloss:1.11587
[36m(train_xgb_ray_tune pid=1476144)[0m [250]	train-mlogloss:0.73264	validation-mlogloss:0.68446
[36m(train_xgb_ray_tune pid=1476156)[0m [312]	train-mlogloss:1.05278	validation-mlogloss:1.03507
[36m(train_xgb_ray_tune pid=1476150)[0m [239]	train-mlogloss:0.67745	validation-mlogloss:0.62362
[36m(train_xgb_ray_tune pid=1476164)[0m [250]	train-mlogloss:0.70164	validation-mlogloss:0.65299
[36m(train_xgb_ray_tune pid=1476165)[0m [292]	train-mlogloss:0.81242	validation-mlogloss:0.78022
[36m(train_xgb_ray_tune pid=1476158)[0m [269]	train-mlogloss:1.32094	validation-mlogloss:1.31624
[36m(train_xgb_ray_tune pid=1476170)[0m [191]	train-mlogloss:0.76947	validation-mlogloss:0.72928
[36m(train_xgb_ray_tune pid=1476168)[0m [286]	train-mlogloss:0.91593	validation-mlogloss:0.89061
[36m(train_xgb_ray_tune pid=1476166)[0m [260]	train-mlogloss:0.66680	validation-mlogloss:0.61799
[36m(train_xgb_ray_tune pid=1476167)[0m [226]	train-mlogloss:0.76344	validation-mlogloss:0.72308
[36m(train_xgb_ray_tune pid=1476169)[0m [200]	train-mlogloss:0.68427	validation-mlogloss:0.63717
[36m(train_xgb_ray_tune pid=1476157)[0m [199]	train-mlogloss:0.68082	validation-mlogloss:0.62748
[36m(train_xgb_ray_tune pid=1476142)[0m [297]	train-mlogloss:0.78338	validation-mlogloss:0.74536
[36m(train_xgb_ray_tune pid=1476160)[0m [203]	train-mlogloss:0.77170	validation-mlogloss:0.73423
[36m(train_xgb_ray_tune pid=1476162)[0m [279]	train-mlogloss:0.71846	validation-mlogloss:0.66768
[36m(train_xgb_ray_tune pid=1476171)[0m [224]	train-mlogloss:1.12962	validation-mlogloss:1.11514
[36m(train_xgb_ray_tune pid=1476144)[0m [251]	train-mlogloss:0.73184	validation-mlogloss:0.68359
[36m(train_xgb_ray_tune pid=1476156)[0m [313]	train-mlogloss:1.05253	validation-mlogloss:1.03479
[36m(train_xgb_ray_tune pid=1476143)[0m [187]	train-mlogloss:0.74701	validation-mlogloss:0.71428
[36m(train_xgb_ray_tune pid=1476150)[0m [240]	train-mlogloss:0.67689	validation-mlogloss:0.62307
[36m(train_xgb_ray_tune pid=1476164)[0m [251]	train-mlogloss:0.70139	validation-mlogloss:0.65265
[36m(train_xgb_ray_tune pid=1476164)[0m [252]	train-mlogloss:0.70123	validation-mlogloss:0.65250
[36m(train_xgb_ray_tune pid=1476165)[0m [293]	train-mlogloss:0.81165	validation-mlogloss:0.77936
[36m(train_xgb_ray_tune pid=1476165)[0m [294]	train-mlogloss:0.81088	validation-mlogloss:0.77847
[36m(train_xgb_ray_tune pid=1476158)[0m [270]	train-mlogloss:1.32084	validation-mlogloss:1.31612
[36m(train_xgb_ray_tune pid=1476170)[0m [192]	train-mlogloss:0.76846	validation-mlogloss:0.72818
[36m(train_xgb_ray_tune pid=1476168)[0m [287]	train-mlogloss:0.91573	validation-mlogloss:0.89037
[36m(train_xgb_ray_tune pid=1476166)[0m [261]	train-mlogloss:0.66640	validation-mlogloss:0.61746
[36m(train_xgb_ray_tune pid=1476167)[0m [227]	train-mlogloss:0.76257	validation-mlogloss:0.72208
[36m(train_xgb_ray_tune pid=1476169)[0m [201]	train-mlogloss:0.68360	validation-mlogloss:0.63630
[36m(train_xgb_ray_tune pid=1476157)[0m [200]	train-mlogloss:0.67987	validation-mlogloss:0.62641
[36m(train_xgb_ray_tune pid=1476142)[0m [298]	train-mlogloss:0.78323	validation-mlogloss:0.74520
[36m(train_xgb_ray_tune pid=1476160)[0m [204]	train-mlogloss:0.77077	validation-mlogloss:0.73320
[36m(train_xgb_ray_tune pid=1476162)[0m [280]	train-mlogloss:0.71780	validation-mlogloss:0.66687
[36m(train_xgb_ray_tune pid=1476171)[0m [225]	train-mlogloss:1.12889	validation-mlogloss:1.11438
[36m(train_xgb_ray_tune pid=1476171)[0m [226]	train-mlogloss:1.12825	validation-mlogloss:1.11373
[36m(train_xgb_ray_tune pid=1476144)[0m [252]	train-mlogloss:0.73125	validation-mlogloss:0.68287
[36m(train_xgb_ray_tune pid=1476156)[0m [314]	train-mlogloss:1.05228	validation-mlogloss:1.03454
[36m(train_xgb_ray_tune pid=1476156)[0m [315]	train-mlogloss:1.05203	validation-mlogloss:1.03430
[36m(train_xgb_ray_tune pid=1476143)[0m [188]	train-mlogloss:0.74565	validation-mlogloss:0.71277
[36m(train_xgb_ray_tune pid=1476150)[0m [241]	train-mlogloss:0.67659	validation-mlogloss:0.62276
[36m(train_xgb_ray_tune pid=1476150)[0m [242]	train-mlogloss:0.67627	validation-mlogloss:0.62237
[36m(train_xgb_ray_tune pid=1476164)[0m [253]	train-mlogloss:0.70088	validation-mlogloss:0.65210
[36m(train_xgb_ray_tune pid=1476164)[0m [254]	train-mlogloss:0.70048	validation-mlogloss:0.65166
[36m(train_xgb_ray_tune pid=1476165)[0m [295]	train-mlogloss:0.81015	validation-mlogloss:0.77764
[36m(train_xgb_ray_tune pid=1476158)[0m [271]	train-mlogloss:1.32064	validation-mlogloss:1.31592
[36m(train_xgb_ray_tune pid=1476170)[0m [193]	train-mlogloss:0.76752	validation-mlogloss:0.72714
[36m(train_xgb_ray_tune pid=1476168)[0m [288]	train-mlogloss:0.91544	validation-mlogloss:0.89003
[36m(train_xgb_ray_tune pid=1476168)[0m [289]	train-mlogloss:0.91498	validation-mlogloss:0.88953
[36m(train_xgb_ray_tune pid=1476166)[0m [262]	train-mlogloss:0.66606	validation-mlogloss:0.61707
[36m(train_xgb_ray_tune pid=1476167)[0m [228]	train-mlogloss:0.76174	validation-mlogloss:0.72110
[36m(train_xgb_ray_tune pid=1476169)[0m [202]	train-mlogloss:0.68275	validation-mlogloss:0.63531
[36m(train_xgb_ray_tune pid=1476157)[0m [201]	train-mlogloss:0.67899	validation-mlogloss:0.62531
[36m(train_xgb_ray_tune pid=1476142)[0m [299]	train-mlogloss:0.78299	validation-mlogloss:0.74490
[36m(train_xgb_ray_tune pid=1476142)[0m [300]	train-mlogloss:0.78247	validation-mlogloss:0.74432
[36m(train_xgb_ray_tune pid=1476160)[0m [205]	train-mlogloss:0.76980	validation-mlogloss:0.73205
[36m(train_xgb_ray_tune pid=1476162)[0m [281]	train-mlogloss:0.71728	validation-mlogloss:0.66630
[36m(train_xgb_ray_tune pid=1476162)[0m [282]	train-mlogloss:0.71667	validation-mlogloss:0.66551
[36m(train_xgb_ray_tune pid=1476171)[0m [227]	train-mlogloss:1.12757	validation-mlogloss:1.11300
[36m(train_xgb_ray_tune pid=1476144)[0m [253]	train-mlogloss:0.73048	validation-mlogloss:0.68198
[36m(train_xgb_ray_tune pid=1476156)[0m [316]	train-mlogloss:1.05180	validation-mlogloss:1.03403
[36m(train_xgb_ray_tune pid=1476143)[0m [189]	train-mlogloss:0.74435	validation-mlogloss:0.71127
[36m(train_xgb_ray_tune pid=1476150)[0m [243]	train-mlogloss:0.67599	validation-mlogloss:0.62208
[36m(train_xgb_ray_tune pid=1476164)[0m [255]	train-mlogloss:0.69999	validation-mlogloss:0.65103
[36m(train_xgb_ray_tune pid=1476165)[0m [296]	train-mlogloss:0.80940	validation-mlogloss:0.77681
[36m(train_xgb_ray_tune pid=1476158)[0m [272]	train-mlogloss:1.32051	validation-mlogloss:1.31577
[36m(train_xgb_ray_tune pid=1476158)[0m [273]	train-mlogloss:1.32032	validation-mlogloss:1.31557
[36m(train_xgb_ray_tune pid=1476170)[0m [194]	train-mlogloss:0.76660	validation-mlogloss:0.72609
[36m(train_xgb_ray_tune pid=1476168)[0m [290]	train-mlogloss:0.91460	validation-mlogloss:0.88912
[36m(train_xgb_ray_tune pid=1476166)[0m [263]	train-mlogloss:0.66593	validation-mlogloss:0.61694
[36m(train_xgb_ray_tune pid=1476167)[0m [229]	train-mlogloss:0.76088	validation-mlogloss:0.72015
[36m(train_xgb_ray_tune pid=1476169)[0m [203]	train-mlogloss:0.68198	validation-mlogloss:0.63433
[36m(train_xgb_ray_tune pid=1476157)[0m [202]	train-mlogloss:0.67804	validation-mlogloss:0.62428
[36m(train_xgb_ray_tune pid=1476142)[0m [301]	train-mlogloss:0.78208	validation-mlogloss:0.74390
[36m(train_xgb_ray_tune pid=1476160)[0m [206]	train-mlogloss:0.76895	validation-mlogloss:0.73106
[36m(train_xgb_ray_tune pid=1476162)[0m [283]	train-mlogloss:0.71601	validation-mlogloss:0.66470
[36m(train_xgb_ray_tune pid=1476171)[0m [228]	train-mlogloss:1.12688	validation-mlogloss:1.11230
[36m(train_xgb_ray_tune pid=1476144)[0m [254]	train-mlogloss:0.72969	validation-mlogloss:0.68111
[36m(train_xgb_ray_tune pid=1476156)[0m [317]	train-mlogloss:1.05157	validation-mlogloss:1.03379
[36m(train_xgb_ray_tune pid=1476143)[0m [190]	train-mlogloss:0.74317	validation-mlogloss:0.70991
[36m(train_xgb_ray_tune pid=1476150)[0m [244]	train-mlogloss:0.67562	validation-mlogloss:0.62166
[36m(train_xgb_ray_tune pid=1476164)[0m [256]	train-mlogloss:0.69984	validation-mlogloss:0.65088
[36m(train_xgb_ray_tune pid=1476164)[0m [257]	train-mlogloss:0.69969	validation-mlogloss:0.65069
[36m(train_xgb_ray_tune pid=1476165)[0m [297]	train-mlogloss:0.80863	validation-mlogloss:0.77596
[36m(train_xgb_ray_tune pid=1476158)[0m [274]	train-mlogloss:1.32010	validation-mlogloss:1.31533
[36m(train_xgb_ray_tune pid=1476170)[0m [195]	train-mlogloss:0.76572	validation-mlogloss:0.72504
[36m(train_xgb_ray_tune pid=1476168)[0m [291]	train-mlogloss:0.91432	validation-mlogloss:0.88879
[36m(train_xgb_ray_tune pid=1476166)[0m [264]	train-mlogloss:0.66561	validation-mlogloss:0.61658
[36m(train_xgb_ray_tune pid=1476166)[0m [265]	train-mlogloss:0.66549	validation-mlogloss:0.61646
[36m(train_xgb_ray_tune pid=1476167)[0m [230]	train-mlogloss:0.75995	validation-mlogloss:0.71900
[36m(train_xgb_ray_tune pid=1476169)[0m [204]	train-mlogloss:0.68118	validation-mlogloss:0.63337
[36m(train_xgb_ray_tune pid=1476157)[0m [203]	train-mlogloss:0.67731	validation-mlogloss:0.62347
[36m(train_xgb_ray_tune pid=1476142)[0m [302]	train-mlogloss:0.78160	validation-mlogloss:0.74336
[36m(train_xgb_ray_tune pid=1476160)[0m [207]	train-mlogloss:0.76807	validation-mlogloss:0.73004
[36m(train_xgb_ray_tune pid=1476162)[0m [284]	train-mlogloss:0.71545	validation-mlogloss:0.66405
[36m(train_xgb_ray_tune pid=1476171)[0m [229]	train-mlogloss:1.12621	validation-mlogloss:1.11158
[36m(train_xgb_ray_tune pid=1476144)[0m [255]	train-mlogloss:0.72895	validation-mlogloss:0.68018
[36m(train_xgb_ray_tune pid=1476156)[0m [318]	train-mlogloss:1.05133	validation-mlogloss:1.03353
[36m(train_xgb_ray_tune pid=1476143)[0m [191]	train-mlogloss:0.74184	validation-mlogloss:0.70837
[36m(train_xgb_ray_tune pid=1476150)[0m [245]	train-mlogloss:0.67507	validation-mlogloss:0.62103
[36m(train_xgb_ray_tune pid=1476150)[0m [246]	train-mlogloss:0.67455	validation-mlogloss:0.62052
[36m(train_xgb_ray_tune pid=1476164)[0m [258]	train-mlogloss:0.69925	validation-mlogloss:0.65014
[36m(train_xgb_ray_tune pid=1476165)[0m [298]	train-mlogloss:0.80783	validation-mlogloss:0.77509
[36m(train_xgb_ray_tune pid=1476158)[0m [275]	train-mlogloss:1.31999	validation-mlogloss:1.31521
[36m(train_xgb_ray_tune pid=1476170)[0m [196]	train-mlogloss:0.76481	validation-mlogloss:0.72398
[36m(train_xgb_ray_tune pid=1476168)[0m [292]	train-mlogloss:0.91396	validation-mlogloss:0.88839
[36m(train_xgb_ray_tune pid=1476168)[0m [293]	train-mlogloss:0.91361	validation-mlogloss:0.88800
[36m(train_xgb_ray_tune pid=1476166)[0m [266]	train-mlogloss:0.66504	validation-mlogloss:0.61603
[36m(train_xgb_ray_tune pid=1476167)[0m [231]	train-mlogloss:0.75905	validation-mlogloss:0.71793
[36m(train_xgb_ray_tune pid=1476169)[0m [205]	train-mlogloss:0.68035	validation-mlogloss:0.63244
[36m(train_xgb_ray_tune pid=1476157)[0m [204]	train-mlogloss:0.67664	validation-mlogloss:0.62268
[36m(train_xgb_ray_tune pid=1476142)[0m [303]	train-mlogloss:0.78143	validation-mlogloss:0.74320
[36m(train_xgb_ray_tune pid=1476160)[0m [208]	train-mlogloss:0.76733	validation-mlogloss:0.72929
[36m(train_xgb_ray_tune pid=1476162)[0m [285]	train-mlogloss:0.71481	validation-mlogloss:0.66339
[36m(train_xgb_ray_tune pid=1476171)[0m [230]	train-mlogloss:1.12553	validation-mlogloss:1.11086
[36m(train_xgb_ray_tune pid=1476144)[0m [256]	train-mlogloss:0.72832	validation-mlogloss:0.67942
[36m(train_xgb_ray_tune pid=1476156)[0m [319]	train-mlogloss:1.05111	validation-mlogloss:1.03327
[36m(train_xgb_ray_tune pid=1476143)[0m [192]	train-mlogloss:0.74072	validation-mlogloss:0.70720
[36m(train_xgb_ray_tune pid=1476150)[0m [247]	train-mlogloss:0.67415	validation-mlogloss:0.62011
[36m(train_xgb_ray_tune pid=1476164)[0m [259]	train-mlogloss:0.69889	validation-mlogloss:0.64973
[36m(train_xgb_ray_tune pid=1476164)[0m [260]	train-mlogloss:0.69874	validation-mlogloss:0.64954
[36m(train_xgb_ray_tune pid=1476165)[0m [299]	train-mlogloss:0.80709	validation-mlogloss:0.77426
[36m(train_xgb_ray_tune pid=1476158)[0m [276]	train-mlogloss:1.31980	validation-mlogloss:1.31501
[36m(train_xgb_ray_tune pid=1476170)[0m [197]	train-mlogloss:0.76380	validation-mlogloss:0.72289
[36m(train_xgb_ray_tune pid=1476168)[0m [294]	train-mlogloss:0.91342	validation-mlogloss:0.88782
[36m(train_xgb_ray_tune pid=1476166)[0m [267]	train-mlogloss:0.66492	validation-mlogloss:0.61591
[36m(train_xgb_ray_tune pid=1476167)[0m [232]	train-mlogloss:0.75827	validation-mlogloss:0.71706
[36m(train_xgb_ray_tune pid=1476167)[0m [233]	train-mlogloss:0.75739	validation-mlogloss:0.71604
[36m(train_xgb_ray_tune pid=1476169)[0m [206]	train-mlogloss:0.67960	validation-mlogloss:0.63153
[36m(train_xgb_ray_tune pid=1476169)[0m [207]	train-mlogloss:0.67887	validation-mlogloss:0.63065
[36m(train_xgb_ray_tune pid=1476157)[0m [205]	train-mlogloss:0.67609	validation-mlogloss:0.62192
[36m(train_xgb_ray_tune pid=1476142)[0m [304]	train-mlogloss:0.78097	validation-mlogloss:0.74265
[36m(train_xgb_ray_tune pid=1476142)[0m [305]	train-mlogloss:0.78055	validation-mlogloss:0.74218
[36m(train_xgb_ray_tune pid=1476142)[0m [306]	train-mlogloss:0.78032	validation-mlogloss:0.74189
[36m(train_xgb_ray_tune pid=1476160)[0m [209]	train-mlogloss:0.76651	validation-mlogloss:0.72847
[36m(train_xgb_ray_tune pid=1476162)[0m [286]	train-mlogloss:0.71420	validation-mlogloss:0.66267
[36m(train_xgb_ray_tune pid=1476171)[0m [231]	train-mlogloss:1.12489	validation-mlogloss:1.11019
[36m(train_xgb_ray_tune pid=1476171)[0m [232]	train-mlogloss:1.12426	validation-mlogloss:1.10954
[36m(train_xgb_ray_tune pid=1476144)[0m [257]	train-mlogloss:0.72762	validation-mlogloss:0.67856
[36m(train_xgb_ray_tune pid=1476144)[0m [258]	train-mlogloss:0.72691	validation-mlogloss:0.67770
[36m(train_xgb_ray_tune pid=1476156)[0m [320]	train-mlogloss:1.05087	validation-mlogloss:1.03299
[36m(train_xgb_ray_tune pid=1476156)[0m [321]	train-mlogloss:1.05040	validation-mlogloss:1.03252
[36m(train_xgb_ray_tune pid=1476143)[0m [193]	train-mlogloss:0.73950	validation-mlogloss:0.70575
[36m(train_xgb_ray_tune pid=1476150)[0m [248]	train-mlogloss:0.67366	validation-mlogloss:0.61961
[36m(train_xgb_ray_tune pid=1476150)[0m [249]	train-mlogloss:0.67332	validation-mlogloss:0.61920
[36m(train_xgb_ray_tune pid=1476150)[0m [250]	train-mlogloss:0.67276	validation-mlogloss:0.61855
[36m(train_xgb_ray_tune pid=1476164)[0m [261]	train-mlogloss:0.69860	validation-mlogloss:0.64936
[36m(train_xgb_ray_tune pid=1476164)[0m [262]	train-mlogloss:0.69845	validation-mlogloss:0.64923
[36m(train_xgb_ray_tune pid=1476164)[0m [263]	train-mlogloss:0.69821	validation-mlogloss:0.64892
[36m(train_xgb_ray_tune pid=1476165)[0m [300]	train-mlogloss:0.80636	validation-mlogloss:0.77343
[36m(train_xgb_ray_tune pid=1476158)[0m [277]	train-mlogloss:1.31968	validation-mlogloss:1.31488
[36m(train_xgb_ray_tune pid=1476158)[0m [278]	train-mlogloss:1.31952	validation-mlogloss:1.31471
[36m(train_xgb_ray_tune pid=1476170)[0m [198]	train-mlogloss:0.76294	validation-mlogloss:0.72193
[36m(train_xgb_ray_tune pid=1476170)[0m [199]	train-mlogloss:0.76205	validation-mlogloss:0.72092
[36m(train_xgb_ray_tune pid=1476168)[0m [295]	train-mlogloss:0.91297	validation-mlogloss:0.88731
[36m(train_xgb_ray_tune pid=1476168)[0m [296]	train-mlogloss:0.91280	validation-mlogloss:0.88711
[36m(train_xgb_ray_tune pid=1476166)[0m [268]	train-mlogloss:0.66471	validation-mlogloss:0.61568
[36m(train_xgb_ray_tune pid=1476166)[0m [269]	train-mlogloss:0.66458	validation-mlogloss:0.61557
[36m(train_xgb_ray_tune pid=1476167)[0m [234]	train-mlogloss:0.75665	validation-mlogloss:0.71528
[36m(train_xgb_ray_tune pid=1476169)[0m [208]	train-mlogloss:0.67812	validation-mlogloss:0.62970
[36m(train_xgb_ray_tune pid=1476157)[0m [206]	train-mlogloss:0.67541	validation-mlogloss:0.62110
[36m(train_xgb_ray_tune pid=1476142)[0m [307]	train-mlogloss:0.77993	validation-mlogloss:0.74148
[36m(train_xgb_ray_tune pid=1476160)[0m [210]	train-mlogloss:0.76545	validation-mlogloss:0.72728
[36m(train_xgb_ray_tune pid=1476160)[0m [211]	train-mlogloss:0.76442	validation-mlogloss:0.72604
[36m(train_xgb_ray_tune pid=1476162)[0m [287]	train-mlogloss:0.71357	validation-mlogloss:0.66189
[36m(train_xgb_ray_tune pid=1476171)[0m [233]	train-mlogloss:1.12363	validation-mlogloss:1.10889
[36m(train_xgb_ray_tune pid=1476144)[0m [259]	train-mlogloss:0.72629	validation-mlogloss:0.67692
[36m(train_xgb_ray_tune pid=1476156)[0m [322]	train-mlogloss:1.05016	validation-mlogloss:1.03226
[36m(train_xgb_ray_tune pid=1476156)[0m [323]	train-mlogloss:1.04993	validation-mlogloss:1.03203
[36m(train_xgb_ray_tune pid=1476143)[0m [194]	train-mlogloss:0.73831	validation-mlogloss:0.70433
[36m(train_xgb_ray_tune pid=1476150)[0m [251]	train-mlogloss:0.67232	validation-mlogloss:0.61798
[36m(train_xgb_ray_tune pid=1476150)[0m [252]	train-mlogloss:0.67208	validation-mlogloss:0.61765
[36m(train_xgb_ray_tune pid=1476164)[0m [264]	train-mlogloss:0.69806	validation-mlogloss:0.64872
[36m(train_xgb_ray_tune pid=1476164)[0m [265]	train-mlogloss:0.69770	validation-mlogloss:0.64832
[36m(train_xgb_ray_tune pid=1476165)[0m [301]	train-mlogloss:0.80559	validation-mlogloss:0.77261
[36m(train_xgb_ray_tune pid=1476165)[0m [302]	train-mlogloss:0.80482	validation-mlogloss:0.77183
[36m(train_xgb_ray_tune pid=1476158)[0m [279]	train-mlogloss:1.31942	validation-mlogloss:1.31459
[36m(train_xgb_ray_tune pid=1476158)[0m [280]	train-mlogloss:1.31922	validation-mlogloss:1.31438
[36m(train_xgb_ray_tune pid=1476170)[0m [200]	train-mlogloss:0.76118	validation-mlogloss:0.71987
[36m(train_xgb_ray_tune pid=1476168)[0m [297]	train-mlogloss:0.91235	validation-mlogloss:0.88663
[36m(train_xgb_ray_tune pid=1476166)[0m [270]	train-mlogloss:0.66446	validation-mlogloss:0.61546
[36m(train_xgb_ray_tune pid=1476167)[0m [235]	train-mlogloss:0.75590	validation-mlogloss:0.71439
[36m(train_xgb_ray_tune pid=1476169)[0m [209]	train-mlogloss:0.67737	validation-mlogloss:0.62877
[36m(train_xgb_ray_tune pid=1476157)[0m [207]	train-mlogloss:0.67488	validation-mlogloss:0.62046
[36m(train_xgb_ray_tune pid=1476157)[0m [208]	train-mlogloss:0.67427	validation-mlogloss:0.61975
[36m(train_xgb_ray_tune pid=1476142)[0m [308]	train-mlogloss:0.77979	validation-mlogloss:0.74134
[36m(train_xgb_ray_tune pid=1476142)[0m [309]	train-mlogloss:0.77938	validation-mlogloss:0.74089
[36m(train_xgb_ray_tune pid=1476160)[0m [212]	train-mlogloss:0.76358	validation-mlogloss:0.72510
[36m(train_xgb_ray_tune pid=1476162)[0m [288]	train-mlogloss:0.71300	validation-mlogloss:0.66124
[36m(train_xgb_ray_tune pid=1476171)[0m [234]	train-mlogloss:1.12304	validation-mlogloss:1.10826
[36m(train_xgb_ray_tune pid=1476144)[0m [260]	train-mlogloss:0.72562	validation-mlogloss:0.67616
[36m(train_xgb_ray_tune pid=1476156)[0m [324]	train-mlogloss:1.04969	validation-mlogloss:1.03179
[36m(train_xgb_ray_tune pid=1476143)[0m [195]	train-mlogloss:0.73712	validation-mlogloss:0.70304
[36m(train_xgb_ray_tune pid=1476150)[0m [253]	train-mlogloss:0.67146	validation-mlogloss:0.61695
[36m(train_xgb_ray_tune pid=1476164)[0m [266]	train-mlogloss:0.69756	validation-mlogloss:0.64819
[36m(train_xgb_ray_tune pid=1476164)[0m [267]	train-mlogloss:0.69742	validation-mlogloss:0.64800
[36m(train_xgb_ray_tune pid=1476165)[0m [303]	train-mlogloss:0.80414	validation-mlogloss:0.77112
[36m(train_xgb_ray_tune pid=1476158)[0m [281]	train-mlogloss:1.31902	validation-mlogloss:1.31418
[36m(train_xgb_ray_tune pid=1476170)[0m [201]	train-mlogloss:0.76023	validation-mlogloss:0.71883
[36m(train_xgb_ray_tune pid=1476168)[0m [298]	train-mlogloss:0.91190	validation-mlogloss:0.88612
[36m(train_xgb_ray_tune pid=1476168)[0m [299]	train-mlogloss:0.91172	validation-mlogloss:0.88590
[36m(train_xgb_ray_tune pid=1476166)[0m [271]	train-mlogloss:0.66435	validation-mlogloss:0.61536
[36m(train_xgb_ray_tune pid=1476166)[0m [272]	train-mlogloss:0.66422	validation-mlogloss:0.61524
[36m(train_xgb_ray_tune pid=1476167)[0m [236]	train-mlogloss:0.75507	validation-mlogloss:0.71346
[36m(train_xgb_ray_tune pid=1476169)[0m [210]	train-mlogloss:0.67659	validation-mlogloss:0.62787
[36m(train_xgb_ray_tune pid=1476157)[0m [209]	train-mlogloss:0.67354	validation-mlogloss:0.61900
[36m(train_xgb_ray_tune pid=1476142)[0m [310]	train-mlogloss:0.77924	validation-mlogloss:0.74071
[36m(train_xgb_ray_tune pid=1476160)[0m [213]	train-mlogloss:0.76275	validation-mlogloss:0.72417
[36m(train_xgb_ray_tune pid=1476162)[0m [289]	train-mlogloss:0.71249	validation-mlogloss:0.66067
[36m(train_xgb_ray_tune pid=1476171)[0m [235]	train-mlogloss:1.12235	validation-mlogloss:1.10756
[36m(train_xgb_ray_tune pid=1476144)[0m [261]	train-mlogloss:0.72502	validation-mlogloss:0.67546
[36m(train_xgb_ray_tune pid=1476156)[0m [325]	train-mlogloss:1.04944	validation-mlogloss:1.03149
[36m(train_xgb_ray_tune pid=1476143)[0m [196]	train-mlogloss:0.73598	validation-mlogloss:0.70177
[36m(train_xgb_ray_tune pid=1476150)[0m [254]	train-mlogloss:0.67103	validation-mlogloss:0.61643
[36m(train_xgb_ray_tune pid=1476164)[0m [268]	train-mlogloss:0.69727	validation-mlogloss:0.64781
[36m(train_xgb_ray_tune pid=1476165)[0m [304]	train-mlogloss:0.80345	validation-mlogloss:0.77038
[36m(train_xgb_ray_tune pid=1476158)[0m [282]	train-mlogloss:1.31882	validation-mlogloss:1.31397
[36m(train_xgb_ray_tune pid=1476170)[0m [202]	train-mlogloss:0.75921	validation-mlogloss:0.71762
[36m(train_xgb_ray_tune pid=1476168)[0m [300]	train-mlogloss:0.91138	validation-mlogloss:0.88553
[36m(train_xgb_ray_tune pid=1476166)[0m [273]	train-mlogloss:0.66411	validation-mlogloss:0.61507
[36m(train_xgb_ray_tune pid=1476167)[0m [237]	train-mlogloss:0.75412	validation-mlogloss:0.71243
[36m(train_xgb_ray_tune pid=1476169)[0m [211]	train-mlogloss:0.67577	validation-mlogloss:0.62690
[36m(train_xgb_ray_tune pid=1476157)[0m [210]	train-mlogloss:0.67258	validation-mlogloss:0.61799
[36m(train_xgb_ray_tune pid=1476142)[0m [311]	train-mlogloss:0.77897	validation-mlogloss:0.74042
[36m(train_xgb_ray_tune pid=1476142)[0m [312]	train-mlogloss:0.77875	validation-mlogloss:0.74018
[36m(train_xgb_ray_tune pid=1476160)[0m [214]	train-mlogloss:0.76204	validation-mlogloss:0.72336
[36m(train_xgb_ray_tune pid=1476162)[0m [290]	train-mlogloss:0.71207	validation-mlogloss:0.66016
[36m(train_xgb_ray_tune pid=1476171)[0m [236]	train-mlogloss:1.12167	validation-mlogloss:1.10684
[36m(train_xgb_ray_tune pid=1476144)[0m [262]	train-mlogloss:0.72432	validation-mlogloss:0.67463
[36m(train_xgb_ray_tune pid=1476156)[0m [326]	train-mlogloss:1.04919	validation-mlogloss:1.03121
[36m(train_xgb_ray_tune pid=1476156)[0m [327]	train-mlogloss:1.04884	validation-mlogloss:1.03080
[36m(train_xgb_ray_tune pid=1476143)[0m [197]	train-mlogloss:0.73471	validation-mlogloss:0.70035
[36m(train_xgb_ray_tune pid=1476150)[0m [255]	train-mlogloss:0.67066	validation-mlogloss:0.61599
[36m(train_xgb_ray_tune pid=1476150)[0m [256]	train-mlogloss:0.67032	validation-mlogloss:0.61561
[36m(train_xgb_ray_tune pid=1476164)[0m [269]	train-mlogloss:0.69714	validation-mlogloss:0.64762
[36m(train_xgb_ray_tune pid=1476164)[0m [270]	train-mlogloss:0.69675	validation-mlogloss:0.64714
[36m(train_xgb_ray_tune pid=1476165)[0m [305]	train-mlogloss:0.80273	validation-mlogloss:0.76960
[36m(train_xgb_ray_tune pid=1476158)[0m [283]	train-mlogloss:1.31863	validation-mlogloss:1.31376
[36m(train_xgb_ray_tune pid=1476158)[0m [284]	train-mlogloss:1.31852	validation-mlogloss:1.31364
[36m(train_xgb_ray_tune pid=1476170)[0m [203]	train-mlogloss:0.75836	validation-mlogloss:0.71665
[36m(train_xgb_ray_tune pid=1476168)[0m [301]	train-mlogloss:0.91111	validation-mlogloss:0.88525
[36m(train_xgb_ray_tune pid=1476166)[0m [274]	train-mlogloss:0.66399	validation-mlogloss:0.61496
[36m(train_xgb_ray_tune pid=1476166)[0m [275]	train-mlogloss:0.66387	validation-mlogloss:0.61485
[36m(train_xgb_ray_tune pid=1476167)[0m [238]	train-mlogloss:0.75335	validation-mlogloss:0.71158
[36m(train_xgb_ray_tune pid=1476167)[0m [239]	train-mlogloss:0.75269	validation-mlogloss:0.71078
[36m(train_xgb_ray_tune pid=1476169)[0m [212]	train-mlogloss:0.67502	validation-mlogloss:0.62607
[36m(train_xgb_ray_tune pid=1476157)[0m [211]	train-mlogloss:0.67178	validation-mlogloss:0.61708
[36m(train_xgb_ray_tune pid=1476142)[0m [313]	train-mlogloss:0.77861	validation-mlogloss:0.74003
[36m(train_xgb_ray_tune pid=1476160)[0m [215]	train-mlogloss:0.76105	validation-mlogloss:0.72225
[36m(train_xgb_ray_tune pid=1476162)[0m [291]	train-mlogloss:0.71142	validation-mlogloss:0.65943
[36m(train_xgb_ray_tune pid=1476171)[0m [237]	train-mlogloss:1.12101	validation-mlogloss:1.10614
[36m(train_xgb_ray_tune pid=1476171)[0m [238]	train-mlogloss:1.12037	validation-mlogloss:1.10546
[36m(train_xgb_ray_tune pid=1476144)[0m [263]	train-mlogloss:0.72371	validation-mlogloss:0.67390
[36m(train_xgb_ray_tune pid=1476144)[0m [264]	train-mlogloss:0.72303	validation-mlogloss:0.67306
[36m(train_xgb_ray_tune pid=1476156)[0m [328]	train-mlogloss:1.04861	validation-mlogloss:1.03057
[36m(train_xgb_ray_tune pid=1476150)[0m [257]	train-mlogloss:0.66996	validation-mlogloss:0.61524
[36m(train_xgb_ray_tune pid=1476150)[0m [258]	train-mlogloss:0.66949	validation-mlogloss:0.61476
[36m(train_xgb_ray_tune pid=1476164)[0m [271]	train-mlogloss:0.69662	validation-mlogloss:0.64701
[36m(train_xgb_ray_tune pid=1476164)[0m [272]	train-mlogloss:0.69648	validation-mlogloss:0.64689
[36m(train_xgb_ray_tune pid=1476165)[0m [306]	train-mlogloss:0.80197	validation-mlogloss:0.76876
[36m(train_xgb_ray_tune pid=1476158)[0m [285]	train-mlogloss:1.31841	validation-mlogloss:1.31352
[36m(train_xgb_ray_tune pid=1476170)[0m [204]	train-mlogloss:0.75759	validation-mlogloss:0.71574
[36m(train_xgb_ray_tune pid=1476168)[0m [302]	train-mlogloss:0.91094	validation-mlogloss:0.88506
[36m(train_xgb_ray_tune pid=1476168)[0m [303]	train-mlogloss:0.91075	validation-mlogloss:0.88487
[36m(train_xgb_ray_tune pid=1476166)[0m [276]	train-mlogloss:0.66375	validation-mlogloss:0.61468
[36m(train_xgb_ray_tune pid=1476167)[0m [240]	train-mlogloss:0.75202	validation-mlogloss:0.70995
[36m(train_xgb_ray_tune pid=1476169)[0m [213]	train-mlogloss:0.67440	validation-mlogloss:0.62532
[36m(train_xgb_ray_tune pid=1476157)[0m [212]	train-mlogloss:0.67114	validation-mlogloss:0.61637
[36m(train_xgb_ray_tune pid=1476142)[0m [314]	train-mlogloss:0.77815	validation-mlogloss:0.73950
[36m(train_xgb_ray_tune pid=1476142)[0m [315]	train-mlogloss:0.77794	validation-mlogloss:0.73923
[36m(train_xgb_ray_tune pid=1476160)[0m [216]	train-mlogloss:0.76031	validation-mlogloss:0.72142
[36m(train_xgb_ray_tune pid=1476160)[0m [217]	train-mlogloss:0.75953	validation-mlogloss:0.72049
[36m(train_xgb_ray_tune pid=1476162)[0m [292]	train-mlogloss:0.71093	validation-mlogloss:0.65885
[36m(train_xgb_ray_tune pid=1476162)[0m [293]	train-mlogloss:0.71032	validation-mlogloss:0.65817
[36m(train_xgb_ray_tune pid=1476171)[0m [239]	train-mlogloss:1.11967	validation-mlogloss:1.10472
[36m(train_xgb_ray_tune pid=1476171)[0m [240]	train-mlogloss:1.11903	validation-mlogloss:1.10403
[36m(train_xgb_ray_tune pid=1476144)[0m [265]	train-mlogloss:0.72236	validation-mlogloss:0.67224
[36m(train_xgb_ray_tune pid=1476144)[0m [266]	train-mlogloss:0.72176	validation-mlogloss:0.67153
[36m(train_xgb_ray_tune pid=1476156)[0m [329]	train-mlogloss:1.04839	validation-mlogloss:1.03035
[36m(train_xgb_ray_tune pid=1476156)[0m [330]	train-mlogloss:1.04817	validation-mlogloss:1.03013
[36m(train_xgb_ray_tune pid=1476156)[0m [331]	train-mlogloss:1.04793	validation-mlogloss:1.02985
[36m(train_xgb_ray_tune pid=1476143)[0m [198]	train-mlogloss:0.73357	validation-mlogloss:0.69906
[36m(train_xgb_ray_tune pid=1476143)[0m [199]	train-mlogloss:0.73239	validation-mlogloss:0.69774
[36m(train_xgb_ray_tune pid=1476150)[0m [259]	train-mlogloss:0.66894	validation-mlogloss:0.61423
[36m(train_xgb_ray_tune pid=1476150)[0m [260]	train-mlogloss:0.66871	validation-mlogloss:0.61398
[36m(train_xgb_ray_tune pid=1476164)[0m [273]	train-mlogloss:0.69635	validation-mlogloss:0.64670
[36m(train_xgb_ray_tune pid=1476164)[0m [274]	train-mlogloss:0.69600	validation-mlogloss:0.64625
[36m(train_xgb_ray_tune pid=1476164)[0m [275]	train-mlogloss:0.69568	validation-mlogloss:0.64584
[36m(train_xgb_ray_tune pid=1476164)[0m [276]	train-mlogloss:0.69553	validation-mlogloss:0.64571
[36m(train_xgb_ray_tune pid=1476165)[0m [307]	train-mlogloss:0.80126	validation-mlogloss:0.76792
[36m(train_xgb_ray_tune pid=1476165)[0m [308]	train-mlogloss:0.80055	validation-mlogloss:0.76718
[36m(train_xgb_ray_tune pid=1476158)[0m [286]	train-mlogloss:1.31831	validation-mlogloss:1.31340
[36m(train_xgb_ray_tune pid=1476158)[0m [287]	train-mlogloss:1.31813	validation-mlogloss:1.31321
[36m(train_xgb_ray_tune pid=1476158)[0m [288]	train-mlogloss:1.31802	validation-mlogloss:1.31309
[36m(train_xgb_ray_tune pid=1476170)[0m [205]	train-mlogloss:0.75665	validation-mlogloss:0.71471
[36m(train_xgb_ray_tune pid=1476170)[0m [206]	train-mlogloss:0.75564	validation-mlogloss:0.71348
[36m(train_xgb_ray_tune pid=1476168)[0m [304]	train-mlogloss:0.91057	validation-mlogloss:0.88465
[36m(train_xgb_ray_tune pid=1476168)[0m [305]	train-mlogloss:0.91023	validation-mlogloss:0.88427
[36m(train_xgb_ray_tune pid=1476166)[0m [277]	train-mlogloss:0.66364	validation-mlogloss:0.61453
[36m(train_xgb_ray_tune pid=1476166)[0m [278]	train-mlogloss:0.66345	validation-mlogloss:0.61428
[36m(train_xgb_ray_tune pid=1476167)[0m [241]	train-mlogloss:0.75110	validation-mlogloss:0.70891
[36m(train_xgb_ray_tune pid=1476167)[0m [242]	train-mlogloss:0.75025	validation-mlogloss:0.70792
[36m(train_xgb_ray_tune pid=1476169)[0m [214]	train-mlogloss:0.67384	validation-mlogloss:0.62460
[36m(train_xgb_ray_tune pid=1476169)[0m [215]	train-mlogloss:0.67317	validation-mlogloss:0.62382
[36m(train_xgb_ray_tune pid=1476157)[0m [213]	train-mlogloss:0.67060	validation-mlogloss:0.61582
[36m(train_xgb_ray_tune pid=1476157)[0m [214]	train-mlogloss:0.67008	validation-mlogloss:0.61523
[36m(train_xgb_ray_tune pid=1476142)[0m [316]	train-mlogloss:0.77747	validation-mlogloss:0.73866
[36m(train_xgb_ray_tune pid=1476142)[0m [317]	train-mlogloss:0.77726	validation-mlogloss:0.73843
[36m(train_xgb_ray_tune pid=1476160)[0m [218]	train-mlogloss:0.75860	validation-mlogloss:0.71948
[36m(train_xgb_ray_tune pid=1476162)[0m [294]	train-mlogloss:0.70971	validation-mlogloss:0.65747
[36m(train_xgb_ray_tune pid=1476171)[0m [241]	train-mlogloss:1.11847	validation-mlogloss:1.10345
[36m(train_xgb_ray_tune pid=1476144)[0m [267]	train-mlogloss:0.72125	validation-mlogloss:0.67089
[36m(train_xgb_ray_tune pid=1476156)[0m [332]	train-mlogloss:1.04772	validation-mlogloss:1.02963
[36m(train_xgb_ray_tune pid=1476143)[0m [200]	train-mlogloss:0.73124	validation-mlogloss:0.69644
[36m(train_xgb_ray_tune pid=1476150)[0m [261]	train-mlogloss:0.66833	validation-mlogloss:0.61348
[36m(train_xgb_ray_tune pid=1476150)[0m [262]	train-mlogloss:0.66800	validation-mlogloss:0.61311
[36m(train_xgb_ray_tune pid=1476164)[0m [277]	train-mlogloss:0.69541	validation-mlogloss:0.64559
[36m(train_xgb_ray_tune pid=1476164)[0m [278]	train-mlogloss:0.69528	validation-mlogloss:0.64547
[36m(train_xgb_ray_tune pid=1476165)[0m [309]	train-mlogloss:0.79986	validation-mlogloss:0.76636
[36m(train_xgb_ray_tune pid=1476158)[0m [289]	train-mlogloss:1.31790	validation-mlogloss:1.31295
[36m(train_xgb_ray_tune pid=1476170)[0m [207]	train-mlogloss:0.75466	validation-mlogloss:0.71230
[36m(train_xgb_ray_tune pid=1476168)[0m [306]	train-mlogloss:0.90996	validation-mlogloss:0.88395
[36m(train_xgb_ray_tune pid=1476166)[0m [279]	train-mlogloss:0.66333	validation-mlogloss:0.61416
[36m(train_xgb_ray_tune pid=1476166)[0m [280]	train-mlogloss:0.66322	validation-mlogloss:0.61407
[36m(train_xgb_ray_tune pid=1476167)[0m [243]	train-mlogloss:0.74953	validation-mlogloss:0.70707
[36m(train_xgb_ray_tune pid=1476169)[0m [216]	train-mlogloss:0.67264	validation-mlogloss:0.62321
[36m(train_xgb_ray_tune pid=1476157)[0m [215]	train-mlogloss:0.66937	validation-mlogloss:0.61436
[36m(train_xgb_ray_tune pid=1476142)[0m [318]	train-mlogloss:0.77688	validation-mlogloss:0.73801
[36m(train_xgb_ray_tune pid=1476160)[0m [219]	train-mlogloss:0.75787	validation-mlogloss:0.71870
[36m(train_xgb_ray_tune pid=1476162)[0m [295]	train-mlogloss:0.70914	validation-mlogloss:0.65681
[36m(train_xgb_ray_tune pid=1476171)[0m [242]	train-mlogloss:1.11794	validation-mlogloss:1.10291
[36m(train_xgb_ray_tune pid=1476144)[0m [268]	train-mlogloss:0.72066	validation-mlogloss:0.67021
[36m(train_xgb_ray_tune pid=1476156)[0m [333]	train-mlogloss:1.04748	validation-mlogloss:1.02935
[36m(train_xgb_ray_tune pid=1476143)[0m [201]	train-mlogloss:0.73016	validation-mlogloss:0.69524
[36m(train_xgb_ray_tune pid=1476150)[0m [263]	train-mlogloss:0.66770	validation-mlogloss:0.61272
[36m(train_xgb_ray_tune pid=1476164)[0m [279]	train-mlogloss:0.69515	validation-mlogloss:0.64531
[36m(train_xgb_ray_tune pid=1476165)[0m [310]	train-mlogloss:0.79916	validation-mlogloss:0.76559
[36m(train_xgb_ray_tune pid=1476158)[0m [290]	train-mlogloss:1.31770	validation-mlogloss:1.31275
[36m(train_xgb_ray_tune pid=1476170)[0m [208]	train-mlogloss:0.75386	validation-mlogloss:0.71140
[36m(train_xgb_ray_tune pid=1476168)[0m [307]	train-mlogloss:0.90967	validation-mlogloss:0.88365
[36m(train_xgb_ray_tune pid=1476168)[0m [308]	train-mlogloss:0.90967	validation-mlogloss:0.88365
[36m(train_xgb_ray_tune pid=1476166)[0m [281]	train-mlogloss:0.66302	validation-mlogloss:0.61380
[36m(train_xgb_ray_tune pid=1476167)[0m [244]	train-mlogloss:0.74886	validation-mlogloss:0.70629
[36m(train_xgb_ray_tune pid=1476169)[0m [217]	train-mlogloss:0.67203	validation-mlogloss:0.62243
[36m(train_xgb_ray_tune pid=1476157)[0m [216]	train-mlogloss:0.66880	validation-mlogloss:0.61368
[36m(train_xgb_ray_tune pid=1476142)[0m [319]	train-mlogloss:0.77643	validation-mlogloss:0.73750
[36m(train_xgb_ray_tune pid=1476160)[0m [220]	train-mlogloss:0.75711	validation-mlogloss:0.71784
[36m(train_xgb_ray_tune pid=1476162)[0m [296]	train-mlogloss:0.70869	validation-mlogloss:0.65626
[36m(train_xgb_ray_tune pid=1476171)[0m [243]	train-mlogloss:1.11733	validation-mlogloss:1.10227
[36m(train_xgb_ray_tune pid=1476144)[0m [269]	train-mlogloss:0.71998	validation-mlogloss:0.66939
[36m(train_xgb_ray_tune pid=1476156)[0m [334]	train-mlogloss:1.04725	validation-mlogloss:1.02909
[36m(train_xgb_ray_tune pid=1476143)[0m [202]	train-mlogloss:0.72906	validation-mlogloss:0.69397
[36m(train_xgb_ray_tune pid=1476150)[0m [264]	train-mlogloss:0.66731	validation-mlogloss:0.61223
[36m(train_xgb_ray_tune pid=1476150)[0m [265]	train-mlogloss:0.66687	validation-mlogloss:0.61164
[36m(train_xgb_ray_tune pid=1476164)[0m [280]	train-mlogloss:0.69482	validation-mlogloss:0.64493
[36m(train_xgb_ray_tune pid=1476164)[0m [281]	train-mlogloss:0.69460	validation-mlogloss:0.64466
[36m(train_xgb_ray_tune pid=1476165)[0m [311]	train-mlogloss:0.79844	validation-mlogloss:0.76480
[36m(train_xgb_ray_tune pid=1476158)[0m [291]	train-mlogloss:1.31761	validation-mlogloss:1.31264
[36m(train_xgb_ray_tune pid=1476158)[0m [292]	train-mlogloss:1.31742	validation-mlogloss:1.31244
[36m(train_xgb_ray_tune pid=1476170)[0m [209]	train-mlogloss:0.75308	validation-mlogloss:0.71046
[36m(train_xgb_ray_tune pid=1476168)[0m [309]	train-mlogloss:0.90967	validation-mlogloss:0.88365
[36m(train_xgb_ray_tune pid=1476166)[0m [282]	train-mlogloss:0.66285	validation-mlogloss:0.61361
[36m(train_xgb_ray_tune pid=1476167)[0m [245]	train-mlogloss:0.74812	validation-mlogloss:0.70546
[36m(train_xgb_ray_tune pid=1476169)[0m [218]	train-mlogloss:0.67136	validation-mlogloss:0.62162
[36m(train_xgb_ray_tune pid=1476157)[0m [217]	train-mlogloss:0.66821	validation-mlogloss:0.61300
[36m(train_xgb_ray_tune pid=1476142)[0m [320]	train-mlogloss:0.77629	validation-mlogloss:0.73733
[36m(train_xgb_ray_tune pid=1476160)[0m [221]	train-mlogloss:0.75622	validation-mlogloss:0.71679
[36m(train_xgb_ray_tune pid=1476162)[0m [297]	train-mlogloss:0.70827	validation-mlogloss:0.65573
[36m(train_xgb_ray_tune pid=1476171)[0m [244]	train-mlogloss:1.11665	validation-mlogloss:1.10154
[36m(train_xgb_ray_tune pid=1476144)[0m [270]	train-mlogloss:0.71927	validation-mlogloss:0.66864
[36m(train_xgb_ray_tune pid=1476156)[0m [335]	train-mlogloss:1.04704	validation-mlogloss:1.02887
[36m(train_xgb_ray_tune pid=1476156)[0m [336]	train-mlogloss:1.04682	validation-mlogloss:1.02860
[36m(train_xgb_ray_tune pid=1476150)[0m [266]	train-mlogloss:0.66652	validation-mlogloss:0.61125
[36m(train_xgb_ray_tune pid=1476164)[0m [282]	train-mlogloss:0.69448	validation-mlogloss:0.64454
[36m(train_xgb_ray_tune pid=1476164)[0m [283]	train-mlogloss:0.69436	validation-mlogloss:0.64440
[36m(train_xgb_ray_tune pid=1476165)[0m [312]	train-mlogloss:0.79777	validation-mlogloss:0.76406
[36m(train_xgb_ray_tune pid=1476158)[0m [293]	train-mlogloss:1.31731	validation-mlogloss:1.31232
[36m(train_xgb_ray_tune pid=1476170)[0m [210]	train-mlogloss:0.75218	validation-mlogloss:0.70943
[36m(train_xgb_ray_tune pid=1476168)[0m [310]	train-mlogloss:0.90950	validation-mlogloss:0.88344
[36m(train_xgb_ray_tune pid=1476166)[0m [283]	train-mlogloss:0.66273	validation-mlogloss:0.61350
[36m(train_xgb_ray_tune pid=1476167)[0m [246]	train-mlogloss:0.74731	validation-mlogloss:0.70450
[36m(train_xgb_ray_tune pid=1476169)[0m [219]	train-mlogloss:0.67071	validation-mlogloss:0.62079
[36m(train_xgb_ray_tune pid=1476157)[0m [218]	train-mlogloss:0.66768	validation-mlogloss:0.61238
[36m(train_xgb_ray_tune pid=1476142)[0m [321]	train-mlogloss:0.77582	validation-mlogloss:0.73679
[36m(train_xgb_ray_tune pid=1476160)[0m [222]	train-mlogloss:0.75529	validation-mlogloss:0.71573
[36m(train_xgb_ray_tune pid=1476162)[0m [298]	train-mlogloss:0.70800	validation-mlogloss:0.65543
[36m(train_xgb_ray_tune pid=1476171)[0m [245]	train-mlogloss:1.11607	validation-mlogloss:1.10096
[36m(train_xgb_ray_tune pid=1476144)[0m [271]	train-mlogloss:0.71856	validation-mlogloss:0.66781
[36m(train_xgb_ray_tune pid=1476156)[0m [337]	train-mlogloss:1.04660	validation-mlogloss:1.02835
[36m(train_xgb_ray_tune pid=1476143)[0m [203]	train-mlogloss:0.72802	validation-mlogloss:0.69285
[36m(train_xgb_ray_tune pid=1476150)[0m [267]	train-mlogloss:0.66618	validation-mlogloss:0.61085
[36m(train_xgb_ray_tune pid=1476150)[0m [268]	train-mlogloss:0.66592	validation-mlogloss:0.61057
[36m(train_xgb_ray_tune pid=1476164)[0m [284]	train-mlogloss:0.69424	validation-mlogloss:0.64422
[36m(train_xgb_ray_tune pid=1476164)[0m [285]	train-mlogloss:0.69411	validation-mlogloss:0.64411
[36m(train_xgb_ray_tune pid=1476165)[0m [313]	train-mlogloss:0.79708	validation-mlogloss:0.76327
[36m(train_xgb_ray_tune pid=1476158)[0m [294]	train-mlogloss:1.31713	validation-mlogloss:1.31213
[36m(train_xgb_ray_tune pid=1476170)[0m [211]	train-mlogloss:0.75124	validation-mlogloss:0.70834
[36m(train_xgb_ray_tune pid=1476168)[0m [311]	train-mlogloss:0.90915	validation-mlogloss:0.88310
[36m(train_xgb_ray_tune pid=1476166)[0m [284]	train-mlogloss:0.66261	validation-mlogloss:0.61333
[36m(train_xgb_ray_tune pid=1476166)[0m [285]	train-mlogloss:0.66242	validation-mlogloss:0.61307
[36m(train_xgb_ray_tune pid=1476167)[0m [247]	train-mlogloss:0.74656	validation-mlogloss:0.70361
[36m(train_xgb_ray_tune pid=1476169)[0m [220]	train-mlogloss:0.67007	validation-mlogloss:0.62005
[36m(train_xgb_ray_tune pid=1476157)[0m [219]	train-mlogloss:0.66716	validation-mlogloss:0.61178
[36m(train_xgb_ray_tune pid=1476142)[0m [322]	train-mlogloss:0.77561	validation-mlogloss:0.73657
[36m(train_xgb_ray_tune pid=1476142)[0m [323]	train-mlogloss:0.77528	validation-mlogloss:0.73618
[36m(train_xgb_ray_tune pid=1476160)[0m [223]	train-mlogloss:0.75453	validation-mlogloss:0.71486
[36m(train_xgb_ray_tune pid=1476160)[0m [224]	train-mlogloss:0.75383	validation-mlogloss:0.71409
[36m(train_xgb_ray_tune pid=1476162)[0m [299]	train-mlogloss:0.70748	validation-mlogloss:0.65478
[36m(train_xgb_ray_tune pid=1476162)[0m [300]	train-mlogloss:0.70691	validation-mlogloss:0.65411
[36m(train_xgb_ray_tune pid=1476171)[0m [246]	train-mlogloss:1.11540	validation-mlogloss:1.10025
[36m(train_xgb_ray_tune pid=1476171)[0m [247]	train-mlogloss:1.11482	validation-mlogloss:1.09967
[36m(train_xgb_ray_tune pid=1476144)[0m [272]	train-mlogloss:0.71804	validation-mlogloss:0.66714
[36m(train_xgb_ray_tune pid=1476156)[0m [338]	train-mlogloss:1.04660	validation-mlogloss:1.02835
[36m(train_xgb_ray_tune pid=1476156)[0m [339]	train-mlogloss:1.04637	validation-mlogloss:1.02812
[36m(train_xgb_ray_tune pid=1476143)[0m [204]	train-mlogloss:0.72689	validation-mlogloss:0.69161
[36m(train_xgb_ray_tune pid=1476150)[0m [269]	train-mlogloss:0.66540	validation-mlogloss:0.60999
[36m(train_xgb_ray_tune pid=1476164)[0m [286]	train-mlogloss:0.69398	validation-mlogloss:0.64400
[36m(train_xgb_ray_tune pid=1476164)[0m [287]	train-mlogloss:0.69386	validation-mlogloss:0.64383
[36m(train_xgb_ray_tune pid=1476165)[0m [314]	train-mlogloss:0.79640	validation-mlogloss:0.76254
[36m(train_xgb_ray_tune pid=1476165)[0m [315]	train-mlogloss:0.79570	validation-mlogloss:0.76180
[36m(train_xgb_ray_tune pid=1476158)[0m [295]	train-mlogloss:1.31695	validation-mlogloss:1.31194
[36m(train_xgb_ray_tune pid=1476158)[0m [296]	train-mlogloss:1.31676	validation-mlogloss:1.31174
[36m(train_xgb_ray_tune pid=1476158)[0m [297]	train-mlogloss:1.31667	validation-mlogloss:1.31163
[36m(train_xgb_ray_tune pid=1476170)[0m [212]	train-mlogloss:0.75029	validation-mlogloss:0.70732
[36m(train_xgb_ray_tune pid=1476170)[0m [213]	train-mlogloss:0.74949	validation-mlogloss:0.70646
[36m(train_xgb_ray_tune pid=1476168)[0m [312]	train-mlogloss:0.90897	validation-mlogloss:0.88289
[36m(train_xgb_ray_tune pid=1476168)[0m [313]	train-mlogloss:0.90862	validation-mlogloss:0.88252
[36m(train_xgb_ray_tune pid=1476168)[0m [314]	train-mlogloss:0.90846	validation-mlogloss:0.88234
[36m(train_xgb_ray_tune pid=1476168)[0m [315]	train-mlogloss:0.90846	validation-mlogloss:0.88234
[36m(train_xgb_ray_tune pid=1476166)[0m [286]	train-mlogloss:0.66232	validation-mlogloss:0.61291
[36m(train_xgb_ray_tune pid=1476166)[0m [287]	train-mlogloss:0.66221	validation-mlogloss:0.61282
[36m(train_xgb_ray_tune pid=1476166)[0m [288]	train-mlogloss:0.66210	validation-mlogloss:0.61272
[36m(train_xgb_ray_tune pid=1476167)[0m [248]	train-mlogloss:0.74590	validation-mlogloss:0.70285
[36m(train_xgb_ray_tune pid=1476167)[0m [249]	train-mlogloss:0.74506	validation-mlogloss:0.70187
[36m(train_xgb_ray_tune pid=1476167)[0m [250]	train-mlogloss:0.74444	validation-mlogloss:0.70123
[36m(train_xgb_ray_tune pid=1476169)[0m [221]	train-mlogloss:0.66944	validation-mlogloss:0.61927
[36m(train_xgb_ray_tune pid=1476169)[0m [222]	train-mlogloss:0.66869	validation-mlogloss:0.61835
[36m(train_xgb_ray_tune pid=1476157)[0m [220]	train-mlogloss:0.66655	validation-mlogloss:0.61109
[36m(train_xgb_ray_tune pid=1476157)[0m [221]	train-mlogloss:0.66596	validation-mlogloss:0.61037
[36m(train_xgb_ray_tune pid=1476157)[0m [222]	train-mlogloss:0.66553	validation-mlogloss:0.60990
[36m(train_xgb_ray_tune pid=1476142)[0m [324]	train-mlogloss:0.77508	validation-mlogloss:0.73592
[36m(train_xgb_ray_tune pid=1476142)[0m [325]	train-mlogloss:0.77495	validation-mlogloss:0.73580
[36m(train_xgb_ray_tune pid=1476142)[0m [326]	train-mlogloss:0.77482	validation-mlogloss:0.73568
[36m(train_xgb_ray_tune pid=1476142)[0m [327]	train-mlogloss:0.77469	validation-mlogloss:0.73552
[36m(train_xgb_ray_tune pid=1476160)[0m [225]	train-mlogloss:0.75307	validation-mlogloss:0.71321
[36m(train_xgb_ray_tune pid=1476160)[0m [226]	train-mlogloss:0.75234	validation-mlogloss:0.71242
[36m(train_xgb_ray_tune pid=1476162)[0m [301]	train-mlogloss:0.70636	validation-mlogloss:0.65345
[36m(train_xgb_ray_tune pid=1476171)[0m [248]	train-mlogloss:1.11426	validation-mlogloss:1.09907
[36m(train_xgb_ray_tune pid=1476171)[0m [249]	train-mlogloss:1.11370	validation-mlogloss:1.09846
[36m(train_xgb_ray_tune pid=1476171)[0m [250]	train-mlogloss:1.11307	validation-mlogloss:1.09777
[36m(train_xgb_ray_tune pid=1476144)[0m [273]	train-mlogloss:0.71734	validation-mlogloss:0.66633
[36m(train_xgb_ray_tune pid=1476144)[0m [274]	train-mlogloss:0.71666	validation-mlogloss:0.66552
[36m(train_xgb_ray_tune pid=1476144)[0m [275]	train-mlogloss:0.71596	validation-mlogloss:0.66473
[36m(train_xgb_ray_tune pid=1476156)[0m [340]	train-mlogloss:1.04615	validation-mlogloss:1.02789
[36m(train_xgb_ray_tune pid=1476156)[0m [341]	train-mlogloss:1.04594	validation-mlogloss:1.02766
[36m(train_xgb_ray_tune pid=1476156)[0m [342]	train-mlogloss:1.04572	validation-mlogloss:1.02741
[36m(train_xgb_ray_tune pid=1476143)[0m [205]	train-mlogloss:0.72587	validation-mlogloss:0.69045
[36m(train_xgb_ray_tune pid=1476143)[0m [206]	train-mlogloss:0.72488	validation-mlogloss:0.68934
[36m(train_xgb_ray_tune pid=1476143)[0m [207]	train-mlogloss:0.72388	validation-mlogloss:0.68828
[36m(train_xgb_ray_tune pid=1476150)[0m [270]	train-mlogloss:0.66506	validation-mlogloss:0.60962
[36m(train_xgb_ray_tune pid=1476150)[0m [271]	train-mlogloss:0.66464	validation-mlogloss:0.60907
[36m(train_xgb_ray_tune pid=1476150)[0m [272]	train-mlogloss:0.66407	validation-mlogloss:0.60852
[36m(train_xgb_ray_tune pid=1476164)[0m [288]	train-mlogloss:0.69374	validation-mlogloss:0.64371
[36m(train_xgb_ray_tune pid=1476164)[0m [289]	train-mlogloss:0.69361	validation-mlogloss:0.64359
[36m(train_xgb_ray_tune pid=1476164)[0m [290]	train-mlogloss:0.69339	validation-mlogloss:0.64326
[36m(train_xgb_ray_tune pid=1476164)[0m [291]	train-mlogloss:0.69326	validation-mlogloss:0.64315
[36m(train_xgb_ray_tune pid=1476165)[0m [316]	train-mlogloss:0.79504	validation-mlogloss:0.76108
[36m(train_xgb_ray_tune pid=1476158)[0m [298]	train-mlogloss:1.31656	validation-mlogloss:1.31151
[36m(train_xgb_ray_tune pid=1476158)[0m [299]	train-mlogloss:1.31647	validation-mlogloss:1.31142
[36m(train_xgb_ray_tune pid=1476158)[0m [300]	train-mlogloss:1.31627	validation-mlogloss:1.31120
[36m(train_xgb_ray_tune pid=1476170)[0m [214]	train-mlogloss:0.74855	validation-mlogloss:0.70536
[36m(train_xgb_ray_tune pid=1476170)[0m [215]	train-mlogloss:0.74760	validation-mlogloss:0.70430
[36m(train_xgb_ray_tune pid=1476168)[0m [316]	train-mlogloss:0.90830	validation-mlogloss:0.88217
[36m(train_xgb_ray_tune pid=1476168)[0m [317]	train-mlogloss:0.90830	validation-mlogloss:0.88217
[36m(train_xgb_ray_tune pid=1476166)[0m [289]	train-mlogloss:0.66199	validation-mlogloss:0.61263
[36m(train_xgb_ray_tune pid=1476166)[0m [290]	train-mlogloss:0.66188	validation-mlogloss:0.61253
[36m(train_xgb_ray_tune pid=1476167)[0m [251]	train-mlogloss:0.74369	validation-mlogloss:0.70042
[36m(train_xgb_ray_tune pid=1476167)[0m [252]	train-mlogloss:0.74308	validation-mlogloss:0.69976
[36m(train_xgb_ray_tune pid=1476169)[0m [223]	train-mlogloss:0.66794	validation-mlogloss:0.61748
[36m(train_xgb_ray_tune pid=1476169)[0m [224]	train-mlogloss:0.66726	validation-mlogloss:0.61668
[36m(train_xgb_ray_tune pid=1476157)[0m [223]	train-mlogloss:0.66485	validation-mlogloss:0.60910
[36m(train_xgb_ray_tune pid=1476157)[0m [224]	train-mlogloss:0.66437	validation-mlogloss:0.60857
[36m(train_xgb_ray_tune pid=1476142)[0m [328]	train-mlogloss:0.77456	validation-mlogloss:0.73537
[36m(train_xgb_ray_tune pid=1476142)[0m [329]	train-mlogloss:0.77419	validation-mlogloss:0.73495
[36m(train_xgb_ray_tune pid=1476160)[0m [227]	train-mlogloss:0.75158	validation-mlogloss:0.71157
[36m(train_xgb_ray_tune pid=1476160)[0m [228]	train-mlogloss:0.75079	validation-mlogloss:0.71065
[36m(train_xgb_ray_tune pid=1476160)[0m [229]	train-mlogloss:0.75005	validation-mlogloss:0.70988
[36m(train_xgb_ray_tune pid=1476162)[0m [302]	train-mlogloss:0.70591	validation-mlogloss:0.65294
[36m(train_xgb_ray_tune pid=1476162)[0m [303]	train-mlogloss:0.70555	validation-mlogloss:0.65250
[36m(train_xgb_ray_tune pid=1476162)[0m [304]	train-mlogloss:0.70502	validation-mlogloss:0.65186
[36m(train_xgb_ray_tune pid=1476171)[0m [251]	train-mlogloss:1.11251	validation-mlogloss:1.09717
[36m(train_xgb_ray_tune pid=1476171)[0m [252]	train-mlogloss:1.11195	validation-mlogloss:1.09656
[36m(train_xgb_ray_tune pid=1476171)[0m [253]	train-mlogloss:1.11129	validation-mlogloss:1.09587
[36m(train_xgb_ray_tune pid=1476144)[0m [276]	train-mlogloss:0.71542	validation-mlogloss:0.66404
[36m(train_xgb_ray_tune pid=1476144)[0m [277]	train-mlogloss:0.71489	validation-mlogloss:0.66339
[36m(train_xgb_ray_tune pid=1476156)[0m [343]	train-mlogloss:1.04550	validation-mlogloss:1.02714
[36m(train_xgb_ray_tune pid=1476156)[0m [344]	train-mlogloss:1.04528	validation-mlogloss:1.02692
[36m(train_xgb_ray_tune pid=1476156)[0m [345]	train-mlogloss:1.04528	validation-mlogloss:1.02692
[36m(train_xgb_ray_tune pid=1476143)[0m [208]	train-mlogloss:0.72280	validation-mlogloss:0.68708
[36m(train_xgb_ray_tune pid=1476150)[0m [273]	train-mlogloss:0.66372	validation-mlogloss:0.60809
[36m(train_xgb_ray_tune pid=1476150)[0m [274]	train-mlogloss:0.66343	validation-mlogloss:0.60774
[36m(train_xgb_ray_tune pid=1476164)[0m [292]	train-mlogloss:0.69305	validation-mlogloss:0.64287
[36m(train_xgb_ray_tune pid=1476164)[0m [293]	train-mlogloss:0.69293	validation-mlogloss:0.64277
[36m(train_xgb_ray_tune pid=1476164)[0m [294]	train-mlogloss:0.69280	validation-mlogloss:0.64265
[36m(train_xgb_ray_tune pid=1476165)[0m [317]	train-mlogloss:0.79437	validation-mlogloss:0.76031
[36m(train_xgb_ray_tune pid=1476165)[0m [318]	train-mlogloss:0.79373	validation-mlogloss:0.75962
[36m(train_xgb_ray_tune pid=1476158)[0m [301]	train-mlogloss:1.31615	validation-mlogloss:1.31107
[36m(train_xgb_ray_tune pid=1476158)[0m [302]	train-mlogloss:1.31596	validation-mlogloss:1.31088
[36m(train_xgb_ray_tune pid=1476170)[0m [216]	train-mlogloss:0.74667	validation-mlogloss:0.70325
[36m(train_xgb_ray_tune pid=1476170)[0m [217]	train-mlogloss:0.74593	validation-mlogloss:0.70234
[36m(train_xgb_ray_tune pid=1476168)[0m [318]	train-mlogloss:0.90813	validation-mlogloss:0.88201
[36m(train_xgb_ray_tune pid=1476168)[0m [319]	train-mlogloss:0.90813	validation-mlogloss:0.88201
[36m(train_xgb_ray_tune pid=1476168)[0m [320]	train-mlogloss:0.90796	validation-mlogloss:0.88180
[36m(train_xgb_ray_tune pid=1476166)[0m [291]	train-mlogloss:0.66169	validation-mlogloss:0.61228
[36m(train_xgb_ray_tune pid=1476166)[0m [292]	train-mlogloss:0.66158	validation-mlogloss:0.61211
[36m(train_xgb_ray_tune pid=1476167)[0m [253]	train-mlogloss:0.74242	validation-mlogloss:0.69908
[36m(train_xgb_ray_tune pid=1476167)[0m [254]	train-mlogloss:0.74157	validation-mlogloss:0.69813
[36m(train_xgb_ray_tune pid=1476169)[0m [225]	train-mlogloss:0.66660	validation-mlogloss:0.61591
[36m(train_xgb_ray_tune pid=1476169)[0m [226]	train-mlogloss:0.66601	validation-mlogloss:0.61525
[36m(train_xgb_ray_tune pid=1476157)[0m [225]	train-mlogloss:0.66406	validation-mlogloss:0.60819
[36m(train_xgb_ray_tune pid=1476157)[0m [226]	train-mlogloss:0.66375	validation-mlogloss:0.60785
[36m(train_xgb_ray_tune pid=1476142)[0m [330]	train-mlogloss:0.77405	validation-mlogloss:0.73479
[36m(train_xgb_ray_tune pid=1476142)[0m [331]	train-mlogloss:0.77369	validation-mlogloss:0.73435
[36m(train_xgb_ray_tune pid=1476160)[0m [230]	train-mlogloss:0.74932	validation-mlogloss:0.70904
[36m(train_xgb_ray_tune pid=1476162)[0m [305]	train-mlogloss:0.70446	validation-mlogloss:0.65114
[36m(train_xgb_ray_tune pid=1476171)[0m [254]	train-mlogloss:1.11073	validation-mlogloss:1.09528
[36m(train_xgb_ray_tune pid=1476171)[0m [255]	train-mlogloss:1.11016	validation-mlogloss:1.09470
[36m(train_xgb_ray_tune pid=1476171)[0m [256]	train-mlogloss:1.10954	validation-mlogloss:1.09403
[36m(train_xgb_ray_tune pid=1476144)[0m [278]	train-mlogloss:0.71433	validation-mlogloss:0.66273
[36m(train_xgb_ray_tune pid=1476156)[0m [346]	train-mlogloss:1.04528	validation-mlogloss:1.02692
[36m(train_xgb_ray_tune pid=1476156)[0m [347]	train-mlogloss:1.04506	validation-mlogloss:1.02666
[36m(train_xgb_ray_tune pid=1476143)[0m [209]	train-mlogloss:0.72172	validation-mlogloss:0.68589
[36m(train_xgb_ray_tune pid=1476150)[0m [275]	train-mlogloss:0.66310	validation-mlogloss:0.60737
[36m(train_xgb_ray_tune pid=1476150)[0m [276]	train-mlogloss:0.66283	validation-mlogloss:0.60707
[36m(train_xgb_ray_tune pid=1476164)[0m [295]	train-mlogloss:0.69268	validation-mlogloss:0.64254
[36m(train_xgb_ray_tune pid=1476165)[0m [319]	train-mlogloss:0.79301	validation-mlogloss:0.75886
[36m(train_xgb_ray_tune pid=1476158)[0m [303]	train-mlogloss:1.31577	validation-mlogloss:1.31067
[36m(train_xgb_ray_tune pid=1476158)[0m [304]	train-mlogloss:1.31558	validation-mlogloss:1.31048
[36m(train_xgb_ray_tune pid=1476170)[0m [218]	train-mlogloss:0.74520	validation-mlogloss:0.70144
[36m(train_xgb_ray_tune pid=1476168)[0m [321]	train-mlogloss:0.90796	validation-mlogloss:0.88180
[36m(train_xgb_ray_tune pid=1476166)[0m [293]	train-mlogloss:0.66141	validation-mlogloss:0.61196
[36m(train_xgb_ray_tune pid=1476166)[0m [294]	train-mlogloss:0.66124	validation-mlogloss:0.61178
[36m(train_xgb_ray_tune pid=1476167)[0m [255]	train-mlogloss:0.74083	validation-mlogloss:0.69731
[36m(train_xgb_ray_tune pid=1476169)[0m [227]	train-mlogloss:0.66542	validation-mlogloss:0.61459
[36m(train_xgb_ray_tune pid=1476157)[0m [227]	train-mlogloss:0.66313	validation-mlogloss:0.60706
[36m(train_xgb_ray_tune pid=1476142)[0m [332]	train-mlogloss:0.77357	validation-mlogloss:0.73421
[36m(train_xgb_ray_tune pid=1476142)[0m [333]	train-mlogloss:0.77344	validation-mlogloss:0.73409
[36m(train_xgb_ray_tune pid=1476160)[0m [231]	train-mlogloss:0.74870	validation-mlogloss:0.70833
[36m(train_xgb_ray_tune pid=1476160)[0m [232]	train-mlogloss:0.74798	validation-mlogloss:0.70753
[36m(train_xgb_ray_tune pid=1476162)[0m [306]	train-mlogloss:0.70394	validation-mlogloss:0.65055
[36m(train_xgb_ray_tune pid=1476162)[0m [307]	train-mlogloss:0.70346	validation-mlogloss:0.65002
[36m(train_xgb_ray_tune pid=1476171)[0m [257]	train-mlogloss:1.10900	validation-mlogloss:1.09345
[36m(train_xgb_ray_tune pid=1476171)[0m [258]	train-mlogloss:1.10844	validation-mlogloss:1.09284
[36m(train_xgb_ray_tune pid=1476171)[0m [259]	train-mlogloss:1.10780	validation-mlogloss:1.09214
[36m(train_xgb_ray_tune pid=1476144)[0m [279]	train-mlogloss:0.71372	validation-mlogloss:0.66196
[36m(train_xgb_ray_tune pid=1476144)[0m [280]	train-mlogloss:0.71305	validation-mlogloss:0.66117
[36m(train_xgb_ray_tune pid=1476156)[0m [348]	train-mlogloss:1.04484	validation-mlogloss:1.02643
[36m(train_xgb_ray_tune pid=1476156)[0m [349]	train-mlogloss:1.04484	validation-mlogloss:1.02643
[36m(train_xgb_ray_tune pid=1476143)[0m [210]	train-mlogloss:0.72067	validation-mlogloss:0.68478
[36m(train_xgb_ray_tune pid=1476143)[0m [211]	train-mlogloss:0.71957	validation-mlogloss:0.68357
[36m(train_xgb_ray_tune pid=1476150)[0m [277]	train-mlogloss:0.66241	validation-mlogloss:0.60664
[36m(train_xgb_ray_tune pid=1476150)[0m [278]	train-mlogloss:0.66202	validation-mlogloss:0.60614
[36m(train_xgb_ray_tune pid=1476164)[0m [296]	train-mlogloss:0.69257	validation-mlogloss:0.64239
[36m(train_xgb_ray_tune pid=1476164)[0m [297]	train-mlogloss:0.69257	validation-mlogloss:0.64239
[36m(train_xgb_ray_tune pid=1476165)[0m [320]	train-mlogloss:0.79233	validation-mlogloss:0.75809
[36m(train_xgb_ray_tune pid=1476158)[0m [305]	train-mlogloss:1.31540	validation-mlogloss:1.31028
[36m(train_xgb_ray_tune pid=1476170)[0m [219]	train-mlogloss:0.74437	validation-mlogloss:0.70045
[36m(train_xgb_ray_tune pid=1476170)[0m [220]	train-mlogloss:0.74365	validation-mlogloss:0.69962
[36m(train_xgb_ray_tune pid=1476168)[0m [322]	train-mlogloss:0.90796	validation-mlogloss:0.88180
[36m(train_xgb_ray_tune pid=1476168)[0m [323]	train-mlogloss:0.90769	validation-mlogloss:0.88149
[36m(train_xgb_ray_tune pid=1476166)[0m [295]	train-mlogloss:0.66113	validation-mlogloss:0.61161
[36m(train_xgb_ray_tune pid=1476166)[0m [296]	train-mlogloss:0.66103	validation-mlogloss:0.61147
[36m(train_xgb_ray_tune pid=1476167)[0m [256]	train-mlogloss:0.74011	validation-mlogloss:0.69651
[36m(train_xgb_ray_tune pid=1476167)[0m [257]	train-mlogloss:0.73946	validation-mlogloss:0.69574
[36m(train_xgb_ray_tune pid=1476169)[0m [228]	train-mlogloss:0.66490	validation-mlogloss:0.61402
[36m(train_xgb_ray_tune pid=1476157)[0m [228]	train-mlogloss:0.66255	validation-mlogloss:0.60650
[36m(train_xgb_ray_tune pid=1476142)[0m [334]	train-mlogloss:0.77306	validation-mlogloss:0.73364
[36m(train_xgb_ray_tune pid=1476160)[0m [233]	train-mlogloss:0.74726	validation-mlogloss:0.70676
[36m(train_xgb_ray_tune pid=1476162)[0m [308]	train-mlogloss:0.70316	validation-mlogloss:0.64967
[36m(train_xgb_ray_tune pid=1476171)[0m [260]	train-mlogloss:1.10725	validation-mlogloss:1.09156
[36m(train_xgb_ray_tune pid=1476171)[0m [261]	train-mlogloss:1.10658	validation-mlogloss:1.09086
[36m(train_xgb_ray_tune pid=1476144)[0m [281]	train-mlogloss:0.71244	validation-mlogloss:0.66043
[36m(train_xgb_ray_tune pid=1476156)[0m [350]	train-mlogloss:1.04462	validation-mlogloss:1.02617
[36m(train_xgb_ray_tune pid=1476150)[0m [279]	train-mlogloss:0.66153	validation-mlogloss:0.60556
[36m(train_xgb_ray_tune pid=1476164)[0m [298]	train-mlogloss:0.69245	validation-mlogloss:0.64228
[36m(train_xgb_ray_tune pid=1476165)[0m [321]	train-mlogloss:0.79164	validation-mlogloss:0.75731
[36m(train_xgb_ray_tune pid=1476158)[0m [306]	train-mlogloss:1.31523	validation-mlogloss:1.31010
[36m(train_xgb_ray_tune pid=1476168)[0m [324]	train-mlogloss:0.90769	validation-mlogloss:0.88149
[36m(train_xgb_ray_tune pid=1476166)[0m [297]	train-mlogloss:0.66103	validation-mlogloss:0.61147
[36m(train_xgb_ray_tune pid=1476167)[0m [258]	train-mlogloss:0.73875	validation-mlogloss:0.69493
[36m(train_xgb_ray_tune pid=1476169)[0m [229]	train-mlogloss:0.66427	validation-mlogloss:0.61326
[36m(train_xgb_ray_tune pid=1476157)[0m [229]	train-mlogloss:0.66224	validation-mlogloss:0.60616
[36m(train_xgb_ray_tune pid=1476142)[0m [335]	train-mlogloss:0.77262	validation-mlogloss:0.73311
[36m(train_xgb_ray_tune pid=1476160)[0m [234]	train-mlogloss:0.74642	validation-mlogloss:0.70584
[36m(train_xgb_ray_tune pid=1476162)[0m [309]	train-mlogloss:0.70282	validation-mlogloss:0.64930
[36m(train_xgb_ray_tune pid=1476171)[0m [262]	train-mlogloss:1.10599	validation-mlogloss:1.09023
[36m(train_xgb_ray_tune pid=1476156)[0m [351]	train-mlogloss:1.04440	validation-mlogloss:1.02591
[36m(train_xgb_ray_tune pid=1476143)[0m [212]	train-mlogloss:0.71854	validation-mlogloss:0.68240
[36m(train_xgb_ray_tune pid=1476150)[0m [280]	train-mlogloss:0.66109	validation-mlogloss:0.60519
[36m(train_xgb_ray_tune pid=1476164)[0m [299]	train-mlogloss:0.69245	validation-mlogloss:0.64228
[36m(train_xgb_ray_tune pid=1476165)[0m [322]	train-mlogloss:0.79096	validation-mlogloss:0.75656
[36m(train_xgb_ray_tune pid=1476158)[0m [307]	train-mlogloss:1.31506	validation-mlogloss:1.30992
[36m(train_xgb_ray_tune pid=1476170)[0m [221]	train-mlogloss:0.74278	validation-mlogloss:0.69864
[36m(train_xgb_ray_tune pid=1476168)[0m [325]	train-mlogloss:0.90753	validation-mlogloss:0.88133
[36m(train_xgb_ray_tune pid=1476166)[0m [298]	train-mlogloss:0.66093	validation-mlogloss:0.61131
[36m(train_xgb_ray_tune pid=1476167)[0m [259]	train-mlogloss:0.73818	validation-mlogloss:0.69428
[36m(train_xgb_ray_tune pid=1476169)[0m [230]	train-mlogloss:0.66361	validation-mlogloss:0.61248
[36m(train_xgb_ray_tune pid=1476157)[0m [230]	train-mlogloss:0.66175	validation-mlogloss:0.60566
[36m(train_xgb_ray_tune pid=1476142)[0m [336]	train-mlogloss:0.77250	validation-mlogloss:0.73294
[36m(train_xgb_ray_tune pid=1476160)[0m [235]	train-mlogloss:0.74557	validation-mlogloss:0.70494
[36m(train_xgb_ray_tune pid=1476162)[0m [310]	train-mlogloss:0.70235	validation-mlogloss:0.64879
[36m(train_xgb_ray_tune pid=1476171)[0m [263]	train-mlogloss:1.10542	validation-mlogloss:1.08965
[36m(train_xgb_ray_tune pid=1476144)[0m [282]	train-mlogloss:0.71183	validation-mlogloss:0.65970
[36m(train_xgb_ray_tune pid=1476156)[0m [352]	train-mlogloss:1.04398	validation-mlogloss:1.02549
[36m(train_xgb_ray_tune pid=1476143)[0m [213]	train-mlogloss:0.71749	validation-mlogloss:0.68121
[36m(train_xgb_ray_tune pid=1476150)[0m [281]	train-mlogloss:0.66060	validation-mlogloss:0.60458
[36m(train_xgb_ray_tune pid=1476150)[0m [282]	train-mlogloss:0.66021	validation-mlogloss:0.60409
[36m(train_xgb_ray_tune pid=1476164)[0m [300]	train-mlogloss:0.69234	validation-mlogloss:0.64217
[36m(train_xgb_ray_tune pid=1476164)[0m [301]	train-mlogloss:0.69222	validation-mlogloss:0.64207
[36m(train_xgb_ray_tune pid=1476165)[0m [323]	train-mlogloss:0.79033	validation-mlogloss:0.75587
[36m(train_xgb_ray_tune pid=1476158)[0m [308]	train-mlogloss:1.31506	validation-mlogloss:1.30992
[36m(train_xgb_ray_tune pid=1476158)[0m [309]	train-mlogloss:1.31489	validation-mlogloss:1.30974
[36m(train_xgb_ray_tune pid=1476170)[0m [222]	train-mlogloss:0.74191	validation-mlogloss:0.69769
[36m(train_xgb_ray_tune pid=1476168)[0m [326]	train-mlogloss:0.90736	validation-mlogloss:0.88112
[36m(train_xgb_ray_tune pid=1476168)[0m [327]	train-mlogloss:0.90720	validation-mlogloss:0.88097
[36m(train_xgb_ray_tune pid=1476166)[0m [299]	train-mlogloss:0.66083	validation-mlogloss:0.61122
[36m(train_xgb_ray_tune pid=1476167)[0m [260]	train-mlogloss:0.73754	validation-mlogloss:0.69351
[36m(train_xgb_ray_tune pid=1476169)[0m [231]	train-mlogloss:0.66305	validation-mlogloss:0.61184
[36m(train_xgb_ray_tune pid=1476157)[0m [231]	train-mlogloss:0.66133	validation-mlogloss:0.60521
[36m(train_xgb_ray_tune pid=1476142)[0m [337]	train-mlogloss:0.77228	validation-mlogloss:0.73272
[36m(train_xgb_ray_tune pid=1476160)[0m [236]	train-mlogloss:0.74472	validation-mlogloss:0.70393
[36m(train_xgb_ray_tune pid=1476162)[0m [311]	train-mlogloss:0.70184	validation-mlogloss:0.64814
[36m(train_xgb_ray_tune pid=1476171)[0m [264]	train-mlogloss:1.10488	validation-mlogloss:1.08908
[36m(train_xgb_ray_tune pid=1476171)[0m [265]	train-mlogloss:1.10424	validation-mlogloss:1.08844
[36m(train_xgb_ray_tune pid=1476144)[0m [283]	train-mlogloss:0.71128	validation-mlogloss:0.65909
[36m(train_xgb_ray_tune pid=1476156)[0m [353]	train-mlogloss:1.04376	validation-mlogloss:1.02523
[36m(train_xgb_ray_tune pid=1476156)[0m [354]	train-mlogloss:1.04376	validation-mlogloss:1.02523
[36m(train_xgb_ray_tune pid=1476143)[0m [214]	train-mlogloss:0.71649	validation-mlogloss:0.68002
[36m(train_xgb_ray_tune pid=1476150)[0m [283]	train-mlogloss:0.65989	validation-mlogloss:0.60370
[36m(train_xgb_ray_tune pid=1476164)[0m [302]	train-mlogloss:0.69210	validation-mlogloss:0.64196
[36m(train_xgb_ray_tune pid=1476165)[0m [324]	train-mlogloss:0.78968	validation-mlogloss:0.75511
[36m(train_xgb_ray_tune pid=1476158)[0m [310]	train-mlogloss:1.31480	validation-mlogloss:1.30964
[36m(train_xgb_ray_tune pid=1476170)[0m [223]	train-mlogloss:0.74110	validation-mlogloss:0.69672
[36m(train_xgb_ray_tune pid=1476168)[0m [328]	train-mlogloss:0.90704	validation-mlogloss:0.88077
[36m(train_xgb_ray_tune pid=1476166)[0m [300]	train-mlogloss:0.66083	validation-mlogloss:0.61122
[36m(train_xgb_ray_tune pid=1476166)[0m [301]	train-mlogloss:0.66042	validation-mlogloss:0.61081
[36m(train_xgb_ray_tune pid=1476167)[0m [261]	train-mlogloss:0.73701	validation-mlogloss:0.69292
[36m(train_xgb_ray_tune pid=1476169)[0m [232]	train-mlogloss:0.66243	validation-mlogloss:0.61110
[36m(train_xgb_ray_tune pid=1476157)[0m [232]	train-mlogloss:0.66080	validation-mlogloss:0.60452
[36m(train_xgb_ray_tune pid=1476157)[0m [233]	train-mlogloss:0.66026	validation-mlogloss:0.60397
[36m(train_xgb_ray_tune pid=1476142)[0m [338]	train-mlogloss:0.77194	validation-mlogloss:0.73232
[36m(train_xgb_ray_tune pid=1476142)[0m [339]	train-mlogloss:0.77183	validation-mlogloss:0.73218
[36m(train_xgb_ray_tune pid=1476160)[0m [237]	train-mlogloss:0.74390	validation-mlogloss:0.70297
[36m(train_xgb_ray_tune pid=1476162)[0m [312]	train-mlogloss:0.70147	validation-mlogloss:0.64766
[36m(train_xgb_ray_tune pid=1476171)[0m [266]	train-mlogloss:1.10368	validation-mlogloss:1.08787
[36m(train_xgb_ray_tune pid=1476171)[0m [267]	train-mlogloss:1.10314	validation-mlogloss:1.08730
[36m(train_xgb_ray_tune pid=1476144)[0m [284]	train-mlogloss:0.71062	validation-mlogloss:0.65833
[36m(train_xgb_ray_tune pid=1476156)[0m [355]	train-mlogloss:1.04354	validation-mlogloss:1.02497
[36m(train_xgb_ray_tune pid=1476143)[0m [215]	train-mlogloss:0.71550	validation-mlogloss:0.67890
[36m(train_xgb_ray_tune pid=1476150)[0m [284]	train-mlogloss:0.65951	validation-mlogloss:0.60322
[36m(train_xgb_ray_tune pid=1476150)[0m [285]	train-mlogloss:0.65923	validation-mlogloss:0.60290
[36m(train_xgb_ray_tune pid=1476164)[0m [303]	train-mlogloss:0.69210	validation-mlogloss:0.64196
[36m(train_xgb_ray_tune pid=1476164)[0m [304]	train-mlogloss:0.69210	validation-mlogloss:0.64196
[36m(train_xgb_ray_tune pid=1476165)[0m [325]	train-mlogloss:0.78899	validation-mlogloss:0.75435
[36m(train_xgb_ray_tune pid=1476158)[0m [311]	train-mlogloss:1.31471	validation-mlogloss:1.30954
[36m(train_xgb_ray_tune pid=1476158)[0m [312]	train-mlogloss:1.31454	validation-mlogloss:1.30936
[36m(train_xgb_ray_tune pid=1476170)[0m [224]	train-mlogloss:0.74025	validation-mlogloss:0.69570
[36m(train_xgb_ray_tune pid=1476168)[0m [329]	train-mlogloss:0.90688	validation-mlogloss:0.88060
[36m(train_xgb_ray_tune pid=1476168)[0m [330]	train-mlogloss:0.90688	validation-mlogloss:0.88060
[36m(train_xgb_ray_tune pid=1476166)[0m [302]	train-mlogloss:0.66031	validation-mlogloss:0.61072
[36m(train_xgb_ray_tune pid=1476167)[0m [262]	train-mlogloss:0.73640	validation-mlogloss:0.69233
[36m(train_xgb_ray_tune pid=1476169)[0m [233]	train-mlogloss:0.66192	validation-mlogloss:0.61049
[36m(train_xgb_ray_tune pid=1476157)[0m [234]	train-mlogloss:0.65989	validation-mlogloss:0.60350
[36m(train_xgb_ray_tune pid=1476142)[0m [340]	train-mlogloss:0.77170	validation-mlogloss:0.73206
[36m(train_xgb_ray_tune pid=1476160)[0m [238]	train-mlogloss:0.74311	validation-mlogloss:0.70200
[36m(train_xgb_ray_tune pid=1476162)[0m [313]	train-mlogloss:0.70102	validation-mlogloss:0.64712
[36m(train_xgb_ray_tune pid=1476171)[0m [268]	train-mlogloss:1.10263	validation-mlogloss:1.08676
[36m(train_xgb_ray_tune pid=1476144)[0m [285]	train-mlogloss:0.70995	validation-mlogloss:0.65753
[36m(train_xgb_ray_tune pid=1476156)[0m [356]	train-mlogloss:1.04333	validation-mlogloss:1.02472
[36m(train_xgb_ray_tune pid=1476143)[0m [216]	train-mlogloss:0.71445	validation-mlogloss:0.67768
[36m(train_xgb_ray_tune pid=1476150)[0m [286]	train-mlogloss:0.65888	validation-mlogloss:0.60247
[36m(train_xgb_ray_tune pid=1476164)[0m [305]	train-mlogloss:0.69210	validation-mlogloss:0.64196
[36m(train_xgb_ray_tune pid=1476165)[0m [326]	train-mlogloss:0.78830	validation-mlogloss:0.75356
[36m(train_xgb_ray_tune pid=1476158)[0m [313]	train-mlogloss:1.31442	validation-mlogloss:1.30923
[36m(train_xgb_ray_tune pid=1476170)[0m [225]	train-mlogloss:0.73941	validation-mlogloss:0.69473
[36m(train_xgb_ray_tune pid=1476168)[0m [331]	train-mlogloss:0.90653	validation-mlogloss:0.88024
[36m(train_xgb_ray_tune pid=1476166)[0m [303]	train-mlogloss:0.66021	validation-mlogloss:0.61057
[36m(train_xgb_ray_tune pid=1476167)[0m [263]	train-mlogloss:0.73587	validation-mlogloss:0.69169
[36m(train_xgb_ray_tune pid=1476169)[0m [234]	train-mlogloss:0.66139	validation-mlogloss:0.60983
[36m(train_xgb_ray_tune pid=1476142)[0m [341]	train-mlogloss:0.77158	validation-mlogloss:0.73190
[36m(train_xgb_ray_tune pid=1476160)[0m [239]	train-mlogloss:0.74245	validation-mlogloss:0.70123
[36m(train_xgb_ray_tune pid=1476162)[0m [314]	train-mlogloss:0.70065	validation-mlogloss:0.64668
[36m(train_xgb_ray_tune pid=1476171)[0m [269]	train-mlogloss:1.10209	validation-mlogloss:1.08621
[36m(train_xgb_ray_tune pid=1476171)[0m [270]	train-mlogloss:1.10148	validation-mlogloss:1.08553
[36m(train_xgb_ray_tune pid=1476144)[0m [286]	train-mlogloss:0.70934	validation-mlogloss:0.65676
[36m(train_xgb_ray_tune pid=1476156)[0m [357]	train-mlogloss:1.04333	validation-mlogloss:1.02472
[36m(train_xgb_ray_tune pid=1476156)[0m [358]	train-mlogloss:1.04333	validation-mlogloss:1.02472
[36m(train_xgb_ray_tune pid=1476143)[0m [217]	train-mlogloss:0.71344	validation-mlogloss:0.67656
[36m(train_xgb_ray_tune pid=1476150)[0m [287]	train-mlogloss:0.65831	validation-mlogloss:0.60180
[36m(train_xgb_ray_tune pid=1476150)[0m [288]	train-mlogloss:0.65796	validation-mlogloss:0.60140
[36m(train_xgb_ray_tune pid=1476165)[0m [327]	train-mlogloss:0.78769	validation-mlogloss:0.75290
[36m(train_xgb_ray_tune pid=1476158)[0m [314]	train-mlogloss:1.31424	validation-mlogloss:1.30904
[36m(train_xgb_ray_tune pid=1476170)[0m [226]	train-mlogloss:0.73863	validation-mlogloss:0.69380
[36m(train_xgb_ray_tune pid=1476168)[0m [332]	train-mlogloss:0.90637	validation-mlogloss:0.88007
[36m(train_xgb_ray_tune pid=1476166)[0m [304]	train-mlogloss:0.66010	validation-mlogloss:0.61047
[36m(train_xgb_ray_tune pid=1476167)[0m [264]	train-mlogloss:0.73517	validation-mlogloss:0.69088
[36m(train_xgb_ray_tune pid=1476169)[0m [235]	train-mlogloss:0.66078	validation-mlogloss:0.60911
[36m(train_xgb_ray_tune pid=1476142)[0m [342]	train-mlogloss:0.77113	validation-mlogloss:0.73135
[36m(train_xgb_ray_tune pid=1476160)[0m [240]	train-mlogloss:0.74179	validation-mlogloss:0.70044
[36m(train_xgb_ray_tune pid=1476160)[0m [241]	train-mlogloss:0.74104	validation-mlogloss:0.69965
[36m(train_xgb_ray_tune pid=1476162)[0m [315]	train-mlogloss:0.70030	validation-mlogloss:0.64631
[36m(train_xgb_ray_tune pid=1476162)[0m [316]	train-mlogloss:0.69972	validation-mlogloss:0.64562
[36m(train_xgb_ray_tune pid=1476171)[0m [271]	train-mlogloss:1.10094	validation-mlogloss:1.08497
[36m(train_xgb_ray_tune pid=1476144)[0m [287]	train-mlogloss:0.70891	validation-mlogloss:0.65629
[36m(train_xgb_ray_tune pid=1476144)[0m [288]	train-mlogloss:0.70822	validation-mlogloss:0.65549
[36m(train_xgb_ray_tune pid=1476156)[0m [359]	train-mlogloss:1.04333	validation-mlogloss:1.02472
[36m(train_xgb_ray_tune pid=1476156)[0m [360]	train-mlogloss:1.04311	validation-mlogloss:1.02446
[36m(train_xgb_ray_tune pid=1476143)[0m [218]	train-mlogloss:0.71239	validation-mlogloss:0.67538
[36m(train_xgb_ray_tune pid=1476150)[0m [289]	train-mlogloss:0.65784	validation-mlogloss:0.60129
[36m(train_xgb_ray_tune pid=1476150)[0m [290]	train-mlogloss:0.65746	validation-mlogloss:0.60083
[36m(train_xgb_ray_tune pid=1476165)[0m [328]	train-mlogloss:0.78705	validation-mlogloss:0.75216
[36m(train_xgb_ray_tune pid=1476158)[0m [315]	train-mlogloss:1.31405	validation-mlogloss:1.30884
[36m(train_xgb_ray_tune pid=1476158)[0m [316]	train-mlogloss:1.31388	validation-mlogloss:1.30866
[36m(train_xgb_ray_tune pid=1476170)[0m [227]	train-mlogloss:0.73779	validation-mlogloss:0.69283
[36m(train_xgb_ray_tune pid=1476170)[0m [228]	train-mlogloss:0.73712	validation-mlogloss:0.69202
[36m(train_xgb_ray_tune pid=1476168)[0m [333]	train-mlogloss:0.90637	validation-mlogloss:0.88007
[36m(train_xgb_ray_tune pid=1476168)[0m [334]	train-mlogloss:0.90612	validation-mlogloss:0.87977
[36m(train_xgb_ray_tune pid=1476166)[0m [305]	train-mlogloss:0.66001	validation-mlogloss:0.61037
[36m(train_xgb_ray_tune pid=1476166)[0m [306]	train-mlogloss:0.65983	validation-mlogloss:0.61015
[36m(train_xgb_ray_tune pid=1476167)[0m [265]	train-mlogloss:0.73442	validation-mlogloss:0.69001
[36m(train_xgb_ray_tune pid=1476167)[0m [266]	train-mlogloss:0.73386	validation-mlogloss:0.68932
[36m(train_xgb_ray_tune pid=1476169)[0m [236]	train-mlogloss:0.66029	validation-mlogloss:0.60857
[36m(train_xgb_ray_tune pid=1476142)[0m [343]	train-mlogloss:0.77100	validation-mlogloss:0.73122
[36m(train_xgb_ray_tune pid=1476142)[0m [344]	train-mlogloss:0.77079	validation-mlogloss:0.73095
[36m(train_xgb_ray_tune pid=1476160)[0m [242]	train-mlogloss:0.74024	validation-mlogloss:0.69876
[36m(train_xgb_ray_tune pid=1476162)[0m [317]	train-mlogloss:0.69932	validation-mlogloss:0.64513
[36m(train_xgb_ray_tune pid=1476171)[0m [272]	train-mlogloss:1.10031	validation-mlogloss:1.08429
[36m(train_xgb_ray_tune pid=1476171)[0m [273]	train-mlogloss:1.09968	validation-mlogloss:1.08361
[36m(train_xgb_ray_tune pid=1476156)[0m [361]	train-mlogloss:1.04289	validation-mlogloss:1.02424
[36m(train_xgb_ray_tune pid=1476143)[0m [219]	train-mlogloss:0.71131	validation-mlogloss:0.67420
[36m(train_xgb_ray_tune pid=1476150)[0m [291]	train-mlogloss:0.65718	validation-mlogloss:0.60052
[36m(train_xgb_ray_tune pid=1476165)[0m [329]	train-mlogloss:0.78642	validation-mlogloss:0.75146
[36m(train_xgb_ray_tune pid=1476158)[0m [317]	train-mlogloss:1.31378	validation-mlogloss:1.30855
[36m(train_xgb_ray_tune pid=1476170)[0m [229]	train-mlogloss:0.73635	validation-mlogloss:0.69114
[36m(train_xgb_ray_tune pid=1476168)[0m [335]	train-mlogloss:0.90595	validation-mlogloss:0.87960
[36m(train_xgb_ray_tune pid=1476166)[0m [307]	train-mlogloss:0.65973	validation-mlogloss:0.61006
[36m(train_xgb_ray_tune pid=1476169)[0m [237]	train-mlogloss:0.65959	validation-mlogloss:0.60784
[36m(train_xgb_ray_tune pid=1476142)[0m [345]	train-mlogloss:0.77067	validation-mlogloss:0.73082
[36m(train_xgb_ray_tune pid=1476160)[0m [243]	train-mlogloss:0.73961	validation-mlogloss:0.69808
[36m(train_xgb_ray_tune pid=1476162)[0m [318]	train-mlogloss:0.69881	validation-mlogloss:0.64457
[36m(train_xgb_ray_tune pid=1476171)[0m [274]	train-mlogloss:1.09913	validation-mlogloss:1.08304
[36m(train_xgb_ray_tune pid=1476144)[0m [289]	train-mlogloss:0.70775	validation-mlogloss:0.65498
[36m(train_xgb_ray_tune pid=1476156)[0m [362]	train-mlogloss:1.04269	validation-mlogloss:1.02403
[36m(train_xgb_ray_tune pid=1476150)[0m [292]	train-mlogloss:0.65701	validation-mlogloss:0.60029
[36m(train_xgb_ray_tune pid=1476165)[0m [330]	train-mlogloss:0.78578	validation-mlogloss:0.75078
[36m(train_xgb_ray_tune pid=1476158)[0m [318]	train-mlogloss:1.31361	validation-mlogloss:1.30836
[36m(train_xgb_ray_tune pid=1476168)[0m [336]	train-mlogloss:0.90595	validation-mlogloss:0.87960
[36m(train_xgb_ray_tune pid=1476166)[0m [308]	train-mlogloss:0.65963	validation-mlogloss:0.60992
[36m(train_xgb_ray_tune pid=1476167)[0m [267]	train-mlogloss:0.73314	validation-mlogloss:0.68847
[36m(train_xgb_ray_tune pid=1476169)[0m [238]	train-mlogloss:0.65907	validation-mlogloss:0.60716
[36m(train_xgb_ray_tune pid=1476160)[0m [244]	train-mlogloss:0.73903	validation-mlogloss:0.69744
[36m(train_xgb_ray_tune pid=1476162)[0m [319]	train-mlogloss:0.69841	validation-mlogloss:0.64410
[36m(train_xgb_ray_tune pid=1476171)[0m [275]	train-mlogloss:1.09862	validation-mlogloss:1.08249
[36m(train_xgb_ray_tune pid=1476144)[0m [290]	train-mlogloss:0.70719	validation-mlogloss:0.65433
[36m(train_xgb_ray_tune pid=1476156)[0m [363]	train-mlogloss:1.04269	validation-mlogloss:1.02403
[36m(train_xgb_ray_tune pid=1476143)[0m [220]	train-mlogloss:0.71040	validation-mlogloss:0.67318
[36m(train_xgb_ray_tune pid=1476150)[0m [293]	train-mlogloss:0.65668	validation-mlogloss:0.59988
[36m(train_xgb_ray_tune pid=1476165)[0m [331]	train-mlogloss:0.78502	validation-mlogloss:0.74994
[36m(train_xgb_ray_tune pid=1476158)[0m [319]	train-mlogloss:1.31351	validation-mlogloss:1.30825
[36m(train_xgb_ray_tune pid=1476170)[0m [230]	train-mlogloss:0.73554	validation-mlogloss:0.69019
[36m(train_xgb_ray_tune pid=1476168)[0m [337]	train-mlogloss:0.90578	validation-mlogloss:0.87942
[36m(train_xgb_ray_tune pid=1476166)[0m [309]	train-mlogloss:0.65953	validation-mlogloss:0.60979
[36m(train_xgb_ray_tune pid=1476167)[0m [268]	train-mlogloss:0.73243	validation-mlogloss:0.68766
[36m(train_xgb_ray_tune pid=1476169)[0m [239]	train-mlogloss:0.65866	validation-mlogloss:0.60661
[36m(train_xgb_ray_tune pid=1476142)[0m [346]	train-mlogloss:0.77055	validation-mlogloss:0.73071
[36m(train_xgb_ray_tune pid=1476160)[0m [245]	train-mlogloss:0.73844	validation-mlogloss:0.69672
[36m(train_xgb_ray_tune pid=1476171)[0m [276]	train-mlogloss:1.09802	validation-mlogloss:1.08185
[36m(train_xgb_ray_tune pid=1476144)[0m [291]	train-mlogloss:0.70681	validation-mlogloss:0.65388
[36m(train_xgb_ray_tune pid=1476156)[0m [364]	train-mlogloss:1.04269	validation-mlogloss:1.02403
[36m(train_xgb_ray_tune pid=1476143)[0m [221]	train-mlogloss:0.70937	validation-mlogloss:0.67208
[36m(train_xgb_ray_tune pid=1476150)[0m [294]	train-mlogloss:0.65630	validation-mlogloss:0.59951
[36m(train_xgb_ray_tune pid=1476165)[0m [332]	train-mlogloss:0.78435	validation-mlogloss:0.74923
[36m(train_xgb_ray_tune pid=1476158)[0m [320]	train-mlogloss:1.31342	validation-mlogloss:1.30814
[36m(train_xgb_ray_tune pid=1476170)[0m [231]	train-mlogloss:0.73481	validation-mlogloss:0.68938
[36m(train_xgb_ray_tune pid=1476168)[0m [338]	train-mlogloss:0.90578	validation-mlogloss:0.87942
[36m(train_xgb_ray_tune pid=1476166)[0m [310]	train-mlogloss:0.65953	validation-mlogloss:0.60979
[36m(train_xgb_ray_tune pid=1476167)[0m [269]	train-mlogloss:0.73188	validation-mlogloss:0.68703
[36m(train_xgb_ray_tune pid=1476169)[0m [240]	train-mlogloss:0.65817	validation-mlogloss:0.60596
[36m(train_xgb_ray_tune pid=1476142)[0m [347]	train-mlogloss:0.77021	validation-mlogloss:0.73034
[36m(train_xgb_ray_tune pid=1476160)[0m [246]	train-mlogloss:0.73772	validation-mlogloss:0.69586
[36m(train_xgb_ray_tune pid=1476162)[0m [320]	train-mlogloss:0.69798	validation-mlogloss:0.64354
[36m(train_xgb_ray_tune pid=1476171)[0m [277]	train-mlogloss:1.09747	validation-mlogloss:1.08129
[36m(train_xgb_ray_tune pid=1476171)[0m [278]	train-mlogloss:1.09691	validation-mlogloss:1.08071
[36m(train_xgb_ray_tune pid=1476144)[0m [292]	train-mlogloss:0.70628	validation-mlogloss:0.65323
[36m(train_xgb_ray_tune pid=1476156)[0m [365]	train-mlogloss:1.04247	validation-mlogloss:1.02378
[36m(train_xgb_ray_tune pid=1476150)[0m [295]	train-mlogloss:0.65619	validation-mlogloss:0.59941
[36m(train_xgb_ray_tune pid=1476158)[0m [321]	train-mlogloss:1.31332	validation-mlogloss:1.30803
[36m(train_xgb_ray_tune pid=1476170)[0m [232]	train-mlogloss:0.73402	validation-mlogloss:0.68851
[36m(train_xgb_ray_tune pid=1476168)[0m [339]	train-mlogloss:0.90578	validation-mlogloss:0.87942
[36m(train_xgb_ray_tune pid=1476168)[0m [340]	train-mlogloss:0.90578	validation-mlogloss:0.87942
[36m(train_xgb_ray_tune pid=1476166)[0m [311]	train-mlogloss:0.65953	validation-mlogloss:0.60979
[36m(train_xgb_ray_tune pid=1476166)[0m [312]	train-mlogloss:0.65953	validation-mlogloss:0.60979
[36m(train_xgb_ray_tune pid=1476167)[0m [270]	train-mlogloss:0.73116	validation-mlogloss:0.68620
[36m(train_xgb_ray_tune pid=1476142)[0m [348]	train-mlogloss:0.77009	validation-mlogloss:0.73022
[36m(train_xgb_ray_tune pid=1476160)[0m [247]	train-mlogloss:0.73711	validation-mlogloss:0.69512
[36m(train_xgb_ray_tune pid=1476162)[0m [321]	train-mlogloss:0.69748	validation-mlogloss:0.64292
[36m(train_xgb_ray_tune pid=1476171)[0m [279]	train-mlogloss:1.09638	validation-mlogloss:1.08016
[36m(train_xgb_ray_tune pid=1476156)[0m [366]	train-mlogloss:1.04226	validation-mlogloss:1.02353
[36m(train_xgb_ray_tune pid=1476143)[0m [222]	train-mlogloss:0.70844	validation-mlogloss:0.67106
[36m(train_xgb_ray_tune pid=1476150)[0m [296]	train-mlogloss:0.65602	validation-mlogloss:0.59919
[36m(train_xgb_ray_tune pid=1476165)[0m [333]	train-mlogloss:0.78372	validation-mlogloss:0.74853
[36m(train_xgb_ray_tune pid=1476158)[0m [322]	train-mlogloss:1.31332	validation-mlogloss:1.30803
[36m(train_xgb_ray_tune pid=1476170)[0m [233]	train-mlogloss:0.73343	validation-mlogloss:0.68780
[36m(train_xgb_ray_tune pid=1476168)[0m [341]	train-mlogloss:0.90562	validation-mlogloss:0.87925
[36m(train_xgb_ray_tune pid=1476167)[0m [271]	train-mlogloss:0.73046	validation-mlogloss:0.68536
[36m(train_xgb_ray_tune pid=1476169)[0m [241]	train-mlogloss:0.65758	validation-mlogloss:0.60521
[36m(train_xgb_ray_tune pid=1476142)[0m [349]	train-mlogloss:0.76976	validation-mlogloss:0.72986
[36m(train_xgb_ray_tune pid=1476160)[0m [248]	train-mlogloss:0.73656	validation-mlogloss:0.69449
[36m(train_xgb_ray_tune pid=1476162)[0m [322]	train-mlogloss:0.69695	validation-mlogloss:0.64234
[36m(train_xgb_ray_tune pid=1476171)[0m [280]	train-mlogloss:1.09586	validation-mlogloss:1.07963
[36m(train_xgb_ray_tune pid=1476144)[0m [293]	train-mlogloss:0.70574	validation-mlogloss:0.65261
[36m(train_xgb_ray_tune pid=1476156)[0m [367]	train-mlogloss:1.04205	validation-mlogloss:1.02328
[36m(train_xgb_ray_tune pid=1476143)[0m [223]	train-mlogloss:0.70763	validation-mlogloss:0.67014
[36m(train_xgb_ray_tune pid=1476150)[0m [297]	train-mlogloss:0.65565	validation-mlogloss:0.59882
[36m(train_xgb_ray_tune pid=1476165)[0m [334]	train-mlogloss:0.78313	validation-mlogloss:0.74786
[36m(train_xgb_ray_tune pid=1476158)[0m [323]	train-mlogloss:1.31323	validation-mlogloss:1.30794
[36m(train_xgb_ray_tune pid=1476168)[0m [342]	train-mlogloss:0.90545	validation-mlogloss:0.87905
[36m(train_xgb_ray_tune pid=1476166)[0m [313]	train-mlogloss:0.65943	validation-mlogloss:0.60970
[36m(train_xgb_ray_tune pid=1476169)[0m [242]	train-mlogloss:0.65713	validation-mlogloss:0.60469
[36m(train_xgb_ray_tune pid=1476142)[0m [350]	train-mlogloss:0.76964	validation-mlogloss:0.72972
[36m(train_xgb_ray_tune pid=1476160)[0m [249]	train-mlogloss:0.73596	validation-mlogloss:0.69374
[36m(train_xgb_ray_tune pid=1476162)[0m [323]	train-mlogloss:0.69663	validation-mlogloss:0.64198
[36m(train_xgb_ray_tune pid=1476171)[0m [281]	train-mlogloss:1.09536	validation-mlogloss:1.07913
[36m(train_xgb_ray_tune pid=1476144)[0m [294]	train-mlogloss:0.70514	validation-mlogloss:0.65193
[36m(train_xgb_ray_tune pid=1476156)[0m [368]	train-mlogloss:1.04184	validation-mlogloss:1.02304
[36m(train_xgb_ray_tune pid=1476150)[0m [298]	train-mlogloss:0.65520	validation-mlogloss:0.59828
[36m(train_xgb_ray_tune pid=1476165)[0m [335]	train-mlogloss:0.78246	validation-mlogloss:0.74713
[36m(train_xgb_ray_tune pid=1476158)[0m [324]	train-mlogloss:1.31312	validation-mlogloss:1.30781
[36m(train_xgb_ray_tune pid=1476170)[0m [234]	train-mlogloss:0.73284	validation-mlogloss:0.68706
[36m(train_xgb_ray_tune pid=1476168)[0m [343]	train-mlogloss:0.90545	validation-mlogloss:0.87905
[36m(train_xgb_ray_tune pid=1476166)[0m [314]	train-mlogloss:0.65943	validation-mlogloss:0.60970
[36m(train_xgb_ray_tune pid=1476167)[0m [272]	train-mlogloss:0.72985	validation-mlogloss:0.68474
[36m(train_xgb_ray_tune pid=1476142)[0m [351]	train-mlogloss:0.76953	validation-mlogloss:0.72960
[36m(train_xgb_ray_tune pid=1476160)[0m [250]	train-mlogloss:0.73528	validation-mlogloss:0.69296
[36m(train_xgb_ray_tune pid=1476162)[0m [324]	train-mlogloss:0.69627	validation-mlogloss:0.64159
[36m(train_xgb_ray_tune pid=1476171)[0m [282]	train-mlogloss:1.09482	validation-mlogloss:1.07856
[36m(train_xgb_ray_tune pid=1476156)[0m [369]	train-mlogloss:1.04162	validation-mlogloss:1.02278
[36m(train_xgb_ray_tune pid=1476143)[0m [224]	train-mlogloss:0.70657	validation-mlogloss:0.66896
[36m(train_xgb_ray_tune pid=1476150)[0m [299]	train-mlogloss:0.65488	validation-mlogloss:0.59788
[36m(train_xgb_ray_tune pid=1476158)[0m [325]	train-mlogloss:1.31295	validation-mlogloss:1.30763
[36m(train_xgb_ray_tune pid=1476170)[0m [235]	train-mlogloss:0.73209	validation-mlogloss:0.68617
[36m(train_xgb_ray_tune pid=1476168)[0m [344]	train-mlogloss:0.90529	validation-mlogloss:0.87888
[36m(train_xgb_ray_tune pid=1476166)[0m [315]	train-mlogloss:0.65924	validation-mlogloss:0.60948
[36m(train_xgb_ray_tune pid=1476167)[0m [273]	train-mlogloss:0.72928	validation-mlogloss:0.68403
[36m(train_xgb_ray_tune pid=1476169)[0m [243]	train-mlogloss:0.65662	validation-mlogloss:0.60412
[36m(train_xgb_ray_tune pid=1476142)[0m [352]	train-mlogloss:0.76935	validation-mlogloss:0.72938
[36m(train_xgb_ray_tune pid=1476171)[0m [283]	train-mlogloss:1.09425	validation-mlogloss:1.07793
[36m(train_xgb_ray_tune pid=1476144)[0m [295]	train-mlogloss:0.70477	validation-mlogloss:0.65150
[36m(train_xgb_ray_tune pid=1476156)[0m [370]	train-mlogloss:1.04141	validation-mlogloss:1.02256
[36m(train_xgb_ray_tune pid=1476165)[0m [336]	train-mlogloss:0.78180	validation-mlogloss:0.74636
[36m(train_xgb_ray_tune pid=1476158)[0m [326]	train-mlogloss:1.31282	validation-mlogloss:1.30749
[36m(train_xgb_ray_tune pid=1476170)[0m [236]	train-mlogloss:0.73132	validation-mlogloss:0.68529
[36m(train_xgb_ray_tune pid=1476166)[0m [316]	train-mlogloss:0.65924	validation-mlogloss:0.60948
[36m(train_xgb_ray_tune pid=1476167)[0m [274]	train-mlogloss:0.72872	validation-mlogloss:0.68333
[36m(train_xgb_ray_tune pid=1476169)[0m [244]	train-mlogloss:0.65627	validation-mlogloss:0.60376

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:25. Total running time: 9s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             6.62696 │
│ time_total_s                 6.62696 │
│ training_iteration                 1 │
│ validation_accuracy          0.74095 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476142)[0m [353]	train-mlogloss:0.76901	validation-mlogloss:0.72900
[36m(train_xgb_ray_tune pid=1476160)[0m [251]	train-mlogloss:0.73453	validation-mlogloss:0.69211
[36m(train_xgb_ray_tune pid=1476162)[0m [325]	train-mlogloss:0.69589	validation-mlogloss:0.64112
[36m(train_xgb_ray_tune pid=1476171)[0m [284]	train-mlogloss:1.09371	validation-mlogloss:1.07738
[36m(train_xgb_ray_tune pid=1476144)[0m [296]	train-mlogloss:0.70422	validation-mlogloss:0.65080
[36m(train_xgb_ray_tune pid=1476156)[0m [371]	train-mlogloss:1.04141	validation-mlogloss:1.02256
[36m(train_xgb_ray_tune pid=1476143)[0m [225]	train-mlogloss:0.70571	validation-mlogloss:0.66794

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:25. Total running time: 9s
[36m(train_xgb_ray_tune pid=1476150)[0m [300]	train-mlogloss:0.65476	validation-mlogloss:0.59778
[36m(train_xgb_ray_tune pid=1476150)[0m [301]	train-mlogloss:0.65439	validation-mlogloss:0.59744
[36m(train_xgb_ray_tune pid=1476165)[0m [337]	train-mlogloss:0.78114	validation-mlogloss:0.74572
[36m(train_xgb_ray_tune pid=1476158)[0m [327]	train-mlogloss:1.31270	validation-mlogloss:1.30736
[36m(train_xgb_ray_tune pid=1476170)[0m [237]	train-mlogloss:0.73076	validation-mlogloss:0.68469
[36m(train_xgb_ray_tune pid=1476168)[0m [345]	train-mlogloss:0.90502	validation-mlogloss:0.87860
[36m(train_xgb_ray_tune pid=1476168)[0m [346]	train-mlogloss:0.90502	validation-mlogloss:0.87860
[36m(train_xgb_ray_tune pid=1476166)[0m [317]	train-mlogloss:0.65924	validation-mlogloss:0.60948
[36m(train_xgb_ray_tune pid=1476167)[0m [275]	train-mlogloss:0.72818	validation-mlogloss:0.68274
[36m(train_xgb_ray_tune pid=1476169)[0m [245]	train-mlogloss:0.65571	validation-mlogloss:0.60307

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:25. Total running time: 9s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             6.66839 │
│ time_total_s                 6.66839 │
│ training_iteration                 1 │
│ validation_accuracy          0.73379 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476142)[0m [354]	train-mlogloss:0.76890	validation-mlogloss:0.72889
[36m(train_xgb_ray_tune pid=1476142)[0m [355]	train-mlogloss:0.76878	validation-mlogloss:0.72877
[36m(train_xgb_ray_tune pid=1476160)[0m [252]	train-mlogloss:0.73392	validation-mlogloss:0.69143
[36m(train_xgb_ray_tune pid=1476160)[0m [253]	train-mlogloss:0.73332	validation-mlogloss:0.69077
[36m(train_xgb_ray_tune pid=1476162)[0m [326]	train-mlogloss:0.69542	validation-mlogloss:0.64056
[36m(train_xgb_ray_tune pid=1476162)[0m [327]	train-mlogloss:0.69491	validation-mlogloss:0.63995

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:25. Total running time: 9s
[36m(train_xgb_ray_tune pid=1476171)[0m [285]	train-mlogloss:1.09318	validation-mlogloss:1.07683
[36m(train_xgb_ray_tune pid=1476144)[0m [297]	train-mlogloss:0.70384	validation-mlogloss:0.65038
[36m(train_xgb_ray_tune pid=1476156)[0m [372]	train-mlogloss:1.04141	validation-mlogloss:1.02256
[36m(train_xgb_ray_tune pid=1476156)[0m [373]	train-mlogloss:1.04120	validation-mlogloss:1.02234
[36m(train_xgb_ray_tune pid=1476143)[0m [226]	train-mlogloss:0.70470	validation-mlogloss:0.66684
[36m(train_xgb_ray_tune pid=1476143)[0m [227]	train-mlogloss:0.70372	validation-mlogloss:0.66576
[36m(train_xgb_ray_tune pid=1476150)[0m [302]	train-mlogloss:0.65412	validation-mlogloss:0.59714
[36m(train_xgb_ray_tune pid=1476150)[0m [303]	train-mlogloss:0.65402	validation-mlogloss:0.59705
[36m(train_xgb_ray_tune pid=1476165)[0m [338]	train-mlogloss:0.78053	validation-mlogloss:0.74506
[36m(train_xgb_ray_tune pid=1476165)[0m [339]	train-mlogloss:0.77989	validation-mlogloss:0.74433
[36m(train_xgb_ray_tune pid=1476158)[0m [328]	train-mlogloss:1.31270	validation-mlogloss:1.30736
[36m(train_xgb_ray_tune pid=1476158)[0m [329]	train-mlogloss:1.31260	validation-mlogloss:1.30725
[36m(train_xgb_ray_tune pid=1476170)[0m [238]	train-mlogloss:0.73005	validation-mlogloss:0.68380
[36m(train_xgb_ray_tune pid=1476170)[0m [239]	train-mlogloss:0.72934	validation-mlogloss:0.68301
[36m(train_xgb_ray_tune pid=1476168)[0m [347]	train-mlogloss:0.90486	validation-mlogloss:0.87840
[36m(train_xgb_ray_tune pid=1476168)[0m [348]	train-mlogloss:0.90486	validation-mlogloss:0.87840
[36m(train_xgb_ray_tune pid=1476168)[0m [349]	train-mlogloss:0.90486	validation-mlogloss:0.87840
[36m(train_xgb_ray_tune pid=1476166)[0m [318]	train-mlogloss:0.65914	validation-mlogloss:0.60939
[36m(train_xgb_ray_tune pid=1476166)[0m [319]	train-mlogloss:0.65904	validation-mlogloss:0.60930
[36m(train_xgb_ray_tune pid=1476166)[0m [320]	train-mlogloss:0.65904	validation-mlogloss:0.60930
[36m(train_xgb_ray_tune pid=1476167)[0m [276]	train-mlogloss:0.72747	validation-mlogloss:0.68191
[36m(train_xgb_ray_tune pid=1476167)[0m [277]	train-mlogloss:0.72691	validation-mlogloss:0.68124
[36m(train_xgb_ray_tune pid=1476169)[0m [246]	train-mlogloss:0.65523	validation-mlogloss:0.60251
[36m(train_xgb_ray_tune pid=1476142)[0m [356]	train-mlogloss:0.76845	validation-mlogloss:0.72842
[36m(train_xgb_ray_tune pid=1476142)[0m [357]	train-mlogloss:0.76834	validation-mlogloss:0.72829
[36m(train_xgb_ray_tune pid=1476142)[0m [358]	train-mlogloss:0.76822	validation-mlogloss:0.72815
[36m(train_xgb_ray_tune pid=1476160)[0m [254]	train-mlogloss:0.73266	validation-mlogloss:0.69000
[36m(train_xgb_ray_tune pid=1476162)[0m [328]	train-mlogloss:0.69447	validation-mlogloss:0.63947
[36m(train_xgb_ray_tune pid=1476171)[0m [286]	train-mlogloss:1.09262	validation-mlogloss:1.07625
[36m(train_xgb_ray_tune pid=1476171)[0m [287]	train-mlogloss:1.09214	validation-mlogloss:1.07573
[36m(train_xgb_ray_tune pid=1476144)[0m [298]	train-mlogloss:0.70330	validation-mlogloss:0.64968
[36m(train_xgb_ray_tune pid=1476144)[0m [299]	train-mlogloss:0.70275	validation-mlogloss:0.64904
[36m(train_xgb_ray_tune pid=1476156)[0m [374]	train-mlogloss:1.04120	validation-mlogloss:1.02234
[36m(train_xgb_ray_tune pid=1476156)[0m [375]	train-mlogloss:1.04120	validation-mlogloss:1.02234
[36m(train_xgb_ray_tune pid=1476143)[0m [228]	train-mlogloss:0.70289	validation-mlogloss:0.66475
[36m(train_xgb_ray_tune pid=1476150)[0m [304]	train-mlogloss:0.65369	validation-mlogloss:0.59662
[36m(train_xgb_ray_tune pid=1476165)[0m [340]	train-mlogloss:0.77927	validation-mlogloss:0.74362
[36m(train_xgb_ray_tune pid=1476158)[0m [330]	train-mlogloss:1.31243	validation-mlogloss:1.30707
[36m(train_xgb_ray_tune pid=1476158)[0m [331]	train-mlogloss:1.31225	validation-mlogloss:1.30688
[36m(train_xgb_ray_tune pid=1476170)[0m [240]	train-mlogloss:0.72880	validation-mlogloss:0.68241
[36m(train_xgb_ray_tune pid=1476168)[0m [350]	train-mlogloss:0.90486	validation-mlogloss:0.87840
[36m(train_xgb_ray_tune pid=1476166)[0m [321]	train-mlogloss:0.65895	validation-mlogloss:0.60918
[36m(train_xgb_ray_tune pid=1476167)[0m [278]	train-mlogloss:0.72625	validation-mlogloss:0.68038
[36m(train_xgb_ray_tune pid=1476169)[0m [247]	train-mlogloss:0.65467	validation-mlogloss:0.60197
[36m(train_xgb_ray_tune pid=1476169)[0m [248]	train-mlogloss:0.65421	validation-mlogloss:0.60144
[36m(train_xgb_ray_tune pid=1476142)[0m [359]	train-mlogloss:0.76803	validation-mlogloss:0.72792
[36m(train_xgb_ray_tune pid=1476160)[0m [255]	train-mlogloss:0.73204	validation-mlogloss:0.68922
[36m(train_xgb_ray_tune pid=1476162)[0m [329]	train-mlogloss:0.69403	validation-mlogloss:0.63892
[36m(train_xgb_ray_tune pid=1476162)[0m [330]	train-mlogloss:0.69365	validation-mlogloss:0.63843
[36m(train_xgb_ray_tune pid=1476171)[0m [288]	train-mlogloss:1.09162	validation-mlogloss:1.07521
[36m(train_xgb_ray_tune pid=1476144)[0m [300]	train-mlogloss:0.70230	validation-mlogloss:0.64853
[36m(train_xgb_ray_tune pid=1476156)[0m [376]	train-mlogloss:1.04120	validation-mlogloss:1.02234
[36m(train_xgb_ray_tune pid=1476143)[0m [229]	train-mlogloss:0.70207	validation-mlogloss:0.66384
[36m(train_xgb_ray_tune pid=1476150)[0m [305]	train-mlogloss:0.65358	validation-mlogloss:0.59652
[36m(train_xgb_ray_tune pid=1476150)[0m [306]	train-mlogloss:0.65327	validation-mlogloss:0.59615
[36m(train_xgb_ray_tune pid=1476165)[0m [341]	train-mlogloss:0.77868	validation-mlogloss:0.74299
[36m(train_xgb_ray_tune pid=1476158)[0m [332]	train-mlogloss:1.31206	validation-mlogloss:1.30668
[36m(train_xgb_ray_tune pid=1476170)[0m [241]	train-mlogloss:0.72825	validation-mlogloss:0.68178
[36m(train_xgb_ray_tune pid=1476170)[0m [242]	train-mlogloss:0.72760	validation-mlogloss:0.68101
[36m(train_xgb_ray_tune pid=1476168)[0m [351]	train-mlogloss:0.90486	validation-mlogloss:0.87840
[36m(train_xgb_ray_tune pid=1476168)[0m [352]	train-mlogloss:0.90486	validation-mlogloss:0.87840
[36m(train_xgb_ray_tune pid=1476168)[0m [353]	train-mlogloss:0.90486	validation-mlogloss:0.87840
[36m(train_xgb_ray_tune pid=1476166)[0m [322]	train-mlogloss:0.65895	validation-mlogloss:0.60918
[36m(train_xgb_ray_tune pid=1476166)[0m [323]	train-mlogloss:0.65895	validation-mlogloss:0.60918
[36m(train_xgb_ray_tune pid=1476167)[0m [279]	train-mlogloss:0.72556	validation-mlogloss:0.67961
[36m(train_xgb_ray_tune pid=1476167)[0m [280]	train-mlogloss:0.72507	validation-mlogloss:0.67909
[36m(train_xgb_ray_tune pid=1476169)[0m [249]	train-mlogloss:0.65370	validation-mlogloss:0.60084
[36m(train_xgb_ray_tune pid=1476142)[0m [360]	train-mlogloss:0.76783	validation-mlogloss:0.72766
[36m(train_xgb_ray_tune pid=1476142)[0m [361]	train-mlogloss:0.76783	validation-mlogloss:0.72766
[36m(train_xgb_ray_tune pid=1476142)[0m [362]	train-mlogloss:0.76750	validation-mlogloss:0.72726
[36m(train_xgb_ray_tune pid=1476160)[0m [256]	train-mlogloss:0.73150	validation-mlogloss:0.68867
[36m(train_xgb_ray_tune pid=1476162)[0m [331]	train-mlogloss:0.69329	validation-mlogloss:0.63794
[36m(train_xgb_ray_tune pid=1476171)[0m [289]	train-mlogloss:1.09109	validation-mlogloss:1.07468
[36m(train_xgb_ray_tune pid=1476171)[0m [290]	train-mlogloss:1.09058	validation-mlogloss:1.07417
[36m(train_xgb_ray_tune pid=1476144)[0m [301]	train-mlogloss:0.70194	validation-mlogloss:0.64803
[36m(train_xgb_ray_tune pid=1476156)[0m [377]	train-mlogloss:1.04120	validation-mlogloss:1.02234
[36m(train_xgb_ray_tune pid=1476165)[0m [342]	train-mlogloss:0.77809	validation-mlogloss:0.74230
[36m(train_xgb_ray_tune pid=1476158)[0m [333]	train-mlogloss:1.31206	validation-mlogloss:1.30668
[36m(train_xgb_ray_tune pid=1476170)[0m [243]	train-mlogloss:0.72692	validation-mlogloss:0.68018
[36m(train_xgb_ray_tune pid=1476168)[0m [354]	train-mlogloss:0.90486	validation-mlogloss:0.87840
[36m(train_xgb_ray_tune pid=1476166)[0m [324]	train-mlogloss:0.65895	validation-mlogloss:0.60918
[36m(train_xgb_ray_tune pid=1476167)[0m [281]	train-mlogloss:0.72451	validation-mlogloss:0.67847
[36m(train_xgb_ray_tune pid=1476142)[0m [363]	train-mlogloss:0.76739	validation-mlogloss:0.72715
[36m(train_xgb_ray_tune pid=1476160)[0m [257]	train-mlogloss:0.73080	validation-mlogloss:0.68785
[36m(train_xgb_ray_tune pid=1476156)[0m [378]	train-mlogloss:1.04120	validation-mlogloss:1.02234
[36m(train_xgb_ray_tune pid=1476143)[0m [230]	train-mlogloss:0.70121	validation-mlogloss:0.66290
[36m(train_xgb_ray_tune pid=1476150)[0m [307]	train-mlogloss:0.65302	validation-mlogloss:0.59586
[36m(train_xgb_ray_tune pid=1476158)[0m [334]	train-mlogloss:1.31189	validation-mlogloss:1.30650
[36m(train_xgb_ray_tune pid=1476170)[0m [244]	train-mlogloss:0.72622	validation-mlogloss:0.67940
[36m(train_xgb_ray_tune pid=1476168)[0m [355]	train-mlogloss:0.90486	validation-mlogloss:0.87840
[36m(train_xgb_ray_tune pid=1476166)[0m [325]	train-mlogloss:0.65872	validation-mlogloss:0.60893
[36m(train_xgb_ray_tune pid=1476169)[0m [250]	train-mlogloss:0.65328	validation-mlogloss:0.60036
[36m(train_xgb_ray_tune pid=1476142)[0m [364]	train-mlogloss:0.76718	validation-mlogloss:0.72691
[36m(train_xgb_ray_tune pid=1476160)[0m [258]	train-mlogloss:0.73012	validation-mlogloss:0.68706
[36m(train_xgb_ray_tune pid=1476162)[0m [332]	train-mlogloss:0.69274	validation-mlogloss:0.63722
[36m(train_xgb_ray_tune pid=1476171)[0m [291]	train-mlogloss:1.09004	validation-mlogloss:1.07358
[36m(train_xgb_ray_tune pid=1476144)[0m [302]	train-mlogloss:0.70150	validation-mlogloss:0.64752
[36m(train_xgb_ray_tune pid=1476156)[0m [379]	train-mlogloss:1.04099	validation-mlogloss:1.02209
[36m(train_xgb_ray_tune pid=1476150)[0m [308]	train-mlogloss:0.65268	validation-mlogloss:0.59543
[36m(train_xgb_ray_tune pid=1476165)[0m [343]	train-mlogloss:0.77751	validation-mlogloss:0.74161
[36m(train_xgb_ray_tune pid=1476158)[0m [335]	train-mlogloss:1.31179	validation-mlogloss:1.30638
[36m(train_xgb_ray_tune pid=1476170)[0m [245]	train-mlogloss:0.72570	validation-mlogloss:0.67880
[36m(train_xgb_ray_tune pid=1476168)[0m [356]	train-mlogloss:0.90470	validation-mlogloss:0.87824
[36m(train_xgb_ray_tune pid=1476166)[0m [326]	train-mlogloss:0.65863	validation-mlogloss:0.60884
[36m(train_xgb_ray_tune pid=1476167)[0m [282]	train-mlogloss:0.72386	validation-mlogloss:0.67768
[36m(train_xgb_ray_tune pid=1476169)[0m [251]	train-mlogloss:0.65277	validation-mlogloss:0.59976
[36m(train_xgb_ray_tune pid=1476142)[0m [365]	train-mlogloss:0.76718	validation-mlogloss:0.72691
[36m(train_xgb_ray_tune pid=1476162)[0m [333]	train-mlogloss:0.69238	validation-mlogloss:0.63679
[36m(train_xgb_ray_tune pid=1476171)[0m [292]	train-mlogloss:1.08953	validation-mlogloss:1.07307
[36m(train_xgb_ray_tune pid=1476144)[0m [303]	train-mlogloss:0.70100	validation-mlogloss:0.64692
[36m(train_xgb_ray_tune pid=1476143)[0m [231]	train-mlogloss:0.70025	validation-mlogloss:0.66186
[36m(train_xgb_ray_tune pid=1476150)[0m [309]	train-mlogloss:0.65257	validation-mlogloss:0.59532
[36m(train_xgb_ray_tune pid=1476165)[0m [344]	train-mlogloss:0.77695	validation-mlogloss:0.74096
[36m(train_xgb_ray_tune pid=1476158)[0m [336]	train-mlogloss:1.31179	validation-mlogloss:1.30638
[36m(train_xgb_ray_tune pid=1476170)[0m [246]	train-mlogloss:0.72503	validation-mlogloss:0.67801
[36m(train_xgb_ray_tune pid=1476168)[0m [357]	train-mlogloss:0.90453	validation-mlogloss:0.87804
[36m(train_xgb_ray_tune pid=1476168)[0m [358]	train-mlogloss:0.90453	validation-mlogloss:0.87804
[36m(train_xgb_ray_tune pid=1476166)[0m [327]	train-mlogloss:0.65863	validation-mlogloss:0.60884
[36m(train_xgb_ray_tune pid=1476167)[0m [283]	train-mlogloss:0.72320	validation-mlogloss:0.67697
[36m(train_xgb_ray_tune pid=1476142)[0m [366]	train-mlogloss:0.76701	validation-mlogloss:0.72671
[36m(train_xgb_ray_tune pid=1476142)[0m [367]	train-mlogloss:0.76689	validation-mlogloss:0.72656
[36m(train_xgb_ray_tune pid=1476160)[0m [259]	train-mlogloss:0.72963	validation-mlogloss:0.68649
[36m(train_xgb_ray_tune pid=1476162)[0m [334]	train-mlogloss:0.69189	validation-mlogloss:0.63621
[36m(train_xgb_ray_tune pid=1476171)[0m [293]	train-mlogloss:1.08903	validation-mlogloss:1.07254
[36m(train_xgb_ray_tune pid=1476156)[0m [380]	train-mlogloss:1.04099	validation-mlogloss:1.02209
[36m(train_xgb_ray_tune pid=1476150)[0m [310]	train-mlogloss:0.65227	validation-mlogloss:0.59501
[36m(train_xgb_ray_tune pid=1476158)[0m [337]	train-mlogloss:1.31179	validation-mlogloss:1.30638
[36m(train_xgb_ray_tune pid=1476168)[0m [359]	train-mlogloss:0.90453	validation-mlogloss:0.87804
[36m(train_xgb_ray_tune pid=1476166)[0m [328]	train-mlogloss:0.65863	validation-mlogloss:0.60884
[36m(train_xgb_ray_tune pid=1476167)[0m [284]	train-mlogloss:0.72269	validation-mlogloss:0.67636
[36m(train_xgb_ray_tune pid=1476169)[0m [252]	train-mlogloss:0.65228	validation-mlogloss:0.59917
[36m(train_xgb_ray_tune pid=1476142)[0m [368]	train-mlogloss:0.76677	validation-mlogloss:0.72642
[36m(train_xgb_ray_tune pid=1476160)[0m [260]	train-mlogloss:0.72909	validation-mlogloss:0.68586
[36m(train_xgb_ray_tune pid=1476144)[0m [304]	train-mlogloss:0.70040	validation-mlogloss:0.64625
[36m(train_xgb_ray_tune pid=1476156)[0m [381]	train-mlogloss:1.04099	validation-mlogloss:1.02209
[36m(train_xgb_ray_tune pid=1476143)[0m [232]	train-mlogloss:0.69929	validation-mlogloss:0.66079
[36m(train_xgb_ray_tune pid=1476165)[0m [345]	train-mlogloss:0.77630	validation-mlogloss:0.74022
[36m(train_xgb_ray_tune pid=1476158)[0m [338]	train-mlogloss:1.31170	validation-mlogloss:1.30629
[36m(train_xgb_ray_tune pid=1476170)[0m [247]	train-mlogloss:0.72432	validation-mlogloss:0.67720
[36m(train_xgb_ray_tune pid=1476168)[0m [360]	train-mlogloss:0.90453	validation-mlogloss:0.87804
[36m(train_xgb_ray_tune pid=1476166)[0m [329]	train-mlogloss:0.65863	validation-mlogloss:0.60884
[36m(train_xgb_ray_tune pid=1476169)[0m [253]	train-mlogloss:0.65190	validation-mlogloss:0.59872
[36m(train_xgb_ray_tune pid=1476142)[0m [369]	train-mlogloss:0.76659	validation-mlogloss:0.72622
[36m(train_xgb_ray_tune pid=1476160)[0m [261]	train-mlogloss:0.72870	validation-mlogloss:0.68536
[36m(train_xgb_ray_tune pid=1476162)[0m [335]	train-mlogloss:0.69159	validation-mlogloss:0.63586
[36m(train_xgb_ray_tune pid=1476171)[0m [294]	train-mlogloss:1.08851	validation-mlogloss:1.07197
[36m(train_xgb_ray_tune pid=1476156)[0m [382]	train-mlogloss:1.04099	validation-mlogloss:1.02209
[36m(train_xgb_ray_tune pid=1476150)[0m [311]	train-mlogloss:0.65209	validation-mlogloss:0.59483
[36m(train_xgb_ray_tune pid=1476165)[0m [346]	train-mlogloss:0.77570	validation-mlogloss:0.73952
[36m(train_xgb_ray_tune pid=1476170)[0m [248]	train-mlogloss:0.72363	validation-mlogloss:0.67637
[36m(train_xgb_ray_tune pid=1476168)[0m [361]	train-mlogloss:0.90438	validation-mlogloss:0.87788
[36m(train_xgb_ray_tune pid=1476166)[0m [330]	train-mlogloss:0.65863	validation-mlogloss:0.60884
[36m(train_xgb_ray_tune pid=1476167)[0m [285]	train-mlogloss:0.72215	validation-mlogloss:0.67573
[36m(train_xgb_ray_tune pid=1476142)[0m [370]	train-mlogloss:0.76641	validation-mlogloss:0.72599
[36m(train_xgb_ray_tune pid=1476160)[0m [262]	train-mlogloss:0.72797	validation-mlogloss:0.68445
[36m(train_xgb_ray_tune pid=1476162)[0m [336]	train-mlogloss:0.69123	validation-mlogloss:0.63549
[36m(train_xgb_ray_tune pid=1476171)[0m [295]	train-mlogloss:1.08800	validation-mlogloss:1.07146
[36m(train_xgb_ray_tune pid=1476144)[0m [305]	train-mlogloss:0.69987	validation-mlogloss:0.64562
[36m(train_xgb_ray_tune pid=1476156)[0m [383]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476143)[0m [233]	train-mlogloss:0.69841	validation-mlogloss:0.65980
[36m(train_xgb_ray_tune pid=1476150)[0m [312]	train-mlogloss:0.65199	validation-mlogloss:0.59468
[36m(train_xgb_ray_tune pid=1476150)[0m [313]	train-mlogloss:0.65187	validation-mlogloss:0.59458
[36m(train_xgb_ray_tune pid=1476158)[0m [339]	train-mlogloss:1.31160	validation-mlogloss:1.30617
[36m(train_xgb_ray_tune pid=1476170)[0m [249]	train-mlogloss:0.72288	validation-mlogloss:0.67550
[36m(train_xgb_ray_tune pid=1476168)[0m [362]	train-mlogloss:0.90421	validation-mlogloss:0.87771
[36m(train_xgb_ray_tune pid=1476166)[0m [331]	train-mlogloss:0.65854	validation-mlogloss:0.60872
[36m(train_xgb_ray_tune pid=1476167)[0m [286]	train-mlogloss:0.72161	validation-mlogloss:0.67508
[36m(train_xgb_ray_tune pid=1476169)[0m [254]	train-mlogloss:0.65147	validation-mlogloss:0.59822
[36m(train_xgb_ray_tune pid=1476142)[0m [371]	train-mlogloss:0.76630	validation-mlogloss:0.72584
[36m(train_xgb_ray_tune pid=1476142)[0m [372]	train-mlogloss:0.76620	validation-mlogloss:0.72570
[36m(train_xgb_ray_tune pid=1476160)[0m [263]	train-mlogloss:0.72743	validation-mlogloss:0.68376
[36m(train_xgb_ray_tune pid=1476162)[0m [337]	train-mlogloss:0.69089	validation-mlogloss:0.63510
[36m(train_xgb_ray_tune pid=1476171)[0m [296]	train-mlogloss:1.08747	validation-mlogloss:1.07091
[36m(train_xgb_ray_tune pid=1476144)[0m [306]	train-mlogloss:0.69934	validation-mlogloss:0.64503
[36m(train_xgb_ray_tune pid=1476156)[0m [384]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476143)[0m [234]	train-mlogloss:0.69766	validation-mlogloss:0.65903
[36m(train_xgb_ray_tune pid=1476150)[0m [314]	train-mlogloss:0.65170	validation-mlogloss:0.59435
[36m(train_xgb_ray_tune pid=1476150)[0m [315]	train-mlogloss:0.65138	validation-mlogloss:0.59395
[36m(train_xgb_ray_tune pid=1476165)[0m [347]	train-mlogloss:0.77507	validation-mlogloss:0.73882
[36m(train_xgb_ray_tune pid=1476158)[0m [340]	train-mlogloss:1.31143	validation-mlogloss:1.30599
[36m(train_xgb_ray_tune pid=1476170)[0m [250]	train-mlogloss:0.72217	validation-mlogloss:0.67469
[36m(train_xgb_ray_tune pid=1476168)[0m [363]	train-mlogloss:0.90421	validation-mlogloss:0.87771
[36m(train_xgb_ray_tune pid=1476166)[0m [332]	train-mlogloss:0.65823	validation-mlogloss:0.60842
[36m(train_xgb_ray_tune pid=1476166)[0m [333]	train-mlogloss:0.65823	validation-mlogloss:0.60842
[36m(train_xgb_ray_tune pid=1476167)[0m [287]	train-mlogloss:0.72098	validation-mlogloss:0.67435
[36m(train_xgb_ray_tune pid=1476167)[0m [288]	train-mlogloss:0.72039	validation-mlogloss:0.67361
[36m(train_xgb_ray_tune pid=1476169)[0m [255]	train-mlogloss:0.65099	validation-mlogloss:0.59765
[36m(train_xgb_ray_tune pid=1476142)[0m [373]	train-mlogloss:0.76602	validation-mlogloss:0.72551
[36m(train_xgb_ray_tune pid=1476160)[0m [264]	train-mlogloss:0.72684	validation-mlogloss:0.68308
[36m(train_xgb_ray_tune pid=1476162)[0m [338]	train-mlogloss:0.69058	validation-mlogloss:0.63476
[36m(train_xgb_ray_tune pid=1476171)[0m [297]	train-mlogloss:1.08700	validation-mlogloss:1.07040
[36m(train_xgb_ray_tune pid=1476144)[0m [307]	train-mlogloss:0.69893	validation-mlogloss:0.64451
[36m(train_xgb_ray_tune pid=1476156)[0m [385]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476150)[0m [316]	train-mlogloss:0.65116	validation-mlogloss:0.59373
[36m(train_xgb_ray_tune pid=1476165)[0m [348]	train-mlogloss:0.77452	validation-mlogloss:0.73822
[36m(train_xgb_ray_tune pid=1476158)[0m [341]	train-mlogloss:1.31124	validation-mlogloss:1.30579
[36m(train_xgb_ray_tune pid=1476168)[0m [364]	train-mlogloss:0.90380	validation-mlogloss:0.87726
[36m(train_xgb_ray_tune pid=1476166)[0m [334]	train-mlogloss:0.65823	validation-mlogloss:0.60842
[36m(train_xgb_ray_tune pid=1476167)[0m [289]	train-mlogloss:0.71989	validation-mlogloss:0.67298
[36m(train_xgb_ray_tune pid=1476169)[0m [256]	train-mlogloss:0.65066	validation-mlogloss:0.59726
[36m(train_xgb_ray_tune pid=1476142)[0m [374]	train-mlogloss:0.76602	validation-mlogloss:0.72551
[36m(train_xgb_ray_tune pid=1476142)[0m [375]	train-mlogloss:0.76591	validation-mlogloss:0.72540
[36m(train_xgb_ray_tune pid=1476160)[0m [265]	train-mlogloss:0.72628	validation-mlogloss:0.68241
[36m(train_xgb_ray_tune pid=1476162)[0m [339]	train-mlogloss:0.69016	validation-mlogloss:0.63422
[36m(train_xgb_ray_tune pid=1476171)[0m [298]	train-mlogloss:1.08649	validation-mlogloss:1.06987
[36m(train_xgb_ray_tune pid=1476156)[0m [386]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476143)[0m [235]	train-mlogloss:0.69682	validation-mlogloss:0.65807
[36m(train_xgb_ray_tune pid=1476150)[0m [317]	train-mlogloss:0.65100	validation-mlogloss:0.59357
[36m(train_xgb_ray_tune pid=1476150)[0m [318]	train-mlogloss:0.65061	validation-mlogloss:0.59320
[36m(train_xgb_ray_tune pid=1476165)[0m [349]	train-mlogloss:0.77395	validation-mlogloss:0.73755
[36m(train_xgb_ray_tune pid=1476158)[0m [342]	train-mlogloss:1.31106	validation-mlogloss:1.30560
[36m(train_xgb_ray_tune pid=1476170)[0m [251]	train-mlogloss:0.72154	validation-mlogloss:0.67390
[36m(train_xgb_ray_tune pid=1476168)[0m [365]	train-mlogloss:0.90380	validation-mlogloss:0.87726
[36m(train_xgb_ray_tune pid=1476166)[0m [335]	train-mlogloss:0.65823	validation-mlogloss:0.60842
[36m(train_xgb_ray_tune pid=1476166)[0m [336]	train-mlogloss:0.65823	validation-mlogloss:0.60842
[36m(train_xgb_ray_tune pid=1476167)[0m [290]	train-mlogloss:0.71928	validation-mlogloss:0.67227
[36m(train_xgb_ray_tune pid=1476169)[0m [257]	train-mlogloss:0.65020	validation-mlogloss:0.59673
[36m(train_xgb_ray_tune pid=1476142)[0m [376]	train-mlogloss:0.76579	validation-mlogloss:0.72529
[36m(train_xgb_ray_tune pid=1476160)[0m [266]	train-mlogloss:0.72561	validation-mlogloss:0.68158
[36m(train_xgb_ray_tune pid=1476162)[0m [340]	train-mlogloss:0.68985	validation-mlogloss:0.63388
[36m(train_xgb_ray_tune pid=1476171)[0m [299]	train-mlogloss:1.08597	validation-mlogloss:1.06935
[36m(train_xgb_ray_tune pid=1476144)[0m [308]	train-mlogloss:0.69853	validation-mlogloss:0.64404
[36m(train_xgb_ray_tune pid=1476156)[0m [387]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476156)[0m [388]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476143)[0m [236]	train-mlogloss:0.69596	validation-mlogloss:0.65709
[36m(train_xgb_ray_tune pid=1476150)[0m [319]	train-mlogloss:0.65036	validation-mlogloss:0.59291
[36m(train_xgb_ray_tune pid=1476165)[0m [350]	train-mlogloss:0.77338	validation-mlogloss:0.73693
[36m(train_xgb_ray_tune pid=1476158)[0m [343]	train-mlogloss:1.31106	validation-mlogloss:1.30560
[36m(train_xgb_ray_tune pid=1476158)[0m [344]	train-mlogloss:1.31106	validation-mlogloss:1.30560
[36m(train_xgb_ray_tune pid=1476170)[0m [252]	train-mlogloss:0.72085	validation-mlogloss:0.67308
[36m(train_xgb_ray_tune pid=1476168)[0m [366]	train-mlogloss:0.90380	validation-mlogloss:0.87726
[36m(train_xgb_ray_tune pid=1476168)[0m [367]	train-mlogloss:0.90380	validation-mlogloss:0.87726
[36m(train_xgb_ray_tune pid=1476166)[0m [337]	train-mlogloss:0.65813	validation-mlogloss:0.60827
[36m(train_xgb_ray_tune pid=1476166)[0m [338]	train-mlogloss:0.65803	validation-mlogloss:0.60813
[36m(train_xgb_ray_tune pid=1476167)[0m [291]	train-mlogloss:0.71869	validation-mlogloss:0.67155
[36m(train_xgb_ray_tune pid=1476169)[0m [258]	train-mlogloss:0.64980	validation-mlogloss:0.59624
[36m(train_xgb_ray_tune pid=1476142)[0m [377]	train-mlogloss:0.76579	validation-mlogloss:0.72529
[36m(train_xgb_ray_tune pid=1476160)[0m [267]	train-mlogloss:0.72490	validation-mlogloss:0.68074
[36m(train_xgb_ray_tune pid=1476160)[0m [268]	train-mlogloss:0.72420	validation-mlogloss:0.67999
[36m(train_xgb_ray_tune pid=1476162)[0m [341]	train-mlogloss:0.68960	validation-mlogloss:0.63355
[36m(train_xgb_ray_tune pid=1476171)[0m [300]	train-mlogloss:1.08548	validation-mlogloss:1.06883
[36m(train_xgb_ray_tune pid=1476144)[0m [309]	train-mlogloss:0.69817	validation-mlogloss:0.64359
[36m(train_xgb_ray_tune pid=1476144)[0m [310]	train-mlogloss:0.69781	validation-mlogloss:0.64316
[36m(train_xgb_ray_tune pid=1476156)[0m [389]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476143)[0m [237]	train-mlogloss:0.69520	validation-mlogloss:0.65628
[36m(train_xgb_ray_tune pid=1476150)[0m [320]	train-mlogloss:0.65000	validation-mlogloss:0.59249
[36m(train_xgb_ray_tune pid=1476150)[0m [321]	train-mlogloss:0.64972	validation-mlogloss:0.59221
[36m(train_xgb_ray_tune pid=1476165)[0m [351]	train-mlogloss:0.77278	validation-mlogloss:0.73624
[36m(train_xgb_ray_tune pid=1476158)[0m [345]	train-mlogloss:1.31097	validation-mlogloss:1.30550
[36m(train_xgb_ray_tune pid=1476170)[0m [253]	train-mlogloss:0.72035	validation-mlogloss:0.67244
[36m(train_xgb_ray_tune pid=1476168)[0m [368]	train-mlogloss:0.90380	validation-mlogloss:0.87726
[36m(train_xgb_ray_tune pid=1476166)[0m [339]	train-mlogloss:0.65793	validation-mlogloss:0.60805
[36m(train_xgb_ray_tune pid=1476166)[0m [340]	train-mlogloss:0.65783	validation-mlogloss:0.60790
[36m(train_xgb_ray_tune pid=1476167)[0m [292]	train-mlogloss:0.71807	validation-mlogloss:0.67080
[36m(train_xgb_ray_tune pid=1476167)[0m [293]	train-mlogloss:0.71738	validation-mlogloss:0.67000
[36m(train_xgb_ray_tune pid=1476169)[0m [259]	train-mlogloss:0.64947	validation-mlogloss:0.59585
[36m(train_xgb_ray_tune pid=1476142)[0m [378]	train-mlogloss:0.76579	validation-mlogloss:0.72529
[36m(train_xgb_ray_tune pid=1476160)[0m [269]	train-mlogloss:0.72360	validation-mlogloss:0.67934
[36m(train_xgb_ray_tune pid=1476162)[0m [342]	train-mlogloss:0.68935	validation-mlogloss:0.63324
[36m(train_xgb_ray_tune pid=1476171)[0m [301]	train-mlogloss:1.08498	validation-mlogloss:1.06831
[36m(train_xgb_ray_tune pid=1476156)[0m [390]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476150)[0m [322]	train-mlogloss:0.64943	validation-mlogloss:0.59183
[36m(train_xgb_ray_tune pid=1476165)[0m [352]	train-mlogloss:0.77216	validation-mlogloss:0.73555
[36m(train_xgb_ray_tune pid=1476158)[0m [346]	train-mlogloss:1.31081	validation-mlogloss:1.30533
[36m(train_xgb_ray_tune pid=1476170)[0m [254]	train-mlogloss:0.71973	validation-mlogloss:0.67176
[36m(train_xgb_ray_tune pid=1476168)[0m [369]	train-mlogloss:0.90364	validation-mlogloss:0.87708
[36m(train_xgb_ray_tune pid=1476168)[0m [370]	train-mlogloss:0.90347	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476166)[0m [341]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476166)[0m [342]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476167)[0m [294]	train-mlogloss:0.71699	validation-mlogloss:0.66955
[36m(train_xgb_ray_tune pid=1476169)[0m [260]	train-mlogloss:0.64919	validation-mlogloss:0.59546
[36m(train_xgb_ray_tune pid=1476142)[0m [379]	train-mlogloss:0.76568	validation-mlogloss:0.72518
[36m(train_xgb_ray_tune pid=1476160)[0m [270]	train-mlogloss:0.72303	validation-mlogloss:0.67859
[36m(train_xgb_ray_tune pid=1476162)[0m [343]	train-mlogloss:0.68906	validation-mlogloss:0.63291
[36m(train_xgb_ray_tune pid=1476171)[0m [302]	train-mlogloss:1.08453	validation-mlogloss:1.06781
[36m(train_xgb_ray_tune pid=1476144)[0m [311]	train-mlogloss:0.69747	validation-mlogloss:0.64279
[36m(train_xgb_ray_tune pid=1476156)[0m [391]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476143)[0m [238]	train-mlogloss:0.69435	validation-mlogloss:0.65530
[36m(train_xgb_ray_tune pid=1476150)[0m [323]	train-mlogloss:0.64933	validation-mlogloss:0.59174
[36m(train_xgb_ray_tune pid=1476150)[0m [324]	train-mlogloss:0.64917	validation-mlogloss:0.59158
[36m(train_xgb_ray_tune pid=1476158)[0m [347]	train-mlogloss:1.31081	validation-mlogloss:1.30533
[36m(train_xgb_ray_tune pid=1476170)[0m [255]	train-mlogloss:0.71909	validation-mlogloss:0.67105
[36m(train_xgb_ray_tune pid=1476168)[0m [371]	train-mlogloss:0.90347	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476168)[0m [372]	train-mlogloss:0.90347	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476166)[0m [343]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476167)[0m [295]	train-mlogloss:0.71642	validation-mlogloss:0.66883
[36m(train_xgb_ray_tune pid=1476169)[0m [261]	train-mlogloss:0.64869	validation-mlogloss:0.59490
[36m(train_xgb_ray_tune pid=1476142)[0m [380]	train-mlogloss:0.76550	validation-mlogloss:0.72499
[36m(train_xgb_ray_tune pid=1476142)[0m [381]	train-mlogloss:0.76529	validation-mlogloss:0.72476
[36m(train_xgb_ray_tune pid=1476160)[0m [271]	train-mlogloss:0.72257	validation-mlogloss:0.67802
[36m(train_xgb_ray_tune pid=1476162)[0m [344]	train-mlogloss:0.68879	validation-mlogloss:0.63262
[36m(train_xgb_ray_tune pid=1476171)[0m [303]	train-mlogloss:1.08402	validation-mlogloss:1.06727
[36m(train_xgb_ray_tune pid=1476144)[0m [312]	train-mlogloss:0.69712	validation-mlogloss:0.64242
[36m(train_xgb_ray_tune pid=1476156)[0m [392]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476143)[0m [239]	train-mlogloss:0.69350	validation-mlogloss:0.65438
[36m(train_xgb_ray_tune pid=1476150)[0m [325]	train-mlogloss:0.64892	validation-mlogloss:0.59127
[36m(train_xgb_ray_tune pid=1476150)[0m [326]	train-mlogloss:0.64883	validation-mlogloss:0.59119
[36m(train_xgb_ray_tune pid=1476165)[0m [353]	train-mlogloss:0.77157	validation-mlogloss:0.73489
[36m(train_xgb_ray_tune pid=1476158)[0m [348]	train-mlogloss:1.31064	validation-mlogloss:1.30515
[36m(train_xgb_ray_tune pid=1476168)[0m [373]	train-mlogloss:0.90347	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476166)[0m [344]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476166)[0m [345]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476167)[0m [296]	train-mlogloss:0.71597	validation-mlogloss:0.66825
[36m(train_xgb_ray_tune pid=1476167)[0m [297]	train-mlogloss:0.71537	validation-mlogloss:0.66754
[36m(train_xgb_ray_tune pid=1476142)[0m [382]	train-mlogloss:0.76529	validation-mlogloss:0.72476
[36m(train_xgb_ray_tune pid=1476160)[0m [272]	train-mlogloss:0.72209	validation-mlogloss:0.67748
[36m(train_xgb_ray_tune pid=1476144)[0m [313]	train-mlogloss:0.69677	validation-mlogloss:0.64203
[36m(train_xgb_ray_tune pid=1476156)[0m [393]	train-mlogloss:1.04077	validation-mlogloss:1.02183
[36m(train_xgb_ray_tune pid=1476150)[0m [327]	train-mlogloss:0.64866	validation-mlogloss:0.59097
[36m(train_xgb_ray_tune pid=1476165)[0m [354]	train-mlogloss:0.77098	validation-mlogloss:0.73424
[36m(train_xgb_ray_tune pid=1476158)[0m [349]	train-mlogloss:1.31055	validation-mlogloss:1.30505
[36m(train_xgb_ray_tune pid=1476170)[0m [256]	train-mlogloss:0.71840	validation-mlogloss:0.67025
[36m(train_xgb_ray_tune pid=1476168)[0m [374]	train-mlogloss:0.90347	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476166)[0m [346]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476167)[0m [298]	train-mlogloss:0.71492	validation-mlogloss:0.66702
[36m(train_xgb_ray_tune pid=1476169)[0m [262]	train-mlogloss:0.64825	validation-mlogloss:0.59436
[36m(train_xgb_ray_tune pid=1476142)[0m [383]	train-mlogloss:0.76519	validation-mlogloss:0.72465
[36m(train_xgb_ray_tune pid=1476162)[0m [345]	train-mlogloss:0.68850	validation-mlogloss:0.63229
[36m(train_xgb_ray_tune pid=1476171)[0m [304]	train-mlogloss:1.08355	validation-mlogloss:1.06678
[36m(train_xgb_ray_tune pid=1476144)[0m [314]	train-mlogloss:0.69629	validation-mlogloss:0.64143
[36m(train_xgb_ray_tune pid=1476156)[0m [394]	train-mlogloss:1.04056	validation-mlogloss:1.02161
[36m(train_xgb_ray_tune pid=1476143)[0m [240]	train-mlogloss:0.69271	validation-mlogloss:0.65347
[36m(train_xgb_ray_tune pid=1476150)[0m [328]	train-mlogloss:0.64856	validation-mlogloss:0.59083
[36m(train_xgb_ray_tune pid=1476158)[0m [350]	train-mlogloss:1.31045	validation-mlogloss:1.30494
[36m(train_xgb_ray_tune pid=1476168)[0m [375]	train-mlogloss:0.90347	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476168)[0m [376]	train-mlogloss:0.90347	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476166)[0m [347]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476166)[0m [348]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476167)[0m [299]	train-mlogloss:0.71433	validation-mlogloss:0.66639
[36m(train_xgb_ray_tune pid=1476169)[0m [263]	train-mlogloss:0.64776	validation-mlogloss:0.59381
[36m(train_xgb_ray_tune pid=1476142)[0m [384]	train-mlogloss:0.76508	validation-mlogloss:0.72455
[36m(train_xgb_ray_tune pid=1476160)[0m [273]	train-mlogloss:0.72148	validation-mlogloss:0.67672
[36m(train_xgb_ray_tune pid=1476162)[0m [346]	train-mlogloss:0.68820	validation-mlogloss:0.63194
[36m(train_xgb_ray_tune pid=1476171)[0m [305]	train-mlogloss:1.08325	validation-mlogloss:1.06645
[36m(train_xgb_ray_tune pid=1476156)[0m [395]	train-mlogloss:1.04056	validation-mlogloss:1.02161
[36m(train_xgb_ray_tune pid=1476150)[0m [329]	train-mlogloss:0.64840	validation-mlogloss:0.59062
[36m(train_xgb_ray_tune pid=1476165)[0m [355]	train-mlogloss:0.77041	validation-mlogloss:0.73359
[36m(train_xgb_ray_tune pid=1476170)[0m [257]	train-mlogloss:0.71791	validation-mlogloss:0.66962
[36m(train_xgb_ray_tune pid=1476168)[0m [377]	train-mlogloss:0.90347	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476166)[0m [349]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476167)[0m [300]	train-mlogloss:0.71381	validation-mlogloss:0.66581
[36m(train_xgb_ray_tune pid=1476142)[0m [385]	train-mlogloss:0.76508	validation-mlogloss:0.72455
[36m(train_xgb_ray_tune pid=1476162)[0m [347]	train-mlogloss:0.68786	validation-mlogloss:0.63152
[36m(train_xgb_ray_tune pid=1476171)[0m [306]	train-mlogloss:1.08269	validation-mlogloss:1.06586
[36m(train_xgb_ray_tune pid=1476144)[0m [315]	train-mlogloss:0.69584	validation-mlogloss:0.64085
[36m(train_xgb_ray_tune pid=1476156)[0m [396]	train-mlogloss:1.04035	validation-mlogloss:1.02140
[36m(train_xgb_ray_tune pid=1476143)[0m [241]	train-mlogloss:0.69188	validation-mlogloss:0.65247
[36m(train_xgb_ray_tune pid=1476150)[0m [330]	train-mlogloss:0.64807	validation-mlogloss:0.59025
[36m(train_xgb_ray_tune pid=1476150)[0m [331]	train-mlogloss:0.64773	validation-mlogloss:0.58993
[36m(train_xgb_ray_tune pid=1476165)[0m [356]	train-mlogloss:0.76984	validation-mlogloss:0.73295
[36m(train_xgb_ray_tune pid=1476158)[0m [351]	train-mlogloss:1.31028	validation-mlogloss:1.30476
[36m(train_xgb_ray_tune pid=1476170)[0m [258]	train-mlogloss:0.71735	validation-mlogloss:0.66897
[36m(train_xgb_ray_tune pid=1476168)[0m [378]	train-mlogloss:0.90347	validation-mlogloss:0.87692
[36m(train_xgb_ray_tune pid=1476168)[0m [379]	train-mlogloss:0.90331	validation-mlogloss:0.87675
[36m(train_xgb_ray_tune pid=1476166)[0m [350]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476166)[0m [351]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476167)[0m [301]	train-mlogloss:0.71322	validation-mlogloss:0.66513
[36m(train_xgb_ray_tune pid=1476169)[0m [264]	train-mlogloss:0.64735	validation-mlogloss:0.59339
[36m(train_xgb_ray_tune pid=1476142)[0m [386]	train-mlogloss:0.76508	validation-mlogloss:0.72455
[36m(train_xgb_ray_tune pid=1476160)[0m [274]	train-mlogloss:0.72081	validation-mlogloss:0.67595
[36m(train_xgb_ray_tune pid=1476144)[0m [316]	train-mlogloss:0.69531	validation-mlogloss:0.64021
[36m(train_xgb_ray_tune pid=1476150)[0m [332]	train-mlogloss:0.64759	validation-mlogloss:0.58974
[36m(train_xgb_ray_tune pid=1476158)[0m [352]	train-mlogloss:1.31012	validation-mlogloss:1.30459
[36m(train_xgb_ray_tune pid=1476168)[0m [380]	train-mlogloss:0.90314	validation-mlogloss:0.87658
[36m(train_xgb_ray_tune pid=1476166)[0m [352]	train-mlogloss:0.65752	validation-mlogloss:0.60759
[36m(train_xgb_ray_tune pid=1476167)[0m [302]	train-mlogloss:0.71275	validation-mlogloss:0.66457
[36m(train_xgb_ray_tune pid=1476169)[0m [265]	train-mlogloss:0.64706	validation-mlogloss:0.59304
[36m(train_xgb_ray_tune pid=1476142)[0m [387]	train-mlogloss:0.76491	validation-mlogloss:0.72433
[36m(train_xgb_ray_tune pid=1476160)[0m [275]	train-mlogloss:0.72011	validation-mlogloss:0.67510
[36m(train_xgb_ray_tune pid=1476162)[0m [348]	train-mlogloss:0.68747	validation-mlogloss:0.63108
[36m(train_xgb_ray_tune pid=1476171)[0m [307]	train-mlogloss:1.08218	validation-mlogloss:1.06534
[36m(train_xgb_ray_tune pid=1476156)[0m [397]	train-mlogloss:1.04035	validation-mlogloss:1.02140
[36m(train_xgb_ray_tune pid=1476143)[0m [242]	train-mlogloss:0.69092	validation-mlogloss:0.65136
[36m(train_xgb_ray_tune pid=1476150)[0m [333]	train-mlogloss:0.64739	validation-mlogloss:0.58951
[36m(train_xgb_ray_tune pid=1476165)[0m [357]	train-mlogloss:0.76927	validation-mlogloss:0.73229
[36m(train_xgb_ray_tune pid=1476158)[0m [353]	train-mlogloss:1.30994	validation-mlogloss:1.30440
[36m(train_xgb_ray_tune pid=1476170)[0m [259]	train-mlogloss:0.71686	validation-mlogloss:0.66837
[36m(train_xgb_ray_tune pid=1476168)[0m [381]	train-mlogloss:0.90298	validation-mlogloss:0.87639
[36m(train_xgb_ray_tune pid=1476166)[0m [353]	train-mlogloss:0.65743	validation-mlogloss:0.60750
[36m(train_xgb_ray_tune pid=1476167)[0m [303]	train-mlogloss:0.71221	validation-mlogloss:0.66391
[36m(train_xgb_ray_tune pid=1476142)[0m [388]	train-mlogloss:0.76480	validation-mlogloss:0.72423
[36m(train_xgb_ray_tune pid=1476162)[0m [349]	train-mlogloss:0.68712	validation-mlogloss:0.63064
[36m(train_xgb_ray_tune pid=1476171)[0m [308]	train-mlogloss:1.08177	validation-mlogloss:1.06490
[36m(train_xgb_ray_tune pid=1476144)[0m [317]	train-mlogloss:0.69492	validation-mlogloss:0.63977
[36m(train_xgb_ray_tune pid=1476156)[0m [398]	train-mlogloss:1.03993	validation-mlogloss:1.02098
[36m(train_xgb_ray_tune pid=1476143)[0m [243]	train-mlogloss:0.69013	validation-mlogloss:0.65039
[36m(train_xgb_ray_tune pid=1476150)[0m [334]	train-mlogloss:0.64725	validation-mlogloss:0.58932
[36m(train_xgb_ray_tune pid=1476150)[0m [335]	train-mlogloss:0.64717	validation-mlogloss:0.58925
[36m(train_xgb_ray_tune pid=1476165)[0m [358]	train-mlogloss:0.76875	validation-mlogloss:0.73173
[36m(train_xgb_ray_tune pid=1476168)[0m [382]	train-mlogloss:0.90266	validation-mlogloss:0.87604
[36m(train_xgb_ray_tune pid=1476166)[0m [354]	train-mlogloss:0.65743	validation-mlogloss:0.60750
[36m(train_xgb_ray_tune pid=1476167)[0m [304]	train-mlogloss:0.71176	validation-mlogloss:0.66339
[36m(train_xgb_ray_tune pid=1476169)[0m [266]	train-mlogloss:0.64656	validation-mlogloss:0.59249
[36m(train_xgb_ray_tune pid=1476142)[0m [389]	train-mlogloss:0.76480	validation-mlogloss:0.72423
[36m(train_xgb_ray_tune pid=1476160)[0m [276]	train-mlogloss:0.71956	validation-mlogloss:0.67445
[36m(train_xgb_ray_tune pid=1476162)[0m [350]	train-mlogloss:0.68681	validation-mlogloss:0.63034
[36m(train_xgb_ray_tune pid=1476144)[0m [318]	train-mlogloss:0.69447	validation-mlogloss:0.63932
[36m(train_xgb_ray_tune pid=1476156)[0m [399]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476150)[0m [336]	train-mlogloss:0.64687	validation-mlogloss:0.58886
[36m(train_xgb_ray_tune pid=1476158)[0m [354]	train-mlogloss:1.30980	validation-mlogloss:1.30425
[36m(train_xgb_ray_tune pid=1476170)[0m [260]	train-mlogloss:0.71624	validation-mlogloss:0.66761
[36m(train_xgb_ray_tune pid=1476168)[0m [383]	train-mlogloss:0.90266	validation-mlogloss:0.87604
[36m(train_xgb_ray_tune pid=1476166)[0m [355]	train-mlogloss:0.65743	validation-mlogloss:0.60750
[36m(train_xgb_ray_tune pid=1476166)[0m [356]	train-mlogloss:0.65743	validation-mlogloss:0.60750
[36m(train_xgb_ray_tune pid=1476167)[0m [305]	train-mlogloss:0.71137	validation-mlogloss:0.66298
[36m(train_xgb_ray_tune pid=1476169)[0m [267]	train-mlogloss:0.64628	validation-mlogloss:0.59217
[36m(train_xgb_ray_tune pid=1476142)[0m [390]	train-mlogloss:0.76480	validation-mlogloss:0.72423
[36m(train_xgb_ray_tune pid=1476160)[0m [277]	train-mlogloss:0.71888	validation-mlogloss:0.67365
[36m(train_xgb_ray_tune pid=1476171)[0m [309]	train-mlogloss:1.08127	validation-mlogloss:1.06439
[36m(train_xgb_ray_tune pid=1476144)[0m [319]	train-mlogloss:0.69413	validation-mlogloss:0.63894
[36m(train_xgb_ray_tune pid=1476156)[0m [400]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476143)[0m [244]	train-mlogloss:0.68931	validation-mlogloss:0.64944
[36m(train_xgb_ray_tune pid=1476150)[0m [337]	train-mlogloss:0.64653	validation-mlogloss:0.58844
[36m(train_xgb_ray_tune pid=1476165)[0m [359]	train-mlogloss:0.76819	validation-mlogloss:0.73110
[36m(train_xgb_ray_tune pid=1476158)[0m [355]	train-mlogloss:1.30980	validation-mlogloss:1.30425
[36m(train_xgb_ray_tune pid=1476170)[0m [261]	train-mlogloss:0.71564	validation-mlogloss:0.66693
[36m(train_xgb_ray_tune pid=1476168)[0m [384]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476168)[0m [385]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [357]	train-mlogloss:0.65733	validation-mlogloss:0.60735
[36m(train_xgb_ray_tune pid=1476167)[0m [306]	train-mlogloss:0.71089	validation-mlogloss:0.66241
[36m(train_xgb_ray_tune pid=1476169)[0m [268]	train-mlogloss:0.64596	validation-mlogloss:0.59181
[36m(train_xgb_ray_tune pid=1476142)[0m [391]	train-mlogloss:0.76480	validation-mlogloss:0.72423
[36m(train_xgb_ray_tune pid=1476142)[0m [392]	train-mlogloss:0.76470	validation-mlogloss:0.72409
[36m(train_xgb_ray_tune pid=1476162)[0m [351]	train-mlogloss:0.68652	validation-mlogloss:0.63002
[36m(train_xgb_ray_tune pid=1476171)[0m [310]	train-mlogloss:1.08077	validation-mlogloss:1.06388
[36m(train_xgb_ray_tune pid=1476156)[0m [401]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476150)[0m [338]	train-mlogloss:0.64632	validation-mlogloss:0.58814
[36m(train_xgb_ray_tune pid=1476150)[0m [339]	train-mlogloss:0.64607	validation-mlogloss:0.58789
[36m(train_xgb_ray_tune pid=1476165)[0m [360]	train-mlogloss:0.76768	validation-mlogloss:0.73055
[36m(train_xgb_ray_tune pid=1476158)[0m [356]	train-mlogloss:1.30969	validation-mlogloss:1.30412
[36m(train_xgb_ray_tune pid=1476168)[0m [386]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [358]	train-mlogloss:0.65733	validation-mlogloss:0.60735
[36m(train_xgb_ray_tune pid=1476167)[0m [307]	train-mlogloss:0.71046	validation-mlogloss:0.66195
[36m(train_xgb_ray_tune pid=1476142)[0m [393]	train-mlogloss:0.76470	validation-mlogloss:0.72409
[36m(train_xgb_ray_tune pid=1476160)[0m [278]	train-mlogloss:0.71833	validation-mlogloss:0.67295
[36m(train_xgb_ray_tune pid=1476162)[0m [352]	train-mlogloss:0.68624	validation-mlogloss:0.62970
[36m(train_xgb_ray_tune pid=1476171)[0m [311]	train-mlogloss:1.08027	validation-mlogloss:1.06335
[36m(train_xgb_ray_tune pid=1476144)[0m [320]	train-mlogloss:0.69382	validation-mlogloss:0.63859
[36m(train_xgb_ray_tune pid=1476156)[0m [402]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476143)[0m [245]	train-mlogloss:0.68844	validation-mlogloss:0.64848
[36m(train_xgb_ray_tune pid=1476150)[0m [340]	train-mlogloss:0.64593	validation-mlogloss:0.58769
[36m(train_xgb_ray_tune pid=1476158)[0m [357]	train-mlogloss:1.30969	validation-mlogloss:1.30412
[36m(train_xgb_ray_tune pid=1476170)[0m [262]	train-mlogloss:0.71509	validation-mlogloss:0.66627
[36m(train_xgb_ray_tune pid=1476168)[0m [387]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476168)[0m [388]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [359]	train-mlogloss:0.65733	validation-mlogloss:0.60735
[36m(train_xgb_ray_tune pid=1476166)[0m [360]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [308]	train-mlogloss:0.71001	validation-mlogloss:0.66142
[36m(train_xgb_ray_tune pid=1476169)[0m [269]	train-mlogloss:0.64556	validation-mlogloss:0.59141
[36m(train_xgb_ray_tune pid=1476142)[0m [394]	train-mlogloss:0.76470	validation-mlogloss:0.72409
[36m(train_xgb_ray_tune pid=1476160)[0m [279]	train-mlogloss:0.71781	validation-mlogloss:0.67244
[36m(train_xgb_ray_tune pid=1476162)[0m [353]	train-mlogloss:0.68596	validation-mlogloss:0.62936
[36m(train_xgb_ray_tune pid=1476171)[0m [312]	train-mlogloss:1.07978	validation-mlogloss:1.06283
[36m(train_xgb_ray_tune pid=1476144)[0m [321]	train-mlogloss:0.69344	validation-mlogloss:0.63808
[36m(train_xgb_ray_tune pid=1476156)[0m [403]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476143)[0m [246]	train-mlogloss:0.68779	validation-mlogloss:0.64777
[36m(train_xgb_ray_tune pid=1476150)[0m [341]	train-mlogloss:0.64576	validation-mlogloss:0.58751
[36m(train_xgb_ray_tune pid=1476165)[0m [361]	train-mlogloss:0.76713	validation-mlogloss:0.72996
[36m(train_xgb_ray_tune pid=1476158)[0m [358]	train-mlogloss:1.30954	validation-mlogloss:1.30396
[36m(train_xgb_ray_tune pid=1476170)[0m [263]	train-mlogloss:0.71455	validation-mlogloss:0.66564
[36m(train_xgb_ray_tune pid=1476168)[0m [389]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [361]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [309]	train-mlogloss:0.70954	validation-mlogloss:0.66087
[36m(train_xgb_ray_tune pid=1476169)[0m [270]	train-mlogloss:0.64523	validation-mlogloss:0.59099
[36m(train_xgb_ray_tune pid=1476142)[0m [395]	train-mlogloss:0.76470	validation-mlogloss:0.72409
[36m(train_xgb_ray_tune pid=1476160)[0m [280]	train-mlogloss:0.71730	validation-mlogloss:0.67187
[36m(train_xgb_ray_tune pid=1476162)[0m [354]	train-mlogloss:0.68562	validation-mlogloss:0.62892
[36m(train_xgb_ray_tune pid=1476144)[0m [322]	train-mlogloss:0.69304	validation-mlogloss:0.63758
[36m(train_xgb_ray_tune pid=1476156)[0m [404]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476150)[0m [342]	train-mlogloss:0.64539	validation-mlogloss:0.58711
[36m(train_xgb_ray_tune pid=1476150)[0m [343]	train-mlogloss:0.64513	validation-mlogloss:0.58686
[36m(train_xgb_ray_tune pid=1476165)[0m [362]	train-mlogloss:0.76658	validation-mlogloss:0.72928
[36m(train_xgb_ray_tune pid=1476158)[0m [359]	train-mlogloss:1.30945	validation-mlogloss:1.30386
[36m(train_xgb_ray_tune pid=1476168)[0m [390]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476168)[0m [391]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [362]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476166)[0m [363]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [310]	train-mlogloss:0.70912	validation-mlogloss:0.66040
[36m(train_xgb_ray_tune pid=1476169)[0m [271]	train-mlogloss:0.64485	validation-mlogloss:0.59057
[36m(train_xgb_ray_tune pid=1476142)[0m [396]	train-mlogloss:0.76470	validation-mlogloss:0.72409
[36m(train_xgb_ray_tune pid=1476142)[0m [397]	train-mlogloss:0.76470	validation-mlogloss:0.72409
[36m(train_xgb_ray_tune pid=1476171)[0m [313]	train-mlogloss:1.07936	validation-mlogloss:1.06237
[36m(train_xgb_ray_tune pid=1476143)[0m [247]	train-mlogloss:0.68705	validation-mlogloss:0.64690
[36m(train_xgb_ray_tune pid=1476150)[0m [344]	train-mlogloss:0.64505	validation-mlogloss:0.58678
[36m(train_xgb_ray_tune pid=1476170)[0m [264]	train-mlogloss:0.71397	validation-mlogloss:0.66492
[36m(train_xgb_ray_tune pid=1476168)[0m [392]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [364]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [311]	train-mlogloss:0.70862	validation-mlogloss:0.65980
[36m(train_xgb_ray_tune pid=1476142)[0m [398]	train-mlogloss:0.76470	validation-mlogloss:0.72409
[36m(train_xgb_ray_tune pid=1476160)[0m [281]	train-mlogloss:0.71677	validation-mlogloss:0.67125
[36m(train_xgb_ray_tune pid=1476162)[0m [355]	train-mlogloss:0.68531	validation-mlogloss:0.62863
[36m(train_xgb_ray_tune pid=1476171)[0m [314]	train-mlogloss:1.07884	validation-mlogloss:1.06181
[36m(train_xgb_ray_tune pid=1476144)[0m [323]	train-mlogloss:0.69271	validation-mlogloss:0.63722
[36m(train_xgb_ray_tune pid=1476156)[0m [405]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476150)[0m [345]	train-mlogloss:0.64478	validation-mlogloss:0.58643
[36m(train_xgb_ray_tune pid=1476165)[0m [363]	train-mlogloss:0.76601	validation-mlogloss:0.72865
[36m(train_xgb_ray_tune pid=1476158)[0m [360]	train-mlogloss:1.30928	validation-mlogloss:1.30368
[36m(train_xgb_ray_tune pid=1476168)[0m [393]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476168)[0m [394]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [365]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [312]	train-mlogloss:0.70823	validation-mlogloss:0.65932
[36m(train_xgb_ray_tune pid=1476169)[0m [272]	train-mlogloss:0.64440	validation-mlogloss:0.59008
[36m(train_xgb_ray_tune pid=1476142)[0m [399]	train-mlogloss:0.76470	validation-mlogloss:0.72409
[36m(train_xgb_ray_tune pid=1476160)[0m [282]	train-mlogloss:0.71639	validation-mlogloss:0.67083
[36m(train_xgb_ray_tune pid=1476162)[0m [356]	train-mlogloss:0.68513	validation-mlogloss:0.62842
[36m(train_xgb_ray_tune pid=1476144)[0m [324]	train-mlogloss:0.69234	validation-mlogloss:0.63678
[36m(train_xgb_ray_tune pid=1476156)[0m [406]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476143)[0m [248]	train-mlogloss:0.68626	validation-mlogloss:0.64604
[36m(train_xgb_ray_tune pid=1476150)[0m [346]	train-mlogloss:0.64471	validation-mlogloss:0.58636
[36m(train_xgb_ray_tune pid=1476158)[0m [361]	train-mlogloss:1.30912	validation-mlogloss:1.30351
[36m(train_xgb_ray_tune pid=1476170)[0m [265]	train-mlogloss:0.71356	validation-mlogloss:0.66444
[36m(train_xgb_ray_tune pid=1476168)[0m [395]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [366]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476166)[0m [367]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [313]	train-mlogloss:0.70775	validation-mlogloss:0.65873
[36m(train_xgb_ray_tune pid=1476169)[0m [273]	train-mlogloss:0.64407	validation-mlogloss:0.58967
[36m(train_xgb_ray_tune pid=1476142)[0m [400]	train-mlogloss:0.76470	validation-mlogloss:0.72409
[36m(train_xgb_ray_tune pid=1476162)[0m [357]	train-mlogloss:0.68484	validation-mlogloss:0.62810
[36m(train_xgb_ray_tune pid=1476171)[0m [315]	train-mlogloss:1.07838	validation-mlogloss:1.06133
[36m(train_xgb_ray_tune pid=1476144)[0m [325]	train-mlogloss:0.69194	validation-mlogloss:0.63628
[36m(train_xgb_ray_tune pid=1476156)[0m [407]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476150)[0m [347]	train-mlogloss:0.64462	validation-mlogloss:0.58629
[36m(train_xgb_ray_tune pid=1476165)[0m [364]	train-mlogloss:0.76544	validation-mlogloss:0.72802
[36m(train_xgb_ray_tune pid=1476158)[0m [362]	train-mlogloss:1.30904	validation-mlogloss:1.30342
[36m(train_xgb_ray_tune pid=1476170)[0m [266]	train-mlogloss:0.71303	validation-mlogloss:0.66384
[36m(train_xgb_ray_tune pid=1476168)[0m [396]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476168)[0m [397]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [368]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [314]	train-mlogloss:0.70736	validation-mlogloss:0.65821
[36m(train_xgb_ray_tune pid=1476142)[0m [401]	train-mlogloss:0.76459	validation-mlogloss:0.72396
[36m(train_xgb_ray_tune pid=1476160)[0m [283]	train-mlogloss:0.71582	validation-mlogloss:0.67019
[36m(train_xgb_ray_tune pid=1476171)[0m [316]	train-mlogloss:1.07793	validation-mlogloss:1.06086
[36m(train_xgb_ray_tune pid=1476156)[0m [408]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476143)[0m [249]	train-mlogloss:0.68554	validation-mlogloss:0.64526
[36m(train_xgb_ray_tune pid=1476150)[0m [348]	train-mlogloss:0.64454	validation-mlogloss:0.58621
[36m(train_xgb_ray_tune pid=1476150)[0m [349]	train-mlogloss:0.64445	validation-mlogloss:0.58614
[36m(train_xgb_ray_tune pid=1476165)[0m [365]	train-mlogloss:0.76492	validation-mlogloss:0.72748
[36m(train_xgb_ray_tune pid=1476158)[0m [363]	train-mlogloss:1.30896	validation-mlogloss:1.30332
[36m(train_xgb_ray_tune pid=1476168)[0m [398]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476166)[0m [369]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [315]	train-mlogloss:0.70684	validation-mlogloss:0.65766
[36m(train_xgb_ray_tune pid=1476169)[0m [274]	train-mlogloss:0.64378	validation-mlogloss:0.58935
[36m(train_xgb_ray_tune pid=1476142)[0m [402]	train-mlogloss:0.76448	validation-mlogloss:0.72385
[36m(train_xgb_ray_tune pid=1476160)[0m [284]	train-mlogloss:0.71537	validation-mlogloss:0.66967
[36m(train_xgb_ray_tune pid=1476162)[0m [358]	train-mlogloss:0.68449	validation-mlogloss:0.62767
[36m(train_xgb_ray_tune pid=1476171)[0m [317]	train-mlogloss:1.07745	validation-mlogloss:1.06038
[36m(train_xgb_ray_tune pid=1476144)[0m [326]	train-mlogloss:0.69157	validation-mlogloss:0.63582
[36m(train_xgb_ray_tune pid=1476156)[0m [409]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476150)[0m [350]	train-mlogloss:0.64437	validation-mlogloss:0.58607
[36m(train_xgb_ray_tune pid=1476158)[0m [364]	train-mlogloss:1.30896	validation-mlogloss:1.30332
[36m(train_xgb_ray_tune pid=1476170)[0m [267]	train-mlogloss:0.71246	validation-mlogloss:0.66312
[36m(train_xgb_ray_tune pid=1476168)[0m [399]	train-mlogloss:0.90250	validation-mlogloss:0.87587
[36m(train_xgb_ray_tune pid=1476168)[0m [400]	train-mlogloss:0.90234	validation-mlogloss:0.87571
[36m(train_xgb_ray_tune pid=1476166)[0m [370]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476166)[0m [371]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [316]	train-mlogloss:0.70636	validation-mlogloss:0.65718
[36m(train_xgb_ray_tune pid=1476169)[0m [275]	train-mlogloss:0.64357	validation-mlogloss:0.58910
[36m(train_xgb_ray_tune pid=1476142)[0m [403]	train-mlogloss:0.76448	validation-mlogloss:0.72385
[36m(train_xgb_ray_tune pid=1476162)[0m [359]	train-mlogloss:0.68427	validation-mlogloss:0.62740
[36m(train_xgb_ray_tune pid=1476171)[0m [318]	train-mlogloss:1.07713	validation-mlogloss:1.06004
[36m(train_xgb_ray_tune pid=1476144)[0m [327]	train-mlogloss:0.69126	validation-mlogloss:0.63546
[36m(train_xgb_ray_tune pid=1476156)[0m [410]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476143)[0m [250]	train-mlogloss:0.68466	validation-mlogloss:0.64430
[36m(train_xgb_ray_tune pid=1476150)[0m [351]	train-mlogloss:0.64411	validation-mlogloss:0.58581
[36m(train_xgb_ray_tune pid=1476150)[0m [352]	train-mlogloss:0.64403	validation-mlogloss:0.58569
[36m(train_xgb_ray_tune pid=1476165)[0m [366]	train-mlogloss:0.76441	validation-mlogloss:0.72691
[36m(train_xgb_ray_tune pid=1476158)[0m [365]	train-mlogloss:1.30879	validation-mlogloss:1.30314
[36m(train_xgb_ray_tune pid=1476170)[0m [268]	train-mlogloss:0.71190	validation-mlogloss:0.66245
[36m(train_xgb_ray_tune pid=1476168)[0m [401]	train-mlogloss:0.90234	validation-mlogloss:0.87571
[36m(train_xgb_ray_tune pid=1476166)[0m [372]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [317]	train-mlogloss:0.70597	validation-mlogloss:0.65665
[36m(train_xgb_ray_tune pid=1476169)[0m [276]	train-mlogloss:0.64327	validation-mlogloss:0.58875
[36m(train_xgb_ray_tune pid=1476142)[0m [404]	train-mlogloss:0.76438	validation-mlogloss:0.72372
[36m(train_xgb_ray_tune pid=1476142)[0m [405]	train-mlogloss:0.76438	validation-mlogloss:0.72372
[36m(train_xgb_ray_tune pid=1476160)[0m [285]	train-mlogloss:0.71496	validation-mlogloss:0.66917
[36m(train_xgb_ray_tune pid=1476162)[0m [360]	train-mlogloss:0.68394	validation-mlogloss:0.62704
[36m(train_xgb_ray_tune pid=1476144)[0m [328]	train-mlogloss:0.69070	validation-mlogloss:0.63481
[36m(train_xgb_ray_tune pid=1476156)[0m [411]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476150)[0m [353]	train-mlogloss:0.64389	validation-mlogloss:0.58560
[36m(train_xgb_ray_tune pid=1476165)[0m [367]	train-mlogloss:0.76387	validation-mlogloss:0.72630
[36m(train_xgb_ray_tune pid=1476168)[0m [402]	train-mlogloss:0.90234	validation-mlogloss:0.87571
[36m(train_xgb_ray_tune pid=1476168)[0m [403]	train-mlogloss:0.90234	validation-mlogloss:0.87571
[36m(train_xgb_ray_tune pid=1476166)[0m [373]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476167)[0m [318]	train-mlogloss:0.70558	validation-mlogloss:0.65621
[36m(train_xgb_ray_tune pid=1476160)[0m [286]	train-mlogloss:0.71458	validation-mlogloss:0.66872
[36m(train_xgb_ray_tune pid=1476171)[0m [319]	train-mlogloss:1.07667	validation-mlogloss:1.05954
[36m(train_xgb_ray_tune pid=1476156)[0m [412]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476143)[0m [251]	train-mlogloss:0.68376	validation-mlogloss:0.64336
[36m(train_xgb_ray_tune pid=1476150)[0m [354]	train-mlogloss:0.64376	validation-mlogloss:0.58548
[36m(train_xgb_ray_tune pid=1476158)[0m [366]	train-mlogloss:1.30862	validation-mlogloss:1.30297
[36m(train_xgb_ray_tune pid=1476170)[0m [269]	train-mlogloss:0.71134	validation-mlogloss:0.66175
[36m(train_xgb_ray_tune pid=1476168)[0m [404]	train-mlogloss:0.90234	validation-mlogloss:0.87571
[36m(train_xgb_ray_tune pid=1476166)[0m [374]	train-mlogloss:0.65723	validation-mlogloss:0.60727
[36m(train_xgb_ray_tune pid=1476166)[0m [375]	train-mlogloss:0.65714	validation-mlogloss:0.60713
[36m(train_xgb_ray_tune pid=1476167)[0m [319]	train-mlogloss:0.70526	validation-mlogloss:0.65584
[36m(train_xgb_ray_tune pid=1476169)[0m [277]	train-mlogloss:0.64291	validation-mlogloss:0.58832
[36m(train_xgb_ray_tune pid=1476142)[0m [406]	train-mlogloss:0.76417	validation-mlogloss:0.72347
[36m(train_xgb_ray_tune pid=1476142)[0m [407]	train-mlogloss:0.76407	validation-mlogloss:0.72337
[36m(train_xgb_ray_tune pid=1476162)[0m [361]	train-mlogloss:0.68361	validation-mlogloss:0.62664
[36m(train_xgb_ray_tune pid=1476171)[0m [320]	train-mlogloss:1.07619	validation-mlogloss:1.05905
[36m(train_xgb_ray_tune pid=1476144)[0m [329]	train-mlogloss:0.69028	validation-mlogloss:0.63429
[36m(train_xgb_ray_tune pid=1476156)[0m [413]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476150)[0m [355]	train-mlogloss:0.64369	validation-mlogloss:0.58541
[36m(train_xgb_ray_tune pid=1476150)[0m [356]	train-mlogloss:0.64361	validation-mlogloss:0.58530
[36m(train_xgb_ray_tune pid=1476165)[0m [368]	train-mlogloss:0.76330	validation-mlogloss:0.72569
[36m(train_xgb_ray_tune pid=1476158)[0m [367]	train-mlogloss:1.30852	validation-mlogloss:1.30286
[36m(train_xgb_ray_tune pid=1476168)[0m [405]	train-mlogloss:0.90234	validation-mlogloss:0.87571
[36m(train_xgb_ray_tune pid=1476166)[0m [376]	train-mlogloss:0.65714	validation-mlogloss:0.60713
[36m(train_xgb_ray_tune pid=1476167)[0m [320]	train-mlogloss:0.70490	validation-mlogloss:0.65542
[36m(train_xgb_ray_tune pid=1476169)[0m [278]	train-mlogloss:0.64246	validation-mlogloss:0.58782
[36m(train_xgb_ray_tune pid=1476142)[0m [408]	train-mlogloss:0.76407	validation-mlogloss:0.72337
[36m(train_xgb_ray_tune pid=1476160)[0m [287]	train-mlogloss:0.71413	validation-mlogloss:0.66815
[36m(train_xgb_ray_tune pid=1476162)[0m [362]	train-mlogloss:0.68337	validation-mlogloss:0.62636
[36m(train_xgb_ray_tune pid=1476171)[0m [321]	train-mlogloss:1.07569	validation-mlogloss:1.05851
[36m(train_xgb_ray_tune pid=1476144)[0m [330]	train-mlogloss:0.68990	validation-mlogloss:0.63382
[36m(train_xgb_ray_tune pid=1476156)[0m [414]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476143)[0m [252]	train-mlogloss:0.68294	validation-mlogloss:0.64242
[36m(train_xgb_ray_tune pid=1476150)[0m [357]	train-mlogloss:0.64353	validation-mlogloss:0.58523
[36m(train_xgb_ray_tune pid=1476165)[0m [369]	train-mlogloss:0.76275	validation-mlogloss:0.72504
[36m(train_xgb_ray_tune pid=1476158)[0m [368]	train-mlogloss:1.30834	validation-mlogloss:1.30266
[36m(train_xgb_ray_tune pid=1476170)[0m [270]	train-mlogloss:0.71095	validation-mlogloss:0.66127
[36m(train_xgb_ray_tune pid=1476168)[0m [406]	train-mlogloss:0.90234	validation-mlogloss:0.87571
[36m(train_xgb_ray_tune pid=1476168)[0m [407]	train-mlogloss:0.90234	validation-mlogloss:0.87571
[36m(train_xgb_ray_tune pid=1476166)[0m [377]	train-mlogloss:0.65714	validation-mlogloss:0.60713
[36m(train_xgb_ray_tune pid=1476167)[0m [321]	train-mlogloss:0.70443	validation-mlogloss:0.65484
[36m(train_xgb_ray_tune pid=1476167)[0m [322]	train-mlogloss:0.70404	validation-mlogloss:0.65440
[36m(train_xgb_ray_tune pid=1476142)[0m [409]	train-mlogloss:0.76396	validation-mlogloss:0.72327
[36m(train_xgb_ray_tune pid=1476160)[0m [288]	train-mlogloss:0.71378	validation-mlogloss:0.66774
[36m(train_xgb_ray_tune pid=1476143)[0m [253]	train-mlogloss:0.68217	validation-mlogloss:0.64150
[36m(train_xgb_ray_tune pid=1476150)[0m [358]	train-mlogloss:0.64339	validation-mlogloss:0.58504
[36m(train_xgb_ray_tune pid=1476170)[0m [271]	train-mlogloss:0.71033	validation-mlogloss:0.66055
[36m(train_xgb_ray_tune pid=1476168)[0m [408]	train-mlogloss:0.90218	validation-mlogloss:0.87551
[36m(train_xgb_ray_tune pid=1476166)[0m [378]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476166)[0m [379]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476167)[0m [323]	train-mlogloss:0.70364	validation-mlogloss:0.65395
[36m(train_xgb_ray_tune pid=1476169)[0m [279]	train-mlogloss:0.64211	validation-mlogloss:0.58747
[36m(train_xgb_ray_tune pid=1476142)[0m [410]	train-mlogloss:0.76396	validation-mlogloss:0.72327
[36m(train_xgb_ray_tune pid=1476162)[0m [363]	train-mlogloss:0.68308	validation-mlogloss:0.62603
[36m(train_xgb_ray_tune pid=1476171)[0m [322]	train-mlogloss:1.07522	validation-mlogloss:1.05801
[36m(train_xgb_ray_tune pid=1476144)[0m [331]	train-mlogloss:0.68959	validation-mlogloss:0.63347
[36m(train_xgb_ray_tune pid=1476156)[0m [415]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476150)[0m [359]	train-mlogloss:0.64330	validation-mlogloss:0.58496
[36m(train_xgb_ray_tune pid=1476165)[0m [370]	train-mlogloss:0.76225	validation-mlogloss:0.72445
[36m(train_xgb_ray_tune pid=1476158)[0m [369]	train-mlogloss:1.30818	validation-mlogloss:1.30249
[36m(train_xgb_ray_tune pid=1476168)[0m [409]	train-mlogloss:0.90218	validation-mlogloss:0.87551
[36m(train_xgb_ray_tune pid=1476166)[0m [380]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476167)[0m [324]	train-mlogloss:0.70316	validation-mlogloss:0.65331
[36m(train_xgb_ray_tune pid=1476169)[0m [280]	train-mlogloss:0.64184	validation-mlogloss:0.58718
[36m(train_xgb_ray_tune pid=1476142)[0m [411]	train-mlogloss:0.76375	validation-mlogloss:0.72303
[36m(train_xgb_ray_tune pid=1476160)[0m [289]	train-mlogloss:0.71334	validation-mlogloss:0.66730
[36m(train_xgb_ray_tune pid=1476162)[0m [364]	train-mlogloss:0.68275	validation-mlogloss:0.62566
[36m(train_xgb_ray_tune pid=1476171)[0m [323]	train-mlogloss:1.07474	validation-mlogloss:1.05752
[36m(train_xgb_ray_tune pid=1476144)[0m [332]	train-mlogloss:0.68930	validation-mlogloss:0.63315
[36m(train_xgb_ray_tune pid=1476156)[0m [416]	train-mlogloss:1.03972	validation-mlogloss:1.02073
[36m(train_xgb_ray_tune pid=1476143)[0m [254]	train-mlogloss:0.68144	validation-mlogloss:0.64064
[36m(train_xgb_ray_tune pid=1476150)[0m [360]	train-mlogloss:0.64323	validation-mlogloss:0.58490
[36m(train_xgb_ray_tune pid=1476150)[0m [361]	train-mlogloss:0.64315	validation-mlogloss:0.58483
[36m(train_xgb_ray_tune pid=1476165)[0m [371]	train-mlogloss:0.76174	validation-mlogloss:0.72385
[36m(train_xgb_ray_tune pid=1476158)[0m [370]	train-mlogloss:1.30802	validation-mlogloss:1.30232
[36m(train_xgb_ray_tune pid=1476158)[0m [371]	train-mlogloss:1.30793	validation-mlogloss:1.30222
[36m(train_xgb_ray_tune pid=1476170)[0m [272]	train-mlogloss:0.70977	validation-mlogloss:0.65996
[36m(train_xgb_ray_tune pid=1476168)[0m [410]	train-mlogloss:0.90218	validation-mlogloss:0.87551
[36m(train_xgb_ray_tune pid=1476168)[0m [411]	train-mlogloss:0.90218	validation-mlogloss:0.87551
[36m(train_xgb_ray_tune pid=1476168)[0m [412]	train-mlogloss:0.90218	validation-mlogloss:0.87551
[36m(train_xgb_ray_tune pid=1476168)[0m [413]	train-mlogloss:0.90218	validation-mlogloss:0.87551
[36m(train_xgb_ray_tune pid=1476166)[0m [381]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476166)[0m [382]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476166)[0m [383]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476167)[0m [325]	train-mlogloss:0.70271	validation-mlogloss:0.65275
[36m(train_xgb_ray_tune pid=1476167)[0m [326]	train-mlogloss:0.70230	validation-mlogloss:0.65226
[36m(train_xgb_ray_tune pid=1476169)[0m [281]	train-mlogloss:0.64152	validation-mlogloss:0.58672
[36m(train_xgb_ray_tune pid=1476142)[0m [412]	train-mlogloss:0.76364	validation-mlogloss:0.72292
[36m(train_xgb_ray_tune pid=1476142)[0m [413]	train-mlogloss:0.76364	validation-mlogloss:0.72292
[36m(train_xgb_ray_tune pid=1476160)[0m [290]	train-mlogloss:0.71295	validation-mlogloss:0.66683
[36m(train_xgb_ray_tune pid=1476160)[0m [291]	train-mlogloss:0.71258	validation-mlogloss:0.66640
[36m(train_xgb_ray_tune pid=1476162)[0m [365]	train-mlogloss:0.68252	validation-mlogloss:0.62538
[36m(train_xgb_ray_tune pid=1476162)[0m [366]	train-mlogloss:0.68228	validation-mlogloss:0.62505
[36m(train_xgb_ray_tune pid=1476171)[0m [324]	train-mlogloss:1.07428	validation-mlogloss:1.05706
[36m(train_xgb_ray_tune pid=1476144)[0m [333]	train-mlogloss:0.68892	validation-mlogloss:0.63269
[36m(train_xgb_ray_tune pid=1476144)[0m [334]	train-mlogloss:0.68856	validation-mlogloss:0.63225
[36m(train_xgb_ray_tune pid=1476156)[0m [417]	train-mlogloss:1.03930	validation-mlogloss:1.02031
[36m(train_xgb_ray_tune pid=1476156)[0m [418]	train-mlogloss:1.03930	validation-mlogloss:1.02031
[36m(train_xgb_ray_tune pid=1476143)[0m [255]	train-mlogloss:0.68059	validation-mlogloss:0.63966
[36m(train_xgb_ray_tune pid=1476150)[0m [362]	train-mlogloss:0.64308	validation-mlogloss:0.58472
[36m(train_xgb_ray_tune pid=1476150)[0m [363]	train-mlogloss:0.64300	validation-mlogloss:0.58465
[36m(train_xgb_ray_tune pid=1476150)[0m [364]	train-mlogloss:0.64276	validation-mlogloss:0.58443
[36m(train_xgb_ray_tune pid=1476165)[0m [372]	train-mlogloss:0.76114	validation-mlogloss:0.72314
[36m(train_xgb_ray_tune pid=1476158)[0m [372]	train-mlogloss:1.30793	validation-mlogloss:1.30222
[36m(train_xgb_ray_tune pid=1476170)[0m [273]	train-mlogloss:0.70940	validation-mlogloss:0.65953
[36m(train_xgb_ray_tune pid=1476168)[0m [414]	train-mlogloss:0.90218	validation-mlogloss:0.87551
[36m(train_xgb_ray_tune pid=1476168)[0m [415]	train-mlogloss:0.90218	validation-mlogloss:0.87551
[36m(train_xgb_ray_tune pid=1476166)[0m [384]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476166)[0m [385]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476167)[0m [327]	train-mlogloss:0.70186	validation-mlogloss:0.65171
[36m(train_xgb_ray_tune pid=1476169)[0m [282]	train-mlogloss:0.64114	validation-mlogloss:0.58635
[36m(train_xgb_ray_tune pid=1476142)[0m [414]	train-mlogloss:0.76345	validation-mlogloss:0.72270
[36m(train_xgb_ray_tune pid=1476142)[0m [415]	train-mlogloss:0.76323	validation-mlogloss:0.72244
[36m(train_xgb_ray_tune pid=1476160)[0m [292]	train-mlogloss:0.71221	validation-mlogloss:0.66596
[36m(train_xgb_ray_tune pid=1476162)[0m [367]	train-mlogloss:0.68199	validation-mlogloss:0.62473
[36m(train_xgb_ray_tune pid=1476171)[0m [325]	train-mlogloss:1.07378	validation-mlogloss:1.05652
[36m(train_xgb_ray_tune pid=1476171)[0m [326]	train-mlogloss:1.07332	validation-mlogloss:1.05604
[36m(train_xgb_ray_tune pid=1476144)[0m [335]	train-mlogloss:0.68817	validation-mlogloss:0.63182
[36m(train_xgb_ray_tune pid=1476156)[0m [419]	train-mlogloss:1.03930	validation-mlogloss:1.02031
[36m(train_xgb_ray_tune pid=1476143)[0m [256]	train-mlogloss:0.67977	validation-mlogloss:0.63881
[36m(train_xgb_ray_tune pid=1476150)[0m [365]	train-mlogloss:0.64257	validation-mlogloss:0.58421
[36m(train_xgb_ray_tune pid=1476165)[0m [373]	train-mlogloss:0.76063	validation-mlogloss:0.72253
[36m(train_xgb_ray_tune pid=1476158)[0m [373]	train-mlogloss:1.30777	validation-mlogloss:1.30205
[36m(train_xgb_ray_tune pid=1476170)[0m [274]	train-mlogloss:0.70881	validation-mlogloss:0.65887
[36m(train_xgb_ray_tune pid=1476168)[0m [416]	train-mlogloss:0.90218	validation-mlogloss:0.87551
[36m(train_xgb_ray_tune pid=1476166)[0m [386]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476167)[0m [328]	train-mlogloss:0.70151	validation-mlogloss:0.65132
[36m(train_xgb_ray_tune pid=1476169)[0m [283]	train-mlogloss:0.64076	validation-mlogloss:0.58587
[36m(train_xgb_ray_tune pid=1476142)[0m [416]	train-mlogloss:0.76323	validation-mlogloss:0.72244
[36m(train_xgb_ray_tune pid=1476142)[0m [417]	train-mlogloss:0.76323	validation-mlogloss:0.72244
[36m(train_xgb_ray_tune pid=1476160)[0m [293]	train-mlogloss:0.71182	validation-mlogloss:0.66544
[36m(train_xgb_ray_tune pid=1476162)[0m [368]	train-mlogloss:0.68171	validation-mlogloss:0.62440
[36m(train_xgb_ray_tune pid=1476144)[0m [336]	train-mlogloss:0.68796	validation-mlogloss:0.63158
[36m(train_xgb_ray_tune pid=1476156)[0m [420]	train-mlogloss:1.03930	validation-mlogloss:1.02031
[36m(train_xgb_ray_tune pid=1476156)[0m [421]	train-mlogloss:1.03930	validation-mlogloss:1.02031
[36m(train_xgb_ray_tune pid=1476150)[0m [366]	train-mlogloss:0.64243	validation-mlogloss:0.58402
[36m(train_xgb_ray_tune pid=1476150)[0m [367]	train-mlogloss:0.64230	validation-mlogloss:0.58384
[36m(train_xgb_ray_tune pid=1476165)[0m [374]	train-mlogloss:0.76012	validation-mlogloss:0.72193
[36m(train_xgb_ray_tune pid=1476158)[0m [374]	train-mlogloss:1.30768	validation-mlogloss:1.30196
[36m(train_xgb_ray_tune pid=1476170)[0m [275]	train-mlogloss:0.70826	validation-mlogloss:0.65818
[36m(train_xgb_ray_tune pid=1476168)[0m [417]	train-mlogloss:0.90202	validation-mlogloss:0.87535
[36m(train_xgb_ray_tune pid=1476168)[0m [418]	train-mlogloss:0.90202	validation-mlogloss:0.87535
[36m(train_xgb_ray_tune pid=1476166)[0m [387]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476166)[0m [388]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476166)[0m [389]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476169)[0m [284]	train-mlogloss:0.64049	validation-mlogloss:0.58555
[36m(train_xgb_ray_tune pid=1476142)[0m [418]	train-mlogloss:0.76323	validation-mlogloss:0.72244
[36m(train_xgb_ray_tune pid=1476142)[0m [419]	train-mlogloss:0.76312	validation-mlogloss:0.72231
[36m(train_xgb_ray_tune pid=1476160)[0m [294]	train-mlogloss:0.71127	validation-mlogloss:0.66473
[36m(train_xgb_ray_tune pid=1476162)[0m [369]	train-mlogloss:0.68154	validation-mlogloss:0.62421
[36m(train_xgb_ray_tune pid=1476171)[0m [327]	train-mlogloss:1.07282	validation-mlogloss:1.05553
[36m(train_xgb_ray_tune pid=1476171)[0m [328]	train-mlogloss:1.07239	validation-mlogloss:1.05507
[36m(train_xgb_ray_tune pid=1476144)[0m [337]	train-mlogloss:0.68759	validation-mlogloss:0.63118
[36m(train_xgb_ray_tune pid=1476156)[0m [422]	train-mlogloss:1.03930	validation-mlogloss:1.02031
[36m(train_xgb_ray_tune pid=1476143)[0m [257]	train-mlogloss:0.67901	validation-mlogloss:0.63788
[36m(train_xgb_ray_tune pid=1476150)[0m [368]	train-mlogloss:0.64223	validation-mlogloss:0.58378
[36m(train_xgb_ray_tune pid=1476150)[0m [369]	train-mlogloss:0.64200	validation-mlogloss:0.58349
[36m(train_xgb_ray_tune pid=1476165)[0m [375]	train-mlogloss:0.75949	validation-mlogloss:0.72125
[36m(train_xgb_ray_tune pid=1476158)[0m [375]	train-mlogloss:1.30759	validation-mlogloss:1.30185
[36m(train_xgb_ray_tune pid=1476158)[0m [376]	train-mlogloss:1.30741	validation-mlogloss:1.30167
[36m(train_xgb_ray_tune pid=1476170)[0m [276]	train-mlogloss:0.70772	validation-mlogloss:0.65753
[36m(train_xgb_ray_tune pid=1476168)[0m [419]	train-mlogloss:0.90202	validation-mlogloss:0.87535
[36m(train_xgb_ray_tune pid=1476168)[0m [420]	train-mlogloss:0.90202	validation-mlogloss:0.87535
[36m(train_xgb_ray_tune pid=1476166)[0m [390]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476166)[0m [391]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476167)[0m [329]	train-mlogloss:0.70116	validation-mlogloss:0.65096
[36m(train_xgb_ray_tune pid=1476169)[0m [285]	train-mlogloss:0.64016	validation-mlogloss:0.58515
[36m(train_xgb_ray_tune pid=1476142)[0m [420]	train-mlogloss:0.76312	validation-mlogloss:0.72231
[36m(train_xgb_ray_tune pid=1476162)[0m [370]	train-mlogloss:0.68127	validation-mlogloss:0.62389
[36m(train_xgb_ray_tune pid=1476144)[0m [338]	train-mlogloss:0.68726	validation-mlogloss:0.63079
[36m(train_xgb_ray_tune pid=1476156)[0m [423]	train-mlogloss:1.03909	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476143)[0m [258]	train-mlogloss:0.67828	validation-mlogloss:0.63707
[36m(train_xgb_ray_tune pid=1476150)[0m [370]	train-mlogloss:0.64187	validation-mlogloss:0.58330
[36m(train_xgb_ray_tune pid=1476165)[0m [376]	train-mlogloss:0.75902	validation-mlogloss:0.72072
[36m(train_xgb_ray_tune pid=1476158)[0m [377]	train-mlogloss:1.30724	validation-mlogloss:1.30148
[36m(train_xgb_ray_tune pid=1476170)[0m [277]	train-mlogloss:0.70728	validation-mlogloss:0.65700
[36m(train_xgb_ray_tune pid=1476168)[0m [421]	train-mlogloss:0.90177	validation-mlogloss:0.87505
[36m(train_xgb_ray_tune pid=1476166)[0m [392]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476166)[0m [393]	train-mlogloss:0.65697	validation-mlogloss:0.60692
[36m(train_xgb_ray_tune pid=1476167)[0m [330]	train-mlogloss:0.70073	validation-mlogloss:0.65052
[36m(train_xgb_ray_tune pid=1476169)[0m [286]	train-mlogloss:0.63988	validation-mlogloss:0.58487
[36m(train_xgb_ray_tune pid=1476142)[0m [421]	train-mlogloss:0.76312	validation-mlogloss:0.72231
[36m(train_xgb_ray_tune pid=1476142)[0m [422]	train-mlogloss:0.76312	validation-mlogloss:0.72231
[36m(train_xgb_ray_tune pid=1476160)[0m [295]	train-mlogloss:0.71073	validation-mlogloss:0.66403
[36m(train_xgb_ray_tune pid=1476162)[0m [371]	train-mlogloss:0.68096	validation-mlogloss:0.62351
[36m(train_xgb_ray_tune pid=1476171)[0m [329]	train-mlogloss:1.07192	validation-mlogloss:1.05459
[36m(train_xgb_ray_tune pid=1476171)[0m [330]	train-mlogloss:1.07143	validation-mlogloss:1.05407
[36m(train_xgb_ray_tune pid=1476144)[0m [339]	train-mlogloss:0.68696	validation-mlogloss:0.63047
[36m(train_xgb_ray_tune pid=1476156)[0m [424]	train-mlogloss:1.03909	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476143)[0m [259]	train-mlogloss:0.67759	validation-mlogloss:0.63622
[36m(train_xgb_ray_tune pid=1476150)[0m [371]	train-mlogloss:0.64162	validation-mlogloss:0.58307
[36m(train_xgb_ray_tune pid=1476150)[0m [372]	train-mlogloss:0.64150	validation-mlogloss:0.58292
[36m(train_xgb_ray_tune pid=1476158)[0m [378]	train-mlogloss:1.30724	validation-mlogloss:1.30148
[36m(train_xgb_ray_tune pid=1476168)[0m [422]	train-mlogloss:0.90177	validation-mlogloss:0.87505
[36m(train_xgb_ray_tune pid=1476168)[0m [423]	train-mlogloss:0.90177	validation-mlogloss:0.87505
[36m(train_xgb_ray_tune pid=1476166)[0m [394]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476166)[0m [395]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476169)[0m [287]	train-mlogloss:0.63957	validation-mlogloss:0.58457
[36m(train_xgb_ray_tune pid=1476142)[0m [423]	train-mlogloss:0.76312	validation-mlogloss:0.72231
[36m(train_xgb_ray_tune pid=1476160)[0m [296]	train-mlogloss:0.71032	validation-mlogloss:0.66356
[36m(train_xgb_ray_tune pid=1476162)[0m [372]	train-mlogloss:0.68064	validation-mlogloss:0.62311
[36m(train_xgb_ray_tune pid=1476171)[0m [331]	train-mlogloss:1.07100	validation-mlogloss:1.05361
[36m(train_xgb_ray_tune pid=1476144)[0m [340]	train-mlogloss:0.68670	validation-mlogloss:0.63014
[36m(train_xgb_ray_tune pid=1476156)[0m [425]	train-mlogloss:1.03909	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476150)[0m [373]	train-mlogloss:0.64142	validation-mlogloss:0.58281
[36m(train_xgb_ray_tune pid=1476165)[0m [377]	train-mlogloss:0.75847	validation-mlogloss:0.72009
[36m(train_xgb_ray_tune pid=1476158)[0m [379]	train-mlogloss:1.30706	validation-mlogloss:1.30129
[36m(train_xgb_ray_tune pid=1476170)[0m [278]	train-mlogloss:0.70681	validation-mlogloss:0.65644
[36m(train_xgb_ray_tune pid=1476168)[0m [424]	train-mlogloss:0.90177	validation-mlogloss:0.87505
[36m(train_xgb_ray_tune pid=1476168)[0m [425]	train-mlogloss:0.90177	validation-mlogloss:0.87505
[36m(train_xgb_ray_tune pid=1476166)[0m [396]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476166)[0m [397]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476167)[0m [331]	train-mlogloss:0.70028	validation-mlogloss:0.64998
[36m(train_xgb_ray_tune pid=1476169)[0m [288]	train-mlogloss:0.63928	validation-mlogloss:0.58424
[36m(train_xgb_ray_tune pid=1476142)[0m [424]	train-mlogloss:0.76312	validation-mlogloss:0.72231
[36m(train_xgb_ray_tune pid=1476142)[0m [425]	train-mlogloss:0.76312	validation-mlogloss:0.72231
[36m(train_xgb_ray_tune pid=1476160)[0m [297]	train-mlogloss:0.70996	validation-mlogloss:0.66305
[36m(train_xgb_ray_tune pid=1476162)[0m [373]	train-mlogloss:0.68037	validation-mlogloss:0.62285
[36m(train_xgb_ray_tune pid=1476144)[0m [341]	train-mlogloss:0.68641	validation-mlogloss:0.62980
[36m(train_xgb_ray_tune pid=1476156)[0m [426]	train-mlogloss:1.03909	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476143)[0m [260]	train-mlogloss:0.67683	validation-mlogloss:0.63536
[36m(train_xgb_ray_tune pid=1476150)[0m [374]	train-mlogloss:0.64135	validation-mlogloss:0.58274
[36m(train_xgb_ray_tune pid=1476165)[0m [378]	train-mlogloss:0.75800	validation-mlogloss:0.71954
[36m(train_xgb_ray_tune pid=1476158)[0m [380]	train-mlogloss:1.30706	validation-mlogloss:1.30129
[36m(train_xgb_ray_tune pid=1476170)[0m [279]	train-mlogloss:0.70633	validation-mlogloss:0.65586
[36m(train_xgb_ray_tune pid=1476168)[0m [426]	train-mlogloss:0.90177	validation-mlogloss:0.87505
[36m(train_xgb_ray_tune pid=1476168)[0m [427]	train-mlogloss:0.90145	validation-mlogloss:0.87473
[36m(train_xgb_ray_tune pid=1476166)[0m [398]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476167)[0m [332]	train-mlogloss:0.69990	validation-mlogloss:0.64952
[36m(train_xgb_ray_tune pid=1476169)[0m [289]	train-mlogloss:0.63898	validation-mlogloss:0.58396
[36m(train_xgb_ray_tune pid=1476142)[0m [426]	train-mlogloss:0.76312	validation-mlogloss:0.72231
[36m(train_xgb_ray_tune pid=1476160)[0m [298]	train-mlogloss:0.70951	validation-mlogloss:0.66248
[36m(train_xgb_ray_tune pid=1476162)[0m [374]	train-mlogloss:0.67999	validation-mlogloss:0.62241
[36m(train_xgb_ray_tune pid=1476171)[0m [332]	train-mlogloss:1.07055	validation-mlogloss:1.05314
[36m(train_xgb_ray_tune pid=1476156)[0m [427]	train-mlogloss:1.03909	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476143)[0m [261]	train-mlogloss:0.67604	validation-mlogloss:0.63446
[36m(train_xgb_ray_tune pid=1476150)[0m [375]	train-mlogloss:0.64127	validation-mlogloss:0.58268
[36m(train_xgb_ray_tune pid=1476150)[0m [376]	train-mlogloss:0.64120	validation-mlogloss:0.58262
[36m(train_xgb_ray_tune pid=1476165)[0m [379]	train-mlogloss:0.75741	validation-mlogloss:0.71883
[36m(train_xgb_ray_tune pid=1476158)[0m [381]	train-mlogloss:1.30690	validation-mlogloss:1.30112
[36m(train_xgb_ray_tune pid=1476170)[0m [280]	train-mlogloss:0.70581	validation-mlogloss:0.65530
[36m(train_xgb_ray_tune pid=1476168)[0m [428]	train-mlogloss:0.90145	validation-mlogloss:0.87473
[36m(train_xgb_ray_tune pid=1476166)[0m [399]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476166)[0m [400]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476167)[0m [333]	train-mlogloss:0.69957	validation-mlogloss:0.64913
[36m(train_xgb_ray_tune pid=1476169)[0m [290]	train-mlogloss:0.63874	validation-mlogloss:0.58373
[36m(train_xgb_ray_tune pid=1476142)[0m [427]	train-mlogloss:0.76302	validation-mlogloss:0.72217
[36m(train_xgb_ray_tune pid=1476160)[0m [299]	train-mlogloss:0.70903	validation-mlogloss:0.66188
[36m(train_xgb_ray_tune pid=1476171)[0m [333]	train-mlogloss:1.07010	validation-mlogloss:1.05267
[36m(train_xgb_ray_tune pid=1476144)[0m [342]	train-mlogloss:0.68607	validation-mlogloss:0.62938
[36m(train_xgb_ray_tune pid=1476156)[0m [428]	train-mlogloss:1.03909	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476156)[0m [429]	train-mlogloss:1.03909	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476150)[0m [377]	train-mlogloss:0.64113	validation-mlogloss:0.58253
[36m(train_xgb_ray_tune pid=1476158)[0m [382]	train-mlogloss:1.30690	validation-mlogloss:1.30112
[36m(train_xgb_ray_tune pid=1476168)[0m [429]	train-mlogloss:0.90145	validation-mlogloss:0.87473
[36m(train_xgb_ray_tune pid=1476168)[0m [430]	train-mlogloss:0.90145	validation-mlogloss:0.87473
[36m(train_xgb_ray_tune pid=1476166)[0m [401]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476166)[0m [402]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476167)[0m [334]	train-mlogloss:0.69912	validation-mlogloss:0.64861
[36m(train_xgb_ray_tune pid=1476142)[0m [428]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476162)[0m [375]	train-mlogloss:0.67974	validation-mlogloss:0.62209
[36m(train_xgb_ray_tune pid=1476171)[0m [334]	train-mlogloss:1.06965	validation-mlogloss:1.05222
[36m(train_xgb_ray_tune pid=1476144)[0m [343]	train-mlogloss:0.68571	validation-mlogloss:0.62894
[36m(train_xgb_ray_tune pid=1476143)[0m [262]	train-mlogloss:0.67530	validation-mlogloss:0.63360
[36m(train_xgb_ray_tune pid=1476150)[0m [378]	train-mlogloss:0.64106	validation-mlogloss:0.58242
[36m(train_xgb_ray_tune pid=1476165)[0m [380]	train-mlogloss:0.75692	validation-mlogloss:0.71829
[36m(train_xgb_ray_tune pid=1476170)[0m [281]	train-mlogloss:0.70540	validation-mlogloss:0.65483
[36m(train_xgb_ray_tune pid=1476168)[0m [431]	train-mlogloss:0.90129	validation-mlogloss:0.87456
[36m(train_xgb_ray_tune pid=1476166)[0m [403]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476167)[0m [335]	train-mlogloss:0.69869	validation-mlogloss:0.64811
[36m(train_xgb_ray_tune pid=1476169)[0m [291]	train-mlogloss:0.63843	validation-mlogloss:0.58343
[36m(train_xgb_ray_tune pid=1476142)[0m [429]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476142)[0m [430]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [300]	train-mlogloss:0.70862	validation-mlogloss:0.66142
[36m(train_xgb_ray_tune pid=1476162)[0m [376]	train-mlogloss:0.67947	validation-mlogloss:0.62178
[36m(train_xgb_ray_tune pid=1476171)[0m [335]	train-mlogloss:1.06922	validation-mlogloss:1.05179
[36m(train_xgb_ray_tune pid=1476144)[0m [344]	train-mlogloss:0.68540	validation-mlogloss:0.62856
[36m(train_xgb_ray_tune pid=1476156)[0m [430]	train-mlogloss:1.03909	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476150)[0m [379]	train-mlogloss:0.64098	validation-mlogloss:0.58236
[36m(train_xgb_ray_tune pid=1476165)[0m [381]	train-mlogloss:0.75642	validation-mlogloss:0.71772
[36m(train_xgb_ray_tune pid=1476158)[0m [383]	train-mlogloss:1.30681	validation-mlogloss:1.30101
[36m(train_xgb_ray_tune pid=1476170)[0m [282]	train-mlogloss:0.70487	validation-mlogloss:0.65420
[36m(train_xgb_ray_tune pid=1476168)[0m [432]	train-mlogloss:0.90129	validation-mlogloss:0.87456
[36m(train_xgb_ray_tune pid=1476166)[0m [404]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476166)[0m [405]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476167)[0m [336]	train-mlogloss:0.69834	validation-mlogloss:0.64770
[36m(train_xgb_ray_tune pid=1476169)[0m [292]	train-mlogloss:0.63813	validation-mlogloss:0.58305
[36m(train_xgb_ray_tune pid=1476142)[0m [431]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [301]	train-mlogloss:0.70818	validation-mlogloss:0.66093
[36m(train_xgb_ray_tune pid=1476162)[0m [377]	train-mlogloss:0.67914	validation-mlogloss:0.62142
[36m(train_xgb_ray_tune pid=1476171)[0m [336]	train-mlogloss:1.06877	validation-mlogloss:1.05133
[36m(train_xgb_ray_tune pid=1476144)[0m [345]	train-mlogloss:0.68515	validation-mlogloss:0.62827
[36m(train_xgb_ray_tune pid=1476156)[0m [431]	train-mlogloss:1.03909	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476143)[0m [263]	train-mlogloss:0.67454	validation-mlogloss:0.63276
[36m(train_xgb_ray_tune pid=1476150)[0m [380]	train-mlogloss:0.64078	validation-mlogloss:0.58212
[36m(train_xgb_ray_tune pid=1476150)[0m [381]	train-mlogloss:0.64070	validation-mlogloss:0.58206
[36m(train_xgb_ray_tune pid=1476165)[0m [382]	train-mlogloss:0.75589	validation-mlogloss:0.71709
[36m(train_xgb_ray_tune pid=1476158)[0m [384]	train-mlogloss:1.30665	validation-mlogloss:1.30085
[36m(train_xgb_ray_tune pid=1476170)[0m [283]	train-mlogloss:0.70446	validation-mlogloss:0.65367
[36m(train_xgb_ray_tune pid=1476168)[0m [433]	train-mlogloss:0.90129	validation-mlogloss:0.87456
[36m(train_xgb_ray_tune pid=1476168)[0m [434]	train-mlogloss:0.90112	validation-mlogloss:0.87439
[36m(train_xgb_ray_tune pid=1476166)[0m [406]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476167)[0m [337]	train-mlogloss:0.69791	validation-mlogloss:0.64727
[36m(train_xgb_ray_tune pid=1476169)[0m [293]	train-mlogloss:0.63783	validation-mlogloss:0.58267
[36m(train_xgb_ray_tune pid=1476142)[0m [432]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476142)[0m [433]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [302]	train-mlogloss:0.70789	validation-mlogloss:0.66062
[36m(train_xgb_ray_tune pid=1476162)[0m [378]	train-mlogloss:0.67887	validation-mlogloss:0.62115
[36m(train_xgb_ray_tune pid=1476144)[0m [346]	train-mlogloss:0.68481	validation-mlogloss:0.62788
[36m(train_xgb_ray_tune pid=1476156)[0m [432]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [264]	train-mlogloss:0.67387	validation-mlogloss:0.63198
[36m(train_xgb_ray_tune pid=1476150)[0m [382]	train-mlogloss:0.64059	validation-mlogloss:0.58198
[36m(train_xgb_ray_tune pid=1476165)[0m [383]	train-mlogloss:0.75539	validation-mlogloss:0.71650
[36m(train_xgb_ray_tune pid=1476158)[0m [385]	train-mlogloss:1.30665	validation-mlogloss:1.30085
[36m(train_xgb_ray_tune pid=1476158)[0m [386]	train-mlogloss:1.30665	validation-mlogloss:1.30085
[36m(train_xgb_ray_tune pid=1476170)[0m [284]	train-mlogloss:0.70417	validation-mlogloss:0.65335
[36m(train_xgb_ray_tune pid=1476168)[0m [435]	train-mlogloss:0.90096	validation-mlogloss:0.87419
[36m(train_xgb_ray_tune pid=1476168)[0m [436]	train-mlogloss:0.90080	validation-mlogloss:0.87403
[36m(train_xgb_ray_tune pid=1476166)[0m [407]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476166)[0m [408]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476167)[0m [338]	train-mlogloss:0.69748	validation-mlogloss:0.64674
[36m(train_xgb_ray_tune pid=1476169)[0m [294]	train-mlogloss:0.63753	validation-mlogloss:0.58231
[36m(train_xgb_ray_tune pid=1476142)[0m [434]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476142)[0m [435]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [303]	train-mlogloss:0.70726	validation-mlogloss:0.65987
[36m(train_xgb_ray_tune pid=1476162)[0m [379]	train-mlogloss:0.67860	validation-mlogloss:0.62088
[36m(train_xgb_ray_tune pid=1476171)[0m [337]	train-mlogloss:1.06832	validation-mlogloss:1.05086
[36m(train_xgb_ray_tune pid=1476171)[0m [338]	train-mlogloss:1.06787	validation-mlogloss:1.05038
[36m(train_xgb_ray_tune pid=1476144)[0m [347]	train-mlogloss:0.68457	validation-mlogloss:0.62757
[36m(train_xgb_ray_tune pid=1476156)[0m [433]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476156)[0m [434]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [265]	train-mlogloss:0.67320	validation-mlogloss:0.63124
[36m(train_xgb_ray_tune pid=1476150)[0m [383]	train-mlogloss:0.64052	validation-mlogloss:0.58193
[36m(train_xgb_ray_tune pid=1476150)[0m [384]	train-mlogloss:0.64029	validation-mlogloss:0.58170
[36m(train_xgb_ray_tune pid=1476150)[0m [385]	train-mlogloss:0.64029	validation-mlogloss:0.58170
[36m(train_xgb_ray_tune pid=1476165)[0m [384]	train-mlogloss:0.75493	validation-mlogloss:0.71595
[36m(train_xgb_ray_tune pid=1476158)[0m [387]	train-mlogloss:1.30647	validation-mlogloss:1.30066
[36m(train_xgb_ray_tune pid=1476170)[0m [285]	train-mlogloss:0.70367	validation-mlogloss:0.65280
[36m(train_xgb_ray_tune pid=1476168)[0m [437]	train-mlogloss:0.90055	validation-mlogloss:0.87377
[36m(train_xgb_ray_tune pid=1476168)[0m [438]	train-mlogloss:0.90055	validation-mlogloss:0.87377
[36m(train_xgb_ray_tune pid=1476166)[0m [409]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476166)[0m [410]	train-mlogloss:0.65688	validation-mlogloss:0.60683
[36m(train_xgb_ray_tune pid=1476167)[0m [339]	train-mlogloss:0.69715	validation-mlogloss:0.64639
[36m(train_xgb_ray_tune pid=1476167)[0m [340]	train-mlogloss:0.69678	validation-mlogloss:0.64591
[36m(train_xgb_ray_tune pid=1476169)[0m [295]	train-mlogloss:0.63729	validation-mlogloss:0.58200
[36m(train_xgb_ray_tune pid=1476142)[0m [436]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476142)[0m [437]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [304]	train-mlogloss:0.70697	validation-mlogloss:0.65956
[36m(train_xgb_ray_tune pid=1476162)[0m [380]	train-mlogloss:0.67836	validation-mlogloss:0.62061
[36m(train_xgb_ray_tune pid=1476171)[0m [339]	train-mlogloss:1.06742	validation-mlogloss:1.04992
[36m(train_xgb_ray_tune pid=1476144)[0m [348]	train-mlogloss:0.68429	validation-mlogloss:0.62724
[36m(train_xgb_ray_tune pid=1476156)[0m [435]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476156)[0m [436]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476150)[0m [386]	train-mlogloss:0.64023	validation-mlogloss:0.58160
[36m(train_xgb_ray_tune pid=1476165)[0m [385]	train-mlogloss:0.75444	validation-mlogloss:0.71543
[36m(train_xgb_ray_tune pid=1476158)[0m [388]	train-mlogloss:1.30647	validation-mlogloss:1.30066
[36m(train_xgb_ray_tune pid=1476158)[0m [389]	train-mlogloss:1.30629	validation-mlogloss:1.30047
[36m(train_xgb_ray_tune pid=1476168)[0m [439]	train-mlogloss:0.90055	validation-mlogloss:0.87377
[36m(train_xgb_ray_tune pid=1476168)[0m [440]	train-mlogloss:0.90039	validation-mlogloss:0.87361
[36m(train_xgb_ray_tune pid=1476166)[0m [411]	train-mlogloss:0.65679	validation-mlogloss:0.60674
[36m(train_xgb_ray_tune pid=1476166)[0m [412]	train-mlogloss:0.65679	validation-mlogloss:0.60674
[36m(train_xgb_ray_tune pid=1476167)[0m [341]	train-mlogloss:0.69644	validation-mlogloss:0.64551
[36m(train_xgb_ray_tune pid=1476169)[0m [296]	train-mlogloss:0.63693	validation-mlogloss:0.58151
[36m(train_xgb_ray_tune pid=1476142)[0m [438]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476142)[0m [439]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [305]	train-mlogloss:0.70649	validation-mlogloss:0.65895
[36m(train_xgb_ray_tune pid=1476162)[0m [381]	train-mlogloss:0.67809	validation-mlogloss:0.62036
[36m(train_xgb_ray_tune pid=1476171)[0m [340]	train-mlogloss:1.06698	validation-mlogloss:1.04945
[36m(train_xgb_ray_tune pid=1476144)[0m [349]	train-mlogloss:0.68401	validation-mlogloss:0.62693
[36m(train_xgb_ray_tune pid=1476144)[0m [350]	train-mlogloss:0.68382	validation-mlogloss:0.62671
[36m(train_xgb_ray_tune pid=1476156)[0m [437]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476156)[0m [438]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [266]	train-mlogloss:0.67248	validation-mlogloss:0.63039
[36m(train_xgb_ray_tune pid=1476143)[0m [267]	train-mlogloss:0.67191	validation-mlogloss:0.62977
[36m(train_xgb_ray_tune pid=1476150)[0m [387]	train-mlogloss:0.63998	validation-mlogloss:0.58136
[36m(train_xgb_ray_tune pid=1476150)[0m [388]	train-mlogloss:0.63982	validation-mlogloss:0.58119
[36m(train_xgb_ray_tune pid=1476150)[0m [389]	train-mlogloss:0.63982	validation-mlogloss:0.58119
[36m(train_xgb_ray_tune pid=1476165)[0m [386]	train-mlogloss:0.75392	validation-mlogloss:0.71485
[36m(train_xgb_ray_tune pid=1476158)[0m [390]	train-mlogloss:1.30629	validation-mlogloss:1.30047
[36m(train_xgb_ray_tune pid=1476170)[0m [286]	train-mlogloss:0.70322	validation-mlogloss:0.65232
[36m(train_xgb_ray_tune pid=1476170)[0m [287]	train-mlogloss:0.70276	validation-mlogloss:0.65181
[36m(train_xgb_ray_tune pid=1476168)[0m [441]	train-mlogloss:0.90039	validation-mlogloss:0.87361
[36m(train_xgb_ray_tune pid=1476168)[0m [442]	train-mlogloss:0.90039	validation-mlogloss:0.87361
[36m(train_xgb_ray_tune pid=1476168)[0m [443]	train-mlogloss:0.90039	validation-mlogloss:0.87361
[36m(train_xgb_ray_tune pid=1476166)[0m [413]	train-mlogloss:0.65679	validation-mlogloss:0.60674
[36m(train_xgb_ray_tune pid=1476166)[0m [414]	train-mlogloss:0.65679	validation-mlogloss:0.60674
[36m(train_xgb_ray_tune pid=1476166)[0m [415]	train-mlogloss:0.65679	validation-mlogloss:0.60674
[36m(train_xgb_ray_tune pid=1476167)[0m [342]	train-mlogloss:0.69603	validation-mlogloss:0.64502
[36m(train_xgb_ray_tune pid=1476167)[0m [343]	train-mlogloss:0.69566	validation-mlogloss:0.64457
[36m(train_xgb_ray_tune pid=1476169)[0m [297]	train-mlogloss:0.63664	validation-mlogloss:0.58114
[36m(train_xgb_ray_tune pid=1476169)[0m [298]	train-mlogloss:0.63634	validation-mlogloss:0.58085
[36m(train_xgb_ray_tune pid=1476142)[0m [440]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476142)[0m [441]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476142)[0m [442]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [306]	train-mlogloss:0.70601	validation-mlogloss:0.65832
[36m(train_xgb_ray_tune pid=1476162)[0m [382]	train-mlogloss:0.67785	validation-mlogloss:0.62008
[36m(train_xgb_ray_tune pid=1476162)[0m [383]	train-mlogloss:0.67753	validation-mlogloss:0.61978
[36m(train_xgb_ray_tune pid=1476171)[0m [341]	train-mlogloss:1.06656	validation-mlogloss:1.04902
[36m(train_xgb_ray_tune pid=1476171)[0m [342]	train-mlogloss:1.06612	validation-mlogloss:1.04856
[36m(train_xgb_ray_tune pid=1476144)[0m [351]	train-mlogloss:0.68353	validation-mlogloss:0.62637
[36m(train_xgb_ray_tune pid=1476156)[0m [439]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476150)[0m [390]	train-mlogloss:0.63975	validation-mlogloss:0.58108
[36m(train_xgb_ray_tune pid=1476165)[0m [387]	train-mlogloss:0.75342	validation-mlogloss:0.71427
[36m(train_xgb_ray_tune pid=1476158)[0m [391]	train-mlogloss:1.30613	validation-mlogloss:1.30030
[36m(train_xgb_ray_tune pid=1476170)[0m [288]	train-mlogloss:0.70235	validation-mlogloss:0.65131
[36m(train_xgb_ray_tune pid=1476168)[0m [444]	train-mlogloss:0.90039	validation-mlogloss:0.87361
[36m(train_xgb_ray_tune pid=1476168)[0m [445]	train-mlogloss:0.90039	validation-mlogloss:0.87361
[36m(train_xgb_ray_tune pid=1476166)[0m [416]	train-mlogloss:0.65679	validation-mlogloss:0.60674
[36m(train_xgb_ray_tune pid=1476166)[0m [417]	train-mlogloss:0.65679	validation-mlogloss:0.60674
[36m(train_xgb_ray_tune pid=1476167)[0m [344]	train-mlogloss:0.69538	validation-mlogloss:0.64419
[36m(train_xgb_ray_tune pid=1476169)[0m [299]	train-mlogloss:0.63606	validation-mlogloss:0.58059
[36m(train_xgb_ray_tune pid=1476142)[0m [443]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476142)[0m [444]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [307]	train-mlogloss:0.70549	validation-mlogloss:0.65774
[36m(train_xgb_ray_tune pid=1476162)[0m [384]	train-mlogloss:0.67736	validation-mlogloss:0.61960
[36m(train_xgb_ray_tune pid=1476171)[0m [343]	train-mlogloss:1.06571	validation-mlogloss:1.04811
[36m(train_xgb_ray_tune pid=1476144)[0m [352]	train-mlogloss:0.68325	validation-mlogloss:0.62605
[36m(train_xgb_ray_tune pid=1476156)[0m [440]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [268]	train-mlogloss:0.67115	validation-mlogloss:0.62896
[36m(train_xgb_ray_tune pid=1476150)[0m [391]	train-mlogloss:0.63968	validation-mlogloss:0.58103
[36m(train_xgb_ray_tune pid=1476165)[0m [388]	train-mlogloss:0.75294	validation-mlogloss:0.71375
[36m(train_xgb_ray_tune pid=1476158)[0m [392]	train-mlogloss:1.30596	validation-mlogloss:1.30012
[36m(train_xgb_ray_tune pid=1476158)[0m [393]	train-mlogloss:1.30596	validation-mlogloss:1.30012
[36m(train_xgb_ray_tune pid=1476170)[0m [289]	train-mlogloss:0.70190	validation-mlogloss:0.65083
[36m(train_xgb_ray_tune pid=1476168)[0m [446]	train-mlogloss:0.90039	validation-mlogloss:0.87361
[36m(train_xgb_ray_tune pid=1476168)[0m [447]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476166)[0m [418]	train-mlogloss:0.65679	validation-mlogloss:0.60674
[36m(train_xgb_ray_tune pid=1476166)[0m [419]	train-mlogloss:0.65670	validation-mlogloss:0.60665
[36m(train_xgb_ray_tune pid=1476167)[0m [345]	train-mlogloss:0.69500	validation-mlogloss:0.64373
[36m(train_xgb_ray_tune pid=1476167)[0m [346]	train-mlogloss:0.69470	validation-mlogloss:0.64340
[36m(train_xgb_ray_tune pid=1476169)[0m [300]	train-mlogloss:0.63570	validation-mlogloss:0.58019
[36m(train_xgb_ray_tune pid=1476142)[0m [445]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476142)[0m [446]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [308]	train-mlogloss:0.70486	validation-mlogloss:0.65706
[36m(train_xgb_ray_tune pid=1476162)[0m [385]	train-mlogloss:0.67708	validation-mlogloss:0.61927
[36m(train_xgb_ray_tune pid=1476171)[0m [344]	train-mlogloss:1.06542	validation-mlogloss:1.04781
[36m(train_xgb_ray_tune pid=1476144)[0m [353]	train-mlogloss:0.68293	validation-mlogloss:0.62565
[36m(train_xgb_ray_tune pid=1476156)[0m [441]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476156)[0m [442]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [269]	train-mlogloss:0.67044	validation-mlogloss:0.62817
[36m(train_xgb_ray_tune pid=1476150)[0m [392]	train-mlogloss:0.63941	validation-mlogloss:0.58070
[36m(train_xgb_ray_tune pid=1476150)[0m [393]	train-mlogloss:0.63941	validation-mlogloss:0.58070
[36m(train_xgb_ray_tune pid=1476165)[0m [389]	train-mlogloss:0.75246	validation-mlogloss:0.71317
[36m(train_xgb_ray_tune pid=1476158)[0m [394]	train-mlogloss:1.30596	validation-mlogloss:1.30012
[36m(train_xgb_ray_tune pid=1476170)[0m [290]	train-mlogloss:0.70161	validation-mlogloss:0.65051
[36m(train_xgb_ray_tune pid=1476168)[0m [448]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476168)[0m [449]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476166)[0m [420]	train-mlogloss:0.65670	validation-mlogloss:0.60665
[36m(train_xgb_ray_tune pid=1476166)[0m [421]	train-mlogloss:0.65670	validation-mlogloss:0.60665
[36m(train_xgb_ray_tune pid=1476167)[0m [347]	train-mlogloss:0.69435	validation-mlogloss:0.64298
[36m(train_xgb_ray_tune pid=1476169)[0m [301]	train-mlogloss:0.63552	validation-mlogloss:0.58000
[36m(train_xgb_ray_tune pid=1476142)[0m [447]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [309]	train-mlogloss:0.70443	validation-mlogloss:0.65655
[36m(train_xgb_ray_tune pid=1476162)[0m [386]	train-mlogloss:0.67686	validation-mlogloss:0.61902
[36m(train_xgb_ray_tune pid=1476171)[0m [345]	train-mlogloss:1.06497	validation-mlogloss:1.04734
[36m(train_xgb_ray_tune pid=1476144)[0m [354]	train-mlogloss:0.68264	validation-mlogloss:0.62537
[36m(train_xgb_ray_tune pid=1476156)[0m [443]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [270]	train-mlogloss:0.66982	validation-mlogloss:0.62745
[36m(train_xgb_ray_tune pid=1476150)[0m [394]	train-mlogloss:0.63941	validation-mlogloss:0.58070
[36m(train_xgb_ray_tune pid=1476150)[0m [395]	train-mlogloss:0.63934	validation-mlogloss:0.58064
[36m(train_xgb_ray_tune pid=1476165)[0m [390]	train-mlogloss:0.75200	validation-mlogloss:0.71265
[36m(train_xgb_ray_tune pid=1476158)[0m [395]	train-mlogloss:1.30580	validation-mlogloss:1.29995
[36m(train_xgb_ray_tune pid=1476168)[0m [450]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476166)[0m [422]	train-mlogloss:0.65660	validation-mlogloss:0.60652
[36m(train_xgb_ray_tune pid=1476166)[0m [423]	train-mlogloss:0.65660	validation-mlogloss:0.60652
[36m(train_xgb_ray_tune pid=1476167)[0m [348]	train-mlogloss:0.69398	validation-mlogloss:0.64258
[36m(train_xgb_ray_tune pid=1476169)[0m [302]	train-mlogloss:0.63529	validation-mlogloss:0.57970
[36m(train_xgb_ray_tune pid=1476142)[0m [448]	train-mlogloss:0.76271	validation-mlogloss:0.72183
[36m(train_xgb_ray_tune pid=1476160)[0m [310]	train-mlogloss:0.70402	validation-mlogloss:0.65601
[36m(train_xgb_ray_tune pid=1476162)[0m [387]	train-mlogloss:0.67662	validation-mlogloss:0.61875
[36m(train_xgb_ray_tune pid=1476171)[0m [346]	train-mlogloss:1.06452	validation-mlogloss:1.04688
[36m(train_xgb_ray_tune pid=1476144)[0m [355]	train-mlogloss:0.68238	validation-mlogloss:0.62508
[36m(train_xgb_ray_tune pid=1476156)[0m [444]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476150)[0m [396]	train-mlogloss:0.63934	validation-mlogloss:0.58064
[36m(train_xgb_ray_tune pid=1476158)[0m [396]	train-mlogloss:1.30572	validation-mlogloss:1.29986
[36m(train_xgb_ray_tune pid=1476170)[0m [291]	train-mlogloss:0.70128	validation-mlogloss:0.65012
[36m(train_xgb_ray_tune pid=1476168)[0m [451]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476168)[0m [452]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476166)[0m [424]	train-mlogloss:0.65660	validation-mlogloss:0.60652
[36m(train_xgb_ray_tune pid=1476167)[0m [349]	train-mlogloss:0.69362	validation-mlogloss:0.64216
[36m(train_xgb_ray_tune pid=1476160)[0m [311]	train-mlogloss:0.70358	validation-mlogloss:0.65550
[36m(train_xgb_ray_tune pid=1476162)[0m [388]	train-mlogloss:0.67638	validation-mlogloss:0.61847
[36m(train_xgb_ray_tune pid=1476171)[0m [347]	train-mlogloss:1.06425	validation-mlogloss:1.04658
[36m(train_xgb_ray_tune pid=1476144)[0m [356]	train-mlogloss:0.68210	validation-mlogloss:0.62472
[36m(train_xgb_ray_tune pid=1476156)[0m [445]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [271]	train-mlogloss:0.66910	validation-mlogloss:0.62664
[36m(train_xgb_ray_tune pid=1476150)[0m [397]	train-mlogloss:0.63915	validation-mlogloss:0.58048
[36m(train_xgb_ray_tune pid=1476150)[0m [398]	train-mlogloss:0.63915	validation-mlogloss:0.58048
[36m(train_xgb_ray_tune pid=1476165)[0m [391]	train-mlogloss:0.75143	validation-mlogloss:0.71202
[36m(train_xgb_ray_tune pid=1476158)[0m [397]	train-mlogloss:1.30554	validation-mlogloss:1.29968
[36m(train_xgb_ray_tune pid=1476170)[0m [292]	train-mlogloss:0.70083	validation-mlogloss:0.64959
[36m(train_xgb_ray_tune pid=1476168)[0m [453]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476166)[0m [425]	train-mlogloss:0.65660	validation-mlogloss:0.60652
[36m(train_xgb_ray_tune pid=1476166)[0m [426]	train-mlogloss:0.65660	validation-mlogloss:0.60652
[36m(train_xgb_ray_tune pid=1476167)[0m [350]	train-mlogloss:0.69330	validation-mlogloss:0.64176
[36m(train_xgb_ray_tune pid=1476169)[0m [303]	train-mlogloss:0.63500	validation-mlogloss:0.57944
[36m(train_xgb_ray_tune pid=1476162)[0m [389]	train-mlogloss:0.67611	validation-mlogloss:0.61814
[36m(train_xgb_ray_tune pid=1476144)[0m [357]	train-mlogloss:0.68186	validation-mlogloss:0.62446
[36m(train_xgb_ray_tune pid=1476156)[0m [446]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [272]	train-mlogloss:0.66844	validation-mlogloss:0.62596
[36m(train_xgb_ray_tune pid=1476150)[0m [399]	train-mlogloss:0.63915	validation-mlogloss:0.58048
[36m(train_xgb_ray_tune pid=1476158)[0m [398]	train-mlogloss:1.30554	validation-mlogloss:1.29968
[36m(train_xgb_ray_tune pid=1476168)[0m [454]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476166)[0m [427]	train-mlogloss:0.65660	validation-mlogloss:0.60652
[36m(train_xgb_ray_tune pid=1476167)[0m [351]	train-mlogloss:0.69291	validation-mlogloss:0.64132
[36m(train_xgb_ray_tune pid=1476169)[0m [304]	train-mlogloss:0.63467	validation-mlogloss:0.57911
[36m(train_xgb_ray_tune pid=1476160)[0m [312]	train-mlogloss:0.70308	validation-mlogloss:0.65486
[36m(train_xgb_ray_tune pid=1476171)[0m [348]	train-mlogloss:1.06380	validation-mlogloss:1.04611
[36m(train_xgb_ray_tune pid=1476144)[0m [358]	train-mlogloss:0.68169	validation-mlogloss:0.62426
[36m(train_xgb_ray_tune pid=1476150)[0m [400]	train-mlogloss:0.63915	validation-mlogloss:0.58048
[36m(train_xgb_ray_tune pid=1476165)[0m [392]	train-mlogloss:0.75096	validation-mlogloss:0.71152
[36m(train_xgb_ray_tune pid=1476170)[0m [293]	train-mlogloss:0.70039	validation-mlogloss:0.64908
[36m(train_xgb_ray_tune pid=1476168)[0m [455]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476168)[0m [456]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476166)[0m [428]	train-mlogloss:0.65651	validation-mlogloss:0.60644
[36m(train_xgb_ray_tune pid=1476169)[0m [305]	train-mlogloss:0.63444	validation-mlogloss:0.57888
[36m(train_xgb_ray_tune pid=1476160)[0m [313]	train-mlogloss:0.70273	validation-mlogloss:0.65440
[36m(train_xgb_ray_tune pid=1476162)[0m [390]	train-mlogloss:0.67581	validation-mlogloss:0.61776
[36m(train_xgb_ray_tune pid=1476171)[0m [349]	train-mlogloss:1.06352	validation-mlogloss:1.04582
[36m(train_xgb_ray_tune pid=1476156)[0m [447]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [273]	train-mlogloss:0.66774	validation-mlogloss:0.62518
[36m(train_xgb_ray_tune pid=1476150)[0m [401]	train-mlogloss:0.63915	validation-mlogloss:0.58048
[36m(train_xgb_ray_tune pid=1476165)[0m [393]	train-mlogloss:0.75048	validation-mlogloss:0.71096
[36m(train_xgb_ray_tune pid=1476158)[0m [399]	train-mlogloss:1.30546	validation-mlogloss:1.29958
[36m(train_xgb_ray_tune pid=1476170)[0m [294]	train-mlogloss:0.69998	validation-mlogloss:0.64858
[36m(train_xgb_ray_tune pid=1476168)[0m [457]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476166)[0m [429]	train-mlogloss:0.65651	validation-mlogloss:0.60644
[36m(train_xgb_ray_tune pid=1476166)[0m [430]	train-mlogloss:0.65651	validation-mlogloss:0.60644
[36m(train_xgb_ray_tune pid=1476167)[0m [352]	train-mlogloss:0.69255	validation-mlogloss:0.64092
[36m(train_xgb_ray_tune pid=1476169)[0m [306]	train-mlogloss:0.63410	validation-mlogloss:0.57855
[36m(train_xgb_ray_tune pid=1476160)[0m [314]	train-mlogloss:0.70239	validation-mlogloss:0.65403
[36m(train_xgb_ray_tune pid=1476162)[0m [391]	train-mlogloss:0.67560	validation-mlogloss:0.61752
[36m(train_xgb_ray_tune pid=1476171)[0m [350]	train-mlogloss:1.06310	validation-mlogloss:1.04536
[36m(train_xgb_ray_tune pid=1476144)[0m [359]	train-mlogloss:0.68143	validation-mlogloss:0.62397
[36m(train_xgb_ray_tune pid=1476156)[0m [448]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476156)[0m [449]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476150)[0m [402]	train-mlogloss:0.63908	validation-mlogloss:0.58039
[36m(train_xgb_ray_tune pid=1476150)[0m [403]	train-mlogloss:0.63901	validation-mlogloss:0.58033
[36m(train_xgb_ray_tune pid=1476165)[0m [394]	train-mlogloss:0.75000	validation-mlogloss:0.71039
[36m(train_xgb_ray_tune pid=1476158)[0m [400]	train-mlogloss:1.30531	validation-mlogloss:1.29942
[36m(train_xgb_ray_tune pid=1476168)[0m [458]	train-mlogloss:0.90024	validation-mlogloss:0.87346
[36m(train_xgb_ray_tune pid=1476166)[0m [431]	train-mlogloss:0.65651	validation-mlogloss:0.60644
[36m(train_xgb_ray_tune pid=1476167)[0m [353]	train-mlogloss:0.69223	validation-mlogloss:0.64055
[36m(train_xgb_ray_tune pid=1476162)[0m [392]	train-mlogloss:0.67524	validation-mlogloss:0.61716
[36m(train_xgb_ray_tune pid=1476144)[0m [360]	train-mlogloss:0.68108	validation-mlogloss:0.62358
[36m(train_xgb_ray_tune pid=1476143)[0m [274]	train-mlogloss:0.66706	validation-mlogloss:0.62442
[36m(train_xgb_ray_tune pid=1476150)[0m [404]	train-mlogloss:0.63901	validation-mlogloss:0.58033
[36m(train_xgb_ray_tune pid=1476158)[0m [401]	train-mlogloss:1.30523	validation-mlogloss:1.29933
[36m(train_xgb_ray_tune pid=1476170)[0m [295]	train-mlogloss:0.69964	validation-mlogloss:0.64816
[36m(train_xgb_ray_tune pid=1476168)[0m [459]	train-mlogloss:0.90008	validation-mlogloss:0.87329
[36m(train_xgb_ray_tune pid=1476168)[0m [460]	train-mlogloss:0.90008	validation-mlogloss:0.87329
[36m(train_xgb_ray_tune pid=1476166)[0m [432]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476167)[0m [354]	train-mlogloss:0.69187	validation-mlogloss:0.64013
[36m(train_xgb_ray_tune pid=1476169)[0m [307]	train-mlogloss:0.63383	validation-mlogloss:0.57828
[36m(train_xgb_ray_tune pid=1476160)[0m [315]	train-mlogloss:0.70205	validation-mlogloss:0.65370
[36m(train_xgb_ray_tune pid=1476162)[0m [393]	train-mlogloss:0.67492	validation-mlogloss:0.61679
[36m(train_xgb_ray_tune pid=1476171)[0m [351]	train-mlogloss:1.06266	validation-mlogloss:1.04491
[36m(train_xgb_ray_tune pid=1476144)[0m [361]	train-mlogloss:0.68081	validation-mlogloss:0.62324
[36m(train_xgb_ray_tune pid=1476156)[0m [450]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476150)[0m [405]	train-mlogloss:0.63895	validation-mlogloss:0.58027
[36m(train_xgb_ray_tune pid=1476165)[0m [395]	train-mlogloss:0.74946	validation-mlogloss:0.70979
[36m(train_xgb_ray_tune pid=1476158)[0m [402]	train-mlogloss:1.30523	validation-mlogloss:1.29933
[36m(train_xgb_ray_tune pid=1476170)[0m [296]	train-mlogloss:0.69922	validation-mlogloss:0.64767
[36m(train_xgb_ray_tune pid=1476168)[0m [461]	train-mlogloss:0.90008	validation-mlogloss:0.87329
[36m(train_xgb_ray_tune pid=1476166)[0m [433]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476166)[0m [434]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476169)[0m [308]	train-mlogloss:0.63366	validation-mlogloss:0.57810
[36m(train_xgb_ray_tune pid=1476160)[0m [316]	train-mlogloss:0.70162	validation-mlogloss:0.65317
[36m(train_xgb_ray_tune pid=1476171)[0m [352]	train-mlogloss:1.06225	validation-mlogloss:1.04446
[36m(train_xgb_ray_tune pid=1476156)[0m [451]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [275]	train-mlogloss:0.66634	validation-mlogloss:0.62365
[36m(train_xgb_ray_tune pid=1476150)[0m [406]	train-mlogloss:0.63878	validation-mlogloss:0.58010
[36m(train_xgb_ray_tune pid=1476150)[0m [407]	train-mlogloss:0.63872	validation-mlogloss:0.58004
[36m(train_xgb_ray_tune pid=1476165)[0m [396]	train-mlogloss:0.74899	validation-mlogloss:0.70920
[36m(train_xgb_ray_tune pid=1476158)[0m [403]	train-mlogloss:1.30507	validation-mlogloss:1.29916
[36m(train_xgb_ray_tune pid=1476170)[0m [297]	train-mlogloss:0.69878	validation-mlogloss:0.64721
[36m(train_xgb_ray_tune pid=1476168)[0m [462]	train-mlogloss:0.90008	validation-mlogloss:0.87329
[36m(train_xgb_ray_tune pid=1476168)[0m [463]	train-mlogloss:0.90008	validation-mlogloss:0.87329
[36m(train_xgb_ray_tune pid=1476168)[0m [464]	train-mlogloss:0.90008	validation-mlogloss:0.87329
[36m(train_xgb_ray_tune pid=1476166)[0m [435]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476166)[0m [436]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476167)[0m [355]	train-mlogloss:0.69156	validation-mlogloss:0.63980
[36m(train_xgb_ray_tune pid=1476169)[0m [309]	train-mlogloss:0.63338	validation-mlogloss:0.57783
[36m(train_xgb_ray_tune pid=1476160)[0m [317]	train-mlogloss:0.70118	validation-mlogloss:0.65262
[36m(train_xgb_ray_tune pid=1476162)[0m [394]	train-mlogloss:0.67476	validation-mlogloss:0.61661
[36m(train_xgb_ray_tune pid=1476162)[0m [395]	train-mlogloss:0.67450	validation-mlogloss:0.61626
[36m(train_xgb_ray_tune pid=1476171)[0m [353]	train-mlogloss:1.06181	validation-mlogloss:1.04401
[36m(train_xgb_ray_tune pid=1476171)[0m [354]	train-mlogloss:1.06140	validation-mlogloss:1.04357
[36m(train_xgb_ray_tune pid=1476144)[0m [362]	train-mlogloss:0.68063	validation-mlogloss:0.62303
[36m(train_xgb_ray_tune pid=1476144)[0m [363]	train-mlogloss:0.68037	validation-mlogloss:0.62269
[36m(train_xgb_ray_tune pid=1476156)[0m [452]	train-mlogloss:1.03888	validation-mlogloss:1.01981
[36m(train_xgb_ray_tune pid=1476143)[0m [276]	train-mlogloss:0.66558	validation-mlogloss:0.62285
[36m(train_xgb_ray_tune pid=1476150)[0m [408]	train-mlogloss:0.63859	validation-mlogloss:0.57988
[36m(train_xgb_ray_tune pid=1476165)[0m [397]	train-mlogloss:0.74856	validation-mlogloss:0.70872
[36m(train_xgb_ray_tune pid=1476158)[0m [404]	train-mlogloss:1.30507	validation-mlogloss:1.29916
[36m(train_xgb_ray_tune pid=1476158)[0m [405]	train-mlogloss:1.30498	validation-mlogloss:1.29906
[36m(train_xgb_ray_tune pid=1476170)[0m [298]	train-mlogloss:0.69842	validation-mlogloss:0.64681
[36m(train_xgb_ray_tune pid=1476168)[0m [465]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476166)[0m [437]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476166)[0m [438]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476166)[0m [439]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476167)[0m [356]	train-mlogloss:0.69112	validation-mlogloss:0.63929
[36m(train_xgb_ray_tune pid=1476169)[0m [310]	train-mlogloss:0.63314	validation-mlogloss:0.57755
[36m(train_xgb_ray_tune pid=1476160)[0m [318]	train-mlogloss:0.70105	validation-mlogloss:0.65250
[36m(train_xgb_ray_tune pid=1476160)[0m [319]	train-mlogloss:0.70070	validation-mlogloss:0.65210
[36m(train_xgb_ray_tune pid=1476162)[0m [396]	train-mlogloss:0.67425	validation-mlogloss:0.61596
[36m(train_xgb_ray_tune pid=1476171)[0m [355]	train-mlogloss:1.06100	validation-mlogloss:1.04315
[36m(train_xgb_ray_tune pid=1476144)[0m [364]	train-mlogloss:0.68012	validation-mlogloss:0.62242
[36m(train_xgb_ray_tune pid=1476143)[0m [277]	train-mlogloss:0.66483	validation-mlogloss:0.62208
[36m(train_xgb_ray_tune pid=1476150)[0m [409]	train-mlogloss:0.63852	validation-mlogloss:0.57982
[36m(train_xgb_ray_tune pid=1476150)[0m [410]	train-mlogloss:0.63846	validation-mlogloss:0.57976
[36m(train_xgb_ray_tune pid=1476165)[0m [398]	train-mlogloss:0.74810	validation-mlogloss:0.70819
[36m(train_xgb_ray_tune pid=1476158)[0m [406]	train-mlogloss:1.30481	validation-mlogloss:1.29888
[36m(train_xgb_ray_tune pid=1476170)[0m [299]	train-mlogloss:0.69801	validation-mlogloss:0.64636
[36m(train_xgb_ray_tune pid=1476168)[0m [466]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476168)[0m [467]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476166)[0m [440]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476167)[0m [357]	train-mlogloss:0.69078	validation-mlogloss:0.63884
[36m(train_xgb_ray_tune pid=1476169)[0m [311]	train-mlogloss:0.63286	validation-mlogloss:0.57730
[36m(train_xgb_ray_tune pid=1476160)[0m [320]	train-mlogloss:0.70027	validation-mlogloss:0.65153
[36m(train_xgb_ray_tune pid=1476162)[0m [397]	train-mlogloss:0.67400	validation-mlogloss:0.61565
[36m(train_xgb_ray_tune pid=1476171)[0m [356]	train-mlogloss:1.06058	validation-mlogloss:1.04272
[36m(train_xgb_ray_tune pid=1476144)[0m [365]	train-mlogloss:0.67978	validation-mlogloss:0.62209
[36m(train_xgb_ray_tune pid=1476150)[0m [411]	train-mlogloss:0.63839	validation-mlogloss:0.57966
[36m(train_xgb_ray_tune pid=1476165)[0m [399]	train-mlogloss:0.74762	validation-mlogloss:0.70770
[36m(train_xgb_ray_tune pid=1476158)[0m [407]	train-mlogloss:1.30481	validation-mlogloss:1.29888
[36m(train_xgb_ray_tune pid=1476170)[0m [300]	train-mlogloss:0.69764	validation-mlogloss:0.64591
[36m(train_xgb_ray_tune pid=1476168)[0m [468]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476166)[0m [441]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476166)[0m [442]	train-mlogloss:0.65629	validation-mlogloss:0.60621
[36m(train_xgb_ray_tune pid=1476167)[0m [358]	train-mlogloss:0.69039	validation-mlogloss:0.63837
[36m(train_xgb_ray_tune pid=1476169)[0m [312]	train-mlogloss:0.63255	validation-mlogloss:0.57698
[36m(train_xgb_ray_tune pid=1476160)[0m [321]	train-mlogloss:0.69988	validation-mlogloss:0.65110
[36m(train_xgb_ray_tune pid=1476162)[0m [398]	train-mlogloss:0.67374	validation-mlogloss:0.61540
[36m(train_xgb_ray_tune pid=1476171)[0m [357]	train-mlogloss:1.06014	validation-mlogloss:1.04225
[36m(train_xgb_ray_tune pid=1476144)[0m [366]	train-mlogloss:0.67949	validation-mlogloss:0.62180
[36m(train_xgb_ray_tune pid=1476143)[0m [278]	train-mlogloss:0.66422	validation-mlogloss:0.62134
[36m(train_xgb_ray_tune pid=1476150)[0m [412]	train-mlogloss:0.63839	validation-mlogloss:0.57966
[36m(train_xgb_ray_tune pid=1476150)[0m [413]	train-mlogloss:0.63818	validation-mlogloss:0.57943
[36m(train_xgb_ray_tune pid=1476158)[0m [408]	train-mlogloss:1.30481	validation-mlogloss:1.29888
[36m(train_xgb_ray_tune pid=1476168)[0m [469]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476166)[0m [443]	train-mlogloss:0.65608	validation-mlogloss:0.60598
[36m(train_xgb_ray_tune pid=1476166)[0m [444]	train-mlogloss:0.65598	validation-mlogloss:0.60584
[36m(train_xgb_ray_tune pid=1476167)[0m [359]	train-mlogloss:0.69003	validation-mlogloss:0.63798
[36m(train_xgb_ray_tune pid=1476169)[0m [313]	train-mlogloss:0.63228	validation-mlogloss:0.57671
[36m(train_xgb_ray_tune pid=1476160)[0m [322]	train-mlogloss:0.69951	validation-mlogloss:0.65072
[36m(train_xgb_ray_tune pid=1476160)[0m [323]	train-mlogloss:0.69921	validation-mlogloss:0.65038
[36m(train_xgb_ray_tune pid=1476162)[0m [399]	train-mlogloss:0.67343	validation-mlogloss:0.61505
[36m(train_xgb_ray_tune pid=1476144)[0m [367]	train-mlogloss:0.67915	validation-mlogloss:0.62145
[36m(train_xgb_ray_tune pid=1476143)[0m [279]	train-mlogloss:0.66365	validation-mlogloss:0.62070
[36m(train_xgb_ray_tune pid=1476150)[0m [414]	train-mlogloss:0.63813	validation-mlogloss:0.57939
[36m(train_xgb_ray_tune pid=1476165)[0m [400]	train-mlogloss:0.74714	validation-mlogloss:0.70720
[36m(train_xgb_ray_tune pid=1476158)[0m [409]	train-mlogloss:1.30481	validation-mlogloss:1.29888
[36m(train_xgb_ray_tune pid=1476170)[0m [301]	train-mlogloss:0.69721	validation-mlogloss:0.64545
[36m(train_xgb_ray_tune pid=1476168)[0m [470]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476166)[0m [445]	train-mlogloss:0.65598	validation-mlogloss:0.60584
[36m(train_xgb_ray_tune pid=1476167)[0m [360]	train-mlogloss:0.68968	validation-mlogloss:0.63760
[36m(train_xgb_ray_tune pid=1476169)[0m [314]	train-mlogloss:0.63205	validation-mlogloss:0.57641
[36m(train_xgb_ray_tune pid=1476160)[0m [324]	train-mlogloss:0.69885	validation-mlogloss:0.64990
[36m(train_xgb_ray_tune pid=1476162)[0m [400]	train-mlogloss:0.67319	validation-mlogloss:0.61477
[36m(train_xgb_ray_tune pid=1476171)[0m [358]	train-mlogloss:1.05971	validation-mlogloss:1.04179
[36m(train_xgb_ray_tune pid=1476144)[0m [368]	train-mlogloss:0.67898	validation-mlogloss:0.62125
[36m(train_xgb_ray_tune pid=1476150)[0m [415]	train-mlogloss:0.63813	validation-mlogloss:0.57939
[36m(train_xgb_ray_tune pid=1476165)[0m [401]	train-mlogloss:0.74672	validation-mlogloss:0.70669
[36m(train_xgb_ray_tune pid=1476158)[0m [410]	train-mlogloss:1.30464	validation-mlogloss:1.29870
[36m(train_xgb_ray_tune pid=1476170)[0m [302]	train-mlogloss:0.69678	validation-mlogloss:0.64499
[36m(train_xgb_ray_tune pid=1476168)[0m [471]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476160)[0m [325]	train-mlogloss:0.69844	validation-mlogloss:0.64943
[36m(train_xgb_ray_tune pid=1476171)[0m [359]	train-mlogloss:1.05932	validation-mlogloss:1.04138
[36m(train_xgb_ray_tune pid=1476143)[0m [280]	train-mlogloss:0.66300	validation-mlogloss:0.62001
[36m(train_xgb_ray_tune pid=1476150)[0m [416]	train-mlogloss:0.63813	validation-mlogloss:0.57939
[36m(train_xgb_ray_tune pid=1476150)[0m [417]	train-mlogloss:0.63813	validation-mlogloss:0.57939
[36m(train_xgb_ray_tune pid=1476168)[0m [472]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476167)[0m [361]	train-mlogloss:0.68926	validation-mlogloss:0.63707

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:25. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.50761 │
│ time_total_s                 7.50761 │
│ training_iteration                 1 │
│ validation_accuracy          0.72172 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476169)[0m [315]	train-mlogloss:0.63183	validation-mlogloss:0.57617
[36m(train_xgb_ray_tune pid=1476160)[0m [326]	train-mlogloss:0.69812	validation-mlogloss:0.64905
[36m(train_xgb_ray_tune pid=1476162)[0m [401]	train-mlogloss:0.67295	validation-mlogloss:0.61453
[36m(train_xgb_ray_tune pid=1476171)[0m [360]	train-mlogloss:1.05890	validation-mlogloss:1.04094
[36m(train_xgb_ray_tune pid=1476144)[0m [369]	train-mlogloss:0.67874	validation-mlogloss:0.62093
[36m(train_xgb_ray_tune pid=1476150)[0m [418]	train-mlogloss:0.63813	validation-mlogloss:0.57939

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:25. Total running time: 10s
[36m(train_xgb_ray_tune pid=1476165)[0m [402]	train-mlogloss:0.74620	validation-mlogloss:0.70607
[36m(train_xgb_ray_tune pid=1476158)[0m [411]	train-mlogloss:1.30447	validation-mlogloss:1.29852
[36m(train_xgb_ray_tune pid=1476170)[0m [303]	train-mlogloss:0.69643	validation-mlogloss:0.64460
[36m(train_xgb_ray_tune pid=1476168)[0m [473]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476169)[0m [316]	train-mlogloss:0.63154	validation-mlogloss:0.57577
[36m(train_xgb_ray_tune pid=1476160)[0m [327]	train-mlogloss:0.69773	validation-mlogloss:0.64862
[36m(train_xgb_ray_tune pid=1476162)[0m [402]	train-mlogloss:0.67273	validation-mlogloss:0.61431
[36m(train_xgb_ray_tune pid=1476162)[0m [403]	train-mlogloss:0.67235	validation-mlogloss:0.61389
[36m(train_xgb_ray_tune pid=1476171)[0m [361]	train-mlogloss:1.05848	validation-mlogloss:1.04052
[36m(train_xgb_ray_tune pid=1476144)[0m [370]	train-mlogloss:0.67840	validation-mlogloss:0.62056
[36m(train_xgb_ray_tune pid=1476144)[0m [371]	train-mlogloss:0.67811	validation-mlogloss:0.62022
[36m(train_xgb_ray_tune pid=1476143)[0m [281]	train-mlogloss:0.66235	validation-mlogloss:0.61930
[36m(train_xgb_ray_tune pid=1476150)[0m [419]	train-mlogloss:0.63802	validation-mlogloss:0.57924
[36m(train_xgb_ray_tune pid=1476150)[0m [420]	train-mlogloss:0.63802	validation-mlogloss:0.57924
[36m(train_xgb_ray_tune pid=1476150)[0m [421]	train-mlogloss:0.63802	validation-mlogloss:0.57924
[36m(train_xgb_ray_tune pid=1476165)[0m [403]	train-mlogloss:0.74577	validation-mlogloss:0.70557
[36m(train_xgb_ray_tune pid=1476165)[0m [404]	train-mlogloss:0.74536	validation-mlogloss:0.70514
[36m(train_xgb_ray_tune pid=1476158)[0m [412]	train-mlogloss:1.30431	validation-mlogloss:1.29835
[36m(train_xgb_ray_tune pid=1476158)[0m [413]	train-mlogloss:1.30431	validation-mlogloss:1.29835
[36m(train_xgb_ray_tune pid=1476170)[0m [304]	train-mlogloss:0.69621	validation-mlogloss:0.64436
[36m(train_xgb_ray_tune pid=1476170)[0m [305]	train-mlogloss:0.69586	validation-mlogloss:0.64393
[36m(train_xgb_ray_tune pid=1476168)[0m [474]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476168)[0m [475]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476167)[0m [362]	train-mlogloss:0.68887	validation-mlogloss:0.63663
[36m(train_xgb_ray_tune pid=1476167)[0m [363]	train-mlogloss:0.68857	validation-mlogloss:0.63628
[36m(train_xgb_ray_tune pid=1476169)[0m [317]	train-mlogloss:0.63131	validation-mlogloss:0.57550
[36m(train_xgb_ray_tune pid=1476160)[0m [328]	train-mlogloss:0.69736	validation-mlogloss:0.64816
[36m(train_xgb_ray_tune pid=1476160)[0m [329]	train-mlogloss:0.69690	validation-mlogloss:0.64764
[36m(train_xgb_ray_tune pid=1476162)[0m [404]	train-mlogloss:0.67214	validation-mlogloss:0.61367
[36m(train_xgb_ray_tune pid=1476162)[0m [405]	train-mlogloss:0.67190	validation-mlogloss:0.61344
[36m(train_xgb_ray_tune pid=1476171)[0m [362]	train-mlogloss:1.05807	validation-mlogloss:1.04007
[36m(train_xgb_ray_tune pid=1476144)[0m [372]	train-mlogloss:0.67778	validation-mlogloss:0.61989
[36m(train_xgb_ray_tune pid=1476143)[0m [282]	train-mlogloss:0.66165	validation-mlogloss:0.61852
[36m(train_xgb_ray_tune pid=1476150)[0m [422]	train-mlogloss:0.63796	validation-mlogloss:0.57918
[36m(train_xgb_ray_tune pid=1476165)[0m [405]	train-mlogloss:0.74491	validation-mlogloss:0.70458
[36m(train_xgb_ray_tune pid=1476158)[0m [414]	train-mlogloss:1.30415	validation-mlogloss:1.29818
[36m(train_xgb_ray_tune pid=1476170)[0m [306]	train-mlogloss:0.69550	validation-mlogloss:0.64351
[36m(train_xgb_ray_tune pid=1476168)[0m [476]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476167)[0m [364]	train-mlogloss:0.68821	validation-mlogloss:0.63581
[36m(train_xgb_ray_tune pid=1476169)[0m [318]	train-mlogloss:0.63104	validation-mlogloss:0.57525
[36m(train_xgb_ray_tune pid=1476160)[0m [330]	train-mlogloss:0.69654	validation-mlogloss:0.64722
[36m(train_xgb_ray_tune pid=1476162)[0m [406]	train-mlogloss:0.67169	validation-mlogloss:0.61319
[36m(train_xgb_ray_tune pid=1476171)[0m [363]	train-mlogloss:1.05764	validation-mlogloss:1.03962
[36m(train_xgb_ray_tune pid=1476171)[0m [364]	train-mlogloss:1.05720	validation-mlogloss:1.03917
[36m(train_xgb_ray_tune pid=1476144)[0m [373]	train-mlogloss:0.67734	validation-mlogloss:0.61941
[36m(train_xgb_ray_tune pid=1476143)[0m [283]	train-mlogloss:0.66107	validation-mlogloss:0.61788
[36m(train_xgb_ray_tune pid=1476150)[0m [423]	train-mlogloss:0.63775	validation-mlogloss:0.57893
[36m(train_xgb_ray_tune pid=1476150)[0m [424]	train-mlogloss:0.63769	validation-mlogloss:0.57884
[36m(train_xgb_ray_tune pid=1476150)[0m [425]	train-mlogloss:0.63752	validation-mlogloss:0.57868
[36m(train_xgb_ray_tune pid=1476165)[0m [406]	train-mlogloss:0.74448	validation-mlogloss:0.70412
[36m(train_xgb_ray_tune pid=1476165)[0m [407]	train-mlogloss:0.74396	validation-mlogloss:0.70355
[36m(train_xgb_ray_tune pid=1476165)[0m [408]	train-mlogloss:0.74352	validation-mlogloss:0.70303
[36m(train_xgb_ray_tune pid=1476158)[0m [415]	train-mlogloss:1.30399	validation-mlogloss:1.29800
[36m(train_xgb_ray_tune pid=1476158)[0m [416]	train-mlogloss:1.30383	validation-mlogloss:1.29784
[36m(train_xgb_ray_tune pid=1476170)[0m [307]	train-mlogloss:0.69502	validation-mlogloss:0.64296
[36m(train_xgb_ray_tune pid=1476170)[0m [308]	train-mlogloss:0.69457	validation-mlogloss:0.64241
[36m(train_xgb_ray_tune pid=1476168)[0m [477]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476168)[0m [478]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476167)[0m [365]	train-mlogloss:0.68789	validation-mlogloss:0.63538
[36m(train_xgb_ray_tune pid=1476169)[0m [319]	train-mlogloss:0.63088	validation-mlogloss:0.57507
[36m(train_xgb_ray_tune pid=1476169)[0m [320]	train-mlogloss:0.63057	validation-mlogloss:0.57471
[36m(train_xgb_ray_tune pid=1476160)[0m [331]	train-mlogloss:0.69630	validation-mlogloss:0.64690
[36m(train_xgb_ray_tune pid=1476160)[0m [332]	train-mlogloss:0.69601	validation-mlogloss:0.64653
[36m(train_xgb_ray_tune pid=1476160)[0m [333]	train-mlogloss:0.69574	validation-mlogloss:0.64621
[36m(train_xgb_ray_tune pid=1476162)[0m [407]	train-mlogloss:0.67159	validation-mlogloss:0.61310
[36m(train_xgb_ray_tune pid=1476162)[0m [408]	train-mlogloss:0.67143	validation-mlogloss:0.61293
[36m(train_xgb_ray_tune pid=1476162)[0m [409]	train-mlogloss:0.67124	validation-mlogloss:0.61270
[36m(train_xgb_ray_tune pid=1476171)[0m [365]	train-mlogloss:1.05677	validation-mlogloss:1.03869
[36m(train_xgb_ray_tune pid=1476144)[0m [374]	train-mlogloss:0.67695	validation-mlogloss:0.61897
[36m(train_xgb_ray_tune pid=1476144)[0m [375]	train-mlogloss:0.67667	validation-mlogloss:0.61869
[36m(train_xgb_ray_tune pid=1476143)[0m [284]	train-mlogloss:0.66042	validation-mlogloss:0.61714
[36m(train_xgb_ray_tune pid=1476150)[0m [426]	train-mlogloss:0.63746	validation-mlogloss:0.57862
[36m(train_xgb_ray_tune pid=1476150)[0m [427]	train-mlogloss:0.63724	validation-mlogloss:0.57841
[36m(train_xgb_ray_tune pid=1476165)[0m [409]	train-mlogloss:0.74300	validation-mlogloss:0.70246
[36m(train_xgb_ray_tune pid=1476158)[0m [417]	train-mlogloss:1.30365	validation-mlogloss:1.29764
[36m(train_xgb_ray_tune pid=1476168)[0m [479]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476167)[0m [366]	train-mlogloss:0.68768	validation-mlogloss:0.63514
[36m(train_xgb_ray_tune pid=1476169)[0m [321]	train-mlogloss:0.63020	validation-mlogloss:0.57434
[36m(train_xgb_ray_tune pid=1476160)[0m [334]	train-mlogloss:0.69549	validation-mlogloss:0.64593
[36m(train_xgb_ray_tune pid=1476162)[0m [410]	train-mlogloss:0.67099	validation-mlogloss:0.61246
[36m(train_xgb_ray_tune pid=1476162)[0m [411]	train-mlogloss:0.67077	validation-mlogloss:0.61221
[36m(train_xgb_ray_tune pid=1476171)[0m [366]	train-mlogloss:1.05636	validation-mlogloss:1.03828
[36m(train_xgb_ray_tune pid=1476143)[0m [285]	train-mlogloss:0.65973	validation-mlogloss:0.61634
[36m(train_xgb_ray_tune pid=1476150)[0m [428]	train-mlogloss:0.63724	validation-mlogloss:0.57841
[36m(train_xgb_ray_tune pid=1476150)[0m [429]	train-mlogloss:0.63724	validation-mlogloss:0.57841
[36m(train_xgb_ray_tune pid=1476165)[0m [410]	train-mlogloss:0.74257	validation-mlogloss:0.70200
[36m(train_xgb_ray_tune pid=1476158)[0m [418]	train-mlogloss:1.30365	validation-mlogloss:1.29764
[36m(train_xgb_ray_tune pid=1476170)[0m [309]	train-mlogloss:0.69421	validation-mlogloss:0.64196
[36m(train_xgb_ray_tune pid=1476168)[0m [480]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476169)[0m [322]	train-mlogloss:0.62999	validation-mlogloss:0.57413
[36m(train_xgb_ray_tune pid=1476160)[0m [335]	train-mlogloss:0.69514	validation-mlogloss:0.64553
[36m(train_xgb_ray_tune pid=1476162)[0m [412]	train-mlogloss:0.67057	validation-mlogloss:0.61200
[36m(train_xgb_ray_tune pid=1476171)[0m [367]	train-mlogloss:1.05594	validation-mlogloss:1.03784
[36m(train_xgb_ray_tune pid=1476144)[0m [376]	train-mlogloss:0.67634	validation-mlogloss:0.61836
[36m(train_xgb_ray_tune pid=1476150)[0m [430]	train-mlogloss:0.63717	validation-mlogloss:0.57835
[36m(train_xgb_ray_tune pid=1476165)[0m [411]	train-mlogloss:0.74217	validation-mlogloss:0.70156
[36m(train_xgb_ray_tune pid=1476158)[0m [419]	train-mlogloss:1.30365	validation-mlogloss:1.29764
[36m(train_xgb_ray_tune pid=1476170)[0m [310]	train-mlogloss:0.69385	validation-mlogloss:0.64152
[36m(train_xgb_ray_tune pid=1476168)[0m [481]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476167)[0m [367]	train-mlogloss:0.68736	validation-mlogloss:0.63471
[36m(train_xgb_ray_tune pid=1476160)[0m [336]	train-mlogloss:0.69478	validation-mlogloss:0.64516
[36m(train_xgb_ray_tune pid=1476160)[0m [337]	train-mlogloss:0.69449	validation-mlogloss:0.64483
[36m(train_xgb_ray_tune pid=1476162)[0m [413]	train-mlogloss:0.67034	validation-mlogloss:0.61179
[36m(train_xgb_ray_tune pid=1476171)[0m [368]	train-mlogloss:1.05553	validation-mlogloss:1.03741
[36m(train_xgb_ray_tune pid=1476144)[0m [377]	train-mlogloss:0.67601	validation-mlogloss:0.61800
[36m(train_xgb_ray_tune pid=1476143)[0m [286]	train-mlogloss:0.65907	validation-mlogloss:0.61561
[36m(train_xgb_ray_tune pid=1476150)[0m [431]	train-mlogloss:0.63717	validation-mlogloss:0.57835
[36m(train_xgb_ray_tune pid=1476165)[0m [412]	train-mlogloss:0.74171	validation-mlogloss:0.70106
[36m(train_xgb_ray_tune pid=1476158)[0m [420]	train-mlogloss:1.30365	validation-mlogloss:1.29764
[36m(train_xgb_ray_tune pid=1476168)[0m [482]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476169)[0m [323]	train-mlogloss:0.62978	validation-mlogloss:0.57385
[36m(train_xgb_ray_tune pid=1476160)[0m [338]	train-mlogloss:0.69413	validation-mlogloss:0.64447
[36m(train_xgb_ray_tune pid=1476162)[0m [414]	train-mlogloss:0.67012	validation-mlogloss:0.61154
[36m(train_xgb_ray_tune pid=1476171)[0m [369]	train-mlogloss:1.05508	validation-mlogloss:1.03695
[36m(train_xgb_ray_tune pid=1476144)[0m [378]	train-mlogloss:0.67574	validation-mlogloss:0.61773
[36m(train_xgb_ray_tune pid=1476150)[0m [432]	train-mlogloss:0.63700	validation-mlogloss:0.57811
[36m(train_xgb_ray_tune pid=1476158)[0m [421]	train-mlogloss:1.30365	validation-mlogloss:1.29764
[36m(train_xgb_ray_tune pid=1476170)[0m [311]	train-mlogloss:0.69345	validation-mlogloss:0.64108
[36m(train_xgb_ray_tune pid=1476168)[0m [483]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476167)[0m [368]	train-mlogloss:0.68699	validation-mlogloss:0.63430
[36m(train_xgb_ray_tune pid=1476169)[0m [324]	train-mlogloss:0.62943	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476160)[0m [339]	train-mlogloss:0.69390	validation-mlogloss:0.64425
[36m(train_xgb_ray_tune pid=1476162)[0m [415]	train-mlogloss:0.66989	validation-mlogloss:0.61130
[36m(train_xgb_ray_tune pid=1476143)[0m [287]	train-mlogloss:0.65839	validation-mlogloss:0.61487
[36m(train_xgb_ray_tune pid=1476150)[0m [433]	train-mlogloss:0.63688	validation-mlogloss:0.57797
[36m(train_xgb_ray_tune pid=1476150)[0m [434]	train-mlogloss:0.63688	validation-mlogloss:0.57797
[36m(train_xgb_ray_tune pid=1476165)[0m [413]	train-mlogloss:0.74120	validation-mlogloss:0.70047
[36m(train_xgb_ray_tune pid=1476170)[0m [312]	train-mlogloss:0.69315	validation-mlogloss:0.64075
[36m(train_xgb_ray_tune pid=1476168)[0m [484]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476167)[0m [369]	train-mlogloss:0.68667	validation-mlogloss:0.63394

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:25. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              7.3752 │
│ time_total_s                  7.3752 │
│ training_iteration                 1 │
│ validation_accuracy          0.68477 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476162)[0m [416]	train-mlogloss:0.66965	validation-mlogloss:0.61108

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:25. Total running time: 10s
[36m(train_xgb_ray_tune pid=1476171)[0m [370]	train-mlogloss:1.05464	validation-mlogloss:1.03650
[36m(train_xgb_ray_tune pid=1476144)[0m [379]	train-mlogloss:0.67549	validation-mlogloss:0.61741
[36m(train_xgb_ray_tune pid=1476150)[0m [435]	train-mlogloss:0.63682	validation-mlogloss:0.57794
[36m(train_xgb_ray_tune pid=1476165)[0m [414]	train-mlogloss:0.74069	validation-mlogloss:0.69986
[36m(train_xgb_ray_tune pid=1476158)[0m [422]	train-mlogloss:1.30365	validation-mlogloss:1.29764
[36m(train_xgb_ray_tune pid=1476170)[0m [313]	train-mlogloss:0.69282	validation-mlogloss:0.64036
[36m(train_xgb_ray_tune pid=1476168)[0m [485]	train-mlogloss:0.89992	validation-mlogloss:0.87312
[36m(train_xgb_ray_tune pid=1476167)[0m [370]	train-mlogloss:0.68635	validation-mlogloss:0.63354
[36m(train_xgb_ray_tune pid=1476169)[0m [325]	train-mlogloss:0.62917	validation-mlogloss:0.57327
[36m(train_xgb_ray_tune pid=1476160)[0m [340]	train-mlogloss:0.69361	validation-mlogloss:0.64394
[36m(train_xgb_ray_tune pid=1476160)[0m [341]	train-mlogloss:0.69330	validation-mlogloss:0.64361
[36m(train_xgb_ray_tune pid=1476162)[0m [417]	train-mlogloss:0.66943	validation-mlogloss:0.61087
[36m(train_xgb_ray_tune pid=1476162)[0m [418]	train-mlogloss:0.66929	validation-mlogloss:0.61066
[36m(train_xgb_ray_tune pid=1476171)[0m [371]	train-mlogloss:1.05438	validation-mlogloss:1.03621
[36m(train_xgb_ray_tune pid=1476144)[0m [380]	train-mlogloss:0.67526	validation-mlogloss:0.61714
[36m(train_xgb_ray_tune pid=1476143)[0m [288]	train-mlogloss:0.65778	validation-mlogloss:0.61418
[36m(train_xgb_ray_tune pid=1476150)[0m [436]	train-mlogloss:0.63682	validation-mlogloss:0.57794
[36m(train_xgb_ray_tune pid=1476150)[0m [437]	train-mlogloss:0.63682	validation-mlogloss:0.57794
[36m(train_xgb_ray_tune pid=1476165)[0m [415]	train-mlogloss:0.74021	validation-mlogloss:0.69933
[36m(train_xgb_ray_tune pid=1476158)[0m [423]	train-mlogloss:1.30356	validation-mlogloss:1.29755
[36m(train_xgb_ray_tune pid=1476158)[0m [424]	train-mlogloss:1.30356	validation-mlogloss:1.29755
[36m(train_xgb_ray_tune pid=1476170)[0m [314]	train-mlogloss:0.69246	validation-mlogloss:0.63992
[36m(train_xgb_ray_tune pid=1476167)[0m [371]	train-mlogloss:0.68615	validation-mlogloss:0.63329
[36m(train_xgb_ray_tune pid=1476169)[0m [326]	train-mlogloss:0.62893	validation-mlogloss:0.57303
[36m(train_xgb_ray_tune pid=1476162)[0m [419]	train-mlogloss:0.66916	validation-mlogloss:0.61051
[36m(train_xgb_ray_tune pid=1476171)[0m [372]	train-mlogloss:1.05411	validation-mlogloss:1.03592
[36m(train_xgb_ray_tune pid=1476171)[0m [373]	train-mlogloss:1.05371	validation-mlogloss:1.03550
[36m(train_xgb_ray_tune pid=1476144)[0m [381]	train-mlogloss:0.67497	validation-mlogloss:0.61677
[36m(train_xgb_ray_tune pid=1476143)[0m [289]	train-mlogloss:0.65722	validation-mlogloss:0.61350
[36m(train_xgb_ray_tune pid=1476150)[0m [438]	train-mlogloss:0.63682	validation-mlogloss:0.57794
[36m(train_xgb_ray_tune pid=1476150)[0m [439]	train-mlogloss:0.63676	validation-mlogloss:0.57786
[36m(train_xgb_ray_tune pid=1476165)[0m [416]	train-mlogloss:0.73979	validation-mlogloss:0.69882
[36m(train_xgb_ray_tune pid=1476158)[0m [425]	train-mlogloss:1.30356	validation-mlogloss:1.29755
[36m(train_xgb_ray_tune pid=1476167)[0m [372]	train-mlogloss:0.68582	validation-mlogloss:0.63286
[36m(train_xgb_ray_tune pid=1476169)[0m [327]	train-mlogloss:0.62863	validation-mlogloss:0.57270
[36m(train_xgb_ray_tune pid=1476162)[0m [420]	train-mlogloss:0.66890	validation-mlogloss:0.61019
[36m(train_xgb_ray_tune pid=1476144)[0m [382]	train-mlogloss:0.67474	validation-mlogloss:0.61647
[36m(train_xgb_ray_tune pid=1476150)[0m [440]	train-mlogloss:0.63676	validation-mlogloss:0.57786
[36m(train_xgb_ray_tune pid=1476165)[0m [417]	train-mlogloss:0.73937	validation-mlogloss:0.69834
[36m(train_xgb_ray_tune pid=1476170)[0m [315]	train-mlogloss:0.69218	validation-mlogloss:0.63955
[36m(train_xgb_ray_tune pid=1476167)[0m [373]	train-mlogloss:0.68545	validation-mlogloss:0.63249

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:25. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.56179 │
│ time_total_s                 7.56179 │
│ training_iteration                 1 │
│ validation_accuracy          0.73718 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476162)[0m [421]	train-mlogloss:0.66881	validation-mlogloss:0.61005
[36m(train_xgb_ray_tune pid=1476171)[0m [374]	train-mlogloss:1.05330	validation-mlogloss:1.03507
[36m(train_xgb_ray_tune pid=1476143)[0m [290]	train-mlogloss:0.65660	validation-mlogloss:0.61278
[36m(train_xgb_ray_tune pid=1476150)[0m [441]	train-mlogloss:0.63676	validation-mlogloss:0.57786
[36m(train_xgb_ray_tune pid=1476158)[0m [426]	train-mlogloss:1.30356	validation-mlogloss:1.29755
[36m(train_xgb_ray_tune pid=1476170)[0m [316]	train-mlogloss:0.69185	validation-mlogloss:0.63918
[36m(train_xgb_ray_tune pid=1476167)[0m [374]	train-mlogloss:0.68507	validation-mlogloss:0.63204
[36m(train_xgb_ray_tune pid=1476169)[0m [328]	train-mlogloss:0.62842	validation-mlogloss:0.57242

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:25. Total running time: 10s
[36m(train_xgb_ray_tune pid=1476162)[0m [422]	train-mlogloss:0.66872	validation-mlogloss:0.60999
[36m(train_xgb_ray_tune pid=1476171)[0m [375]	train-mlogloss:1.05288	validation-mlogloss:1.03464
[36m(train_xgb_ray_tune pid=1476144)[0m [383]	train-mlogloss:0.67451	validation-mlogloss:0.61616
[36m(train_xgb_ray_tune pid=1476150)[0m [442]	train-mlogloss:0.63676	validation-mlogloss:0.57786
[36m(train_xgb_ray_tune pid=1476165)[0m [418]	train-mlogloss:0.73886	validation-mlogloss:0.69776
[36m(train_xgb_ray_tune pid=1476158)[0m [427]	train-mlogloss:1.30356	validation-mlogloss:1.29755
[36m(train_xgb_ray_tune pid=1476162)[0m [423]	train-mlogloss:0.66853	validation-mlogloss:0.60975
[36m(train_xgb_ray_tune pid=1476171)[0m [376]	train-mlogloss:1.05245	validation-mlogloss:1.03417
[36m(train_xgb_ray_tune pid=1476144)[0m [384]	train-mlogloss:0.67428	validation-mlogloss:0.61585
[36m(train_xgb_ray_tune pid=1476150)[0m [443]	train-mlogloss:0.63659	validation-mlogloss:0.57766
[36m(train_xgb_ray_tune pid=1476165)[0m [419]	train-mlogloss:0.73837	validation-mlogloss:0.69715
[36m(train_xgb_ray_tune pid=1476158)[0m [428]	train-mlogloss:1.30356	validation-mlogloss:1.29755
[36m(train_xgb_ray_tune pid=1476170)[0m [317]	train-mlogloss:0.69150	validation-mlogloss:0.63878
[36m(train_xgb_ray_tune pid=1476167)[0m [375]	train-mlogloss:0.68475	validation-mlogloss:0.63163
[36m(train_xgb_ray_tune pid=1476169)[0m [329]	train-mlogloss:0.62822	validation-mlogloss:0.57221
[36m(train_xgb_ray_tune pid=1476162)[0m [424]	train-mlogloss:0.66830	validation-mlogloss:0.60953
[36m(train_xgb_ray_tune pid=1476171)[0m [377]	train-mlogloss:1.05203	validation-mlogloss:1.03373
[36m(train_xgb_ray_tune pid=1476144)[0m [385]	train-mlogloss:0.67398	validation-mlogloss:0.61547
[36m(train_xgb_ray_tune pid=1476143)[0m [291]	train-mlogloss:0.65596	validation-mlogloss:0.61206
[36m(train_xgb_ray_tune pid=1476150)[0m [444]	train-mlogloss:0.63652	validation-mlogloss:0.57760
[36m(train_xgb_ray_tune pid=1476165)[0m [420]	train-mlogloss:0.73798	validation-mlogloss:0.69673
[36m(train_xgb_ray_tune pid=1476158)[0m [429]	train-mlogloss:1.30356	validation-mlogloss:1.29755
[36m(train_xgb_ray_tune pid=1476170)[0m [318]	train-mlogloss:0.69121	validation-mlogloss:0.63846
[36m(train_xgb_ray_tune pid=1476167)[0m [376]	train-mlogloss:0.68448	validation-mlogloss:0.63136
[36m(train_xgb_ray_tune pid=1476169)[0m [330]	train-mlogloss:0.62803	validation-mlogloss:0.57201
[36m(train_xgb_ray_tune pid=1476162)[0m [425]	train-mlogloss:0.66807	validation-mlogloss:0.60927
[36m(train_xgb_ray_tune pid=1476171)[0m [378]	train-mlogloss:1.05165	validation-mlogloss:1.03331
[36m(train_xgb_ray_tune pid=1476144)[0m [386]	train-mlogloss:0.67381	validation-mlogloss:0.61529
[36m(train_xgb_ray_tune pid=1476143)[0m [292]	train-mlogloss:0.65538	validation-mlogloss:0.61137
[36m(train_xgb_ray_tune pid=1476150)[0m [445]	train-mlogloss:0.63652	validation-mlogloss:0.57760
[36m(train_xgb_ray_tune pid=1476150)[0m [446]	train-mlogloss:0.63652	validation-mlogloss:0.57760
[36m(train_xgb_ray_tune pid=1476165)[0m [421]	train-mlogloss:0.73752	validation-mlogloss:0.69620
[36m(train_xgb_ray_tune pid=1476158)[0m [430]	train-mlogloss:1.30339	validation-mlogloss:1.29737
[36m(train_xgb_ray_tune pid=1476167)[0m [377]	train-mlogloss:0.68412	validation-mlogloss:0.63089
[36m(train_xgb_ray_tune pid=1476169)[0m [331]	train-mlogloss:0.62789	validation-mlogloss:0.57182
[36m(train_xgb_ray_tune pid=1476162)[0m [426]	train-mlogloss:0.66784	validation-mlogloss:0.60901
[36m(train_xgb_ray_tune pid=1476162)[0m [427]	train-mlogloss:0.66762	validation-mlogloss:0.60874
[36m(train_xgb_ray_tune pid=1476171)[0m [379]	train-mlogloss:1.05124	validation-mlogloss:1.03287
[36m(train_xgb_ray_tune pid=1476171)[0m [380]	train-mlogloss:1.05084	validation-mlogloss:1.03246
[36m(train_xgb_ray_tune pid=1476144)[0m [387]	train-mlogloss:0.67345	validation-mlogloss:0.61490
[36m(train_xgb_ray_tune pid=1476144)[0m [388]	train-mlogloss:0.67318	validation-mlogloss:0.61463
[36m(train_xgb_ray_tune pid=1476150)[0m [447]	train-mlogloss:0.63652	validation-mlogloss:0.57760
[36m(train_xgb_ray_tune pid=1476150)[0m [448]	train-mlogloss:0.63641	validation-mlogloss:0.57751
[36m(train_xgb_ray_tune pid=1476165)[0m [422]	train-mlogloss:0.73712	validation-mlogloss:0.69570
[36m(train_xgb_ray_tune pid=1476158)[0m [431]	train-mlogloss:1.30339	validation-mlogloss:1.29737
[36m(train_xgb_ray_tune pid=1476158)[0m [432]	train-mlogloss:1.30323	validation-mlogloss:1.29719
[36m(train_xgb_ray_tune pid=1476170)[0m [319]	train-mlogloss:0.69087	validation-mlogloss:0.63804
[36m(train_xgb_ray_tune pid=1476167)[0m [378]	train-mlogloss:0.68384	validation-mlogloss:0.63054
[36m(train_xgb_ray_tune pid=1476169)[0m [332]	train-mlogloss:0.62768	validation-mlogloss:0.57156
[36m(train_xgb_ray_tune pid=1476162)[0m [428]	train-mlogloss:0.66740	validation-mlogloss:0.60853
[36m(train_xgb_ray_tune pid=1476171)[0m [381]	train-mlogloss:1.05045	validation-mlogloss:1.03203
[36m(train_xgb_ray_tune pid=1476144)[0m [389]	train-mlogloss:0.67297	validation-mlogloss:0.61441
[36m(train_xgb_ray_tune pid=1476143)[0m [293]	train-mlogloss:0.65480	validation-mlogloss:0.61071
[36m(train_xgb_ray_tune pid=1476150)[0m [449]	train-mlogloss:0.63641	validation-mlogloss:0.57751
[36m(train_xgb_ray_tune pid=1476165)[0m [423]	train-mlogloss:0.73665	validation-mlogloss:0.69518
[36m(train_xgb_ray_tune pid=1476158)[0m [433]	train-mlogloss:1.30323	validation-mlogloss:1.29719
[36m(train_xgb_ray_tune pid=1476170)[0m [320]	train-mlogloss:0.69063	validation-mlogloss:0.63777
[36m(train_xgb_ray_tune pid=1476167)[0m [379]	train-mlogloss:0.68358	validation-mlogloss:0.63022
[36m(train_xgb_ray_tune pid=1476167)[0m [380]	train-mlogloss:0.68342	validation-mlogloss:0.63003
[36m(train_xgb_ray_tune pid=1476169)[0m [333]	train-mlogloss:0.62758	validation-mlogloss:0.57146
[36m(train_xgb_ray_tune pid=1476171)[0m [382]	train-mlogloss:1.05009	validation-mlogloss:1.03166
[36m(train_xgb_ray_tune pid=1476144)[0m [390]	train-mlogloss:0.67280	validation-mlogloss:0.61418
[36m(train_xgb_ray_tune pid=1476150)[0m [450]	train-mlogloss:0.63641	validation-mlogloss:0.57751
[36m(train_xgb_ray_tune pid=1476165)[0m [424]	train-mlogloss:0.73623	validation-mlogloss:0.69467
[36m(train_xgb_ray_tune pid=1476158)[0m [434]	train-mlogloss:1.30323	validation-mlogloss:1.29719
[36m(train_xgb_ray_tune pid=1476170)[0m [321]	train-mlogloss:0.69017	validation-mlogloss:0.63725
[36m(train_xgb_ray_tune pid=1476167)[0m [381]	train-mlogloss:0.68304	validation-mlogloss:0.62959
[36m(train_xgb_ray_tune pid=1476162)[0m [429]	train-mlogloss:0.66718	validation-mlogloss:0.60823
[36m(train_xgb_ray_tune pid=1476171)[0m [383]	train-mlogloss:1.04970	validation-mlogloss:1.03124
[36m(train_xgb_ray_tune pid=1476144)[0m [391]	train-mlogloss:0.67257	validation-mlogloss:0.61391
[36m(train_xgb_ray_tune pid=1476143)[0m [294]	train-mlogloss:0.65417	validation-mlogloss:0.61000
[36m(train_xgb_ray_tune pid=1476150)[0m [451]	train-mlogloss:0.63641	validation-mlogloss:0.57751
[36m(train_xgb_ray_tune pid=1476165)[0m [425]	train-mlogloss:0.73573	validation-mlogloss:0.69409
[36m(train_xgb_ray_tune pid=1476158)[0m [435]	train-mlogloss:1.30305	validation-mlogloss:1.29701
[36m(train_xgb_ray_tune pid=1476167)[0m [382]	train-mlogloss:0.68280	validation-mlogloss:0.62936
[36m(train_xgb_ray_tune pid=1476169)[0m [334]	train-mlogloss:0.62734	validation-mlogloss:0.57118
[36m(train_xgb_ray_tune pid=1476162)[0m [430]	train-mlogloss:0.66700	validation-mlogloss:0.60800
[36m(train_xgb_ray_tune pid=1476171)[0m [384]	train-mlogloss:1.04929	validation-mlogloss:1.03080
[36m(train_xgb_ray_tune pid=1476150)[0m [452]	train-mlogloss:0.63641	validation-mlogloss:0.57751
[36m(train_xgb_ray_tune pid=1476150)[0m [453]	train-mlogloss:0.63641	validation-mlogloss:0.57751
[36m(train_xgb_ray_tune pid=1476165)[0m [426]	train-mlogloss:0.73522	validation-mlogloss:0.69349
[36m(train_xgb_ray_tune pid=1476170)[0m [322]	train-mlogloss:0.68984	validation-mlogloss:0.63683
[36m(train_xgb_ray_tune pid=1476167)[0m [383]	train-mlogloss:0.68254	validation-mlogloss:0.62907
[36m(train_xgb_ray_tune pid=1476162)[0m [431]	train-mlogloss:0.66678	validation-mlogloss:0.60775
[36m(train_xgb_ray_tune pid=1476171)[0m [385]	train-mlogloss:1.04889	validation-mlogloss:1.03038
[36m(train_xgb_ray_tune pid=1476144)[0m [392]	train-mlogloss:0.67231	validation-mlogloss:0.61366
[36m(train_xgb_ray_tune pid=1476143)[0m [295]	train-mlogloss:0.65355	validation-mlogloss:0.60933
[36m(train_xgb_ray_tune pid=1476150)[0m [454]	train-mlogloss:0.63625	validation-mlogloss:0.57734
[36m(train_xgb_ray_tune pid=1476165)[0m [427]	train-mlogloss:0.73487	validation-mlogloss:0.69308
[36m(train_xgb_ray_tune pid=1476158)[0m [436]	train-mlogloss:1.30297	validation-mlogloss:1.29691
[36m(train_xgb_ray_tune pid=1476170)[0m [323]	train-mlogloss:0.68959	validation-mlogloss:0.63653
[36m(train_xgb_ray_tune pid=1476167)[0m [384]	train-mlogloss:0.68231	validation-mlogloss:0.62876
[36m(train_xgb_ray_tune pid=1476169)[0m [335]	train-mlogloss:0.62719	validation-mlogloss:0.57099
[36m(train_xgb_ray_tune pid=1476162)[0m [432]	train-mlogloss:0.66669	validation-mlogloss:0.60765
[36m(train_xgb_ray_tune pid=1476171)[0m [386]	train-mlogloss:1.04850	validation-mlogloss:1.02996
[36m(train_xgb_ray_tune pid=1476144)[0m [393]	train-mlogloss:0.67209	validation-mlogloss:0.61341

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:25. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              7.4062 │
│ time_total_s                  7.4062 │
│ training_iteration                 1 │
│ validation_accuracy          0.72134 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476150)[0m [455]	train-mlogloss:0.63625	validation-mlogloss:0.57734
[36m(train_xgb_ray_tune pid=1476165)[0m [428]	train-mlogloss:0.73445	validation-mlogloss:0.69260
[36m(train_xgb_ray_tune pid=1476158)[0m [437]	train-mlogloss:1.30288	validation-mlogloss:1.29681
[36m(train_xgb_ray_tune pid=1476170)[0m [324]	train-mlogloss:0.68926	validation-mlogloss:0.63610
[36m(train_xgb_ray_tune pid=1476167)[0m [385]	train-mlogloss:0.68212	validation-mlogloss:0.62849
[36m(train_xgb_ray_tune pid=1476169)[0m [336]	train-mlogloss:0.62689	validation-mlogloss:0.57065
[36m(train_xgb_ray_tune pid=1476171)[0m [387]	train-mlogloss:1.04812	validation-mlogloss:1.02955
[36m(train_xgb_ray_tune pid=1476144)[0m [394]	train-mlogloss:0.67192	validation-mlogloss:0.61324
[36m(train_xgb_ray_tune pid=1476143)[0m [296]	train-mlogloss:0.65295	validation-mlogloss:0.60867

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:25. Total running time: 10s
[36m(train_xgb_ray_tune pid=1476150)[0m [456]	train-mlogloss:0.63625	validation-mlogloss:0.57734
[36m(train_xgb_ray_tune pid=1476150)[0m [457]	train-mlogloss:0.63625	validation-mlogloss:0.57734
[36m(train_xgb_ray_tune pid=1476165)[0m [429]	train-mlogloss:0.73405	validation-mlogloss:0.69212
[36m(train_xgb_ray_tune pid=1476158)[0m [438]	train-mlogloss:1.30288	validation-mlogloss:1.29681
[36m(train_xgb_ray_tune pid=1476167)[0m [386]	train-mlogloss:0.68176	validation-mlogloss:0.62811
[36m(train_xgb_ray_tune pid=1476162)[0m [433]	train-mlogloss:0.66646	validation-mlogloss:0.60739
[36m(train_xgb_ray_tune pid=1476171)[0m [388]	train-mlogloss:1.04774	validation-mlogloss:1.02914
[36m(train_xgb_ray_tune pid=1476144)[0m [395]	train-mlogloss:0.67166	validation-mlogloss:0.61298
[36m(train_xgb_ray_tune pid=1476150)[0m [458]	train-mlogloss:0.63625	validation-mlogloss:0.57734
[36m(train_xgb_ray_tune pid=1476158)[0m [439]	train-mlogloss:1.30288	validation-mlogloss:1.29681
[36m(train_xgb_ray_tune pid=1476170)[0m [325]	train-mlogloss:0.68901	validation-mlogloss:0.63578
[36m(train_xgb_ray_tune pid=1476167)[0m [387]	train-mlogloss:0.68142	validation-mlogloss:0.62774
[36m(train_xgb_ray_tune pid=1476169)[0m [337]	train-mlogloss:0.62664	validation-mlogloss:0.57035
[36m(train_xgb_ray_tune pid=1476162)[0m [434]	train-mlogloss:0.66625	validation-mlogloss:0.60719
[36m(train_xgb_ray_tune pid=1476171)[0m [389]	train-mlogloss:1.04734	validation-mlogloss:1.02872
[36m(train_xgb_ray_tune pid=1476144)[0m [396]	train-mlogloss:0.67140	validation-mlogloss:0.61272
[36m(train_xgb_ray_tune pid=1476143)[0m [297]	train-mlogloss:0.65244	validation-mlogloss:0.60806
[36m(train_xgb_ray_tune pid=1476150)[0m [459]	train-mlogloss:0.63618	validation-mlogloss:0.57729
[36m(train_xgb_ray_tune pid=1476165)[0m [430]	train-mlogloss:0.73364	validation-mlogloss:0.69165
[36m(train_xgb_ray_tune pid=1476165)[0m [431]	train-mlogloss:0.73328	validation-mlogloss:0.69124
[36m(train_xgb_ray_tune pid=1476158)[0m [440]	train-mlogloss:1.30288	validation-mlogloss:1.29681
[36m(train_xgb_ray_tune pid=1476170)[0m [326]	train-mlogloss:0.68875	validation-mlogloss:0.63549
[36m(train_xgb_ray_tune pid=1476167)[0m [388]	train-mlogloss:0.68122	validation-mlogloss:0.62747
[36m(train_xgb_ray_tune pid=1476169)[0m [338]	train-mlogloss:0.62644	validation-mlogloss:0.57016
[36m(train_xgb_ray_tune pid=1476162)[0m [435]	train-mlogloss:0.66606	validation-mlogloss:0.60695
[36m(train_xgb_ray_tune pid=1476171)[0m [390]	train-mlogloss:1.04694	validation-mlogloss:1.02830
[36m(train_xgb_ray_tune pid=1476144)[0m [397]	train-mlogloss:0.67112	validation-mlogloss:0.61237
[36m(train_xgb_ray_tune pid=1476150)[0m [460]	train-mlogloss:0.63618	validation-mlogloss:0.57729
[36m(train_xgb_ray_tune pid=1476158)[0m [441]	train-mlogloss:1.30288	validation-mlogloss:1.29681
[36m(train_xgb_ray_tune pid=1476167)[0m [389]	train-mlogloss:0.68094	validation-mlogloss:0.62719
[36m(train_xgb_ray_tune pid=1476162)[0m [436]	train-mlogloss:0.66579	validation-mlogloss:0.60665
[36m(train_xgb_ray_tune pid=1476144)[0m [398]	train-mlogloss:0.67081	validation-mlogloss:0.61202
[36m(train_xgb_ray_tune pid=1476143)[0m [298]	train-mlogloss:0.65190	validation-mlogloss:0.60739
[36m(train_xgb_ray_tune pid=1476150)[0m [461]	train-mlogloss:0.63612	validation-mlogloss:0.57719
[36m(train_xgb_ray_tune pid=1476165)[0m [432]	train-mlogloss:0.73290	validation-mlogloss:0.69081
[36m(train_xgb_ray_tune pid=1476158)[0m [442]	train-mlogloss:1.30288	validation-mlogloss:1.29681
[36m(train_xgb_ray_tune pid=1476170)[0m [327]	train-mlogloss:0.68833	validation-mlogloss:0.63502
[36m(train_xgb_ray_tune pid=1476167)[0m [390]	train-mlogloss:0.68069	validation-mlogloss:0.62690
[36m(train_xgb_ray_tune pid=1476169)[0m [339]	train-mlogloss:0.62624	validation-mlogloss:0.56987
[36m(train_xgb_ray_tune pid=1476162)[0m [437]	train-mlogloss:0.66557	validation-mlogloss:0.60644
[36m(train_xgb_ray_tune pid=1476171)[0m [391]	train-mlogloss:1.04655	validation-mlogloss:1.02790
[36m(train_xgb_ray_tune pid=1476144)[0m [399]	train-mlogloss:0.67060	validation-mlogloss:0.61177
[36m(train_xgb_ray_tune pid=1476150)[0m [462]	train-mlogloss:0.63612	validation-mlogloss:0.57719
[36m(train_xgb_ray_tune pid=1476150)[0m [463]	train-mlogloss:0.63612	validation-mlogloss:0.57719
[36m(train_xgb_ray_tune pid=1476165)[0m [433]	train-mlogloss:0.73249	validation-mlogloss:0.69034
[36m(train_xgb_ray_tune pid=1476158)[0m [443]	train-mlogloss:1.30288	validation-mlogloss:1.29681
[36m(train_xgb_ray_tune pid=1476167)[0m [391]	train-mlogloss:0.68047	validation-mlogloss:0.62668
[36m(train_xgb_ray_tune pid=1476162)[0m [438]	train-mlogloss:0.66536	validation-mlogloss:0.60624
[36m(train_xgb_ray_tune pid=1476171)[0m [392]	train-mlogloss:1.04622	validation-mlogloss:1.02754
[36m(train_xgb_ray_tune pid=1476144)[0m [400]	train-mlogloss:0.67031	validation-mlogloss:0.61141
[36m(train_xgb_ray_tune pid=1476150)[0m [464]	train-mlogloss:0.63612	validation-mlogloss:0.57719
[36m(train_xgb_ray_tune pid=1476165)[0m [434]	train-mlogloss:0.73202	validation-mlogloss:0.68981
[36m(train_xgb_ray_tune pid=1476158)[0m [444]	train-mlogloss:1.30288	validation-mlogloss:1.29681
[36m(train_xgb_ray_tune pid=1476167)[0m [392]	train-mlogloss:0.68017	validation-mlogloss:0.62634
[36m(train_xgb_ray_tune pid=1476169)[0m [340]	train-mlogloss:0.62601	validation-mlogloss:0.56964
[36m(train_xgb_ray_tune pid=1476162)[0m [439]	train-mlogloss:0.66527	validation-mlogloss:0.60611
[36m(train_xgb_ray_tune pid=1476144)[0m [401]	train-mlogloss:0.67008	validation-mlogloss:0.61114
[36m(train_xgb_ray_tune pid=1476143)[0m [299]	train-mlogloss:0.65138	validation-mlogloss:0.60681
[36m(train_xgb_ray_tune pid=1476150)[0m [465]	train-mlogloss:0.63612	validation-mlogloss:0.57719
[36m(train_xgb_ray_tune pid=1476165)[0m [435]	train-mlogloss:0.73167	validation-mlogloss:0.68944
[36m(train_xgb_ray_tune pid=1476158)[0m [445]	train-mlogloss:1.30278	validation-mlogloss:1.29670
[36m(train_xgb_ray_tune pid=1476169)[0m [341]	train-mlogloss:0.62587	validation-mlogloss:0.56949
[36m(train_xgb_ray_tune pid=1476162)[0m [440]	train-mlogloss:0.66506	validation-mlogloss:0.60588
[36m(train_xgb_ray_tune pid=1476171)[0m [393]	train-mlogloss:1.04582	validation-mlogloss:1.02714
[36m(train_xgb_ray_tune pid=1476144)[0m [402]	train-mlogloss:0.66983	validation-mlogloss:0.61091
[36m(train_xgb_ray_tune pid=1476150)[0m [466]	train-mlogloss:0.63612	validation-mlogloss:0.57719
[36m(train_xgb_ray_tune pid=1476165)[0m [436]	train-mlogloss:0.73122	validation-mlogloss:0.68894
[36m(train_xgb_ray_tune pid=1476158)[0m [446]	train-mlogloss:1.30262	validation-mlogloss:1.29653
[36m(train_xgb_ray_tune pid=1476167)[0m [393]	train-mlogloss:0.67991	validation-mlogloss:0.62603
[36m(train_xgb_ray_tune pid=1476162)[0m [441]	train-mlogloss:0.66492	validation-mlogloss:0.60569
[36m(train_xgb_ray_tune pid=1476171)[0m [394]	train-mlogloss:1.04544	validation-mlogloss:1.02674
[36m(train_xgb_ray_tune pid=1476144)[0m [403]	train-mlogloss:0.66968	validation-mlogloss:0.61075
[36m(train_xgb_ray_tune pid=1476143)[0m [300]	train-mlogloss:0.65081	validation-mlogloss:0.60617
[36m(train_xgb_ray_tune pid=1476150)[0m [467]	train-mlogloss:0.63612	validation-mlogloss:0.57719
[36m(train_xgb_ray_tune pid=1476158)[0m [447]	train-mlogloss:1.30262	validation-mlogloss:1.29653
[36m(train_xgb_ray_tune pid=1476167)[0m [394]	train-mlogloss:0.67957	validation-mlogloss:0.62564
[36m(train_xgb_ray_tune pid=1476169)[0m [342]	train-mlogloss:0.62555	validation-mlogloss:0.56911
[36m(train_xgb_ray_tune pid=1476162)[0m [442]	train-mlogloss:0.66471	validation-mlogloss:0.60549
[36m(train_xgb_ray_tune pid=1476144)[0m [404]	train-mlogloss:0.66942	validation-mlogloss:0.61050
[36m(train_xgb_ray_tune pid=1476150)[0m [468]	train-mlogloss:0.63606	validation-mlogloss:0.57710
[36m(train_xgb_ray_tune pid=1476165)[0m [437]	train-mlogloss:0.73085	validation-mlogloss:0.68847
[36m(train_xgb_ray_tune pid=1476158)[0m [448]	train-mlogloss:1.30254	validation-mlogloss:1.29644
[36m(train_xgb_ray_tune pid=1476167)[0m [395]	train-mlogloss:0.67933	validation-mlogloss:0.62535

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:25. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.67583 │
│ time_total_s                 7.67583 │
│ training_iteration                 1 │
│ validation_accuracy          0.67836 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476171)[0m [395]	train-mlogloss:1.04504	validation-mlogloss:1.02630

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:25. Total running time: 10s
[36m(train_xgb_ray_tune pid=1476143)[0m [301]	train-mlogloss:0.65037	validation-mlogloss:0.60561
[36m(train_xgb_ray_tune pid=1476150)[0m [469]	train-mlogloss:0.63606	validation-mlogloss:0.57710
[36m(train_xgb_ray_tune pid=1476165)[0m [438]	train-mlogloss:0.73050	validation-mlogloss:0.68805
[36m(train_xgb_ray_tune pid=1476158)[0m [449]	train-mlogloss:1.30254	validation-mlogloss:1.29644
[36m(train_xgb_ray_tune pid=1476167)[0m [396]	train-mlogloss:0.67907	validation-mlogloss:0.62503
[36m(train_xgb_ray_tune pid=1476169)[0m [343]	train-mlogloss:0.62532	validation-mlogloss:0.56889
[36m(train_xgb_ray_tune pid=1476162)[0m [443]	train-mlogloss:0.66458	validation-mlogloss:0.60531
[36m(train_xgb_ray_tune pid=1476171)[0m [396]	train-mlogloss:1.04470	validation-mlogloss:1.02594
[36m(train_xgb_ray_tune pid=1476144)[0m [405]	train-mlogloss:0.66927	validation-mlogloss:0.61032
[36m(train_xgb_ray_tune pid=1476150)[0m [470]	train-mlogloss:0.63606	validation-mlogloss:0.57710
[36m(train_xgb_ray_tune pid=1476165)[0m [439]	train-mlogloss:0.73017	validation-mlogloss:0.68767
[36m(train_xgb_ray_tune pid=1476158)[0m [450]	train-mlogloss:1.30237	validation-mlogloss:1.29626
[36m(train_xgb_ray_tune pid=1476167)[0m [397]	train-mlogloss:0.67878	validation-mlogloss:0.62474
[36m(train_xgb_ray_tune pid=1476162)[0m [444]	train-mlogloss:0.66437	validation-mlogloss:0.60512
[36m(train_xgb_ray_tune pid=1476144)[0m [406]	train-mlogloss:0.66897	validation-mlogloss:0.60996
[36m(train_xgb_ray_tune pid=1476150)[0m [471]	train-mlogloss:0.63584	validation-mlogloss:0.57689
[36m(train_xgb_ray_tune pid=1476165)[0m [440]	train-mlogloss:0.72984	validation-mlogloss:0.68725
[36m(train_xgb_ray_tune pid=1476169)[0m [344]	train-mlogloss:0.62499	validation-mlogloss:0.56851
[36m(train_xgb_ray_tune pid=1476162)[0m [445]	train-mlogloss:0.66419	validation-mlogloss:0.60491
[36m(train_xgb_ray_tune pid=1476171)[0m [397]	train-mlogloss:1.04433	validation-mlogloss:1.02555
[36m(train_xgb_ray_tune pid=1476144)[0m [407]	train-mlogloss:0.66867	validation-mlogloss:0.60968
[36m(train_xgb_ray_tune pid=1476143)[0m [302]	train-mlogloss:0.64985	validation-mlogloss:0.60497
[36m(train_xgb_ray_tune pid=1476150)[0m [472]	train-mlogloss:0.63584	validation-mlogloss:0.57689
[36m(train_xgb_ray_tune pid=1476158)[0m [451]	train-mlogloss:1.30237	validation-mlogloss:1.29626
[36m(train_xgb_ray_tune pid=1476167)[0m [398]	train-mlogloss:0.67856	validation-mlogloss:0.62449
[36m(train_xgb_ray_tune pid=1476171)[0m [398]	train-mlogloss:1.04401	validation-mlogloss:1.02522
[36m(train_xgb_ray_tune pid=1476150)[0m [473]	train-mlogloss:0.63570	validation-mlogloss:0.57674
[36m(train_xgb_ray_tune pid=1476165)[0m [441]	train-mlogloss:0.72945	validation-mlogloss:0.68679
[36m(train_xgb_ray_tune pid=1476158)[0m [452]	train-mlogloss:1.30237	validation-mlogloss:1.29626
[36m(train_xgb_ray_tune pid=1476167)[0m [399]	train-mlogloss:0.67834	validation-mlogloss:0.62425
[36m(train_xgb_ray_tune pid=1476169)[0m [345]	train-mlogloss:0.62490	validation-mlogloss:0.56843
[36m(train_xgb_ray_tune pid=1476144)[0m [408]	train-mlogloss:0.66838	validation-mlogloss:0.60935
[36m(train_xgb_ray_tune pid=1476143)[0m [303]	train-mlogloss:0.64938	validation-mlogloss:0.60442
[36m(train_xgb_ray_tune pid=1476150)[0m [474]	train-mlogloss:0.63570	validation-mlogloss:0.57674
[36m(train_xgb_ray_tune pid=1476165)[0m [442]	train-mlogloss:0.72907	validation-mlogloss:0.68634
[36m(train_xgb_ray_tune pid=1476158)[0m [453]	train-mlogloss:1.30237	validation-mlogloss:1.29626
[36m(train_xgb_ray_tune pid=1476167)[0m [400]	train-mlogloss:0.67808	validation-mlogloss:0.62391
[36m(train_xgb_ray_tune pid=1476171)[0m [399]	train-mlogloss:1.04363	validation-mlogloss:1.02484
[36m(train_xgb_ray_tune pid=1476144)[0m [409]	train-mlogloss:0.66817	validation-mlogloss:0.60911
[36m(train_xgb_ray_tune pid=1476150)[0m [475]	train-mlogloss:0.63570	validation-mlogloss:0.57674
[36m(train_xgb_ray_tune pid=1476165)[0m [443]	train-mlogloss:0.72869	validation-mlogloss:0.68588
[36m(train_xgb_ray_tune pid=1476158)[0m [454]	train-mlogloss:1.30237	validation-mlogloss:1.29626
[36m(train_xgb_ray_tune pid=1476169)[0m [346]	train-mlogloss:0.62467	validation-mlogloss:0.56821
[36m(train_xgb_ray_tune pid=1476144)[0m [410]	train-mlogloss:0.66797	validation-mlogloss:0.60884
[36m(train_xgb_ray_tune pid=1476150)[0m [476]	train-mlogloss:0.63570	validation-mlogloss:0.57674
[36m(train_xgb_ray_tune pid=1476167)[0m [401]	train-mlogloss:0.67786	validation-mlogloss:0.62366
[36m(train_xgb_ray_tune pid=1476171)[0m [400]	train-mlogloss:1.04322	validation-mlogloss:1.02440
[36m(train_xgb_ray_tune pid=1476144)[0m [411]	train-mlogloss:0.66767	validation-mlogloss:0.60858
[36m(train_xgb_ray_tune pid=1476143)[0m [304]	train-mlogloss:0.64885	validation-mlogloss:0.60378
[36m(train_xgb_ray_tune pid=1476150)[0m [477]	train-mlogloss:0.63570	validation-mlogloss:0.57674
[36m(train_xgb_ray_tune pid=1476165)[0m [444]	train-mlogloss:0.72828	validation-mlogloss:0.68545
[36m(train_xgb_ray_tune pid=1476158)[0m [455]	train-mlogloss:1.30221	validation-mlogloss:1.29609
[36m(train_xgb_ray_tune pid=1476167)[0m [402]	train-mlogloss:0.67755	validation-mlogloss:0.62336
[36m(train_xgb_ray_tune pid=1476169)[0m [347]	train-mlogloss:0.62439	validation-mlogloss:0.56790
[36m(train_xgb_ray_tune pid=1476171)[0m [401]	train-mlogloss:1.04283	validation-mlogloss:1.02397
[36m(train_xgb_ray_tune pid=1476144)[0m [412]	train-mlogloss:0.66738	validation-mlogloss:0.60823
[36m(train_xgb_ray_tune pid=1476150)[0m [478]	train-mlogloss:0.63570	validation-mlogloss:0.57674
[36m(train_xgb_ray_tune pid=1476165)[0m [445]	train-mlogloss:0.72787	validation-mlogloss:0.68496
[36m(train_xgb_ray_tune pid=1476158)[0m [456]	train-mlogloss:1.30221	validation-mlogloss:1.29609
[36m(train_xgb_ray_tune pid=1476167)[0m [403]	train-mlogloss:0.67719	validation-mlogloss:0.62287
[36m(train_xgb_ray_tune pid=1476150)[0m [479]	train-mlogloss:0.63570	validation-mlogloss:0.57674
[36m(train_xgb_ray_tune pid=1476158)[0m [457]	train-mlogloss:1.30221	validation-mlogloss:1.29609
[36m(train_xgb_ray_tune pid=1476169)[0m [348]	train-mlogloss:0.62416	validation-mlogloss:0.56768
[36m(train_xgb_ray_tune pid=1476171)[0m [402]	train-mlogloss:1.04246	validation-mlogloss:1.02357
[36m(train_xgb_ray_tune pid=1476144)[0m [413]	train-mlogloss:0.66713	validation-mlogloss:0.60798
[36m(train_xgb_ray_tune pid=1476143)[0m [305]	train-mlogloss:0.64825	validation-mlogloss:0.60317
[36m(train_xgb_ray_tune pid=1476150)[0m [480]	train-mlogloss:0.63570	validation-mlogloss:0.57674
[36m(train_xgb_ray_tune pid=1476165)[0m [446]	train-mlogloss:0.72747	validation-mlogloss:0.68452
[36m(train_xgb_ray_tune pid=1476158)[0m [458]	train-mlogloss:1.30213	validation-mlogloss:1.29600
[36m(train_xgb_ray_tune pid=1476167)[0m [404]	train-mlogloss:0.67699	validation-mlogloss:0.62263
[36m(train_xgb_ray_tune pid=1476144)[0m [414]	train-mlogloss:0.66688	validation-mlogloss:0.60771
[36m(train_xgb_ray_tune pid=1476150)[0m [481]	train-mlogloss:0.63570	validation-mlogloss:0.57674
[36m(train_xgb_ray_tune pid=1476165)[0m [447]	train-mlogloss:0.72705	validation-mlogloss:0.68404
[36m(train_xgb_ray_tune pid=1476169)[0m [349]	train-mlogloss:0.62397	validation-mlogloss:0.56746

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:26. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.36105 │
│ time_total_s                 7.36105 │
│ training_iteration                 1 │
│ validation_accuracy          0.72851 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476171)[0m [403]	train-mlogloss:1.04222	validation-mlogloss:1.02331
[36m(train_xgb_ray_tune pid=1476144)[0m [415]	train-mlogloss:0.66660	validation-mlogloss:0.60742
[36m(train_xgb_ray_tune pid=1476150)[0m [482]	train-mlogloss:0.63550	validation-mlogloss:0.57656
[36m(train_xgb_ray_tune pid=1476158)[0m [459]	train-mlogloss:1.30195	validation-mlogloss:1.29582
[36m(train_xgb_ray_tune pid=1476167)[0m [405]	train-mlogloss:0.67679	validation-mlogloss:0.62241

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:26. Total running time: 10s
[36m(train_xgb_ray_tune pid=1476144)[0m [416]	train-mlogloss:0.66637	validation-mlogloss:0.60719
[36m(train_xgb_ray_tune pid=1476143)[0m [306]	train-mlogloss:0.64772	validation-mlogloss:0.60252
[36m(train_xgb_ray_tune pid=1476165)[0m [448]	train-mlogloss:0.72668	validation-mlogloss:0.68365
[36m(train_xgb_ray_tune pid=1476158)[0m [460]	train-mlogloss:1.30195	validation-mlogloss:1.29582
[36m(train_xgb_ray_tune pid=1476167)[0m [406]	train-mlogloss:0.67659	validation-mlogloss:0.62218
[36m(train_xgb_ray_tune pid=1476169)[0m [350]	train-mlogloss:0.62384	validation-mlogloss:0.56728
[36m(train_xgb_ray_tune pid=1476171)[0m [404]	train-mlogloss:1.04184	validation-mlogloss:1.02290
[36m(train_xgb_ray_tune pid=1476144)[0m [417]	train-mlogloss:0.66618	validation-mlogloss:0.60702
[36m(train_xgb_ray_tune pid=1476150)[0m [483]	train-mlogloss:0.63550	validation-mlogloss:0.57656
[36m(train_xgb_ray_tune pid=1476150)[0m [484]	train-mlogloss:0.63550	validation-mlogloss:0.57656
[36m(train_xgb_ray_tune pid=1476165)[0m [449]	train-mlogloss:0.72626	validation-mlogloss:0.68315
[36m(train_xgb_ray_tune pid=1476158)[0m [461]	train-mlogloss:1.30195	validation-mlogloss:1.29582
[36m(train_xgb_ray_tune pid=1476167)[0m [407]	train-mlogloss:0.67639	validation-mlogloss:0.62194
[36m(train_xgb_ray_tune pid=1476169)[0m [351]	train-mlogloss:0.62371	validation-mlogloss:0.56714
[36m(train_xgb_ray_tune pid=1476171)[0m [405]	train-mlogloss:1.04147	validation-mlogloss:1.02250
[36m(train_xgb_ray_tune pid=1476144)[0m [418]	train-mlogloss:0.66603	validation-mlogloss:0.60687
[36m(train_xgb_ray_tune pid=1476143)[0m [307]	train-mlogloss:0.64717	validation-mlogloss:0.60188
[36m(train_xgb_ray_tune pid=1476150)[0m [485]	train-mlogloss:0.63550	validation-mlogloss:0.57656
[36m(train_xgb_ray_tune pid=1476158)[0m [462]	train-mlogloss:1.30195	validation-mlogloss:1.29582
[36m(train_xgb_ray_tune pid=1476167)[0m [408]	train-mlogloss:0.67619	validation-mlogloss:0.62171
[36m(train_xgb_ray_tune pid=1476169)[0m [352]	train-mlogloss:0.62357	validation-mlogloss:0.56700
[36m(train_xgb_ray_tune pid=1476150)[0m [486]	train-mlogloss:0.63550	validation-mlogloss:0.57656
[36m(train_xgb_ray_tune pid=1476165)[0m [450]	train-mlogloss:0.72585	validation-mlogloss:0.68268
[36m(train_xgb_ray_tune pid=1476158)[0m [463]	train-mlogloss:1.30195	validation-mlogloss:1.29582
[36m(train_xgb_ray_tune pid=1476167)[0m [409]	train-mlogloss:0.67593	validation-mlogloss:0.62147
[36m(train_xgb_ray_tune pid=1476171)[0m [406]	train-mlogloss:1.04108	validation-mlogloss:1.02209
[36m(train_xgb_ray_tune pid=1476144)[0m [419]	train-mlogloss:0.66579	validation-mlogloss:0.60663
[36m(train_xgb_ray_tune pid=1476150)[0m [487]	train-mlogloss:0.63550	validation-mlogloss:0.57656
[36m(train_xgb_ray_tune pid=1476158)[0m [464]	train-mlogloss:1.30195	validation-mlogloss:1.29582
[36m(train_xgb_ray_tune pid=1476169)[0m [353]	train-mlogloss:0.62336	validation-mlogloss:0.56679
[36m(train_xgb_ray_tune pid=1476171)[0m [407]	train-mlogloss:1.04069	validation-mlogloss:1.02166
[36m(train_xgb_ray_tune pid=1476143)[0m [308]	train-mlogloss:0.64663	validation-mlogloss:0.60131
[36m(train_xgb_ray_tune pid=1476150)[0m [488]	train-mlogloss:0.63534	validation-mlogloss:0.57633
[36m(train_xgb_ray_tune pid=1476165)[0m [451]	train-mlogloss:0.72551	validation-mlogloss:0.68229
[36m(train_xgb_ray_tune pid=1476158)[0m [465]	train-mlogloss:1.30178	validation-mlogloss:1.29563
[36m(train_xgb_ray_tune pid=1476167)[0m [410]	train-mlogloss:0.67572	validation-mlogloss:0.62121
[36m(train_xgb_ray_tune pid=1476169)[0m [354]	train-mlogloss:0.62323	validation-mlogloss:0.56665
[36m(train_xgb_ray_tune pid=1476144)[0m [420]	train-mlogloss:0.66556	validation-mlogloss:0.60641
[36m(train_xgb_ray_tune pid=1476143)[0m [309]	train-mlogloss:0.64608	validation-mlogloss:0.60068
[36m(train_xgb_ray_tune pid=1476150)[0m [489]	train-mlogloss:0.63534	validation-mlogloss:0.57633
[36m(train_xgb_ray_tune pid=1476158)[0m [466]	train-mlogloss:1.30178	validation-mlogloss:1.29563
[36m(train_xgb_ray_tune pid=1476167)[0m [411]	train-mlogloss:0.67545	validation-mlogloss:0.62090
[36m(train_xgb_ray_tune pid=1476169)[0m [355]	train-mlogloss:0.62301	validation-mlogloss:0.56645
[36m(train_xgb_ray_tune pid=1476171)[0m [408]	train-mlogloss:1.04032	validation-mlogloss:1.02126
[36m(train_xgb_ray_tune pid=1476144)[0m [421]	train-mlogloss:0.66527	validation-mlogloss:0.60609
[36m(train_xgb_ray_tune pid=1476150)[0m [490]	train-mlogloss:0.63534	validation-mlogloss:0.57633
[36m(train_xgb_ray_tune pid=1476165)[0m [452]	train-mlogloss:0.72510	validation-mlogloss:0.68179
[36m(train_xgb_ray_tune pid=1476158)[0m [467]	train-mlogloss:1.30178	validation-mlogloss:1.29563
[36m(train_xgb_ray_tune pid=1476167)[0m [412]	train-mlogloss:0.67522	validation-mlogloss:0.62064
[36m(train_xgb_ray_tune pid=1476169)[0m [356]	train-mlogloss:0.62279	validation-mlogloss:0.56617
[36m(train_xgb_ray_tune pid=1476171)[0m [409]	train-mlogloss:1.03992	validation-mlogloss:1.02083
[36m(train_xgb_ray_tune pid=1476144)[0m [422]	train-mlogloss:0.66508	validation-mlogloss:0.60589
[36m(train_xgb_ray_tune pid=1476143)[0m [310]	train-mlogloss:0.64569	validation-mlogloss:0.60025
[36m(train_xgb_ray_tune pid=1476150)[0m [491]	train-mlogloss:0.63534	validation-mlogloss:0.57633
[36m(train_xgb_ray_tune pid=1476158)[0m [468]	train-mlogloss:1.30178	validation-mlogloss:1.29563
[36m(train_xgb_ray_tune pid=1476167)[0m [413]	train-mlogloss:0.67500	validation-mlogloss:0.62045
[36m(train_xgb_ray_tune pid=1476169)[0m [357]	train-mlogloss:0.62270	validation-mlogloss:0.56604
[36m(train_xgb_ray_tune pid=1476144)[0m [423]	train-mlogloss:0.66483	validation-mlogloss:0.60557
[36m(train_xgb_ray_tune pid=1476143)[0m [311]	train-mlogloss:0.64512	validation-mlogloss:0.59956
[36m(train_xgb_ray_tune pid=1476150)[0m [492]	train-mlogloss:0.63534	validation-mlogloss:0.57633
[36m(train_xgb_ray_tune pid=1476165)[0m [453]	train-mlogloss:0.72465	validation-mlogloss:0.68128
[36m(train_xgb_ray_tune pid=1476158)[0m [469]	train-mlogloss:1.30169	validation-mlogloss:1.29553
[36m(train_xgb_ray_tune pid=1476167)[0m [414]	train-mlogloss:0.67481	validation-mlogloss:0.62019
[36m(train_xgb_ray_tune pid=1476169)[0m [358]	train-mlogloss:0.62249	validation-mlogloss:0.56583
[36m(train_xgb_ray_tune pid=1476171)[0m [410]	train-mlogloss:1.03955	validation-mlogloss:1.02042
[36m(train_xgb_ray_tune pid=1476144)[0m [424]	train-mlogloss:0.66460	validation-mlogloss:0.60534
[36m(train_xgb_ray_tune pid=1476150)[0m [493]	train-mlogloss:0.63534	validation-mlogloss:0.57633
[36m(train_xgb_ray_tune pid=1476158)[0m [470]	train-mlogloss:1.30169	validation-mlogloss:1.29553
[36m(train_xgb_ray_tune pid=1476167)[0m [415]	train-mlogloss:0.67458	validation-mlogloss:0.61994
[36m(train_xgb_ray_tune pid=1476169)[0m [359]	train-mlogloss:0.62228	validation-mlogloss:0.56561
[36m(train_xgb_ray_tune pid=1476171)[0m [411]	train-mlogloss:1.03920	validation-mlogloss:1.02006
[36m(train_xgb_ray_tune pid=1476144)[0m [425]	train-mlogloss:0.66441	validation-mlogloss:0.60511
[36m(train_xgb_ray_tune pid=1476143)[0m [312]	train-mlogloss:0.64470	validation-mlogloss:0.59905
[36m(train_xgb_ray_tune pid=1476150)[0m [494]	train-mlogloss:0.63534	validation-mlogloss:0.57633
[36m(train_xgb_ray_tune pid=1476165)[0m [454]	train-mlogloss:0.72425	validation-mlogloss:0.68080
[36m(train_xgb_ray_tune pid=1476158)[0m [471]	train-mlogloss:1.30169	validation-mlogloss:1.29553
[36m(train_xgb_ray_tune pid=1476167)[0m [416]	train-mlogloss:0.67436	validation-mlogloss:0.61973
[36m(train_xgb_ray_tune pid=1476169)[0m [360]	train-mlogloss:0.62220	validation-mlogloss:0.56548
[36m(train_xgb_ray_tune pid=1476144)[0m [426]	train-mlogloss:0.66419	validation-mlogloss:0.60489
[36m(train_xgb_ray_tune pid=1476143)[0m [313]	train-mlogloss:0.64417	validation-mlogloss:0.59841
[36m(train_xgb_ray_tune pid=1476150)[0m [495]	train-mlogloss:0.63534	validation-mlogloss:0.57633

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:26. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.88566 │
│ time_total_s                 7.88566 │
│ training_iteration                 1 │
│ validation_accuracy          0.73492 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476158)[0m [472]	train-mlogloss:1.30169	validation-mlogloss:1.29553
[36m(train_xgb_ray_tune pid=1476167)[0m [417]	train-mlogloss:0.67416	validation-mlogloss:0.61945
[36m(train_xgb_ray_tune pid=1476169)[0m [361]	train-mlogloss:0.62212	validation-mlogloss:0.56535
[36m(train_xgb_ray_tune pid=1476171)[0m [412]	train-mlogloss:1.03881	validation-mlogloss:1.01964
[36m(train_xgb_ray_tune pid=1476144)[0m [427]	train-mlogloss:0.66395	validation-mlogloss:0.60465
[36m(train_xgb_ray_tune pid=1476150)[0m [496]	train-mlogloss:0.63528	validation-mlogloss:0.57628
[36m(train_xgb_ray_tune pid=1476165)[0m [455]	train-mlogloss:0.72390	validation-mlogloss:0.68040
[36m(train_xgb_ray_tune pid=1476158)[0m [473]	train-mlogloss:1.30169	validation-mlogloss:1.29553
[36m(train_xgb_ray_tune pid=1476169)[0m [362]	train-mlogloss:0.62191	validation-mlogloss:0.56508

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:26. Total running time: 10s
[36m(train_xgb_ray_tune pid=1476171)[0m [413]	train-mlogloss:1.03856	validation-mlogloss:1.01935
[36m(train_xgb_ray_tune pid=1476143)[0m [314]	train-mlogloss:0.64363	validation-mlogloss:0.59781
[36m(train_xgb_ray_tune pid=1476150)[0m [497]	train-mlogloss:0.63528	validation-mlogloss:0.57628
[36m(train_xgb_ray_tune pid=1476167)[0m [418]	train-mlogloss:0.67397	validation-mlogloss:0.61921
[36m(train_xgb_ray_tune pid=1476144)[0m [428]	train-mlogloss:0.66387	validation-mlogloss:0.60452
[36m(train_xgb_ray_tune pid=1476150)[0m [498]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476165)[0m [456]	train-mlogloss:0.72345	validation-mlogloss:0.67987
[36m(train_xgb_ray_tune pid=1476158)[0m [474]	train-mlogloss:1.30152	validation-mlogloss:1.29535
[36m(train_xgb_ray_tune pid=1476167)[0m [419]	train-mlogloss:0.67378	validation-mlogloss:0.61903
[36m(train_xgb_ray_tune pid=1476169)[0m [363]	train-mlogloss:0.62168	validation-mlogloss:0.56487
[36m(train_xgb_ray_tune pid=1476171)[0m [414]	train-mlogloss:1.03820	validation-mlogloss:1.01898
[36m(train_xgb_ray_tune pid=1476144)[0m [429]	train-mlogloss:0.66378	validation-mlogloss:0.60440
[36m(train_xgb_ray_tune pid=1476143)[0m [315]	train-mlogloss:0.64308	validation-mlogloss:0.59721
[36m(train_xgb_ray_tune pid=1476150)[0m [499]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476158)[0m [475]	train-mlogloss:1.30152	validation-mlogloss:1.29535
[36m(train_xgb_ray_tune pid=1476167)[0m [420]	train-mlogloss:0.67356	validation-mlogloss:0.61882
[36m(train_xgb_ray_tune pid=1476169)[0m [364]	train-mlogloss:0.62147	validation-mlogloss:0.56467
[36m(train_xgb_ray_tune pid=1476171)[0m [415]	train-mlogloss:1.03783	validation-mlogloss:1.01861
[36m(train_xgb_ray_tune pid=1476144)[0m [430]	train-mlogloss:0.66355	validation-mlogloss:0.60417
[36m(train_xgb_ray_tune pid=1476143)[0m [316]	train-mlogloss:0.64260	validation-mlogloss:0.59663
[36m(train_xgb_ray_tune pid=1476150)[0m [500]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476165)[0m [457]	train-mlogloss:0.72306	validation-mlogloss:0.67940
[36m(train_xgb_ray_tune pid=1476158)[0m [476]	train-mlogloss:1.30152	validation-mlogloss:1.29535
[36m(train_xgb_ray_tune pid=1476167)[0m [421]	train-mlogloss:0.67342	validation-mlogloss:0.61862
[36m(train_xgb_ray_tune pid=1476169)[0m [365]	train-mlogloss:0.62134	validation-mlogloss:0.56451
[36m(train_xgb_ray_tune pid=1476144)[0m [431]	train-mlogloss:0.66341	validation-mlogloss:0.60397
[36m(train_xgb_ray_tune pid=1476143)[0m [317]	train-mlogloss:0.64216	validation-mlogloss:0.59611
[36m(train_xgb_ray_tune pid=1476150)[0m [501]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476165)[0m [458]	train-mlogloss:0.72272	validation-mlogloss:0.67900
[36m(train_xgb_ray_tune pid=1476158)[0m [477]	train-mlogloss:1.30152	validation-mlogloss:1.29535
[36m(train_xgb_ray_tune pid=1476167)[0m [422]	train-mlogloss:0.67317	validation-mlogloss:0.61835
[36m(train_xgb_ray_tune pid=1476169)[0m [366]	train-mlogloss:0.62114	validation-mlogloss:0.56427
[36m(train_xgb_ray_tune pid=1476171)[0m [416]	train-mlogloss:1.03747	validation-mlogloss:1.01825
[36m(train_xgb_ray_tune pid=1476144)[0m [432]	train-mlogloss:0.66332	validation-mlogloss:0.60389
[36m(train_xgb_ray_tune pid=1476150)[0m [502]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476165)[0m [459]	train-mlogloss:0.72231	validation-mlogloss:0.67853
[36m(train_xgb_ray_tune pid=1476158)[0m [478]	train-mlogloss:1.30143	validation-mlogloss:1.29525
[36m(train_xgb_ray_tune pid=1476167)[0m [423]	train-mlogloss:0.67298	validation-mlogloss:0.61814
[36m(train_xgb_ray_tune pid=1476169)[0m [367]	train-mlogloss:0.62106	validation-mlogloss:0.56420
[36m(train_xgb_ray_tune pid=1476171)[0m [417]	train-mlogloss:1.03722	validation-mlogloss:1.01799
[36m(train_xgb_ray_tune pid=1476144)[0m [433]	train-mlogloss:0.66311	validation-mlogloss:0.60368
[36m(train_xgb_ray_tune pid=1476143)[0m [318]	train-mlogloss:0.64166	validation-mlogloss:0.59555
[36m(train_xgb_ray_tune pid=1476150)[0m [503]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476169)[0m [368]	train-mlogloss:0.62093	validation-mlogloss:0.56402
[36m(train_xgb_ray_tune pid=1476171)[0m [418]	train-mlogloss:1.03687	validation-mlogloss:1.01762
[36m(train_xgb_ray_tune pid=1476150)[0m [504]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476165)[0m [460]	train-mlogloss:0.72190	validation-mlogloss:0.67805
[36m(train_xgb_ray_tune pid=1476158)[0m [479]	train-mlogloss:1.30143	validation-mlogloss:1.29525
[36m(train_xgb_ray_tune pid=1476167)[0m [424]	train-mlogloss:0.67280	validation-mlogloss:0.61795
[36m(train_xgb_ray_tune pid=1476144)[0m [434]	train-mlogloss:0.66289	validation-mlogloss:0.60342
[36m(train_xgb_ray_tune pid=1476143)[0m [319]	train-mlogloss:0.64121	validation-mlogloss:0.59501
[36m(train_xgb_ray_tune pid=1476150)[0m [505]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476165)[0m [461]	train-mlogloss:0.72159	validation-mlogloss:0.67767
[36m(train_xgb_ray_tune pid=1476158)[0m [480]	train-mlogloss:1.30143	validation-mlogloss:1.29525
[36m(train_xgb_ray_tune pid=1476167)[0m [425]	train-mlogloss:0.67258	validation-mlogloss:0.61773
[36m(train_xgb_ray_tune pid=1476169)[0m [369]	train-mlogloss:0.62073	validation-mlogloss:0.56383
[36m(train_xgb_ray_tune pid=1476171)[0m [419]	train-mlogloss:1.03648	validation-mlogloss:1.01722
[36m(train_xgb_ray_tune pid=1476144)[0m [435]	train-mlogloss:0.66267	validation-mlogloss:0.60315
[36m(train_xgb_ray_tune pid=1476143)[0m [320]	train-mlogloss:0.64082	validation-mlogloss:0.59456
[36m(train_xgb_ray_tune pid=1476150)[0m [506]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476165)[0m [462]	train-mlogloss:0.72118	validation-mlogloss:0.67720
[36m(train_xgb_ray_tune pid=1476158)[0m [481]	train-mlogloss:1.30143	validation-mlogloss:1.29525
[36m(train_xgb_ray_tune pid=1476167)[0m [426]	train-mlogloss:0.67237	validation-mlogloss:0.61749
[36m(train_xgb_ray_tune pid=1476169)[0m [370]	train-mlogloss:0.62053	validation-mlogloss:0.56361
[36m(train_xgb_ray_tune pid=1476171)[0m [420]	train-mlogloss:1.03612	validation-mlogloss:1.01683
[36m(train_xgb_ray_tune pid=1476144)[0m [436]	train-mlogloss:0.66244	validation-mlogloss:0.60294
[36m(train_xgb_ray_tune pid=1476150)[0m [507]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476158)[0m [482]	train-mlogloss:1.30143	validation-mlogloss:1.29525
[36m(train_xgb_ray_tune pid=1476169)[0m [371]	train-mlogloss:0.62045	validation-mlogloss:0.56354
[36m(train_xgb_ray_tune pid=1476143)[0m [321]	train-mlogloss:0.64033	validation-mlogloss:0.59404
[36m(train_xgb_ray_tune pid=1476150)[0m [508]	train-mlogloss:0.63522	validation-mlogloss:0.57622
[36m(train_xgb_ray_tune pid=1476165)[0m [463]	train-mlogloss:0.72084	validation-mlogloss:0.67682
[36m(train_xgb_ray_tune pid=1476158)[0m [483]	train-mlogloss:1.30135	validation-mlogloss:1.29516
[36m(train_xgb_ray_tune pid=1476167)[0m [427]	train-mlogloss:0.67218	validation-mlogloss:0.61727
[36m(train_xgb_ray_tune pid=1476169)[0m [372]	train-mlogloss:0.62038	validation-mlogloss:0.56347
[36m(train_xgb_ray_tune pid=1476144)[0m [437]	train-mlogloss:0.66225	validation-mlogloss:0.60271
[36m(train_xgb_ray_tune pid=1476143)[0m [322]	train-mlogloss:0.63993	validation-mlogloss:0.59351
[36m(train_xgb_ray_tune pid=1476150)[0m [509]	train-mlogloss:0.63516	validation-mlogloss:0.57613
[36m(train_xgb_ray_tune pid=1476165)[0m [464]	train-mlogloss:0.72052	validation-mlogloss:0.67644
[36m(train_xgb_ray_tune pid=1476158)[0m [484]	train-mlogloss:1.30117	validation-mlogloss:1.29497
[36m(train_xgb_ray_tune pid=1476167)[0m [428]	train-mlogloss:0.67194	validation-mlogloss:0.61698
[36m(train_xgb_ray_tune pid=1476169)[0m [373]	train-mlogloss:0.62031	validation-mlogloss:0.56335
[36m(train_xgb_ray_tune pid=1476144)[0m [438]	train-mlogloss:0.66203	validation-mlogloss:0.60245
[36m(train_xgb_ray_tune pid=1476158)[0m [485]	train-mlogloss:1.30107	validation-mlogloss:1.29486
[36m(train_xgb_ray_tune pid=1476167)[0m [429]	train-mlogloss:0.67177	validation-mlogloss:0.61671
[36m(train_xgb_ray_tune pid=1476169)[0m [374]	train-mlogloss:0.62011	validation-mlogloss:0.56313
[36m(train_xgb_ray_tune pid=1476144)[0m [439]	train-mlogloss:0.66194	validation-mlogloss:0.60237
[36m(train_xgb_ray_tune pid=1476143)[0m [323]	train-mlogloss:0.63949	validation-mlogloss:0.59299
[36m(train_xgb_ray_tune pid=1476150)[0m [510]	train-mlogloss:0.63510	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476165)[0m [465]	train-mlogloss:0.72011	validation-mlogloss:0.67594
[36m(train_xgb_ray_tune pid=1476158)[0m [486]	train-mlogloss:1.30107	validation-mlogloss:1.29486
[36m(train_xgb_ray_tune pid=1476167)[0m [430]	train-mlogloss:0.67158	validation-mlogloss:0.61646
[36m(train_xgb_ray_tune pid=1476169)[0m [375]	train-mlogloss:0.62003	validation-mlogloss:0.56301
[36m(train_xgb_ray_tune pid=1476144)[0m [440]	train-mlogloss:0.66172	validation-mlogloss:0.60215
[36m(train_xgb_ray_tune pid=1476150)[0m [511]	train-mlogloss:0.63510	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476165)[0m [466]	train-mlogloss:0.71971	validation-mlogloss:0.67547
[36m(train_xgb_ray_tune pid=1476158)[0m [487]	train-mlogloss:1.30107	validation-mlogloss:1.29486
[36m(train_xgb_ray_tune pid=1476167)[0m [431]	train-mlogloss:0.67134	validation-mlogloss:0.61619
[36m(train_xgb_ray_tune pid=1476143)[0m [324]	train-mlogloss:0.63906	validation-mlogloss:0.59244
[36m(train_xgb_ray_tune pid=1476150)[0m [512]	train-mlogloss:0.63510	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476165)[0m [467]	train-mlogloss:0.71939	validation-mlogloss:0.67510
[36m(train_xgb_ray_tune pid=1476169)[0m [376]	train-mlogloss:0.61991	validation-mlogloss:0.56284
[36m(train_xgb_ray_tune pid=1476144)[0m [441]	train-mlogloss:0.66150	validation-mlogloss:0.60194
[36m(train_xgb_ray_tune pid=1476143)[0m [325]	train-mlogloss:0.63872	validation-mlogloss:0.59209
[36m(train_xgb_ray_tune pid=1476150)[0m [513]	train-mlogloss:0.63510	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476158)[0m [488]	train-mlogloss:1.30107	validation-mlogloss:1.29486
[36m(train_xgb_ray_tune pid=1476167)[0m [432]	train-mlogloss:0.67116	validation-mlogloss:0.61598
[36m(train_xgb_ray_tune pid=1476144)[0m [442]	train-mlogloss:0.66137	validation-mlogloss:0.60175
[36m(train_xgb_ray_tune pid=1476150)[0m [514]	train-mlogloss:0.63510	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476165)[0m [468]	train-mlogloss:0.71909	validation-mlogloss:0.67473
[36m(train_xgb_ray_tune pid=1476158)[0m [489]	train-mlogloss:1.30107	validation-mlogloss:1.29486
[36m(train_xgb_ray_tune pid=1476167)[0m [433]	train-mlogloss:0.67087	validation-mlogloss:0.61572
[36m(train_xgb_ray_tune pid=1476169)[0m [377]	train-mlogloss:0.61983	validation-mlogloss:0.56277
[36m(train_xgb_ray_tune pid=1476144)[0m [443]	train-mlogloss:0.66129	validation-mlogloss:0.60163
[36m(train_xgb_ray_tune pid=1476143)[0m [326]	train-mlogloss:0.63821	validation-mlogloss:0.59158
[36m(train_xgb_ray_tune pid=1476150)[0m [515]	train-mlogloss:0.63509	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476165)[0m [469]	train-mlogloss:0.71878	validation-mlogloss:0.67436
[36m(train_xgb_ray_tune pid=1476158)[0m [490]	train-mlogloss:1.30107	validation-mlogloss:1.29486
[36m(train_xgb_ray_tune pid=1476167)[0m [434]	train-mlogloss:0.67065	validation-mlogloss:0.61545
[36m(train_xgb_ray_tune pid=1476150)[0m [516]	train-mlogloss:0.63509	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476158)[0m [491]	train-mlogloss:1.30107	validation-mlogloss:1.29486
[36m(train_xgb_ray_tune pid=1476169)[0m [378]	train-mlogloss:0.61964	validation-mlogloss:0.56255
[36m(train_xgb_ray_tune pid=1476144)[0m [444]	train-mlogloss:0.66109	validation-mlogloss:0.60136
[36m(train_xgb_ray_tune pid=1476143)[0m [327]	train-mlogloss:0.63783	validation-mlogloss:0.59115
[36m(train_xgb_ray_tune pid=1476150)[0m [517]	train-mlogloss:0.63509	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476165)[0m [470]	train-mlogloss:0.71837	validation-mlogloss:0.67386
[36m(train_xgb_ray_tune pid=1476167)[0m [435]	train-mlogloss:0.67044	validation-mlogloss:0.61520
[36m(train_xgb_ray_tune pid=1476144)[0m [445]	train-mlogloss:0.66087	validation-mlogloss:0.60117
[36m(train_xgb_ray_tune pid=1476143)[0m [328]	train-mlogloss:0.63744	validation-mlogloss:0.59070
[36m(train_xgb_ray_tune pid=1476150)[0m [518]	train-mlogloss:0.63509	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476165)[0m [471]	train-mlogloss:0.71800	validation-mlogloss:0.67342
[36m(train_xgb_ray_tune pid=1476158)[0m [492]	train-mlogloss:1.30089	validation-mlogloss:1.29467
[36m(train_xgb_ray_tune pid=1476167)[0m [436]	train-mlogloss:0.67032	validation-mlogloss:0.61502
[36m(train_xgb_ray_tune pid=1476144)[0m [446]	train-mlogloss:0.66079	validation-mlogloss:0.60105
[36m(train_xgb_ray_tune pid=1476150)[0m [519]	train-mlogloss:0.63509	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476158)[0m [493]	train-mlogloss:1.30081	validation-mlogloss:1.29458
[36m(train_xgb_ray_tune pid=1476167)[0m [437]	train-mlogloss:0.67014	validation-mlogloss:0.61478
[36m(train_xgb_ray_tune pid=1476144)[0m [447]	train-mlogloss:0.66071	validation-mlogloss:0.60097
[36m(train_xgb_ray_tune pid=1476143)[0m [329]	train-mlogloss:0.63691	validation-mlogloss:0.59005
[36m(train_xgb_ray_tune pid=1476150)[0m [520]	train-mlogloss:0.63509	validation-mlogloss:0.57607
[36m(train_xgb_ray_tune pid=1476165)[0m [472]	train-mlogloss:0.71763	validation-mlogloss:0.67298
[36m(train_xgb_ray_tune pid=1476158)[0m [494]	train-mlogloss:1.30081	validation-mlogloss:1.29458
[36m(train_xgb_ray_tune pid=1476169)[0m [379]	train-mlogloss:0.61939	validation-mlogloss:0.56227
[36m(train_xgb_ray_tune pid=1476158)[0m [495]	train-mlogloss:1.30081	validation-mlogloss:1.29458
[36m(train_xgb_ray_tune pid=1476167)[0m [438]	train-mlogloss:0.66998	validation-mlogloss:0.61458
[36m(train_xgb_ray_tune pid=1476144)[0m [448]	train-mlogloss:0.66063	validation-mlogloss:0.60084
[36m(train_xgb_ray_tune pid=1476150)[0m [521]	train-mlogloss:0.63494	validation-mlogloss:0.57591
[36m(train_xgb_ray_tune pid=1476165)[0m [473]	train-mlogloss:0.71720	validation-mlogloss:0.67248
[36m(train_xgb_ray_tune pid=1476167)[0m [439]	train-mlogloss:0.66991	validation-mlogloss:0.61451
[36m(train_xgb_ray_tune pid=1476144)[0m [449]	train-mlogloss:0.66055	validation-mlogloss:0.60077
[36m(train_xgb_ray_tune pid=1476143)[0m [330]	train-mlogloss:0.63648	validation-mlogloss:0.58956
[36m(train_xgb_ray_tune pid=1476150)[0m [522]	train-mlogloss:0.63494	validation-mlogloss:0.57591
[36m(train_xgb_ray_tune pid=1476165)[0m [474]	train-mlogloss:0.71690	validation-mlogloss:0.67210
[36m(train_xgb_ray_tune pid=1476158)[0m [496]	train-mlogloss:1.30081	validation-mlogloss:1.29458
[36m(train_xgb_ray_tune pid=1476169)[0m [380]	train-mlogloss:0.61931	validation-mlogloss:0.56221
[36m(train_xgb_ray_tune pid=1476144)[0m [450]	train-mlogloss:0.66042	validation-mlogloss:0.60060
[36m(train_xgb_ray_tune pid=1476143)[0m [331]	train-mlogloss:0.63605	validation-mlogloss:0.58906
[36m(train_xgb_ray_tune pid=1476150)[0m [523]	train-mlogloss:0.63494	validation-mlogloss:0.57591
[36m(train_xgb_ray_tune pid=1476158)[0m [497]	train-mlogloss:1.30081	validation-mlogloss:1.29458
[36m(train_xgb_ray_tune pid=1476167)[0m [440]	train-mlogloss:0.66970	validation-mlogloss:0.61431
[36m(train_xgb_ray_tune pid=1476165)[0m [475]	train-mlogloss:0.71659	validation-mlogloss:0.67172
[36m(train_xgb_ray_tune pid=1476158)[0m [498]	train-mlogloss:1.30081	validation-mlogloss:1.29458
[36m(train_xgb_ray_tune pid=1476167)[0m [441]	train-mlogloss:0.66953	validation-mlogloss:0.61412
[36m(train_xgb_ray_tune pid=1476169)[0m [381]	train-mlogloss:0.61924	validation-mlogloss:0.56214
[36m(train_xgb_ray_tune pid=1476144)[0m [451]	train-mlogloss:0.66028	validation-mlogloss:0.60046
[36m(train_xgb_ray_tune pid=1476143)[0m [332]	train-mlogloss:0.63561	validation-mlogloss:0.58860
[36m(train_xgb_ray_tune pid=1476150)[0m [524]	train-mlogloss:0.63494	validation-mlogloss:0.57591
[36m(train_xgb_ray_tune pid=1476165)[0m [476]	train-mlogloss:0.71630	validation-mlogloss:0.67138
[36m(train_xgb_ray_tune pid=1476158)[0m [499]	train-mlogloss:1.30081	validation-mlogloss:1.29458
[36m(train_xgb_ray_tune pid=1476167)[0m [442]	train-mlogloss:0.66932	validation-mlogloss:0.61388
[36m(train_xgb_ray_tune pid=1476169)[0m [382]	train-mlogloss:0.61916	validation-mlogloss:0.56201
[36m(train_xgb_ray_tune pid=1476144)[0m [452]	train-mlogloss:0.66007	validation-mlogloss:0.60025
[36m(train_xgb_ray_tune pid=1476150)[0m [525]	train-mlogloss:0.63479	validation-mlogloss:0.57576
[36m(train_xgb_ray_tune pid=1476158)[0m [500]	train-mlogloss:1.30081	validation-mlogloss:1.29458
[36m(train_xgb_ray_tune pid=1476144)[0m [453]	train-mlogloss:0.65983	validation-mlogloss:0.60002
[36m(train_xgb_ray_tune pid=1476143)[0m [333]	train-mlogloss:0.63515	validation-mlogloss:0.58809
[36m(train_xgb_ray_tune pid=1476150)[0m [526]	train-mlogloss:0.63479	validation-mlogloss:0.57576
[36m(train_xgb_ray_tune pid=1476165)[0m [477]	train-mlogloss:0.71595	validation-mlogloss:0.67096
[36m(train_xgb_ray_tune pid=1476158)[0m [501]	train-mlogloss:1.30072	validation-mlogloss:1.29448
[36m(train_xgb_ray_tune pid=1476167)[0m [443]	train-mlogloss:0.66916	validation-mlogloss:0.61369
[36m(train_xgb_ray_tune pid=1476169)[0m [383]	train-mlogloss:0.61897	validation-mlogloss:0.56181
[36m(train_xgb_ray_tune pid=1476144)[0m [454]	train-mlogloss:0.65965	validation-mlogloss:0.59981
[36m(train_xgb_ray_tune pid=1476143)[0m [334]	train-mlogloss:0.63477	validation-mlogloss:0.58765
[36m(train_xgb_ray_tune pid=1476150)[0m [527]	train-mlogloss:0.63479	validation-mlogloss:0.57576
[36m(train_xgb_ray_tune pid=1476165)[0m [478]	train-mlogloss:0.71565	validation-mlogloss:0.67064
[36m(train_xgb_ray_tune pid=1476158)[0m [502]	train-mlogloss:1.30072	validation-mlogloss:1.29448
[36m(train_xgb_ray_tune pid=1476167)[0m [444]	train-mlogloss:0.66896	validation-mlogloss:0.61349
[36m(train_xgb_ray_tune pid=1476150)[0m [528]	train-mlogloss:0.63473	validation-mlogloss:0.57571
[36m(train_xgb_ray_tune pid=1476167)[0m [445]	train-mlogloss:0.66878	validation-mlogloss:0.61328
[36m(train_xgb_ray_tune pid=1476169)[0m [384]	train-mlogloss:0.61890	validation-mlogloss:0.56169
[36m(train_xgb_ray_tune pid=1476144)[0m [455]	train-mlogloss:0.65957	validation-mlogloss:0.59974
[36m(train_xgb_ray_tune pid=1476143)[0m [335]	train-mlogloss:0.63438	validation-mlogloss:0.58720
[36m(train_xgb_ray_tune pid=1476150)[0m [529]	train-mlogloss:0.63473	validation-mlogloss:0.57571
[36m(train_xgb_ray_tune pid=1476165)[0m [479]	train-mlogloss:0.71524	validation-mlogloss:0.67018
[36m(train_xgb_ray_tune pid=1476158)[0m [503]	train-mlogloss:1.30072	validation-mlogloss:1.29448
[36m(train_xgb_ray_tune pid=1476167)[0m [446]	train-mlogloss:0.66859	validation-mlogloss:0.61303
[36m(train_xgb_ray_tune pid=1476169)[0m [385]	train-mlogloss:0.61882	validation-mlogloss:0.56163
[36m(train_xgb_ray_tune pid=1476144)[0m [456]	train-mlogloss:0.65949	validation-mlogloss:0.59966
[36m(train_xgb_ray_tune pid=1476143)[0m [336]	train-mlogloss:0.63396	validation-mlogloss:0.58671
[36m(train_xgb_ray_tune pid=1476150)[0m [530]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476165)[0m [480]	train-mlogloss:0.71491	validation-mlogloss:0.66983
[36m(train_xgb_ray_tune pid=1476158)[0m [504]	train-mlogloss:1.30058	validation-mlogloss:1.29432
[36m(train_xgb_ray_tune pid=1476167)[0m [447]	train-mlogloss:0.66848	validation-mlogloss:0.61292
[36m(train_xgb_ray_tune pid=1476169)[0m [386]	train-mlogloss:0.61875	validation-mlogloss:0.56151
[36m(train_xgb_ray_tune pid=1476144)[0m [457]	train-mlogloss:0.65924	validation-mlogloss:0.59936
[36m(train_xgb_ray_tune pid=1476150)[0m [531]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476165)[0m [481]	train-mlogloss:0.71460	validation-mlogloss:0.66945
[36m(train_xgb_ray_tune pid=1476158)[0m [505]	train-mlogloss:1.30058	validation-mlogloss:1.29432
[36m(train_xgb_ray_tune pid=1476167)[0m [448]	train-mlogloss:0.66832	validation-mlogloss:0.61276
[36m(train_xgb_ray_tune pid=1476169)[0m [387]	train-mlogloss:0.61868	validation-mlogloss:0.56144
[36m(train_xgb_ray_tune pid=1476144)[0m [458]	train-mlogloss:0.65916	validation-mlogloss:0.59925
[36m(train_xgb_ray_tune pid=1476143)[0m [337]	train-mlogloss:0.63355	validation-mlogloss:0.58623
[36m(train_xgb_ray_tune pid=1476150)[0m [532]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476158)[0m [506]	train-mlogloss:1.30041	validation-mlogloss:1.29415
[36m(train_xgb_ray_tune pid=1476169)[0m [388]	train-mlogloss:0.61862	validation-mlogloss:0.56138
[36m(train_xgb_ray_tune pid=1476144)[0m [459]	train-mlogloss:0.65895	validation-mlogloss:0.59905
[36m(train_xgb_ray_tune pid=1476150)[0m [533]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476165)[0m [482]	train-mlogloss:0.71425	validation-mlogloss:0.66903
[36m(train_xgb_ray_tune pid=1476158)[0m [507]	train-mlogloss:1.30041	validation-mlogloss:1.29415
[36m(train_xgb_ray_tune pid=1476167)[0m [449]	train-mlogloss:0.66813	validation-mlogloss:0.61253
[36m(train_xgb_ray_tune pid=1476169)[0m [389]	train-mlogloss:0.61855	validation-mlogloss:0.56131
[36m(train_xgb_ray_tune pid=1476144)[0m [460]	train-mlogloss:0.65888	validation-mlogloss:0.59898
[36m(train_xgb_ray_tune pid=1476143)[0m [338]	train-mlogloss:0.63320	validation-mlogloss:0.58588
[36m(train_xgb_ray_tune pid=1476150)[0m [534]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476165)[0m [483]	train-mlogloss:0.71390	validation-mlogloss:0.66860
[36m(train_xgb_ray_tune pid=1476158)[0m [508]	train-mlogloss:1.30041	validation-mlogloss:1.29415
[36m(train_xgb_ray_tune pid=1476167)[0m [450]	train-mlogloss:0.66790	validation-mlogloss:0.61227
[36m(train_xgb_ray_tune pid=1476169)[0m [390]	train-mlogloss:0.61848	validation-mlogloss:0.56119

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:26. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.61692 │
│ time_total_s                 7.61692 │
│ training_iteration                 1 │
│ validation_accuracy           0.6957 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1476144)[0m [461]	train-mlogloss:0.65880	validation-mlogloss:0.59891

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:26. Total running time: 10s
[36m(train_xgb_ray_tune pid=1476150)[0m [535]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476165)[0m [484]	train-mlogloss:0.71360	validation-mlogloss:0.66827
[36m(train_xgb_ray_tune pid=1476158)[0m [509]	train-mlogloss:1.30041	validation-mlogloss:1.29415
[36m(train_xgb_ray_tune pid=1476167)[0m [451]	train-mlogloss:0.66772	validation-mlogloss:0.61206
[36m(train_xgb_ray_tune pid=1476169)[0m [391]	train-mlogloss:0.61841	validation-mlogloss:0.56113
[36m(train_xgb_ray_tune pid=1476150)[0m [536]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476144)[0m [462]	train-mlogloss:0.65863	validation-mlogloss:0.59867
[36m(train_xgb_ray_tune pid=1476143)[0m [340]	train-mlogloss:0.63237	validation-mlogloss:0.58485
[36m(train_xgb_ray_tune pid=1476150)[0m [537]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476165)[0m [485]	train-mlogloss:0.71321	validation-mlogloss:0.66779
[36m(train_xgb_ray_tune pid=1476158)[0m [510]	train-mlogloss:1.30041	validation-mlogloss:1.29415
[36m(train_xgb_ray_tune pid=1476167)[0m [452]	train-mlogloss:0.66750	validation-mlogloss:0.61180
[36m(train_xgb_ray_tune pid=1476169)[0m [392]	train-mlogloss:0.61823	validation-mlogloss:0.56092
[36m(train_xgb_ray_tune pid=1476144)[0m [463]	train-mlogloss:0.65842	validation-mlogloss:0.59847
[36m(train_xgb_ray_tune pid=1476143)[0m [341]	train-mlogloss:0.63196	validation-mlogloss:0.58431
[36m(train_xgb_ray_tune pid=1476150)[0m [538]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476158)[0m [511]	train-mlogloss:1.30041	validation-mlogloss:1.29415
[36m(train_xgb_ray_tune pid=1476169)[0m [393]	train-mlogloss:0.61811	validation-mlogloss:0.56076
[36m(train_xgb_ray_tune pid=1476150)[0m [539]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476165)[0m [486]	train-mlogloss:0.71286	validation-mlogloss:0.66736
[36m(train_xgb_ray_tune pid=1476158)[0m [512]	train-mlogloss:1.30041	validation-mlogloss:1.29415
[36m(train_xgb_ray_tune pid=1476167)[0m [453]	train-mlogloss:0.66733	validation-mlogloss:0.61160
[36m(train_xgb_ray_tune pid=1476169)[0m [394]	train-mlogloss:0.61792	validation-mlogloss:0.56054
[36m(train_xgb_ray_tune pid=1476144)[0m [464]	train-mlogloss:0.65830	validation-mlogloss:0.59839
[36m(train_xgb_ray_tune pid=1476143)[0m [342]	train-mlogloss:0.63164	validation-mlogloss:0.58392
[36m(train_xgb_ray_tune pid=1476150)[0m [540]	train-mlogloss:0.63452	validation-mlogloss:0.57551
[36m(train_xgb_ray_tune pid=1476165)[0m [487]	train-mlogloss:0.71253	validation-mlogloss:0.66695
[36m(train_xgb_ray_tune pid=1476158)[0m [513]	train-mlogloss:1.30041	validation-mlogloss:1.29415
[36m(train_xgb_ray_tune pid=1476169)[0m [395]	train-mlogloss:0.61772	validation-mlogloss:0.56034
[36m(train_xgb_ray_tune pid=1476144)[0m [465]	train-mlogloss:0.65804	validation-mlogloss:0.59810
[36m(train_xgb_ray_tune pid=1476150)[0m [541]	train-mlogloss:0.63447	validation-mlogloss:0.57546
[36m(train_xgb_ray_tune pid=1476158)[0m [514]	train-mlogloss:1.30041	validation-mlogloss:1.29415
[36m(train_xgb_ray_tune pid=1476143)[0m [343]	train-mlogloss:0.63122	validation-mlogloss:0.58348
[36m(train_xgb_ray_tune pid=1476165)[0m [488]	train-mlogloss:0.71218	validation-mlogloss:0.66652
[36m(train_xgb_ray_tune pid=1476169)[0m [396]	train-mlogloss:0.61765	validation-mlogloss:0.56023
[36m(train_xgb_ray_tune pid=1476144)[0m [466]	train-mlogloss:0.65797	validation-mlogloss:0.59803
[36m(train_xgb_ray_tune pid=1476150)[0m [542]	train-mlogloss:0.63447	validation-mlogloss:0.57546
[36m(train_xgb_ray_tune pid=1476158)[0m [515]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476169)[0m [397]	train-mlogloss:0.61746	validation-mlogloss:0.55999
[36m(train_xgb_ray_tune pid=1476144)[0m [467]	train-mlogloss:0.65789	validation-mlogloss:0.59796
[36m(train_xgb_ray_tune pid=1476143)[0m [344]	train-mlogloss:0.63082	validation-mlogloss:0.58305
[36m(train_xgb_ray_tune pid=1476150)[0m [543]	train-mlogloss:0.63447	validation-mlogloss:0.57546
[36m(train_xgb_ray_tune pid=1476165)[0m [489]	train-mlogloss:0.71185	validation-mlogloss:0.66612
[36m(train_xgb_ray_tune pid=1476158)[0m [516]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476150)[0m [544]	train-mlogloss:0.63447	validation-mlogloss:0.57546
[36m(train_xgb_ray_tune pid=1476158)[0m [517]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476169)[0m [398]	train-mlogloss:0.61727	validation-mlogloss:0.55980
[36m(train_xgb_ray_tune pid=1476144)[0m [468]	train-mlogloss:0.65763	validation-mlogloss:0.59767
[36m(train_xgb_ray_tune pid=1476143)[0m [345]	train-mlogloss:0.63043	validation-mlogloss:0.58258
[36m(train_xgb_ray_tune pid=1476150)[0m [545]	train-mlogloss:0.63447	validation-mlogloss:0.57546
[36m(train_xgb_ray_tune pid=1476165)[0m [490]	train-mlogloss:0.71149	validation-mlogloss:0.66571
[36m(train_xgb_ray_tune pid=1476158)[0m [518]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476169)[0m [399]	train-mlogloss:0.61720	validation-mlogloss:0.55974
[36m(train_xgb_ray_tune pid=1476144)[0m [469]	train-mlogloss:0.65743	validation-mlogloss:0.59746
[36m(train_xgb_ray_tune pid=1476143)[0m [346]	train-mlogloss:0.63005	validation-mlogloss:0.58212
[36m(train_xgb_ray_tune pid=1476150)[0m [546]	train-mlogloss:0.63447	validation-mlogloss:0.57546
[36m(train_xgb_ray_tune pid=1476158)[0m [519]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476169)[0m [400]	train-mlogloss:0.61713	validation-mlogloss:0.55967
[36m(train_xgb_ray_tune pid=1476144)[0m [470]	train-mlogloss:0.65731	validation-mlogloss:0.59730
[36m(train_xgb_ray_tune pid=1476150)[0m [547]	train-mlogloss:0.63447	validation-mlogloss:0.57546
[36m(train_xgb_ray_tune pid=1476143)[0m [347]	train-mlogloss:0.62974	validation-mlogloss:0.58176
[36m(train_xgb_ray_tune pid=1476165)[0m [491]	train-mlogloss:0.71123	validation-mlogloss:0.66541
[36m(train_xgb_ray_tune pid=1476158)[0m [520]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476169)[0m [401]	train-mlogloss:0.61706	validation-mlogloss:0.55961
[36m(train_xgb_ray_tune pid=1476144)[0m [471]	train-mlogloss:0.65723	validation-mlogloss:0.59723
[36m(train_xgb_ray_tune pid=1476150)[0m [548]	train-mlogloss:0.63442	validation-mlogloss:0.57542
[36m(train_xgb_ray_tune pid=1476165)[0m [492]	train-mlogloss:0.71098	validation-mlogloss:0.66511
[36m(train_xgb_ray_tune pid=1476158)[0m [521]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476169)[0m [402]	train-mlogloss:0.61700	validation-mlogloss:0.55951
[36m(train_xgb_ray_tune pid=1476144)[0m [472]	train-mlogloss:0.65705	validation-mlogloss:0.59703
[36m(train_xgb_ray_tune pid=1476143)[0m [348]	train-mlogloss:0.62936	validation-mlogloss:0.58130
[36m(train_xgb_ray_tune pid=1476150)[0m [549]	train-mlogloss:0.63442	validation-mlogloss:0.57542
[36m(train_xgb_ray_tune pid=1476158)[0m [522]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476150)[0m [550]	train-mlogloss:0.63442	validation-mlogloss:0.57542
[36m(train_xgb_ray_tune pid=1476165)[0m [493]	train-mlogloss:0.71068	validation-mlogloss:0.66475
[36m(train_xgb_ray_tune pid=1476169)[0m [403]	train-mlogloss:0.61693	validation-mlogloss:0.55945
[36m(train_xgb_ray_tune pid=1476144)[0m [473]	train-mlogloss:0.65698	validation-mlogloss:0.59696
[36m(train_xgb_ray_tune pid=1476143)[0m [349]	train-mlogloss:0.62900	validation-mlogloss:0.58093
[36m(train_xgb_ray_tune pid=1476150)[0m [551]	train-mlogloss:0.63431	validation-mlogloss:0.57526
[36m(train_xgb_ray_tune pid=1476165)[0m [494]	train-mlogloss:0.71041	validation-mlogloss:0.66442
210
[36m(train_xgb_ray_tune pid=1476158)[0m [496]	train-mlogloss:1.30081	validation-mlogloss:1.29[36m(train_xgb_ray_tune pid=1476158)[0m [523]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476169)[0m [404]	train-mlogloss:0.61674	validation-mlogloss:0.55927
[36m(train_xgb_ray_tune pid=1476144)[0m [474]	train-mlogloss:0.65691	validation-mlogloss:0.59687
[36m(train_xgb_ray_tune pid=1476143)[0m [350]	train-mlogloss:0.62868	validation-mlogloss:0.58058
[36m(train_xgb_ray_tune pid=1476158)[0m [524]	train-mlogloss:1.30025	validation-mlogloss:1.29398
[36m(train_xgb_ray_tune pid=1476150)[0m [552]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476165)[0m [495]	train-mlogloss:0.71014	validation-mlogloss:0.66408
[36m(train_xgb_ray_tune pid=1476158)[0m [525]	train-mlogloss:1.30009	validation-mlogloss:1.29380
[36m(train_xgb_ray_tune pid=1476169)[0m [405]	train-mlogloss:0.61668	validation-mlogloss:0.55921
[36m(train_xgb_ray_tune pid=1476144)[0m [475]	train-mlogloss:0.65684	validation-mlogloss:0.59680
[36m(train_xgb_ray_tune pid=1476143)[0m [351]	train-mlogloss:0.62832	validation-mlogloss:0.58017
[36m(train_xgb_ray_tune pid=1476150)[0m [553]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476169)[0m [406]	train-mlogloss:0.61661	validation-mlogloss:0.55915
[36m(train_xgb_ray_tune pid=1476144)[0m [476]	train-mlogloss:0.65672	validation-mlogloss:0.59665
[36m(train_xgb_ray_tune pid=1476150)[0m [554]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476165)[0m [496]	train-mlogloss:0.70978	validation-mlogloss:0.66366
[36m(train_xgb_ray_tune pid=1476158)[0m [526]	train-mlogloss:1.29992	validation-mlogloss:1.29363
[36m(train_xgb_ray_tune pid=1476144)[0m [477]	train-mlogloss:0.65665	validation-mlogloss:0.59658
[36m(train_xgb_ray_tune pid=1476143)[0m [352]	train-mlogloss:0.62796	validation-mlogloss:0.57971
[36m(train_xgb_ray_tune pid=1476150)[0m [555]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476165)[0m [497]	train-mlogloss:0.70955	validation-mlogloss:0.66338
[36m(train_xgb_ray_tune pid=1476158)[0m [527]	train-mlogloss:1.29992	validation-mlogloss:1.29363
[36m(train_xgb_ray_tune pid=1476169)[0m [407]	train-mlogloss:0.61642	validation-mlogloss:0.55896

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:26. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.94718 │
│ time_total_s                 7.94718 │
│ training_iteration                 1 │
│ validation_accuracy          0.72813 │
╰──────────────────────────────────────╯

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:26. Total running time: 10s
[36m(train_xgb_ray_tune pid=1476144)[0m [478]	train-mlogloss:0.65644	validation-mlogloss:0.59638
[36m(train_xgb_ray_tune pid=1476144)[0m [479]	train-mlogloss:0.65624	validation-mlogloss:0.59618
[36m(train_xgb_ray_tune pid=1476144)[0m [480]	train-mlogloss:0.65604	validation-mlogloss:0.59595
[36m(train_xgb_ray_tune pid=1476144)[0m [481]	train-mlogloss:0.65584	validation-mlogloss:0.59576
[36m(train_xgb_ray_tune pid=1476144)[0m [482]	train-mlogloss:0.65577	validation-mlogloss:0.59566
[36m(train_xgb_ray_tune pid=1476144)[0m [483]	train-mlogloss:0.65570	validation-mlogloss:0.59559
[36m(train_xgb_ray_tune pid=1476144)[0m [484]	train-mlogloss:0.65550	validation-mlogloss:0.59540
[36m(train_xgb_ray_tune pid=1476144)[0m [485]	train-mlogloss:0.65543	validation-mlogloss:0.59531
[36m(train_xgb_ray_tune pid=1476144)[0m [486]	train-mlogloss:0.65524	validation-mlogloss:0.59508
[36m(train_xgb_ray_tune pid=1476144)[0m [487]	train-mlogloss:0.65516	validation-mlogloss:0.59497
[36m(train_xgb_ray_tune pid=1476144)[0m [488]	train-mlogloss:0.65509	validation-mlogloss:0.59491
[36m(train_xgb_ray_tune pid=1476144)[0m [489]	train-mlogloss:0.65503	validation-mlogloss:0.59484
[36m(train_xgb_ray_tune pid=1476144)[0m [490]	train-mlogloss:0.65495	validation-mlogloss:0.59473
[36m(train_xgb_ray_tune pid=1476144)[0m [491]	train-mlogloss:0.65489	validation-mlogloss:0.59467
[36m(train_xgb_ray_tune pid=1476144)[0m [492]	train-mlogloss:0.65482	validation-mlogloss:0.59458
[36m(train_xgb_ray_tune pid=1476144)[0m [493]	train-mlogloss:0.65475	validation-mlogloss:0.59451
[36m(train_xgb_ray_tune pid=1476144)[0m [494]	train-mlogloss:0.65468	validation-mlogloss:0.59445
[36m(train_xgb_ray_tune pid=1476144)[0m [495]	train-mlogloss:0.65462	validation-mlogloss:0.59435
[36m(train_xgb_ray_tune pid=1476144)[0m [496]	train-mlogloss:0.65455	validation-mlogloss:0.59428
[36m(train_xgb_ray_tune pid=1476144)[0m [497]	train-mlogloss:0.65449	validation-mlogloss:0.59420
[36m(train_xgb_ray_tune pid=1476144)[0m [498]	train-mlogloss:0.65442	validation-mlogloss:0.59413
[36m(train_xgb_ray_tune pid=1476144)[0m [499]	train-mlogloss:0.65435	validation-mlogloss:0.59407
[36m(train_xgb_ray_tune pid=1476144)[0m [500]	train-mlogloss:0.65418	validation-mlogloss:0.59387
[36m(train_xgb_ray_tune pid=1476144)[0m [501]	train-mlogloss:0.65411	validation-mlogloss:0.59381
[36m(train_xgb_ray_tune pid=1476144)[0m [502]	train-mlogloss:0.65405	validation-mlogloss:0.59372
[36m(train_xgb_ray_tune pid=1476144)[0m [503]	train-mlogloss:0.65398	validation-mlogloss:0.59366
[36m(train_xgb_ray_tune pid=1476144)[0m [504]	train-mlogloss:0.65391	validation-mlogloss:0.59355
[36m(train_xgb_ray_tune pid=1476143)[0m [353]	train-mlogloss:0.62763	validation-mlogloss:0.57937
[36m(train_xgb_ray_tune pid=1476143)[0m [354]	train-mlogloss:0.62729	validation-mlogloss:0.57896
[36m(train_xgb_ray_tune pid=1476143)[0m [355]	train-mlogloss:0.62687	validation-mlogloss:0.57851
[36m(train_xgb_ray_tune pid=1476143)[0m [356]	train-mlogloss:0.62651	validation-mlogloss:0.57810
[36m(train_xgb_ray_tune pid=1476143)[0m [357]	train-mlogloss:0.62617	validation-mlogloss:0.57767
[36m(train_xgb_ray_tune pid=1476143)[0m [358]	train-mlogloss:0.62583	validation-mlogloss:0.57731
[36m(train_xgb_ray_tune pid=1476143)[0m [359]	train-mlogloss:0.62551	validation-mlogloss:0.57694
[36m(train_xgb_ray_tune pid=1476143)[0m [360]	train-mlogloss:0.62520	validation-mlogloss:0.57659
[36m(train_xgb_ray_tune pid=1476143)[0m [361]	train-mlogloss:0.62484	validation-mlogloss:0.57615
[36m(train_xgb_ray_tune pid=1476143)[0m [362]	train-mlogloss:0.62449	validation-mlogloss:0.57577
[36m(train_xgb_ray_tune pid=1476143)[0m [363]	train-mlogloss:0.62417	validation-mlogloss:0.57540
[36m(train_xgb_ray_tune pid=1476143)[0m [364]	train-mlogloss:0.62383	validation-mlogloss:0.57498
[36m(train_xgb_ray_tune pid=1476143)[0m [365]	train-mlogloss:0.62347	validation-mlogloss:0.57460
[36m(train_xgb_ray_tune pid=1476143)[0m [366]	train-mlogloss:0.62315	validation-mlogloss:0.57423
[36m(train_xgb_ray_tune pid=1476143)[0m [367]	train-mlogloss:0.62287	validation-mlogloss:0.57394
[36m(train_xgb_ray_tune pid=1476143)[0m [368]	train-mlogloss:0.62248	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476143)[0m [369]	train-mlogloss:0.62221	validation-mlogloss:0.57320
[36m(train_xgb_ray_tune pid=1476143)[0m [370]	train-mlogloss:0.62186	validation-mlogloss:0.57285
[36m(train_xgb_ray_tune pid=1476143)[0m [371]	train-mlogloss:0.62153	validation-mlogloss:0.57246
[36m(train_xgb_ray_tune pid=1476143)[0m [372]	train-mlogloss:0.62125	validation-mlogloss:0.57211
[36m(train_xgb_ray_tune pid=1476150)[0m [556]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [557]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [558]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [559]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [560]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [561]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [562]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [563]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [564]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [565]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [566]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [567]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [568]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [569]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [570]	train-mlogloss:0.63425	validation-mlogloss:0.57521
[36m(train_xgb_ray_tune pid=1476150)[0m [571]	train-mlogloss:0.63419	validation-mlogloss:0.57516
[36m(train_xgb_ray_tune pid=1476150)[0m [572]	train-mlogloss:0.63409	validation-mlogloss:0.57502
[36m(train_xgb_ray_tune pid=1476150)[0m [573]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [574]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [575]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [576]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [577]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [578]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [579]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [580]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [581]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [582]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [583]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [584]	train-mlogloss:0.63394	validation-mlogloss:0.57487
[36m(train_xgb_ray_tune pid=1476150)[0m [585]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476165)[0m [498]	train-mlogloss:0.70928	validation-mlogloss:0.66305
[36m(train_xgb_ray_tune pid=1476165)[0m [499]	train-mlogloss:0.70895	validation-mlogloss:0.66264
[36m(train_xgb_ray_tune pid=1476165)[0m [500]	train-mlogloss:0.70863	validation-mlogloss:0.66229
[36m(train_xgb_ray_tune pid=1476165)[0m [501]	train-mlogloss:0.70825	validation-mlogloss:0.66186
[36m(train_xgb_ray_tune pid=1476165)[0m [502]	train-mlogloss:0.70792	validation-mlogloss:0.66145
[36m(train_xgb_ray_tune pid=1476165)[0m [503]	train-mlogloss:0.70766	validation-mlogloss:0.66113
[36m(train_xgb_ray_tune pid=1476165)[0m [504]	train-mlogloss:0.70730	validation-mlogloss:0.66069
[36m(train_xgb_ray_tune pid=1476165)[0m [505]	train-mlogloss:0.70697	validation-mlogloss:0.66032
[36m(train_xgb_ray_tune pid=1476165)[0m [506]	train-mlogloss:0.70660	validation-mlogloss:0.65990
[36m(train_xgb_ray_tune pid=1476165)[0m [507]	train-mlogloss:0.70637	validation-mlogloss:0.65962
[36m(train_xgb_ray_tune pid=1476165)[0m [508]	train-mlogloss:0.70610	validation-mlogloss:0.65927
[36m(train_xgb_ray_tune pid=1476165)[0m [509]	train-mlogloss:0.70586	validation-mlogloss:0.65898
[36m(train_xgb_ray_tune pid=1476165)[0m [510]	train-mlogloss:0.70556	validation-mlogloss:0.65860
[36m(train_xgb_ray_tune pid=1476165)[0m [511]	train-mlogloss:0.70525	validation-mlogloss:0.65824
[36m(train_xgb_ray_tune pid=1476165)[0m [512]	train-mlogloss:0.70490	validation-mlogloss:0.65783
[36m(train_xgb_ray_tune pid=1476165)[0m [513]	train-mlogloss:0.70455	validation-mlogloss:0.65738
[36m(train_xgb_ray_tune pid=1476165)[0m [514]	train-mlogloss:0.70432	validation-mlogloss:0.65714
[36m(train_xgb_ray_tune pid=1476165)[0m [515]	train-mlogloss:0.70406	validation-mlogloss:0.65684
[36m(train_xgb_ray_tune pid=1476165)[0m [516]	train-mlogloss:0.70383	validation-mlogloss:0.65657
[36m(train_xgb_ray_tune pid=1476165)[0m [517]	train-mlogloss:0.70349	validation-mlogloss:0.65618
[36m(train_xgb_ray_tune pid=1476165)[0m [518]	train-mlogloss:0.70320	validation-mlogloss:0.65583
[36m(train_xgb_ray_tune pid=1476158)[0m [528]	train-mlogloss:1.29992	validation-mlogloss:1.29363
[36m(train_xgb_ray_tune pid=1476158)[0m [529]	train-mlogloss:1.29992	validation-mlogloss:1.29363
[36m(train_xgb_ray_tune pid=1476158)[0m [530]	train-mlogloss:1.29992	validation-mlogloss:1.29363
[36m(train_xgb_ray_tune pid=1476158)[0m [531]	train-mlogloss:1.29976	validation-mlogloss:1.29346
[36m(train_xgb_ray_tune pid=1476158)[0m [532]	train-mlogloss:1.29960	validation-mlogloss:1.29330
[36m(train_xgb_ray_tune pid=1476158)[0m [533]	train-mlogloss:1.29960	validation-mlogloss:1.29330
[36m(train_xgb_ray_tune pid=1476158)[0m [534]	train-mlogloss:1.29960	validation-mlogloss:1.29330
[36m(train_xgb_ray_tune pid=1476158)[0m [535]	train-mlogloss:1.29960	validation-mlogloss:1.29330
[36m(train_xgb_ray_tune pid=1476158)[0m [536]	train-mlogloss:1.29960	validation-mlogloss:1.29330
[36m(train_xgb_ray_tune pid=1476158)[0m [537]	train-mlogloss:1.29960	validation-mlogloss:1.29330
[36m(train_xgb_ray_tune pid=1476158)[0m [538]	train-mlogloss:1.29960	validation-mlogloss:1.29330
[36m(train_xgb_ray_tune pid=1476158)[0m [539]	train-mlogloss:1.29944	validation-mlogloss:1.29313
[36m(train_xgb_ray_tune pid=1476158)[0m [540]	train-mlogloss:1.29944	validation-mlogloss:1.29313
[36m(train_xgb_ray_tune pid=1476158)[0m [541]	train-mlogloss:1.29944	validation-mlogloss:1.29313
[36m(train_xgb_ray_tune pid=1476158)[0m [542]	train-mlogloss:1.29944	validation-mlogloss:1.29313
[36m(train_xgb_ray_tune pid=1476158)[0m [543]	train-mlogloss:1.29944	validation-mlogloss:1.29313
[36m(train_xgb_ray_tune pid=1476158)[0m [544]	train-mlogloss:1.29944	validation-mlogloss:1.29313
[36m(train_xgb_ray_tune pid=1476158)[0m [545]	train-mlogloss:1.29944	validation-mlogloss:1.29313
[36m(train_xgb_ray_tune pid=1476158)[0m [546]	train-mlogloss:1.29936	validation-mlogloss:1.29304
[36m(train_xgb_ray_tune pid=1476158)[0m [547]	train-mlogloss:1.29936	validation-mlogloss:1.29304
[36m(train_xgb_ray_tune pid=1476158)[0m [548]	train-mlogloss:1.29936	validation-mlogloss:1.29304
[36m(train_xgb_ray_tune pid=1476158)[0m [549]	train-mlogloss:1.29936	validation-mlogloss:1.29304
[36m(train_xgb_ray_tune pid=1476158)[0m [550]	train-mlogloss:1.29936	validation-mlogloss:1.29304
[36m(train_xgb_ray_tune pid=1476158)[0m [551]	train-mlogloss:1.29936	validation-mlogloss:1.29304
[36m(train_xgb_ray_tune pid=1476158)[0m [552]	train-mlogloss:1.29928	validation-mlogloss:1.29295
[36m(train_xgb_ray_tune pid=1476158)[0m [553]	train-mlogloss:1.29928	validation-mlogloss:1.29295
[36m(train_xgb_ray_tune pid=1476158)[0m [554]	train-mlogloss:1.29928	validation-mlogloss:1.29295
[36m(train_xgb_ray_tune pid=1476158)[0m [555]	train-mlogloss:1.29928	validation-mlogloss:1.29295
[36m(train_xgb_ray_tune pid=1476169)[0m [408]	train-mlogloss:0.61620	validation-mlogloss:0.55871
[36m(train_xgb_ray_tune pid=1476169)[0m [409]	train-mlogloss:0.61613	validation-mlogloss:0.55860
[36m(train_xgb_ray_tune pid=1476169)[0m [410]	train-mlogloss:0.61606	validation-mlogloss:0.55850
[36m(train_xgb_ray_tune pid=1476169)[0m [411]	train-mlogloss:0.61600	validation-mlogloss:0.55840
[36m(train_xgb_ray_tune pid=1476169)[0m [412]	train-mlogloss:0.61594	validation-mlogloss:0.55829
[36m(train_xgb_ray_tune pid=1476169)[0m [413]	train-mlogloss:0.61569	validation-mlogloss:0.55810
[36m(train_xgb_ray_tune pid=1476169)[0m [414]	train-mlogloss:0.61563	validation-mlogloss:0.55804
[36m(train_xgb_ray_tune pid=1476169)[0m [415]	train-mlogloss:0.61557	validation-mlogloss:0.55798
[36m(train_xgb_ray_tune pid=1476169)[0m [416]	train-mlogloss:0.61551	validation-mlogloss:0.55788
[36m(train_xgb_ray_tune pid=1476169)[0m [417]	train-mlogloss:0.61532	validation-mlogloss:0.55765
[36m(train_xgb_ray_tune pid=1476169)[0m [418]	train-mlogloss:0.61514	validation-mlogloss:0.55744
[36m(train_xgb_ray_tune pid=1476169)[0m [419]	train-mlogloss:0.61508	validation-mlogloss:0.55738
[36m(train_xgb_ray_tune pid=1476169)[0m [420]	train-mlogloss:0.61496	validation-mlogloss:0.55731
[36m(train_xgb_ray_tune pid=1476169)[0m [421]	train-mlogloss:0.61490	validation-mlogloss:0.55726
[36m(train_xgb_ray_tune pid=1476169)[0m [422]	train-mlogloss:0.61484	validation-mlogloss:0.55716
[36m(train_xgb_ray_tune pid=1476169)[0m [423]	train-mlogloss:0.61477	validation-mlogloss:0.55710
[36m(train_xgb_ray_tune pid=1476169)[0m [424]	train-mlogloss:0.61472	validation-mlogloss:0.55704
[36m(train_xgb_ray_tune pid=1476169)[0m [425]	train-mlogloss:0.61460	validation-mlogloss:0.55694
[36m(train_xgb_ray_tune pid=1476169)[0m [426]	train-mlogloss:0.61454	validation-mlogloss:0.55688
[36m(train_xgb_ray_tune pid=1476169)[0m [427]	train-mlogloss:0.61448	validation-mlogloss:0.55683
[36m(train_xgb_ray_tune pid=1476169)[0m [428]	train-mlogloss:0.61442	validation-mlogloss:0.55678
[36m(train_xgb_ray_tune pid=1476169)[0m [429]	train-mlogloss:0.61436	validation-mlogloss:0.55672
[36m(train_xgb_ray_tune pid=1476169)[0m [430]	train-mlogloss:0.61419	validation-mlogloss:0.55654
[36m(train_xgb_ray_tune pid=1476169)[0m [431]	train-mlogloss:0.61413	validation-mlogloss:0.55649
[36m(train_xgb_ray_tune pid=1476169)[0m [432]	train-mlogloss:0.61407	validation-mlogloss:0.55643
[36m(train_xgb_ray_tune pid=1476169)[0m [433]	train-mlogloss:0.61396	validation-mlogloss:0.55637
[36m(train_xgb_ray_tune pid=1476169)[0m [434]	train-mlogloss:0.61390	validation-mlogloss:0.55632
[36m(train_xgb_ray_tune pid=1476169)[0m [435]	train-mlogloss:0.61373	validation-mlogloss:0.55613
[36m(train_xgb_ray_tune pid=1476144)[0m [505]	train-mlogloss:0.65385	validation-mlogloss:0.59349
[36m(train_xgb_ray_tune pid=1476150)[0m [586]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476165)[0m [519]	train-mlogloss:0.70285	validation-mlogloss:0.65544
[36m(train_xgb_ray_tune pid=1476158)[0m [556]	train-mlogloss:1.29928	validation-mlogloss:1.29295
[36m(train_xgb_ray_tune pid=1476169)[0m [436]	train-mlogloss:0.61368	validation-mlogloss:0.55608
[36m(train_xgb_ray_tune pid=1476143)[0m [373]	train-mlogloss:0.62091	validation-mlogloss:0.57171
[36m(train_xgb_ray_tune pid=1476150)[0m [587]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476158)[0m [557]	train-mlogloss:1.29928	validation-mlogloss:1.29295
[36m(train_xgb_ray_tune pid=1476169)[0m [437]	train-mlogloss:0.61357	validation-mlogloss:0.55599
[36m(train_xgb_ray_tune pid=1476144)[0m [506]	train-mlogloss:0.65368	validation-mlogloss:0.59330
[36m(train_xgb_ray_tune pid=1476150)[0m [588]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476165)[0m [520]	train-mlogloss:0.70249	validation-mlogloss:0.65502
[36m(train_xgb_ray_tune pid=1476158)[0m [558]	train-mlogloss:1.29928	validation-mlogloss:1.29295
[36m(train_xgb_ray_tune pid=1476144)[0m [507]	train-mlogloss:0.65361	validation-mlogloss:0.59324
[36m(train_xgb_ray_tune pid=1476169)[0m [438]	train-mlogloss:0.61351	validation-mlogloss:0.55589
[36m(train_xgb_ray_tune pid=1476143)[0m [374]	train-mlogloss:0.62064	validation-mlogloss:0.57142
[36m(train_xgb_ray_tune pid=1476150)[0m [589]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476158)[0m [559]	train-mlogloss:1.29928	validation-mlogloss:1.29295
[36m(train_xgb_ray_tune pid=1476165)[0m [521]	train-mlogloss:0.70219	validation-mlogloss:0.65466
[36m(train_xgb_ray_tune pid=1476169)[0m [439]	train-mlogloss:0.61340	validation-mlogloss:0.55580
[36m(train_xgb_ray_tune pid=1476144)[0m [508]	train-mlogloss:0.65355	validation-mlogloss:0.59318
[36m(train_xgb_ray_tune pid=1476150)[0m [590]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476143)[0m [375]	train-mlogloss:0.62031	validation-mlogloss:0.57103
[36m(train_xgb_ray_tune pid=1476158)[0m [560]	train-mlogloss:1.29920	validation-mlogloss:1.29286
[36m(train_xgb_ray_tune pid=1476169)[0m [440]	train-mlogloss:0.61334	validation-mlogloss:0.55574
[36m(train_xgb_ray_tune pid=1476144)[0m [509]	train-mlogloss:0.65348	validation-mlogloss:0.59312
[36m(train_xgb_ray_tune pid=1476150)[0m [591]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476165)[0m [522]	train-mlogloss:0.70188	validation-mlogloss:0.65429
[36m(train_xgb_ray_tune pid=1476158)[0m [561]	train-mlogloss:1.29920	validation-mlogloss:1.29286
[36m(train_xgb_ray_tune pid=1476144)[0m [510]	train-mlogloss:0.65342	validation-mlogloss:0.59306
[36m(train_xgb_ray_tune pid=1476150)[0m [592]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476169)[0m [441]	train-mlogloss:0.61329	validation-mlogloss:0.55564
[36m(train_xgb_ray_tune pid=1476143)[0m [376]	train-mlogloss:0.61997	validation-mlogloss:0.57063
[36m(train_xgb_ray_tune pid=1476165)[0m [523]	train-mlogloss:0.70153	validation-mlogloss:0.65390
[36m(train_xgb_ray_tune pid=1476158)[0m [562]	train-mlogloss:1.29920	validation-mlogloss:1.29286
[36m(train_xgb_ray_tune pid=1476144)[0m [511]	train-mlogloss:0.65336	validation-mlogloss:0.59300
[36m(train_xgb_ray_tune pid=1476150)[0m [593]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476169)[0m [442]	train-mlogloss:0.61323	validation-mlogloss:0.55560

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:26. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.01093 │
│ time_total_s                 8.01093 │
│ training_iteration                 1 │
│ validation_accuracy          0.75716 │
╰──────────────────────────────────────╯

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:26. Total running time: 11s
[36m(train_xgb_ray_tune pid=1476144)[0m [512]	train-mlogloss:0.65329	validation-mlogloss:0.59294
[36m(train_xgb_ray_tune pid=1476144)[0m [513]	train-mlogloss:0.65323	validation-mlogloss:0.59284
[36m(train_xgb_ray_tune pid=1476144)[0m [514]	train-mlogloss:0.65316	validation-mlogloss:0.59278
[36m(train_xgb_ray_tune pid=1476144)[0m [515]	train-mlogloss:0.65311	validation-mlogloss:0.59274
[36m(train_xgb_ray_tune pid=1476144)[0m [516]	train-mlogloss:0.65292	validation-mlogloss:0.59256
[36m(train_xgb_ray_tune pid=1476144)[0m [517]	train-mlogloss:0.65286	validation-mlogloss:0.59250
[36m(train_xgb_ray_tune pid=1476144)[0m [518]	train-mlogloss:0.65279	validation-mlogloss:0.59241
[36m(train_xgb_ray_tune pid=1476144)[0m [519]	train-mlogloss:0.65273	validation-mlogloss:0.59231
[36m(train_xgb_ray_tune pid=1476144)[0m [520]	train-mlogloss:0.65267	validation-mlogloss:0.59225
[36m(train_xgb_ray_tune pid=1476144)[0m [521]	train-mlogloss:0.65248	validation-mlogloss:0.59205
[36m(train_xgb_ray_tune pid=1476144)[0m [522]	train-mlogloss:0.65242	validation-mlogloss:0.59195
[36m(train_xgb_ray_tune pid=1476144)[0m [523]	train-mlogloss:0.65235	validation-mlogloss:0.59189
[36m(train_xgb_ray_tune pid=1476144)[0m [524]	train-mlogloss:0.65225	validation-mlogloss:0.59182
[36m(train_xgb_ray_tune pid=1476144)[0m [525]	train-mlogloss:0.65219	validation-mlogloss:0.59174
[36m(train_xgb_ray_tune pid=1476144)[0m [526]	train-mlogloss:0.65213	validation-mlogloss:0.59168
[36m(train_xgb_ray_tune pid=1476144)[0m [527]	train-mlogloss:0.65207	validation-mlogloss:0.59163
[36m(train_xgb_ray_tune pid=1476144)[0m [528]	train-mlogloss:0.65201	validation-mlogloss:0.59157
[36m(train_xgb_ray_tune pid=1476144)[0m [529]	train-mlogloss:0.65195	validation-mlogloss:0.59148
[36m(train_xgb_ray_tune pid=1476144)[0m [530]	train-mlogloss:0.65176	validation-mlogloss:0.59130
[36m(train_xgb_ray_tune pid=1476144)[0m [531]	train-mlogloss:0.65170	validation-mlogloss:0.59124
[36m(train_xgb_ray_tune pid=1476144)[0m [532]	train-mlogloss:0.65159	validation-mlogloss:0.59116
[36m(train_xgb_ray_tune pid=1476144)[0m [533]	train-mlogloss:0.65153	validation-mlogloss:0.59107
[36m(train_xgb_ray_tune pid=1476144)[0m [534]	train-mlogloss:0.65147	validation-mlogloss:0.59102
[36m(train_xgb_ray_tune pid=1476144)[0m [535]	train-mlogloss:0.65142	validation-mlogloss:0.59096
[36m(train_xgb_ray_tune pid=1476144)[0m [536]	train-mlogloss:0.65136	validation-mlogloss:0.59088
[36m(train_xgb_ray_tune pid=1476144)[0m [537]	train-mlogloss:0.65125	validation-mlogloss:0.59078
[36m(train_xgb_ray_tune pid=1476144)[0m [538]	train-mlogloss:0.65120	validation-mlogloss:0.59069
[36m(train_xgb_ray_tune pid=1476143)[0m [377]	train-mlogloss:0.61973	validation-mlogloss:0.57039
[36m(train_xgb_ray_tune pid=1476143)[0m [378]	train-mlogloss:0.61939	validation-mlogloss:0.56999
[36m(train_xgb_ray_tune pid=1476143)[0m [379]	train-mlogloss:0.61919	validation-mlogloss:0.56976
[36m(train_xgb_ray_tune pid=1476143)[0m [380]	train-mlogloss:0.61901	validation-mlogloss:0.56958
[36m(train_xgb_ray_tune pid=1476150)[0m [594]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [595]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [596]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [597]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [598]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [599]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [600]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [601]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [602]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [603]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [604]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [605]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [606]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [607]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [608]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [609]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [610]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [611]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [612]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [613]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [614]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [615]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [616]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [617]	train-mlogloss:0.63394	validation-mlogloss:0.57486
[36m(train_xgb_ray_tune pid=1476150)[0m [618]	train-mlogloss:0.63389	validation-mlogloss:0.57479
[36m(train_xgb_ray_tune pid=1476150)[0m [619]	train-mlogloss:0.63389	validation-mlogloss:0.57479
[36m(train_xgb_ray_tune pid=1476150)[0m [620]	train-mlogloss:0.63389	validation-mlogloss:0.57479
[36m(train_xgb_ray_tune pid=1476150)[0m [621]	train-mlogloss:0.63377	validation-mlogloss:0.57463
[36m(train_xgb_ray_tune pid=1476150)[0m [622]	train-mlogloss:0.63354	validation-mlogloss:0.57434
[36m(train_xgb_ray_tune pid=1476150)[0m [623]	train-mlogloss:0.63354	validation-mlogloss:0.57434
[36m(train_xgb_ray_tune pid=1476165)[0m [524]	train-mlogloss:0.70127	validation-mlogloss:0.65357
[36m(train_xgb_ray_tune pid=1476165)[0m [525]	train-mlogloss:0.70099	validation-mlogloss:0.65323
[36m(train_xgb_ray_tune pid=1476165)[0m [526]	train-mlogloss:0.70067	validation-mlogloss:0.65285
[36m(train_xgb_ray_tune pid=1476165)[0m [527]	train-mlogloss:0.70035	validation-mlogloss:0.65250
[36m(train_xgb_ray_tune pid=1476165)[0m [528]	train-mlogloss:0.70005	validation-mlogloss:0.65212
[36m(train_xgb_ray_tune pid=1476165)[0m [529]	train-mlogloss:0.69982	validation-mlogloss:0.65182
[36m(train_xgb_ray_tune pid=1476165)[0m [530]	train-mlogloss:0.69952	validation-mlogloss:0.65147
[36m(train_xgb_ray_tune pid=1476165)[0m [531]	train-mlogloss:0.69927	validation-mlogloss:0.65117
[36m(train_xgb_ray_tune pid=1476165)[0m [532]	train-mlogloss:0.69897	validation-mlogloss:0.65081
[36m(train_xgb_ray_tune pid=1476165)[0m [533]	train-mlogloss:0.69871	validation-mlogloss:0.65050
[36m(train_xgb_ray_tune pid=1476165)[0m [534]	train-mlogloss:0.69846	validation-mlogloss:0.65019
[36m(train_xgb_ray_tune pid=1476165)[0m [535]	train-mlogloss:0.69826	validation-mlogloss:0.64993
[36m(train_xgb_ray_tune pid=1476165)[0m [536]	train-mlogloss:0.69806	validation-mlogloss:0.64968
[36m(train_xgb_ray_tune pid=1476165)[0m [537]	train-mlogloss:0.69775	validation-mlogloss:0.64929
[36m(train_xgb_ray_tune pid=1476165)[0m [538]	train-mlogloss:0.69753	validation-mlogloss:0.64903
[36m(train_xgb_ray_tune pid=1476165)[0m [539]	train-mlogloss:0.69732	validation-mlogloss:0.64879
[36m(train_xgb_ray_tune pid=1476165)[0m [540]	train-mlogloss:0.69703	validation-mlogloss:0.64846
[36m(train_xgb_ray_tune pid=1476165)[0m [541]	train-mlogloss:0.69680	validation-mlogloss:0.64817
[36m(train_xgb_ray_tune pid=1476165)[0m [542]	train-mlogloss:0.69659	validation-mlogloss:0.64791
[36m(train_xgb_ray_tune pid=1476165)[0m [543]	train-mlogloss:0.69640	validation-mlogloss:0.64770
[36m(train_xgb_ray_tune pid=1476165)[0m [544]	train-mlogloss:0.69616	validation-mlogloss:0.64743
[36m(train_xgb_ray_tune pid=1476165)[0m [545]	train-mlogloss:0.69589	validation-mlogloss:0.64714
[36m(train_xgb_ray_tune pid=1476158)[0m [563]	train-mlogloss:1.29904	validation-mlogloss:1.29268
[36m(train_xgb_ray_tune pid=1476158)[0m [564]	train-mlogloss:1.29904	validation-mlogloss:1.29268
[36m(train_xgb_ray_tune pid=1476158)[0m [565]	train-mlogloss:1.29904	validation-mlogloss:1.29268
[36m(train_xgb_ray_tune pid=1476158)[0m [566]	train-mlogloss:1.29887	validation-mlogloss:1.29251
[36m(train_xgb_ray_tune pid=1476158)[0m [567]	train-mlogloss:1.29887	validation-mlogloss:1.29251
[36m(train_xgb_ray_tune pid=1476158)[0m [568]	train-mlogloss:1.29887	validation-mlogloss:1.29251
[36m(train_xgb_ray_tune pid=1476158)[0m [569]	train-mlogloss:1.29887	validation-mlogloss:1.29251
[36m(train_xgb_ray_tune pid=1476158)[0m [570]	train-mlogloss:1.29887	validation-mlogloss:1.29251
[36m(train_xgb_ray_tune pid=1476158)[0m [571]	train-mlogloss:1.29887	validation-mlogloss:1.29251
[36m(train_xgb_ray_tune pid=1476158)[0m [572]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [573]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [574]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [575]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [576]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [577]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [578]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [579]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [580]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [581]	train-mlogloss:1.29878	validation-mlogloss:1.29240
[36m(train_xgb_ray_tune pid=1476158)[0m [582]	train-mlogloss:1.29870	validation-mlogloss:1.29231
[36m(train_xgb_ray_tune pid=1476158)[0m [583]	train-mlogloss:1.29870	validation-mlogloss:1.29231
[36m(train_xgb_ray_tune pid=1476158)[0m [584]	train-mlogloss:1.29870	validation-mlogloss:1.29231
[36m(train_xgb_ray_tune pid=1476169)[0m [443]	train-mlogloss:0.61317	validation-mlogloss:0.55555
[36m(train_xgb_ray_tune pid=1476169)[0m [444]	train-mlogloss:0.61312	validation-mlogloss:0.55550
[36m(train_xgb_ray_tune pid=1476169)[0m [445]	train-mlogloss:0.61307	validation-mlogloss:0.55545
[36m(train_xgb_ray_tune pid=1476169)[0m [446]	train-mlogloss:0.61301	validation-mlogloss:0.55536
[36m(train_xgb_ray_tune pid=1476169)[0m [447]	train-mlogloss:0.61296	validation-mlogloss:0.55531
[36m(train_xgb_ray_tune pid=1476169)[0m [448]	train-mlogloss:0.61290	validation-mlogloss:0.55526
[36m(train_xgb_ray_tune pid=1476169)[0m [449]	train-mlogloss:0.61273	validation-mlogloss:0.55506
[36m(train_xgb_ray_tune pid=1476169)[0m [450]	train-mlogloss:0.61268	validation-mlogloss:0.55497
[36m(train_xgb_ray_tune pid=1476169)[0m [451]	train-mlogloss:0.61262	validation-mlogloss:0.55488
[36m(train_xgb_ray_tune pid=1476169)[0m [452]	train-mlogloss:0.61257	validation-mlogloss:0.55483
[36m(train_xgb_ray_tune pid=1476169)[0m [453]	train-mlogloss:0.61252	validation-mlogloss:0.55474
[36m(train_xgb_ray_tune pid=1476169)[0m [454]	train-mlogloss:0.61235	validation-mlogloss:0.55454
[36m(train_xgb_ray_tune pid=1476169)[0m [455]	train-mlogloss:0.61229	validation-mlogloss:0.55449
[36m(train_xgb_ray_tune pid=1476169)[0m [456]	train-mlogloss:0.61229	validation-mlogloss:0.55449
[36m(train_xgb_ray_tune pid=1476169)[0m [457]	train-mlogloss:0.61224	validation-mlogloss:0.55444
[36m(train_xgb_ray_tune pid=1476169)[0m [458]	train-mlogloss:0.61224	validation-mlogloss:0.55444
[36m(train_xgb_ray_tune pid=1476169)[0m [459]	train-mlogloss:0.61224	validation-mlogloss:0.55444
[36m(train_xgb_ray_tune pid=1476169)[0m [460]	train-mlogloss:0.61219	validation-mlogloss:0.55440
[36m(train_xgb_ray_tune pid=1476169)[0m [461]	train-mlogloss:0.61214	validation-mlogloss:0.55433
[36m(train_xgb_ray_tune pid=1476169)[0m [462]	train-mlogloss:0.61209	validation-mlogloss:0.55429
[36m(train_xgb_ray_tune pid=1476169)[0m [463]	train-mlogloss:0.61204	validation-mlogloss:0.55420
[36m(train_xgb_ray_tune pid=1476169)[0m [464]	train-mlogloss:0.61199	validation-mlogloss:0.55415
[36m(train_xgb_ray_tune pid=1476169)[0m [465]	train-mlogloss:0.61181	validation-mlogloss:0.55396
[36m(train_xgb_ray_tune pid=1476169)[0m [466]	train-mlogloss:0.61171	validation-mlogloss:0.55387
[36m(train_xgb_ray_tune pid=1476169)[0m [467]	train-mlogloss:0.61166	validation-mlogloss:0.55382
[36m(train_xgb_ray_tune pid=1476169)[0m [468]	train-mlogloss:0.61161	validation-mlogloss:0.55378
[36m(train_xgb_ray_tune pid=1476169)[0m [469]	train-mlogloss:0.61161	validation-mlogloss:0.55378
[36m(train_xgb_ray_tune pid=1476169)[0m [470]	train-mlogloss:0.61156	validation-mlogloss:0.55370
[36m(train_xgb_ray_tune pid=1476169)[0m [471]	train-mlogloss:0.61151	validation-mlogloss:0.55366
[36m(train_xgb_ray_tune pid=1476169)[0m [472]	train-mlogloss:0.61151	validation-mlogloss:0.55366
[36m(train_xgb_ray_tune pid=1476144)[0m [539]	train-mlogloss:0.65114	validation-mlogloss:0.59060
[36m(train_xgb_ray_tune pid=1476150)[0m [624]	train-mlogloss:0.63354	validation-mlogloss:0.57434
[36m(train_xgb_ray_tune pid=1476144)[0m [540]	train-mlogloss:0.65108	validation-mlogloss:0.59052
[36m(train_xgb_ray_tune pid=1476165)[0m [546]	train-mlogloss:0.69562	validation-mlogloss:0.64682
[36m(train_xgb_ray_tune pid=1476169)[0m [473]	train-mlogloss:0.61146	validation-mlogloss:0.55362
[36m(train_xgb_ray_tune pid=1476150)[0m [625]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476144)[0m [541]	train-mlogloss:0.65102	validation-mlogloss:0.59046
[36m(train_xgb_ray_tune pid=1476169)[0m [474]	train-mlogloss:0.61146	validation-mlogloss:0.55362
[36m(train_xgb_ray_tune pid=1476150)[0m [626]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476165)[0m [547]	train-mlogloss:0.69540	validation-mlogloss:0.64659

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:26. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.98216 │
│ time_total_s                 7.98216 │
│ training_iteration                 1 │
│ validation_accuracy          0.51433 │
╰──────────────────────────────────────╯

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:26. Total running time: 11s
[36m(train_xgb_ray_tune pid=1476144)[0m [542]	train-mlogloss:0.65097	validation-mlogloss:0.59041
[36m(train_xgb_ray_tune pid=1476144)[0m [543]	train-mlogloss:0.65097	validation-mlogloss:0.59041
[36m(train_xgb_ray_tune pid=1476144)[0m [544]	train-mlogloss:0.65091	validation-mlogloss:0.59032
[36m(train_xgb_ray_tune pid=1476144)[0m [545]	train-mlogloss:0.65073	validation-mlogloss:0.59013
[36m(train_xgb_ray_tune pid=1476144)[0m [546]	train-mlogloss:0.65067	validation-mlogloss:0.59004
[36m(train_xgb_ray_tune pid=1476144)[0m [547]	train-mlogloss:0.65061	validation-mlogloss:0.58998
[36m(train_xgb_ray_tune pid=1476144)[0m [548]	train-mlogloss:0.65055	validation-mlogloss:0.58989
[36m(train_xgb_ray_tune pid=1476144)[0m [549]	train-mlogloss:0.65050	validation-mlogloss:0.58984
[36m(train_xgb_ray_tune pid=1476150)[0m [627]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [628]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [629]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [630]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [631]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [632]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [633]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [634]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [635]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [636]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [637]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [638]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [639]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [640]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [641]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [642]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [643]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [644]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [645]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [646]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [647]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [648]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [649]	train-mlogloss:0.63348	validation-mlogloss:0.57428
[36m(train_xgb_ray_tune pid=1476150)[0m [650]	train-mlogloss:0.63342	validation-mlogloss:0.57423
[36m(train_xgb_ray_tune pid=1476150)[0m [651]	train-mlogloss:0.63342	validation-mlogloss:0.57423
[36m(train_xgb_ray_tune pid=1476150)[0m [652]	train-mlogloss:0.63342	validation-mlogloss:0.57423
[36m(train_xgb_ray_tune pid=1476150)[0m [653]	train-mlogloss:0.63342	validation-mlogloss:0.57423
[36m(train_xgb_ray_tune pid=1476150)[0m [654]	train-mlogloss:0.63342	validation-mlogloss:0.57423
[36m(train_xgb_ray_tune pid=1476150)[0m [655]	train-mlogloss:0.63342	validation-mlogloss:0.57423
[36m(train_xgb_ray_tune pid=1476150)[0m [656]	train-mlogloss:0.63342	validation-mlogloss:0.57423
[36m(train_xgb_ray_tune pid=1476165)[0m [548]	train-mlogloss:0.69510	validation-mlogloss:0.64622
[36m(train_xgb_ray_tune pid=1476165)[0m [549]	train-mlogloss:0.69489	validation-mlogloss:0.64597
[36m(train_xgb_ray_tune pid=1476165)[0m [550]	train-mlogloss:0.69458	validation-mlogloss:0.64562
[36m(train_xgb_ray_tune pid=1476165)[0m [551]	train-mlogloss:0.69434	validation-mlogloss:0.64532
[36m(train_xgb_ray_tune pid=1476165)[0m [552]	train-mlogloss:0.69406	validation-mlogloss:0.64498
[36m(train_xgb_ray_tune pid=1476165)[0m [553]	train-mlogloss:0.69383	validation-mlogloss:0.64472
[36m(train_xgb_ray_tune pid=1476165)[0m [554]	train-mlogloss:0.69364	validation-mlogloss:0.64450
[36m(train_xgb_ray_tune pid=1476165)[0m [555]	train-mlogloss:0.69341	validation-mlogloss:0.64424
[36m(train_xgb_ray_tune pid=1476165)[0m [556]	train-mlogloss:0.69317	validation-mlogloss:0.64396
[36m(train_xgb_ray_tune pid=1476165)[0m [557]	train-mlogloss:0.69299	validation-mlogloss:0.64375
[36m(train_xgb_ray_tune pid=1476165)[0m [558]	train-mlogloss:0.69277	validation-mlogloss:0.64348
[36m(train_xgb_ray_tune pid=1476165)[0m [559]	train-mlogloss:0.69256	validation-mlogloss:0.64325
[36m(train_xgb_ray_tune pid=1476165)[0m [560]	train-mlogloss:0.69226	validation-mlogloss:0.64290
[36m(train_xgb_ray_tune pid=1476165)[0m [561]	train-mlogloss:0.69201	validation-mlogloss:0.64261
[36m(train_xgb_ray_tune pid=1476165)[0m [562]	train-mlogloss:0.69178	validation-mlogloss:0.64235
[36m(train_xgb_ray_tune pid=1476165)[0m [563]	train-mlogloss:0.69153	validation-mlogloss:0.64204
[36m(train_xgb_ray_tune pid=1476165)[0m [564]	train-mlogloss:0.69136	validation-mlogloss:0.64183
[36m(train_xgb_ray_tune pid=1476165)[0m [565]	train-mlogloss:0.69113	validation-mlogloss:0.64158
[36m(train_xgb_ray_tune pid=1476165)[0m [566]	train-mlogloss:0.69084	validation-mlogloss:0.64123
[36m(train_xgb_ray_tune pid=1476165)[0m [567]	train-mlogloss:0.69055	validation-mlogloss:0.64089
[36m(train_xgb_ray_tune pid=1476165)[0m [568]	train-mlogloss:0.69031	validation-mlogloss:0.64065
[36m(train_xgb_ray_tune pid=1476165)[0m [569]	train-mlogloss:0.69006	validation-mlogloss:0.64038
[36m(train_xgb_ray_tune pid=1476165)[0m [570]	train-mlogloss:0.68988	validation-mlogloss:0.64015
[36m(train_xgb_ray_tune pid=1476169)[0m [475]	train-mlogloss:0.61141	validation-mlogloss:0.55357
[36m(train_xgb_ray_tune pid=1476169)[0m [476]	train-mlogloss:0.61136	validation-mlogloss:0.55353
[36m(train_xgb_ray_tune pid=1476169)[0m [477]	train-mlogloss:0.61136	validation-mlogloss:0.55354
[36m(train_xgb_ray_tune pid=1476169)[0m [478]	train-mlogloss:0.61131	validation-mlogloss:0.55345
[36m(train_xgb_ray_tune pid=1476169)[0m [479]	train-mlogloss:0.61126	validation-mlogloss:0.55337
[36m(train_xgb_ray_tune pid=1476169)[0m [480]	train-mlogloss:0.61126	validation-mlogloss:0.55337
[36m(train_xgb_ray_tune pid=1476169)[0m [481]	train-mlogloss:0.61126	validation-mlogloss:0.55338
[36m(train_xgb_ray_tune pid=1476169)[0m [482]	train-mlogloss:0.61126	validation-mlogloss:0.55338
[36m(train_xgb_ray_tune pid=1476169)[0m [483]	train-mlogloss:0.61121	validation-mlogloss:0.55333
[36m(train_xgb_ray_tune pid=1476169)[0m [484]	train-mlogloss:0.61121	validation-mlogloss:0.55333
[36m(train_xgb_ray_tune pid=1476169)[0m [485]	train-mlogloss:0.61116	validation-mlogloss:0.55325
[36m(train_xgb_ray_tune pid=1476169)[0m [486]	train-mlogloss:0.61106	validation-mlogloss:0.55319
[36m(train_xgb_ray_tune pid=1476169)[0m [487]	train-mlogloss:0.61106	validation-mlogloss:0.55320
[36m(train_xgb_ray_tune pid=1476169)[0m [488]	train-mlogloss:0.61106	validation-mlogloss:0.55320
[36m(train_xgb_ray_tune pid=1476169)[0m [489]	train-mlogloss:0.61106	validation-mlogloss:0.55320
[36m(train_xgb_ray_tune pid=1476169)[0m [490]	train-mlogloss:0.61106	validation-mlogloss:0.55320
[36m(train_xgb_ray_tune pid=1476169)[0m [491]	train-mlogloss:0.61106	validation-mlogloss:0.55320
[36m(train_xgb_ray_tune pid=1476169)[0m [492]	train-mlogloss:0.61101	validation-mlogloss:0.55312
[36m(train_xgb_ray_tune pid=1476169)[0m [493]	train-mlogloss:0.61101	validation-mlogloss:0.55312
[36m(train_xgb_ray_tune pid=1476169)[0m [494]	train-mlogloss:0.61096	validation-mlogloss:0.55307
[36m(train_xgb_ray_tune pid=1476169)[0m [495]	train-mlogloss:0.61096	validation-mlogloss:0.55307
[36m(train_xgb_ray_tune pid=1476169)[0m [496]	train-mlogloss:0.61096	validation-mlogloss:0.55307
[36m(train_xgb_ray_tune pid=1476169)[0m [497]	train-mlogloss:0.61096	validation-mlogloss:0.55308
[36m(train_xgb_ray_tune pid=1476169)[0m [498]	train-mlogloss:0.61096	validation-mlogloss:0.55308
[36m(train_xgb_ray_tune pid=1476169)[0m [499]	train-mlogloss:0.61091	validation-mlogloss:0.55303
[36m(train_xgb_ray_tune pid=1476169)[0m [500]	train-mlogloss:0.61091	validation-mlogloss:0.55303
[36m(train_xgb_ray_tune pid=1476169)[0m [501]	train-mlogloss:0.61091	validation-mlogloss:0.55304
[36m(train_xgb_ray_tune pid=1476169)[0m [502]	train-mlogloss:0.61091	validation-mlogloss:0.55304
[36m(train_xgb_ray_tune pid=1476169)[0m [503]	train-mlogloss:0.61091	validation-mlogloss:0.55304
[36m(train_xgb_ray_tune pid=1476169)[0m [504]	train-mlogloss:0.61086	validation-mlogloss:0.55295
[36m(train_xgb_ray_tune pid=1476150)[0m [657]	train-mlogloss:0.63342	validation-mlogloss:0.57423
[36m(train_xgb_ray_tune pid=1476165)[0m [571]	train-mlogloss:0.68974	validation-mlogloss:0.63997
[36m(train_xgb_ray_tune pid=1476150)[0m [658]	train-mlogloss:0.63328	validation-mlogloss:0.57409
[36m(train_xgb_ray_tune pid=1476169)[0m [505]	train-mlogloss:0.61086	validation-mlogloss:0.55296

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:26. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.20906 │
│ time_total_s                 8.20906 │
│ training_iteration                 1 │
│ validation_accuracy          0.73756 │
╰──────────────────────────────────────╯

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:26. Total running time: 11s
[36m(train_xgb_ray_tune pid=1476150)[0m [659]	train-mlogloss:0.63328	validation-mlogloss:0.57409
[36m(train_xgb_ray_tune pid=1476150)[0m [660]	train-mlogloss:0.63328	validation-mlogloss:0.57409
[36m(train_xgb_ray_tune pid=1476150)[0m [661]	train-mlogloss:0.63328	validation-mlogloss:0.57409
[36m(train_xgb_ray_tune pid=1476150)[0m [662]	train-mlogloss:0.63324	validation-mlogloss:0.57405
[36m(train_xgb_ray_tune pid=1476150)[0m [663]	train-mlogloss:0.63324	validation-mlogloss:0.57405
[36m(train_xgb_ray_tune pid=1476150)[0m [664]	train-mlogloss:0.63324	validation-mlogloss:0.57405
[36m(train_xgb_ray_tune pid=1476150)[0m [665]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [666]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [667]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [668]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [669]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [670]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [671]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [672]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [673]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [674]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [675]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [676]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [677]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [678]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [679]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [680]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [681]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [682]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [683]	train-mlogloss:0.63318	validation-mlogloss:0.57401
[36m(train_xgb_ray_tune pid=1476150)[0m [684]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [685]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [686]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [687]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [688]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [689]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476165)[0m [572]	train-mlogloss:0.68949	validation-mlogloss:0.63972
[36m(train_xgb_ray_tune pid=1476165)[0m [573]	train-mlogloss:0.68923	validation-mlogloss:0.63940
[36m(train_xgb_ray_tune pid=1476165)[0m [574]	train-mlogloss:0.68906	validation-mlogloss:0.63921
[36m(train_xgb_ray_tune pid=1476165)[0m [575]	train-mlogloss:0.68884	validation-mlogloss:0.63895
[36m(train_xgb_ray_tune pid=1476165)[0m [576]	train-mlogloss:0.68866	validation-mlogloss:0.63875
[36m(train_xgb_ray_tune pid=1476165)[0m [577]	train-mlogloss:0.68842	validation-mlogloss:0.63849
[36m(train_xgb_ray_tune pid=1476165)[0m [578]	train-mlogloss:0.68818	validation-mlogloss:0.63821
[36m(train_xgb_ray_tune pid=1476165)[0m [579]	train-mlogloss:0.68804	validation-mlogloss:0.63801
[36m(train_xgb_ray_tune pid=1476165)[0m [580]	train-mlogloss:0.68787	validation-mlogloss:0.63782
[36m(train_xgb_ray_tune pid=1476165)[0m [581]	train-mlogloss:0.68769	validation-mlogloss:0.63759
[36m(train_xgb_ray_tune pid=1476165)[0m [582]	train-mlogloss:0.68745	validation-mlogloss:0.63733
[36m(train_xgb_ray_tune pid=1476165)[0m [583]	train-mlogloss:0.68716	validation-mlogloss:0.63702
[36m(train_xgb_ray_tune pid=1476165)[0m [584]	train-mlogloss:0.68695	validation-mlogloss:0.63677
[36m(train_xgb_ray_tune pid=1476165)[0m [585]	train-mlogloss:0.68671	validation-mlogloss:0.63647
[36m(train_xgb_ray_tune pid=1476165)[0m [586]	train-mlogloss:0.68650	validation-mlogloss:0.63626
[36m(train_xgb_ray_tune pid=1476165)[0m [587]	train-mlogloss:0.68625	validation-mlogloss:0.63597
[36m(train_xgb_ray_tune pid=1476165)[0m [588]	train-mlogloss:0.68600	validation-mlogloss:0.63567
[36m(train_xgb_ray_tune pid=1476165)[0m [589]	train-mlogloss:0.68576	validation-mlogloss:0.63541
[36m(train_xgb_ray_tune pid=1476165)[0m [590]	train-mlogloss:0.68560	validation-mlogloss:0.63522
[36m(train_xgb_ray_tune pid=1476165)[0m [591]	train-mlogloss:0.68549	validation-mlogloss:0.63511
[36m(train_xgb_ray_tune pid=1476165)[0m [592]	train-mlogloss:0.68526	validation-mlogloss:0.63484
[36m(train_xgb_ray_tune pid=1476165)[0m [593]	train-mlogloss:0.68506	validation-mlogloss:0.63461
[36m(train_xgb_ray_tune pid=1476165)[0m [594]	train-mlogloss:0.68486	validation-mlogloss:0.63438
[36m(train_xgb_ray_tune pid=1476165)[0m [595]	train-mlogloss:0.68470	validation-mlogloss:0.63419
[36m(train_xgb_ray_tune pid=1476169)[0m [506]	train-mlogloss:0.61081	validation-mlogloss:0.55287
[36m(train_xgb_ray_tune pid=1476169)[0m [507]	train-mlogloss:0.61081	validation-mlogloss:0.55288
[36m(train_xgb_ray_tune pid=1476169)[0m [508]	train-mlogloss:0.61081	validation-mlogloss:0.55288
[36m(train_xgb_ray_tune pid=1476169)[0m [509]	train-mlogloss:0.61076	validation-mlogloss:0.55283
[36m(train_xgb_ray_tune pid=1476169)[0m [510]	train-mlogloss:0.61076	validation-mlogloss:0.55284
[36m(train_xgb_ray_tune pid=1476169)[0m [511]	train-mlogloss:0.61071	validation-mlogloss:0.55279
[36m(train_xgb_ray_tune pid=1476169)[0m [512]	train-mlogloss:0.61059	validation-mlogloss:0.55268
[36m(train_xgb_ray_tune pid=1476169)[0m [513]	train-mlogloss:0.61059	validation-mlogloss:0.55268
[36m(train_xgb_ray_tune pid=1476169)[0m [514]	train-mlogloss:0.61059	validation-mlogloss:0.55268
[36m(train_xgb_ray_tune pid=1476169)[0m [515]	train-mlogloss:0.61054	validation-mlogloss:0.55264
[36m(train_xgb_ray_tune pid=1476169)[0m [516]	train-mlogloss:0.61054	validation-mlogloss:0.55264
[36m(train_xgb_ray_tune pid=1476169)[0m [517]	train-mlogloss:0.61054	validation-mlogloss:0.55264
[36m(train_xgb_ray_tune pid=1476169)[0m [518]	train-mlogloss:0.61054	validation-mlogloss:0.55265
[36m(train_xgb_ray_tune pid=1476169)[0m [519]	train-mlogloss:0.61049	validation-mlogloss:0.55260
[36m(train_xgb_ray_tune pid=1476169)[0m [520]	train-mlogloss:0.61039	validation-mlogloss:0.55248
[36m(train_xgb_ray_tune pid=1476169)[0m [521]	train-mlogloss:0.61039	validation-mlogloss:0.55248
[36m(train_xgb_ray_tune pid=1476169)[0m [522]	train-mlogloss:0.61034	validation-mlogloss:0.55244
[36m(train_xgb_ray_tune pid=1476169)[0m [523]	train-mlogloss:0.61030	validation-mlogloss:0.55239
[36m(train_xgb_ray_tune pid=1476169)[0m [524]	train-mlogloss:0.61030	validation-mlogloss:0.55239
[36m(train_xgb_ray_tune pid=1476169)[0m [525]	train-mlogloss:0.61030	validation-mlogloss:0.55239
[36m(train_xgb_ray_tune pid=1476169)[0m [526]	train-mlogloss:0.61029	validation-mlogloss:0.55240
[36m(train_xgb_ray_tune pid=1476169)[0m [527]	train-mlogloss:0.61029	validation-mlogloss:0.55240
[36m(train_xgb_ray_tune pid=1476169)[0m [528]	train-mlogloss:0.61029	validation-mlogloss:0.55240
[36m(train_xgb_ray_tune pid=1476169)[0m [529]	train-mlogloss:0.61025	validation-mlogloss:0.55236
[36m(train_xgb_ray_tune pid=1476169)[0m [530]	train-mlogloss:0.61025	validation-mlogloss:0.55236
[36m(train_xgb_ray_tune pid=1476169)[0m [531]	train-mlogloss:0.61020	validation-mlogloss:0.55231
[36m(train_xgb_ray_tune pid=1476169)[0m [532]	train-mlogloss:0.61015	validation-mlogloss:0.55227
[36m(train_xgb_ray_tune pid=1476169)[0m [533]	train-mlogloss:0.61015	validation-mlogloss:0.55228
[36m(train_xgb_ray_tune pid=1476169)[0m [534]	train-mlogloss:0.61015	validation-mlogloss:0.55228
[36m(train_xgb_ray_tune pid=1476169)[0m [535]	train-mlogloss:0.61015	validation-mlogloss:0.55228
[36m(train_xgb_ray_tune pid=1476165)[0m [596]	train-mlogloss:0.68447	validation-mlogloss:0.63395
[36m(train_xgb_ray_tune pid=1476169)[0m [536]	train-mlogloss:0.61015	validation-mlogloss:0.55228
[36m(train_xgb_ray_tune pid=1476150)[0m [690]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476169)[0m [537]	train-mlogloss:0.61015	validation-mlogloss:0.55229
[36m(train_xgb_ray_tune pid=1476150)[0m [691]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476165)[0m [597]	train-mlogloss:0.68428	validation-mlogloss:0.63374
[36m(train_xgb_ray_tune pid=1476150)[0m [692]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [693]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [694]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [695]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [696]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [697]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [698]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [699]	train-mlogloss:0.63318	validation-mlogloss:0.57400
[36m(train_xgb_ray_tune pid=1476150)[0m [700]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [701]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [702]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [703]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [704]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [705]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [706]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [707]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [708]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [709]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [710]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [711]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [712]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [713]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [714]	train-mlogloss:0.63307	validation-mlogloss:0.57391
[36m(train_xgb_ray_tune pid=1476150)[0m [715]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [716]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [717]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [718]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [719]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [720]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [721]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [722]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476165)[0m [598]	train-mlogloss:0.68411	validation-mlogloss:0.63354
[36m(train_xgb_ray_tune pid=1476165)[0m [599]	train-mlogloss:0.68401	validation-mlogloss:0.63343
[36m(train_xgb_ray_tune pid=1476165)[0m [600]	train-mlogloss:0.68378	validation-mlogloss:0.63315
[36m(train_xgb_ray_tune pid=1476165)[0m [601]	train-mlogloss:0.68360	validation-mlogloss:0.63294
[36m(train_xgb_ray_tune pid=1476165)[0m [602]	train-mlogloss:0.68340	validation-mlogloss:0.63269
[36m(train_xgb_ray_tune pid=1476165)[0m [603]	train-mlogloss:0.68323	validation-mlogloss:0.63250
[36m(train_xgb_ray_tune pid=1476165)[0m [604]	train-mlogloss:0.68310	validation-mlogloss:0.63235
[36m(train_xgb_ray_tune pid=1476165)[0m [605]	train-mlogloss:0.68295	validation-mlogloss:0.63217
[36m(train_xgb_ray_tune pid=1476165)[0m [606]	train-mlogloss:0.68278	validation-mlogloss:0.63198
[36m(train_xgb_ray_tune pid=1476165)[0m [607]	train-mlogloss:0.68259	validation-mlogloss:0.63173
[36m(train_xgb_ray_tune pid=1476165)[0m [608]	train-mlogloss:0.68239	validation-mlogloss:0.63152
[36m(train_xgb_ray_tune pid=1476165)[0m [609]	train-mlogloss:0.68215	validation-mlogloss:0.63128
[36m(train_xgb_ray_tune pid=1476165)[0m [610]	train-mlogloss:0.68196	validation-mlogloss:0.63104
[36m(train_xgb_ray_tune pid=1476165)[0m [611]	train-mlogloss:0.68177	validation-mlogloss:0.63080
[36m(train_xgb_ray_tune pid=1476165)[0m [612]	train-mlogloss:0.68159	validation-mlogloss:0.63061
[36m(train_xgb_ray_tune pid=1476165)[0m [613]	train-mlogloss:0.68134	validation-mlogloss:0.63035
[36m(train_xgb_ray_tune pid=1476165)[0m [614]	train-mlogloss:0.68110	validation-mlogloss:0.63010
[36m(train_xgb_ray_tune pid=1476165)[0m [615]	train-mlogloss:0.68094	validation-mlogloss:0.62990
[36m(train_xgb_ray_tune pid=1476165)[0m [616]	train-mlogloss:0.68077	validation-mlogloss:0.62972
[36m(train_xgb_ray_tune pid=1476169)[0m [538]	train-mlogloss:0.61003	validation-mlogloss:0.55218
[36m(train_xgb_ray_tune pid=1476169)[0m [539]	train-mlogloss:0.61003	validation-mlogloss:0.55218
[36m(train_xgb_ray_tune pid=1476169)[0m [540]	train-mlogloss:0.60999	validation-mlogloss:0.55213
[36m(train_xgb_ray_tune pid=1476169)[0m [541]	train-mlogloss:0.60999	validation-mlogloss:0.55214
[36m(train_xgb_ray_tune pid=1476169)[0m [542]	train-mlogloss:0.60999	validation-mlogloss:0.55214
[36m(train_xgb_ray_tune pid=1476169)[0m [543]	train-mlogloss:0.60994	validation-mlogloss:0.55210
[36m(train_xgb_ray_tune pid=1476169)[0m [544]	train-mlogloss:0.60994	validation-mlogloss:0.55210
[36m(train_xgb_ray_tune pid=1476169)[0m [545]	train-mlogloss:0.60989	validation-mlogloss:0.55202
[36m(train_xgb_ray_tune pid=1476169)[0m [546]	train-mlogloss:0.60989	validation-mlogloss:0.55202
[36m(train_xgb_ray_tune pid=1476169)[0m [547]	train-mlogloss:0.60989	validation-mlogloss:0.55202
[36m(train_xgb_ray_tune pid=1476169)[0m [548]	train-mlogloss:0.60989	validation-mlogloss:0.55202
[36m(train_xgb_ray_tune pid=1476169)[0m [549]	train-mlogloss:0.60989	validation-mlogloss:0.55203
[36m(train_xgb_ray_tune pid=1476169)[0m [550]	train-mlogloss:0.60989	validation-mlogloss:0.55203
[36m(train_xgb_ray_tune pid=1476169)[0m [551]	train-mlogloss:0.60989	validation-mlogloss:0.55203
[36m(train_xgb_ray_tune pid=1476169)[0m [552]	train-mlogloss:0.60989	validation-mlogloss:0.55203
[36m(train_xgb_ray_tune pid=1476169)[0m [553]	train-mlogloss:0.60989	validation-mlogloss:0.55203
[36m(train_xgb_ray_tune pid=1476169)[0m [554]	train-mlogloss:0.60989	validation-mlogloss:0.55204
[36m(train_xgb_ray_tune pid=1476169)[0m [555]	train-mlogloss:0.60989	validation-mlogloss:0.55204
[36m(train_xgb_ray_tune pid=1476169)[0m [556]	train-mlogloss:0.60989	validation-mlogloss:0.55204
[36m(train_xgb_ray_tune pid=1476169)[0m [557]	train-mlogloss:0.60989	validation-mlogloss:0.55204
[36m(train_xgb_ray_tune pid=1476169)[0m [558]	train-mlogloss:0.60978	validation-mlogloss:0.55192
[36m(train_xgb_ray_tune pid=1476169)[0m [559]	train-mlogloss:0.60978	validation-mlogloss:0.55192
[36m(train_xgb_ray_tune pid=1476169)[0m [560]	train-mlogloss:0.60978	validation-mlogloss:0.55192
[36m(train_xgb_ray_tune pid=1476169)[0m [561]	train-mlogloss:0.60978	validation-mlogloss:0.55192
[36m(train_xgb_ray_tune pid=1476169)[0m [562]	train-mlogloss:0.60978	validation-mlogloss:0.55192
[36m(train_xgb_ray_tune pid=1476169)[0m [563]	train-mlogloss:0.60967	validation-mlogloss:0.55179
[36m(train_xgb_ray_tune pid=1476169)[0m [564]	train-mlogloss:0.60967	validation-mlogloss:0.55179
[36m(train_xgb_ray_tune pid=1476169)[0m [565]	train-mlogloss:0.60967	validation-mlogloss:0.55179
[36m(train_xgb_ray_tune pid=1476169)[0m [566]	train-mlogloss:0.60967	validation-mlogloss:0.55179
[36m(train_xgb_ray_tune pid=1476169)[0m [567]	train-mlogloss:0.60967	validation-mlogloss:0.55179
[36m(train_xgb_ray_tune pid=1476169)[0m [568]	train-mlogloss:0.60967	validation-mlogloss:0.55180
[36m(train_xgb_ray_tune pid=1476169)[0m [569]	train-mlogloss:0.60967	validation-mlogloss:0.55180
[36m(train_xgb_ray_tune pid=1476150)[0m [723]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476169)[0m [570]	train-mlogloss:0.60967	validation-mlogloss:0.55180
[36m(train_xgb_ray_tune pid=1476150)[0m [724]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476169)[0m [571]	train-mlogloss:0.60966	validation-mlogloss:0.55180
[36m(train_xgb_ray_tune pid=1476150)[0m [725]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476169)[0m [572]	train-mlogloss:0.60966	validation-mlogloss:0.55180
[36m(train_xgb_ray_tune pid=1476150)[0m [726]	train-mlogloss:0.63298	validation-mlogloss:0.57383

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:26. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.62018 │
│ time_total_s                 8.62018 │
│ training_iteration                 1 │
│ validation_accuracy          0.73077 │
╰──────────────────────────────────────╯

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:26. Total running time: 11s
[36m(train_xgb_ray_tune pid=1476150)[0m [727]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [728]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [729]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [730]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [731]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [732]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [733]	train-mlogloss:0.63298	validation-mlogloss:0.57383
[36m(train_xgb_ray_tune pid=1476150)[0m [734]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [735]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [736]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [737]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [738]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [739]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [740]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [741]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [742]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [743]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [744]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [745]	train-mlogloss:0.63292	validation-mlogloss:0.57374
[36m(train_xgb_ray_tune pid=1476150)[0m [746]	train-mlogloss:0.63287	validation-mlogloss:0.57366
[36m(train_xgb_ray_tune pid=1476150)[0m [747]	train-mlogloss:0.63287	validation-mlogloss:0.57366
[36m(train_xgb_ray_tune pid=1476150)[0m [748]	train-mlogloss:0.63287	validation-mlogloss:0.57366
[36m(train_xgb_ray_tune pid=1476150)[0m [749]	train-mlogloss:0.63287	validation-mlogloss:0.57366
[36m(train_xgb_ray_tune pid=1476150)[0m [750]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [751]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [752]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [753]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [754]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [755]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [756]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476169)[0m [573]	train-mlogloss:0.60966	validation-mlogloss:0.55180
[36m(train_xgb_ray_tune pid=1476169)[0m [574]	train-mlogloss:0.60962	validation-mlogloss:0.55176
[36m(train_xgb_ray_tune pid=1476169)[0m [575]	train-mlogloss:0.60962	validation-mlogloss:0.55176
[36m(train_xgb_ray_tune pid=1476169)[0m [576]	train-mlogloss:0.60962	validation-mlogloss:0.55176
[36m(train_xgb_ray_tune pid=1476169)[0m [577]	train-mlogloss:0.60962	validation-mlogloss:0.55176
[36m(train_xgb_ray_tune pid=1476169)[0m [578]	train-mlogloss:0.60962	validation-mlogloss:0.55176
[36m(train_xgb_ray_tune pid=1476169)[0m [579]	train-mlogloss:0.60962	validation-mlogloss:0.55176
[36m(train_xgb_ray_tune pid=1476169)[0m [580]	train-mlogloss:0.60962	validation-mlogloss:0.55176
[36m(train_xgb_ray_tune pid=1476169)[0m [581]	train-mlogloss:0.60962	validation-mlogloss:0.55176
[36m(train_xgb_ray_tune pid=1476169)[0m [582]	train-mlogloss:0.60962	validation-mlogloss:0.55176
[36m(train_xgb_ray_tune pid=1476169)[0m [583]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [584]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [585]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [586]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [587]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [588]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [589]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [590]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [591]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [592]	train-mlogloss:0.60962	validation-mlogloss:0.55177
[36m(train_xgb_ray_tune pid=1476169)[0m [593]	train-mlogloss:0.60962	validation-mlogloss:0.55178
[36m(train_xgb_ray_tune pid=1476150)[0m [757]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [758]	train-mlogloss:0.63271	validation-mlogloss:0.57350

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:27. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.54871 │
│ time_total_s                 8.54871 │
│ training_iteration                 1 │
│ validation_accuracy          0.74925 │
╰──────────────────────────────────────╯

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:27. Total running time: 11s
[36m(train_xgb_ray_tune pid=1476150)[0m [759]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [760]	train-mlogloss:0.63271	validation-mlogloss:0.57350
2025-11-06 16:25:27,229	INFO tune.py:1009 -- Wrote the latest version of all result files and experiment state to '/mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_PI/case_PI_XGB_acc_superclasses_CPA_METs/XGBoost_hyperparameters_tuning' in 0.0143s.
[36m(train_xgb_ray_tune pid=1476150)[0m [761]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [762]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [763]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [764]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [765]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [766]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [767]	train-mlogloss:0.63271	validation-mlogloss:0.57350
[36m(train_xgb_ray_tune pid=1476150)[0m [768]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [769]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [770]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [771]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [772]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [773]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [774]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [775]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [776]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [777]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [778]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [779]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [780]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [781]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [782]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [783]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [784]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [785]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [786]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [787]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [788]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [789]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [790]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [791]	train-mlogloss:0.63263	validation-mlogloss:0.57342
[36m(train_xgb_ray_tune pid=1476150)[0m [792]	train-mlogloss:0.63263	validation-mlogloss:0.57342

Trial trial_cb5e2 finished iteration 1 at 2025-11-06 16:25:27. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_cb5e2 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.65837 │
│ time_total_s                 8.65837 │
│ training_iteration                 1 │
│ validation_accuracy           0.7451 │
╰──────────────────────────────────────╯

Trial trial_cb5e2 completed after 1 iterations at 2025-11-06 16:25:27. Total running time: 11s

Trial status: 20 TERMINATED
Current time: 2025-11-06 16:25:27. Total running time: 11s
Logical resource usage: 1.0/20 CPUs, 0/1 GPUs (0.0/1.0 accelerator_type:G)
╭────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Trial name     status         num_boost_round     max_depth     learning_rate     subsample     colsample_bytree      gamma     min_child_weight     reg_alpha     reg_lambda     random_state     iter     total time (s)     validation_accuracy │
├────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
│ trial_cb5e2    TERMINATED                 793             2        0.014367        0.580095             0.601919   15.4261                   131      33.403         19.662               2216        1            8.65837                0.745098 │
│ trial_cb5e2    TERMINATED                 587             3        0.0117441       0.589591             0.686175   16.6173                   126     153.25          31.3839               935        1            7.50761                0.721719 │
│ trial_cb5e2    TERMINATED                 381             3        0.0102117       0.777653             0.789309   16.8969                   119       1.26576      127.648               3452        1            8.01093                0.757164 │
│ trial_cb5e2    TERMINATED                 550             2        0.0109621       0.711293             0.749026   29.8325                   150      10.3899       195.466               3161        1            8.20906                0.737557 │
│ trial_cb5e2    TERMINATED                 204             3        0.00519563      0.573097             0.65603    23.2922                    90      90.209          7.20822             7339        1            6.19734                0.710784 │
│ trial_cb5e2    TERMINATED                 585             3        0.00577394      0.644344             0.762258    6.80625                  158     804.336        287.907               9973        1            7.98216                0.514329 │
│ trial_cb5e2    TERMINATED                 342             2        0.0169714       0.524938             0.525875   14.8306                    72       3.89579      599.577                301        1            7.4062                 0.721342 │
│ trial_cb5e2    TERMINATED                 446             2        0.0113999       0.562496             0.815385   21.3344                   188      10.7818       162.045               7999        1            7.88566                0.734917 │
│ trial_cb5e2    TERMINATED                 558             2        0.0129131       0.673791             0.713842   28.6639                   121     428.3          702.086                901        1            7.3752                 0.684766 │
│ trial_cb5e2    TERMINATED                 369             2        0.0153416       0.762138             0.791346   26.576                    157     750.74          22.9536              3231        1            5.6929                 0.660633 │
│ trial_cb5e2    TERMINATED                 306             3        0.0158582       0.6867               0.608103   22.5352                   142      84.3148         7.9951              6144        1            6.66839                0.733786 │
│ trial_cb5e2    TERMINATED                 766             3        0.0142185       0.642453             0.552171   17.2389                   118     310.083        282.751               8682        1            7.67583                0.678356 │
│ trial_cb5e2    TERMINATED                 617             2        0.00614373      0.710338             0.659398   21.6357                    70      27.5359       161.67                7902        1            8.62018                0.730769 │
│ trial_cb5e2    TERMINATED                 446             3        0.017189        0.682019             0.664366   20.6382                    74      58.8477        26.2953              4753        1            7.56179                0.737179 │
│ trial_cb5e2    TERMINATED                 235             3        0.0135658       0.524521             0.805946   26.8468                   103       3.3206        17.945               6200        1            6.62696                0.74095  │
│ trial_cb5e2    TERMINATED                 421             3        0.00766715      0.511803             0.73243    12.4168                    61     286.922        684.737               8726        1            7.61692                0.695701 │
│ trial_cb5e2    TERMINATED                 454             2        0.015944        0.658222             0.578483   14.5175                   143       4.69437      746.042               9730        1            7.94718                0.72813  │
│ trial_cb5e2    TERMINATED                 701             3        0.0142682       0.796329             0.675552   25.0897                   145       5.84352      133.776                754        1            8.54871                0.749246 │
│ trial_cb5e2    TERMINATED                 236             3        0.0188603       0.669594             0.770933   21.3275                   164     280.325         13.0803              4022        1            5.81377                0.677979 │
│ trial_cb5e2    TERMINATED                 328             2        0.0172204       0.848661             0.782687   22.5297                    66       8.16998      872.084               2502        1            7.36105                0.728507 │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Mejores hiperparámetros XGBoost: {'num_boost_round': 381, 'max_depth': 3, 'learning_rate': 0.010211656727173855, 'subsample': 0.7776529599937512, 'colsample_bytree': 0.789308671071719, 'gamma': 16.896948100767258, 'min_child_weight': 119, 'reg_alpha': 1.2657554507686022, 'reg_lambda': 127.64777481602346, 'random_state': 3452}
[0]	train-mlogloss:1.37813	validation-mlogloss:1.37774
[1]	train-mlogloss:1.37030	validation-mlogloss:1.36959
[2]	train-mlogloss:1.36247	validation-mlogloss:1.36146
[3]	train-mlogloss:1.35462	validation-mlogloss:1.35318
[4]	train-mlogloss:1.34712	validation-mlogloss:1.34544
[5]	train-mlogloss:1.33955	validation-mlogloss:1.33765
[6]	train-mlogloss:1.33203	validation-mlogloss:1.32987
[7]	train-mlogloss:1.32474	validation-mlogloss:1.32236
[8]	train-mlogloss:1.31752	validation-mlogloss:1.31487
[9]	train-mlogloss:1.31041	validation-mlogloss:1.30738
[10]	train-mlogloss:1.30343	validation-mlogloss:1.30019
[11]	train-mlogloss:1.29645	validation-mlogloss:1.29286
[12]	train-mlogloss:1.28954	validation-mlogloss:1.28565
[13]	train-mlogloss:1.28279	validation-mlogloss:1.27854
[14]	train-mlogloss:1.27605	validation-mlogloss:1.27147
[15]	train-mlogloss:1.26943	validation-mlogloss:1.26449
[16]	train-mlogloss:1.26288	validation-mlogloss:1.25759
[17]	train-mlogloss:1.25645	validation-mlogloss:1.25083
[18]	train-mlogloss:1.24998	validation-mlogloss:1.24401
[19]	train-mlogloss:1.24355	validation-mlogloss:1.23741
[20]	train-mlogloss:1.23748	validation-mlogloss:1.23113
[21]	train-mlogloss:1.23138	validation-mlogloss:1.22481
[22]	train-mlogloss:1.22532	validation-mlogloss:1.21844
[23]	train-mlogloss:1.21935	validation-mlogloss:1.21212
[24]	train-mlogloss:1.21345	validation-mlogloss:1.20592
[25]	train-mlogloss:1.20758	validation-mlogloss:1.19977
[26]	train-mlogloss:1.20180	validation-mlogloss:1.19388
[27]	train-mlogloss:1.19606	validation-mlogloss:1.18788
[28]	train-mlogloss:1.19041	validation-mlogloss:1.18199
[29]	train-mlogloss:1.18488	validation-mlogloss:1.17619
[30]	train-mlogloss:1.17938	validation-mlogloss:1.17039
[31]	train-mlogloss:1.17395	validation-mlogloss:1.16463
[32]	train-mlogloss:1.16858	validation-mlogloss:1.15890
[33]	train-mlogloss:1.16332	validation-mlogloss:1.15336
[34]	train-mlogloss:1.15802	validation-mlogloss:1.14774
[35]	train-mlogloss:1.15284	validation-mlogloss:1.14214
[36]	train-mlogloss:1.14771	validation-mlogloss:1.13672
[37]	train-mlogloss:1.14270	validation-mlogloss:1.13145
[38]	train-mlogloss:1.13779	validation-mlogloss:1.12650
[39]	train-mlogloss:1.13281	validation-mlogloss:1.12122
[40]	train-mlogloss:1.12798	validation-mlogloss:1.11617
[41]	train-mlogloss:1.12324	validation-mlogloss:1.11129
[42]	train-mlogloss:1.11847	validation-mlogloss:1.10629
[43]	train-mlogloss:1.11378	validation-mlogloss:1.10127
[44]	train-mlogloss:1.10914	validation-mlogloss:1.09636
[45]	train-mlogloss:1.10440	validation-mlogloss:1.09158
[46]	train-mlogloss:1.09986	validation-mlogloss:1.08682
[47]	train-mlogloss:1.09517	validation-mlogloss:1.08191
[48]	train-mlogloss:1.09071	validation-mlogloss:1.07723
[49]	train-mlogloss:1.08631	validation-mlogloss:1.07254
[50]	train-mlogloss:1.08189	validation-mlogloss:1.06808
[51]	train-mlogloss:1.07741	validation-mlogloss:1.06344
[52]	train-mlogloss:1.07298	validation-mlogloss:1.05891
[53]	train-mlogloss:1.06871	validation-mlogloss:1.05453
[54]	train-mlogloss:1.06441	validation-mlogloss:1.05016
[55]	train-mlogloss:1.06015	validation-mlogloss:1.04571
[56]	train-mlogloss:1.05588	validation-mlogloss:1.04127
[57]	train-mlogloss:1.05179	validation-mlogloss:1.03694
[58]	train-mlogloss:1.04773	validation-mlogloss:1.03280
[59]	train-mlogloss:1.04367	validation-mlogloss:1.02856
[60]	train-mlogloss:1.03977	validation-mlogloss:1.02454
[61]	train-mlogloss:1.03578	validation-mlogloss:1.02037
[62]	train-mlogloss:1.03184	validation-mlogloss:1.01629
[63]	train-mlogloss:1.02796	validation-mlogloss:1.01218
[64]	train-mlogloss:1.02433	validation-mlogloss:1.00848
[65]	train-mlogloss:1.02049	validation-mlogloss:1.00447
[66]	train-mlogloss:1.01672	validation-mlogloss:1.00061
[67]	train-mlogloss:1.01312	validation-mlogloss:0.99669
[68]	train-mlogloss:1.00942	validation-mlogloss:0.99282
[69]	train-mlogloss:1.00575	validation-mlogloss:0.98896
[70]	train-mlogloss:1.00215	validation-mlogloss:0.98526
[71]	train-mlogloss:0.99869	validation-mlogloss:0.98162
[72]	train-mlogloss:0.99512	validation-mlogloss:0.97792
[73]	train-mlogloss:0.99158	validation-mlogloss:0.97418
[74]	train-mlogloss:0.98816	validation-mlogloss:0.97066
[75]	train-mlogloss:0.98475	validation-mlogloss:0.96697
[76]	train-mlogloss:0.98137	validation-mlogloss:0.96346
[77]	train-mlogloss:0.97800	validation-mlogloss:0.96005
[78]	train-mlogloss:0.97473	validation-mlogloss:0.95666
[79]	train-mlogloss:0.97144	validation-mlogloss:0.95334
[80]	train-mlogloss:0.96825	validation-mlogloss:0.95005
[81]	train-mlogloss:0.96499	validation-mlogloss:0.94666
[82]	train-mlogloss:0.96161	validation-mlogloss:0.94308
[83]	train-mlogloss:0.95845	validation-mlogloss:0.93974
[84]	train-mlogloss:0.95532	validation-mlogloss:0.93656
[85]	train-mlogloss:0.95220	validation-mlogloss:0.93339
[86]	train-mlogloss:0.94916	validation-mlogloss:0.93026
[87]	train-mlogloss:0.94619	validation-mlogloss:0.92703
[88]	train-mlogloss:0.94319	validation-mlogloss:0.92391
[89]	train-mlogloss:0.94028	validation-mlogloss:0.92092
[90]	train-mlogloss:0.93729	validation-mlogloss:0.91778
[91]	train-mlogloss:0.93443	validation-mlogloss:0.91478
[92]	train-mlogloss:0.93144	validation-mlogloss:0.91157
[93]	train-mlogloss:0.92857	validation-mlogloss:0.90855
[94]	train-mlogloss:0.92576	validation-mlogloss:0.90559
[95]	train-mlogloss:0.92301	validation-mlogloss:0.90267
[96]	train-mlogloss:0.92026	validation-mlogloss:0.89978
[97]	train-mlogloss:0.91756	validation-mlogloss:0.89694
[98]	train-mlogloss:0.91483	validation-mlogloss:0.89407
[99]	train-mlogloss:0.91223	validation-mlogloss:0.89130
[100]	train-mlogloss:0.90955	validation-mlogloss:0.88856
[101]	train-mlogloss:0.90695	validation-mlogloss:0.88583
[102]	train-mlogloss:0.90436	validation-mlogloss:0.88307
[103]	train-mlogloss:0.90177	validation-mlogloss:0.88037
[104]	train-mlogloss:0.89929	validation-mlogloss:0.87777
[105]	train-mlogloss:0.89676	validation-mlogloss:0.87505
[106]	train-mlogloss:0.89413	validation-mlogloss:0.87228
[107]	train-mlogloss:0.89170	validation-mlogloss:0.86965
[108]	train-mlogloss:0.88916	validation-mlogloss:0.86692
[109]	train-mlogloss:0.88658	validation-mlogloss:0.86415
[110]	train-mlogloss:0.88412	validation-mlogloss:0.86152
[111]	train-mlogloss:0.88168	validation-mlogloss:0.85892
[112]	train-mlogloss:0.87937	validation-mlogloss:0.85648
[113]	train-mlogloss:0.87701	validation-mlogloss:0.85404
[114]	train-mlogloss:0.87467	validation-mlogloss:0.85154
[115]	train-mlogloss:0.87236	validation-mlogloss:0.84918
[116]	train-mlogloss:0.87007	validation-mlogloss:0.84679
[117]	train-mlogloss:0.86786	validation-mlogloss:0.84454
[118]	train-mlogloss:0.86566	validation-mlogloss:0.84220
[119]	train-mlogloss:0.86333	validation-mlogloss:0.83971
[120]	train-mlogloss:0.86101	validation-mlogloss:0.83732
[121]	train-mlogloss:0.85883	validation-mlogloss:0.83503
[122]	train-mlogloss:0.85666	validation-mlogloss:0.83272
[123]	train-mlogloss:0.85438	validation-mlogloss:0.83024
[124]	train-mlogloss:0.85233	validation-mlogloss:0.82803
[125]	train-mlogloss:0.85033	validation-mlogloss:0.82593
[126]	train-mlogloss:0.84818	validation-mlogloss:0.82358
[127]	train-mlogloss:0.84591	validation-mlogloss:0.82108
[128]	train-mlogloss:0.84384	validation-mlogloss:0.81883
[129]	train-mlogloss:0.84178	validation-mlogloss:0.81663
[130]	train-mlogloss:0.83980	validation-mlogloss:0.81449
[131]	train-mlogloss:0.83771	validation-mlogloss:0.81228
[132]	train-mlogloss:0.83564	validation-mlogloss:0.81002
[133]	train-mlogloss:0.83362	validation-mlogloss:0.80782
[134]	train-mlogloss:0.83168	validation-mlogloss:0.80582
[135]	train-mlogloss:0.82971	validation-mlogloss:0.80365
[136]	train-mlogloss:0.82776	validation-mlogloss:0.80153
[137]	train-mlogloss:0.82578	validation-mlogloss:0.79934
[138]	train-mlogloss:0.82397	validation-mlogloss:0.79744
[139]	train-mlogloss:0.82211	validation-mlogloss:0.79543
[140]	train-mlogloss:0.82033	validation-mlogloss:0.79354
[141]	train-mlogloss:0.81841	validation-mlogloss:0.79144
[142]	train-mlogloss:0.81662	validation-mlogloss:0.78943
[143]	train-mlogloss:0.81483	validation-mlogloss:0.78753
[144]	train-mlogloss:0.81299	validation-mlogloss:0.78548
[145]	train-mlogloss:0.81115	validation-mlogloss:0.78349
[146]	train-mlogloss:0.80945	validation-mlogloss:0.78178
[147]	train-mlogloss:0.80772	validation-mlogloss:0.77998
[148]	train-mlogloss:0.80596	validation-mlogloss:0.77799
[149]	train-mlogloss:0.80415	validation-mlogloss:0.77593
[150]	train-mlogloss:0.80236	validation-mlogloss:0.77400
[151]	train-mlogloss:0.80060	validation-mlogloss:0.77210
[152]	train-mlogloss:0.79900	validation-mlogloss:0.77035
[153]	train-mlogloss:0.79735	validation-mlogloss:0.76861
[154]	train-mlogloss:0.79569	validation-mlogloss:0.76679
[155]	train-mlogloss:0.79401	validation-mlogloss:0.76505
[156]	train-mlogloss:0.79235	validation-mlogloss:0.76321
[157]	train-mlogloss:0.79079	validation-mlogloss:0.76146
[158]	train-mlogloss:0.78926	validation-mlogloss:0.75983
[159]	train-mlogloss:0.78765	validation-mlogloss:0.75808
[160]	train-mlogloss:0.78613	validation-mlogloss:0.75649
[161]	train-mlogloss:0.78450	validation-mlogloss:0.75466
[162]	train-mlogloss:0.78302	validation-mlogloss:0.75318
[163]	train-mlogloss:0.78148	validation-mlogloss:0.75144
[164]	train-mlogloss:0.77993	validation-mlogloss:0.74976
[165]	train-mlogloss:0.77839	validation-mlogloss:0.74806
[166]	train-mlogloss:0.77690	validation-mlogloss:0.74637
[167]	train-mlogloss:0.77541	validation-mlogloss:0.74469
[168]	train-mlogloss:0.77388	validation-mlogloss:0.74299
[169]	train-mlogloss:0.77239	validation-mlogloss:0.74132
[170]	train-mlogloss:0.77088	validation-mlogloss:0.73970
[171]	train-mlogloss:0.76945	validation-mlogloss:0.73810
[172]	train-mlogloss:0.76796	validation-mlogloss:0.73641
[173]	train-mlogloss:0.76660	validation-mlogloss:0.73500
[174]	train-mlogloss:0.76531	validation-mlogloss:0.73355
[175]	train-mlogloss:0.76394	validation-mlogloss:0.73204
[176]	train-mlogloss:0.76243	validation-mlogloss:0.73041
[177]	train-mlogloss:0.76100	validation-mlogloss:0.72888
[178]	train-mlogloss:0.75956	validation-mlogloss:0.72720
[179]	train-mlogloss:0.75812	validation-mlogloss:0.72556
[180]	train-mlogloss:0.75686	validation-mlogloss:0.72427
[181]	train-mlogloss:0.75544	validation-mlogloss:0.72268
[182]	train-mlogloss:0.75411	validation-mlogloss:0.72111
[183]	train-mlogloss:0.75284	validation-mlogloss:0.71965
[184]	train-mlogloss:0.75150	validation-mlogloss:0.71816
[185]	train-mlogloss:0.75023	validation-mlogloss:0.71677
[186]	train-mlogloss:0.74897	validation-mlogloss:0.71545
[187]	train-mlogloss:0.74766	validation-mlogloss:0.71396
[188]	train-mlogloss:0.74642	validation-mlogloss:0.71262
[189]	train-mlogloss:0.74510	validation-mlogloss:0.71113
[190]	train-mlogloss:0.74386	validation-mlogloss:0.70991
[191]	train-mlogloss:0.74271	validation-mlogloss:0.70864
[192]	train-mlogloss:0.74146	validation-mlogloss:0.70723
[193]	train-mlogloss:0.74015	validation-mlogloss:0.70576
[194]	train-mlogloss:0.73896	validation-mlogloss:0.70452
[195]	train-mlogloss:0.73779	validation-mlogloss:0.70322
[196]	train-mlogloss:0.73652	validation-mlogloss:0.70177
[197]	train-mlogloss:0.73549	validation-mlogloss:0.70065
[198]	train-mlogloss:0.73441	validation-mlogloss:0.69943
[199]	train-mlogloss:0.73334	validation-mlogloss:0.69829
[200]	train-mlogloss:0.73218	validation-mlogloss:0.69699
[201]	train-mlogloss:0.73107	validation-mlogloss:0.69574
[202]	train-mlogloss:0.72992	validation-mlogloss:0.69446
[203]	train-mlogloss:0.72875	validation-mlogloss:0.69319
[204]	train-mlogloss:0.72759	validation-mlogloss:0.69185
[205]	train-mlogloss:0.72648	validation-mlogloss:0.69060
[206]	train-mlogloss:0.72542	validation-mlogloss:0.68948
[207]	train-mlogloss:0.72427	validation-mlogloss:0.68824
[208]	train-mlogloss:0.72320	validation-mlogloss:0.68700
[209]	train-mlogloss:0.72215	validation-mlogloss:0.68586
[210]	train-mlogloss:0.72103	validation-mlogloss:0.68459
[211]	train-mlogloss:0.71988	validation-mlogloss:0.68332
[212]	train-mlogloss:0.71882	validation-mlogloss:0.68211
[213]	train-mlogloss:0.71777	validation-mlogloss:0.68096
[214]	train-mlogloss:0.71670	validation-mlogloss:0.67981
[215]	train-mlogloss:0.71572	validation-mlogloss:0.67875
[216]	train-mlogloss:0.71473	validation-mlogloss:0.67769
[217]	train-mlogloss:0.71379	validation-mlogloss:0.67673
[218]	train-mlogloss:0.71278	validation-mlogloss:0.67563
[219]	train-mlogloss:0.71185	validation-mlogloss:0.67457
[220]	train-mlogloss:0.71091	validation-mlogloss:0.67348
[221]	train-mlogloss:0.71007	validation-mlogloss:0.67254
[222]	train-mlogloss:0.70902	validation-mlogloss:0.67143
[223]	train-mlogloss:0.70810	validation-mlogloss:0.67037
[224]	train-mlogloss:0.70721	validation-mlogloss:0.66930
[225]	train-mlogloss:0.70639	validation-mlogloss:0.66846
[226]	train-mlogloss:0.70552	validation-mlogloss:0.66747
[227]	train-mlogloss:0.70456	validation-mlogloss:0.66639
[228]	train-mlogloss:0.70360	validation-mlogloss:0.66537
[229]	train-mlogloss:0.70265	validation-mlogloss:0.66435
[230]	train-mlogloss:0.70173	validation-mlogloss:0.66332
[231]	train-mlogloss:0.70085	validation-mlogloss:0.66227
[232]	train-mlogloss:0.69990	validation-mlogloss:0.66128
[233]	train-mlogloss:0.69902	validation-mlogloss:0.66029
[234]	train-mlogloss:0.69807	validation-mlogloss:0.65924
[235]	train-mlogloss:0.69727	validation-mlogloss:0.65841
[236]	train-mlogloss:0.69646	validation-mlogloss:0.65738
[237]	train-mlogloss:0.69557	validation-mlogloss:0.65646
[238]	train-mlogloss:0.69465	validation-mlogloss:0.65543
[239]	train-mlogloss:0.69389	validation-mlogloss:0.65452
[240]	train-mlogloss:0.69306	validation-mlogloss:0.65357
[241]	train-mlogloss:0.69229	validation-mlogloss:0.65277
[242]	train-mlogloss:0.69156	validation-mlogloss:0.65197
[243]	train-mlogloss:0.69063	validation-mlogloss:0.65097
[244]	train-mlogloss:0.68974	validation-mlogloss:0.65000
[245]	train-mlogloss:0.68885	validation-mlogloss:0.64904
[246]	train-mlogloss:0.68794	validation-mlogloss:0.64805
[247]	train-mlogloss:0.68712	validation-mlogloss:0.64710
[248]	train-mlogloss:0.68629	validation-mlogloss:0.64618
[249]	train-mlogloss:0.68544	validation-mlogloss:0.64526
[250]	train-mlogloss:0.68462	validation-mlogloss:0.64437
[251]	train-mlogloss:0.68385	validation-mlogloss:0.64351
[252]	train-mlogloss:0.68304	validation-mlogloss:0.64263
[253]	train-mlogloss:0.68233	validation-mlogloss:0.64182
[254]	train-mlogloss:0.68163	validation-mlogloss:0.64102
[255]	train-mlogloss:0.68087	validation-mlogloss:0.64013
[256]	train-mlogloss:0.68008	validation-mlogloss:0.63923
[257]	train-mlogloss:0.67931	validation-mlogloss:0.63834
[258]	train-mlogloss:0.67851	validation-mlogloss:0.63738
[259]	train-mlogloss:0.67781	validation-mlogloss:0.63656
[260]	train-mlogloss:0.67711	validation-mlogloss:0.63575
[261]	train-mlogloss:0.67636	validation-mlogloss:0.63491
[262]	train-mlogloss:0.67565	validation-mlogloss:0.63407
[263]	train-mlogloss:0.67489	validation-mlogloss:0.63324
[264]	train-mlogloss:0.67413	validation-mlogloss:0.63236
[265]	train-mlogloss:0.67349	validation-mlogloss:0.63164
[266]	train-mlogloss:0.67283	validation-mlogloss:0.63088
[267]	train-mlogloss:0.67220	validation-mlogloss:0.63016
[268]	train-mlogloss:0.67154	validation-mlogloss:0.62942
[269]	train-mlogloss:0.67085	validation-mlogloss:0.62856
[270]	train-mlogloss:0.67027	validation-mlogloss:0.62796
[271]	train-mlogloss:0.66956	validation-mlogloss:0.62719
[272]	train-mlogloss:0.66889	validation-mlogloss:0.62645
[273]	train-mlogloss:0.66812	validation-mlogloss:0.62558
[274]	train-mlogloss:0.66747	validation-mlogloss:0.62488
[275]	train-mlogloss:0.66685	validation-mlogloss:0.62422
[276]	train-mlogloss:0.66614	validation-mlogloss:0.62348
[277]	train-mlogloss:0.66545	validation-mlogloss:0.62272
[278]	train-mlogloss:0.66481	validation-mlogloss:0.62194
[279]	train-mlogloss:0.66417	validation-mlogloss:0.62121
[280]	train-mlogloss:0.66348	validation-mlogloss:0.62047
[281]	train-mlogloss:0.66292	validation-mlogloss:0.61986
[282]	train-mlogloss:0.66221	validation-mlogloss:0.61903
[283]	train-mlogloss:0.66161	validation-mlogloss:0.61833
[284]	train-mlogloss:0.66095	validation-mlogloss:0.61757
[285]	train-mlogloss:0.66031	validation-mlogloss:0.61686
[286]	train-mlogloss:0.65965	validation-mlogloss:0.61615
[287]	train-mlogloss:0.65898	validation-mlogloss:0.61536
[288]	train-mlogloss:0.65832	validation-mlogloss:0.61462
[289]	train-mlogloss:0.65768	validation-mlogloss:0.61395
[290]	train-mlogloss:0.65712	validation-mlogloss:0.61328
[291]	train-mlogloss:0.65658	validation-mlogloss:0.61264
[292]	train-mlogloss:0.65604	validation-mlogloss:0.61203
[293]	train-mlogloss:0.65543	validation-mlogloss:0.61136
[294]	train-mlogloss:0.65485	validation-mlogloss:0.61065
[295]	train-mlogloss:0.65427	validation-mlogloss:0.60994
[296]	train-mlogloss:0.65362	validation-mlogloss:0.60924
[297]	train-mlogloss:0.65297	validation-mlogloss:0.60854
[298]	train-mlogloss:0.65245	validation-mlogloss:0.60791
[299]	train-mlogloss:0.65193	validation-mlogloss:0.60735
[300]	train-mlogloss:0.65131	validation-mlogloss:0.60668
[301]	train-mlogloss:0.65082	validation-mlogloss:0.60609
[302]	train-mlogloss:0.65029	validation-mlogloss:0.60547
[303]	train-mlogloss:0.64982	validation-mlogloss:0.60490
[304]	train-mlogloss:0.64928	validation-mlogloss:0.60431
[305]	train-mlogloss:0.64877	validation-mlogloss:0.60369
[306]	train-mlogloss:0.64822	validation-mlogloss:0.60308
[307]	train-mlogloss:0.64764	validation-mlogloss:0.60251
[308]	train-mlogloss:0.64717	validation-mlogloss:0.60193
[309]	train-mlogloss:0.64659	validation-mlogloss:0.60130
[310]	train-mlogloss:0.64611	validation-mlogloss:0.60073
[311]	train-mlogloss:0.64564	validation-mlogloss:0.60016
[312]	train-mlogloss:0.64519	validation-mlogloss:0.59963
[313]	train-mlogloss:0.64471	validation-mlogloss:0.59906
[314]	train-mlogloss:0.64421	validation-mlogloss:0.59844
[315]	train-mlogloss:0.64371	validation-mlogloss:0.59788
[316]	train-mlogloss:0.64317	validation-mlogloss:0.59728
[317]	train-mlogloss:0.64271	validation-mlogloss:0.59681
[318]	train-mlogloss:0.64229	validation-mlogloss:0.59633
[319]	train-mlogloss:0.64180	validation-mlogloss:0.59572
[320]	train-mlogloss:0.64124	validation-mlogloss:0.59510
[321]	train-mlogloss:0.64076	validation-mlogloss:0.59459
[322]	train-mlogloss:0.64032	validation-mlogloss:0.59409
[323]	train-mlogloss:0.63985	validation-mlogloss:0.59356
[324]	train-mlogloss:0.63929	validation-mlogloss:0.59296
[325]	train-mlogloss:0.63884	validation-mlogloss:0.59244
[326]	train-mlogloss:0.63836	validation-mlogloss:0.59193
[327]	train-mlogloss:0.63793	validation-mlogloss:0.59145
[328]	train-mlogloss:0.63747	validation-mlogloss:0.59095
[329]	train-mlogloss:0.63707	validation-mlogloss:0.59047
[330]	train-mlogloss:0.63659	validation-mlogloss:0.58993
[331]	train-mlogloss:0.63614	validation-mlogloss:0.58937
[332]	train-mlogloss:0.63568	validation-mlogloss:0.58882
[333]	train-mlogloss:0.63528	validation-mlogloss:0.58831
[334]	train-mlogloss:0.63484	validation-mlogloss:0.58784
[335]	train-mlogloss:0.63434	validation-mlogloss:0.58728
[336]	train-mlogloss:0.63401	validation-mlogloss:0.58691
[337]	train-mlogloss:0.63352	validation-mlogloss:0.58635
[338]	train-mlogloss:0.63315	validation-mlogloss:0.58588
[339]	train-mlogloss:0.63272	validation-mlogloss:0.58534
[340]	train-mlogloss:0.63230	validation-mlogloss:0.58484
[341]	train-mlogloss:0.63191	validation-mlogloss:0.58441
[342]	train-mlogloss:0.63148	validation-mlogloss:0.58396
[343]	train-mlogloss:0.63113	validation-mlogloss:0.58359
[344]	train-mlogloss:0.63085	validation-mlogloss:0.58329
[345]	train-mlogloss:0.63041	validation-mlogloss:0.58275
[346]	train-mlogloss:0.63007	validation-mlogloss:0.58235
[347]	train-mlogloss:0.62960	validation-mlogloss:0.58184
[348]	train-mlogloss:0.62918	validation-mlogloss:0.58140
[349]	train-mlogloss:0.62885	validation-mlogloss:0.58103
[350]	train-mlogloss:0.62850	validation-mlogloss:0.58065
[351]	train-mlogloss:0.62804	validation-mlogloss:0.58018
[352]	train-mlogloss:0.62773	validation-mlogloss:0.57985
[353]	train-mlogloss:0.62732	validation-mlogloss:0.57942
[354]	train-mlogloss:0.62699	validation-mlogloss:0.57900
[355]	train-mlogloss:0.62670	validation-mlogloss:0.57868
[356]	train-mlogloss:0.62629	validation-mlogloss:0.57821
[357]	train-mlogloss:0.62596	validation-mlogloss:0.57784
[358]	train-mlogloss:0.62556	validation-mlogloss:0.57732
[359]	train-mlogloss:0.62522	validation-mlogloss:0.57691
[360]	train-mlogloss:0.62485	validation-mlogloss:0.57656
[361]	train-mlogloss:0.62448	validation-mlogloss:0.57617
[362]	train-mlogloss:0.62412	validation-mlogloss:0.57581
[363]	train-mlogloss:0.62372	validation-mlogloss:0.57535
[364]	train-mlogloss:0.62335	validation-mlogloss:0.57487
[365]	train-mlogloss:0.62303	validation-mlogloss:0.57452
[366]	train-mlogloss:0.62264	validation-mlogloss:0.57413
[367]	train-mlogloss:0.62233	validation-mlogloss:0.57376
[368]	train-mlogloss:0.62200	validation-mlogloss:0.57339
[369]	train-mlogloss:0.62160	validation-mlogloss:0.57300
[370]	train-mlogloss:0.62131	validation-mlogloss:0.57267
[371]	train-mlogloss:0.62097	validation-mlogloss:0.57226
[372]	train-mlogloss:0.62059	validation-mlogloss:0.57186
[373]	train-mlogloss:0.62028	validation-mlogloss:0.57154
[374]	train-mlogloss:0.62011	validation-mlogloss:0.57135
[375]	train-mlogloss:0.61978	validation-mlogloss:0.57096
[376]	train-mlogloss:0.61942	validation-mlogloss:0.57051
[377]	train-mlogloss:0.61909	validation-mlogloss:0.57011
[378]	train-mlogloss:0.61879	validation-mlogloss:0.56973
[379]	train-mlogloss:0.61849	validation-mlogloss:0.56932
[380]	train-mlogloss:0.61824	validation-mlogloss:0.56901
Saved model to disk.
[36m(train_xgb_ray_tune pid=1476150)[0m /home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/train/_internal/session.py:772: RayDeprecationWarning: `ray.train.report` should be switched to `ray.tune.report` when running in a function passed to Ray Tune. This will be an error in the future. See this issue for more context: https://github.com/ray-project/ray/issues/49454[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=1476150)[0m   _log_deprecation_warning([32m [repeated 19x across cluster][0m
2025-11-06 16:25:37.456884: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:25:37.468363: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442737.481909 1477821 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442737.485924 1477821 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442737.496028 1477821 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442737.496051 1477821 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442737.496054 1477821 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442737.496055 1477821 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:25:37.499217: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37816	validation-mlogloss:1.37773
[1]	train-mlogloss:1.37026	validation-mlogloss:1.36952
[2]	train-mlogloss:1.36244	validation-mlogloss:1.36132
[3]	train-mlogloss:1.35463	validation-mlogloss:1.35304
[4]	train-mlogloss:1.34685	validation-mlogloss:1.34485
[5]	train-mlogloss:1.33927	validation-mlogloss:1.33691
[6]	train-mlogloss:1.33188	validation-mlogloss:1.32911
[7]	train-mlogloss:1.32468	validation-mlogloss:1.32147
[8]	train-mlogloss:1.31741	validation-mlogloss:1.31374
[9]	train-mlogloss:1.31027	validation-mlogloss:1.30610
[10]	train-mlogloss:1.30326	validation-mlogloss:1.29873
[11]	train-mlogloss:1.29626	validation-mlogloss:1.29124
[12]	train-mlogloss:1.28931	validation-mlogloss:1.28386
[13]	train-mlogloss:1.28254	validation-mlogloss:1.27674
[14]	train-mlogloss:1.27592	validation-mlogloss:1.26963
[15]	train-mlogloss:1.26927	validation-mlogloss:1.26260
[16]	train-mlogloss:1.26273	validation-mlogloss:1.25560
[17]	train-mlogloss:1.25632	validation-mlogloss:1.24894
[18]	train-mlogloss:1.24994	validation-mlogloss:1.24227
[19]	train-mlogloss:1.24359	validation-mlogloss:1.23561
[20]	train-mlogloss:1.23734	validation-mlogloss:1.22905
[21]	train-mlogloss:1.23123	validation-mlogloss:1.22260
[22]	train-mlogloss:1.22522	validation-mlogloss:1.21646
[23]	train-mlogloss:1.21921	validation-mlogloss:1.21008
[24]	train-mlogloss:1.21330	validation-mlogloss:1.20379
[25]	train-mlogloss:1.20744	validation-mlogloss:1.19746
[26]	train-mlogloss:1.20174	validation-mlogloss:1.19138
[27]	train-mlogloss:1.19605	validation-mlogloss:1.18543
[28]	train-mlogloss:1.19042	validation-mlogloss:1.17952
[29]	train-mlogloss:1.18492	validation-mlogloss:1.17366
[30]	train-mlogloss:1.17942	validation-mlogloss:1.16790
[31]	train-mlogloss:1.17401	validation-mlogloss:1.16214
[32]	train-mlogloss:1.16869	validation-mlogloss:1.15644
[33]	train-mlogloss:1.16339	validation-mlogloss:1.15083
[34]	train-mlogloss:1.15819	validation-mlogloss:1.14538
[35]	train-mlogloss:1.15299	validation-mlogloss:1.13987
[36]	train-mlogloss:1.14789	validation-mlogloss:1.13446
[37]	train-mlogloss:1.14269	validation-mlogloss:1.12929
[38]	train-mlogloss:1.13766	validation-mlogloss:1.12402
[39]	train-mlogloss:1.13256	validation-mlogloss:1.11867
[40]	train-mlogloss:1.12753	validation-mlogloss:1.11349
[41]	train-mlogloss:1.12271	validation-mlogloss:1.10842
[42]	train-mlogloss:1.11776	validation-mlogloss:1.10329
[43]	train-mlogloss:1.11316	validation-mlogloss:1.09843
[44]	train-mlogloss:1.10833	validation-mlogloss:1.09337
[45]	train-mlogloss:1.10368	validation-mlogloss:1.08860
[46]	train-mlogloss:1.09914	validation-mlogloss:1.08369
[47]	train-mlogloss:1.09443	validation-mlogloss:1.07879
[48]	train-mlogloss:1.08981	validation-mlogloss:1.07413
[49]	train-mlogloss:1.08538	validation-mlogloss:1.06945
[50]	train-mlogloss:1.08096	validation-mlogloss:1.06496
[51]	train-mlogloss:1.07658	validation-mlogloss:1.06032
[52]	train-mlogloss:1.07219	validation-mlogloss:1.05584
[53]	train-mlogloss:1.06797	validation-mlogloss:1.05129
[54]	train-mlogloss:1.06367	validation-mlogloss:1.04671
[55]	train-mlogloss:1.05945	validation-mlogloss:1.04233
[56]	train-mlogloss:1.05521	validation-mlogloss:1.03804
[57]	train-mlogloss:1.05109	validation-mlogloss:1.03374
[58]	train-mlogloss:1.04697	validation-mlogloss:1.02947
[59]	train-mlogloss:1.04288	validation-mlogloss:1.02516
[60]	train-mlogloss:1.03882	validation-mlogloss:1.02097
[61]	train-mlogloss:1.03492	validation-mlogloss:1.01679
[62]	train-mlogloss:1.03096	validation-mlogloss:1.01271
[63]	train-mlogloss:1.02710	validation-mlogloss:1.00869
[64]	train-mlogloss:1.02323	validation-mlogloss:1.00465
[65]	train-mlogloss:1.01933	validation-mlogloss:1.00058
[66]	train-mlogloss:1.01556	validation-mlogloss:0.99672
[67]	train-mlogloss:1.01191	validation-mlogloss:0.99281
[68]	train-mlogloss:1.00820	validation-mlogloss:0.98885
[69]	train-mlogloss:1.00466	validation-mlogloss:0.98499
[70]	train-mlogloss:1.00105	validation-mlogloss:0.98119
[71]	train-mlogloss:0.99746	validation-mlogloss:0.97743
[72]	train-mlogloss:0.99395	validation-mlogloss:0.97374
[73]	train-mlogloss:0.99045	validation-mlogloss:0.97017
[74]	train-mlogloss:0.98710	validation-mlogloss:0.96658
[75]	train-mlogloss:0.98369	validation-mlogloss:0.96303
[76]	train-mlogloss:0.98037	validation-mlogloss:0.95954
[77]	train-mlogloss:0.97685	validation-mlogloss:0.95589
[78]	train-mlogloss:0.97354	validation-mlogloss:0.95242
[79]	train-mlogloss:0.97023	validation-mlogloss:0.94897
[80]	train-mlogloss:0.96705	validation-mlogloss:0.94551
[81]	train-mlogloss:0.96380	validation-mlogloss:0.94217
[82]	train-mlogloss:0.96062	validation-mlogloss:0.93885
[83]	train-mlogloss:0.95735	validation-mlogloss:0.93544
[84]	train-mlogloss:0.95422	validation-mlogloss:0.93217
[85]	train-mlogloss:0.95112	validation-mlogloss:0.92895
[86]	train-mlogloss:0.94796	validation-mlogloss:0.92546
[87]	train-mlogloss:0.94490	validation-mlogloss:0.92234
[88]	train-mlogloss:0.94190	validation-mlogloss:0.91921
[89]	train-mlogloss:0.93898	validation-mlogloss:0.91608
[90]	train-mlogloss:0.93605	validation-mlogloss:0.91294
[91]	train-mlogloss:0.93318	validation-mlogloss:0.90998
[92]	train-mlogloss:0.93029	validation-mlogloss:0.90708
[93]	train-mlogloss:0.92747	validation-mlogloss:0.90416
[94]	train-mlogloss:0.92462	validation-mlogloss:0.90113
[95]	train-mlogloss:0.92181	validation-mlogloss:0.89820
[96]	train-mlogloss:0.91905	validation-mlogloss:0.89538
[97]	train-mlogloss:0.91624	validation-mlogloss:0.89231
[98]	train-mlogloss:0.91360	validation-mlogloss:0.88954
[99]	train-mlogloss:0.91096	validation-mlogloss:0.88676
[100]	train-mlogloss:0.90827	validation-mlogloss:0.88398
[101]	train-mlogloss:0.90542	validation-mlogloss:0.88098
[102]	train-mlogloss:0.90275	validation-mlogloss:0.87808
[103]	train-mlogloss:0.90004	validation-mlogloss:0.87526
[104]	train-mlogloss:0.89752	validation-mlogloss:0.87263
[105]	train-mlogloss:0.89503	validation-mlogloss:0.87004
[106]	train-mlogloss:0.89246	validation-mlogloss:0.86729
[107]	train-mlogloss:0.89005	validation-mlogloss:0.86478
[108]	train-mlogloss:0.88755	validation-mlogloss:0.86207
[109]	train-mlogloss:0.88512	validation-mlogloss:0.85965
[110]	train-mlogloss:0.88274	validation-mlogloss:0.85715
[111]	train-mlogloss:0.88030	validation-mlogloss:0.85456
[112]	train-mlogloss:0.87798	validation-mlogloss:0.85216
[113]	train-mlogloss:0.87573	validation-mlogloss:0.84979
[114]	train-mlogloss:0.87342	validation-mlogloss:0.84744
[115]	train-mlogloss:0.87103	validation-mlogloss:0.84481
[116]	train-mlogloss:0.86868	validation-mlogloss:0.84227
[117]	train-mlogloss:0.86644	validation-mlogloss:0.83985
[118]	train-mlogloss:0.86424	validation-mlogloss:0.83741
[119]	train-mlogloss:0.86203	validation-mlogloss:0.83512
[120]	train-mlogloss:0.85988	validation-mlogloss:0.83279
[121]	train-mlogloss:0.85780	validation-mlogloss:0.83058
[122]	train-mlogloss:0.85565	validation-mlogloss:0.82828
[123]	train-mlogloss:0.85343	validation-mlogloss:0.82596
[124]	train-mlogloss:0.85120	validation-mlogloss:0.82355
[125]	train-mlogloss:0.84904	validation-mlogloss:0.82115
[126]	train-mlogloss:0.84683	validation-mlogloss:0.81877
[127]	train-mlogloss:0.84482	validation-mlogloss:0.81662
[128]	train-mlogloss:0.84270	validation-mlogloss:0.81427
[129]	train-mlogloss:0.84055	validation-mlogloss:0.81195
[130]	train-mlogloss:0.83858	validation-mlogloss:0.80982
[131]	train-mlogloss:0.83652	validation-mlogloss:0.80755
[132]	train-mlogloss:0.83455	validation-mlogloss:0.80548
[133]	train-mlogloss:0.83252	validation-mlogloss:0.80336
[134]	train-mlogloss:0.83064	validation-mlogloss:0.80138
[135]	train-mlogloss:0.82866	validation-mlogloss:0.79939
[136]	train-mlogloss:0.82668	validation-mlogloss:0.79730
[137]	train-mlogloss:0.82477	validation-mlogloss:0.79519
[138]	train-mlogloss:0.82289	validation-mlogloss:0.79318
[139]	train-mlogloss:0.82094	validation-mlogloss:0.79115
[140]	train-mlogloss:0.81916	validation-mlogloss:0.78926
[141]	train-mlogloss:0.81741	validation-mlogloss:0.78741
[142]	train-mlogloss:0.81560	validation-mlogloss:0.78554
[143]	train-mlogloss:0.81381	validation-mlogloss:0.78361
[144]	train-mlogloss:0.81205	validation-mlogloss:0.78166
[145]	train-mlogloss:0.81020	validation-mlogloss:0.77970
[146]	train-mlogloss:0.80841	validation-mlogloss:0.77782
[147]	train-mlogloss:0.80651	validation-mlogloss:0.77582
[148]	train-mlogloss:0.80470	validation-mlogloss:0.77384
[149]	train-mlogloss:0.80298	validation-mlogloss:0.77205
[150]	train-mlogloss:0.80128	validation-mlogloss:0.77024
[151]	train-mlogloss:0.79961	validation-mlogloss:0.76851
[152]	train-mlogloss:0.79797	validation-mlogloss:0.76685
[153]	train-mlogloss:0.79623	validation-mlogloss:0.76498
[154]	train-mlogloss:0.79456	validation-mlogloss:0.76307
[155]	train-mlogloss:0.79286	validation-mlogloss:0.76119
[156]	train-mlogloss:0.79128	validation-mlogloss:0.75957
[157]	train-mlogloss:0.78970	validation-mlogloss:0.75794
[158]	train-mlogloss:0.78812	validation-mlogloss:0.75629
[159]	train-mlogloss:0.78649	validation-mlogloss:0.75449
[160]	train-mlogloss:0.78476	validation-mlogloss:0.75262
[161]	train-mlogloss:0.78325	validation-mlogloss:0.75109
[162]	train-mlogloss:0.78168	validation-mlogloss:0.74927
[163]	train-mlogloss:0.78020	validation-mlogloss:0.74760
[164]	train-mlogloss:0.77864	validation-mlogloss:0.74591
[165]	train-mlogloss:0.77712	validation-mlogloss:0.74416
[166]	train-mlogloss:0.77559	validation-mlogloss:0.74247
[167]	train-mlogloss:0.77408	validation-mlogloss:0.74080
[168]	train-mlogloss:0.77256	validation-mlogloss:0.73911
[169]	train-mlogloss:0.77120	validation-mlogloss:0.73772
[170]	train-mlogloss:0.76971	validation-mlogloss:0.73610
[171]	train-mlogloss:0.76821	validation-mlogloss:0.73441
[172]	train-mlogloss:0.76682	validation-mlogloss:0.73277
[173]	train-mlogloss:0.76537	validation-mlogloss:0.73112
[174]	train-mlogloss:0.76404	validation-mlogloss:0.72976
[175]	train-mlogloss:0.76268	validation-mlogloss:0.72827
[176]	train-mlogloss:0.76126	validation-mlogloss:0.72668
[177]	train-mlogloss:0.75991	validation-mlogloss:0.72511
[178]	train-mlogloss:0.75856	validation-mlogloss:0.72364
[179]	train-mlogloss:0.75722	validation-mlogloss:0.72214
[180]	train-mlogloss:0.75580	validation-mlogloss:0.72053
[181]	train-mlogloss:0.75452	validation-mlogloss:0.71913
[182]	train-mlogloss:0.75315	validation-mlogloss:0.71765
[183]	train-mlogloss:0.75181	validation-mlogloss:0.71617
[184]	train-mlogloss:0.75048	validation-mlogloss:0.71473
[185]	train-mlogloss:0.74917	validation-mlogloss:0.71330
[186]	train-mlogloss:0.74790	validation-mlogloss:0.71189
[187]	train-mlogloss:0.74662	validation-mlogloss:0.71045
[188]	train-mlogloss:0.74543	validation-mlogloss:0.70912
[189]	train-mlogloss:0.74414	validation-mlogloss:0.70768
[190]	train-mlogloss:0.74296	validation-mlogloss:0.70635
[191]	train-mlogloss:0.74175	validation-mlogloss:0.70496
[192]	train-mlogloss:0.74054	validation-mlogloss:0.70368
[193]	train-mlogloss:0.73929	validation-mlogloss:0.70236
[194]	train-mlogloss:0.73812	validation-mlogloss:0.70098
[195]	train-mlogloss:0.73690	validation-mlogloss:0.69959
[196]	train-mlogloss:0.73582	validation-mlogloss:0.69841
[197]	train-mlogloss:0.73473	validation-mlogloss:0.69716
[198]	train-mlogloss:0.73357	validation-mlogloss:0.69589
[199]	train-mlogloss:0.73232	validation-mlogloss:0.69449
[200]	train-mlogloss:0.73123	validation-mlogloss:0.69331
[201]	train-mlogloss:0.73017	validation-mlogloss:0.69218
[202]	train-mlogloss:0.72905	validation-mlogloss:0.69095
[203]	train-mlogloss:0.72792	validation-mlogloss:0.68967
[204]	train-mlogloss:0.72678	validation-mlogloss:0.68845
[205]	train-mlogloss:0.72567	validation-mlogloss:0.68726
[206]	train-mlogloss:0.72461	validation-mlogloss:0.68600
[207]	train-mlogloss:0.72351	validation-mlogloss:0.68478
[208]	train-mlogloss:0.72234	validation-mlogloss:0.68353
[209]	train-mlogloss:0.72124	validation-mlogloss:0.68225
[210]	train-mlogloss:0.72019	validation-mlogloss:0.68120
[211]	train-mlogloss:0.71908	validation-mlogloss:0.67999
[212]	train-mlogloss:0.71808	validation-mlogloss:0.67892
[213]	train-mlogloss:0.71693	validation-mlogloss:0.67769
[214]	train-mlogloss:0.71599	validation-mlogloss:0.67662
[215]	train-mlogloss:0.71499	validation-mlogloss:0.67550
[216]	train-mlogloss:0.71400	validation-mlogloss:0.67437
[217]	train-mlogloss:0.71283	validation-mlogloss:0.67309
[218]	train-mlogloss:0.71180	validation-mlogloss:0.67194
[219]	train-mlogloss:0.71085	validation-mlogloss:0.67088
[220]	train-mlogloss:0.70986	validation-mlogloss:0.66976
[221]	train-mlogloss:0.70891	validation-mlogloss:0.66871
[222]	train-mlogloss:0.70791	validation-mlogloss:0.66757
[223]	train-mlogloss:0.70707	validation-mlogloss:0.66662
[224]	train-mlogloss:0.70617	validation-mlogloss:0.66570
[225]	train-mlogloss:0.70525	validation-mlogloss:0.66464
[226]	train-mlogloss:0.70439	validation-mlogloss:0.66377
[227]	train-mlogloss:0.70345	validation-mlogloss:0.66276
[228]	train-mlogloss:0.70254	validation-mlogloss:0.66174
[229]	train-mlogloss:0.70170	validation-mlogloss:0.66079
[230]	train-mlogloss:0.70080	validation-mlogloss:0.65984
[231]	train-mlogloss:0.70003	validation-mlogloss:0.65892
[232]	train-mlogloss:0.69912	validation-mlogloss:0.65802
[233]	train-mlogloss:0.69830	validation-mlogloss:0.65706
[234]	train-mlogloss:0.69739	validation-mlogloss:0.65607
[235]	train-mlogloss:0.69644	validation-mlogloss:0.65500
[236]	train-mlogloss:0.69554	validation-mlogloss:0.65401
[237]	train-mlogloss:0.69467	validation-mlogloss:0.65310
[238]	train-mlogloss:0.69391	validation-mlogloss:0.65232
[239]	train-mlogloss:0.69310	validation-mlogloss:0.65132
[240]	train-mlogloss:0.69230	validation-mlogloss:0.65045
[241]	train-mlogloss:0.69147	validation-mlogloss:0.64945
[242]	train-mlogloss:0.69049	validation-mlogloss:0.64832
[243]	train-mlogloss:0.68968	validation-mlogloss:0.64750
[244]	train-mlogloss:0.68890	validation-mlogloss:0.64656
[245]	train-mlogloss:0.68806	validation-mlogloss:0.64554
[246]	train-mlogloss:0.68722	validation-mlogloss:0.64460
[247]	train-mlogloss:0.68649	validation-mlogloss:0.64378
[248]	train-mlogloss:0.68567	validation-mlogloss:0.64288
[249]	train-mlogloss:0.68487	validation-mlogloss:0.64205
[250]	train-mlogloss:0.68417	validation-mlogloss:0.64117
[251]	train-mlogloss:0.68347	validation-mlogloss:0.64037
[252]	train-mlogloss:0.68262	validation-mlogloss:0.63946
[253]	train-mlogloss:0.68179	validation-mlogloss:0.63856
[254]	train-mlogloss:0.68100	validation-mlogloss:0.63766
[255]	train-mlogloss:0.68027	validation-mlogloss:0.63682
[256]	train-mlogloss:0.67948	validation-mlogloss:0.63592
[257]	train-mlogloss:0.67877	validation-mlogloss:0.63513
[258]	train-mlogloss:0.67810	validation-mlogloss:0.63449
[259]	train-mlogloss:0.67729	validation-mlogloss:0.63360
[260]	train-mlogloss:0.67651	validation-mlogloss:0.63278
[261]	train-mlogloss:0.67582	validation-mlogloss:0.63199
[262]	train-mlogloss:0.67516	validation-mlogloss:0.63131
[263]	train-mlogloss:0.67443	validation-mlogloss:0.63055
[264]	train-mlogloss:0.67366	validation-mlogloss:0.62969
[265]	train-mlogloss:0.67297	validation-mlogloss:0.62895
[266]	train-mlogloss:0.67223	validation-mlogloss:0.62811
[267]	train-mlogloss:0.67158	validation-mlogloss:0.62734
[268]	train-mlogloss:0.67085	validation-mlogloss:0.62653
[269]	train-mlogloss:0.67022	validation-mlogloss:0.62581
[270]	train-mlogloss:0.66953	validation-mlogloss:0.62504
[271]	train-mlogloss:0.66883	validation-mlogloss:0.62430
[272]	train-mlogloss:0.66819	validation-mlogloss:0.62356
[273]	train-mlogloss:0.66756	validation-mlogloss:0.62288
[274]	train-mlogloss:0.66690	validation-mlogloss:0.62208
[275]	train-mlogloss:0.66636	validation-mlogloss:0.62149
[276]	train-mlogloss:0.66575	validation-mlogloss:0.62082
[277]	train-mlogloss:0.66520	validation-mlogloss:0.62025
[278]	train-mlogloss:0.66467	validation-mlogloss:0.61965
[279]	train-mlogloss:0.66405	validation-mlogloss:0.61897
[280]	train-mlogloss:0.66345	validation-mlogloss:0.61822
[281]	train-mlogloss:0.66280	validation-mlogloss:0.61744
[282]	train-mlogloss:0.66213	validation-mlogloss:0.61663
[283]	train-mlogloss:0.66153	validation-mlogloss:0.61594
[284]	train-mlogloss:0.66094	validation-mlogloss:0.61529
[285]	train-mlogloss:0.66044	validation-mlogloss:0.61474
[286]	train-mlogloss:0.65983	validation-mlogloss:0.61408
[287]	train-mlogloss:0.65924	validation-mlogloss:0.61335
[288]	train-mlogloss:0.65863	validation-mlogloss:0.61272
[289]	train-mlogloss:0.65811	validation-mlogloss:0.61221
[290]	train-mlogloss:0.65754	validation-mlogloss:0.61149
[291]	train-mlogloss:0.65697	validation-mlogloss:0.61083
[292]	train-mlogloss:0.65644	validation-mlogloss:0.61020
[293]	train-mlogloss:0.65593	validation-mlogloss:0.60963
[294]	train-mlogloss:0.65538	validation-mlogloss:0.60902
[295]	train-mlogloss:0.65480	validation-mlogloss:0.60840
[296]	train-mlogloss:0.65425	validation-mlogloss:0.60776
[297]	train-mlogloss:0.65378	validation-mlogloss:0.60726
[298]	train-mlogloss:0.65328	validation-mlogloss:0.60673
[299]	train-mlogloss:0.65271	validation-mlogloss:0.60605
[300]	train-mlogloss:0.65219	validation-mlogloss:0.60543
[301]	train-mlogloss:0.65170	validation-mlogloss:0.60489
[302]	train-mlogloss:0.65117	validation-mlogloss:0.60433
[303]	train-mlogloss:0.65061	validation-mlogloss:0.60370
[304]	train-mlogloss:0.65014	validation-mlogloss:0.60320
[305]	train-mlogloss:0.64960	validation-mlogloss:0.60264
[306]	train-mlogloss:0.64906	validation-mlogloss:0.60207
[307]	train-mlogloss:0.64850	validation-mlogloss:0.60137
[308]	train-mlogloss:0.64796	validation-mlogloss:0.60074
[309]	train-mlogloss:0.64745	validation-mlogloss:0.60021
[310]	train-mlogloss:0.64688	validation-mlogloss:0.59950
[311]	train-mlogloss:0.64648	validation-mlogloss:0.59902
[312]	train-mlogloss:0.64592	validation-mlogloss:0.59834
[313]	train-mlogloss:0.64541	validation-mlogloss:0.59776
[314]	train-mlogloss:0.64488	validation-mlogloss:0.59715
[315]	train-mlogloss:0.64439	validation-mlogloss:0.59665
[316]	train-mlogloss:0.64389	validation-mlogloss:0.59605
[317]	train-mlogloss:0.64335	validation-mlogloss:0.59548
[318]	train-mlogloss:0.64288	validation-mlogloss:0.59497
[319]	train-mlogloss:0.64236	validation-mlogloss:0.59440
[320]	train-mlogloss:0.64199	validation-mlogloss:0.59398
[321]	train-mlogloss:0.64154	validation-mlogloss:0.59348
[322]	train-mlogloss:0.64105	validation-mlogloss:0.59296
[323]	train-mlogloss:0.64046	validation-mlogloss:0.59230
[324]	train-mlogloss:0.64004	validation-mlogloss:0.59181
[325]	train-mlogloss:0.63953	validation-mlogloss:0.59122
[326]	train-mlogloss:0.63909	validation-mlogloss:0.59072
[327]	train-mlogloss:0.63868	validation-mlogloss:0.59029
[328]	train-mlogloss:0.63819	validation-mlogloss:0.58977
[329]	train-mlogloss:0.63773	validation-mlogloss:0.58926
[330]	train-mlogloss:0.63730	validation-mlogloss:0.58880
[331]	train-mlogloss:0.63691	validation-mlogloss:0.58836
[332]	train-mlogloss:0.63645	validation-mlogloss:0.58775
[333]	train-mlogloss:0.63599	validation-mlogloss:0.58726
[334]	train-mlogloss:0.63553	validation-mlogloss:0.58674
[335]	train-mlogloss:0.63503	validation-mlogloss:0.58621
[336]	train-mlogloss:0.63466	validation-mlogloss:0.58579
[337]	train-mlogloss:0.63426	validation-mlogloss:0.58535
[338]	train-mlogloss:0.63388	validation-mlogloss:0.58494
[339]	train-mlogloss:0.63338	validation-mlogloss:0.58445
[340]	train-mlogloss:0.63292	validation-mlogloss:0.58390
[341]	train-mlogloss:0.63252	validation-mlogloss:0.58341
[342]	train-mlogloss:0.63217	validation-mlogloss:0.58303
[343]	train-mlogloss:0.63172	validation-mlogloss:0.58255
[344]	train-mlogloss:0.63125	validation-mlogloss:0.58206
[345]	train-mlogloss:0.63094	validation-mlogloss:0.58168
[346]	train-mlogloss:0.63055	validation-mlogloss:0.58125
[347]	train-mlogloss:0.63011	validation-mlogloss:0.58069
[348]	train-mlogloss:0.62976	validation-mlogloss:0.58032
[349]	train-mlogloss:0.62942	validation-mlogloss:0.57990
[350]	train-mlogloss:0.62900	validation-mlogloss:0.57946
[351]	train-mlogloss:0.62859	validation-mlogloss:0.57895
[352]	train-mlogloss:0.62813	validation-mlogloss:0.57844
[353]	train-mlogloss:0.62773	validation-mlogloss:0.57796
[354]	train-mlogloss:0.62737	validation-mlogloss:0.57756
[355]	train-mlogloss:0.62701	validation-mlogloss:0.57719
[356]	train-mlogloss:0.62667	validation-mlogloss:0.57680
[357]	train-mlogloss:0.62632	validation-mlogloss:0.57639
[358]	train-mlogloss:0.62597	validation-mlogloss:0.57600
[359]	train-mlogloss:0.62560	validation-mlogloss:0.57558
[360]	train-mlogloss:0.62526	validation-mlogloss:0.57521
[361]	train-mlogloss:0.62492	validation-mlogloss:0.57480
[362]	train-mlogloss:0.62458	validation-mlogloss:0.57445
[363]	train-mlogloss:0.62421	validation-mlogloss:0.57403
[364]	train-mlogloss:0.62389	validation-mlogloss:0.57367
[365]	train-mlogloss:0.62355	validation-mlogloss:0.57326
[366]	train-mlogloss:0.62330	validation-mlogloss:0.57297
[367]	train-mlogloss:0.62300	validation-mlogloss:0.57264
[368]	train-mlogloss:0.62266	validation-mlogloss:0.57232
[369]	train-mlogloss:0.62233	validation-mlogloss:0.57194
[370]	train-mlogloss:0.62203	validation-mlogloss:0.57160
[371]	train-mlogloss:0.62165	validation-mlogloss:0.57117
[372]	train-mlogloss:0.62129	validation-mlogloss:0.57080
[373]	train-mlogloss:0.62096	validation-mlogloss:0.57039
[374]	train-mlogloss:0.62059	validation-mlogloss:0.56999
[375]	train-mlogloss:0.62030	validation-mlogloss:0.56971
[376]	train-mlogloss:0.62000	validation-mlogloss:0.56933
[377]	train-mlogloss:0.61965	validation-mlogloss:0.56895
[378]	train-mlogloss:0.61939	validation-mlogloss:0.56865
[379]	train-mlogloss:0.61910	validation-mlogloss:0.56830
[380]	train-mlogloss:0.61881	validation-mlogloss:0.56798
Saved model to disk.

=== EJECUCIÓN 1 ===

--- TRAIN (ejecución 1) ---

--- TEST (ejecución 1) ---
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 1 1 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.98 [%]
Global accuracy score (test) = 78.06 [%]
Global F1 score (train) = 76.22 [%]
Global F1 score (test) = 78.8 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.65      0.63       350
MODERATE-INTENSITY       0.61      0.63      0.62       350
         SEDENTARY       0.99      0.96      0.97       350
VIGOROUS-INTENSITY       0.98      0.90      0.94       322

          accuracy                           0.78      1372
         macro avg       0.79      0.78      0.79      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 1: 78.06 [%]
F1-score capturado en la ejecución 1: 78.8 [%]

=== EJECUCIÓN 2 ===

--- TRAIN (ejecución 2) ---

--- TEST (ejecución 2) ---
2025-11-06 16:25:48.548406: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:25:48.560582: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442748.573883 1478088 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442748.577980 1478088 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442748.587854 1478088 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442748.587874 1478088 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442748.587876 1478088 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442748.587878 1478088 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:25:48.590864: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37839	validation-mlogloss:1.37813
[1]	train-mlogloss:1.37034	validation-mlogloss:1.36970
[2]	train-mlogloss:1.36261	validation-mlogloss:1.36165
[3]	train-mlogloss:1.35480	validation-mlogloss:1.35350
[4]	train-mlogloss:1.34711	validation-mlogloss:1.34560
[5]	train-mlogloss:1.33983	validation-mlogloss:1.33815
[6]	train-mlogloss:1.33235	validation-mlogloss:1.33037
[7]	train-mlogloss:1.32492	validation-mlogloss:1.32266
[8]	train-mlogloss:1.31759	validation-mlogloss:1.31493
[9]	train-mlogloss:1.31042	validation-mlogloss:1.30744
[10]	train-mlogloss:1.30325	validation-mlogloss:1.29998
[11]	train-mlogloss:1.29627	validation-mlogloss:1.29270
[12]	train-mlogloss:1.28932	validation-mlogloss:1.28541
[13]	train-mlogloss:1.28254	validation-mlogloss:1.27830
[14]	train-mlogloss:1.27577	validation-mlogloss:1.27118
[15]	train-mlogloss:1.26905	validation-mlogloss:1.26410
[16]	train-mlogloss:1.26248	validation-mlogloss:1.25720
[17]	train-mlogloss:1.25597	validation-mlogloss:1.25040
[18]	train-mlogloss:1.24955	validation-mlogloss:1.24371
[19]	train-mlogloss:1.24321	validation-mlogloss:1.23708
[20]	train-mlogloss:1.23711	validation-mlogloss:1.23070
[21]	train-mlogloss:1.23098	validation-mlogloss:1.22427
[22]	train-mlogloss:1.22499	validation-mlogloss:1.21803
[23]	train-mlogloss:1.21893	validation-mlogloss:1.21173
[24]	train-mlogloss:1.21302	validation-mlogloss:1.20553
[25]	train-mlogloss:1.20720	validation-mlogloss:1.19940
[26]	train-mlogloss:1.20145	validation-mlogloss:1.19336
[27]	train-mlogloss:1.19571	validation-mlogloss:1.18740
[28]	train-mlogloss:1.19006	validation-mlogloss:1.18146
[29]	train-mlogloss:1.18451	validation-mlogloss:1.17558
[30]	train-mlogloss:1.17904	validation-mlogloss:1.16979
[31]	train-mlogloss:1.17366	validation-mlogloss:1.16417
[32]	train-mlogloss:1.16832	validation-mlogloss:1.15858
[33]	train-mlogloss:1.16305	validation-mlogloss:1.15312
[34]	train-mlogloss:1.15785	validation-mlogloss:1.14765
[35]	train-mlogloss:1.15264	validation-mlogloss:1.14221
[36]	train-mlogloss:1.14744	validation-mlogloss:1.13662
[37]	train-mlogloss:1.14223	validation-mlogloss:1.13125
[38]	train-mlogloss:1.13721	validation-mlogloss:1.12594
[39]	train-mlogloss:1.13221	validation-mlogloss:1.12068
[40]	train-mlogloss:1.12734	validation-mlogloss:1.11559
[41]	train-mlogloss:1.12244	validation-mlogloss:1.11038
[42]	train-mlogloss:1.11762	validation-mlogloss:1.10534
[43]	train-mlogloss:1.11291	validation-mlogloss:1.10057
[44]	train-mlogloss:1.10806	validation-mlogloss:1.09555
[45]	train-mlogloss:1.10342	validation-mlogloss:1.09064
[46]	train-mlogloss:1.09873	validation-mlogloss:1.08581
[47]	train-mlogloss:1.09424	validation-mlogloss:1.08129
[48]	train-mlogloss:1.08968	validation-mlogloss:1.07660
[49]	train-mlogloss:1.08527	validation-mlogloss:1.07194
[50]	train-mlogloss:1.08093	validation-mlogloss:1.06742
[51]	train-mlogloss:1.07646	validation-mlogloss:1.06284
[52]	train-mlogloss:1.07208	validation-mlogloss:1.05828
[53]	train-mlogloss:1.06775	validation-mlogloss:1.05392
[54]	train-mlogloss:1.06354	validation-mlogloss:1.04966
[55]	train-mlogloss:1.05939	validation-mlogloss:1.04526
[56]	train-mlogloss:1.05528	validation-mlogloss:1.04101
[57]	train-mlogloss:1.05119	validation-mlogloss:1.03691
[58]	train-mlogloss:1.04715	validation-mlogloss:1.03257
[59]	train-mlogloss:1.04303	validation-mlogloss:1.02839
[60]	train-mlogloss:1.03903	validation-mlogloss:1.02438
[61]	train-mlogloss:1.03520	validation-mlogloss:1.02040
[62]	train-mlogloss:1.03124	validation-mlogloss:1.01629
[63]	train-mlogloss:1.02747	validation-mlogloss:1.01242
[64]	train-mlogloss:1.02368	validation-mlogloss:1.00847
[65]	train-mlogloss:1.01983	validation-mlogloss:1.00442
[66]	train-mlogloss:1.01605	validation-mlogloss:1.00049
[67]	train-mlogloss:1.01231	validation-mlogloss:0.99668
[68]	train-mlogloss:1.00869	validation-mlogloss:0.99292
[69]	train-mlogloss:1.00499	validation-mlogloss:0.98912
[70]	train-mlogloss:1.00139	validation-mlogloss:0.98539
[71]	train-mlogloss:0.99779	validation-mlogloss:0.98174
[72]	train-mlogloss:0.99431	validation-mlogloss:0.97803
[73]	train-mlogloss:0.99078	validation-mlogloss:0.97432
[74]	train-mlogloss:0.98729	validation-mlogloss:0.97070
[75]	train-mlogloss:0.98382	validation-mlogloss:0.96712
[76]	train-mlogloss:0.98037	validation-mlogloss:0.96351
[77]	train-mlogloss:0.97696	validation-mlogloss:0.96002
[78]	train-mlogloss:0.97357	validation-mlogloss:0.95657
[79]	train-mlogloss:0.97031	validation-mlogloss:0.95321
[80]	train-mlogloss:0.96708	validation-mlogloss:0.94987
[81]	train-mlogloss:0.96383	validation-mlogloss:0.94650
[82]	train-mlogloss:0.96062	validation-mlogloss:0.94306
[83]	train-mlogloss:0.95745	validation-mlogloss:0.93987
[84]	train-mlogloss:0.95437	validation-mlogloss:0.93675
[85]	train-mlogloss:0.95129	validation-mlogloss:0.93363
[86]	train-mlogloss:0.94829	validation-mlogloss:0.93053
[87]	train-mlogloss:0.94528	validation-mlogloss:0.92739
[88]	train-mlogloss:0.94232	validation-mlogloss:0.92430
[89]	train-mlogloss:0.93927	validation-mlogloss:0.92109
[90]	train-mlogloss:0.93636	validation-mlogloss:0.91813
[91]	train-mlogloss:0.93344	validation-mlogloss:0.91502
[92]	train-mlogloss:0.93056	validation-mlogloss:0.91197
[93]	train-mlogloss:0.92772	validation-mlogloss:0.90903
[94]	train-mlogloss:0.92488	validation-mlogloss:0.90608
[95]	train-mlogloss:0.92201	validation-mlogloss:0.90305
[96]	train-mlogloss:0.91921	validation-mlogloss:0.90007
[97]	train-mlogloss:0.91648	validation-mlogloss:0.89726
[98]	train-mlogloss:0.91377	validation-mlogloss:0.89438
[99]	train-mlogloss:0.91095	validation-mlogloss:0.89139
[100]	train-mlogloss:0.90829	validation-mlogloss:0.88865
[101]	train-mlogloss:0.90561	validation-mlogloss:0.88581
[102]	train-mlogloss:0.90303	validation-mlogloss:0.88311
[103]	train-mlogloss:0.90030	validation-mlogloss:0.88010
[104]	train-mlogloss:0.89759	validation-mlogloss:0.87717
[105]	train-mlogloss:0.89501	validation-mlogloss:0.87440
[106]	train-mlogloss:0.89252	validation-mlogloss:0.87177
[107]	train-mlogloss:0.89009	validation-mlogloss:0.86912
[108]	train-mlogloss:0.88762	validation-mlogloss:0.86655
[109]	train-mlogloss:0.88506	validation-mlogloss:0.86382
[110]	train-mlogloss:0.88266	validation-mlogloss:0.86130
[111]	train-mlogloss:0.88019	validation-mlogloss:0.85861
[112]	train-mlogloss:0.87773	validation-mlogloss:0.85595
[113]	train-mlogloss:0.87525	validation-mlogloss:0.85336
[114]	train-mlogloss:0.87296	validation-mlogloss:0.85095
[115]	train-mlogloss:0.87064	validation-mlogloss:0.84846
[116]	train-mlogloss:0.86839	validation-mlogloss:0.84616
[117]	train-mlogloss:0.86619	validation-mlogloss:0.84378
[118]	train-mlogloss:0.86395	validation-mlogloss:0.84142
[119]	train-mlogloss:0.86177	validation-mlogloss:0.83909
[120]	train-mlogloss:0.85957	validation-mlogloss:0.83674
[121]	train-mlogloss:0.85731	validation-mlogloss:0.83440
[122]	train-mlogloss:0.85506	validation-mlogloss:0.83200
[123]	train-mlogloss:0.85296	validation-mlogloss:0.82978
[124]	train-mlogloss:0.85080	validation-mlogloss:0.82739
[125]	train-mlogloss:0.84853	validation-mlogloss:0.82488
[126]	train-mlogloss:0.84651	validation-mlogloss:0.82269
[127]	train-mlogloss:0.84430	validation-mlogloss:0.82022
[128]	train-mlogloss:0.84228	validation-mlogloss:0.81812
[129]	train-mlogloss:0.84019	validation-mlogloss:0.81585
[130]	train-mlogloss:0.83811	validation-mlogloss:0.81365
[131]	train-mlogloss:0.83610	validation-mlogloss:0.81152
[132]	train-mlogloss:0.83406	validation-mlogloss:0.80934
[133]	train-mlogloss:0.83212	validation-mlogloss:0.80723
[134]	train-mlogloss:0.83014	validation-mlogloss:0.80511
[135]	train-mlogloss:0.82828	validation-mlogloss:0.80317
[136]	train-mlogloss:0.82643	validation-mlogloss:0.80117
[137]	train-mlogloss:0.82446	validation-mlogloss:0.79913
[138]	train-mlogloss:0.82253	validation-mlogloss:0.79700
[139]	train-mlogloss:0.82072	validation-mlogloss:0.79503
[140]	train-mlogloss:0.81873	validation-mlogloss:0.79293
[141]	train-mlogloss:0.81695	validation-mlogloss:0.79097
[142]	train-mlogloss:0.81501	validation-mlogloss:0.78884
[143]	train-mlogloss:0.81319	validation-mlogloss:0.78685
[144]	train-mlogloss:0.81139	validation-mlogloss:0.78497
[145]	train-mlogloss:0.80967	validation-mlogloss:0.78312
[146]	train-mlogloss:0.80792	validation-mlogloss:0.78128
[147]	train-mlogloss:0.80611	validation-mlogloss:0.77926
[148]	train-mlogloss:0.80442	validation-mlogloss:0.77749
[149]	train-mlogloss:0.80269	validation-mlogloss:0.77566
[150]	train-mlogloss:0.80093	validation-mlogloss:0.77377
[151]	train-mlogloss:0.79922	validation-mlogloss:0.77195
[152]	train-mlogloss:0.79749	validation-mlogloss:0.77002
[153]	train-mlogloss:0.79577	validation-mlogloss:0.76816
[154]	train-mlogloss:0.79415	validation-mlogloss:0.76644
[155]	train-mlogloss:0.79243	validation-mlogloss:0.76457
[156]	train-mlogloss:0.79076	validation-mlogloss:0.76283
[157]	train-mlogloss:0.78915	validation-mlogloss:0.76109
[158]	train-mlogloss:0.78748	validation-mlogloss:0.75921
[159]	train-mlogloss:0.78591	validation-mlogloss:0.75751
[160]	train-mlogloss:0.78449	validation-mlogloss:0.75605
[161]	train-mlogloss:0.78290	validation-mlogloss:0.75426
[162]	train-mlogloss:0.78148	validation-mlogloss:0.75276
[163]	train-mlogloss:0.78000	validation-mlogloss:0.75121
[164]	train-mlogloss:0.77847	validation-mlogloss:0.74951
[165]	train-mlogloss:0.77693	validation-mlogloss:0.74786
[166]	train-mlogloss:0.77547	validation-mlogloss:0.74623
[167]	train-mlogloss:0.77394	validation-mlogloss:0.74455
[168]	train-mlogloss:0.77246	validation-mlogloss:0.74292
[169]	train-mlogloss:0.77109	validation-mlogloss:0.74147
[170]	train-mlogloss:0.76977	validation-mlogloss:0.74001
[171]	train-mlogloss:0.76840	validation-mlogloss:0.73849
[172]	train-mlogloss:0.76700	validation-mlogloss:0.73701
[173]	train-mlogloss:0.76557	validation-mlogloss:0.73538
[174]	train-mlogloss:0.76413	validation-mlogloss:0.73370
[175]	train-mlogloss:0.76270	validation-mlogloss:0.73221
[176]	train-mlogloss:0.76133	validation-mlogloss:0.73075
[177]	train-mlogloss:0.75999	validation-mlogloss:0.72930
[178]	train-mlogloss:0.75857	validation-mlogloss:0.72777
[179]	train-mlogloss:0.75714	validation-mlogloss:0.72623
[180]	train-mlogloss:0.75593	validation-mlogloss:0.72487
[181]	train-mlogloss:0.75466	validation-mlogloss:0.72351
[182]	train-mlogloss:0.75329	validation-mlogloss:0.72204
[183]	train-mlogloss:0.75203	validation-mlogloss:0.72070
[184]	train-mlogloss:0.75082	validation-mlogloss:0.71938
[185]	train-mlogloss:0.74957	validation-mlogloss:0.71797
[186]	train-mlogloss:0.74832	validation-mlogloss:0.71660
[187]	train-mlogloss:0.74711	validation-mlogloss:0.71526
[188]	train-mlogloss:0.74595	validation-mlogloss:0.71401
[189]	train-mlogloss:0.74467	validation-mlogloss:0.71259
[190]	train-mlogloss:0.74343	validation-mlogloss:0.71118
[191]	train-mlogloss:0.74220	validation-mlogloss:0.70981
[192]	train-mlogloss:0.74101	validation-mlogloss:0.70853
[193]	train-mlogloss:0.73985	validation-mlogloss:0.70731
[194]	train-mlogloss:0.73859	validation-mlogloss:0.70592
[195]	train-mlogloss:0.73731	validation-mlogloss:0.70445
[196]	train-mlogloss:0.73605	validation-mlogloss:0.70305
[197]	train-mlogloss:0.73485	validation-mlogloss:0.70169
[198]	train-mlogloss:0.73369	validation-mlogloss:0.70036
[199]	train-mlogloss:0.73256	validation-mlogloss:0.69915
[200]	train-mlogloss:0.73134	validation-mlogloss:0.69778
[201]	train-mlogloss:0.73022	validation-mlogloss:0.69646
[202]	train-mlogloss:0.72915	validation-mlogloss:0.69523
[203]	train-mlogloss:0.72814	validation-mlogloss:0.69415
[204]	train-mlogloss:0.72709	validation-mlogloss:0.69299
[205]	train-mlogloss:0.72600	validation-mlogloss:0.69177
[206]	train-mlogloss:0.72481	validation-mlogloss:0.69047
[207]	train-mlogloss:0.72380	validation-mlogloss:0.68937
[208]	train-mlogloss:0.72277	validation-mlogloss:0.68829
[209]	train-mlogloss:0.72177	validation-mlogloss:0.68722
[210]	train-mlogloss:0.72073	validation-mlogloss:0.68605
[211]	train-mlogloss:0.71965	validation-mlogloss:0.68486
[212]	train-mlogloss:0.71866	validation-mlogloss:0.68372
[213]	train-mlogloss:0.71753	validation-mlogloss:0.68254
[214]	train-mlogloss:0.71656	validation-mlogloss:0.68146
[215]	train-mlogloss:0.71565	validation-mlogloss:0.68042
[216]	train-mlogloss:0.71472	validation-mlogloss:0.67936
[217]	train-mlogloss:0.71384	validation-mlogloss:0.67840
[218]	train-mlogloss:0.71284	validation-mlogloss:0.67729
[219]	train-mlogloss:0.71195	validation-mlogloss:0.67626
[220]	train-mlogloss:0.71096	validation-mlogloss:0.67510
[221]	train-mlogloss:0.71007	validation-mlogloss:0.67407
[222]	train-mlogloss:0.70901	validation-mlogloss:0.67299
[223]	train-mlogloss:0.70789	validation-mlogloss:0.67179
[224]	train-mlogloss:0.70694	validation-mlogloss:0.67073
[225]	train-mlogloss:0.70613	validation-mlogloss:0.66986
[226]	train-mlogloss:0.70531	validation-mlogloss:0.66897
[227]	train-mlogloss:0.70432	validation-mlogloss:0.66788
[228]	train-mlogloss:0.70335	validation-mlogloss:0.66687
[229]	train-mlogloss:0.70247	validation-mlogloss:0.66580
[230]	train-mlogloss:0.70158	validation-mlogloss:0.66491
[231]	train-mlogloss:0.70068	validation-mlogloss:0.66391
[232]	train-mlogloss:0.69990	validation-mlogloss:0.66310
[233]	train-mlogloss:0.69910	validation-mlogloss:0.66212
[234]	train-mlogloss:0.69826	validation-mlogloss:0.66127
[235]	train-mlogloss:0.69734	validation-mlogloss:0.66028
[236]	train-mlogloss:0.69653	validation-mlogloss:0.65934
[237]	train-mlogloss:0.69570	validation-mlogloss:0.65835
[238]	train-mlogloss:0.69486	validation-mlogloss:0.65740
[239]	train-mlogloss:0.69404	validation-mlogloss:0.65642
[240]	train-mlogloss:0.69314	validation-mlogloss:0.65541
[241]	train-mlogloss:0.69240	validation-mlogloss:0.65455
[242]	train-mlogloss:0.69162	validation-mlogloss:0.65366
[243]	train-mlogloss:0.69085	validation-mlogloss:0.65270
[244]	train-mlogloss:0.68995	validation-mlogloss:0.65173
[245]	train-mlogloss:0.68909	validation-mlogloss:0.65082
[246]	train-mlogloss:0.68829	validation-mlogloss:0.64998
[247]	train-mlogloss:0.68748	validation-mlogloss:0.64912
[248]	train-mlogloss:0.68677	validation-mlogloss:0.64829
[249]	train-mlogloss:0.68611	validation-mlogloss:0.64754
[250]	train-mlogloss:0.68539	validation-mlogloss:0.64667
[251]	train-mlogloss:0.68460	validation-mlogloss:0.64580
[252]	train-mlogloss:0.68386	validation-mlogloss:0.64499
[253]	train-mlogloss:0.68307	validation-mlogloss:0.64413
[254]	train-mlogloss:0.68234	validation-mlogloss:0.64331
[255]	train-mlogloss:0.68161	validation-mlogloss:0.64250
[256]	train-mlogloss:0.68078	validation-mlogloss:0.64163
[257]	train-mlogloss:0.68002	validation-mlogloss:0.64080
[258]	train-mlogloss:0.67936	validation-mlogloss:0.64004
[259]	train-mlogloss:0.67865	validation-mlogloss:0.63920
[260]	train-mlogloss:0.67788	validation-mlogloss:0.63838
[261]	train-mlogloss:0.67725	validation-mlogloss:0.63772
[262]	train-mlogloss:0.67649	validation-mlogloss:0.63691
[263]	train-mlogloss:0.67569	validation-mlogloss:0.63604
[264]	train-mlogloss:0.67506	validation-mlogloss:0.63530
[265]	train-mlogloss:0.67431	validation-mlogloss:0.63448
[266]	train-mlogloss:0.67358	validation-mlogloss:0.63369
[267]	train-mlogloss:0.67294	validation-mlogloss:0.63296
[268]	train-mlogloss:0.67225	validation-mlogloss:0.63215
[269]	train-mlogloss:0.67164	validation-mlogloss:0.63144
[270]	train-mlogloss:0.67094	validation-mlogloss:0.63062
[271]	train-mlogloss:0.67026	validation-mlogloss:0.62979
[272]	train-mlogloss:0.66952	validation-mlogloss:0.62896
[273]	train-mlogloss:0.66884	validation-mlogloss:0.62826
[274]	train-mlogloss:0.66814	validation-mlogloss:0.62746
[275]	train-mlogloss:0.66745	validation-mlogloss:0.62675
[276]	train-mlogloss:0.66684	validation-mlogloss:0.62607
[277]	train-mlogloss:0.66610	validation-mlogloss:0.62527
[278]	train-mlogloss:0.66534	validation-mlogloss:0.62443
[279]	train-mlogloss:0.66476	validation-mlogloss:0.62377
[280]	train-mlogloss:0.66408	validation-mlogloss:0.62301
[281]	train-mlogloss:0.66356	validation-mlogloss:0.62241
[282]	train-mlogloss:0.66295	validation-mlogloss:0.62170
[283]	train-mlogloss:0.66227	validation-mlogloss:0.62092
[284]	train-mlogloss:0.66166	validation-mlogloss:0.62023
[285]	train-mlogloss:0.66102	validation-mlogloss:0.61949
[286]	train-mlogloss:0.66046	validation-mlogloss:0.61881
[287]	train-mlogloss:0.65978	validation-mlogloss:0.61805
[288]	train-mlogloss:0.65926	validation-mlogloss:0.61749
[289]	train-mlogloss:0.65871	validation-mlogloss:0.61696
[290]	train-mlogloss:0.65797	validation-mlogloss:0.61615
[291]	train-mlogloss:0.65732	validation-mlogloss:0.61537
[292]	train-mlogloss:0.65670	validation-mlogloss:0.61467
[293]	train-mlogloss:0.65610	validation-mlogloss:0.61407
[294]	train-mlogloss:0.65552	validation-mlogloss:0.61342
[295]	train-mlogloss:0.65495	validation-mlogloss:0.61280
[296]	train-mlogloss:0.65436	validation-mlogloss:0.61211
[297]	train-mlogloss:0.65378	validation-mlogloss:0.61144
[298]	train-mlogloss:0.65327	validation-mlogloss:0.61084
[299]	train-mlogloss:0.65270	validation-mlogloss:0.61022
[300]	train-mlogloss:0.65212	validation-mlogloss:0.60952
[301]	train-mlogloss:0.65169	validation-mlogloss:0.60902
[302]	train-mlogloss:0.65121	validation-mlogloss:0.60845
[303]	train-mlogloss:0.65073	validation-mlogloss:0.60787
[304]	train-mlogloss:0.65019	validation-mlogloss:0.60726
[305]	train-mlogloss:0.64965	validation-mlogloss:0.60671
[306]	train-mlogloss:0.64914	validation-mlogloss:0.60616
[307]	train-mlogloss:0.64869	validation-mlogloss:0.60564
[308]	train-mlogloss:0.64814	validation-mlogloss:0.60503
[309]	train-mlogloss:0.64762	validation-mlogloss:0.60448
[310]	train-mlogloss:0.64714	validation-mlogloss:0.60394
[311]	train-mlogloss:0.64661	validation-mlogloss:0.60334
[312]	train-mlogloss:0.64611	validation-mlogloss:0.60276
[313]	train-mlogloss:0.64552	validation-mlogloss:0.60211
[314]	train-mlogloss:0.64509	validation-mlogloss:0.60162
[315]	train-mlogloss:0.64456	validation-mlogloss:0.60100
[316]	train-mlogloss:0.64413	validation-mlogloss:0.60049
[317]	train-mlogloss:0.64363	validation-mlogloss:0.59998
[318]	train-mlogloss:0.64315	validation-mlogloss:0.59940
[319]	train-mlogloss:0.64264	validation-mlogloss:0.59888
[320]	train-mlogloss:0.64213	validation-mlogloss:0.59827
[321]	train-mlogloss:0.64169	validation-mlogloss:0.59779
[322]	train-mlogloss:0.64120	validation-mlogloss:0.59725
[323]	train-mlogloss:0.64075	validation-mlogloss:0.59676
[324]	train-mlogloss:0.64027	validation-mlogloss:0.59619
[325]	train-mlogloss:0.63986	validation-mlogloss:0.59571
[326]	train-mlogloss:0.63938	validation-mlogloss:0.59513
[327]	train-mlogloss:0.63892	validation-mlogloss:0.59458
[328]	train-mlogloss:0.63845	validation-mlogloss:0.59411
[329]	train-mlogloss:0.63803	validation-mlogloss:0.59359
[330]	train-mlogloss:0.63759	validation-mlogloss:0.59306
[331]	train-mlogloss:0.63709	validation-mlogloss:0.59249
[332]	train-mlogloss:0.63666	validation-mlogloss:0.59199
[333]	train-mlogloss:0.63625	validation-mlogloss:0.59155
[334]	train-mlogloss:0.63581	validation-mlogloss:0.59108
[335]	train-mlogloss:0.63538	validation-mlogloss:0.59064
[336]	train-mlogloss:0.63501	validation-mlogloss:0.59026
[337]	train-mlogloss:0.63463	validation-mlogloss:0.58989
[338]	train-mlogloss:0.63420	validation-mlogloss:0.58937
[339]	train-mlogloss:0.63380	validation-mlogloss:0.58894
[340]	train-mlogloss:0.63332	validation-mlogloss:0.58844
[341]	train-mlogloss:0.63297	validation-mlogloss:0.58801
[342]	train-mlogloss:0.63255	validation-mlogloss:0.58753
[343]	train-mlogloss:0.63214	validation-mlogloss:0.58707
[344]	train-mlogloss:0.63179	validation-mlogloss:0.58670
[345]	train-mlogloss:0.63139	validation-mlogloss:0.58624
[346]	train-mlogloss:0.63108	validation-mlogloss:0.58591
[347]	train-mlogloss:0.63071	validation-mlogloss:0.58549
[348]	train-mlogloss:0.63024	validation-mlogloss:0.58495
[349]	train-mlogloss:0.62990	validation-mlogloss:0.58456
[350]	train-mlogloss:0.62952	validation-mlogloss:0.58414
[351]	train-mlogloss:0.62911	validation-mlogloss:0.58369
[352]	train-mlogloss:0.62869	validation-mlogloss:0.58323
[353]	train-mlogloss:0.62837	validation-mlogloss:0.58286
[354]	train-mlogloss:0.62802	validation-mlogloss:0.58245
[355]	train-mlogloss:0.62765	validation-mlogloss:0.58208
[356]	train-mlogloss:0.62728	validation-mlogloss:0.58168
[357]	train-mlogloss:0.62684	validation-mlogloss:0.58125
[358]	train-mlogloss:0.62647	validation-mlogloss:0.58080
[359]	train-mlogloss:0.62611	validation-mlogloss:0.58037
[360]	train-mlogloss:0.62571	validation-mlogloss:0.57991
[361]	train-mlogloss:0.62521	validation-mlogloss:0.57938
[362]	train-mlogloss:0.62488	validation-mlogloss:0.57903
[363]	train-mlogloss:0.62452	validation-mlogloss:0.57860
[364]	train-mlogloss:0.62422	validation-mlogloss:0.57823
[365]	train-mlogloss:0.62382	validation-mlogloss:0.57775
[366]	train-mlogloss:0.62353	validation-mlogloss:0.57742
[367]	train-mlogloss:0.62314	validation-mlogloss:0.57699
[368]	train-mlogloss:0.62285	validation-mlogloss:0.57665
[369]	train-mlogloss:0.62250	validation-mlogloss:0.57627
[370]	train-mlogloss:0.62223	validation-mlogloss:0.57596
[371]	train-mlogloss:0.62192	validation-mlogloss:0.57557
[372]	train-mlogloss:0.62167	validation-mlogloss:0.57532
[373]	train-mlogloss:0.62139	validation-mlogloss:0.57496
[374]	train-mlogloss:0.62094	validation-mlogloss:0.57450
[375]	train-mlogloss:0.62059	validation-mlogloss:0.57411
[376]	train-mlogloss:0.62023	validation-mlogloss:0.57363
[377]	train-mlogloss:0.61989	validation-mlogloss:0.57326
[378]	train-mlogloss:0.61960	validation-mlogloss:0.57294
[379]	train-mlogloss:0.61929	validation-mlogloss:0.57257
[380]	train-mlogloss:0.61906	validation-mlogloss:0.57234
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 1 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.73 [%]
Global accuracy score (test) = 78.28 [%]
Global F1 score (train) = 74.83 [%]
Global F1 score (test) = 78.91 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.61      0.61       350
MODERATE-INTENSITY       0.61      0.68      0.64       350
         SEDENTARY       0.99      0.97      0.98       350
VIGOROUS-INTENSITY       0.97      0.89      0.93       322

          accuracy                           0.78      1372
         macro avg       0.80      0.78      0.79      1372
      weighted avg       0.79      0.78      0.79      1372


Accuracy capturado en la ejecución 2: 78.28 [%]
F1-score capturado en la ejecución 2: 78.91 [%]

=== EJECUCIÓN 3 ===

--- TRAIN (ejecución 3) ---

--- TEST (ejecución 3) ---
2025-11-06 16:25:59.959046: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:25:59.970445: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442759.983628 1478336 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442759.987763 1478336 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442759.997581 1478336 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442759.997601 1478336 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442759.997603 1478336 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442759.997611 1478336 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:26:00.000764: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37803	validation-mlogloss:1.37777
[1]	train-mlogloss:1.36988	validation-mlogloss:1.36930
[2]	train-mlogloss:1.36185	validation-mlogloss:1.36100
[3]	train-mlogloss:1.35397	validation-mlogloss:1.35284
[4]	train-mlogloss:1.34620	validation-mlogloss:1.34478
[5]	train-mlogloss:1.33862	validation-mlogloss:1.33683
[6]	train-mlogloss:1.33108	validation-mlogloss:1.32898
[7]	train-mlogloss:1.32360	validation-mlogloss:1.32121
[8]	train-mlogloss:1.31631	validation-mlogloss:1.31357
[9]	train-mlogloss:1.30915	validation-mlogloss:1.30622
[10]	train-mlogloss:1.30205	validation-mlogloss:1.29877
[11]	train-mlogloss:1.29511	validation-mlogloss:1.29153
[12]	train-mlogloss:1.28843	validation-mlogloss:1.28450
[13]	train-mlogloss:1.28160	validation-mlogloss:1.27759
[14]	train-mlogloss:1.27488	validation-mlogloss:1.27053
[15]	train-mlogloss:1.26830	validation-mlogloss:1.26372
[16]	train-mlogloss:1.26173	validation-mlogloss:1.25687
[17]	train-mlogloss:1.25514	validation-mlogloss:1.25008
[18]	train-mlogloss:1.24872	validation-mlogloss:1.24323
[19]	train-mlogloss:1.24236	validation-mlogloss:1.23676
[20]	train-mlogloss:1.23621	validation-mlogloss:1.23046
[21]	train-mlogloss:1.23005	validation-mlogloss:1.22410
[22]	train-mlogloss:1.22402	validation-mlogloss:1.21783
[23]	train-mlogloss:1.21799	validation-mlogloss:1.21163
[24]	train-mlogloss:1.21200	validation-mlogloss:1.20554
[25]	train-mlogloss:1.20604	validation-mlogloss:1.19938
[26]	train-mlogloss:1.20022	validation-mlogloss:1.19334
[27]	train-mlogloss:1.19440	validation-mlogloss:1.18730
[28]	train-mlogloss:1.18875	validation-mlogloss:1.18139
[29]	train-mlogloss:1.18315	validation-mlogloss:1.17556
[30]	train-mlogloss:1.17764	validation-mlogloss:1.16979
[31]	train-mlogloss:1.17228	validation-mlogloss:1.16424
[32]	train-mlogloss:1.16687	validation-mlogloss:1.15863
[33]	train-mlogloss:1.16162	validation-mlogloss:1.15309
[34]	train-mlogloss:1.15637	validation-mlogloss:1.14764
[35]	train-mlogloss:1.15128	validation-mlogloss:1.14229
[36]	train-mlogloss:1.14614	validation-mlogloss:1.13703
[37]	train-mlogloss:1.14107	validation-mlogloss:1.13180
[38]	train-mlogloss:1.13604	validation-mlogloss:1.12659
[39]	train-mlogloss:1.13110	validation-mlogloss:1.12143
[40]	train-mlogloss:1.12632	validation-mlogloss:1.11652
[41]	train-mlogloss:1.12143	validation-mlogloss:1.11141
[42]	train-mlogloss:1.11664	validation-mlogloss:1.10641
[43]	train-mlogloss:1.11188	validation-mlogloss:1.10149
[44]	train-mlogloss:1.10719	validation-mlogloss:1.09668
[45]	train-mlogloss:1.10256	validation-mlogloss:1.09184
[46]	train-mlogloss:1.09796	validation-mlogloss:1.08707
[47]	train-mlogloss:1.09326	validation-mlogloss:1.08221
[48]	train-mlogloss:1.08867	validation-mlogloss:1.07747
[49]	train-mlogloss:1.08409	validation-mlogloss:1.07274
[50]	train-mlogloss:1.07967	validation-mlogloss:1.06819
[51]	train-mlogloss:1.07526	validation-mlogloss:1.06364
[52]	train-mlogloss:1.07091	validation-mlogloss:1.05922
[53]	train-mlogloss:1.06650	validation-mlogloss:1.05465
[54]	train-mlogloss:1.06213	validation-mlogloss:1.05013
[55]	train-mlogloss:1.05798	validation-mlogloss:1.04578
[56]	train-mlogloss:1.05384	validation-mlogloss:1.04151
[57]	train-mlogloss:1.04969	validation-mlogloss:1.03728
[58]	train-mlogloss:1.04557	validation-mlogloss:1.03299
[59]	train-mlogloss:1.04140	validation-mlogloss:1.02870
[60]	train-mlogloss:1.03749	validation-mlogloss:1.02458
[61]	train-mlogloss:1.03340	validation-mlogloss:1.02027
[62]	train-mlogloss:1.02945	validation-mlogloss:1.01602
[63]	train-mlogloss:1.02568	validation-mlogloss:1.01200
[64]	train-mlogloss:1.02180	validation-mlogloss:1.00799
[65]	train-mlogloss:1.01799	validation-mlogloss:1.00402
[66]	train-mlogloss:1.01432	validation-mlogloss:1.00020
[67]	train-mlogloss:1.01053	validation-mlogloss:0.99631
[68]	train-mlogloss:1.00679	validation-mlogloss:0.99239
[69]	train-mlogloss:1.00309	validation-mlogloss:0.98859
[70]	train-mlogloss:0.99941	validation-mlogloss:0.98479
[71]	train-mlogloss:0.99577	validation-mlogloss:0.98112
[72]	train-mlogloss:0.99221	validation-mlogloss:0.97735
[73]	train-mlogloss:0.98865	validation-mlogloss:0.97364
[74]	train-mlogloss:0.98509	validation-mlogloss:0.96989
[75]	train-mlogloss:0.98165	validation-mlogloss:0.96627
[76]	train-mlogloss:0.97824	validation-mlogloss:0.96263
[77]	train-mlogloss:0.97487	validation-mlogloss:0.95908
[78]	train-mlogloss:0.97153	validation-mlogloss:0.95560
[79]	train-mlogloss:0.96824	validation-mlogloss:0.95221
[80]	train-mlogloss:0.96495	validation-mlogloss:0.94891
[81]	train-mlogloss:0.96170	validation-mlogloss:0.94556
[82]	train-mlogloss:0.95851	validation-mlogloss:0.94228
[83]	train-mlogloss:0.95543	validation-mlogloss:0.93908
[84]	train-mlogloss:0.95230	validation-mlogloss:0.93579
[85]	train-mlogloss:0.94905	validation-mlogloss:0.93232
[86]	train-mlogloss:0.94587	validation-mlogloss:0.92898
[87]	train-mlogloss:0.94271	validation-mlogloss:0.92571
[88]	train-mlogloss:0.93953	validation-mlogloss:0.92229
[89]	train-mlogloss:0.93649	validation-mlogloss:0.91905
[90]	train-mlogloss:0.93358	validation-mlogloss:0.91600
[91]	train-mlogloss:0.93070	validation-mlogloss:0.91302
[92]	train-mlogloss:0.92785	validation-mlogloss:0.91000
[93]	train-mlogloss:0.92494	validation-mlogloss:0.90691
[94]	train-mlogloss:0.92196	validation-mlogloss:0.90368
[95]	train-mlogloss:0.91914	validation-mlogloss:0.90075
[96]	train-mlogloss:0.91622	validation-mlogloss:0.89765
[97]	train-mlogloss:0.91336	validation-mlogloss:0.89464
[98]	train-mlogloss:0.91059	validation-mlogloss:0.89178
[99]	train-mlogloss:0.90789	validation-mlogloss:0.88893
[100]	train-mlogloss:0.90507	validation-mlogloss:0.88600
[101]	train-mlogloss:0.90233	validation-mlogloss:0.88312
[102]	train-mlogloss:0.89973	validation-mlogloss:0.88047
[103]	train-mlogloss:0.89715	validation-mlogloss:0.87776
[104]	train-mlogloss:0.89446	validation-mlogloss:0.87486
[105]	train-mlogloss:0.89183	validation-mlogloss:0.87208
[106]	train-mlogloss:0.88933	validation-mlogloss:0.86947
[107]	train-mlogloss:0.88682	validation-mlogloss:0.86690
[108]	train-mlogloss:0.88427	validation-mlogloss:0.86415
[109]	train-mlogloss:0.88165	validation-mlogloss:0.86138
[110]	train-mlogloss:0.87918	validation-mlogloss:0.85870
[111]	train-mlogloss:0.87672	validation-mlogloss:0.85608
[112]	train-mlogloss:0.87439	validation-mlogloss:0.85363
[113]	train-mlogloss:0.87197	validation-mlogloss:0.85109
[114]	train-mlogloss:0.86960	validation-mlogloss:0.84854
[115]	train-mlogloss:0.86730	validation-mlogloss:0.84611
[116]	train-mlogloss:0.86504	validation-mlogloss:0.84374
[117]	train-mlogloss:0.86271	validation-mlogloss:0.84126
[118]	train-mlogloss:0.86045	validation-mlogloss:0.83890
[119]	train-mlogloss:0.85812	validation-mlogloss:0.83645
[120]	train-mlogloss:0.85592	validation-mlogloss:0.83419
[121]	train-mlogloss:0.85371	validation-mlogloss:0.83199
[122]	train-mlogloss:0.85152	validation-mlogloss:0.82971
[123]	train-mlogloss:0.84937	validation-mlogloss:0.82740
[124]	train-mlogloss:0.84721	validation-mlogloss:0.82503
[125]	train-mlogloss:0.84498	validation-mlogloss:0.82261
[126]	train-mlogloss:0.84275	validation-mlogloss:0.82011
[127]	train-mlogloss:0.84059	validation-mlogloss:0.81780
[128]	train-mlogloss:0.83840	validation-mlogloss:0.81537
[129]	train-mlogloss:0.83623	validation-mlogloss:0.81310
[130]	train-mlogloss:0.83415	validation-mlogloss:0.81083
[131]	train-mlogloss:0.83209	validation-mlogloss:0.80861
[132]	train-mlogloss:0.83003	validation-mlogloss:0.80635
[133]	train-mlogloss:0.82806	validation-mlogloss:0.80425
[134]	train-mlogloss:0.82609	validation-mlogloss:0.80212
[135]	train-mlogloss:0.82407	validation-mlogloss:0.79989
[136]	train-mlogloss:0.82220	validation-mlogloss:0.79791
[137]	train-mlogloss:0.82034	validation-mlogloss:0.79600
[138]	train-mlogloss:0.81841	validation-mlogloss:0.79387
[139]	train-mlogloss:0.81653	validation-mlogloss:0.79183
[140]	train-mlogloss:0.81467	validation-mlogloss:0.78978
[141]	train-mlogloss:0.81288	validation-mlogloss:0.78782
[142]	train-mlogloss:0.81106	validation-mlogloss:0.78583
[143]	train-mlogloss:0.80919	validation-mlogloss:0.78381
[144]	train-mlogloss:0.80741	validation-mlogloss:0.78188
[145]	train-mlogloss:0.80564	validation-mlogloss:0.77992
[146]	train-mlogloss:0.80390	validation-mlogloss:0.77804
[147]	train-mlogloss:0.80212	validation-mlogloss:0.77617
[148]	train-mlogloss:0.80024	validation-mlogloss:0.77407
[149]	train-mlogloss:0.79861	validation-mlogloss:0.77241
[150]	train-mlogloss:0.79688	validation-mlogloss:0.77050
[151]	train-mlogloss:0.79520	validation-mlogloss:0.76860
[152]	train-mlogloss:0.79352	validation-mlogloss:0.76680
[153]	train-mlogloss:0.79179	validation-mlogloss:0.76487
[154]	train-mlogloss:0.79013	validation-mlogloss:0.76319
[155]	train-mlogloss:0.78850	validation-mlogloss:0.76156
[156]	train-mlogloss:0.78684	validation-mlogloss:0.75972
[157]	train-mlogloss:0.78522	validation-mlogloss:0.75788
[158]	train-mlogloss:0.78362	validation-mlogloss:0.75610
[159]	train-mlogloss:0.78208	validation-mlogloss:0.75447
[160]	train-mlogloss:0.78053	validation-mlogloss:0.75284
[161]	train-mlogloss:0.77901	validation-mlogloss:0.75125
[162]	train-mlogloss:0.77745	validation-mlogloss:0.74955
[163]	train-mlogloss:0.77585	validation-mlogloss:0.74781
[164]	train-mlogloss:0.77437	validation-mlogloss:0.74621
[165]	train-mlogloss:0.77285	validation-mlogloss:0.74453
[166]	train-mlogloss:0.77136	validation-mlogloss:0.74286
[167]	train-mlogloss:0.76997	validation-mlogloss:0.74130
[168]	train-mlogloss:0.76853	validation-mlogloss:0.73979
[169]	train-mlogloss:0.76710	validation-mlogloss:0.73818
[170]	train-mlogloss:0.76559	validation-mlogloss:0.73655
[171]	train-mlogloss:0.76412	validation-mlogloss:0.73489
[172]	train-mlogloss:0.76271	validation-mlogloss:0.73342
[173]	train-mlogloss:0.76133	validation-mlogloss:0.73192
[174]	train-mlogloss:0.75994	validation-mlogloss:0.73051
[175]	train-mlogloss:0.75862	validation-mlogloss:0.72908
[176]	train-mlogloss:0.75714	validation-mlogloss:0.72749
[177]	train-mlogloss:0.75584	validation-mlogloss:0.72608
[178]	train-mlogloss:0.75448	validation-mlogloss:0.72458
[179]	train-mlogloss:0.75312	validation-mlogloss:0.72299
[180]	train-mlogloss:0.75172	validation-mlogloss:0.72151
[181]	train-mlogloss:0.75038	validation-mlogloss:0.72002
[182]	train-mlogloss:0.74909	validation-mlogloss:0.71868
[183]	train-mlogloss:0.74786	validation-mlogloss:0.71738
[184]	train-mlogloss:0.74662	validation-mlogloss:0.71603
[185]	train-mlogloss:0.74528	validation-mlogloss:0.71446
[186]	train-mlogloss:0.74399	validation-mlogloss:0.71304
[187]	train-mlogloss:0.74269	validation-mlogloss:0.71164
[188]	train-mlogloss:0.74146	validation-mlogloss:0.71033
[189]	train-mlogloss:0.74031	validation-mlogloss:0.70907
[190]	train-mlogloss:0.73904	validation-mlogloss:0.70766
[191]	train-mlogloss:0.73785	validation-mlogloss:0.70635
[192]	train-mlogloss:0.73662	validation-mlogloss:0.70498
[193]	train-mlogloss:0.73540	validation-mlogloss:0.70363
[194]	train-mlogloss:0.73427	validation-mlogloss:0.70241
[195]	train-mlogloss:0.73305	validation-mlogloss:0.70106
[196]	train-mlogloss:0.73186	validation-mlogloss:0.69969
[197]	train-mlogloss:0.73067	validation-mlogloss:0.69835
[198]	train-mlogloss:0.72951	validation-mlogloss:0.69711
[199]	train-mlogloss:0.72836	validation-mlogloss:0.69580
[200]	train-mlogloss:0.72729	validation-mlogloss:0.69462
[201]	train-mlogloss:0.72609	validation-mlogloss:0.69332
[202]	train-mlogloss:0.72510	validation-mlogloss:0.69225
[203]	train-mlogloss:0.72403	validation-mlogloss:0.69107
[204]	train-mlogloss:0.72301	validation-mlogloss:0.68993
[205]	train-mlogloss:0.72190	validation-mlogloss:0.68876
[206]	train-mlogloss:0.72087	validation-mlogloss:0.68763
[207]	train-mlogloss:0.71982	validation-mlogloss:0.68660
[208]	train-mlogloss:0.71880	validation-mlogloss:0.68552
[209]	train-mlogloss:0.71784	validation-mlogloss:0.68448
[210]	train-mlogloss:0.71681	validation-mlogloss:0.68335
[211]	train-mlogloss:0.71566	validation-mlogloss:0.68206
[212]	train-mlogloss:0.71460	validation-mlogloss:0.68086
[213]	train-mlogloss:0.71363	validation-mlogloss:0.67970
[214]	train-mlogloss:0.71269	validation-mlogloss:0.67859
[215]	train-mlogloss:0.71165	validation-mlogloss:0.67737
[216]	train-mlogloss:0.71067	validation-mlogloss:0.67636
[217]	train-mlogloss:0.70964	validation-mlogloss:0.67530
[218]	train-mlogloss:0.70871	validation-mlogloss:0.67421
[219]	train-mlogloss:0.70771	validation-mlogloss:0.67313
[220]	train-mlogloss:0.70673	validation-mlogloss:0.67200
[221]	train-mlogloss:0.70574	validation-mlogloss:0.67091
[222]	train-mlogloss:0.70469	validation-mlogloss:0.66973
[223]	train-mlogloss:0.70377	validation-mlogloss:0.66867
[224]	train-mlogloss:0.70285	validation-mlogloss:0.66767
[225]	train-mlogloss:0.70188	validation-mlogloss:0.66660
[226]	train-mlogloss:0.70099	validation-mlogloss:0.66561
[227]	train-mlogloss:0.70014	validation-mlogloss:0.66471
[228]	train-mlogloss:0.69931	validation-mlogloss:0.66374
[229]	train-mlogloss:0.69854	validation-mlogloss:0.66287
[230]	train-mlogloss:0.69756	validation-mlogloss:0.66175
[231]	train-mlogloss:0.69664	validation-mlogloss:0.66064
[232]	train-mlogloss:0.69571	validation-mlogloss:0.65963
[233]	train-mlogloss:0.69490	validation-mlogloss:0.65868
[234]	train-mlogloss:0.69396	validation-mlogloss:0.65758
[235]	train-mlogloss:0.69308	validation-mlogloss:0.65663
[236]	train-mlogloss:0.69226	validation-mlogloss:0.65571
[237]	train-mlogloss:0.69146	validation-mlogloss:0.65492
[238]	train-mlogloss:0.69058	validation-mlogloss:0.65394
[239]	train-mlogloss:0.68976	validation-mlogloss:0.65297
[240]	train-mlogloss:0.68894	validation-mlogloss:0.65206
[241]	train-mlogloss:0.68803	validation-mlogloss:0.65101
[242]	train-mlogloss:0.68719	validation-mlogloss:0.65002
[243]	train-mlogloss:0.68639	validation-mlogloss:0.64904
[244]	train-mlogloss:0.68552	validation-mlogloss:0.64812
[245]	train-mlogloss:0.68471	validation-mlogloss:0.64719
[246]	train-mlogloss:0.68395	validation-mlogloss:0.64632
[247]	train-mlogloss:0.68323	validation-mlogloss:0.64554
[248]	train-mlogloss:0.68244	validation-mlogloss:0.64463
[249]	train-mlogloss:0.68159	validation-mlogloss:0.64369
[250]	train-mlogloss:0.68089	validation-mlogloss:0.64289
[251]	train-mlogloss:0.68010	validation-mlogloss:0.64206
[252]	train-mlogloss:0.67930	validation-mlogloss:0.64124
[253]	train-mlogloss:0.67867	validation-mlogloss:0.64056
[254]	train-mlogloss:0.67789	validation-mlogloss:0.63966
[255]	train-mlogloss:0.67719	validation-mlogloss:0.63885
[256]	train-mlogloss:0.67638	validation-mlogloss:0.63797
[257]	train-mlogloss:0.67582	validation-mlogloss:0.63736
[258]	train-mlogloss:0.67506	validation-mlogloss:0.63650
[259]	train-mlogloss:0.67433	validation-mlogloss:0.63569
[260]	train-mlogloss:0.67363	validation-mlogloss:0.63493
[261]	train-mlogloss:0.67297	validation-mlogloss:0.63418
[262]	train-mlogloss:0.67223	validation-mlogloss:0.63328
[263]	train-mlogloss:0.67150	validation-mlogloss:0.63247
[264]	train-mlogloss:0.67092	validation-mlogloss:0.63183
[265]	train-mlogloss:0.67018	validation-mlogloss:0.63103
[266]	train-mlogloss:0.66952	validation-mlogloss:0.63025
[267]	train-mlogloss:0.66884	validation-mlogloss:0.62947
[268]	train-mlogloss:0.66809	validation-mlogloss:0.62854
[269]	train-mlogloss:0.66738	validation-mlogloss:0.62778
[270]	train-mlogloss:0.66679	validation-mlogloss:0.62711
[271]	train-mlogloss:0.66614	validation-mlogloss:0.62637
[272]	train-mlogloss:0.66539	validation-mlogloss:0.62552
[273]	train-mlogloss:0.66470	validation-mlogloss:0.62474
[274]	train-mlogloss:0.66414	validation-mlogloss:0.62407
[275]	train-mlogloss:0.66344	validation-mlogloss:0.62325
[276]	train-mlogloss:0.66282	validation-mlogloss:0.62255
[277]	train-mlogloss:0.66223	validation-mlogloss:0.62188
[278]	train-mlogloss:0.66159	validation-mlogloss:0.62117
[279]	train-mlogloss:0.66100	validation-mlogloss:0.62041
[280]	train-mlogloss:0.66038	validation-mlogloss:0.61971
[281]	train-mlogloss:0.65975	validation-mlogloss:0.61898
[282]	train-mlogloss:0.65917	validation-mlogloss:0.61830
[283]	train-mlogloss:0.65847	validation-mlogloss:0.61752
[284]	train-mlogloss:0.65790	validation-mlogloss:0.61688
[285]	train-mlogloss:0.65725	validation-mlogloss:0.61610
[286]	train-mlogloss:0.65660	validation-mlogloss:0.61531
[287]	train-mlogloss:0.65598	validation-mlogloss:0.61460
[288]	train-mlogloss:0.65537	validation-mlogloss:0.61389
[289]	train-mlogloss:0.65472	validation-mlogloss:0.61316
[290]	train-mlogloss:0.65414	validation-mlogloss:0.61248
[291]	train-mlogloss:0.65358	validation-mlogloss:0.61183
[292]	train-mlogloss:0.65301	validation-mlogloss:0.61116
[293]	train-mlogloss:0.65249	validation-mlogloss:0.61056
[294]	train-mlogloss:0.65191	validation-mlogloss:0.60996
[295]	train-mlogloss:0.65132	validation-mlogloss:0.60932
[296]	train-mlogloss:0.65074	validation-mlogloss:0.60866
[297]	train-mlogloss:0.65022	validation-mlogloss:0.60803
[298]	train-mlogloss:0.64969	validation-mlogloss:0.60739
[299]	train-mlogloss:0.64910	validation-mlogloss:0.60676
[300]	train-mlogloss:0.64855	validation-mlogloss:0.60616
[301]	train-mlogloss:0.64802	validation-mlogloss:0.60551
[302]	train-mlogloss:0.64746	validation-mlogloss:0.60495
[303]	train-mlogloss:0.64695	validation-mlogloss:0.60437
[304]	train-mlogloss:0.64643	validation-mlogloss:0.60376
[305]	train-mlogloss:0.64592	validation-mlogloss:0.60318
[306]	train-mlogloss:0.64544	validation-mlogloss:0.60269
[307]	train-mlogloss:0.64495	validation-mlogloss:0.60217
[308]	train-mlogloss:0.64445	validation-mlogloss:0.60157
[309]	train-mlogloss:0.64396	validation-mlogloss:0.60107
[310]	train-mlogloss:0.64347	validation-mlogloss:0.60047
[311]	train-mlogloss:0.64293	validation-mlogloss:0.59981
[312]	train-mlogloss:0.64248	validation-mlogloss:0.59929
[313]	train-mlogloss:0.64202	validation-mlogloss:0.59876
[314]	train-mlogloss:0.64149	validation-mlogloss:0.59813
[315]	train-mlogloss:0.64100	validation-mlogloss:0.59759
[316]	train-mlogloss:0.64042	validation-mlogloss:0.59695
[317]	train-mlogloss:0.63992	validation-mlogloss:0.59638
[318]	train-mlogloss:0.63937	validation-mlogloss:0.59581
[319]	train-mlogloss:0.63887	validation-mlogloss:0.59525
[320]	train-mlogloss:0.63838	validation-mlogloss:0.59467
[321]	train-mlogloss:0.63792	validation-mlogloss:0.59416
[322]	train-mlogloss:0.63745	validation-mlogloss:0.59368
[323]	train-mlogloss:0.63699	validation-mlogloss:0.59317
[324]	train-mlogloss:0.63652	validation-mlogloss:0.59263
[325]	train-mlogloss:0.63610	validation-mlogloss:0.59217
[326]	train-mlogloss:0.63569	validation-mlogloss:0.59167
[327]	train-mlogloss:0.63528	validation-mlogloss:0.59121
[328]	train-mlogloss:0.63486	validation-mlogloss:0.59076
[329]	train-mlogloss:0.63438	validation-mlogloss:0.59019
[330]	train-mlogloss:0.63393	validation-mlogloss:0.58962
[331]	train-mlogloss:0.63351	validation-mlogloss:0.58913
[332]	train-mlogloss:0.63312	validation-mlogloss:0.58869
[333]	train-mlogloss:0.63283	validation-mlogloss:0.58840
[334]	train-mlogloss:0.63241	validation-mlogloss:0.58788
[335]	train-mlogloss:0.63192	validation-mlogloss:0.58733
[336]	train-mlogloss:0.63153	validation-mlogloss:0.58694
[337]	train-mlogloss:0.63112	validation-mlogloss:0.58648
[338]	train-mlogloss:0.63079	validation-mlogloss:0.58610
[339]	train-mlogloss:0.63040	validation-mlogloss:0.58568
[340]	train-mlogloss:0.62999	validation-mlogloss:0.58519
[341]	train-mlogloss:0.62952	validation-mlogloss:0.58458
[342]	train-mlogloss:0.62907	validation-mlogloss:0.58406
[343]	train-mlogloss:0.62865	validation-mlogloss:0.58361
[344]	train-mlogloss:0.62827	validation-mlogloss:0.58314
[345]	train-mlogloss:0.62780	validation-mlogloss:0.58263
[346]	train-mlogloss:0.62741	validation-mlogloss:0.58218
[347]	train-mlogloss:0.62708	validation-mlogloss:0.58186
[348]	train-mlogloss:0.62664	validation-mlogloss:0.58139
[349]	train-mlogloss:0.62626	validation-mlogloss:0.58095
[350]	train-mlogloss:0.62585	validation-mlogloss:0.58049
[351]	train-mlogloss:0.62553	validation-mlogloss:0.58016
[352]	train-mlogloss:0.62515	validation-mlogloss:0.57972
[353]	train-mlogloss:0.62481	validation-mlogloss:0.57932
[354]	train-mlogloss:0.62442	validation-mlogloss:0.57891
[355]	train-mlogloss:0.62405	validation-mlogloss:0.57852
[356]	train-mlogloss:0.62368	validation-mlogloss:0.57811
[357]	train-mlogloss:0.62331	validation-mlogloss:0.57769
[358]	train-mlogloss:0.62297	validation-mlogloss:0.57725
[359]	train-mlogloss:0.62260	validation-mlogloss:0.57682
[360]	train-mlogloss:0.62225	validation-mlogloss:0.57642
[361]	train-mlogloss:0.62193	validation-mlogloss:0.57603
[362]	train-mlogloss:0.62157	validation-mlogloss:0.57568
[363]	train-mlogloss:0.62124	validation-mlogloss:0.57536
[364]	train-mlogloss:0.62086	validation-mlogloss:0.57495
[365]	train-mlogloss:0.62040	validation-mlogloss:0.57447
[366]	train-mlogloss:0.62007	validation-mlogloss:0.57411
[367]	train-mlogloss:0.61975	validation-mlogloss:0.57378
[368]	train-mlogloss:0.61937	validation-mlogloss:0.57340
[369]	train-mlogloss:0.61909	validation-mlogloss:0.57308
[370]	train-mlogloss:0.61878	validation-mlogloss:0.57273
[371]	train-mlogloss:0.61843	validation-mlogloss:0.57235
[372]	train-mlogloss:0.61808	validation-mlogloss:0.57196
[373]	train-mlogloss:0.61767	validation-mlogloss:0.57152
[374]	train-mlogloss:0.61738	validation-mlogloss:0.57121
[375]	train-mlogloss:0.61701	validation-mlogloss:0.57082
[376]	train-mlogloss:0.61662	validation-mlogloss:0.57041
[377]	train-mlogloss:0.61627	validation-mlogloss:0.57002
[378]	train-mlogloss:0.61592	validation-mlogloss:0.56960
[379]	train-mlogloss:0.61569	validation-mlogloss:0.56935
[380]	train-mlogloss:0.61534	validation-mlogloss:0.56899
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 2 ... 1 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.73 [%]
Global accuracy score (test) = 78.43 [%]
Global F1 score (train) = 74.86 [%]
Global F1 score (test) = 79.13 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.59      0.61       350
MODERATE-INTENSITY       0.59      0.71      0.65       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.98      0.90      0.94       322

          accuracy                           0.78      1372
         macro avg       0.80      0.79      0.79      1372
      weighted avg       0.80      0.78      0.79      1372


Accuracy capturado en la ejecución 3: 78.43 [%]
F1-score capturado en la ejecución 3: 79.13 [%]

=== EJECUCIÓN 4 ===

--- TRAIN (ejecución 4) ---

--- TEST (ejecución 4) ---
2025-11-06 16:26:11.046790: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:26:11.058305: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442771.071803 1478582 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442771.075946 1478582 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442771.085992 1478582 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442771.086019 1478582 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442771.086021 1478582 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442771.086022 1478582 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:26:11.089078: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37822	validation-mlogloss:1.37784
[1]	train-mlogloss:1.37042	validation-mlogloss:1.36962
[2]	train-mlogloss:1.36259	validation-mlogloss:1.36132
[3]	train-mlogloss:1.35491	validation-mlogloss:1.35323
[4]	train-mlogloss:1.34727	validation-mlogloss:1.34527
[5]	train-mlogloss:1.33973	validation-mlogloss:1.33735
[6]	train-mlogloss:1.33228	validation-mlogloss:1.32951
[7]	train-mlogloss:1.32503	validation-mlogloss:1.32181
[8]	train-mlogloss:1.31781	validation-mlogloss:1.31407
[9]	train-mlogloss:1.31069	validation-mlogloss:1.30646
[10]	train-mlogloss:1.30370	validation-mlogloss:1.29909
[11]	train-mlogloss:1.29678	validation-mlogloss:1.29172
[12]	train-mlogloss:1.28993	validation-mlogloss:1.28455
[13]	train-mlogloss:1.28332	validation-mlogloss:1.27751
[14]	train-mlogloss:1.27669	validation-mlogloss:1.27054
[15]	train-mlogloss:1.27017	validation-mlogloss:1.26365
[16]	train-mlogloss:1.26367	validation-mlogloss:1.25686
[17]	train-mlogloss:1.25727	validation-mlogloss:1.25014
[18]	train-mlogloss:1.25097	validation-mlogloss:1.24355
[19]	train-mlogloss:1.24470	validation-mlogloss:1.23680
[20]	train-mlogloss:1.23857	validation-mlogloss:1.23036
[21]	train-mlogloss:1.23251	validation-mlogloss:1.22392
[22]	train-mlogloss:1.22655	validation-mlogloss:1.21759
[23]	train-mlogloss:1.22071	validation-mlogloss:1.21140
[24]	train-mlogloss:1.21493	validation-mlogloss:1.20535
[25]	train-mlogloss:1.20922	validation-mlogloss:1.19936
[26]	train-mlogloss:1.20355	validation-mlogloss:1.19335
[27]	train-mlogloss:1.19790	validation-mlogloss:1.18736
[28]	train-mlogloss:1.19234	validation-mlogloss:1.18146
[29]	train-mlogloss:1.18687	validation-mlogloss:1.17577
[30]	train-mlogloss:1.18144	validation-mlogloss:1.17016
[31]	train-mlogloss:1.17609	validation-mlogloss:1.16438
[32]	train-mlogloss:1.17078	validation-mlogloss:1.15875
[33]	train-mlogloss:1.16561	validation-mlogloss:1.15329
[34]	train-mlogloss:1.16048	validation-mlogloss:1.14791
[35]	train-mlogloss:1.15547	validation-mlogloss:1.14274
[36]	train-mlogloss:1.15023	validation-mlogloss:1.13735
[37]	train-mlogloss:1.14505	validation-mlogloss:1.13191
[38]	train-mlogloss:1.14002	validation-mlogloss:1.12655
[39]	train-mlogloss:1.13496	validation-mlogloss:1.12129
[40]	train-mlogloss:1.13008	validation-mlogloss:1.11612
[41]	train-mlogloss:1.12529	validation-mlogloss:1.11134
[42]	train-mlogloss:1.12040	validation-mlogloss:1.10626
[43]	train-mlogloss:1.11573	validation-mlogloss:1.10122
[44]	train-mlogloss:1.11116	validation-mlogloss:1.09643
[45]	train-mlogloss:1.10661	validation-mlogloss:1.09149
[46]	train-mlogloss:1.10198	validation-mlogloss:1.08675
[47]	train-mlogloss:1.09762	validation-mlogloss:1.08206
[48]	train-mlogloss:1.09310	validation-mlogloss:1.07738
[49]	train-mlogloss:1.08863	validation-mlogloss:1.07264
[50]	train-mlogloss:1.08415	validation-mlogloss:1.06799
[51]	train-mlogloss:1.07979	validation-mlogloss:1.06347
[52]	train-mlogloss:1.07541	validation-mlogloss:1.05890
[53]	train-mlogloss:1.07121	validation-mlogloss:1.05459
[54]	train-mlogloss:1.06693	validation-mlogloss:1.05015
[55]	train-mlogloss:1.06272	validation-mlogloss:1.04578
[56]	train-mlogloss:1.05853	validation-mlogloss:1.04148
[57]	train-mlogloss:1.05444	validation-mlogloss:1.03724
[58]	train-mlogloss:1.05033	validation-mlogloss:1.03296
[59]	train-mlogloss:1.04627	validation-mlogloss:1.02867
[60]	train-mlogloss:1.04229	validation-mlogloss:1.02450
[61]	train-mlogloss:1.03837	validation-mlogloss:1.02045
[62]	train-mlogloss:1.03462	validation-mlogloss:1.01637
[63]	train-mlogloss:1.03085	validation-mlogloss:1.01228
[64]	train-mlogloss:1.02704	validation-mlogloss:1.00832
[65]	train-mlogloss:1.02323	validation-mlogloss:1.00435
[66]	train-mlogloss:1.01943	validation-mlogloss:1.00046
[67]	train-mlogloss:1.01579	validation-mlogloss:0.99671
[68]	train-mlogloss:1.01214	validation-mlogloss:0.99283
[69]	train-mlogloss:1.00852	validation-mlogloss:0.98908
[70]	train-mlogloss:1.00488	validation-mlogloss:0.98528
[71]	train-mlogloss:1.00142	validation-mlogloss:0.98169
[72]	train-mlogloss:0.99805	validation-mlogloss:0.97806
[73]	train-mlogloss:0.99469	validation-mlogloss:0.97446
[74]	train-mlogloss:0.99135	validation-mlogloss:0.97090
[75]	train-mlogloss:0.98793	validation-mlogloss:0.96734
[76]	train-mlogloss:0.98461	validation-mlogloss:0.96396
[77]	train-mlogloss:0.98130	validation-mlogloss:0.96048
[78]	train-mlogloss:0.97800	validation-mlogloss:0.95699
[79]	train-mlogloss:0.97472	validation-mlogloss:0.95349
[80]	train-mlogloss:0.97151	validation-mlogloss:0.95009
[81]	train-mlogloss:0.96826	validation-mlogloss:0.94664
[82]	train-mlogloss:0.96505	validation-mlogloss:0.94321
[83]	train-mlogloss:0.96203	validation-mlogloss:0.93990
[84]	train-mlogloss:0.95894	validation-mlogloss:0.93666
[85]	train-mlogloss:0.95583	validation-mlogloss:0.93336
[86]	train-mlogloss:0.95282	validation-mlogloss:0.93026
[87]	train-mlogloss:0.94979	validation-mlogloss:0.92701
[88]	train-mlogloss:0.94684	validation-mlogloss:0.92388
[89]	train-mlogloss:0.94391	validation-mlogloss:0.92076
[90]	train-mlogloss:0.94099	validation-mlogloss:0.91770
[91]	train-mlogloss:0.93812	validation-mlogloss:0.91471
[92]	train-mlogloss:0.93529	validation-mlogloss:0.91170
[93]	train-mlogloss:0.93246	validation-mlogloss:0.90876
[94]	train-mlogloss:0.92968	validation-mlogloss:0.90582
[95]	train-mlogloss:0.92697	validation-mlogloss:0.90303
[96]	train-mlogloss:0.92422	validation-mlogloss:0.90013
[97]	train-mlogloss:0.92152	validation-mlogloss:0.89730
[98]	train-mlogloss:0.91884	validation-mlogloss:0.89456
[99]	train-mlogloss:0.91619	validation-mlogloss:0.89174
[100]	train-mlogloss:0.91357	validation-mlogloss:0.88896
[101]	train-mlogloss:0.91087	validation-mlogloss:0.88602
[102]	train-mlogloss:0.90824	validation-mlogloss:0.88325
[103]	train-mlogloss:0.90575	validation-mlogloss:0.88060
[104]	train-mlogloss:0.90318	validation-mlogloss:0.87784
[105]	train-mlogloss:0.90056	validation-mlogloss:0.87504
[106]	train-mlogloss:0.89808	validation-mlogloss:0.87239
[107]	train-mlogloss:0.89553	validation-mlogloss:0.86959
[108]	train-mlogloss:0.89311	validation-mlogloss:0.86714
[109]	train-mlogloss:0.89061	validation-mlogloss:0.86431
[110]	train-mlogloss:0.88826	validation-mlogloss:0.86189
[111]	train-mlogloss:0.88591	validation-mlogloss:0.85949
[112]	train-mlogloss:0.88358	validation-mlogloss:0.85705
[113]	train-mlogloss:0.88123	validation-mlogloss:0.85463
[114]	train-mlogloss:0.87894	validation-mlogloss:0.85219
[115]	train-mlogloss:0.87668	validation-mlogloss:0.84978
[116]	train-mlogloss:0.87443	validation-mlogloss:0.84740
[117]	train-mlogloss:0.87221	validation-mlogloss:0.84493
[118]	train-mlogloss:0.86989	validation-mlogloss:0.84235
[119]	train-mlogloss:0.86767	validation-mlogloss:0.83995
[120]	train-mlogloss:0.86536	validation-mlogloss:0.83749
[121]	train-mlogloss:0.86324	validation-mlogloss:0.83526
[122]	train-mlogloss:0.86101	validation-mlogloss:0.83272
[123]	train-mlogloss:0.85898	validation-mlogloss:0.83057
[124]	train-mlogloss:0.85688	validation-mlogloss:0.82838
[125]	train-mlogloss:0.85468	validation-mlogloss:0.82598
[126]	train-mlogloss:0.85267	validation-mlogloss:0.82386
[127]	train-mlogloss:0.85059	validation-mlogloss:0.82159
[128]	train-mlogloss:0.84858	validation-mlogloss:0.81942
[129]	train-mlogloss:0.84657	validation-mlogloss:0.81722
[130]	train-mlogloss:0.84468	validation-mlogloss:0.81520
[131]	train-mlogloss:0.84264	validation-mlogloss:0.81295
[132]	train-mlogloss:0.84076	validation-mlogloss:0.81096
[133]	train-mlogloss:0.83864	validation-mlogloss:0.80856
[134]	train-mlogloss:0.83676	validation-mlogloss:0.80648
[135]	train-mlogloss:0.83471	validation-mlogloss:0.80420
[136]	train-mlogloss:0.83277	validation-mlogloss:0.80207
[137]	train-mlogloss:0.83084	validation-mlogloss:0.79989
[138]	train-mlogloss:0.82888	validation-mlogloss:0.79774
[139]	train-mlogloss:0.82708	validation-mlogloss:0.79580
[140]	train-mlogloss:0.82526	validation-mlogloss:0.79379
[141]	train-mlogloss:0.82347	validation-mlogloss:0.79185
[142]	train-mlogloss:0.82154	validation-mlogloss:0.78982
[143]	train-mlogloss:0.81972	validation-mlogloss:0.78776
[144]	train-mlogloss:0.81794	validation-mlogloss:0.78578
[145]	train-mlogloss:0.81619	validation-mlogloss:0.78386
[146]	train-mlogloss:0.81442	validation-mlogloss:0.78192
[147]	train-mlogloss:0.81273	validation-mlogloss:0.78011
[148]	train-mlogloss:0.81094	validation-mlogloss:0.77815
[149]	train-mlogloss:0.80929	validation-mlogloss:0.77636
[150]	train-mlogloss:0.80752	validation-mlogloss:0.77443
[151]	train-mlogloss:0.80594	validation-mlogloss:0.77274
[152]	train-mlogloss:0.80419	validation-mlogloss:0.77081
[153]	train-mlogloss:0.80245	validation-mlogloss:0.76884
[154]	train-mlogloss:0.80087	validation-mlogloss:0.76714
[155]	train-mlogloss:0.79920	validation-mlogloss:0.76523
[156]	train-mlogloss:0.79768	validation-mlogloss:0.76357
[157]	train-mlogloss:0.79599	validation-mlogloss:0.76174
[158]	train-mlogloss:0.79436	validation-mlogloss:0.76000
[159]	train-mlogloss:0.79274	validation-mlogloss:0.75825
[160]	train-mlogloss:0.79122	validation-mlogloss:0.75655
[161]	train-mlogloss:0.78966	validation-mlogloss:0.75487
[162]	train-mlogloss:0.78810	validation-mlogloss:0.75316
[163]	train-mlogloss:0.78657	validation-mlogloss:0.75137
[164]	train-mlogloss:0.78515	validation-mlogloss:0.74986
[165]	train-mlogloss:0.78372	validation-mlogloss:0.74827
[166]	train-mlogloss:0.78235	validation-mlogloss:0.74674
[167]	train-mlogloss:0.78086	validation-mlogloss:0.74507
[168]	train-mlogloss:0.77934	validation-mlogloss:0.74338
[169]	train-mlogloss:0.77798	validation-mlogloss:0.74174
[170]	train-mlogloss:0.77655	validation-mlogloss:0.74014
[171]	train-mlogloss:0.77513	validation-mlogloss:0.73850
[172]	train-mlogloss:0.77384	validation-mlogloss:0.73705
[173]	train-mlogloss:0.77248	validation-mlogloss:0.73550
[174]	train-mlogloss:0.77101	validation-mlogloss:0.73383
[175]	train-mlogloss:0.76961	validation-mlogloss:0.73227
[176]	train-mlogloss:0.76835	validation-mlogloss:0.73088
[177]	train-mlogloss:0.76705	validation-mlogloss:0.72944
[178]	train-mlogloss:0.76576	validation-mlogloss:0.72792
[179]	train-mlogloss:0.76435	validation-mlogloss:0.72637
[180]	train-mlogloss:0.76305	validation-mlogloss:0.72497
[181]	train-mlogloss:0.76169	validation-mlogloss:0.72343
[182]	train-mlogloss:0.76037	validation-mlogloss:0.72196
[183]	train-mlogloss:0.75914	validation-mlogloss:0.72059
[184]	train-mlogloss:0.75789	validation-mlogloss:0.71920
[185]	train-mlogloss:0.75656	validation-mlogloss:0.71774
[186]	train-mlogloss:0.75529	validation-mlogloss:0.71632
[187]	train-mlogloss:0.75405	validation-mlogloss:0.71492
[188]	train-mlogloss:0.75281	validation-mlogloss:0.71342
[189]	train-mlogloss:0.75164	validation-mlogloss:0.71211
[190]	train-mlogloss:0.75037	validation-mlogloss:0.71067
[191]	train-mlogloss:0.74913	validation-mlogloss:0.70927
[192]	train-mlogloss:0.74784	validation-mlogloss:0.70782
[193]	train-mlogloss:0.74669	validation-mlogloss:0.70652
[194]	train-mlogloss:0.74556	validation-mlogloss:0.70530
[195]	train-mlogloss:0.74438	validation-mlogloss:0.70396
[196]	train-mlogloss:0.74326	validation-mlogloss:0.70267
[197]	train-mlogloss:0.74192	validation-mlogloss:0.70117
[198]	train-mlogloss:0.74076	validation-mlogloss:0.69985
[199]	train-mlogloss:0.73960	validation-mlogloss:0.69849
[200]	train-mlogloss:0.73843	validation-mlogloss:0.69717
[201]	train-mlogloss:0.73735	validation-mlogloss:0.69595
[202]	train-mlogloss:0.73630	validation-mlogloss:0.69483
[203]	train-mlogloss:0.73516	validation-mlogloss:0.69355
[204]	train-mlogloss:0.73401	validation-mlogloss:0.69227
[205]	train-mlogloss:0.73301	validation-mlogloss:0.69109
[206]	train-mlogloss:0.73193	validation-mlogloss:0.68978
[207]	train-mlogloss:0.73092	validation-mlogloss:0.68864
[208]	train-mlogloss:0.72987	validation-mlogloss:0.68757
[209]	train-mlogloss:0.72879	validation-mlogloss:0.68637
[210]	train-mlogloss:0.72784	validation-mlogloss:0.68532
[211]	train-mlogloss:0.72682	validation-mlogloss:0.68413
[212]	train-mlogloss:0.72576	validation-mlogloss:0.68291
[213]	train-mlogloss:0.72477	validation-mlogloss:0.68177
[214]	train-mlogloss:0.72374	validation-mlogloss:0.68059
[215]	train-mlogloss:0.72273	validation-mlogloss:0.67942
[216]	train-mlogloss:0.72177	validation-mlogloss:0.67832
[217]	train-mlogloss:0.72080	validation-mlogloss:0.67721
[218]	train-mlogloss:0.71983	validation-mlogloss:0.67612
[219]	train-mlogloss:0.71891	validation-mlogloss:0.67519
[220]	train-mlogloss:0.71789	validation-mlogloss:0.67404
[221]	train-mlogloss:0.71691	validation-mlogloss:0.67296
[222]	train-mlogloss:0.71603	validation-mlogloss:0.67199
[223]	train-mlogloss:0.71511	validation-mlogloss:0.67092
[224]	train-mlogloss:0.71409	validation-mlogloss:0.66974
[225]	train-mlogloss:0.71314	validation-mlogloss:0.66868
[226]	train-mlogloss:0.71219	validation-mlogloss:0.66765
[227]	train-mlogloss:0.71124	validation-mlogloss:0.66658
[228]	train-mlogloss:0.71035	validation-mlogloss:0.66550
[229]	train-mlogloss:0.70948	validation-mlogloss:0.66453
[230]	train-mlogloss:0.70865	validation-mlogloss:0.66357
[231]	train-mlogloss:0.70781	validation-mlogloss:0.66259
[232]	train-mlogloss:0.70693	validation-mlogloss:0.66157
[233]	train-mlogloss:0.70611	validation-mlogloss:0.66061
[234]	train-mlogloss:0.70519	validation-mlogloss:0.65956
[235]	train-mlogloss:0.70429	validation-mlogloss:0.65853
[236]	train-mlogloss:0.70347	validation-mlogloss:0.65757
[237]	train-mlogloss:0.70261	validation-mlogloss:0.65654
[238]	train-mlogloss:0.70171	validation-mlogloss:0.65553
[239]	train-mlogloss:0.70085	validation-mlogloss:0.65450
[240]	train-mlogloss:0.69997	validation-mlogloss:0.65352
[241]	train-mlogloss:0.69917	validation-mlogloss:0.65254
[242]	train-mlogloss:0.69834	validation-mlogloss:0.65158
[243]	train-mlogloss:0.69758	validation-mlogloss:0.65072
[244]	train-mlogloss:0.69679	validation-mlogloss:0.64977
[245]	train-mlogloss:0.69601	validation-mlogloss:0.64887
[246]	train-mlogloss:0.69512	validation-mlogloss:0.64783
[247]	train-mlogloss:0.69436	validation-mlogloss:0.64689
[248]	train-mlogloss:0.69363	validation-mlogloss:0.64597
[249]	train-mlogloss:0.69284	validation-mlogloss:0.64506
[250]	train-mlogloss:0.69212	validation-mlogloss:0.64416
[251]	train-mlogloss:0.69132	validation-mlogloss:0.64334
[252]	train-mlogloss:0.69055	validation-mlogloss:0.64243
[253]	train-mlogloss:0.68984	validation-mlogloss:0.64164
[254]	train-mlogloss:0.68903	validation-mlogloss:0.64078
[255]	train-mlogloss:0.68832	validation-mlogloss:0.63996
[256]	train-mlogloss:0.68762	validation-mlogloss:0.63914
[257]	train-mlogloss:0.68687	validation-mlogloss:0.63828
[258]	train-mlogloss:0.68608	validation-mlogloss:0.63735
[259]	train-mlogloss:0.68551	validation-mlogloss:0.63669
[260]	train-mlogloss:0.68480	validation-mlogloss:0.63590
[261]	train-mlogloss:0.68414	validation-mlogloss:0.63512
[262]	train-mlogloss:0.68337	validation-mlogloss:0.63419
[263]	train-mlogloss:0.68272	validation-mlogloss:0.63343
[264]	train-mlogloss:0.68201	validation-mlogloss:0.63264
[265]	train-mlogloss:0.68136	validation-mlogloss:0.63182
[266]	train-mlogloss:0.68074	validation-mlogloss:0.63106
[267]	train-mlogloss:0.68014	validation-mlogloss:0.63033
[268]	train-mlogloss:0.67946	validation-mlogloss:0.62955
[269]	train-mlogloss:0.67876	validation-mlogloss:0.62873
[270]	train-mlogloss:0.67806	validation-mlogloss:0.62792
[271]	train-mlogloss:0.67731	validation-mlogloss:0.62711
[272]	train-mlogloss:0.67665	validation-mlogloss:0.62627
[273]	train-mlogloss:0.67595	validation-mlogloss:0.62550
[274]	train-mlogloss:0.67527	validation-mlogloss:0.62464
[275]	train-mlogloss:0.67453	validation-mlogloss:0.62386
[276]	train-mlogloss:0.67387	validation-mlogloss:0.62303
[277]	train-mlogloss:0.67319	validation-mlogloss:0.62219
[278]	train-mlogloss:0.67270	validation-mlogloss:0.62165
[279]	train-mlogloss:0.67219	validation-mlogloss:0.62099
[280]	train-mlogloss:0.67151	validation-mlogloss:0.62018
[281]	train-mlogloss:0.67095	validation-mlogloss:0.61949
[282]	train-mlogloss:0.67034	validation-mlogloss:0.61883
[283]	train-mlogloss:0.66974	validation-mlogloss:0.61818
[284]	train-mlogloss:0.66915	validation-mlogloss:0.61749
[285]	train-mlogloss:0.66844	validation-mlogloss:0.61662
[286]	train-mlogloss:0.66782	validation-mlogloss:0.61593
[287]	train-mlogloss:0.66728	validation-mlogloss:0.61524
[288]	train-mlogloss:0.66662	validation-mlogloss:0.61453
[289]	train-mlogloss:0.66606	validation-mlogloss:0.61387
[290]	train-mlogloss:0.66553	validation-mlogloss:0.61324
[291]	train-mlogloss:0.66500	validation-mlogloss:0.61260
[292]	train-mlogloss:0.66452	validation-mlogloss:0.61201
[293]	train-mlogloss:0.66401	validation-mlogloss:0.61141
[294]	train-mlogloss:0.66344	validation-mlogloss:0.61068
[295]	train-mlogloss:0.66287	validation-mlogloss:0.61001
[296]	train-mlogloss:0.66226	validation-mlogloss:0.60931
[297]	train-mlogloss:0.66172	validation-mlogloss:0.60862
[298]	train-mlogloss:0.66133	validation-mlogloss:0.60813
[299]	train-mlogloss:0.66071	validation-mlogloss:0.60739
[300]	train-mlogloss:0.66023	validation-mlogloss:0.60683
[301]	train-mlogloss:0.65967	validation-mlogloss:0.60613
[302]	train-mlogloss:0.65910	validation-mlogloss:0.60554
[303]	train-mlogloss:0.65857	validation-mlogloss:0.60495
[304]	train-mlogloss:0.65802	validation-mlogloss:0.60430
[305]	train-mlogloss:0.65749	validation-mlogloss:0.60367
[306]	train-mlogloss:0.65698	validation-mlogloss:0.60311
[307]	train-mlogloss:0.65646	validation-mlogloss:0.60253
[308]	train-mlogloss:0.65597	validation-mlogloss:0.60198
[309]	train-mlogloss:0.65546	validation-mlogloss:0.60141
[310]	train-mlogloss:0.65503	validation-mlogloss:0.60093
[311]	train-mlogloss:0.65456	validation-mlogloss:0.60040
[312]	train-mlogloss:0.65402	validation-mlogloss:0.59981
[313]	train-mlogloss:0.65355	validation-mlogloss:0.59925
[314]	train-mlogloss:0.65298	validation-mlogloss:0.59861
[315]	train-mlogloss:0.65245	validation-mlogloss:0.59805
[316]	train-mlogloss:0.65195	validation-mlogloss:0.59752
[317]	train-mlogloss:0.65147	validation-mlogloss:0.59695
[318]	train-mlogloss:0.65107	validation-mlogloss:0.59647
[319]	train-mlogloss:0.65061	validation-mlogloss:0.59596
[320]	train-mlogloss:0.65022	validation-mlogloss:0.59546
[321]	train-mlogloss:0.64976	validation-mlogloss:0.59494
[322]	train-mlogloss:0.64929	validation-mlogloss:0.59436
[323]	train-mlogloss:0.64885	validation-mlogloss:0.59386
[324]	train-mlogloss:0.64846	validation-mlogloss:0.59340
[325]	train-mlogloss:0.64804	validation-mlogloss:0.59290
[326]	train-mlogloss:0.64762	validation-mlogloss:0.59243
[327]	train-mlogloss:0.64708	validation-mlogloss:0.59174
[328]	train-mlogloss:0.64667	validation-mlogloss:0.59130
[329]	train-mlogloss:0.64625	validation-mlogloss:0.59077
[330]	train-mlogloss:0.64582	validation-mlogloss:0.59027
[331]	train-mlogloss:0.64538	validation-mlogloss:0.58979
[332]	train-mlogloss:0.64501	validation-mlogloss:0.58937
[333]	train-mlogloss:0.64461	validation-mlogloss:0.58892
[334]	train-mlogloss:0.64416	validation-mlogloss:0.58838
[335]	train-mlogloss:0.64374	validation-mlogloss:0.58785
[336]	train-mlogloss:0.64335	validation-mlogloss:0.58740
[337]	train-mlogloss:0.64292	validation-mlogloss:0.58689
[338]	train-mlogloss:0.64248	validation-mlogloss:0.58638
[339]	train-mlogloss:0.64207	validation-mlogloss:0.58592
[340]	train-mlogloss:0.64166	validation-mlogloss:0.58537
[341]	train-mlogloss:0.64119	validation-mlogloss:0.58487
[342]	train-mlogloss:0.64075	validation-mlogloss:0.58437
[343]	train-mlogloss:0.64027	validation-mlogloss:0.58379
[344]	train-mlogloss:0.63983	validation-mlogloss:0.58326
[345]	train-mlogloss:0.63940	validation-mlogloss:0.58278
[346]	train-mlogloss:0.63896	validation-mlogloss:0.58229
[347]	train-mlogloss:0.63853	validation-mlogloss:0.58182
[348]	train-mlogloss:0.63816	validation-mlogloss:0.58136
[349]	train-mlogloss:0.63777	validation-mlogloss:0.58095
[350]	train-mlogloss:0.63736	validation-mlogloss:0.58049
[351]	train-mlogloss:0.63701	validation-mlogloss:0.58009
[352]	train-mlogloss:0.63672	validation-mlogloss:0.57967
[353]	train-mlogloss:0.63625	validation-mlogloss:0.57911
[354]	train-mlogloss:0.63588	validation-mlogloss:0.57867
[355]	train-mlogloss:0.63550	validation-mlogloss:0.57824
[356]	train-mlogloss:0.63511	validation-mlogloss:0.57778
[357]	train-mlogloss:0.63465	validation-mlogloss:0.57726
[358]	train-mlogloss:0.63427	validation-mlogloss:0.57684
[359]	train-mlogloss:0.63392	validation-mlogloss:0.57639
[360]	train-mlogloss:0.63358	validation-mlogloss:0.57597
[361]	train-mlogloss:0.63321	validation-mlogloss:0.57556
[362]	train-mlogloss:0.63279	validation-mlogloss:0.57505
[363]	train-mlogloss:0.63238	validation-mlogloss:0.57460
[364]	train-mlogloss:0.63200	validation-mlogloss:0.57413
[365]	train-mlogloss:0.63168	validation-mlogloss:0.57370
[366]	train-mlogloss:0.63130	validation-mlogloss:0.57321
[367]	train-mlogloss:0.63099	validation-mlogloss:0.57285
[368]	train-mlogloss:0.63066	validation-mlogloss:0.57244
[369]	train-mlogloss:0.63038	validation-mlogloss:0.57205
[370]	train-mlogloss:0.63013	validation-mlogloss:0.57177
[371]	train-mlogloss:0.62977	validation-mlogloss:0.57132
[372]	train-mlogloss:0.62945	validation-mlogloss:0.57099
[373]	train-mlogloss:0.62915	validation-mlogloss:0.57065
[374]	train-mlogloss:0.62893	validation-mlogloss:0.57036
[375]	train-mlogloss:0.62866	validation-mlogloss:0.57002
[376]	train-mlogloss:0.62839	validation-mlogloss:0.56970
[377]	train-mlogloss:0.62808	validation-mlogloss:0.56933
[378]	train-mlogloss:0.62787	validation-mlogloss:0.56905
[379]	train-mlogloss:0.62754	validation-mlogloss:0.56872
[380]	train-mlogloss:0.62724	validation-mlogloss:0.56838
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 1 2 ... 1 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.85 [%]
Global accuracy score (test) = 77.33 [%]
Global F1 score (train) = 74.83 [%]
Global F1 score (test) = 78.01 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.57      0.59       350
MODERATE-INTENSITY       0.58      0.69      0.63       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.96      0.90      0.93       322

          accuracy                           0.77      1372
         macro avg       0.79      0.78      0.78      1372
      weighted avg       0.78      0.77      0.78      1372


Accuracy capturado en la ejecución 4: 77.33 [%]
F1-score capturado en la ejecución 4: 78.01 [%]

=== EJECUCIÓN 5 ===

--- TRAIN (ejecución 5) ---

--- TEST (ejecución 5) ---
2025-11-06 16:26:22.073993: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:26:22.085572: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442782.098587 1478831 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442782.102688 1478831 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442782.112720 1478831 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442782.112740 1478831 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442782.112742 1478831 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442782.112743 1478831 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:26:22.115767: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37819	validation-mlogloss:1.37782
[1]	train-mlogloss:1.37021	validation-mlogloss:1.36938
[2]	train-mlogloss:1.36240	validation-mlogloss:1.36126
[3]	train-mlogloss:1.35461	validation-mlogloss:1.35312
[4]	train-mlogloss:1.34688	validation-mlogloss:1.34515
[5]	train-mlogloss:1.33936	validation-mlogloss:1.33726
[6]	train-mlogloss:1.33182	validation-mlogloss:1.32932
[7]	train-mlogloss:1.32440	validation-mlogloss:1.32166
[8]	train-mlogloss:1.31727	validation-mlogloss:1.31431
[9]	train-mlogloss:1.31013	validation-mlogloss:1.30687
[10]	train-mlogloss:1.30328	validation-mlogloss:1.29967
[11]	train-mlogloss:1.29631	validation-mlogloss:1.29235
[12]	train-mlogloss:1.28937	validation-mlogloss:1.28525
[13]	train-mlogloss:1.28259	validation-mlogloss:1.27805
[14]	train-mlogloss:1.27588	validation-mlogloss:1.27096
[15]	train-mlogloss:1.26936	validation-mlogloss:1.26413
[16]	train-mlogloss:1.26279	validation-mlogloss:1.25717
[17]	train-mlogloss:1.25641	validation-mlogloss:1.25058
[18]	train-mlogloss:1.25009	validation-mlogloss:1.24385
[19]	train-mlogloss:1.24384	validation-mlogloss:1.23727
[20]	train-mlogloss:1.23770	validation-mlogloss:1.23095
[21]	train-mlogloss:1.23148	validation-mlogloss:1.22439
[22]	train-mlogloss:1.22549	validation-mlogloss:1.21811
[23]	train-mlogloss:1.21956	validation-mlogloss:1.21188
[24]	train-mlogloss:1.21363	validation-mlogloss:1.20559
[25]	train-mlogloss:1.20780	validation-mlogloss:1.19946
[26]	train-mlogloss:1.20217	validation-mlogloss:1.19351
[27]	train-mlogloss:1.19645	validation-mlogloss:1.18759
[28]	train-mlogloss:1.19083	validation-mlogloss:1.18171
[29]	train-mlogloss:1.18528	validation-mlogloss:1.17578
[30]	train-mlogloss:1.17985	validation-mlogloss:1.17026
[31]	train-mlogloss:1.17447	validation-mlogloss:1.16457
[32]	train-mlogloss:1.16905	validation-mlogloss:1.15886
[33]	train-mlogloss:1.16374	validation-mlogloss:1.15332
[34]	train-mlogloss:1.15860	validation-mlogloss:1.14804
[35]	train-mlogloss:1.15341	validation-mlogloss:1.14258
[36]	train-mlogloss:1.14814	validation-mlogloss:1.13711
[37]	train-mlogloss:1.14304	validation-mlogloss:1.13175
[38]	train-mlogloss:1.13791	validation-mlogloss:1.12641
[39]	train-mlogloss:1.13279	validation-mlogloss:1.12109
[40]	train-mlogloss:1.12790	validation-mlogloss:1.11606
[41]	train-mlogloss:1.12308	validation-mlogloss:1.11097
[42]	train-mlogloss:1.11825	validation-mlogloss:1.10604
[43]	train-mlogloss:1.11343	validation-mlogloss:1.10088
[44]	train-mlogloss:1.10869	validation-mlogloss:1.09595
[45]	train-mlogloss:1.10413	validation-mlogloss:1.09106
[46]	train-mlogloss:1.09949	validation-mlogloss:1.08628
[47]	train-mlogloss:1.09482	validation-mlogloss:1.08142
[48]	train-mlogloss:1.09023	validation-mlogloss:1.07671
[49]	train-mlogloss:1.08572	validation-mlogloss:1.07207
[50]	train-mlogloss:1.08134	validation-mlogloss:1.06730
[51]	train-mlogloss:1.07693	validation-mlogloss:1.06268
[52]	train-mlogloss:1.07261	validation-mlogloss:1.05815
[53]	train-mlogloss:1.06836	validation-mlogloss:1.05373
[54]	train-mlogloss:1.06409	validation-mlogloss:1.04927
[55]	train-mlogloss:1.05994	validation-mlogloss:1.04495
[56]	train-mlogloss:1.05574	validation-mlogloss:1.04061
[57]	train-mlogloss:1.05171	validation-mlogloss:1.03630
[58]	train-mlogloss:1.04767	validation-mlogloss:1.03203
[59]	train-mlogloss:1.04357	validation-mlogloss:1.02771
[60]	train-mlogloss:1.03969	validation-mlogloss:1.02363
[61]	train-mlogloss:1.03569	validation-mlogloss:1.01944
[62]	train-mlogloss:1.03179	validation-mlogloss:1.01539
[63]	train-mlogloss:1.02800	validation-mlogloss:1.01138
[64]	train-mlogloss:1.02418	validation-mlogloss:1.00740
[65]	train-mlogloss:1.02037	validation-mlogloss:1.00344
[66]	train-mlogloss:1.01669	validation-mlogloss:0.99966
[67]	train-mlogloss:1.01299	validation-mlogloss:0.99582
[68]	train-mlogloss:1.00933	validation-mlogloss:0.99204
[69]	train-mlogloss:1.00559	validation-mlogloss:0.98806
[70]	train-mlogloss:1.00199	validation-mlogloss:0.98429
[71]	train-mlogloss:0.99846	validation-mlogloss:0.98066
[72]	train-mlogloss:0.99492	validation-mlogloss:0.97690
[73]	train-mlogloss:0.99146	validation-mlogloss:0.97332
[74]	train-mlogloss:0.98803	validation-mlogloss:0.96981
[75]	train-mlogloss:0.98462	validation-mlogloss:0.96617
[76]	train-mlogloss:0.98124	validation-mlogloss:0.96274
[77]	train-mlogloss:0.97786	validation-mlogloss:0.95920
[78]	train-mlogloss:0.97458	validation-mlogloss:0.95588
[79]	train-mlogloss:0.97132	validation-mlogloss:0.95257
[80]	train-mlogloss:0.96817	validation-mlogloss:0.94915
[81]	train-mlogloss:0.96496	validation-mlogloss:0.94579
[82]	train-mlogloss:0.96164	validation-mlogloss:0.94222
[83]	train-mlogloss:0.95846	validation-mlogloss:0.93890
[84]	train-mlogloss:0.95539	validation-mlogloss:0.93567
[85]	train-mlogloss:0.95228	validation-mlogloss:0.93241
[86]	train-mlogloss:0.94923	validation-mlogloss:0.92926
[87]	train-mlogloss:0.94618	validation-mlogloss:0.92617
[88]	train-mlogloss:0.94303	validation-mlogloss:0.92281
[89]	train-mlogloss:0.94009	validation-mlogloss:0.91971
[90]	train-mlogloss:0.93716	validation-mlogloss:0.91667
[91]	train-mlogloss:0.93418	validation-mlogloss:0.91358
[92]	train-mlogloss:0.93129	validation-mlogloss:0.91052
[93]	train-mlogloss:0.92846	validation-mlogloss:0.90747
[94]	train-mlogloss:0.92574	validation-mlogloss:0.90458
[95]	train-mlogloss:0.92301	validation-mlogloss:0.90171
[96]	train-mlogloss:0.92017	validation-mlogloss:0.89866
[97]	train-mlogloss:0.91736	validation-mlogloss:0.89561
[98]	train-mlogloss:0.91468	validation-mlogloss:0.89280
[99]	train-mlogloss:0.91201	validation-mlogloss:0.88998
[100]	train-mlogloss:0.90939	validation-mlogloss:0.88724
[101]	train-mlogloss:0.90680	validation-mlogloss:0.88448
[102]	train-mlogloss:0.90421	validation-mlogloss:0.88169
[103]	train-mlogloss:0.90153	validation-mlogloss:0.87879
[104]	train-mlogloss:0.89883	validation-mlogloss:0.87600
[105]	train-mlogloss:0.89624	validation-mlogloss:0.87336
[106]	train-mlogloss:0.89366	validation-mlogloss:0.87059
[107]	train-mlogloss:0.89108	validation-mlogloss:0.86776
[108]	train-mlogloss:0.88864	validation-mlogloss:0.86523
[109]	train-mlogloss:0.88623	validation-mlogloss:0.86269
[110]	train-mlogloss:0.88368	validation-mlogloss:0.85992
[111]	train-mlogloss:0.88123	validation-mlogloss:0.85723
[112]	train-mlogloss:0.87879	validation-mlogloss:0.85454
[113]	train-mlogloss:0.87642	validation-mlogloss:0.85199
[114]	train-mlogloss:0.87415	validation-mlogloss:0.84959
[115]	train-mlogloss:0.87166	validation-mlogloss:0.84684
[116]	train-mlogloss:0.86934	validation-mlogloss:0.84434
[117]	train-mlogloss:0.86692	validation-mlogloss:0.84171
[118]	train-mlogloss:0.86462	validation-mlogloss:0.83914
[119]	train-mlogloss:0.86245	validation-mlogloss:0.83672
[120]	train-mlogloss:0.86027	validation-mlogloss:0.83441
[121]	train-mlogloss:0.85804	validation-mlogloss:0.83205
[122]	train-mlogloss:0.85586	validation-mlogloss:0.82968
[123]	train-mlogloss:0.85365	validation-mlogloss:0.82721
[124]	train-mlogloss:0.85159	validation-mlogloss:0.82501
[125]	train-mlogloss:0.84945	validation-mlogloss:0.82270
[126]	train-mlogloss:0.84730	validation-mlogloss:0.82039
[127]	train-mlogloss:0.84520	validation-mlogloss:0.81817
[128]	train-mlogloss:0.84319	validation-mlogloss:0.81601
[129]	train-mlogloss:0.84123	validation-mlogloss:0.81387
[130]	train-mlogloss:0.83924	validation-mlogloss:0.81174
[131]	train-mlogloss:0.83718	validation-mlogloss:0.80954
[132]	train-mlogloss:0.83514	validation-mlogloss:0.80729
[133]	train-mlogloss:0.83310	validation-mlogloss:0.80502
[134]	train-mlogloss:0.83112	validation-mlogloss:0.80291
[135]	train-mlogloss:0.82908	validation-mlogloss:0.80064
[136]	train-mlogloss:0.82719	validation-mlogloss:0.79859
[137]	train-mlogloss:0.82527	validation-mlogloss:0.79649
[138]	train-mlogloss:0.82330	validation-mlogloss:0.79435
[139]	train-mlogloss:0.82140	validation-mlogloss:0.79231
[140]	train-mlogloss:0.81960	validation-mlogloss:0.79038
[141]	train-mlogloss:0.81779	validation-mlogloss:0.78845
[142]	train-mlogloss:0.81603	validation-mlogloss:0.78656
[143]	train-mlogloss:0.81423	validation-mlogloss:0.78462
[144]	train-mlogloss:0.81248	validation-mlogloss:0.78269
[145]	train-mlogloss:0.81074	validation-mlogloss:0.78079
[146]	train-mlogloss:0.80889	validation-mlogloss:0.77875
[147]	train-mlogloss:0.80718	validation-mlogloss:0.77705
[148]	train-mlogloss:0.80538	validation-mlogloss:0.77505
[149]	train-mlogloss:0.80366	validation-mlogloss:0.77321
[150]	train-mlogloss:0.80208	validation-mlogloss:0.77148
[151]	train-mlogloss:0.80038	validation-mlogloss:0.76964
[152]	train-mlogloss:0.79876	validation-mlogloss:0.76796
[153]	train-mlogloss:0.79708	validation-mlogloss:0.76617
[154]	train-mlogloss:0.79541	validation-mlogloss:0.76439
[155]	train-mlogloss:0.79379	validation-mlogloss:0.76269
[156]	train-mlogloss:0.79229	validation-mlogloss:0.76107
[157]	train-mlogloss:0.79072	validation-mlogloss:0.75934
[158]	train-mlogloss:0.78917	validation-mlogloss:0.75772
[159]	train-mlogloss:0.78761	validation-mlogloss:0.75599
[160]	train-mlogloss:0.78605	validation-mlogloss:0.75427
[161]	train-mlogloss:0.78457	validation-mlogloss:0.75270
[162]	train-mlogloss:0.78312	validation-mlogloss:0.75117
[163]	train-mlogloss:0.78162	validation-mlogloss:0.74960
[164]	train-mlogloss:0.77999	validation-mlogloss:0.74782
[165]	train-mlogloss:0.77855	validation-mlogloss:0.74639
[166]	train-mlogloss:0.77710	validation-mlogloss:0.74473
[167]	train-mlogloss:0.77566	validation-mlogloss:0.74322
[168]	train-mlogloss:0.77427	validation-mlogloss:0.74175
[169]	train-mlogloss:0.77285	validation-mlogloss:0.74021
[170]	train-mlogloss:0.77139	validation-mlogloss:0.73855
[171]	train-mlogloss:0.76985	validation-mlogloss:0.73688
[172]	train-mlogloss:0.76841	validation-mlogloss:0.73523
[173]	train-mlogloss:0.76691	validation-mlogloss:0.73362
[174]	train-mlogloss:0.76556	validation-mlogloss:0.73210
[175]	train-mlogloss:0.76403	validation-mlogloss:0.73043
[176]	train-mlogloss:0.76274	validation-mlogloss:0.72905
[177]	train-mlogloss:0.76138	validation-mlogloss:0.72750
[178]	train-mlogloss:0.76005	validation-mlogloss:0.72604
[179]	train-mlogloss:0.75880	validation-mlogloss:0.72470
[180]	train-mlogloss:0.75741	validation-mlogloss:0.72321
[181]	train-mlogloss:0.75600	validation-mlogloss:0.72159
[182]	train-mlogloss:0.75486	validation-mlogloss:0.72038
[183]	train-mlogloss:0.75353	validation-mlogloss:0.71894
[184]	train-mlogloss:0.75234	validation-mlogloss:0.71771
[185]	train-mlogloss:0.75099	validation-mlogloss:0.71621
[186]	train-mlogloss:0.74963	validation-mlogloss:0.71469
[187]	train-mlogloss:0.74833	validation-mlogloss:0.71328
[188]	train-mlogloss:0.74709	validation-mlogloss:0.71189
[189]	train-mlogloss:0.74584	validation-mlogloss:0.71046
[190]	train-mlogloss:0.74471	validation-mlogloss:0.70923
[191]	train-mlogloss:0.74345	validation-mlogloss:0.70783
[192]	train-mlogloss:0.74232	validation-mlogloss:0.70660
[193]	train-mlogloss:0.74108	validation-mlogloss:0.70531
[194]	train-mlogloss:0.73982	validation-mlogloss:0.70394
[195]	train-mlogloss:0.73863	validation-mlogloss:0.70266
[196]	train-mlogloss:0.73750	validation-mlogloss:0.70141
[197]	train-mlogloss:0.73630	validation-mlogloss:0.70005
[198]	train-mlogloss:0.73512	validation-mlogloss:0.69878
[199]	train-mlogloss:0.73402	validation-mlogloss:0.69753
[200]	train-mlogloss:0.73286	validation-mlogloss:0.69628
[201]	train-mlogloss:0.73177	validation-mlogloss:0.69513
[202]	train-mlogloss:0.73067	validation-mlogloss:0.69393
[203]	train-mlogloss:0.72962	validation-mlogloss:0.69277
[204]	train-mlogloss:0.72851	validation-mlogloss:0.69154
[205]	train-mlogloss:0.72736	validation-mlogloss:0.69020
[206]	train-mlogloss:0.72630	validation-mlogloss:0.68900
[207]	train-mlogloss:0.72523	validation-mlogloss:0.68781
[208]	train-mlogloss:0.72404	validation-mlogloss:0.68646
[209]	train-mlogloss:0.72304	validation-mlogloss:0.68535
[210]	train-mlogloss:0.72193	validation-mlogloss:0.68407
[211]	train-mlogloss:0.72087	validation-mlogloss:0.68290
[212]	train-mlogloss:0.71989	validation-mlogloss:0.68181
[213]	train-mlogloss:0.71892	validation-mlogloss:0.68066
[214]	train-mlogloss:0.71800	validation-mlogloss:0.67964
[215]	train-mlogloss:0.71701	validation-mlogloss:0.67856
[216]	train-mlogloss:0.71600	validation-mlogloss:0.67745
[217]	train-mlogloss:0.71503	validation-mlogloss:0.67632
[218]	train-mlogloss:0.71397	validation-mlogloss:0.67517
[219]	train-mlogloss:0.71301	validation-mlogloss:0.67402
[220]	train-mlogloss:0.71198	validation-mlogloss:0.67290
[221]	train-mlogloss:0.71086	validation-mlogloss:0.67163
[222]	train-mlogloss:0.70989	validation-mlogloss:0.67053
[223]	train-mlogloss:0.70892	validation-mlogloss:0.66954
[224]	train-mlogloss:0.70803	validation-mlogloss:0.66857
[225]	train-mlogloss:0.70707	validation-mlogloss:0.66752
[226]	train-mlogloss:0.70616	validation-mlogloss:0.66646
[227]	train-mlogloss:0.70524	validation-mlogloss:0.66550
[228]	train-mlogloss:0.70431	validation-mlogloss:0.66446
[229]	train-mlogloss:0.70347	validation-mlogloss:0.66356
[230]	train-mlogloss:0.70252	validation-mlogloss:0.66246
[231]	train-mlogloss:0.70171	validation-mlogloss:0.66158
[232]	train-mlogloss:0.70090	validation-mlogloss:0.66067
[233]	train-mlogloss:0.70014	validation-mlogloss:0.65979
[234]	train-mlogloss:0.69932	validation-mlogloss:0.65894
[235]	train-mlogloss:0.69846	validation-mlogloss:0.65807
[236]	train-mlogloss:0.69758	validation-mlogloss:0.65713
[237]	train-mlogloss:0.69667	validation-mlogloss:0.65619
[238]	train-mlogloss:0.69590	validation-mlogloss:0.65530
[239]	train-mlogloss:0.69513	validation-mlogloss:0.65437
[240]	train-mlogloss:0.69422	validation-mlogloss:0.65338
[241]	train-mlogloss:0.69344	validation-mlogloss:0.65253
[242]	train-mlogloss:0.69262	validation-mlogloss:0.65161
[243]	train-mlogloss:0.69187	validation-mlogloss:0.65071
[244]	train-mlogloss:0.69098	validation-mlogloss:0.64972
[245]	train-mlogloss:0.69023	validation-mlogloss:0.64885
[246]	train-mlogloss:0.68954	validation-mlogloss:0.64808
[247]	train-mlogloss:0.68878	validation-mlogloss:0.64725
[248]	train-mlogloss:0.68802	validation-mlogloss:0.64641
[249]	train-mlogloss:0.68720	validation-mlogloss:0.64548
[250]	train-mlogloss:0.68639	validation-mlogloss:0.64461
[251]	train-mlogloss:0.68562	validation-mlogloss:0.64374
[252]	train-mlogloss:0.68492	validation-mlogloss:0.64297
[253]	train-mlogloss:0.68419	validation-mlogloss:0.64211
[254]	train-mlogloss:0.68347	validation-mlogloss:0.64133
[255]	train-mlogloss:0.68275	validation-mlogloss:0.64052
[256]	train-mlogloss:0.68199	validation-mlogloss:0.63966
[257]	train-mlogloss:0.68128	validation-mlogloss:0.63891
[258]	train-mlogloss:0.68052	validation-mlogloss:0.63805
[259]	train-mlogloss:0.67987	validation-mlogloss:0.63735
[260]	train-mlogloss:0.67907	validation-mlogloss:0.63647
[261]	train-mlogloss:0.67826	validation-mlogloss:0.63560
[262]	train-mlogloss:0.67756	validation-mlogloss:0.63482
[263]	train-mlogloss:0.67691	validation-mlogloss:0.63413
[264]	train-mlogloss:0.67602	validation-mlogloss:0.63320
[265]	train-mlogloss:0.67535	validation-mlogloss:0.63248
[266]	train-mlogloss:0.67471	validation-mlogloss:0.63168
[267]	train-mlogloss:0.67409	validation-mlogloss:0.63099
[268]	train-mlogloss:0.67334	validation-mlogloss:0.63011
[269]	train-mlogloss:0.67268	validation-mlogloss:0.62935
[270]	train-mlogloss:0.67208	validation-mlogloss:0.62869
[271]	train-mlogloss:0.67151	validation-mlogloss:0.62808
[272]	train-mlogloss:0.67085	validation-mlogloss:0.62731
[273]	train-mlogloss:0.67017	validation-mlogloss:0.62662
[274]	train-mlogloss:0.66948	validation-mlogloss:0.62589
[275]	train-mlogloss:0.66886	validation-mlogloss:0.62517
[276]	train-mlogloss:0.66814	validation-mlogloss:0.62435
[277]	train-mlogloss:0.66751	validation-mlogloss:0.62363
[278]	train-mlogloss:0.66681	validation-mlogloss:0.62286
[279]	train-mlogloss:0.66614	validation-mlogloss:0.62212
[280]	train-mlogloss:0.66545	validation-mlogloss:0.62132
[281]	train-mlogloss:0.66479	validation-mlogloss:0.62062
[282]	train-mlogloss:0.66409	validation-mlogloss:0.61985
[283]	train-mlogloss:0.66347	validation-mlogloss:0.61908
[284]	train-mlogloss:0.66281	validation-mlogloss:0.61836
[285]	train-mlogloss:0.66214	validation-mlogloss:0.61765
[286]	train-mlogloss:0.66159	validation-mlogloss:0.61702
[287]	train-mlogloss:0.66093	validation-mlogloss:0.61627
[288]	train-mlogloss:0.66038	validation-mlogloss:0.61568
[289]	train-mlogloss:0.65979	validation-mlogloss:0.61506
[290]	train-mlogloss:0.65924	validation-mlogloss:0.61443
[291]	train-mlogloss:0.65867	validation-mlogloss:0.61371
[292]	train-mlogloss:0.65806	validation-mlogloss:0.61304
[293]	train-mlogloss:0.65755	validation-mlogloss:0.61248
[294]	train-mlogloss:0.65708	validation-mlogloss:0.61194
[295]	train-mlogloss:0.65648	validation-mlogloss:0.61129
[296]	train-mlogloss:0.65589	validation-mlogloss:0.61070
[297]	train-mlogloss:0.65539	validation-mlogloss:0.61008
[298]	train-mlogloss:0.65478	validation-mlogloss:0.60948
[299]	train-mlogloss:0.65420	validation-mlogloss:0.60879
[300]	train-mlogloss:0.65370	validation-mlogloss:0.60821
[301]	train-mlogloss:0.65316	validation-mlogloss:0.60766
[302]	train-mlogloss:0.65262	validation-mlogloss:0.60701
[303]	train-mlogloss:0.65207	validation-mlogloss:0.60642
[304]	train-mlogloss:0.65150	validation-mlogloss:0.60585
[305]	train-mlogloss:0.65099	validation-mlogloss:0.60527
[306]	train-mlogloss:0.65047	validation-mlogloss:0.60468
[307]	train-mlogloss:0.64995	validation-mlogloss:0.60408
[308]	train-mlogloss:0.64943	validation-mlogloss:0.60351
[309]	train-mlogloss:0.64893	validation-mlogloss:0.60296
[310]	train-mlogloss:0.64848	validation-mlogloss:0.60237
[311]	train-mlogloss:0.64791	validation-mlogloss:0.60179
[312]	train-mlogloss:0.64737	validation-mlogloss:0.60123
[313]	train-mlogloss:0.64691	validation-mlogloss:0.60070
[314]	train-mlogloss:0.64640	validation-mlogloss:0.60015
[315]	train-mlogloss:0.64600	validation-mlogloss:0.59965
[316]	train-mlogloss:0.64559	validation-mlogloss:0.59917
[317]	train-mlogloss:0.64520	validation-mlogloss:0.59872
[318]	train-mlogloss:0.64469	validation-mlogloss:0.59815
[319]	train-mlogloss:0.64417	validation-mlogloss:0.59759
[320]	train-mlogloss:0.64382	validation-mlogloss:0.59712
[321]	train-mlogloss:0.64332	validation-mlogloss:0.59654
[322]	train-mlogloss:0.64288	validation-mlogloss:0.59606
[323]	train-mlogloss:0.64244	validation-mlogloss:0.59555
[324]	train-mlogloss:0.64196	validation-mlogloss:0.59503
[325]	train-mlogloss:0.64152	validation-mlogloss:0.59455
[326]	train-mlogloss:0.64105	validation-mlogloss:0.59405
[327]	train-mlogloss:0.64063	validation-mlogloss:0.59357
[328]	train-mlogloss:0.64023	validation-mlogloss:0.59313
[329]	train-mlogloss:0.63972	validation-mlogloss:0.59254
[330]	train-mlogloss:0.63930	validation-mlogloss:0.59204
[331]	train-mlogloss:0.63891	validation-mlogloss:0.59159
[332]	train-mlogloss:0.63846	validation-mlogloss:0.59112
[333]	train-mlogloss:0.63808	validation-mlogloss:0.59071
[334]	train-mlogloss:0.63763	validation-mlogloss:0.59020
[335]	train-mlogloss:0.63720	validation-mlogloss:0.58969
[336]	train-mlogloss:0.63678	validation-mlogloss:0.58920
[337]	train-mlogloss:0.63636	validation-mlogloss:0.58870
[338]	train-mlogloss:0.63598	validation-mlogloss:0.58827
[339]	train-mlogloss:0.63561	validation-mlogloss:0.58784
[340]	train-mlogloss:0.63519	validation-mlogloss:0.58734
[341]	train-mlogloss:0.63475	validation-mlogloss:0.58683
[342]	train-mlogloss:0.63433	validation-mlogloss:0.58633
[343]	train-mlogloss:0.63393	validation-mlogloss:0.58590
[344]	train-mlogloss:0.63357	validation-mlogloss:0.58550
[345]	train-mlogloss:0.63315	validation-mlogloss:0.58508
[346]	train-mlogloss:0.63281	validation-mlogloss:0.58469
[347]	train-mlogloss:0.63243	validation-mlogloss:0.58424
[348]	train-mlogloss:0.63206	validation-mlogloss:0.58384
[349]	train-mlogloss:0.63169	validation-mlogloss:0.58341
[350]	train-mlogloss:0.63133	validation-mlogloss:0.58300
[351]	train-mlogloss:0.63099	validation-mlogloss:0.58261
[352]	train-mlogloss:0.63062	validation-mlogloss:0.58220
[353]	train-mlogloss:0.63021	validation-mlogloss:0.58171
[354]	train-mlogloss:0.62988	validation-mlogloss:0.58135
[355]	train-mlogloss:0.62953	validation-mlogloss:0.58097
[356]	train-mlogloss:0.62916	validation-mlogloss:0.58052
[357]	train-mlogloss:0.62885	validation-mlogloss:0.58015
[358]	train-mlogloss:0.62852	validation-mlogloss:0.57974
[359]	train-mlogloss:0.62815	validation-mlogloss:0.57930
[360]	train-mlogloss:0.62781	validation-mlogloss:0.57891
[361]	train-mlogloss:0.62742	validation-mlogloss:0.57850
[362]	train-mlogloss:0.62709	validation-mlogloss:0.57814
[363]	train-mlogloss:0.62673	validation-mlogloss:0.57768
[364]	train-mlogloss:0.62640	validation-mlogloss:0.57729
[365]	train-mlogloss:0.62606	validation-mlogloss:0.57691
[366]	train-mlogloss:0.62573	validation-mlogloss:0.57655
[367]	train-mlogloss:0.62541	validation-mlogloss:0.57617
[368]	train-mlogloss:0.62507	validation-mlogloss:0.57575
[369]	train-mlogloss:0.62474	validation-mlogloss:0.57543
[370]	train-mlogloss:0.62438	validation-mlogloss:0.57501
[371]	train-mlogloss:0.62409	validation-mlogloss:0.57466
[372]	train-mlogloss:0.62371	validation-mlogloss:0.57424
[373]	train-mlogloss:0.62341	validation-mlogloss:0.57388
[374]	train-mlogloss:0.62305	validation-mlogloss:0.57345
[375]	train-mlogloss:0.62276	validation-mlogloss:0.57311
[376]	train-mlogloss:0.62249	validation-mlogloss:0.57277
[377]	train-mlogloss:0.62216	validation-mlogloss:0.57241
[378]	train-mlogloss:0.62189	validation-mlogloss:0.57211
[379]	train-mlogloss:0.62158	validation-mlogloss:0.57178
[380]	train-mlogloss:0.62128	validation-mlogloss:0.57143
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.39 [%]
Global accuracy score (test) = 77.33 [%]
Global F1 score (train) = 75.63 [%]
Global F1 score (test) = 78.16 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.65      0.62       350
MODERATE-INTENSITY       0.60      0.60      0.60       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.99      0.90      0.94       322

          accuracy                           0.77      1372
         macro avg       0.79      0.78      0.78      1372
      weighted avg       0.79      0.77      0.78      1372


Accuracy capturado en la ejecución 5: 77.33 [%]
F1-score capturado en la ejecución 5: 78.16 [%]

=== EJECUCIÓN 6 ===

--- TRAIN (ejecución 6) ---

--- TEST (ejecución 6) ---
2025-11-06 16:26:33.265159: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:26:33.276705: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442793.289717 1479087 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442793.293659 1479087 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442793.303388 1479087 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442793.303409 1479087 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442793.303411 1479087 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442793.303412 1479087 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:26:33.306504: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37819	validation-mlogloss:1.37780
[1]	train-mlogloss:1.37022	validation-mlogloss:1.36952
[2]	train-mlogloss:1.36232	validation-mlogloss:1.36120
[3]	train-mlogloss:1.35461	validation-mlogloss:1.35322
[4]	train-mlogloss:1.34689	validation-mlogloss:1.34507
[5]	train-mlogloss:1.33938	validation-mlogloss:1.33730
[6]	train-mlogloss:1.33192	validation-mlogloss:1.32951
[7]	train-mlogloss:1.32458	validation-mlogloss:1.32193
[8]	train-mlogloss:1.31740	validation-mlogloss:1.31438
[9]	train-mlogloss:1.31020	validation-mlogloss:1.30680
[10]	train-mlogloss:1.30328	validation-mlogloss:1.29961
[11]	train-mlogloss:1.29625	validation-mlogloss:1.29225
[12]	train-mlogloss:1.28942	validation-mlogloss:1.28516
[13]	train-mlogloss:1.28280	validation-mlogloss:1.27822
[14]	train-mlogloss:1.27606	validation-mlogloss:1.27123
[15]	train-mlogloss:1.26955	validation-mlogloss:1.26441
[16]	train-mlogloss:1.26303	validation-mlogloss:1.25764
[17]	train-mlogloss:1.25665	validation-mlogloss:1.25105
[18]	train-mlogloss:1.25030	validation-mlogloss:1.24448
[19]	train-mlogloss:1.24406	validation-mlogloss:1.23784
[20]	train-mlogloss:1.23781	validation-mlogloss:1.23139
[21]	train-mlogloss:1.23167	validation-mlogloss:1.22490
[22]	train-mlogloss:1.22560	validation-mlogloss:1.21854
[23]	train-mlogloss:1.21960	validation-mlogloss:1.21226
[24]	train-mlogloss:1.21373	validation-mlogloss:1.20616
[25]	train-mlogloss:1.20787	validation-mlogloss:1.20000
[26]	train-mlogloss:1.20203	validation-mlogloss:1.19379
[27]	train-mlogloss:1.19635	validation-mlogloss:1.18783
[28]	train-mlogloss:1.19074	validation-mlogloss:1.18185
[29]	train-mlogloss:1.18516	validation-mlogloss:1.17598
[30]	train-mlogloss:1.17962	validation-mlogloss:1.17008
[31]	train-mlogloss:1.17403	validation-mlogloss:1.16430
[32]	train-mlogloss:1.16873	validation-mlogloss:1.15876
[33]	train-mlogloss:1.16338	validation-mlogloss:1.15326
[34]	train-mlogloss:1.15794	validation-mlogloss:1.14767
[35]	train-mlogloss:1.15272	validation-mlogloss:1.14213
[36]	train-mlogloss:1.14766	validation-mlogloss:1.13684
[37]	train-mlogloss:1.14259	validation-mlogloss:1.13145
[38]	train-mlogloss:1.13756	validation-mlogloss:1.12609
[39]	train-mlogloss:1.13262	validation-mlogloss:1.12086
[40]	train-mlogloss:1.12757	validation-mlogloss:1.11570
[41]	train-mlogloss:1.12272	validation-mlogloss:1.11058
[42]	train-mlogloss:1.11801	validation-mlogloss:1.10557
[43]	train-mlogloss:1.11327	validation-mlogloss:1.10048
[44]	train-mlogloss:1.10854	validation-mlogloss:1.09551
[45]	train-mlogloss:1.10375	validation-mlogloss:1.09046
[46]	train-mlogloss:1.09911	validation-mlogloss:1.08573
[47]	train-mlogloss:1.09453	validation-mlogloss:1.08108
[48]	train-mlogloss:1.09001	validation-mlogloss:1.07637
[49]	train-mlogloss:1.08549	validation-mlogloss:1.07180
[50]	train-mlogloss:1.08099	validation-mlogloss:1.06714
[51]	train-mlogloss:1.07682	validation-mlogloss:1.06271
[52]	train-mlogloss:1.07252	validation-mlogloss:1.05826
[53]	train-mlogloss:1.06822	validation-mlogloss:1.05382
[54]	train-mlogloss:1.06394	validation-mlogloss:1.04936
[55]	train-mlogloss:1.05967	validation-mlogloss:1.04495
[56]	train-mlogloss:1.05540	validation-mlogloss:1.04055
[57]	train-mlogloss:1.05136	validation-mlogloss:1.03643
[58]	train-mlogloss:1.04737	validation-mlogloss:1.03214
[59]	train-mlogloss:1.04326	validation-mlogloss:1.02789
[60]	train-mlogloss:1.03925	validation-mlogloss:1.02374
[61]	train-mlogloss:1.03528	validation-mlogloss:1.01956
[62]	train-mlogloss:1.03136	validation-mlogloss:1.01543
[63]	train-mlogloss:1.02747	validation-mlogloss:1.01128
[64]	train-mlogloss:1.02360	validation-mlogloss:1.00721
[65]	train-mlogloss:1.01980	validation-mlogloss:1.00319
[66]	train-mlogloss:1.01612	validation-mlogloss:0.99935
[67]	train-mlogloss:1.01244	validation-mlogloss:0.99551
[68]	train-mlogloss:1.00874	validation-mlogloss:0.99169
[69]	train-mlogloss:1.00522	validation-mlogloss:0.98806
[70]	train-mlogloss:1.00180	validation-mlogloss:0.98451
[71]	train-mlogloss:0.99824	validation-mlogloss:0.98077
[72]	train-mlogloss:0.99471	validation-mlogloss:0.97710
[73]	train-mlogloss:0.99127	validation-mlogloss:0.97348
[74]	train-mlogloss:0.98785	validation-mlogloss:0.96989
[75]	train-mlogloss:0.98442	validation-mlogloss:0.96630
[76]	train-mlogloss:0.98117	validation-mlogloss:0.96288
[77]	train-mlogloss:0.97770	validation-mlogloss:0.95916
[78]	train-mlogloss:0.97441	validation-mlogloss:0.95561
[79]	train-mlogloss:0.97114	validation-mlogloss:0.95221
[80]	train-mlogloss:0.96797	validation-mlogloss:0.94880
[81]	train-mlogloss:0.96469	validation-mlogloss:0.94538
[82]	train-mlogloss:0.96146	validation-mlogloss:0.94199
[83]	train-mlogloss:0.95838	validation-mlogloss:0.93878
[84]	train-mlogloss:0.95518	validation-mlogloss:0.93537
[85]	train-mlogloss:0.95211	validation-mlogloss:0.93220
[86]	train-mlogloss:0.94907	validation-mlogloss:0.92906
[87]	train-mlogloss:0.94610	validation-mlogloss:0.92592
[88]	train-mlogloss:0.94317	validation-mlogloss:0.92285
[89]	train-mlogloss:0.94023	validation-mlogloss:0.91974
[90]	train-mlogloss:0.93714	validation-mlogloss:0.91643
[91]	train-mlogloss:0.93428	validation-mlogloss:0.91343
[92]	train-mlogloss:0.93143	validation-mlogloss:0.91048
[93]	train-mlogloss:0.92852	validation-mlogloss:0.90740
[94]	train-mlogloss:0.92561	validation-mlogloss:0.90422
[95]	train-mlogloss:0.92282	validation-mlogloss:0.90124
[96]	train-mlogloss:0.92014	validation-mlogloss:0.89838
[97]	train-mlogloss:0.91743	validation-mlogloss:0.89561
[98]	train-mlogloss:0.91475	validation-mlogloss:0.89279
[99]	train-mlogloss:0.91221	validation-mlogloss:0.89009
[100]	train-mlogloss:0.90956	validation-mlogloss:0.88737
[101]	train-mlogloss:0.90694	validation-mlogloss:0.88455
[102]	train-mlogloss:0.90431	validation-mlogloss:0.88172
[103]	train-mlogloss:0.90177	validation-mlogloss:0.87906
[104]	train-mlogloss:0.89924	validation-mlogloss:0.87638
[105]	train-mlogloss:0.89662	validation-mlogloss:0.87355
[106]	train-mlogloss:0.89407	validation-mlogloss:0.87080
[107]	train-mlogloss:0.89154	validation-mlogloss:0.86809
[108]	train-mlogloss:0.88899	validation-mlogloss:0.86533
[109]	train-mlogloss:0.88661	validation-mlogloss:0.86283
[110]	train-mlogloss:0.88427	validation-mlogloss:0.86039
[111]	train-mlogloss:0.88182	validation-mlogloss:0.85782
[112]	train-mlogloss:0.87943	validation-mlogloss:0.85527
[113]	train-mlogloss:0.87704	validation-mlogloss:0.85265
[114]	train-mlogloss:0.87473	validation-mlogloss:0.85019
[115]	train-mlogloss:0.87243	validation-mlogloss:0.84773
[116]	train-mlogloss:0.87020	validation-mlogloss:0.84536
[117]	train-mlogloss:0.86787	validation-mlogloss:0.84284
[118]	train-mlogloss:0.86561	validation-mlogloss:0.84050
[119]	train-mlogloss:0.86331	validation-mlogloss:0.83794
[120]	train-mlogloss:0.86100	validation-mlogloss:0.83539
[121]	train-mlogloss:0.85879	validation-mlogloss:0.83302
[122]	train-mlogloss:0.85666	validation-mlogloss:0.83074
[123]	train-mlogloss:0.85455	validation-mlogloss:0.82848
[124]	train-mlogloss:0.85249	validation-mlogloss:0.82626
[125]	train-mlogloss:0.85030	validation-mlogloss:0.82389
[126]	train-mlogloss:0.84813	validation-mlogloss:0.82163
[127]	train-mlogloss:0.84605	validation-mlogloss:0.81936
[128]	train-mlogloss:0.84402	validation-mlogloss:0.81717
[129]	train-mlogloss:0.84202	validation-mlogloss:0.81502
[130]	train-mlogloss:0.84002	validation-mlogloss:0.81282
[131]	train-mlogloss:0.83807	validation-mlogloss:0.81076
[132]	train-mlogloss:0.83609	validation-mlogloss:0.80860
[133]	train-mlogloss:0.83409	validation-mlogloss:0.80640
[134]	train-mlogloss:0.83215	validation-mlogloss:0.80431
[135]	train-mlogloss:0.83026	validation-mlogloss:0.80226
[136]	train-mlogloss:0.82839	validation-mlogloss:0.80024
[137]	train-mlogloss:0.82654	validation-mlogloss:0.79820
[138]	train-mlogloss:0.82465	validation-mlogloss:0.79616
[139]	train-mlogloss:0.82270	validation-mlogloss:0.79400
[140]	train-mlogloss:0.82081	validation-mlogloss:0.79191
[141]	train-mlogloss:0.81905	validation-mlogloss:0.79001
[142]	train-mlogloss:0.81731	validation-mlogloss:0.78810
[143]	train-mlogloss:0.81546	validation-mlogloss:0.78606
[144]	train-mlogloss:0.81364	validation-mlogloss:0.78412
[145]	train-mlogloss:0.81180	validation-mlogloss:0.78208
[146]	train-mlogloss:0.81008	validation-mlogloss:0.78021
[147]	train-mlogloss:0.80836	validation-mlogloss:0.77831
[148]	train-mlogloss:0.80660	validation-mlogloss:0.77643
[149]	train-mlogloss:0.80484	validation-mlogloss:0.77454
[150]	train-mlogloss:0.80317	validation-mlogloss:0.77272
[151]	train-mlogloss:0.80151	validation-mlogloss:0.77095
[152]	train-mlogloss:0.79980	validation-mlogloss:0.76897
[153]	train-mlogloss:0.79811	validation-mlogloss:0.76712
[154]	train-mlogloss:0.79638	validation-mlogloss:0.76523
[155]	train-mlogloss:0.79485	validation-mlogloss:0.76351
[156]	train-mlogloss:0.79323	validation-mlogloss:0.76176
[157]	train-mlogloss:0.79151	validation-mlogloss:0.75994
[158]	train-mlogloss:0.78984	validation-mlogloss:0.75809
[159]	train-mlogloss:0.78821	validation-mlogloss:0.75631
[160]	train-mlogloss:0.78656	validation-mlogloss:0.75447
[161]	train-mlogloss:0.78504	validation-mlogloss:0.75278
[162]	train-mlogloss:0.78344	validation-mlogloss:0.75103
[163]	train-mlogloss:0.78205	validation-mlogloss:0.74955
[164]	train-mlogloss:0.78060	validation-mlogloss:0.74803
[165]	train-mlogloss:0.77919	validation-mlogloss:0.74645
[166]	train-mlogloss:0.77781	validation-mlogloss:0.74497
[167]	train-mlogloss:0.77626	validation-mlogloss:0.74325
[168]	train-mlogloss:0.77475	validation-mlogloss:0.74162
[169]	train-mlogloss:0.77334	validation-mlogloss:0.74005
[170]	train-mlogloss:0.77193	validation-mlogloss:0.73852
[171]	train-mlogloss:0.77052	validation-mlogloss:0.73690
[172]	train-mlogloss:0.76910	validation-mlogloss:0.73533
[173]	train-mlogloss:0.76760	validation-mlogloss:0.73365
[174]	train-mlogloss:0.76611	validation-mlogloss:0.73192
[175]	train-mlogloss:0.76469	validation-mlogloss:0.73035
[176]	train-mlogloss:0.76326	validation-mlogloss:0.72867
[177]	train-mlogloss:0.76183	validation-mlogloss:0.72712
[178]	train-mlogloss:0.76043	validation-mlogloss:0.72553
[179]	train-mlogloss:0.75910	validation-mlogloss:0.72399
[180]	train-mlogloss:0.75779	validation-mlogloss:0.72250
[181]	train-mlogloss:0.75644	validation-mlogloss:0.72108
[182]	train-mlogloss:0.75520	validation-mlogloss:0.71961
[183]	train-mlogloss:0.75400	validation-mlogloss:0.71824
[184]	train-mlogloss:0.75270	validation-mlogloss:0.71683
[185]	train-mlogloss:0.75133	validation-mlogloss:0.71530
[186]	train-mlogloss:0.75002	validation-mlogloss:0.71378
[187]	train-mlogloss:0.74875	validation-mlogloss:0.71238
[188]	train-mlogloss:0.74758	validation-mlogloss:0.71114
[189]	train-mlogloss:0.74643	validation-mlogloss:0.70988
[190]	train-mlogloss:0.74529	validation-mlogloss:0.70867
[191]	train-mlogloss:0.74403	validation-mlogloss:0.70725
[192]	train-mlogloss:0.74292	validation-mlogloss:0.70609
[193]	train-mlogloss:0.74167	validation-mlogloss:0.70475
[194]	train-mlogloss:0.74051	validation-mlogloss:0.70342
[195]	train-mlogloss:0.73940	validation-mlogloss:0.70214
[196]	train-mlogloss:0.73822	validation-mlogloss:0.70081
[197]	train-mlogloss:0.73700	validation-mlogloss:0.69947
[198]	train-mlogloss:0.73591	validation-mlogloss:0.69822
[199]	train-mlogloss:0.73469	validation-mlogloss:0.69680
[200]	train-mlogloss:0.73354	validation-mlogloss:0.69547
[201]	train-mlogloss:0.73247	validation-mlogloss:0.69424
[202]	train-mlogloss:0.73126	validation-mlogloss:0.69291
[203]	train-mlogloss:0.73011	validation-mlogloss:0.69159
[204]	train-mlogloss:0.72899	validation-mlogloss:0.69038
[205]	train-mlogloss:0.72787	validation-mlogloss:0.68911
[206]	train-mlogloss:0.72677	validation-mlogloss:0.68790
[207]	train-mlogloss:0.72564	validation-mlogloss:0.68665
[208]	train-mlogloss:0.72453	validation-mlogloss:0.68543
[209]	train-mlogloss:0.72342	validation-mlogloss:0.68421
[210]	train-mlogloss:0.72240	validation-mlogloss:0.68302
[211]	train-mlogloss:0.72127	validation-mlogloss:0.68179
[212]	train-mlogloss:0.72021	validation-mlogloss:0.68057
[213]	train-mlogloss:0.71916	validation-mlogloss:0.67937
[214]	train-mlogloss:0.71803	validation-mlogloss:0.67815
[215]	train-mlogloss:0.71706	validation-mlogloss:0.67704
[216]	train-mlogloss:0.71608	validation-mlogloss:0.67593
[217]	train-mlogloss:0.71511	validation-mlogloss:0.67482
[218]	train-mlogloss:0.71421	validation-mlogloss:0.67388
[219]	train-mlogloss:0.71320	validation-mlogloss:0.67270
[220]	train-mlogloss:0.71231	validation-mlogloss:0.67168
[221]	train-mlogloss:0.71138	validation-mlogloss:0.67066
[222]	train-mlogloss:0.71040	validation-mlogloss:0.66960
[223]	train-mlogloss:0.70955	validation-mlogloss:0.66862
[224]	train-mlogloss:0.70858	validation-mlogloss:0.66752
[225]	train-mlogloss:0.70761	validation-mlogloss:0.66646
[226]	train-mlogloss:0.70671	validation-mlogloss:0.66548
[227]	train-mlogloss:0.70579	validation-mlogloss:0.66447
[228]	train-mlogloss:0.70478	validation-mlogloss:0.66338
[229]	train-mlogloss:0.70387	validation-mlogloss:0.66239
[230]	train-mlogloss:0.70286	validation-mlogloss:0.66129
[231]	train-mlogloss:0.70201	validation-mlogloss:0.66035
[232]	train-mlogloss:0.70121	validation-mlogloss:0.65948
[233]	train-mlogloss:0.70021	validation-mlogloss:0.65833
[234]	train-mlogloss:0.69930	validation-mlogloss:0.65727
[235]	train-mlogloss:0.69845	validation-mlogloss:0.65629
[236]	train-mlogloss:0.69750	validation-mlogloss:0.65520
[237]	train-mlogloss:0.69672	validation-mlogloss:0.65428
[238]	train-mlogloss:0.69589	validation-mlogloss:0.65333
[239]	train-mlogloss:0.69507	validation-mlogloss:0.65242
[240]	train-mlogloss:0.69422	validation-mlogloss:0.65154
[241]	train-mlogloss:0.69336	validation-mlogloss:0.65059
[242]	train-mlogloss:0.69260	validation-mlogloss:0.64974
[243]	train-mlogloss:0.69184	validation-mlogloss:0.64887
[244]	train-mlogloss:0.69114	validation-mlogloss:0.64809
[245]	train-mlogloss:0.69048	validation-mlogloss:0.64736
[246]	train-mlogloss:0.68967	validation-mlogloss:0.64640
[247]	train-mlogloss:0.68895	validation-mlogloss:0.64566
[248]	train-mlogloss:0.68809	validation-mlogloss:0.64467
[249]	train-mlogloss:0.68739	validation-mlogloss:0.64392
[250]	train-mlogloss:0.68669	validation-mlogloss:0.64312
[251]	train-mlogloss:0.68581	validation-mlogloss:0.64214
[252]	train-mlogloss:0.68507	validation-mlogloss:0.64135
[253]	train-mlogloss:0.68437	validation-mlogloss:0.64061
[254]	train-mlogloss:0.68367	validation-mlogloss:0.63978
[255]	train-mlogloss:0.68300	validation-mlogloss:0.63900
[256]	train-mlogloss:0.68221	validation-mlogloss:0.63810
[257]	train-mlogloss:0.68150	validation-mlogloss:0.63730
[258]	train-mlogloss:0.68077	validation-mlogloss:0.63646
[259]	train-mlogloss:0.68002	validation-mlogloss:0.63565
[260]	train-mlogloss:0.67929	validation-mlogloss:0.63480
[261]	train-mlogloss:0.67857	validation-mlogloss:0.63402
[262]	train-mlogloss:0.67785	validation-mlogloss:0.63322
[263]	train-mlogloss:0.67722	validation-mlogloss:0.63252
[264]	train-mlogloss:0.67642	validation-mlogloss:0.63165
[265]	train-mlogloss:0.67572	validation-mlogloss:0.63088
[266]	train-mlogloss:0.67504	validation-mlogloss:0.63012
[267]	train-mlogloss:0.67437	validation-mlogloss:0.62938
[268]	train-mlogloss:0.67368	validation-mlogloss:0.62859
[269]	train-mlogloss:0.67304	validation-mlogloss:0.62784
[270]	train-mlogloss:0.67235	validation-mlogloss:0.62705
[271]	train-mlogloss:0.67172	validation-mlogloss:0.62625
[272]	train-mlogloss:0.67102	validation-mlogloss:0.62545
[273]	train-mlogloss:0.67031	validation-mlogloss:0.62461
[274]	train-mlogloss:0.66961	validation-mlogloss:0.62379
[275]	train-mlogloss:0.66894	validation-mlogloss:0.62306
[276]	train-mlogloss:0.66839	validation-mlogloss:0.62241
[277]	train-mlogloss:0.66773	validation-mlogloss:0.62162
[278]	train-mlogloss:0.66709	validation-mlogloss:0.62088
[279]	train-mlogloss:0.66641	validation-mlogloss:0.62010
[280]	train-mlogloss:0.66581	validation-mlogloss:0.61939
[281]	train-mlogloss:0.66527	validation-mlogloss:0.61872
[282]	train-mlogloss:0.66462	validation-mlogloss:0.61794
[283]	train-mlogloss:0.66398	validation-mlogloss:0.61725
[284]	train-mlogloss:0.66340	validation-mlogloss:0.61652
[285]	train-mlogloss:0.66277	validation-mlogloss:0.61581
[286]	train-mlogloss:0.66224	validation-mlogloss:0.61517
[287]	train-mlogloss:0.66167	validation-mlogloss:0.61447
[288]	train-mlogloss:0.66096	validation-mlogloss:0.61368
[289]	train-mlogloss:0.66030	validation-mlogloss:0.61298
[290]	train-mlogloss:0.65964	validation-mlogloss:0.61220
[291]	train-mlogloss:0.65909	validation-mlogloss:0.61162
[292]	train-mlogloss:0.65848	validation-mlogloss:0.61096
[293]	train-mlogloss:0.65786	validation-mlogloss:0.61023
[294]	train-mlogloss:0.65730	validation-mlogloss:0.60958
[295]	train-mlogloss:0.65678	validation-mlogloss:0.60896
[296]	train-mlogloss:0.65626	validation-mlogloss:0.60835
[297]	train-mlogloss:0.65572	validation-mlogloss:0.60774
[298]	train-mlogloss:0.65518	validation-mlogloss:0.60709
[299]	train-mlogloss:0.65465	validation-mlogloss:0.60645
[300]	train-mlogloss:0.65413	validation-mlogloss:0.60591
[301]	train-mlogloss:0.65355	validation-mlogloss:0.60528
[302]	train-mlogloss:0.65303	validation-mlogloss:0.60469
[303]	train-mlogloss:0.65245	validation-mlogloss:0.60404
[304]	train-mlogloss:0.65184	validation-mlogloss:0.60334
[305]	train-mlogloss:0.65133	validation-mlogloss:0.60273
[306]	train-mlogloss:0.65080	validation-mlogloss:0.60215
[307]	train-mlogloss:0.65033	validation-mlogloss:0.60156
[308]	train-mlogloss:0.64980	validation-mlogloss:0.60097
[309]	train-mlogloss:0.64922	validation-mlogloss:0.60034
[310]	train-mlogloss:0.64870	validation-mlogloss:0.59972
[311]	train-mlogloss:0.64818	validation-mlogloss:0.59909
[312]	train-mlogloss:0.64768	validation-mlogloss:0.59854
[313]	train-mlogloss:0.64718	validation-mlogloss:0.59793
[314]	train-mlogloss:0.64671	validation-mlogloss:0.59738
[315]	train-mlogloss:0.64618	validation-mlogloss:0.59675
[316]	train-mlogloss:0.64570	validation-mlogloss:0.59619
[317]	train-mlogloss:0.64515	validation-mlogloss:0.59558
[318]	train-mlogloss:0.64465	validation-mlogloss:0.59499
[319]	train-mlogloss:0.64415	validation-mlogloss:0.59442
[320]	train-mlogloss:0.64371	validation-mlogloss:0.59387
[321]	train-mlogloss:0.64333	validation-mlogloss:0.59344
[322]	train-mlogloss:0.64285	validation-mlogloss:0.59287
[323]	train-mlogloss:0.64240	validation-mlogloss:0.59233
[324]	train-mlogloss:0.64193	validation-mlogloss:0.59181
[325]	train-mlogloss:0.64155	validation-mlogloss:0.59134
[326]	train-mlogloss:0.64117	validation-mlogloss:0.59093
[327]	train-mlogloss:0.64066	validation-mlogloss:0.59044
[328]	train-mlogloss:0.64022	validation-mlogloss:0.58990
[329]	train-mlogloss:0.63975	validation-mlogloss:0.58934
[330]	train-mlogloss:0.63933	validation-mlogloss:0.58886
[331]	train-mlogloss:0.63893	validation-mlogloss:0.58839
[332]	train-mlogloss:0.63850	validation-mlogloss:0.58790
[333]	train-mlogloss:0.63807	validation-mlogloss:0.58744
[334]	train-mlogloss:0.63763	validation-mlogloss:0.58694
[335]	train-mlogloss:0.63724	validation-mlogloss:0.58646
[336]	train-mlogloss:0.63682	validation-mlogloss:0.58597
[337]	train-mlogloss:0.63643	validation-mlogloss:0.58554
[338]	train-mlogloss:0.63595	validation-mlogloss:0.58497
[339]	train-mlogloss:0.63553	validation-mlogloss:0.58451
[340]	train-mlogloss:0.63521	validation-mlogloss:0.58409
[341]	train-mlogloss:0.63477	validation-mlogloss:0.58357
[342]	train-mlogloss:0.63444	validation-mlogloss:0.58318
[343]	train-mlogloss:0.63407	validation-mlogloss:0.58276
[344]	train-mlogloss:0.63361	validation-mlogloss:0.58225
[345]	train-mlogloss:0.63323	validation-mlogloss:0.58179
[346]	train-mlogloss:0.63282	validation-mlogloss:0.58135
[347]	train-mlogloss:0.63236	validation-mlogloss:0.58084
[348]	train-mlogloss:0.63196	validation-mlogloss:0.58039
[349]	train-mlogloss:0.63161	validation-mlogloss:0.57998
[350]	train-mlogloss:0.63126	validation-mlogloss:0.57957
[351]	train-mlogloss:0.63085	validation-mlogloss:0.57903
[352]	train-mlogloss:0.63042	validation-mlogloss:0.57856
[353]	train-mlogloss:0.63006	validation-mlogloss:0.57817
[354]	train-mlogloss:0.62975	validation-mlogloss:0.57777
[355]	train-mlogloss:0.62944	validation-mlogloss:0.57743
[356]	train-mlogloss:0.62907	validation-mlogloss:0.57699
[357]	train-mlogloss:0.62868	validation-mlogloss:0.57655
[358]	train-mlogloss:0.62837	validation-mlogloss:0.57621
[359]	train-mlogloss:0.62807	validation-mlogloss:0.57578
[360]	train-mlogloss:0.62770	validation-mlogloss:0.57536
[361]	train-mlogloss:0.62729	validation-mlogloss:0.57491
[362]	train-mlogloss:0.62694	validation-mlogloss:0.57449
[363]	train-mlogloss:0.62650	validation-mlogloss:0.57400
[364]	train-mlogloss:0.62615	validation-mlogloss:0.57360
[365]	train-mlogloss:0.62578	validation-mlogloss:0.57316
[366]	train-mlogloss:0.62541	validation-mlogloss:0.57272
[367]	train-mlogloss:0.62506	validation-mlogloss:0.57235
[368]	train-mlogloss:0.62473	validation-mlogloss:0.57196
[369]	train-mlogloss:0.62438	validation-mlogloss:0.57157
[370]	train-mlogloss:0.62406	validation-mlogloss:0.57119
[371]	train-mlogloss:0.62382	validation-mlogloss:0.57090
[372]	train-mlogloss:0.62355	validation-mlogloss:0.57057
[373]	train-mlogloss:0.62320	validation-mlogloss:0.57018
[374]	train-mlogloss:0.62280	validation-mlogloss:0.56981
[375]	train-mlogloss:0.62250	validation-mlogloss:0.56942
[376]	train-mlogloss:0.62211	validation-mlogloss:0.56897
[377]	train-mlogloss:0.62182	validation-mlogloss:0.56867
[378]	train-mlogloss:0.62149	validation-mlogloss:0.56831
[379]	train-mlogloss:0.62120	validation-mlogloss:0.56795
[380]	train-mlogloss:0.62093	validation-mlogloss:0.56759
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 1 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.95 [%]
Global accuracy score (test) = 77.77 [%]
Global F1 score (train) = 75.07 [%]
Global F1 score (test) = 78.49 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.67      0.63       350
MODERATE-INTENSITY       0.62      0.61      0.61       350
         SEDENTARY       0.99      0.94      0.96       350
VIGOROUS-INTENSITY       0.96      0.90      0.93       322

          accuracy                           0.78      1372
         macro avg       0.79      0.78      0.78      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 6: 77.77 [%]
F1-score capturado en la ejecución 6: 78.49 [%]

=== EJECUCIÓN 7 ===

--- TRAIN (ejecución 7) ---

--- TEST (ejecución 7) ---
2025-11-06 16:26:44.322819: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:26:44.334165: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442804.347544 1479364 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442804.351664 1479364 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442804.361926 1479364 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442804.361947 1479364 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442804.361949 1479364 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442804.361950 1479364 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:26:44.365199: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37818	validation-mlogloss:1.37797
[1]	train-mlogloss:1.37019	validation-mlogloss:1.36968
[2]	train-mlogloss:1.36225	validation-mlogloss:1.36144
[3]	train-mlogloss:1.35448	validation-mlogloss:1.35339
[4]	train-mlogloss:1.34680	validation-mlogloss:1.34533
[5]	train-mlogloss:1.33917	validation-mlogloss:1.33747
[6]	train-mlogloss:1.33163	validation-mlogloss:1.32960
[7]	train-mlogloss:1.32427	validation-mlogloss:1.32213
[8]	train-mlogloss:1.31701	validation-mlogloss:1.31464
[9]	train-mlogloss:1.30990	validation-mlogloss:1.30717
[10]	train-mlogloss:1.30290	validation-mlogloss:1.30002
[11]	train-mlogloss:1.29602	validation-mlogloss:1.29281
[12]	train-mlogloss:1.28922	validation-mlogloss:1.28581
[13]	train-mlogloss:1.28237	validation-mlogloss:1.27868
[14]	train-mlogloss:1.27576	validation-mlogloss:1.27175
[15]	train-mlogloss:1.26916	validation-mlogloss:1.26485
[16]	train-mlogloss:1.26262	validation-mlogloss:1.25793
[17]	train-mlogloss:1.25621	validation-mlogloss:1.25130
[18]	train-mlogloss:1.24979	validation-mlogloss:1.24470
[19]	train-mlogloss:1.24351	validation-mlogloss:1.23829
[20]	train-mlogloss:1.23732	validation-mlogloss:1.23199
[21]	train-mlogloss:1.23117	validation-mlogloss:1.22553
[22]	train-mlogloss:1.22515	validation-mlogloss:1.21922
[23]	train-mlogloss:1.21914	validation-mlogloss:1.21294
[24]	train-mlogloss:1.21327	validation-mlogloss:1.20681
[25]	train-mlogloss:1.20743	validation-mlogloss:1.20077
[26]	train-mlogloss:1.20178	validation-mlogloss:1.19484
[27]	train-mlogloss:1.19609	validation-mlogloss:1.18895
[28]	train-mlogloss:1.19046	validation-mlogloss:1.18314
[29]	train-mlogloss:1.18496	validation-mlogloss:1.17756
[30]	train-mlogloss:1.17943	validation-mlogloss:1.17172
[31]	train-mlogloss:1.17397	validation-mlogloss:1.16585
[32]	train-mlogloss:1.16860	validation-mlogloss:1.16019
[33]	train-mlogloss:1.16338	validation-mlogloss:1.15483
[34]	train-mlogloss:1.15817	validation-mlogloss:1.14940
[35]	train-mlogloss:1.15299	validation-mlogloss:1.14392
[36]	train-mlogloss:1.14793	validation-mlogloss:1.13852
[37]	train-mlogloss:1.14291	validation-mlogloss:1.13332
[38]	train-mlogloss:1.13800	validation-mlogloss:1.12814
[39]	train-mlogloss:1.13311	validation-mlogloss:1.12301
[40]	train-mlogloss:1.12831	validation-mlogloss:1.11803
[41]	train-mlogloss:1.12358	validation-mlogloss:1.11318
[42]	train-mlogloss:1.11876	validation-mlogloss:1.10833
[43]	train-mlogloss:1.11391	validation-mlogloss:1.10350
[44]	train-mlogloss:1.10932	validation-mlogloss:1.09873
[45]	train-mlogloss:1.10474	validation-mlogloss:1.09385
[46]	train-mlogloss:1.10005	validation-mlogloss:1.08896
[47]	train-mlogloss:1.09552	validation-mlogloss:1.08420
[48]	train-mlogloss:1.09108	validation-mlogloss:1.07957
[49]	train-mlogloss:1.08654	validation-mlogloss:1.07481
[50]	train-mlogloss:1.08223	validation-mlogloss:1.07027
[51]	train-mlogloss:1.07789	validation-mlogloss:1.06573
[52]	train-mlogloss:1.07365	validation-mlogloss:1.06118
[53]	train-mlogloss:1.06922	validation-mlogloss:1.05660
[54]	train-mlogloss:1.06495	validation-mlogloss:1.05221
[55]	train-mlogloss:1.06082	validation-mlogloss:1.04775
[56]	train-mlogloss:1.05662	validation-mlogloss:1.04342
[57]	train-mlogloss:1.05241	validation-mlogloss:1.03908
[58]	train-mlogloss:1.04847	validation-mlogloss:1.03490
[59]	train-mlogloss:1.04440	validation-mlogloss:1.03064
[60]	train-mlogloss:1.04044	validation-mlogloss:1.02644
[61]	train-mlogloss:1.03656	validation-mlogloss:1.02243
[62]	train-mlogloss:1.03264	validation-mlogloss:1.01825
[63]	train-mlogloss:1.02874	validation-mlogloss:1.01419
[64]	train-mlogloss:1.02493	validation-mlogloss:1.01015
[65]	train-mlogloss:1.02112	validation-mlogloss:1.00613
[66]	train-mlogloss:1.01730	validation-mlogloss:1.00205
[67]	train-mlogloss:1.01353	validation-mlogloss:0.99804
[68]	train-mlogloss:1.00984	validation-mlogloss:0.99424
[69]	train-mlogloss:1.00619	validation-mlogloss:0.99047
[70]	train-mlogloss:1.00241	validation-mlogloss:0.98651
[71]	train-mlogloss:0.99880	validation-mlogloss:0.98282
[72]	train-mlogloss:0.99527	validation-mlogloss:0.97917
[73]	train-mlogloss:0.99176	validation-mlogloss:0.97553
[74]	train-mlogloss:0.98843	validation-mlogloss:0.97192
[75]	train-mlogloss:0.98500	validation-mlogloss:0.96835
[76]	train-mlogloss:0.98166	validation-mlogloss:0.96482
[77]	train-mlogloss:0.97827	validation-mlogloss:0.96129
[78]	train-mlogloss:0.97500	validation-mlogloss:0.95782
[79]	train-mlogloss:0.97170	validation-mlogloss:0.95432
[80]	train-mlogloss:0.96835	validation-mlogloss:0.95065
[81]	train-mlogloss:0.96513	validation-mlogloss:0.94725
[82]	train-mlogloss:0.96192	validation-mlogloss:0.94379
[83]	train-mlogloss:0.95881	validation-mlogloss:0.94057
[84]	train-mlogloss:0.95562	validation-mlogloss:0.93715
[85]	train-mlogloss:0.95261	validation-mlogloss:0.93388
[86]	train-mlogloss:0.94935	validation-mlogloss:0.93044
[87]	train-mlogloss:0.94634	validation-mlogloss:0.92729
[88]	train-mlogloss:0.94332	validation-mlogloss:0.92417
[89]	train-mlogloss:0.94038	validation-mlogloss:0.92095
[90]	train-mlogloss:0.93740	validation-mlogloss:0.91777
[91]	train-mlogloss:0.93450	validation-mlogloss:0.91470
[92]	train-mlogloss:0.93150	validation-mlogloss:0.91150
[93]	train-mlogloss:0.92864	validation-mlogloss:0.90847
[94]	train-mlogloss:0.92568	validation-mlogloss:0.90530
[95]	train-mlogloss:0.92287	validation-mlogloss:0.90230
[96]	train-mlogloss:0.92010	validation-mlogloss:0.89942
[97]	train-mlogloss:0.91723	validation-mlogloss:0.89634
[98]	train-mlogloss:0.91449	validation-mlogloss:0.89343
[99]	train-mlogloss:0.91176	validation-mlogloss:0.89051
[100]	train-mlogloss:0.90906	validation-mlogloss:0.88769
[101]	train-mlogloss:0.90645	validation-mlogloss:0.88494
[102]	train-mlogloss:0.90379	validation-mlogloss:0.88208
[103]	train-mlogloss:0.90120	validation-mlogloss:0.87927
[104]	train-mlogloss:0.89862	validation-mlogloss:0.87659
[105]	train-mlogloss:0.89612	validation-mlogloss:0.87403
[106]	train-mlogloss:0.89364	validation-mlogloss:0.87152
[107]	train-mlogloss:0.89113	validation-mlogloss:0.86890
[108]	train-mlogloss:0.88860	validation-mlogloss:0.86620
[109]	train-mlogloss:0.88613	validation-mlogloss:0.86346
[110]	train-mlogloss:0.88374	validation-mlogloss:0.86096
[111]	train-mlogloss:0.88131	validation-mlogloss:0.85839
[112]	train-mlogloss:0.87893	validation-mlogloss:0.85578
[113]	train-mlogloss:0.87657	validation-mlogloss:0.85326
[114]	train-mlogloss:0.87417	validation-mlogloss:0.85067
[115]	train-mlogloss:0.87182	validation-mlogloss:0.84820
[116]	train-mlogloss:0.86947	validation-mlogloss:0.84570
[117]	train-mlogloss:0.86725	validation-mlogloss:0.84329
[118]	train-mlogloss:0.86496	validation-mlogloss:0.84086
[119]	train-mlogloss:0.86268	validation-mlogloss:0.83834
[120]	train-mlogloss:0.86045	validation-mlogloss:0.83592
[121]	train-mlogloss:0.85821	validation-mlogloss:0.83362
[122]	train-mlogloss:0.85606	validation-mlogloss:0.83133
[123]	train-mlogloss:0.85394	validation-mlogloss:0.82907
[124]	train-mlogloss:0.85185	validation-mlogloss:0.82679
[125]	train-mlogloss:0.84958	validation-mlogloss:0.82429
[126]	train-mlogloss:0.84747	validation-mlogloss:0.82195
[127]	train-mlogloss:0.84523	validation-mlogloss:0.81955
[128]	train-mlogloss:0.84304	validation-mlogloss:0.81718
[129]	train-mlogloss:0.84083	validation-mlogloss:0.81480
[130]	train-mlogloss:0.83880	validation-mlogloss:0.81254
[131]	train-mlogloss:0.83687	validation-mlogloss:0.81059
[132]	train-mlogloss:0.83492	validation-mlogloss:0.80858
[133]	train-mlogloss:0.83294	validation-mlogloss:0.80645
[134]	train-mlogloss:0.83098	validation-mlogloss:0.80431
[135]	train-mlogloss:0.82903	validation-mlogloss:0.80223
[136]	train-mlogloss:0.82703	validation-mlogloss:0.80009
[137]	train-mlogloss:0.82516	validation-mlogloss:0.79807
[138]	train-mlogloss:0.82319	validation-mlogloss:0.79595
[139]	train-mlogloss:0.82134	validation-mlogloss:0.79401
[140]	train-mlogloss:0.81942	validation-mlogloss:0.79198
[141]	train-mlogloss:0.81762	validation-mlogloss:0.79007
[142]	train-mlogloss:0.81578	validation-mlogloss:0.78801
[143]	train-mlogloss:0.81396	validation-mlogloss:0.78597
[144]	train-mlogloss:0.81214	validation-mlogloss:0.78410
[145]	train-mlogloss:0.81040	validation-mlogloss:0.78228
[146]	train-mlogloss:0.80853	validation-mlogloss:0.78028
[147]	train-mlogloss:0.80685	validation-mlogloss:0.77849
[148]	train-mlogloss:0.80517	validation-mlogloss:0.77676
[149]	train-mlogloss:0.80343	validation-mlogloss:0.77496
[150]	train-mlogloss:0.80169	validation-mlogloss:0.77303
[151]	train-mlogloss:0.80000	validation-mlogloss:0.77117
[152]	train-mlogloss:0.79818	validation-mlogloss:0.76919
[153]	train-mlogloss:0.79634	validation-mlogloss:0.76714
[154]	train-mlogloss:0.79461	validation-mlogloss:0.76521
[155]	train-mlogloss:0.79278	validation-mlogloss:0.76315
[156]	train-mlogloss:0.79119	validation-mlogloss:0.76142
[157]	train-mlogloss:0.78956	validation-mlogloss:0.75964
[158]	train-mlogloss:0.78785	validation-mlogloss:0.75771
[159]	train-mlogloss:0.78620	validation-mlogloss:0.75584
[160]	train-mlogloss:0.78464	validation-mlogloss:0.75414
[161]	train-mlogloss:0.78314	validation-mlogloss:0.75255
[162]	train-mlogloss:0.78154	validation-mlogloss:0.75090
[163]	train-mlogloss:0.77993	validation-mlogloss:0.74912
[164]	train-mlogloss:0.77832	validation-mlogloss:0.74735
[165]	train-mlogloss:0.77690	validation-mlogloss:0.74578
[166]	train-mlogloss:0.77533	validation-mlogloss:0.74403
[167]	train-mlogloss:0.77387	validation-mlogloss:0.74245
[168]	train-mlogloss:0.77238	validation-mlogloss:0.74078
[169]	train-mlogloss:0.77094	validation-mlogloss:0.73919
[170]	train-mlogloss:0.76950	validation-mlogloss:0.73766
[171]	train-mlogloss:0.76802	validation-mlogloss:0.73605
[172]	train-mlogloss:0.76655	validation-mlogloss:0.73437
[173]	train-mlogloss:0.76516	validation-mlogloss:0.73284
[174]	train-mlogloss:0.76372	validation-mlogloss:0.73120
[175]	train-mlogloss:0.76248	validation-mlogloss:0.72987
[176]	train-mlogloss:0.76113	validation-mlogloss:0.72841
[177]	train-mlogloss:0.75974	validation-mlogloss:0.72692
[178]	train-mlogloss:0.75833	validation-mlogloss:0.72536
[179]	train-mlogloss:0.75689	validation-mlogloss:0.72374
[180]	train-mlogloss:0.75555	validation-mlogloss:0.72231
[181]	train-mlogloss:0.75426	validation-mlogloss:0.72096
[182]	train-mlogloss:0.75288	validation-mlogloss:0.71940
[183]	train-mlogloss:0.75160	validation-mlogloss:0.71798
[184]	train-mlogloss:0.75034	validation-mlogloss:0.71665
[185]	train-mlogloss:0.74899	validation-mlogloss:0.71515
[186]	train-mlogloss:0.74775	validation-mlogloss:0.71377
[187]	train-mlogloss:0.74639	validation-mlogloss:0.71224
[188]	train-mlogloss:0.74509	validation-mlogloss:0.71075
[189]	train-mlogloss:0.74383	validation-mlogloss:0.70937
[190]	train-mlogloss:0.74257	validation-mlogloss:0.70795
[191]	train-mlogloss:0.74131	validation-mlogloss:0.70658
[192]	train-mlogloss:0.74000	validation-mlogloss:0.70515
[193]	train-mlogloss:0.73875	validation-mlogloss:0.70373
[194]	train-mlogloss:0.73751	validation-mlogloss:0.70234
[195]	train-mlogloss:0.73626	validation-mlogloss:0.70100
[196]	train-mlogloss:0.73504	validation-mlogloss:0.69968
[197]	train-mlogloss:0.73381	validation-mlogloss:0.69831
[198]	train-mlogloss:0.73266	validation-mlogloss:0.69713
[199]	train-mlogloss:0.73146	validation-mlogloss:0.69582
[200]	train-mlogloss:0.73024	validation-mlogloss:0.69444
[201]	train-mlogloss:0.72903	validation-mlogloss:0.69311
[202]	train-mlogloss:0.72807	validation-mlogloss:0.69208
[203]	train-mlogloss:0.72689	validation-mlogloss:0.69074
[204]	train-mlogloss:0.72582	validation-mlogloss:0.68956
[205]	train-mlogloss:0.72465	validation-mlogloss:0.68820
[206]	train-mlogloss:0.72354	validation-mlogloss:0.68695
[207]	train-mlogloss:0.72242	validation-mlogloss:0.68567
[208]	train-mlogloss:0.72137	validation-mlogloss:0.68450
[209]	train-mlogloss:0.72036	validation-mlogloss:0.68342
[210]	train-mlogloss:0.71933	validation-mlogloss:0.68226
[211]	train-mlogloss:0.71834	validation-mlogloss:0.68114
[212]	train-mlogloss:0.71728	validation-mlogloss:0.67991
[213]	train-mlogloss:0.71624	validation-mlogloss:0.67875
[214]	train-mlogloss:0.71519	validation-mlogloss:0.67756
[215]	train-mlogloss:0.71430	validation-mlogloss:0.67658
[216]	train-mlogloss:0.71333	validation-mlogloss:0.67556
[217]	train-mlogloss:0.71239	validation-mlogloss:0.67453
[218]	train-mlogloss:0.71132	validation-mlogloss:0.67336
[219]	train-mlogloss:0.71031	validation-mlogloss:0.67225
[220]	train-mlogloss:0.70933	validation-mlogloss:0.67120
[221]	train-mlogloss:0.70833	validation-mlogloss:0.67009
[222]	train-mlogloss:0.70733	validation-mlogloss:0.66894
[223]	train-mlogloss:0.70643	validation-mlogloss:0.66788
[224]	train-mlogloss:0.70554	validation-mlogloss:0.66687
[225]	train-mlogloss:0.70467	validation-mlogloss:0.66588
[226]	train-mlogloss:0.70379	validation-mlogloss:0.66491
[227]	train-mlogloss:0.70289	validation-mlogloss:0.66381
[228]	train-mlogloss:0.70193	validation-mlogloss:0.66279
[229]	train-mlogloss:0.70102	validation-mlogloss:0.66172
[230]	train-mlogloss:0.70022	validation-mlogloss:0.66082
[231]	train-mlogloss:0.69935	validation-mlogloss:0.65985
[232]	train-mlogloss:0.69857	validation-mlogloss:0.65904
[233]	train-mlogloss:0.69765	validation-mlogloss:0.65803
[234]	train-mlogloss:0.69679	validation-mlogloss:0.65710
[235]	train-mlogloss:0.69587	validation-mlogloss:0.65607
[236]	train-mlogloss:0.69498	validation-mlogloss:0.65509
[237]	train-mlogloss:0.69413	validation-mlogloss:0.65420
[238]	train-mlogloss:0.69324	validation-mlogloss:0.65323
[239]	train-mlogloss:0.69238	validation-mlogloss:0.65225
[240]	train-mlogloss:0.69148	validation-mlogloss:0.65122
[241]	train-mlogloss:0.69071	validation-mlogloss:0.65035
[242]	train-mlogloss:0.68980	validation-mlogloss:0.64939
[243]	train-mlogloss:0.68903	validation-mlogloss:0.64849
[244]	train-mlogloss:0.68821	validation-mlogloss:0.64758
[245]	train-mlogloss:0.68734	validation-mlogloss:0.64664
[246]	train-mlogloss:0.68648	validation-mlogloss:0.64572
[247]	train-mlogloss:0.68568	validation-mlogloss:0.64482
[248]	train-mlogloss:0.68492	validation-mlogloss:0.64394
[249]	train-mlogloss:0.68415	validation-mlogloss:0.64306
[250]	train-mlogloss:0.68337	validation-mlogloss:0.64222
[251]	train-mlogloss:0.68262	validation-mlogloss:0.64133
[252]	train-mlogloss:0.68189	validation-mlogloss:0.64049
[253]	train-mlogloss:0.68122	validation-mlogloss:0.63970
[254]	train-mlogloss:0.68052	validation-mlogloss:0.63892
[255]	train-mlogloss:0.67984	validation-mlogloss:0.63814
[256]	train-mlogloss:0.67917	validation-mlogloss:0.63746
[257]	train-mlogloss:0.67837	validation-mlogloss:0.63658
[258]	train-mlogloss:0.67765	validation-mlogloss:0.63578
[259]	train-mlogloss:0.67696	validation-mlogloss:0.63501
[260]	train-mlogloss:0.67623	validation-mlogloss:0.63416
[261]	train-mlogloss:0.67542	validation-mlogloss:0.63326
[262]	train-mlogloss:0.67467	validation-mlogloss:0.63239
[263]	train-mlogloss:0.67394	validation-mlogloss:0.63161
[264]	train-mlogloss:0.67315	validation-mlogloss:0.63069
[265]	train-mlogloss:0.67255	validation-mlogloss:0.62997
[266]	train-mlogloss:0.67194	validation-mlogloss:0.62928
[267]	train-mlogloss:0.67121	validation-mlogloss:0.62848
[268]	train-mlogloss:0.67046	validation-mlogloss:0.62766
[269]	train-mlogloss:0.66980	validation-mlogloss:0.62689
[270]	train-mlogloss:0.66920	validation-mlogloss:0.62631
[271]	train-mlogloss:0.66855	validation-mlogloss:0.62557
[272]	train-mlogloss:0.66782	validation-mlogloss:0.62478
[273]	train-mlogloss:0.66723	validation-mlogloss:0.62415
[274]	train-mlogloss:0.66662	validation-mlogloss:0.62338
[275]	train-mlogloss:0.66609	validation-mlogloss:0.62278
[276]	train-mlogloss:0.66545	validation-mlogloss:0.62201
[277]	train-mlogloss:0.66485	validation-mlogloss:0.62128
[278]	train-mlogloss:0.66424	validation-mlogloss:0.62057
[279]	train-mlogloss:0.66364	validation-mlogloss:0.61985
[280]	train-mlogloss:0.66298	validation-mlogloss:0.61913
[281]	train-mlogloss:0.66238	validation-mlogloss:0.61852
[282]	train-mlogloss:0.66174	validation-mlogloss:0.61779
[283]	train-mlogloss:0.66108	validation-mlogloss:0.61707
[284]	train-mlogloss:0.66052	validation-mlogloss:0.61644
[285]	train-mlogloss:0.65987	validation-mlogloss:0.61572
[286]	train-mlogloss:0.65922	validation-mlogloss:0.61503
[287]	train-mlogloss:0.65853	validation-mlogloss:0.61427
[288]	train-mlogloss:0.65798	validation-mlogloss:0.61362
[289]	train-mlogloss:0.65731	validation-mlogloss:0.61289
[290]	train-mlogloss:0.65669	validation-mlogloss:0.61224
[291]	train-mlogloss:0.65612	validation-mlogloss:0.61158
[292]	train-mlogloss:0.65553	validation-mlogloss:0.61091
[293]	train-mlogloss:0.65491	validation-mlogloss:0.61024
[294]	train-mlogloss:0.65435	validation-mlogloss:0.60955
[295]	train-mlogloss:0.65383	validation-mlogloss:0.60895
[296]	train-mlogloss:0.65340	validation-mlogloss:0.60840
[297]	train-mlogloss:0.65282	validation-mlogloss:0.60773
[298]	train-mlogloss:0.65230	validation-mlogloss:0.60713
[299]	train-mlogloss:0.65176	validation-mlogloss:0.60650
[300]	train-mlogloss:0.65123	validation-mlogloss:0.60590
[301]	train-mlogloss:0.65070	validation-mlogloss:0.60522
[302]	train-mlogloss:0.65012	validation-mlogloss:0.60461
[303]	train-mlogloss:0.64960	validation-mlogloss:0.60405
[304]	train-mlogloss:0.64914	validation-mlogloss:0.60356
[305]	train-mlogloss:0.64857	validation-mlogloss:0.60295
[306]	train-mlogloss:0.64807	validation-mlogloss:0.60236
[307]	train-mlogloss:0.64754	validation-mlogloss:0.60174
[308]	train-mlogloss:0.64715	validation-mlogloss:0.60125
[309]	train-mlogloss:0.64661	validation-mlogloss:0.60069
[310]	train-mlogloss:0.64610	validation-mlogloss:0.60004
[311]	train-mlogloss:0.64554	validation-mlogloss:0.59938
[312]	train-mlogloss:0.64516	validation-mlogloss:0.59892
[313]	train-mlogloss:0.64472	validation-mlogloss:0.59839
[314]	train-mlogloss:0.64417	validation-mlogloss:0.59773
[315]	train-mlogloss:0.64366	validation-mlogloss:0.59716
[316]	train-mlogloss:0.64319	validation-mlogloss:0.59664
[317]	train-mlogloss:0.64271	validation-mlogloss:0.59610
[318]	train-mlogloss:0.64227	validation-mlogloss:0.59562
[319]	train-mlogloss:0.64177	validation-mlogloss:0.59511
[320]	train-mlogloss:0.64133	validation-mlogloss:0.59463
[321]	train-mlogloss:0.64087	validation-mlogloss:0.59411
[322]	train-mlogloss:0.64041	validation-mlogloss:0.59355
[323]	train-mlogloss:0.63993	validation-mlogloss:0.59301
[324]	train-mlogloss:0.63949	validation-mlogloss:0.59252
[325]	train-mlogloss:0.63904	validation-mlogloss:0.59193
[326]	train-mlogloss:0.63868	validation-mlogloss:0.59147
[327]	train-mlogloss:0.63817	validation-mlogloss:0.59094
[328]	train-mlogloss:0.63773	validation-mlogloss:0.59044
[329]	train-mlogloss:0.63725	validation-mlogloss:0.58992
[330]	train-mlogloss:0.63684	validation-mlogloss:0.58946
[331]	train-mlogloss:0.63640	validation-mlogloss:0.58896
[332]	train-mlogloss:0.63603	validation-mlogloss:0.58853
[333]	train-mlogloss:0.63564	validation-mlogloss:0.58804
[334]	train-mlogloss:0.63530	validation-mlogloss:0.58764
[335]	train-mlogloss:0.63487	validation-mlogloss:0.58712
[336]	train-mlogloss:0.63448	validation-mlogloss:0.58662
[337]	train-mlogloss:0.63402	validation-mlogloss:0.58608
[338]	train-mlogloss:0.63362	validation-mlogloss:0.58565
[339]	train-mlogloss:0.63313	validation-mlogloss:0.58506
[340]	train-mlogloss:0.63271	validation-mlogloss:0.58457
[341]	train-mlogloss:0.63235	validation-mlogloss:0.58414
[342]	train-mlogloss:0.63198	validation-mlogloss:0.58371
[343]	train-mlogloss:0.63159	validation-mlogloss:0.58320
[344]	train-mlogloss:0.63118	validation-mlogloss:0.58273
[345]	train-mlogloss:0.63084	validation-mlogloss:0.58231
[346]	train-mlogloss:0.63042	validation-mlogloss:0.58182
[347]	train-mlogloss:0.63003	validation-mlogloss:0.58137
[348]	train-mlogloss:0.62960	validation-mlogloss:0.58085
[349]	train-mlogloss:0.62924	validation-mlogloss:0.58044
[350]	train-mlogloss:0.62887	validation-mlogloss:0.58002
[351]	train-mlogloss:0.62848	validation-mlogloss:0.57959
[352]	train-mlogloss:0.62813	validation-mlogloss:0.57915
[353]	train-mlogloss:0.62777	validation-mlogloss:0.57876
[354]	train-mlogloss:0.62742	validation-mlogloss:0.57832
[355]	train-mlogloss:0.62707	validation-mlogloss:0.57793
[356]	train-mlogloss:0.62673	validation-mlogloss:0.57757
[357]	train-mlogloss:0.62645	validation-mlogloss:0.57722
[358]	train-mlogloss:0.62601	validation-mlogloss:0.57673
[359]	train-mlogloss:0.62566	validation-mlogloss:0.57636
[360]	train-mlogloss:0.62527	validation-mlogloss:0.57597
[361]	train-mlogloss:0.62489	validation-mlogloss:0.57555
[362]	train-mlogloss:0.62449	validation-mlogloss:0.57505
[363]	train-mlogloss:0.62417	validation-mlogloss:0.57470
[364]	train-mlogloss:0.62382	validation-mlogloss:0.57427
[365]	train-mlogloss:0.62346	validation-mlogloss:0.57386
[366]	train-mlogloss:0.62309	validation-mlogloss:0.57344
[367]	train-mlogloss:0.62276	validation-mlogloss:0.57303
[368]	train-mlogloss:0.62245	validation-mlogloss:0.57269
[369]	train-mlogloss:0.62216	validation-mlogloss:0.57235
[370]	train-mlogloss:0.62182	validation-mlogloss:0.57197
[371]	train-mlogloss:0.62149	validation-mlogloss:0.57156
[372]	train-mlogloss:0.62124	validation-mlogloss:0.57127
[373]	train-mlogloss:0.62093	validation-mlogloss:0.57094
[374]	train-mlogloss:0.62050	validation-mlogloss:0.57045
[375]	train-mlogloss:0.62026	validation-mlogloss:0.57020
[376]	train-mlogloss:0.61996	validation-mlogloss:0.56988
[377]	train-mlogloss:0.61967	validation-mlogloss:0.56954
[378]	train-mlogloss:0.61938	validation-mlogloss:0.56921
[379]	train-mlogloss:0.61913	validation-mlogloss:0.56895
[380]	train-mlogloss:0.61887	validation-mlogloss:0.56862
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 1]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.43 [%]
Global accuracy score (test) = 77.62 [%]
Global F1 score (train) = 75.57 [%]
Global F1 score (test) = 78.46 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.61      0.61       350
MODERATE-INTENSITY       0.59      0.66      0.62       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.99      0.89      0.94       322

          accuracy                           0.78      1372
         macro avg       0.79      0.78      0.78      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 7: 77.62 [%]
F1-score capturado en la ejecución 7: 78.46 [%]

=== EJECUCIÓN 8 ===

--- TRAIN (ejecución 8) ---

--- TEST (ejecución 8) ---
2025-11-06 16:26:55.546378: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:26:55.557715: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442815.571041 1479620 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442815.575207 1479620 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442815.585106 1479620 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442815.585128 1479620 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442815.585131 1479620 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442815.585132 1479620 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:26:55.588303: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37813	validation-mlogloss:1.37782
[1]	train-mlogloss:1.37020	validation-mlogloss:1.36948
[2]	train-mlogloss:1.36231	validation-mlogloss:1.36122
[3]	train-mlogloss:1.35451	validation-mlogloss:1.35292
[4]	train-mlogloss:1.34685	validation-mlogloss:1.34497
[5]	train-mlogloss:1.33921	validation-mlogloss:1.33698
[6]	train-mlogloss:1.33175	validation-mlogloss:1.32923
[7]	train-mlogloss:1.32449	validation-mlogloss:1.32157
[8]	train-mlogloss:1.31738	validation-mlogloss:1.31422
[9]	train-mlogloss:1.31022	validation-mlogloss:1.30684
[10]	train-mlogloss:1.30315	validation-mlogloss:1.29936
[11]	train-mlogloss:1.29615	validation-mlogloss:1.29206
[12]	train-mlogloss:1.28922	validation-mlogloss:1.28470
[13]	train-mlogloss:1.28264	validation-mlogloss:1.27788
[14]	train-mlogloss:1.27593	validation-mlogloss:1.27086
[15]	train-mlogloss:1.26926	validation-mlogloss:1.26382
[16]	train-mlogloss:1.26269	validation-mlogloss:1.25695
[17]	train-mlogloss:1.25613	validation-mlogloss:1.25006
[18]	train-mlogloss:1.24984	validation-mlogloss:1.24353
[19]	train-mlogloss:1.24352	validation-mlogloss:1.23674
[20]	train-mlogloss:1.23730	validation-mlogloss:1.23025
[21]	train-mlogloss:1.23117	validation-mlogloss:1.22385
[22]	train-mlogloss:1.22511	validation-mlogloss:1.21753
[23]	train-mlogloss:1.21909	validation-mlogloss:1.21123
[24]	train-mlogloss:1.21312	validation-mlogloss:1.20484
[25]	train-mlogloss:1.20723	validation-mlogloss:1.19856
[26]	train-mlogloss:1.20156	validation-mlogloss:1.19258
[27]	train-mlogloss:1.19587	validation-mlogloss:1.18663
[28]	train-mlogloss:1.19021	validation-mlogloss:1.18063
[29]	train-mlogloss:1.18464	validation-mlogloss:1.17474
[30]	train-mlogloss:1.17921	validation-mlogloss:1.16892
[31]	train-mlogloss:1.17374	validation-mlogloss:1.16316
[32]	train-mlogloss:1.16845	validation-mlogloss:1.15763
[33]	train-mlogloss:1.16312	validation-mlogloss:1.15193
[34]	train-mlogloss:1.15785	validation-mlogloss:1.14634
[35]	train-mlogloss:1.15265	validation-mlogloss:1.14078
[36]	train-mlogloss:1.14751	validation-mlogloss:1.13538
[37]	train-mlogloss:1.14248	validation-mlogloss:1.13003
[38]	train-mlogloss:1.13745	validation-mlogloss:1.12475
[39]	train-mlogloss:1.13255	validation-mlogloss:1.11970
[40]	train-mlogloss:1.12764	validation-mlogloss:1.11451
[41]	train-mlogloss:1.12283	validation-mlogloss:1.10945
[42]	train-mlogloss:1.11806	validation-mlogloss:1.10432
[43]	train-mlogloss:1.11335	validation-mlogloss:1.09928
[44]	train-mlogloss:1.10876	validation-mlogloss:1.09444
[45]	train-mlogloss:1.10412	validation-mlogloss:1.08958
[46]	train-mlogloss:1.09964	validation-mlogloss:1.08480
[47]	train-mlogloss:1.09512	validation-mlogloss:1.07995
[48]	train-mlogloss:1.09068	validation-mlogloss:1.07533
[49]	train-mlogloss:1.08611	validation-mlogloss:1.07061
[50]	train-mlogloss:1.08158	validation-mlogloss:1.06587
[51]	train-mlogloss:1.07710	validation-mlogloss:1.06142
[52]	train-mlogloss:1.07264	validation-mlogloss:1.05675
[53]	train-mlogloss:1.06830	validation-mlogloss:1.05222
[54]	train-mlogloss:1.06399	validation-mlogloss:1.04774
[55]	train-mlogloss:1.05979	validation-mlogloss:1.04339
[56]	train-mlogloss:1.05557	validation-mlogloss:1.03898
[57]	train-mlogloss:1.05152	validation-mlogloss:1.03468
[58]	train-mlogloss:1.04765	validation-mlogloss:1.03058
[59]	train-mlogloss:1.04366	validation-mlogloss:1.02624
[60]	train-mlogloss:1.03959	validation-mlogloss:1.02201
[61]	train-mlogloss:1.03571	validation-mlogloss:1.01801
[62]	train-mlogloss:1.03189	validation-mlogloss:1.01400
[63]	train-mlogloss:1.02797	validation-mlogloss:1.00993
[64]	train-mlogloss:1.02410	validation-mlogloss:1.00589
[65]	train-mlogloss:1.02031	validation-mlogloss:1.00192
[66]	train-mlogloss:1.01656	validation-mlogloss:0.99799
[67]	train-mlogloss:1.01299	validation-mlogloss:0.99425
[68]	train-mlogloss:1.00932	validation-mlogloss:0.99044
[69]	train-mlogloss:1.00560	validation-mlogloss:0.98672
[70]	train-mlogloss:1.00196	validation-mlogloss:0.98296
[71]	train-mlogloss:0.99836	validation-mlogloss:0.97917
[72]	train-mlogloss:0.99479	validation-mlogloss:0.97538
[73]	train-mlogloss:0.99125	validation-mlogloss:0.97179
[74]	train-mlogloss:0.98776	validation-mlogloss:0.96812
[75]	train-mlogloss:0.98432	validation-mlogloss:0.96448
[76]	train-mlogloss:0.98095	validation-mlogloss:0.96091
[77]	train-mlogloss:0.97766	validation-mlogloss:0.95758
[78]	train-mlogloss:0.97424	validation-mlogloss:0.95397
[79]	train-mlogloss:0.97090	validation-mlogloss:0.95045
[80]	train-mlogloss:0.96768	validation-mlogloss:0.94715
[81]	train-mlogloss:0.96443	validation-mlogloss:0.94364
[82]	train-mlogloss:0.96120	validation-mlogloss:0.94026
[83]	train-mlogloss:0.95786	validation-mlogloss:0.93684
[84]	train-mlogloss:0.95464	validation-mlogloss:0.93339
[85]	train-mlogloss:0.95155	validation-mlogloss:0.93010
[86]	train-mlogloss:0.94840	validation-mlogloss:0.92674
[87]	train-mlogloss:0.94539	validation-mlogloss:0.92363
[88]	train-mlogloss:0.94239	validation-mlogloss:0.92043
[89]	train-mlogloss:0.93935	validation-mlogloss:0.91726
[90]	train-mlogloss:0.93641	validation-mlogloss:0.91404
[91]	train-mlogloss:0.93348	validation-mlogloss:0.91101
[92]	train-mlogloss:0.93062	validation-mlogloss:0.90787
[93]	train-mlogloss:0.92769	validation-mlogloss:0.90474
[94]	train-mlogloss:0.92483	validation-mlogloss:0.90171
[95]	train-mlogloss:0.92203	validation-mlogloss:0.89872
[96]	train-mlogloss:0.91929	validation-mlogloss:0.89580
[97]	train-mlogloss:0.91654	validation-mlogloss:0.89283
[98]	train-mlogloss:0.91381	validation-mlogloss:0.88991
[99]	train-mlogloss:0.91110	validation-mlogloss:0.88703
[100]	train-mlogloss:0.90833	validation-mlogloss:0.88420
[101]	train-mlogloss:0.90559	validation-mlogloss:0.88124
[102]	train-mlogloss:0.90291	validation-mlogloss:0.87838
[103]	train-mlogloss:0.90025	validation-mlogloss:0.87543
[104]	train-mlogloss:0.89762	validation-mlogloss:0.87261
[105]	train-mlogloss:0.89498	validation-mlogloss:0.86981
[106]	train-mlogloss:0.89251	validation-mlogloss:0.86718
[107]	train-mlogloss:0.89002	validation-mlogloss:0.86450
[108]	train-mlogloss:0.88740	validation-mlogloss:0.86165
[109]	train-mlogloss:0.88494	validation-mlogloss:0.85897
[110]	train-mlogloss:0.88254	validation-mlogloss:0.85644
[111]	train-mlogloss:0.88008	validation-mlogloss:0.85377
[112]	train-mlogloss:0.87758	validation-mlogloss:0.85109
[113]	train-mlogloss:0.87521	validation-mlogloss:0.84853
[114]	train-mlogloss:0.87285	validation-mlogloss:0.84603
[115]	train-mlogloss:0.87047	validation-mlogloss:0.84345
[116]	train-mlogloss:0.86821	validation-mlogloss:0.84111
[117]	train-mlogloss:0.86595	validation-mlogloss:0.83873
[118]	train-mlogloss:0.86368	validation-mlogloss:0.83628
[119]	train-mlogloss:0.86148	validation-mlogloss:0.83392
[120]	train-mlogloss:0.85927	validation-mlogloss:0.83144
[121]	train-mlogloss:0.85701	validation-mlogloss:0.82909
[122]	train-mlogloss:0.85478	validation-mlogloss:0.82669
[123]	train-mlogloss:0.85258	validation-mlogloss:0.82426
[124]	train-mlogloss:0.85047	validation-mlogloss:0.82201
[125]	train-mlogloss:0.84831	validation-mlogloss:0.81968
[126]	train-mlogloss:0.84619	validation-mlogloss:0.81738
[127]	train-mlogloss:0.84414	validation-mlogloss:0.81516
[128]	train-mlogloss:0.84218	validation-mlogloss:0.81301
[129]	train-mlogloss:0.84013	validation-mlogloss:0.81078
[130]	train-mlogloss:0.83813	validation-mlogloss:0.80863
[131]	train-mlogloss:0.83616	validation-mlogloss:0.80658
[132]	train-mlogloss:0.83418	validation-mlogloss:0.80437
[133]	train-mlogloss:0.83216	validation-mlogloss:0.80213
[134]	train-mlogloss:0.83025	validation-mlogloss:0.80008
[135]	train-mlogloss:0.82821	validation-mlogloss:0.79789
[136]	train-mlogloss:0.82632	validation-mlogloss:0.79581
[137]	train-mlogloss:0.82441	validation-mlogloss:0.79375
[138]	train-mlogloss:0.82256	validation-mlogloss:0.79174
[139]	train-mlogloss:0.82060	validation-mlogloss:0.78965
[140]	train-mlogloss:0.81877	validation-mlogloss:0.78770
[141]	train-mlogloss:0.81681	validation-mlogloss:0.78553
[142]	train-mlogloss:0.81502	validation-mlogloss:0.78360
[143]	train-mlogloss:0.81318	validation-mlogloss:0.78162
[144]	train-mlogloss:0.81132	validation-mlogloss:0.77956
[145]	train-mlogloss:0.80953	validation-mlogloss:0.77760
[146]	train-mlogloss:0.80768	validation-mlogloss:0.77551
[147]	train-mlogloss:0.80588	validation-mlogloss:0.77349
[148]	train-mlogloss:0.80414	validation-mlogloss:0.77158
[149]	train-mlogloss:0.80234	validation-mlogloss:0.76950
[150]	train-mlogloss:0.80068	validation-mlogloss:0.76771
[151]	train-mlogloss:0.79904	validation-mlogloss:0.76589
[152]	train-mlogloss:0.79741	validation-mlogloss:0.76422
[153]	train-mlogloss:0.79571	validation-mlogloss:0.76231
[154]	train-mlogloss:0.79403	validation-mlogloss:0.76050
[155]	train-mlogloss:0.79237	validation-mlogloss:0.75866
[156]	train-mlogloss:0.79065	validation-mlogloss:0.75674
[157]	train-mlogloss:0.78903	validation-mlogloss:0.75490
[158]	train-mlogloss:0.78746	validation-mlogloss:0.75320
[159]	train-mlogloss:0.78594	validation-mlogloss:0.75155
[160]	train-mlogloss:0.78433	validation-mlogloss:0.74977
[161]	train-mlogloss:0.78272	validation-mlogloss:0.74802
[162]	train-mlogloss:0.78118	validation-mlogloss:0.74638
[163]	train-mlogloss:0.77972	validation-mlogloss:0.74479
[164]	train-mlogloss:0.77822	validation-mlogloss:0.74314
[165]	train-mlogloss:0.77673	validation-mlogloss:0.74141
[166]	train-mlogloss:0.77524	validation-mlogloss:0.73978
[167]	train-mlogloss:0.77384	validation-mlogloss:0.73825
[168]	train-mlogloss:0.77239	validation-mlogloss:0.73659
[169]	train-mlogloss:0.77092	validation-mlogloss:0.73495
[170]	train-mlogloss:0.76949	validation-mlogloss:0.73335
[171]	train-mlogloss:0.76811	validation-mlogloss:0.73185
[172]	train-mlogloss:0.76670	validation-mlogloss:0.73025
[173]	train-mlogloss:0.76528	validation-mlogloss:0.72866
[174]	train-mlogloss:0.76383	validation-mlogloss:0.72705
[175]	train-mlogloss:0.76249	validation-mlogloss:0.72553
[176]	train-mlogloss:0.76112	validation-mlogloss:0.72392
[177]	train-mlogloss:0.75979	validation-mlogloss:0.72241
[178]	train-mlogloss:0.75841	validation-mlogloss:0.72083
[179]	train-mlogloss:0.75695	validation-mlogloss:0.71922
[180]	train-mlogloss:0.75565	validation-mlogloss:0.71779
[181]	train-mlogloss:0.75426	validation-mlogloss:0.71627
[182]	train-mlogloss:0.75307	validation-mlogloss:0.71503
[183]	train-mlogloss:0.75175	validation-mlogloss:0.71357
[184]	train-mlogloss:0.75042	validation-mlogloss:0.71206
[185]	train-mlogloss:0.74909	validation-mlogloss:0.71059
[186]	train-mlogloss:0.74787	validation-mlogloss:0.70933
[187]	train-mlogloss:0.74658	validation-mlogloss:0.70792
[188]	train-mlogloss:0.74543	validation-mlogloss:0.70670
[189]	train-mlogloss:0.74420	validation-mlogloss:0.70529
[190]	train-mlogloss:0.74293	validation-mlogloss:0.70396
[191]	train-mlogloss:0.74171	validation-mlogloss:0.70260
[192]	train-mlogloss:0.74035	validation-mlogloss:0.70108
[193]	train-mlogloss:0.73919	validation-mlogloss:0.69979
[194]	train-mlogloss:0.73804	validation-mlogloss:0.69850
[195]	train-mlogloss:0.73687	validation-mlogloss:0.69719
[196]	train-mlogloss:0.73575	validation-mlogloss:0.69599
[197]	train-mlogloss:0.73457	validation-mlogloss:0.69463
[198]	train-mlogloss:0.73346	validation-mlogloss:0.69344
[199]	train-mlogloss:0.73229	validation-mlogloss:0.69215
[200]	train-mlogloss:0.73116	validation-mlogloss:0.69082
[201]	train-mlogloss:0.73013	validation-mlogloss:0.68966
[202]	train-mlogloss:0.72905	validation-mlogloss:0.68839
[203]	train-mlogloss:0.72799	validation-mlogloss:0.68721
[204]	train-mlogloss:0.72682	validation-mlogloss:0.68586
[205]	train-mlogloss:0.72570	validation-mlogloss:0.68457
[206]	train-mlogloss:0.72474	validation-mlogloss:0.68354
[207]	train-mlogloss:0.72373	validation-mlogloss:0.68240
[208]	train-mlogloss:0.72270	validation-mlogloss:0.68124
[209]	train-mlogloss:0.72157	validation-mlogloss:0.67993
[210]	train-mlogloss:0.72052	validation-mlogloss:0.67874
[211]	train-mlogloss:0.71951	validation-mlogloss:0.67758
[212]	train-mlogloss:0.71840	validation-mlogloss:0.67632
[213]	train-mlogloss:0.71739	validation-mlogloss:0.67517
[214]	train-mlogloss:0.71640	validation-mlogloss:0.67399
[215]	train-mlogloss:0.71537	validation-mlogloss:0.67280
[216]	train-mlogloss:0.71434	validation-mlogloss:0.67159
[217]	train-mlogloss:0.71339	validation-mlogloss:0.67061
[218]	train-mlogloss:0.71235	validation-mlogloss:0.66945
[219]	train-mlogloss:0.71136	validation-mlogloss:0.66836
[220]	train-mlogloss:0.71040	validation-mlogloss:0.66732
[221]	train-mlogloss:0.70945	validation-mlogloss:0.66618
[222]	train-mlogloss:0.70851	validation-mlogloss:0.66518
[223]	train-mlogloss:0.70761	validation-mlogloss:0.66415
[224]	train-mlogloss:0.70666	validation-mlogloss:0.66303
[225]	train-mlogloss:0.70578	validation-mlogloss:0.66209
[226]	train-mlogloss:0.70488	validation-mlogloss:0.66108
[227]	train-mlogloss:0.70395	validation-mlogloss:0.66010
[228]	train-mlogloss:0.70296	validation-mlogloss:0.65895
[229]	train-mlogloss:0.70218	validation-mlogloss:0.65812
[230]	train-mlogloss:0.70136	validation-mlogloss:0.65709
[231]	train-mlogloss:0.70050	validation-mlogloss:0.65617
[232]	train-mlogloss:0.69968	validation-mlogloss:0.65524
[233]	train-mlogloss:0.69883	validation-mlogloss:0.65430
[234]	train-mlogloss:0.69801	validation-mlogloss:0.65340
[235]	train-mlogloss:0.69712	validation-mlogloss:0.65232
[236]	train-mlogloss:0.69632	validation-mlogloss:0.65139
[237]	train-mlogloss:0.69544	validation-mlogloss:0.65045
[238]	train-mlogloss:0.69470	validation-mlogloss:0.64961
[239]	train-mlogloss:0.69385	validation-mlogloss:0.64863
[240]	train-mlogloss:0.69311	validation-mlogloss:0.64791
[241]	train-mlogloss:0.69226	validation-mlogloss:0.64692
[242]	train-mlogloss:0.69144	validation-mlogloss:0.64598
[243]	train-mlogloss:0.69062	validation-mlogloss:0.64508
[244]	train-mlogloss:0.68987	validation-mlogloss:0.64419
[245]	train-mlogloss:0.68915	validation-mlogloss:0.64331
[246]	train-mlogloss:0.68839	validation-mlogloss:0.64237
[247]	train-mlogloss:0.68768	validation-mlogloss:0.64157
[248]	train-mlogloss:0.68684	validation-mlogloss:0.64058
[249]	train-mlogloss:0.68598	validation-mlogloss:0.63956
[250]	train-mlogloss:0.68522	validation-mlogloss:0.63870
[251]	train-mlogloss:0.68443	validation-mlogloss:0.63775
[252]	train-mlogloss:0.68368	validation-mlogloss:0.63693
[253]	train-mlogloss:0.68295	validation-mlogloss:0.63611
[254]	train-mlogloss:0.68225	validation-mlogloss:0.63532
[255]	train-mlogloss:0.68145	validation-mlogloss:0.63442
[256]	train-mlogloss:0.68074	validation-mlogloss:0.63368
[257]	train-mlogloss:0.67995	validation-mlogloss:0.63278
[258]	train-mlogloss:0.67925	validation-mlogloss:0.63195
[259]	train-mlogloss:0.67850	validation-mlogloss:0.63101
[260]	train-mlogloss:0.67781	validation-mlogloss:0.63022
[261]	train-mlogloss:0.67707	validation-mlogloss:0.62938
[262]	train-mlogloss:0.67629	validation-mlogloss:0.62852
[263]	train-mlogloss:0.67558	validation-mlogloss:0.62764
[264]	train-mlogloss:0.67490	validation-mlogloss:0.62685
[265]	train-mlogloss:0.67414	validation-mlogloss:0.62605
[266]	train-mlogloss:0.67349	validation-mlogloss:0.62531
[267]	train-mlogloss:0.67280	validation-mlogloss:0.62442
[268]	train-mlogloss:0.67229	validation-mlogloss:0.62386
[269]	train-mlogloss:0.67158	validation-mlogloss:0.62310
[270]	train-mlogloss:0.67098	validation-mlogloss:0.62234
[271]	train-mlogloss:0.67032	validation-mlogloss:0.62153
[272]	train-mlogloss:0.66968	validation-mlogloss:0.62080
[273]	train-mlogloss:0.66901	validation-mlogloss:0.62007
[274]	train-mlogloss:0.66838	validation-mlogloss:0.61934
[275]	train-mlogloss:0.66766	validation-mlogloss:0.61852
[276]	train-mlogloss:0.66700	validation-mlogloss:0.61772
[277]	train-mlogloss:0.66630	validation-mlogloss:0.61696
[278]	train-mlogloss:0.66565	validation-mlogloss:0.61623
[279]	train-mlogloss:0.66498	validation-mlogloss:0.61546
[280]	train-mlogloss:0.66431	validation-mlogloss:0.61474
[281]	train-mlogloss:0.66372	validation-mlogloss:0.61407
[282]	train-mlogloss:0.66308	validation-mlogloss:0.61334
[283]	train-mlogloss:0.66247	validation-mlogloss:0.61268
[284]	train-mlogloss:0.66174	validation-mlogloss:0.61192
[285]	train-mlogloss:0.66111	validation-mlogloss:0.61118
[286]	train-mlogloss:0.66050	validation-mlogloss:0.61046
[287]	train-mlogloss:0.65994	validation-mlogloss:0.60981
[288]	train-mlogloss:0.65941	validation-mlogloss:0.60919
[289]	train-mlogloss:0.65881	validation-mlogloss:0.60849
[290]	train-mlogloss:0.65830	validation-mlogloss:0.60789
[291]	train-mlogloss:0.65771	validation-mlogloss:0.60724
[292]	train-mlogloss:0.65712	validation-mlogloss:0.60655
[293]	train-mlogloss:0.65654	validation-mlogloss:0.60585
[294]	train-mlogloss:0.65593	validation-mlogloss:0.60515
[295]	train-mlogloss:0.65545	validation-mlogloss:0.60460
[296]	train-mlogloss:0.65481	validation-mlogloss:0.60391
[297]	train-mlogloss:0.65424	validation-mlogloss:0.60323
[298]	train-mlogloss:0.65367	validation-mlogloss:0.60264
[299]	train-mlogloss:0.65310	validation-mlogloss:0.60195
[300]	train-mlogloss:0.65255	validation-mlogloss:0.60131
[301]	train-mlogloss:0.65202	validation-mlogloss:0.60073
[302]	train-mlogloss:0.65150	validation-mlogloss:0.60007
[303]	train-mlogloss:0.65101	validation-mlogloss:0.59949
[304]	train-mlogloss:0.65050	validation-mlogloss:0.59890
[305]	train-mlogloss:0.64997	validation-mlogloss:0.59833
[306]	train-mlogloss:0.64945	validation-mlogloss:0.59777
[307]	train-mlogloss:0.64889	validation-mlogloss:0.59715
[308]	train-mlogloss:0.64837	validation-mlogloss:0.59653
[309]	train-mlogloss:0.64784	validation-mlogloss:0.59590
[310]	train-mlogloss:0.64721	validation-mlogloss:0.59520
[311]	train-mlogloss:0.64673	validation-mlogloss:0.59466
[312]	train-mlogloss:0.64624	validation-mlogloss:0.59414
[313]	train-mlogloss:0.64573	validation-mlogloss:0.59359
[314]	train-mlogloss:0.64523	validation-mlogloss:0.59303
[315]	train-mlogloss:0.64471	validation-mlogloss:0.59248
[316]	train-mlogloss:0.64419	validation-mlogloss:0.59191
[317]	train-mlogloss:0.64370	validation-mlogloss:0.59137
[318]	train-mlogloss:0.64321	validation-mlogloss:0.59084
[319]	train-mlogloss:0.64271	validation-mlogloss:0.59028
[320]	train-mlogloss:0.64226	validation-mlogloss:0.58971
[321]	train-mlogloss:0.64173	validation-mlogloss:0.58910
[322]	train-mlogloss:0.64129	validation-mlogloss:0.58859
[323]	train-mlogloss:0.64081	validation-mlogloss:0.58801
[324]	train-mlogloss:0.64044	validation-mlogloss:0.58758
[325]	train-mlogloss:0.64003	validation-mlogloss:0.58709
[326]	train-mlogloss:0.63962	validation-mlogloss:0.58661
[327]	train-mlogloss:0.63913	validation-mlogloss:0.58602
[328]	train-mlogloss:0.63865	validation-mlogloss:0.58549
[329]	train-mlogloss:0.63822	validation-mlogloss:0.58500
[330]	train-mlogloss:0.63772	validation-mlogloss:0.58442
[331]	train-mlogloss:0.63728	validation-mlogloss:0.58386
[332]	train-mlogloss:0.63684	validation-mlogloss:0.58333
[333]	train-mlogloss:0.63646	validation-mlogloss:0.58289
[334]	train-mlogloss:0.63599	validation-mlogloss:0.58236
[335]	train-mlogloss:0.63556	validation-mlogloss:0.58192
[336]	train-mlogloss:0.63517	validation-mlogloss:0.58146
[337]	train-mlogloss:0.63477	validation-mlogloss:0.58101
[338]	train-mlogloss:0.63438	validation-mlogloss:0.58056
[339]	train-mlogloss:0.63399	validation-mlogloss:0.58007
[340]	train-mlogloss:0.63358	validation-mlogloss:0.57965
[341]	train-mlogloss:0.63318	validation-mlogloss:0.57918
[342]	train-mlogloss:0.63271	validation-mlogloss:0.57860
[343]	train-mlogloss:0.63232	validation-mlogloss:0.57814
[344]	train-mlogloss:0.63186	validation-mlogloss:0.57765
[345]	train-mlogloss:0.63147	validation-mlogloss:0.57718
[346]	train-mlogloss:0.63105	validation-mlogloss:0.57671
[347]	train-mlogloss:0.63063	validation-mlogloss:0.57619
[348]	train-mlogloss:0.63030	validation-mlogloss:0.57580
[349]	train-mlogloss:0.62987	validation-mlogloss:0.57531
[350]	train-mlogloss:0.62948	validation-mlogloss:0.57486
[351]	train-mlogloss:0.62904	validation-mlogloss:0.57437
[352]	train-mlogloss:0.62862	validation-mlogloss:0.57391
[353]	train-mlogloss:0.62827	validation-mlogloss:0.57349
[354]	train-mlogloss:0.62788	validation-mlogloss:0.57301
[355]	train-mlogloss:0.62753	validation-mlogloss:0.57262
[356]	train-mlogloss:0.62718	validation-mlogloss:0.57223
[357]	train-mlogloss:0.62680	validation-mlogloss:0.57180
[358]	train-mlogloss:0.62640	validation-mlogloss:0.57137
[359]	train-mlogloss:0.62601	validation-mlogloss:0.57091
[360]	train-mlogloss:0.62570	validation-mlogloss:0.57054
[361]	train-mlogloss:0.62536	validation-mlogloss:0.57019
[362]	train-mlogloss:0.62496	validation-mlogloss:0.56974
[363]	train-mlogloss:0.62459	validation-mlogloss:0.56935
[364]	train-mlogloss:0.62420	validation-mlogloss:0.56890
[365]	train-mlogloss:0.62380	validation-mlogloss:0.56845
[366]	train-mlogloss:0.62343	validation-mlogloss:0.56803
[367]	train-mlogloss:0.62306	validation-mlogloss:0.56755
[368]	train-mlogloss:0.62274	validation-mlogloss:0.56718
[369]	train-mlogloss:0.62241	validation-mlogloss:0.56683
[370]	train-mlogloss:0.62212	validation-mlogloss:0.56650
[371]	train-mlogloss:0.62182	validation-mlogloss:0.56616
[372]	train-mlogloss:0.62142	validation-mlogloss:0.56575
[373]	train-mlogloss:0.62109	validation-mlogloss:0.56535
[374]	train-mlogloss:0.62076	validation-mlogloss:0.56499
[375]	train-mlogloss:0.62041	validation-mlogloss:0.56458
[376]	train-mlogloss:0.62005	validation-mlogloss:0.56416
[377]	train-mlogloss:0.61980	validation-mlogloss:0.56389
[378]	train-mlogloss:0.61953	validation-mlogloss:0.56357
[379]	train-mlogloss:0.61924	validation-mlogloss:0.56323
[380]	train-mlogloss:0.61898	validation-mlogloss:0.56291
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 76.08 [%]
Global accuracy score (test) = 76.82 [%]
Global F1 score (train) = 76.29 [%]
Global F1 score (test) = 77.63 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.64      0.61       350
MODERATE-INTENSITY       0.59      0.61      0.60       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.89      0.93       322

          accuracy                           0.77      1372
         macro avg       0.78      0.77      0.78      1372
      weighted avg       0.78      0.77      0.77      1372


Accuracy capturado en la ejecución 8: 76.82 [%]
F1-score capturado en la ejecución 8: 77.63 [%]

=== EJECUCIÓN 9 ===

--- TRAIN (ejecución 9) ---

--- TEST (ejecución 9) ---
2025-11-06 16:27:06.748274: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:27:06.759493: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442826.772538 1479876 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442826.776743 1479876 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442826.786479 1479876 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442826.786504 1479876 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442826.786506 1479876 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442826.786507 1479876 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:27:06.789573: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37811	validation-mlogloss:1.37778
[1]	train-mlogloss:1.37003	validation-mlogloss:1.36938
[2]	train-mlogloss:1.36210	validation-mlogloss:1.36118
[3]	train-mlogloss:1.35428	validation-mlogloss:1.35303
[4]	train-mlogloss:1.34655	validation-mlogloss:1.34505
[5]	train-mlogloss:1.33892	validation-mlogloss:1.33705
[6]	train-mlogloss:1.33150	validation-mlogloss:1.32917
[7]	train-mlogloss:1.32406	validation-mlogloss:1.32138
[8]	train-mlogloss:1.31675	validation-mlogloss:1.31376
[9]	train-mlogloss:1.30958	validation-mlogloss:1.30619
[10]	train-mlogloss:1.30260	validation-mlogloss:1.29892
[11]	train-mlogloss:1.29564	validation-mlogloss:1.29165
[12]	train-mlogloss:1.28885	validation-mlogloss:1.28448
[13]	train-mlogloss:1.28209	validation-mlogloss:1.27743
[14]	train-mlogloss:1.27535	validation-mlogloss:1.27041
[15]	train-mlogloss:1.26868	validation-mlogloss:1.26351
[16]	train-mlogloss:1.26219	validation-mlogloss:1.25673
[17]	train-mlogloss:1.25567	validation-mlogloss:1.24990
[18]	train-mlogloss:1.24929	validation-mlogloss:1.24336
[19]	train-mlogloss:1.24311	validation-mlogloss:1.23692
[20]	train-mlogloss:1.23694	validation-mlogloss:1.23039
[21]	train-mlogloss:1.23076	validation-mlogloss:1.22391
[22]	train-mlogloss:1.22484	validation-mlogloss:1.21775
[23]	train-mlogloss:1.21899	validation-mlogloss:1.21174
[24]	train-mlogloss:1.21312	validation-mlogloss:1.20557
[25]	train-mlogloss:1.20729	validation-mlogloss:1.19945
[26]	train-mlogloss:1.20162	validation-mlogloss:1.19354
[27]	train-mlogloss:1.19587	validation-mlogloss:1.18749
[28]	train-mlogloss:1.19024	validation-mlogloss:1.18159
[29]	train-mlogloss:1.18478	validation-mlogloss:1.17584
[30]	train-mlogloss:1.17924	validation-mlogloss:1.17006
[31]	train-mlogloss:1.17385	validation-mlogloss:1.16431
[32]	train-mlogloss:1.16850	validation-mlogloss:1.15868
[33]	train-mlogloss:1.16332	validation-mlogloss:1.15334
[34]	train-mlogloss:1.15813	validation-mlogloss:1.14781
[35]	train-mlogloss:1.15299	validation-mlogloss:1.14245
[36]	train-mlogloss:1.14786	validation-mlogloss:1.13715
[37]	train-mlogloss:1.14277	validation-mlogloss:1.13177
[38]	train-mlogloss:1.13779	validation-mlogloss:1.12656
[39]	train-mlogloss:1.13287	validation-mlogloss:1.12138
[40]	train-mlogloss:1.12781	validation-mlogloss:1.11611
[41]	train-mlogloss:1.12297	validation-mlogloss:1.11100
[42]	train-mlogloss:1.11806	validation-mlogloss:1.10594
[43]	train-mlogloss:1.11338	validation-mlogloss:1.10110
[44]	train-mlogloss:1.10881	validation-mlogloss:1.09639
[45]	train-mlogloss:1.10414	validation-mlogloss:1.09159
[46]	train-mlogloss:1.09958	validation-mlogloss:1.08689
[47]	train-mlogloss:1.09493	validation-mlogloss:1.08205
[48]	train-mlogloss:1.09031	validation-mlogloss:1.07730
[49]	train-mlogloss:1.08575	validation-mlogloss:1.07267
[50]	train-mlogloss:1.08138	validation-mlogloss:1.06796
[51]	train-mlogloss:1.07709	validation-mlogloss:1.06338
[52]	train-mlogloss:1.07294	validation-mlogloss:1.05907
[53]	train-mlogloss:1.06874	validation-mlogloss:1.05457
[54]	train-mlogloss:1.06444	validation-mlogloss:1.05018
[55]	train-mlogloss:1.06018	validation-mlogloss:1.04581
[56]	train-mlogloss:1.05600	validation-mlogloss:1.04153
[57]	train-mlogloss:1.05183	validation-mlogloss:1.03726
[58]	train-mlogloss:1.04776	validation-mlogloss:1.03306
[59]	train-mlogloss:1.04370	validation-mlogloss:1.02886
[60]	train-mlogloss:1.03964	validation-mlogloss:1.02475
[61]	train-mlogloss:1.03565	validation-mlogloss:1.02070
[62]	train-mlogloss:1.03171	validation-mlogloss:1.01662
[63]	train-mlogloss:1.02783	validation-mlogloss:1.01254
[64]	train-mlogloss:1.02399	validation-mlogloss:1.00851
[65]	train-mlogloss:1.02012	validation-mlogloss:1.00436
[66]	train-mlogloss:1.01636	validation-mlogloss:1.00059
[67]	train-mlogloss:1.01261	validation-mlogloss:0.99674
[68]	train-mlogloss:1.00895	validation-mlogloss:0.99299
[69]	train-mlogloss:1.00537	validation-mlogloss:0.98922
[70]	train-mlogloss:1.00172	validation-mlogloss:0.98545
[71]	train-mlogloss:0.99817	validation-mlogloss:0.98177
[72]	train-mlogloss:0.99462	validation-mlogloss:0.97809
[73]	train-mlogloss:0.99112	validation-mlogloss:0.97445
[74]	train-mlogloss:0.98768	validation-mlogloss:0.97085
[75]	train-mlogloss:0.98433	validation-mlogloss:0.96746
[76]	train-mlogloss:0.98093	validation-mlogloss:0.96395
[77]	train-mlogloss:0.97752	validation-mlogloss:0.96037
[78]	train-mlogloss:0.97421	validation-mlogloss:0.95692
[79]	train-mlogloss:0.97097	validation-mlogloss:0.95355
[80]	train-mlogloss:0.96781	validation-mlogloss:0.95023
[81]	train-mlogloss:0.96463	validation-mlogloss:0.94702
[82]	train-mlogloss:0.96150	validation-mlogloss:0.94378
[83]	train-mlogloss:0.95824	validation-mlogloss:0.94039
[84]	train-mlogloss:0.95512	validation-mlogloss:0.93718
[85]	train-mlogloss:0.95203	validation-mlogloss:0.93397
[86]	train-mlogloss:0.94905	validation-mlogloss:0.93091
[87]	train-mlogloss:0.94610	validation-mlogloss:0.92785
[88]	train-mlogloss:0.94317	validation-mlogloss:0.92475
[89]	train-mlogloss:0.94022	validation-mlogloss:0.92174
[90]	train-mlogloss:0.93727	validation-mlogloss:0.91857
[91]	train-mlogloss:0.93431	validation-mlogloss:0.91547
[92]	train-mlogloss:0.93142	validation-mlogloss:0.91244
[93]	train-mlogloss:0.92859	validation-mlogloss:0.90944
[94]	train-mlogloss:0.92577	validation-mlogloss:0.90636
[95]	train-mlogloss:0.92295	validation-mlogloss:0.90338
[96]	train-mlogloss:0.92020	validation-mlogloss:0.90048
[97]	train-mlogloss:0.91752	validation-mlogloss:0.89764
[98]	train-mlogloss:0.91478	validation-mlogloss:0.89473
[99]	train-mlogloss:0.91200	validation-mlogloss:0.89170
[100]	train-mlogloss:0.90937	validation-mlogloss:0.88896
[101]	train-mlogloss:0.90674	validation-mlogloss:0.88619
[102]	train-mlogloss:0.90413	validation-mlogloss:0.88347
[103]	train-mlogloss:0.90156	validation-mlogloss:0.88075
[104]	train-mlogloss:0.89898	validation-mlogloss:0.87804
[105]	train-mlogloss:0.89636	validation-mlogloss:0.87531
[106]	train-mlogloss:0.89376	validation-mlogloss:0.87259
[107]	train-mlogloss:0.89125	validation-mlogloss:0.86984
[108]	train-mlogloss:0.88882	validation-mlogloss:0.86722
[109]	train-mlogloss:0.88642	validation-mlogloss:0.86474
[110]	train-mlogloss:0.88401	validation-mlogloss:0.86220
[111]	train-mlogloss:0.88164	validation-mlogloss:0.85967
[112]	train-mlogloss:0.87924	validation-mlogloss:0.85706
[113]	train-mlogloss:0.87681	validation-mlogloss:0.85450
[114]	train-mlogloss:0.87452	validation-mlogloss:0.85206
[115]	train-mlogloss:0.87226	validation-mlogloss:0.84970
[116]	train-mlogloss:0.86989	validation-mlogloss:0.84704
[117]	train-mlogloss:0.86747	validation-mlogloss:0.84442
[118]	train-mlogloss:0.86509	validation-mlogloss:0.84189
[119]	train-mlogloss:0.86288	validation-mlogloss:0.83952
[120]	train-mlogloss:0.86066	validation-mlogloss:0.83714
[121]	train-mlogloss:0.85839	validation-mlogloss:0.83466
[122]	train-mlogloss:0.85627	validation-mlogloss:0.83233
[123]	train-mlogloss:0.85414	validation-mlogloss:0.83006
[124]	train-mlogloss:0.85197	validation-mlogloss:0.82770
[125]	train-mlogloss:0.84989	validation-mlogloss:0.82546
[126]	train-mlogloss:0.84769	validation-mlogloss:0.82315
[127]	train-mlogloss:0.84556	validation-mlogloss:0.82075
[128]	train-mlogloss:0.84347	validation-mlogloss:0.81849
[129]	train-mlogloss:0.84146	validation-mlogloss:0.81632
[130]	train-mlogloss:0.83948	validation-mlogloss:0.81423
[131]	train-mlogloss:0.83745	validation-mlogloss:0.81199
[132]	train-mlogloss:0.83542	validation-mlogloss:0.80969
[133]	train-mlogloss:0.83340	validation-mlogloss:0.80749
[134]	train-mlogloss:0.83136	validation-mlogloss:0.80517
[135]	train-mlogloss:0.82931	validation-mlogloss:0.80293
[136]	train-mlogloss:0.82728	validation-mlogloss:0.80070
[137]	train-mlogloss:0.82542	validation-mlogloss:0.79868
[138]	train-mlogloss:0.82353	validation-mlogloss:0.79666
[139]	train-mlogloss:0.82159	validation-mlogloss:0.79463
[140]	train-mlogloss:0.81976	validation-mlogloss:0.79261
[141]	train-mlogloss:0.81782	validation-mlogloss:0.79049
[142]	train-mlogloss:0.81608	validation-mlogloss:0.78863
[143]	train-mlogloss:0.81421	validation-mlogloss:0.78660
[144]	train-mlogloss:0.81247	validation-mlogloss:0.78472
[145]	train-mlogloss:0.81066	validation-mlogloss:0.78269
[146]	train-mlogloss:0.80888	validation-mlogloss:0.78075
[147]	train-mlogloss:0.80714	validation-mlogloss:0.77899
[148]	train-mlogloss:0.80537	validation-mlogloss:0.77714
[149]	train-mlogloss:0.80364	validation-mlogloss:0.77533
[150]	train-mlogloss:0.80182	validation-mlogloss:0.77333
[151]	train-mlogloss:0.80009	validation-mlogloss:0.77138
[152]	train-mlogloss:0.79839	validation-mlogloss:0.76941
[153]	train-mlogloss:0.79680	validation-mlogloss:0.76769
[154]	train-mlogloss:0.79524	validation-mlogloss:0.76603
[155]	train-mlogloss:0.79362	validation-mlogloss:0.76432
[156]	train-mlogloss:0.79201	validation-mlogloss:0.76251
[157]	train-mlogloss:0.79043	validation-mlogloss:0.76080
[158]	train-mlogloss:0.78885	validation-mlogloss:0.75910
[159]	train-mlogloss:0.78726	validation-mlogloss:0.75728
[160]	train-mlogloss:0.78564	validation-mlogloss:0.75553
[161]	train-mlogloss:0.78411	validation-mlogloss:0.75390
[162]	train-mlogloss:0.78249	validation-mlogloss:0.75208
[163]	train-mlogloss:0.78094	validation-mlogloss:0.75035
[164]	train-mlogloss:0.77947	validation-mlogloss:0.74875
[165]	train-mlogloss:0.77800	validation-mlogloss:0.74715
[166]	train-mlogloss:0.77661	validation-mlogloss:0.74563
[167]	train-mlogloss:0.77508	validation-mlogloss:0.74387
[168]	train-mlogloss:0.77352	validation-mlogloss:0.74208
[169]	train-mlogloss:0.77208	validation-mlogloss:0.74047
[170]	train-mlogloss:0.77055	validation-mlogloss:0.73875
[171]	train-mlogloss:0.76921	validation-mlogloss:0.73738
[172]	train-mlogloss:0.76781	validation-mlogloss:0.73586
[173]	train-mlogloss:0.76632	validation-mlogloss:0.73422
[174]	train-mlogloss:0.76496	validation-mlogloss:0.73281
[175]	train-mlogloss:0.76357	validation-mlogloss:0.73126
[176]	train-mlogloss:0.76214	validation-mlogloss:0.72965
[177]	train-mlogloss:0.76075	validation-mlogloss:0.72815
[178]	train-mlogloss:0.75937	validation-mlogloss:0.72665
[179]	train-mlogloss:0.75801	validation-mlogloss:0.72508
[180]	train-mlogloss:0.75678	validation-mlogloss:0.72375
[181]	train-mlogloss:0.75552	validation-mlogloss:0.72235
[182]	train-mlogloss:0.75419	validation-mlogloss:0.72082
[183]	train-mlogloss:0.75290	validation-mlogloss:0.71937
[184]	train-mlogloss:0.75156	validation-mlogloss:0.71789
[185]	train-mlogloss:0.75036	validation-mlogloss:0.71655
[186]	train-mlogloss:0.74910	validation-mlogloss:0.71513
[187]	train-mlogloss:0.74786	validation-mlogloss:0.71366
[188]	train-mlogloss:0.74667	validation-mlogloss:0.71232
[189]	train-mlogloss:0.74541	validation-mlogloss:0.71086
[190]	train-mlogloss:0.74418	validation-mlogloss:0.70945
[191]	train-mlogloss:0.74294	validation-mlogloss:0.70808
[192]	train-mlogloss:0.74173	validation-mlogloss:0.70672
[193]	train-mlogloss:0.74059	validation-mlogloss:0.70548
[194]	train-mlogloss:0.73933	validation-mlogloss:0.70407
[195]	train-mlogloss:0.73816	validation-mlogloss:0.70277
[196]	train-mlogloss:0.73688	validation-mlogloss:0.70129
[197]	train-mlogloss:0.73578	validation-mlogloss:0.70004
[198]	train-mlogloss:0.73468	validation-mlogloss:0.69877
[199]	train-mlogloss:0.73361	validation-mlogloss:0.69752
[200]	train-mlogloss:0.73243	validation-mlogloss:0.69627
[201]	train-mlogloss:0.73132	validation-mlogloss:0.69507
[202]	train-mlogloss:0.73014	validation-mlogloss:0.69368
[203]	train-mlogloss:0.72901	validation-mlogloss:0.69241
[204]	train-mlogloss:0.72793	validation-mlogloss:0.69117
[205]	train-mlogloss:0.72688	validation-mlogloss:0.68991
[206]	train-mlogloss:0.72576	validation-mlogloss:0.68863
[207]	train-mlogloss:0.72480	validation-mlogloss:0.68761
[208]	train-mlogloss:0.72376	validation-mlogloss:0.68645
[209]	train-mlogloss:0.72274	validation-mlogloss:0.68528
[210]	train-mlogloss:0.72167	validation-mlogloss:0.68413
[211]	train-mlogloss:0.72061	validation-mlogloss:0.68295
[212]	train-mlogloss:0.71957	validation-mlogloss:0.68173
[213]	train-mlogloss:0.71859	validation-mlogloss:0.68061
[214]	train-mlogloss:0.71760	validation-mlogloss:0.67954
[215]	train-mlogloss:0.71659	validation-mlogloss:0.67842
[216]	train-mlogloss:0.71560	validation-mlogloss:0.67733
[217]	train-mlogloss:0.71466	validation-mlogloss:0.67628
[218]	train-mlogloss:0.71364	validation-mlogloss:0.67520
[219]	train-mlogloss:0.71263	validation-mlogloss:0.67408
[220]	train-mlogloss:0.71176	validation-mlogloss:0.67309
[221]	train-mlogloss:0.71076	validation-mlogloss:0.67195
[222]	train-mlogloss:0.70987	validation-mlogloss:0.67100
[223]	train-mlogloss:0.70904	validation-mlogloss:0.67014
[224]	train-mlogloss:0.70808	validation-mlogloss:0.66907
[225]	train-mlogloss:0.70712	validation-mlogloss:0.66796
[226]	train-mlogloss:0.70622	validation-mlogloss:0.66682
[227]	train-mlogloss:0.70529	validation-mlogloss:0.66577
[228]	train-mlogloss:0.70440	validation-mlogloss:0.66486
[229]	train-mlogloss:0.70348	validation-mlogloss:0.66377
[230]	train-mlogloss:0.70253	validation-mlogloss:0.66275
[231]	train-mlogloss:0.70165	validation-mlogloss:0.66186
[232]	train-mlogloss:0.70073	validation-mlogloss:0.66083
[233]	train-mlogloss:0.69985	validation-mlogloss:0.65991
[234]	train-mlogloss:0.69900	validation-mlogloss:0.65893
[235]	train-mlogloss:0.69815	validation-mlogloss:0.65799
[236]	train-mlogloss:0.69731	validation-mlogloss:0.65707
[237]	train-mlogloss:0.69655	validation-mlogloss:0.65618
[238]	train-mlogloss:0.69571	validation-mlogloss:0.65520
[239]	train-mlogloss:0.69495	validation-mlogloss:0.65428
[240]	train-mlogloss:0.69413	validation-mlogloss:0.65328
[241]	train-mlogloss:0.69326	validation-mlogloss:0.65235
[242]	train-mlogloss:0.69232	validation-mlogloss:0.65136
[243]	train-mlogloss:0.69163	validation-mlogloss:0.65058
[244]	train-mlogloss:0.69088	validation-mlogloss:0.64967
[245]	train-mlogloss:0.68999	validation-mlogloss:0.64874
[246]	train-mlogloss:0.68923	validation-mlogloss:0.64783
[247]	train-mlogloss:0.68846	validation-mlogloss:0.64696
[248]	train-mlogloss:0.68761	validation-mlogloss:0.64593
[249]	train-mlogloss:0.68683	validation-mlogloss:0.64505
[250]	train-mlogloss:0.68600	validation-mlogloss:0.64418
[251]	train-mlogloss:0.68526	validation-mlogloss:0.64329
[252]	train-mlogloss:0.68449	validation-mlogloss:0.64241
[253]	train-mlogloss:0.68373	validation-mlogloss:0.64150
[254]	train-mlogloss:0.68297	validation-mlogloss:0.64069
[255]	train-mlogloss:0.68218	validation-mlogloss:0.63985
[256]	train-mlogloss:0.68142	validation-mlogloss:0.63902
[257]	train-mlogloss:0.68070	validation-mlogloss:0.63817
[258]	train-mlogloss:0.68008	validation-mlogloss:0.63750
[259]	train-mlogloss:0.67938	validation-mlogloss:0.63670
[260]	train-mlogloss:0.67870	validation-mlogloss:0.63586
[261]	train-mlogloss:0.67780	validation-mlogloss:0.63482
[262]	train-mlogloss:0.67715	validation-mlogloss:0.63413
[263]	train-mlogloss:0.67640	validation-mlogloss:0.63325
[264]	train-mlogloss:0.67563	validation-mlogloss:0.63240
[265]	train-mlogloss:0.67501	validation-mlogloss:0.63177
[266]	train-mlogloss:0.67432	validation-mlogloss:0.63103
[267]	train-mlogloss:0.67365	validation-mlogloss:0.63019
[268]	train-mlogloss:0.67289	validation-mlogloss:0.62935
[269]	train-mlogloss:0.67212	validation-mlogloss:0.62849
[270]	train-mlogloss:0.67154	validation-mlogloss:0.62788
[271]	train-mlogloss:0.67077	validation-mlogloss:0.62704
[272]	train-mlogloss:0.67007	validation-mlogloss:0.62625
[273]	train-mlogloss:0.66944	validation-mlogloss:0.62553
[274]	train-mlogloss:0.66882	validation-mlogloss:0.62479
[275]	train-mlogloss:0.66813	validation-mlogloss:0.62396
[276]	train-mlogloss:0.66751	validation-mlogloss:0.62325
[277]	train-mlogloss:0.66681	validation-mlogloss:0.62249
[278]	train-mlogloss:0.66611	validation-mlogloss:0.62170
[279]	train-mlogloss:0.66542	validation-mlogloss:0.62088
[280]	train-mlogloss:0.66476	validation-mlogloss:0.62014
[281]	train-mlogloss:0.66413	validation-mlogloss:0.61938
[282]	train-mlogloss:0.66353	validation-mlogloss:0.61876
[283]	train-mlogloss:0.66289	validation-mlogloss:0.61805
[284]	train-mlogloss:0.66228	validation-mlogloss:0.61734
[285]	train-mlogloss:0.66166	validation-mlogloss:0.61666
[286]	train-mlogloss:0.66102	validation-mlogloss:0.61591
[287]	train-mlogloss:0.66036	validation-mlogloss:0.61513
[288]	train-mlogloss:0.65967	validation-mlogloss:0.61437
[289]	train-mlogloss:0.65903	validation-mlogloss:0.61360
[290]	train-mlogloss:0.65845	validation-mlogloss:0.61294
[291]	train-mlogloss:0.65785	validation-mlogloss:0.61225
[292]	train-mlogloss:0.65726	validation-mlogloss:0.61160
[293]	train-mlogloss:0.65666	validation-mlogloss:0.61097
[294]	train-mlogloss:0.65601	validation-mlogloss:0.61024
[295]	train-mlogloss:0.65543	validation-mlogloss:0.60957
[296]	train-mlogloss:0.65483	validation-mlogloss:0.60887
[297]	train-mlogloss:0.65427	validation-mlogloss:0.60819
[298]	train-mlogloss:0.65367	validation-mlogloss:0.60756
[299]	train-mlogloss:0.65312	validation-mlogloss:0.60692
[300]	train-mlogloss:0.65257	validation-mlogloss:0.60632
[301]	train-mlogloss:0.65202	validation-mlogloss:0.60569
[302]	train-mlogloss:0.65146	validation-mlogloss:0.60505
[303]	train-mlogloss:0.65095	validation-mlogloss:0.60450
[304]	train-mlogloss:0.65044	validation-mlogloss:0.60390
[305]	train-mlogloss:0.64995	validation-mlogloss:0.60334
[306]	train-mlogloss:0.64937	validation-mlogloss:0.60268
[307]	train-mlogloss:0.64886	validation-mlogloss:0.60206
[308]	train-mlogloss:0.64836	validation-mlogloss:0.60144
[309]	train-mlogloss:0.64782	validation-mlogloss:0.60083
[310]	train-mlogloss:0.64728	validation-mlogloss:0.60016
[311]	train-mlogloss:0.64678	validation-mlogloss:0.59956
[312]	train-mlogloss:0.64624	validation-mlogloss:0.59891
[313]	train-mlogloss:0.64575	validation-mlogloss:0.59838
[314]	train-mlogloss:0.64525	validation-mlogloss:0.59779
[315]	train-mlogloss:0.64477	validation-mlogloss:0.59718
[316]	train-mlogloss:0.64433	validation-mlogloss:0.59673
[317]	train-mlogloss:0.64383	validation-mlogloss:0.59619
[318]	train-mlogloss:0.64333	validation-mlogloss:0.59559
[319]	train-mlogloss:0.64276	validation-mlogloss:0.59492
[320]	train-mlogloss:0.64229	validation-mlogloss:0.59438
[321]	train-mlogloss:0.64179	validation-mlogloss:0.59380
[322]	train-mlogloss:0.64132	validation-mlogloss:0.59328
[323]	train-mlogloss:0.64097	validation-mlogloss:0.59287
[324]	train-mlogloss:0.64052	validation-mlogloss:0.59237
[325]	train-mlogloss:0.64008	validation-mlogloss:0.59190
[326]	train-mlogloss:0.63963	validation-mlogloss:0.59138
[327]	train-mlogloss:0.63919	validation-mlogloss:0.59082
[328]	train-mlogloss:0.63879	validation-mlogloss:0.59040
[329]	train-mlogloss:0.63841	validation-mlogloss:0.59000
[330]	train-mlogloss:0.63799	validation-mlogloss:0.58950
[331]	train-mlogloss:0.63753	validation-mlogloss:0.58896
[332]	train-mlogloss:0.63707	validation-mlogloss:0.58840
[333]	train-mlogloss:0.63659	validation-mlogloss:0.58784
[334]	train-mlogloss:0.63619	validation-mlogloss:0.58739
[335]	train-mlogloss:0.63580	validation-mlogloss:0.58690
[336]	train-mlogloss:0.63533	validation-mlogloss:0.58635
[337]	train-mlogloss:0.63494	validation-mlogloss:0.58592
[338]	train-mlogloss:0.63448	validation-mlogloss:0.58541
[339]	train-mlogloss:0.63412	validation-mlogloss:0.58496
[340]	train-mlogloss:0.63362	validation-mlogloss:0.58438
[341]	train-mlogloss:0.63319	validation-mlogloss:0.58389
[342]	train-mlogloss:0.63282	validation-mlogloss:0.58349
[343]	train-mlogloss:0.63241	validation-mlogloss:0.58303
[344]	train-mlogloss:0.63197	validation-mlogloss:0.58253
[345]	train-mlogloss:0.63161	validation-mlogloss:0.58209
[346]	train-mlogloss:0.63123	validation-mlogloss:0.58170
[347]	train-mlogloss:0.63093	validation-mlogloss:0.58134
[348]	train-mlogloss:0.63051	validation-mlogloss:0.58089
[349]	train-mlogloss:0.63017	validation-mlogloss:0.58051
[350]	train-mlogloss:0.62980	validation-mlogloss:0.58006
[351]	train-mlogloss:0.62950	validation-mlogloss:0.57972
[352]	train-mlogloss:0.62904	validation-mlogloss:0.57916
[353]	train-mlogloss:0.62866	validation-mlogloss:0.57873
[354]	train-mlogloss:0.62831	validation-mlogloss:0.57839
[355]	train-mlogloss:0.62784	validation-mlogloss:0.57787
[356]	train-mlogloss:0.62751	validation-mlogloss:0.57752
[357]	train-mlogloss:0.62714	validation-mlogloss:0.57708
[358]	train-mlogloss:0.62682	validation-mlogloss:0.57673
[359]	train-mlogloss:0.62645	validation-mlogloss:0.57628
[360]	train-mlogloss:0.62608	validation-mlogloss:0.57588
[361]	train-mlogloss:0.62572	validation-mlogloss:0.57544
[362]	train-mlogloss:0.62528	validation-mlogloss:0.57491
[363]	train-mlogloss:0.62492	validation-mlogloss:0.57448
[364]	train-mlogloss:0.62458	validation-mlogloss:0.57405
[365]	train-mlogloss:0.62419	validation-mlogloss:0.57362
[366]	train-mlogloss:0.62392	validation-mlogloss:0.57335
[367]	train-mlogloss:0.62358	validation-mlogloss:0.57296
[368]	train-mlogloss:0.62319	validation-mlogloss:0.57249
[369]	train-mlogloss:0.62291	validation-mlogloss:0.57219
[370]	train-mlogloss:0.62252	validation-mlogloss:0.57172
[371]	train-mlogloss:0.62222	validation-mlogloss:0.57143
[372]	train-mlogloss:0.62197	validation-mlogloss:0.57117
[373]	train-mlogloss:0.62161	validation-mlogloss:0.57079
[374]	train-mlogloss:0.62134	validation-mlogloss:0.57045
[375]	train-mlogloss:0.62101	validation-mlogloss:0.57011
[376]	train-mlogloss:0.62075	validation-mlogloss:0.56977
[377]	train-mlogloss:0.62044	validation-mlogloss:0.56947
[378]	train-mlogloss:0.62011	validation-mlogloss:0.56908
[379]	train-mlogloss:0.61979	validation-mlogloss:0.56868
[380]	train-mlogloss:0.61947	validation-mlogloss:0.56834
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 0 1 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.8 [%]
Global accuracy score (test) = 77.99 [%]
Global F1 score (train) = 74.91 [%]
Global F1 score (test) = 78.71 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.64      0.62       350
MODERATE-INTENSITY       0.61      0.65      0.63       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.78      1372
         macro avg       0.79      0.78      0.79      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 9: 77.99 [%]
F1-score capturado en la ejecución 9: 78.71 [%]

=== EJECUCIÓN 10 ===

--- TRAIN (ejecución 10) ---

--- TEST (ejecución 10) ---
2025-11-06 16:27:17.856767: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:27:17.867843: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442837.880826 1480134 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442837.884768 1480134 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442837.894555 1480134 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442837.894574 1480134 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442837.894576 1480134 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442837.894578 1480134 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:27:17.897622: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37817	validation-mlogloss:1.37775
[1]	train-mlogloss:1.37024	validation-mlogloss:1.36947
[2]	train-mlogloss:1.36233	validation-mlogloss:1.36117
[3]	train-mlogloss:1.35457	validation-mlogloss:1.35303
[4]	train-mlogloss:1.34700	validation-mlogloss:1.34526
[5]	train-mlogloss:1.33943	validation-mlogloss:1.33734
[6]	train-mlogloss:1.33195	validation-mlogloss:1.32949
[7]	train-mlogloss:1.32458	validation-mlogloss:1.32169
[8]	train-mlogloss:1.31731	validation-mlogloss:1.31412
[9]	train-mlogloss:1.31017	validation-mlogloss:1.30653
[10]	train-mlogloss:1.30309	validation-mlogloss:1.29916
[11]	train-mlogloss:1.29619	validation-mlogloss:1.29197
[12]	train-mlogloss:1.28928	validation-mlogloss:1.28481
[13]	train-mlogloss:1.28249	validation-mlogloss:1.27764
[14]	train-mlogloss:1.27579	validation-mlogloss:1.27051
[15]	train-mlogloss:1.26925	validation-mlogloss:1.26377
[16]	train-mlogloss:1.26272	validation-mlogloss:1.25698
[17]	train-mlogloss:1.25622	validation-mlogloss:1.25022
[18]	train-mlogloss:1.24987	validation-mlogloss:1.24352
[19]	train-mlogloss:1.24356	validation-mlogloss:1.23693
[20]	train-mlogloss:1.23735	validation-mlogloss:1.23039
[21]	train-mlogloss:1.23124	validation-mlogloss:1.22407
[22]	train-mlogloss:1.22519	validation-mlogloss:1.21772
[23]	train-mlogloss:1.21925	validation-mlogloss:1.21149
[24]	train-mlogloss:1.21341	validation-mlogloss:1.20536
[25]	train-mlogloss:1.20757	validation-mlogloss:1.19920
[26]	train-mlogloss:1.20184	validation-mlogloss:1.19312
[27]	train-mlogloss:1.19617	validation-mlogloss:1.18722
[28]	train-mlogloss:1.19059	validation-mlogloss:1.18141
[29]	train-mlogloss:1.18514	validation-mlogloss:1.17576
[30]	train-mlogloss:1.17962	validation-mlogloss:1.16996
[31]	train-mlogloss:1.17419	validation-mlogloss:1.16425
[32]	train-mlogloss:1.16887	validation-mlogloss:1.15866
[33]	train-mlogloss:1.16366	validation-mlogloss:1.15330
[34]	train-mlogloss:1.15845	validation-mlogloss:1.14773
[35]	train-mlogloss:1.15326	validation-mlogloss:1.14221
[36]	train-mlogloss:1.14816	validation-mlogloss:1.13683
[37]	train-mlogloss:1.14320	validation-mlogloss:1.13165
[38]	train-mlogloss:1.13820	validation-mlogloss:1.12627
[39]	train-mlogloss:1.13331	validation-mlogloss:1.12111
[40]	train-mlogloss:1.12824	validation-mlogloss:1.11582
[41]	train-mlogloss:1.12344	validation-mlogloss:1.11076
[42]	train-mlogloss:1.11865	validation-mlogloss:1.10568
[43]	train-mlogloss:1.11392	validation-mlogloss:1.10061
[44]	train-mlogloss:1.10909	validation-mlogloss:1.09562
[45]	train-mlogloss:1.10447	validation-mlogloss:1.09086
[46]	train-mlogloss:1.09998	validation-mlogloss:1.08608
[47]	train-mlogloss:1.09528	validation-mlogloss:1.08122
[48]	train-mlogloss:1.09092	validation-mlogloss:1.07662
[49]	train-mlogloss:1.08656	validation-mlogloss:1.07198
[50]	train-mlogloss:1.08208	validation-mlogloss:1.06739
[51]	train-mlogloss:1.07783	validation-mlogloss:1.06287
[52]	train-mlogloss:1.07343	validation-mlogloss:1.05846
[53]	train-mlogloss:1.06912	validation-mlogloss:1.05402
[54]	train-mlogloss:1.06497	validation-mlogloss:1.04965
[55]	train-mlogloss:1.06069	validation-mlogloss:1.04532
[56]	train-mlogloss:1.05665	validation-mlogloss:1.04105
[57]	train-mlogloss:1.05248	validation-mlogloss:1.03681
[58]	train-mlogloss:1.04850	validation-mlogloss:1.03260
[59]	train-mlogloss:1.04445	validation-mlogloss:1.02844
[60]	train-mlogloss:1.04040	validation-mlogloss:1.02429
[61]	train-mlogloss:1.03645	validation-mlogloss:1.02016
[62]	train-mlogloss:1.03264	validation-mlogloss:1.01617
[63]	train-mlogloss:1.02875	validation-mlogloss:1.01213
[64]	train-mlogloss:1.02499	validation-mlogloss:1.00830
[65]	train-mlogloss:1.02120	validation-mlogloss:1.00442
[66]	train-mlogloss:1.01754	validation-mlogloss:1.00050
[67]	train-mlogloss:1.01383	validation-mlogloss:0.99666
[68]	train-mlogloss:1.01011	validation-mlogloss:0.99280
[69]	train-mlogloss:1.00662	validation-mlogloss:0.98909
[70]	train-mlogloss:1.00313	validation-mlogloss:0.98547
[71]	train-mlogloss:0.99955	validation-mlogloss:0.98182
[72]	train-mlogloss:0.99602	validation-mlogloss:0.97812
[73]	train-mlogloss:0.99262	validation-mlogloss:0.97453
[74]	train-mlogloss:0.98918	validation-mlogloss:0.97099
[75]	train-mlogloss:0.98572	validation-mlogloss:0.96742
[76]	train-mlogloss:0.98240	validation-mlogloss:0.96397
[77]	train-mlogloss:0.97905	validation-mlogloss:0.96046
[78]	train-mlogloss:0.97574	validation-mlogloss:0.95712
[79]	train-mlogloss:0.97260	validation-mlogloss:0.95384
[80]	train-mlogloss:0.96936	validation-mlogloss:0.95046
[81]	train-mlogloss:0.96617	validation-mlogloss:0.94712
[82]	train-mlogloss:0.96306	validation-mlogloss:0.94373
[83]	train-mlogloss:0.95988	validation-mlogloss:0.94042
[84]	train-mlogloss:0.95667	validation-mlogloss:0.93703
[85]	train-mlogloss:0.95364	validation-mlogloss:0.93395
[86]	train-mlogloss:0.95055	validation-mlogloss:0.93078
[87]	train-mlogloss:0.94741	validation-mlogloss:0.92738
[88]	train-mlogloss:0.94431	validation-mlogloss:0.92409
[89]	train-mlogloss:0.94138	validation-mlogloss:0.92110
[90]	train-mlogloss:0.93832	validation-mlogloss:0.91780
[91]	train-mlogloss:0.93540	validation-mlogloss:0.91469
[92]	train-mlogloss:0.93249	validation-mlogloss:0.91169
[93]	train-mlogloss:0.92961	validation-mlogloss:0.90862
[94]	train-mlogloss:0.92674	validation-mlogloss:0.90563
[95]	train-mlogloss:0.92387	validation-mlogloss:0.90257
[96]	train-mlogloss:0.92116	validation-mlogloss:0.89963
[97]	train-mlogloss:0.91840	validation-mlogloss:0.89676
[98]	train-mlogloss:0.91570	validation-mlogloss:0.89387
[99]	train-mlogloss:0.91305	validation-mlogloss:0.89104
[100]	train-mlogloss:0.91039	validation-mlogloss:0.88833
[101]	train-mlogloss:0.90762	validation-mlogloss:0.88543
[102]	train-mlogloss:0.90501	validation-mlogloss:0.88278
[103]	train-mlogloss:0.90238	validation-mlogloss:0.88006
[104]	train-mlogloss:0.89984	validation-mlogloss:0.87743
[105]	train-mlogloss:0.89720	validation-mlogloss:0.87465
[106]	train-mlogloss:0.89470	validation-mlogloss:0.87206
[107]	train-mlogloss:0.89213	validation-mlogloss:0.86932
[108]	train-mlogloss:0.88958	validation-mlogloss:0.86655
[109]	train-mlogloss:0.88701	validation-mlogloss:0.86384
[110]	train-mlogloss:0.88458	validation-mlogloss:0.86128
[111]	train-mlogloss:0.88206	validation-mlogloss:0.85857
[112]	train-mlogloss:0.87970	validation-mlogloss:0.85607
[113]	train-mlogloss:0.87739	validation-mlogloss:0.85369
[114]	train-mlogloss:0.87493	validation-mlogloss:0.85106
[115]	train-mlogloss:0.87265	validation-mlogloss:0.84870
[116]	train-mlogloss:0.87041	validation-mlogloss:0.84627
[117]	train-mlogloss:0.86808	validation-mlogloss:0.84380
[118]	train-mlogloss:0.86573	validation-mlogloss:0.84129
[119]	train-mlogloss:0.86351	validation-mlogloss:0.83896
[120]	train-mlogloss:0.86129	validation-mlogloss:0.83660
[121]	train-mlogloss:0.85912	validation-mlogloss:0.83427
[122]	train-mlogloss:0.85699	validation-mlogloss:0.83201
[123]	train-mlogloss:0.85476	validation-mlogloss:0.82962
[124]	train-mlogloss:0.85250	validation-mlogloss:0.82715
[125]	train-mlogloss:0.85031	validation-mlogloss:0.82480
[126]	train-mlogloss:0.84822	validation-mlogloss:0.82254
[127]	train-mlogloss:0.84605	validation-mlogloss:0.82015
[128]	train-mlogloss:0.84395	validation-mlogloss:0.81792
[129]	train-mlogloss:0.84186	validation-mlogloss:0.81570
[130]	train-mlogloss:0.83973	validation-mlogloss:0.81339
[131]	train-mlogloss:0.83773	validation-mlogloss:0.81125
[132]	train-mlogloss:0.83579	validation-mlogloss:0.80921
[133]	train-mlogloss:0.83377	validation-mlogloss:0.80701
[134]	train-mlogloss:0.83175	validation-mlogloss:0.80483
[135]	train-mlogloss:0.82980	validation-mlogloss:0.80271
[136]	train-mlogloss:0.82796	validation-mlogloss:0.80083
[137]	train-mlogloss:0.82606	validation-mlogloss:0.79882
[138]	train-mlogloss:0.82417	validation-mlogloss:0.79682
[139]	train-mlogloss:0.82226	validation-mlogloss:0.79477
[140]	train-mlogloss:0.82038	validation-mlogloss:0.79271
[141]	train-mlogloss:0.81857	validation-mlogloss:0.79077
[142]	train-mlogloss:0.81670	validation-mlogloss:0.78871
[143]	train-mlogloss:0.81497	validation-mlogloss:0.78692
[144]	train-mlogloss:0.81317	validation-mlogloss:0.78499
[145]	train-mlogloss:0.81133	validation-mlogloss:0.78293
[146]	train-mlogloss:0.80949	validation-mlogloss:0.78093
[147]	train-mlogloss:0.80772	validation-mlogloss:0.77907
[148]	train-mlogloss:0.80593	validation-mlogloss:0.77720
[149]	train-mlogloss:0.80424	validation-mlogloss:0.77533
[150]	train-mlogloss:0.80247	validation-mlogloss:0.77346
[151]	train-mlogloss:0.80081	validation-mlogloss:0.77177
[152]	train-mlogloss:0.79916	validation-mlogloss:0.77007
[153]	train-mlogloss:0.79755	validation-mlogloss:0.76832
[154]	train-mlogloss:0.79590	validation-mlogloss:0.76649
[155]	train-mlogloss:0.79419	validation-mlogloss:0.76457
[156]	train-mlogloss:0.79255	validation-mlogloss:0.76268
[157]	train-mlogloss:0.79095	validation-mlogloss:0.76089
[158]	train-mlogloss:0.78933	validation-mlogloss:0.75909
[159]	train-mlogloss:0.78777	validation-mlogloss:0.75744
[160]	train-mlogloss:0.78612	validation-mlogloss:0.75565
[161]	train-mlogloss:0.78457	validation-mlogloss:0.75398
[162]	train-mlogloss:0.78299	validation-mlogloss:0.75226
[163]	train-mlogloss:0.78140	validation-mlogloss:0.75053
[164]	train-mlogloss:0.77987	validation-mlogloss:0.74898
[165]	train-mlogloss:0.77845	validation-mlogloss:0.74750
[166]	train-mlogloss:0.77702	validation-mlogloss:0.74601
[167]	train-mlogloss:0.77562	validation-mlogloss:0.74452
[168]	train-mlogloss:0.77404	validation-mlogloss:0.74286
[169]	train-mlogloss:0.77256	validation-mlogloss:0.74121
[170]	train-mlogloss:0.77120	validation-mlogloss:0.73974
[171]	train-mlogloss:0.76977	validation-mlogloss:0.73818
[172]	train-mlogloss:0.76832	validation-mlogloss:0.73653
[173]	train-mlogloss:0.76689	validation-mlogloss:0.73490
[174]	train-mlogloss:0.76546	validation-mlogloss:0.73338
[175]	train-mlogloss:0.76403	validation-mlogloss:0.73178
[176]	train-mlogloss:0.76264	validation-mlogloss:0.73030
[177]	train-mlogloss:0.76121	validation-mlogloss:0.72870
[178]	train-mlogloss:0.75983	validation-mlogloss:0.72717
[179]	train-mlogloss:0.75850	validation-mlogloss:0.72572
[180]	train-mlogloss:0.75727	validation-mlogloss:0.72431
[181]	train-mlogloss:0.75602	validation-mlogloss:0.72301
[182]	train-mlogloss:0.75477	validation-mlogloss:0.72162
[183]	train-mlogloss:0.75354	validation-mlogloss:0.72034
[184]	train-mlogloss:0.75217	validation-mlogloss:0.71879
[185]	train-mlogloss:0.75100	validation-mlogloss:0.71745
[186]	train-mlogloss:0.74969	validation-mlogloss:0.71588
[187]	train-mlogloss:0.74853	validation-mlogloss:0.71467
[188]	train-mlogloss:0.74730	validation-mlogloss:0.71323
[189]	train-mlogloss:0.74610	validation-mlogloss:0.71185
[190]	train-mlogloss:0.74489	validation-mlogloss:0.71053
[191]	train-mlogloss:0.74375	validation-mlogloss:0.70933
[192]	train-mlogloss:0.74249	validation-mlogloss:0.70790
[193]	train-mlogloss:0.74120	validation-mlogloss:0.70650
[194]	train-mlogloss:0.74004	validation-mlogloss:0.70523
[195]	train-mlogloss:0.73885	validation-mlogloss:0.70399
[196]	train-mlogloss:0.73769	validation-mlogloss:0.70273
[197]	train-mlogloss:0.73666	validation-mlogloss:0.70156
[198]	train-mlogloss:0.73555	validation-mlogloss:0.70027
[199]	train-mlogloss:0.73453	validation-mlogloss:0.69910
[200]	train-mlogloss:0.73341	validation-mlogloss:0.69781
[201]	train-mlogloss:0.73230	validation-mlogloss:0.69654
[202]	train-mlogloss:0.73116	validation-mlogloss:0.69532
[203]	train-mlogloss:0.73001	validation-mlogloss:0.69402
[204]	train-mlogloss:0.72886	validation-mlogloss:0.69282
[205]	train-mlogloss:0.72780	validation-mlogloss:0.69156
[206]	train-mlogloss:0.72673	validation-mlogloss:0.69039
[207]	train-mlogloss:0.72565	validation-mlogloss:0.68920
[208]	train-mlogloss:0.72466	validation-mlogloss:0.68817
[209]	train-mlogloss:0.72366	validation-mlogloss:0.68695
[210]	train-mlogloss:0.72264	validation-mlogloss:0.68580
[211]	train-mlogloss:0.72160	validation-mlogloss:0.68472
[212]	train-mlogloss:0.72058	validation-mlogloss:0.68360
[213]	train-mlogloss:0.71953	validation-mlogloss:0.68241
[214]	train-mlogloss:0.71852	validation-mlogloss:0.68130
[215]	train-mlogloss:0.71760	validation-mlogloss:0.68028
[216]	train-mlogloss:0.71669	validation-mlogloss:0.67927
[217]	train-mlogloss:0.71574	validation-mlogloss:0.67816
[218]	train-mlogloss:0.71469	validation-mlogloss:0.67706
[219]	train-mlogloss:0.71371	validation-mlogloss:0.67596
[220]	train-mlogloss:0.71278	validation-mlogloss:0.67492
[221]	train-mlogloss:0.71183	validation-mlogloss:0.67390
[222]	train-mlogloss:0.71082	validation-mlogloss:0.67288
[223]	train-mlogloss:0.70990	validation-mlogloss:0.67179
[224]	train-mlogloss:0.70902	validation-mlogloss:0.67075
[225]	train-mlogloss:0.70813	validation-mlogloss:0.66971
[226]	train-mlogloss:0.70720	validation-mlogloss:0.66865
[227]	train-mlogloss:0.70633	validation-mlogloss:0.66772
[228]	train-mlogloss:0.70548	validation-mlogloss:0.66675
[229]	train-mlogloss:0.70455	validation-mlogloss:0.66569
[230]	train-mlogloss:0.70361	validation-mlogloss:0.66461
[231]	train-mlogloss:0.70269	validation-mlogloss:0.66354
[232]	train-mlogloss:0.70177	validation-mlogloss:0.66252
[233]	train-mlogloss:0.70092	validation-mlogloss:0.66160
[234]	train-mlogloss:0.70009	validation-mlogloss:0.66070
[235]	train-mlogloss:0.69922	validation-mlogloss:0.65976
[236]	train-mlogloss:0.69845	validation-mlogloss:0.65890
[237]	train-mlogloss:0.69765	validation-mlogloss:0.65796
[238]	train-mlogloss:0.69675	validation-mlogloss:0.65691
[239]	train-mlogloss:0.69583	validation-mlogloss:0.65594
[240]	train-mlogloss:0.69499	validation-mlogloss:0.65497
[241]	train-mlogloss:0.69416	validation-mlogloss:0.65405
[242]	train-mlogloss:0.69330	validation-mlogloss:0.65311
[243]	train-mlogloss:0.69240	validation-mlogloss:0.65216
[244]	train-mlogloss:0.69164	validation-mlogloss:0.65123
[245]	train-mlogloss:0.69092	validation-mlogloss:0.65033
[246]	train-mlogloss:0.69022	validation-mlogloss:0.64956
[247]	train-mlogloss:0.68943	validation-mlogloss:0.64864
[248]	train-mlogloss:0.68863	validation-mlogloss:0.64778
[249]	train-mlogloss:0.68787	validation-mlogloss:0.64689
[250]	train-mlogloss:0.68713	validation-mlogloss:0.64609
[251]	train-mlogloss:0.68634	validation-mlogloss:0.64523
[252]	train-mlogloss:0.68555	validation-mlogloss:0.64433
[253]	train-mlogloss:0.68486	validation-mlogloss:0.64366
[254]	train-mlogloss:0.68408	validation-mlogloss:0.64287
[255]	train-mlogloss:0.68341	validation-mlogloss:0.64210
[256]	train-mlogloss:0.68267	validation-mlogloss:0.64127
[257]	train-mlogloss:0.68188	validation-mlogloss:0.64042
[258]	train-mlogloss:0.68120	validation-mlogloss:0.63957
[259]	train-mlogloss:0.68055	validation-mlogloss:0.63879
[260]	train-mlogloss:0.67991	validation-mlogloss:0.63804
[261]	train-mlogloss:0.67918	validation-mlogloss:0.63727
[262]	train-mlogloss:0.67844	validation-mlogloss:0.63645
[263]	train-mlogloss:0.67771	validation-mlogloss:0.63567
[264]	train-mlogloss:0.67691	validation-mlogloss:0.63483
[265]	train-mlogloss:0.67620	validation-mlogloss:0.63408
[266]	train-mlogloss:0.67552	validation-mlogloss:0.63332
[267]	train-mlogloss:0.67491	validation-mlogloss:0.63262
[268]	train-mlogloss:0.67412	validation-mlogloss:0.63171
[269]	train-mlogloss:0.67340	validation-mlogloss:0.63098
[270]	train-mlogloss:0.67267	validation-mlogloss:0.63017
[271]	train-mlogloss:0.67193	validation-mlogloss:0.62936
[272]	train-mlogloss:0.67129	validation-mlogloss:0.62867
[273]	train-mlogloss:0.67068	validation-mlogloss:0.62787
[274]	train-mlogloss:0.67000	validation-mlogloss:0.62712
[275]	train-mlogloss:0.66936	validation-mlogloss:0.62641
[276]	train-mlogloss:0.66881	validation-mlogloss:0.62570
[277]	train-mlogloss:0.66821	validation-mlogloss:0.62494
[278]	train-mlogloss:0.66762	validation-mlogloss:0.62424
[279]	train-mlogloss:0.66695	validation-mlogloss:0.62347
[280]	train-mlogloss:0.66626	validation-mlogloss:0.62277
[281]	train-mlogloss:0.66564	validation-mlogloss:0.62211
[282]	train-mlogloss:0.66499	validation-mlogloss:0.62138
[283]	train-mlogloss:0.66447	validation-mlogloss:0.62082
[284]	train-mlogloss:0.66376	validation-mlogloss:0.62009
[285]	train-mlogloss:0.66307	validation-mlogloss:0.61939
[286]	train-mlogloss:0.66240	validation-mlogloss:0.61868
[287]	train-mlogloss:0.66190	validation-mlogloss:0.61809
[288]	train-mlogloss:0.66135	validation-mlogloss:0.61743
[289]	train-mlogloss:0.66083	validation-mlogloss:0.61688
[290]	train-mlogloss:0.66030	validation-mlogloss:0.61626
[291]	train-mlogloss:0.65976	validation-mlogloss:0.61564
[292]	train-mlogloss:0.65923	validation-mlogloss:0.61508
[293]	train-mlogloss:0.65862	validation-mlogloss:0.61437
[294]	train-mlogloss:0.65808	validation-mlogloss:0.61371
[295]	train-mlogloss:0.65749	validation-mlogloss:0.61300
[296]	train-mlogloss:0.65694	validation-mlogloss:0.61229
[297]	train-mlogloss:0.65644	validation-mlogloss:0.61171
[298]	train-mlogloss:0.65585	validation-mlogloss:0.61106
[299]	train-mlogloss:0.65529	validation-mlogloss:0.61041
[300]	train-mlogloss:0.65477	validation-mlogloss:0.60985
[301]	train-mlogloss:0.65427	validation-mlogloss:0.60923
[302]	train-mlogloss:0.65369	validation-mlogloss:0.60862
[303]	train-mlogloss:0.65314	validation-mlogloss:0.60802
[304]	train-mlogloss:0.65258	validation-mlogloss:0.60737
[305]	train-mlogloss:0.65208	validation-mlogloss:0.60674
[306]	train-mlogloss:0.65154	validation-mlogloss:0.60615
[307]	train-mlogloss:0.65095	validation-mlogloss:0.60549
[308]	train-mlogloss:0.65048	validation-mlogloss:0.60492
[309]	train-mlogloss:0.64996	validation-mlogloss:0.60436
[310]	train-mlogloss:0.64943	validation-mlogloss:0.60372
[311]	train-mlogloss:0.64893	validation-mlogloss:0.60315
[312]	train-mlogloss:0.64852	validation-mlogloss:0.60270
[313]	train-mlogloss:0.64811	validation-mlogloss:0.60223
[314]	train-mlogloss:0.64764	validation-mlogloss:0.60167
[315]	train-mlogloss:0.64712	validation-mlogloss:0.60108
[316]	train-mlogloss:0.64663	validation-mlogloss:0.60051
[317]	train-mlogloss:0.64619	validation-mlogloss:0.59998
[318]	train-mlogloss:0.64573	validation-mlogloss:0.59950
[319]	train-mlogloss:0.64531	validation-mlogloss:0.59902
[320]	train-mlogloss:0.64480	validation-mlogloss:0.59846
[321]	train-mlogloss:0.64429	validation-mlogloss:0.59790
[322]	train-mlogloss:0.64381	validation-mlogloss:0.59734
[323]	train-mlogloss:0.64334	validation-mlogloss:0.59681
[324]	train-mlogloss:0.64279	validation-mlogloss:0.59625
[325]	train-mlogloss:0.64237	validation-mlogloss:0.59574
[326]	train-mlogloss:0.64193	validation-mlogloss:0.59528
[327]	train-mlogloss:0.64148	validation-mlogloss:0.59472
[328]	train-mlogloss:0.64100	validation-mlogloss:0.59412
[329]	train-mlogloss:0.64060	validation-mlogloss:0.59369
[330]	train-mlogloss:0.64017	validation-mlogloss:0.59323
[331]	train-mlogloss:0.63965	validation-mlogloss:0.59267
[332]	train-mlogloss:0.63916	validation-mlogloss:0.59213
[333]	train-mlogloss:0.63880	validation-mlogloss:0.59171
[334]	train-mlogloss:0.63839	validation-mlogloss:0.59126
[335]	train-mlogloss:0.63791	validation-mlogloss:0.59078
[336]	train-mlogloss:0.63758	validation-mlogloss:0.59039
[337]	train-mlogloss:0.63716	validation-mlogloss:0.58994
[338]	train-mlogloss:0.63672	validation-mlogloss:0.58944
[339]	train-mlogloss:0.63638	validation-mlogloss:0.58904
[340]	train-mlogloss:0.63599	validation-mlogloss:0.58861
[341]	train-mlogloss:0.63568	validation-mlogloss:0.58824
[342]	train-mlogloss:0.63533	validation-mlogloss:0.58782
[343]	train-mlogloss:0.63494	validation-mlogloss:0.58738
[344]	train-mlogloss:0.63455	validation-mlogloss:0.58696
[345]	train-mlogloss:0.63416	validation-mlogloss:0.58653
[346]	train-mlogloss:0.63377	validation-mlogloss:0.58608
[347]	train-mlogloss:0.63336	validation-mlogloss:0.58557
[348]	train-mlogloss:0.63300	validation-mlogloss:0.58517
[349]	train-mlogloss:0.63264	validation-mlogloss:0.58470
[350]	train-mlogloss:0.63232	validation-mlogloss:0.58434
[351]	train-mlogloss:0.63190	validation-mlogloss:0.58388
[352]	train-mlogloss:0.63154	validation-mlogloss:0.58349
[353]	train-mlogloss:0.63116	validation-mlogloss:0.58312
[354]	train-mlogloss:0.63084	validation-mlogloss:0.58270
[355]	train-mlogloss:0.63047	validation-mlogloss:0.58233
[356]	train-mlogloss:0.63017	validation-mlogloss:0.58196
[357]	train-mlogloss:0.62978	validation-mlogloss:0.58153
[358]	train-mlogloss:0.62942	validation-mlogloss:0.58113
[359]	train-mlogloss:0.62908	validation-mlogloss:0.58070
[360]	train-mlogloss:0.62876	validation-mlogloss:0.58035
[361]	train-mlogloss:0.62847	validation-mlogloss:0.57999
[362]	train-mlogloss:0.62819	validation-mlogloss:0.57967
[363]	train-mlogloss:0.62784	validation-mlogloss:0.57926
[364]	train-mlogloss:0.62751	validation-mlogloss:0.57886
[365]	train-mlogloss:0.62711	validation-mlogloss:0.57846
[366]	train-mlogloss:0.62682	validation-mlogloss:0.57814
[367]	train-mlogloss:0.62650	validation-mlogloss:0.57775
[368]	train-mlogloss:0.62615	validation-mlogloss:0.57738
[369]	train-mlogloss:0.62584	validation-mlogloss:0.57701
[370]	train-mlogloss:0.62550	validation-mlogloss:0.57657
[371]	train-mlogloss:0.62519	validation-mlogloss:0.57622
[372]	train-mlogloss:0.62493	validation-mlogloss:0.57594
[373]	train-mlogloss:0.62460	validation-mlogloss:0.57559
[374]	train-mlogloss:0.62422	validation-mlogloss:0.57522
[375]	train-mlogloss:0.62396	validation-mlogloss:0.57495
[376]	train-mlogloss:0.62364	validation-mlogloss:0.57461
[377]	train-mlogloss:0.62333	validation-mlogloss:0.57422
[378]	train-mlogloss:0.62306	validation-mlogloss:0.57392
[379]	train-mlogloss:0.62273	validation-mlogloss:0.57357
[380]	train-mlogloss:0.62248	validation-mlogloss:0.57331
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 1 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.97 [%]
Global accuracy score (test) = 77.84 [%]
Global F1 score (train) = 74.81 [%]
Global F1 score (test) = 78.47 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.65      0.54      0.59       350
MODERATE-INTENSITY       0.58      0.74      0.65       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.98      0.89      0.93       322

          accuracy                           0.78      1372
         macro avg       0.80      0.78      0.78      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 10: 77.84 [%]
F1-score capturado en la ejecución 10: 78.47 [%]

=== EJECUCIÓN 11 ===

--- TRAIN (ejecución 11) ---

--- TEST (ejecución 11) ---
2025-11-06 16:27:29.086689: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:27:29.098039: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442849.111183 1480396 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442849.115227 1480396 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442849.125096 1480396 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442849.125114 1480396 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442849.125117 1480396 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442849.125118 1480396 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:27:29.128167: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37818	validation-mlogloss:1.37771
[1]	train-mlogloss:1.37018	validation-mlogloss:1.36929
[2]	train-mlogloss:1.36228	validation-mlogloss:1.36102
[3]	train-mlogloss:1.35447	validation-mlogloss:1.35281
[4]	train-mlogloss:1.34696	validation-mlogloss:1.34505
[5]	train-mlogloss:1.33947	validation-mlogloss:1.33731
[6]	train-mlogloss:1.33200	validation-mlogloss:1.32953
[7]	train-mlogloss:1.32466	validation-mlogloss:1.32184
[8]	train-mlogloss:1.31741	validation-mlogloss:1.31424
[9]	train-mlogloss:1.31032	validation-mlogloss:1.30674
[10]	train-mlogloss:1.30327	validation-mlogloss:1.29939
[11]	train-mlogloss:1.29646	validation-mlogloss:1.29244
[12]	train-mlogloss:1.28956	validation-mlogloss:1.28513
[13]	train-mlogloss:1.28280	validation-mlogloss:1.27806
[14]	train-mlogloss:1.27623	validation-mlogloss:1.27132
[15]	train-mlogloss:1.26960	validation-mlogloss:1.26443
[16]	train-mlogloss:1.26306	validation-mlogloss:1.25764
[17]	train-mlogloss:1.25665	validation-mlogloss:1.25091
[18]	train-mlogloss:1.25038	validation-mlogloss:1.24447
[19]	train-mlogloss:1.24416	validation-mlogloss:1.23799
[20]	train-mlogloss:1.23800	validation-mlogloss:1.23168
[21]	train-mlogloss:1.23198	validation-mlogloss:1.22542
[22]	train-mlogloss:1.22611	validation-mlogloss:1.21923
[23]	train-mlogloss:1.22015	validation-mlogloss:1.21300
[24]	train-mlogloss:1.21427	validation-mlogloss:1.20682
[25]	train-mlogloss:1.20842	validation-mlogloss:1.20067
[26]	train-mlogloss:1.20265	validation-mlogloss:1.19464
[27]	train-mlogloss:1.19697	validation-mlogloss:1.18871
[28]	train-mlogloss:1.19134	validation-mlogloss:1.18279
[29]	train-mlogloss:1.18598	validation-mlogloss:1.17715
[30]	train-mlogloss:1.18051	validation-mlogloss:1.17146
[31]	train-mlogloss:1.17516	validation-mlogloss:1.16584
[32]	train-mlogloss:1.16985	validation-mlogloss:1.16022
[33]	train-mlogloss:1.16460	validation-mlogloss:1.15462
[34]	train-mlogloss:1.15940	validation-mlogloss:1.14906
[35]	train-mlogloss:1.15432	validation-mlogloss:1.14372
[36]	train-mlogloss:1.14917	validation-mlogloss:1.13832
[37]	train-mlogloss:1.14411	validation-mlogloss:1.13294
[38]	train-mlogloss:1.13916	validation-mlogloss:1.12779
[39]	train-mlogloss:1.13420	validation-mlogloss:1.12275
[40]	train-mlogloss:1.12930	validation-mlogloss:1.11757
[41]	train-mlogloss:1.12445	validation-mlogloss:1.11241
[42]	train-mlogloss:1.11952	validation-mlogloss:1.10732
[43]	train-mlogloss:1.11463	validation-mlogloss:1.10222
[44]	train-mlogloss:1.10996	validation-mlogloss:1.09731
[45]	train-mlogloss:1.10519	validation-mlogloss:1.09232
[46]	train-mlogloss:1.10071	validation-mlogloss:1.08770
[47]	train-mlogloss:1.09603	validation-mlogloss:1.08275
[48]	train-mlogloss:1.09143	validation-mlogloss:1.07793
[49]	train-mlogloss:1.08687	validation-mlogloss:1.07329
[50]	train-mlogloss:1.08239	validation-mlogloss:1.06880
[51]	train-mlogloss:1.07796	validation-mlogloss:1.06420
[52]	train-mlogloss:1.07368	validation-mlogloss:1.05964
[53]	train-mlogloss:1.06939	validation-mlogloss:1.05514
[54]	train-mlogloss:1.06519	validation-mlogloss:1.05075
[55]	train-mlogloss:1.06091	validation-mlogloss:1.04638
[56]	train-mlogloss:1.05667	validation-mlogloss:1.04195
[57]	train-mlogloss:1.05265	validation-mlogloss:1.03767
[58]	train-mlogloss:1.04854	validation-mlogloss:1.03340
[59]	train-mlogloss:1.04463	validation-mlogloss:1.02923
[60]	train-mlogloss:1.04063	validation-mlogloss:1.02512
[61]	train-mlogloss:1.03665	validation-mlogloss:1.02093
[62]	train-mlogloss:1.03275	validation-mlogloss:1.01686
[63]	train-mlogloss:1.02887	validation-mlogloss:1.01281
[64]	train-mlogloss:1.02499	validation-mlogloss:1.00876
[65]	train-mlogloss:1.02120	validation-mlogloss:1.00475
[66]	train-mlogloss:1.01740	validation-mlogloss:1.00074
[67]	train-mlogloss:1.01364	validation-mlogloss:0.99682
[68]	train-mlogloss:1.01003	validation-mlogloss:0.99318
[69]	train-mlogloss:1.00638	validation-mlogloss:0.98929
[70]	train-mlogloss:1.00282	validation-mlogloss:0.98556
[71]	train-mlogloss:0.99925	validation-mlogloss:0.98182
[72]	train-mlogloss:0.99570	validation-mlogloss:0.97806
[73]	train-mlogloss:0.99225	validation-mlogloss:0.97453
[74]	train-mlogloss:0.98881	validation-mlogloss:0.97102
[75]	train-mlogloss:0.98542	validation-mlogloss:0.96751
[76]	train-mlogloss:0.98202	validation-mlogloss:0.96391
[77]	train-mlogloss:0.97869	validation-mlogloss:0.96041
[78]	train-mlogloss:0.97534	validation-mlogloss:0.95687
[79]	train-mlogloss:0.97196	validation-mlogloss:0.95321
[80]	train-mlogloss:0.96874	validation-mlogloss:0.94979
[81]	train-mlogloss:0.96557	validation-mlogloss:0.94637
[82]	train-mlogloss:0.96239	validation-mlogloss:0.94308
[83]	train-mlogloss:0.95933	validation-mlogloss:0.93984
[84]	train-mlogloss:0.95603	validation-mlogloss:0.93626
[85]	train-mlogloss:0.95301	validation-mlogloss:0.93309
[86]	train-mlogloss:0.94998	validation-mlogloss:0.92995
[87]	train-mlogloss:0.94693	validation-mlogloss:0.92681
[88]	train-mlogloss:0.94392	validation-mlogloss:0.92367
[89]	train-mlogloss:0.94101	validation-mlogloss:0.92065
[90]	train-mlogloss:0.93807	validation-mlogloss:0.91756
[91]	train-mlogloss:0.93515	validation-mlogloss:0.91447
[92]	train-mlogloss:0.93220	validation-mlogloss:0.91129
[93]	train-mlogloss:0.92940	validation-mlogloss:0.90840
[94]	train-mlogloss:0.92661	validation-mlogloss:0.90543
[95]	train-mlogloss:0.92380	validation-mlogloss:0.90245
[96]	train-mlogloss:0.92107	validation-mlogloss:0.89963
[97]	train-mlogloss:0.91835	validation-mlogloss:0.89672
[98]	train-mlogloss:0.91551	validation-mlogloss:0.89366
[99]	train-mlogloss:0.91282	validation-mlogloss:0.89078
[100]	train-mlogloss:0.91002	validation-mlogloss:0.88775
[101]	train-mlogloss:0.90739	validation-mlogloss:0.88507
[102]	train-mlogloss:0.90480	validation-mlogloss:0.88232
[103]	train-mlogloss:0.90212	validation-mlogloss:0.87944
[104]	train-mlogloss:0.89957	validation-mlogloss:0.87663
[105]	train-mlogloss:0.89704	validation-mlogloss:0.87397
[106]	train-mlogloss:0.89457	validation-mlogloss:0.87138
[107]	train-mlogloss:0.89212	validation-mlogloss:0.86879
[108]	train-mlogloss:0.88949	validation-mlogloss:0.86598
[109]	train-mlogloss:0.88695	validation-mlogloss:0.86326
[110]	train-mlogloss:0.88445	validation-mlogloss:0.86057
[111]	train-mlogloss:0.88190	validation-mlogloss:0.85780
[112]	train-mlogloss:0.87939	validation-mlogloss:0.85510
[113]	train-mlogloss:0.87691	validation-mlogloss:0.85240
[114]	train-mlogloss:0.87458	validation-mlogloss:0.84989
[115]	train-mlogloss:0.87228	validation-mlogloss:0.84759
[116]	train-mlogloss:0.87000	validation-mlogloss:0.84513
[117]	train-mlogloss:0.86776	validation-mlogloss:0.84280
[118]	train-mlogloss:0.86550	validation-mlogloss:0.84039
[119]	train-mlogloss:0.86319	validation-mlogloss:0.83782
[120]	train-mlogloss:0.86105	validation-mlogloss:0.83557
[121]	train-mlogloss:0.85886	validation-mlogloss:0.83326
[122]	train-mlogloss:0.85655	validation-mlogloss:0.83071
[123]	train-mlogloss:0.85447	validation-mlogloss:0.82848
[124]	train-mlogloss:0.85240	validation-mlogloss:0.82633
[125]	train-mlogloss:0.85026	validation-mlogloss:0.82407
[126]	train-mlogloss:0.84808	validation-mlogloss:0.82175
[127]	train-mlogloss:0.84590	validation-mlogloss:0.81939
[128]	train-mlogloss:0.84380	validation-mlogloss:0.81712
[129]	train-mlogloss:0.84172	validation-mlogloss:0.81482
[130]	train-mlogloss:0.83964	validation-mlogloss:0.81254
[131]	train-mlogloss:0.83758	validation-mlogloss:0.81026
[132]	train-mlogloss:0.83566	validation-mlogloss:0.80810
[133]	train-mlogloss:0.83382	validation-mlogloss:0.80611
[134]	train-mlogloss:0.83183	validation-mlogloss:0.80398
[135]	train-mlogloss:0.82993	validation-mlogloss:0.80200
[136]	train-mlogloss:0.82802	validation-mlogloss:0.79994
[137]	train-mlogloss:0.82612	validation-mlogloss:0.79792
[138]	train-mlogloss:0.82416	validation-mlogloss:0.79576
[139]	train-mlogloss:0.82237	validation-mlogloss:0.79385
[140]	train-mlogloss:0.82048	validation-mlogloss:0.79172
[141]	train-mlogloss:0.81869	validation-mlogloss:0.78984
[142]	train-mlogloss:0.81686	validation-mlogloss:0.78783
[143]	train-mlogloss:0.81500	validation-mlogloss:0.78582
[144]	train-mlogloss:0.81311	validation-mlogloss:0.78371
[145]	train-mlogloss:0.81129	validation-mlogloss:0.78167
[146]	train-mlogloss:0.80957	validation-mlogloss:0.77979
[147]	train-mlogloss:0.80774	validation-mlogloss:0.77767
[148]	train-mlogloss:0.80598	validation-mlogloss:0.77575
[149]	train-mlogloss:0.80428	validation-mlogloss:0.77402
[150]	train-mlogloss:0.80247	validation-mlogloss:0.77203
[151]	train-mlogloss:0.80069	validation-mlogloss:0.77007
[152]	train-mlogloss:0.79900	validation-mlogloss:0.76827
[153]	train-mlogloss:0.79728	validation-mlogloss:0.76645
[154]	train-mlogloss:0.79570	validation-mlogloss:0.76477
[155]	train-mlogloss:0.79407	validation-mlogloss:0.76302
[156]	train-mlogloss:0.79242	validation-mlogloss:0.76122
[157]	train-mlogloss:0.79088	validation-mlogloss:0.75964
[158]	train-mlogloss:0.78927	validation-mlogloss:0.75785
[159]	train-mlogloss:0.78768	validation-mlogloss:0.75608
[160]	train-mlogloss:0.78606	validation-mlogloss:0.75432
[161]	train-mlogloss:0.78456	validation-mlogloss:0.75275
[162]	train-mlogloss:0.78305	validation-mlogloss:0.75110
[163]	train-mlogloss:0.78157	validation-mlogloss:0.74942
[164]	train-mlogloss:0.77999	validation-mlogloss:0.74767
[165]	train-mlogloss:0.77856	validation-mlogloss:0.74609
[166]	train-mlogloss:0.77701	validation-mlogloss:0.74443
[167]	train-mlogloss:0.77565	validation-mlogloss:0.74297
[168]	train-mlogloss:0.77417	validation-mlogloss:0.74137
[169]	train-mlogloss:0.77276	validation-mlogloss:0.73975
[170]	train-mlogloss:0.77130	validation-mlogloss:0.73816
[171]	train-mlogloss:0.76978	validation-mlogloss:0.73648
[172]	train-mlogloss:0.76838	validation-mlogloss:0.73486
[173]	train-mlogloss:0.76705	validation-mlogloss:0.73338
[174]	train-mlogloss:0.76567	validation-mlogloss:0.73183
[175]	train-mlogloss:0.76432	validation-mlogloss:0.73033
[176]	train-mlogloss:0.76298	validation-mlogloss:0.72883
[177]	train-mlogloss:0.76154	validation-mlogloss:0.72722
[178]	train-mlogloss:0.76026	validation-mlogloss:0.72592
[179]	train-mlogloss:0.75891	validation-mlogloss:0.72441
[180]	train-mlogloss:0.75751	validation-mlogloss:0.72280
[181]	train-mlogloss:0.75621	validation-mlogloss:0.72131
[182]	train-mlogloss:0.75488	validation-mlogloss:0.71979
[183]	train-mlogloss:0.75355	validation-mlogloss:0.71826
[184]	train-mlogloss:0.75225	validation-mlogloss:0.71676
[185]	train-mlogloss:0.75108	validation-mlogloss:0.71545
[186]	train-mlogloss:0.74986	validation-mlogloss:0.71416
[187]	train-mlogloss:0.74858	validation-mlogloss:0.71271
[188]	train-mlogloss:0.74732	validation-mlogloss:0.71133
[189]	train-mlogloss:0.74620	validation-mlogloss:0.71005
[190]	train-mlogloss:0.74495	validation-mlogloss:0.70866
[191]	train-mlogloss:0.74364	validation-mlogloss:0.70725
[192]	train-mlogloss:0.74242	validation-mlogloss:0.70592
[193]	train-mlogloss:0.74126	validation-mlogloss:0.70467
[194]	train-mlogloss:0.74013	validation-mlogloss:0.70339
[195]	train-mlogloss:0.73894	validation-mlogloss:0.70211
[196]	train-mlogloss:0.73771	validation-mlogloss:0.70073
[197]	train-mlogloss:0.73662	validation-mlogloss:0.69954
[198]	train-mlogloss:0.73548	validation-mlogloss:0.69818
[199]	train-mlogloss:0.73432	validation-mlogloss:0.69691
[200]	train-mlogloss:0.73310	validation-mlogloss:0.69552
[201]	train-mlogloss:0.73203	validation-mlogloss:0.69439
[202]	train-mlogloss:0.73094	validation-mlogloss:0.69317
[203]	train-mlogloss:0.72987	validation-mlogloss:0.69194
[204]	train-mlogloss:0.72880	validation-mlogloss:0.69086
[205]	train-mlogloss:0.72779	validation-mlogloss:0.68966
[206]	train-mlogloss:0.72681	validation-mlogloss:0.68865
[207]	train-mlogloss:0.72564	validation-mlogloss:0.68733
[208]	train-mlogloss:0.72457	validation-mlogloss:0.68613
[209]	train-mlogloss:0.72365	validation-mlogloss:0.68505
[210]	train-mlogloss:0.72264	validation-mlogloss:0.68394
[211]	train-mlogloss:0.72169	validation-mlogloss:0.68285
[212]	train-mlogloss:0.72069	validation-mlogloss:0.68169
[213]	train-mlogloss:0.71962	validation-mlogloss:0.68050
[214]	train-mlogloss:0.71867	validation-mlogloss:0.67940
[215]	train-mlogloss:0.71772	validation-mlogloss:0.67835
[216]	train-mlogloss:0.71670	validation-mlogloss:0.67719
[217]	train-mlogloss:0.71568	validation-mlogloss:0.67605
[218]	train-mlogloss:0.71468	validation-mlogloss:0.67498
[219]	train-mlogloss:0.71360	validation-mlogloss:0.67381
[220]	train-mlogloss:0.71268	validation-mlogloss:0.67275
[221]	train-mlogloss:0.71166	validation-mlogloss:0.67161
[222]	train-mlogloss:0.71072	validation-mlogloss:0.67049
[223]	train-mlogloss:0.70976	validation-mlogloss:0.66950
[224]	train-mlogloss:0.70888	validation-mlogloss:0.66849
[225]	train-mlogloss:0.70800	validation-mlogloss:0.66751
[226]	train-mlogloss:0.70694	validation-mlogloss:0.66636
[227]	train-mlogloss:0.70598	validation-mlogloss:0.66531
[228]	train-mlogloss:0.70506	validation-mlogloss:0.66423
[229]	train-mlogloss:0.70406	validation-mlogloss:0.66309
[230]	train-mlogloss:0.70312	validation-mlogloss:0.66205
[231]	train-mlogloss:0.70234	validation-mlogloss:0.66117
[232]	train-mlogloss:0.70154	validation-mlogloss:0.66021
[233]	train-mlogloss:0.70078	validation-mlogloss:0.65937
[234]	train-mlogloss:0.69988	validation-mlogloss:0.65839
[235]	train-mlogloss:0.69896	validation-mlogloss:0.65735
[236]	train-mlogloss:0.69812	validation-mlogloss:0.65638
[237]	train-mlogloss:0.69723	validation-mlogloss:0.65538
[238]	train-mlogloss:0.69635	validation-mlogloss:0.65449
[239]	train-mlogloss:0.69551	validation-mlogloss:0.65350
[240]	train-mlogloss:0.69468	validation-mlogloss:0.65254
[241]	train-mlogloss:0.69378	validation-mlogloss:0.65154
[242]	train-mlogloss:0.69308	validation-mlogloss:0.65069
[243]	train-mlogloss:0.69226	validation-mlogloss:0.64972
[244]	train-mlogloss:0.69145	validation-mlogloss:0.64885
[245]	train-mlogloss:0.69061	validation-mlogloss:0.64792
[246]	train-mlogloss:0.68974	validation-mlogloss:0.64698
[247]	train-mlogloss:0.68898	validation-mlogloss:0.64613
[248]	train-mlogloss:0.68814	validation-mlogloss:0.64516
[249]	train-mlogloss:0.68738	validation-mlogloss:0.64431
[250]	train-mlogloss:0.68661	validation-mlogloss:0.64343
[251]	train-mlogloss:0.68584	validation-mlogloss:0.64254
[252]	train-mlogloss:0.68508	validation-mlogloss:0.64167
[253]	train-mlogloss:0.68425	validation-mlogloss:0.64081
[254]	train-mlogloss:0.68345	validation-mlogloss:0.63995
[255]	train-mlogloss:0.68270	validation-mlogloss:0.63915
[256]	train-mlogloss:0.68212	validation-mlogloss:0.63853
[257]	train-mlogloss:0.68148	validation-mlogloss:0.63781
[258]	train-mlogloss:0.68076	validation-mlogloss:0.63698
[259]	train-mlogloss:0.67999	validation-mlogloss:0.63610
[260]	train-mlogloss:0.67929	validation-mlogloss:0.63530
[261]	train-mlogloss:0.67854	validation-mlogloss:0.63449
[262]	train-mlogloss:0.67786	validation-mlogloss:0.63368
[263]	train-mlogloss:0.67712	validation-mlogloss:0.63292
[264]	train-mlogloss:0.67648	validation-mlogloss:0.63221
[265]	train-mlogloss:0.67572	validation-mlogloss:0.63141
[266]	train-mlogloss:0.67503	validation-mlogloss:0.63063
[267]	train-mlogloss:0.67440	validation-mlogloss:0.62991
[268]	train-mlogloss:0.67374	validation-mlogloss:0.62920
[269]	train-mlogloss:0.67312	validation-mlogloss:0.62855
[270]	train-mlogloss:0.67252	validation-mlogloss:0.62780
[271]	train-mlogloss:0.67187	validation-mlogloss:0.62706
[272]	train-mlogloss:0.67120	validation-mlogloss:0.62628
[273]	train-mlogloss:0.67048	validation-mlogloss:0.62552
[274]	train-mlogloss:0.66992	validation-mlogloss:0.62484
[275]	train-mlogloss:0.66930	validation-mlogloss:0.62415
[276]	train-mlogloss:0.66860	validation-mlogloss:0.62338
[277]	train-mlogloss:0.66788	validation-mlogloss:0.62260
[278]	train-mlogloss:0.66727	validation-mlogloss:0.62187
[279]	train-mlogloss:0.66672	validation-mlogloss:0.62121
[280]	train-mlogloss:0.66610	validation-mlogloss:0.62045
[281]	train-mlogloss:0.66560	validation-mlogloss:0.61988
[282]	train-mlogloss:0.66500	validation-mlogloss:0.61923
[283]	train-mlogloss:0.66434	validation-mlogloss:0.61846
[284]	train-mlogloss:0.66375	validation-mlogloss:0.61778
[285]	train-mlogloss:0.66309	validation-mlogloss:0.61700
[286]	train-mlogloss:0.66251	validation-mlogloss:0.61631
[287]	train-mlogloss:0.66192	validation-mlogloss:0.61564
[288]	train-mlogloss:0.66127	validation-mlogloss:0.61492
[289]	train-mlogloss:0.66067	validation-mlogloss:0.61428
[290]	train-mlogloss:0.66005	validation-mlogloss:0.61355
[291]	train-mlogloss:0.65941	validation-mlogloss:0.61288
[292]	train-mlogloss:0.65881	validation-mlogloss:0.61219
[293]	train-mlogloss:0.65820	validation-mlogloss:0.61151
[294]	train-mlogloss:0.65762	validation-mlogloss:0.61082
[295]	train-mlogloss:0.65705	validation-mlogloss:0.61012
[296]	train-mlogloss:0.65651	validation-mlogloss:0.60945
[297]	train-mlogloss:0.65597	validation-mlogloss:0.60888
[298]	train-mlogloss:0.65545	validation-mlogloss:0.60830
[299]	train-mlogloss:0.65485	validation-mlogloss:0.60765
[300]	train-mlogloss:0.65430	validation-mlogloss:0.60704
[301]	train-mlogloss:0.65384	validation-mlogloss:0.60649
[302]	train-mlogloss:0.65327	validation-mlogloss:0.60590
[303]	train-mlogloss:0.65278	validation-mlogloss:0.60528
[304]	train-mlogloss:0.65225	validation-mlogloss:0.60464
[305]	train-mlogloss:0.65171	validation-mlogloss:0.60405
[306]	train-mlogloss:0.65124	validation-mlogloss:0.60351
[307]	train-mlogloss:0.65077	validation-mlogloss:0.60297
[308]	train-mlogloss:0.65024	validation-mlogloss:0.60239
[309]	train-mlogloss:0.64970	validation-mlogloss:0.60181
[310]	train-mlogloss:0.64920	validation-mlogloss:0.60121
[311]	train-mlogloss:0.64870	validation-mlogloss:0.60061
[312]	train-mlogloss:0.64819	validation-mlogloss:0.60003
[313]	train-mlogloss:0.64773	validation-mlogloss:0.59945
[314]	train-mlogloss:0.64726	validation-mlogloss:0.59890
[315]	train-mlogloss:0.64674	validation-mlogloss:0.59831
[316]	train-mlogloss:0.64631	validation-mlogloss:0.59780
[317]	train-mlogloss:0.64589	validation-mlogloss:0.59728
[318]	train-mlogloss:0.64539	validation-mlogloss:0.59674
[319]	train-mlogloss:0.64491	validation-mlogloss:0.59622
[320]	train-mlogloss:0.64446	validation-mlogloss:0.59567
[321]	train-mlogloss:0.64409	validation-mlogloss:0.59523
[322]	train-mlogloss:0.64360	validation-mlogloss:0.59470
[323]	train-mlogloss:0.64316	validation-mlogloss:0.59417
[324]	train-mlogloss:0.64277	validation-mlogloss:0.59374
[325]	train-mlogloss:0.64231	validation-mlogloss:0.59324
[326]	train-mlogloss:0.64187	validation-mlogloss:0.59278
[327]	train-mlogloss:0.64146	validation-mlogloss:0.59234
[328]	train-mlogloss:0.64104	validation-mlogloss:0.59184
[329]	train-mlogloss:0.64056	validation-mlogloss:0.59132
[330]	train-mlogloss:0.64012	validation-mlogloss:0.59076
[331]	train-mlogloss:0.63972	validation-mlogloss:0.59029
[332]	train-mlogloss:0.63935	validation-mlogloss:0.58984
[333]	train-mlogloss:0.63888	validation-mlogloss:0.58929
[334]	train-mlogloss:0.63846	validation-mlogloss:0.58881
[335]	train-mlogloss:0.63804	validation-mlogloss:0.58838
[336]	train-mlogloss:0.63757	validation-mlogloss:0.58787
[337]	train-mlogloss:0.63713	validation-mlogloss:0.58741
[338]	train-mlogloss:0.63669	validation-mlogloss:0.58694
[339]	train-mlogloss:0.63630	validation-mlogloss:0.58645
[340]	train-mlogloss:0.63590	validation-mlogloss:0.58604
[341]	train-mlogloss:0.63552	validation-mlogloss:0.58564
[342]	train-mlogloss:0.63509	validation-mlogloss:0.58521
[343]	train-mlogloss:0.63472	validation-mlogloss:0.58475
[344]	train-mlogloss:0.63432	validation-mlogloss:0.58427
[345]	train-mlogloss:0.63390	validation-mlogloss:0.58381
[346]	train-mlogloss:0.63350	validation-mlogloss:0.58334
[347]	train-mlogloss:0.63307	validation-mlogloss:0.58286
[348]	train-mlogloss:0.63268	validation-mlogloss:0.58244
[349]	train-mlogloss:0.63225	validation-mlogloss:0.58194
[350]	train-mlogloss:0.63188	validation-mlogloss:0.58152
[351]	train-mlogloss:0.63150	validation-mlogloss:0.58107
[352]	train-mlogloss:0.63118	validation-mlogloss:0.58070
[353]	train-mlogloss:0.63083	validation-mlogloss:0.58028
[354]	train-mlogloss:0.63044	validation-mlogloss:0.57985
[355]	train-mlogloss:0.63009	validation-mlogloss:0.57942
[356]	train-mlogloss:0.62977	validation-mlogloss:0.57907
[357]	train-mlogloss:0.62942	validation-mlogloss:0.57870
[358]	train-mlogloss:0.62902	validation-mlogloss:0.57825
[359]	train-mlogloss:0.62867	validation-mlogloss:0.57785
[360]	train-mlogloss:0.62832	validation-mlogloss:0.57746
[361]	train-mlogloss:0.62793	validation-mlogloss:0.57703
[362]	train-mlogloss:0.62754	validation-mlogloss:0.57662
[363]	train-mlogloss:0.62707	validation-mlogloss:0.57608
[364]	train-mlogloss:0.62670	validation-mlogloss:0.57567
[365]	train-mlogloss:0.62641	validation-mlogloss:0.57537
[366]	train-mlogloss:0.62608	validation-mlogloss:0.57499
[367]	train-mlogloss:0.62572	validation-mlogloss:0.57461
[368]	train-mlogloss:0.62541	validation-mlogloss:0.57427
[369]	train-mlogloss:0.62506	validation-mlogloss:0.57389
[370]	train-mlogloss:0.62479	validation-mlogloss:0.57358
[371]	train-mlogloss:0.62451	validation-mlogloss:0.57326
[372]	train-mlogloss:0.62423	validation-mlogloss:0.57290
[373]	train-mlogloss:0.62389	validation-mlogloss:0.57254
[374]	train-mlogloss:0.62361	validation-mlogloss:0.57222
[375]	train-mlogloss:0.62324	validation-mlogloss:0.57181
[376]	train-mlogloss:0.62284	validation-mlogloss:0.57140
[377]	train-mlogloss:0.62251	validation-mlogloss:0.57099
[378]	train-mlogloss:0.62219	validation-mlogloss:0.57067
[379]	train-mlogloss:0.62187	validation-mlogloss:0.57035
[380]	train-mlogloss:0.62158	validation-mlogloss:0.56996
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 0 ... 0 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.16 [%]
Global accuracy score (test) = 76.09 [%]
Global F1 score (train) = 74.14 [%]
Global F1 score (test) = 76.82 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.51      0.55       350
MODERATE-INTENSITY       0.55      0.71      0.62       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.98      0.89      0.93       322

          accuracy                           0.76      1372
         macro avg       0.78      0.76      0.77      1372
      weighted avg       0.78      0.76      0.76      1372


Accuracy capturado en la ejecución 11: 76.09 [%]
F1-score capturado en la ejecución 11: 76.82 [%]

=== EJECUCIÓN 12 ===

--- TRAIN (ejecución 12) ---

--- TEST (ejecución 12) ---
2025-11-06 16:27:40.217139: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:27:40.228336: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442860.241401 1480675 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442860.245493 1480675 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442860.255157 1480675 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442860.255175 1480675 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442860.255177 1480675 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442860.255179 1480675 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:27:40.258271: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37812	validation-mlogloss:1.37777
[1]	train-mlogloss:1.37012	validation-mlogloss:1.36941
[2]	train-mlogloss:1.36224	validation-mlogloss:1.36117
[3]	train-mlogloss:1.35445	validation-mlogloss:1.35298
[4]	train-mlogloss:1.34676	validation-mlogloss:1.34489
[5]	train-mlogloss:1.33918	validation-mlogloss:1.33698
[6]	train-mlogloss:1.33171	validation-mlogloss:1.32912
[7]	train-mlogloss:1.32432	validation-mlogloss:1.32124
[8]	train-mlogloss:1.31699	validation-mlogloss:1.31357
[9]	train-mlogloss:1.30989	validation-mlogloss:1.30617
[10]	train-mlogloss:1.30278	validation-mlogloss:1.29862
[11]	train-mlogloss:1.29572	validation-mlogloss:1.29124
[12]	train-mlogloss:1.28877	validation-mlogloss:1.28381
[13]	train-mlogloss:1.28194	validation-mlogloss:1.27662
[14]	train-mlogloss:1.27545	validation-mlogloss:1.26985
[15]	train-mlogloss:1.26880	validation-mlogloss:1.26274
[16]	train-mlogloss:1.26222	validation-mlogloss:1.25577
[17]	train-mlogloss:1.25570	validation-mlogloss:1.24890
[18]	train-mlogloss:1.24931	validation-mlogloss:1.24220
[19]	train-mlogloss:1.24313	validation-mlogloss:1.23577
[20]	train-mlogloss:1.23688	validation-mlogloss:1.22918
[21]	train-mlogloss:1.23075	validation-mlogloss:1.22272
[22]	train-mlogloss:1.22465	validation-mlogloss:1.21623
[23]	train-mlogloss:1.21866	validation-mlogloss:1.21001
[24]	train-mlogloss:1.21276	validation-mlogloss:1.20377
[25]	train-mlogloss:1.20692	validation-mlogloss:1.19757
[26]	train-mlogloss:1.20112	validation-mlogloss:1.19145
[27]	train-mlogloss:1.19544	validation-mlogloss:1.18549
[28]	train-mlogloss:1.18980	validation-mlogloss:1.17954
[29]	train-mlogloss:1.18420	validation-mlogloss:1.17356
[30]	train-mlogloss:1.17867	validation-mlogloss:1.16765
[31]	train-mlogloss:1.17329	validation-mlogloss:1.16199
[32]	train-mlogloss:1.16787	validation-mlogloss:1.15632
[33]	train-mlogloss:1.16260	validation-mlogloss:1.15075
[34]	train-mlogloss:1.15736	validation-mlogloss:1.14521
[35]	train-mlogloss:1.15209	validation-mlogloss:1.13982
[36]	train-mlogloss:1.14682	validation-mlogloss:1.13441
[37]	train-mlogloss:1.14177	validation-mlogloss:1.12907
[38]	train-mlogloss:1.13676	validation-mlogloss:1.12384
[39]	train-mlogloss:1.13165	validation-mlogloss:1.11858
[40]	train-mlogloss:1.12658	validation-mlogloss:1.11335
[41]	train-mlogloss:1.12181	validation-mlogloss:1.10828
[42]	train-mlogloss:1.11704	validation-mlogloss:1.10317
[43]	train-mlogloss:1.11219	validation-mlogloss:1.09813
[44]	train-mlogloss:1.10753	validation-mlogloss:1.09319
[45]	train-mlogloss:1.10271	validation-mlogloss:1.08816
[46]	train-mlogloss:1.09793	validation-mlogloss:1.08322
[47]	train-mlogloss:1.09339	validation-mlogloss:1.07830
[48]	train-mlogloss:1.08881	validation-mlogloss:1.07350
[49]	train-mlogloss:1.08420	validation-mlogloss:1.06873
[50]	train-mlogloss:1.07966	validation-mlogloss:1.06399
[51]	train-mlogloss:1.07528	validation-mlogloss:1.05947
[52]	train-mlogloss:1.07088	validation-mlogloss:1.05498
[53]	train-mlogloss:1.06655	validation-mlogloss:1.05054
[54]	train-mlogloss:1.06224	validation-mlogloss:1.04600
[55]	train-mlogloss:1.05796	validation-mlogloss:1.04156
[56]	train-mlogloss:1.05373	validation-mlogloss:1.03714
[57]	train-mlogloss:1.04959	validation-mlogloss:1.03287
[58]	train-mlogloss:1.04539	validation-mlogloss:1.02852
[59]	train-mlogloss:1.04132	validation-mlogloss:1.02422
[60]	train-mlogloss:1.03728	validation-mlogloss:1.01994
[61]	train-mlogloss:1.03330	validation-mlogloss:1.01579
[62]	train-mlogloss:1.02939	validation-mlogloss:1.01179
[63]	train-mlogloss:1.02546	validation-mlogloss:1.00776
[64]	train-mlogloss:1.02160	validation-mlogloss:1.00374
[65]	train-mlogloss:1.01779	validation-mlogloss:0.99980
[66]	train-mlogloss:1.01402	validation-mlogloss:0.99588
[67]	train-mlogloss:1.01041	validation-mlogloss:0.99196
[68]	train-mlogloss:1.00670	validation-mlogloss:0.98820
[69]	train-mlogloss:1.00300	validation-mlogloss:0.98430
[70]	train-mlogloss:0.99943	validation-mlogloss:0.98055
[71]	train-mlogloss:0.99590	validation-mlogloss:0.97681
[72]	train-mlogloss:0.99235	validation-mlogloss:0.97307
[73]	train-mlogloss:0.98889	validation-mlogloss:0.96942
[74]	train-mlogloss:0.98541	validation-mlogloss:0.96569
[75]	train-mlogloss:0.98190	validation-mlogloss:0.96196
[76]	train-mlogloss:0.97854	validation-mlogloss:0.95837
[77]	train-mlogloss:0.97524	validation-mlogloss:0.95496
[78]	train-mlogloss:0.97194	validation-mlogloss:0.95152
[79]	train-mlogloss:0.96867	validation-mlogloss:0.94800
[80]	train-mlogloss:0.96545	validation-mlogloss:0.94472
[81]	train-mlogloss:0.96223	validation-mlogloss:0.94134
[82]	train-mlogloss:0.95909	validation-mlogloss:0.93801
[83]	train-mlogloss:0.95595	validation-mlogloss:0.93473
[84]	train-mlogloss:0.95285	validation-mlogloss:0.93149
[85]	train-mlogloss:0.94983	validation-mlogloss:0.92831
[86]	train-mlogloss:0.94679	validation-mlogloss:0.92512
[87]	train-mlogloss:0.94377	validation-mlogloss:0.92194
[88]	train-mlogloss:0.94077	validation-mlogloss:0.91879
[89]	train-mlogloss:0.93774	validation-mlogloss:0.91554
[90]	train-mlogloss:0.93479	validation-mlogloss:0.91241
[91]	train-mlogloss:0.93169	validation-mlogloss:0.90917
[92]	train-mlogloss:0.92882	validation-mlogloss:0.90622
[93]	train-mlogloss:0.92589	validation-mlogloss:0.90304
[94]	train-mlogloss:0.92294	validation-mlogloss:0.89985
[95]	train-mlogloss:0.92020	validation-mlogloss:0.89695
[96]	train-mlogloss:0.91744	validation-mlogloss:0.89403
[97]	train-mlogloss:0.91477	validation-mlogloss:0.89126
[98]	train-mlogloss:0.91199	validation-mlogloss:0.88825
[99]	train-mlogloss:0.90920	validation-mlogloss:0.88525
[100]	train-mlogloss:0.90650	validation-mlogloss:0.88242
[101]	train-mlogloss:0.90382	validation-mlogloss:0.87956
[102]	train-mlogloss:0.90121	validation-mlogloss:0.87683
[103]	train-mlogloss:0.89864	validation-mlogloss:0.87406
[104]	train-mlogloss:0.89597	validation-mlogloss:0.87128
[105]	train-mlogloss:0.89336	validation-mlogloss:0.86845
[106]	train-mlogloss:0.89075	validation-mlogloss:0.86559
[107]	train-mlogloss:0.88820	validation-mlogloss:0.86269
[108]	train-mlogloss:0.88562	validation-mlogloss:0.85993
[109]	train-mlogloss:0.88310	validation-mlogloss:0.85725
[110]	train-mlogloss:0.88061	validation-mlogloss:0.85453
[111]	train-mlogloss:0.87816	validation-mlogloss:0.85187
[112]	train-mlogloss:0.87570	validation-mlogloss:0.84924
[113]	train-mlogloss:0.87332	validation-mlogloss:0.84678
[114]	train-mlogloss:0.87102	validation-mlogloss:0.84424
[115]	train-mlogloss:0.86866	validation-mlogloss:0.84165
[116]	train-mlogloss:0.86639	validation-mlogloss:0.83920
[117]	train-mlogloss:0.86414	validation-mlogloss:0.83678
[118]	train-mlogloss:0.86193	validation-mlogloss:0.83444
[119]	train-mlogloss:0.85973	validation-mlogloss:0.83207
[120]	train-mlogloss:0.85742	validation-mlogloss:0.82950
[121]	train-mlogloss:0.85528	validation-mlogloss:0.82727
[122]	train-mlogloss:0.85307	validation-mlogloss:0.82492
[123]	train-mlogloss:0.85090	validation-mlogloss:0.82266
[124]	train-mlogloss:0.84867	validation-mlogloss:0.82015
[125]	train-mlogloss:0.84661	validation-mlogloss:0.81795
[126]	train-mlogloss:0.84445	validation-mlogloss:0.81560
[127]	train-mlogloss:0.84237	validation-mlogloss:0.81333
[128]	train-mlogloss:0.84027	validation-mlogloss:0.81106
[129]	train-mlogloss:0.83819	validation-mlogloss:0.80880
[130]	train-mlogloss:0.83608	validation-mlogloss:0.80656
[131]	train-mlogloss:0.83407	validation-mlogloss:0.80439
[132]	train-mlogloss:0.83201	validation-mlogloss:0.80207
[133]	train-mlogloss:0.83003	validation-mlogloss:0.80002
[134]	train-mlogloss:0.82798	validation-mlogloss:0.79781
[135]	train-mlogloss:0.82608	validation-mlogloss:0.79582
[136]	train-mlogloss:0.82412	validation-mlogloss:0.79366
[137]	train-mlogloss:0.82224	validation-mlogloss:0.79159
[138]	train-mlogloss:0.82030	validation-mlogloss:0.78957
[139]	train-mlogloss:0.81838	validation-mlogloss:0.78756
[140]	train-mlogloss:0.81638	validation-mlogloss:0.78537
[141]	train-mlogloss:0.81459	validation-mlogloss:0.78342
[142]	train-mlogloss:0.81279	validation-mlogloss:0.78142
[143]	train-mlogloss:0.81091	validation-mlogloss:0.77942
[144]	train-mlogloss:0.80906	validation-mlogloss:0.77734
[145]	train-mlogloss:0.80723	validation-mlogloss:0.77531
[146]	train-mlogloss:0.80548	validation-mlogloss:0.77342
[147]	train-mlogloss:0.80372	validation-mlogloss:0.77144
[148]	train-mlogloss:0.80197	validation-mlogloss:0.76950
[149]	train-mlogloss:0.80019	validation-mlogloss:0.76752
[150]	train-mlogloss:0.79840	validation-mlogloss:0.76558
[151]	train-mlogloss:0.79674	validation-mlogloss:0.76381
[152]	train-mlogloss:0.79503	validation-mlogloss:0.76198
[153]	train-mlogloss:0.79331	validation-mlogloss:0.75999
[154]	train-mlogloss:0.79162	validation-mlogloss:0.75807
[155]	train-mlogloss:0.78996	validation-mlogloss:0.75623
[156]	train-mlogloss:0.78833	validation-mlogloss:0.75446
[157]	train-mlogloss:0.78679	validation-mlogloss:0.75284
[158]	train-mlogloss:0.78525	validation-mlogloss:0.75118
[159]	train-mlogloss:0.78364	validation-mlogloss:0.74945
[160]	train-mlogloss:0.78206	validation-mlogloss:0.74768
[161]	train-mlogloss:0.78056	validation-mlogloss:0.74603
[162]	train-mlogloss:0.77900	validation-mlogloss:0.74432
[163]	train-mlogloss:0.77754	validation-mlogloss:0.74276
[164]	train-mlogloss:0.77599	validation-mlogloss:0.74104
[165]	train-mlogloss:0.77450	validation-mlogloss:0.73940
[166]	train-mlogloss:0.77300	validation-mlogloss:0.73779
[167]	train-mlogloss:0.77153	validation-mlogloss:0.73614
[168]	train-mlogloss:0.77008	validation-mlogloss:0.73445
[169]	train-mlogloss:0.76870	validation-mlogloss:0.73289
[170]	train-mlogloss:0.76730	validation-mlogloss:0.73128
[171]	train-mlogloss:0.76581	validation-mlogloss:0.72957
[172]	train-mlogloss:0.76448	validation-mlogloss:0.72815
[173]	train-mlogloss:0.76304	validation-mlogloss:0.72661
[174]	train-mlogloss:0.76168	validation-mlogloss:0.72507
[175]	train-mlogloss:0.76026	validation-mlogloss:0.72351
[176]	train-mlogloss:0.75888	validation-mlogloss:0.72192
[177]	train-mlogloss:0.75761	validation-mlogloss:0.72053
[178]	train-mlogloss:0.75635	validation-mlogloss:0.71907
[179]	train-mlogloss:0.75500	validation-mlogloss:0.71756
[180]	train-mlogloss:0.75360	validation-mlogloss:0.71598
[181]	train-mlogloss:0.75228	validation-mlogloss:0.71443
[182]	train-mlogloss:0.75095	validation-mlogloss:0.71294
[183]	train-mlogloss:0.74964	validation-mlogloss:0.71152
[184]	train-mlogloss:0.74846	validation-mlogloss:0.71031
[185]	train-mlogloss:0.74720	validation-mlogloss:0.70896
[186]	train-mlogloss:0.74589	validation-mlogloss:0.70752
[187]	train-mlogloss:0.74474	validation-mlogloss:0.70620
[188]	train-mlogloss:0.74346	validation-mlogloss:0.70476
[189]	train-mlogloss:0.74222	validation-mlogloss:0.70341
[190]	train-mlogloss:0.74099	validation-mlogloss:0.70198
[191]	train-mlogloss:0.73981	validation-mlogloss:0.70064
[192]	train-mlogloss:0.73865	validation-mlogloss:0.69945
[193]	train-mlogloss:0.73752	validation-mlogloss:0.69808
[194]	train-mlogloss:0.73629	validation-mlogloss:0.69673
[195]	train-mlogloss:0.73505	validation-mlogloss:0.69534
[196]	train-mlogloss:0.73388	validation-mlogloss:0.69400
[197]	train-mlogloss:0.73279	validation-mlogloss:0.69281
[198]	train-mlogloss:0.73165	validation-mlogloss:0.69157
[199]	train-mlogloss:0.73056	validation-mlogloss:0.69038
[200]	train-mlogloss:0.72941	validation-mlogloss:0.68915
[201]	train-mlogloss:0.72827	validation-mlogloss:0.68786
[202]	train-mlogloss:0.72716	validation-mlogloss:0.68654
[203]	train-mlogloss:0.72612	validation-mlogloss:0.68531
[204]	train-mlogloss:0.72506	validation-mlogloss:0.68414
[205]	train-mlogloss:0.72403	validation-mlogloss:0.68301
[206]	train-mlogloss:0.72295	validation-mlogloss:0.68173
[207]	train-mlogloss:0.72190	validation-mlogloss:0.68059
[208]	train-mlogloss:0.72088	validation-mlogloss:0.67941
[209]	train-mlogloss:0.71986	validation-mlogloss:0.67825
[210]	train-mlogloss:0.71889	validation-mlogloss:0.67717
[211]	train-mlogloss:0.71784	validation-mlogloss:0.67599
[212]	train-mlogloss:0.71675	validation-mlogloss:0.67481
[213]	train-mlogloss:0.71573	validation-mlogloss:0.67366
[214]	train-mlogloss:0.71459	validation-mlogloss:0.67239
[215]	train-mlogloss:0.71363	validation-mlogloss:0.67130
[216]	train-mlogloss:0.71265	validation-mlogloss:0.67018
[217]	train-mlogloss:0.71174	validation-mlogloss:0.66913
[218]	train-mlogloss:0.71075	validation-mlogloss:0.66795
[219]	train-mlogloss:0.70984	validation-mlogloss:0.66689
[220]	train-mlogloss:0.70891	validation-mlogloss:0.66580
[221]	train-mlogloss:0.70797	validation-mlogloss:0.66475
[222]	train-mlogloss:0.70703	validation-mlogloss:0.66366
[223]	train-mlogloss:0.70603	validation-mlogloss:0.66255
[224]	train-mlogloss:0.70511	validation-mlogloss:0.66149
[225]	train-mlogloss:0.70415	validation-mlogloss:0.66038
[226]	train-mlogloss:0.70319	validation-mlogloss:0.65934
[227]	train-mlogloss:0.70229	validation-mlogloss:0.65833
[228]	train-mlogloss:0.70130	validation-mlogloss:0.65723
[229]	train-mlogloss:0.70037	validation-mlogloss:0.65615
[230]	train-mlogloss:0.69960	validation-mlogloss:0.65533
[231]	train-mlogloss:0.69879	validation-mlogloss:0.65442
[232]	train-mlogloss:0.69781	validation-mlogloss:0.65338
[233]	train-mlogloss:0.69700	validation-mlogloss:0.65240
[234]	train-mlogloss:0.69623	validation-mlogloss:0.65145
[235]	train-mlogloss:0.69538	validation-mlogloss:0.65054
[236]	train-mlogloss:0.69457	validation-mlogloss:0.64963
[237]	train-mlogloss:0.69375	validation-mlogloss:0.64868
[238]	train-mlogloss:0.69299	validation-mlogloss:0.64782
[239]	train-mlogloss:0.69216	validation-mlogloss:0.64681
[240]	train-mlogloss:0.69144	validation-mlogloss:0.64598
[241]	train-mlogloss:0.69057	validation-mlogloss:0.64505
[242]	train-mlogloss:0.68964	validation-mlogloss:0.64395
[243]	train-mlogloss:0.68877	validation-mlogloss:0.64305
[244]	train-mlogloss:0.68803	validation-mlogloss:0.64224
[245]	train-mlogloss:0.68729	validation-mlogloss:0.64139
[246]	train-mlogloss:0.68647	validation-mlogloss:0.64049
[247]	train-mlogloss:0.68570	validation-mlogloss:0.63960
[248]	train-mlogloss:0.68487	validation-mlogloss:0.63865
[249]	train-mlogloss:0.68409	validation-mlogloss:0.63774
[250]	train-mlogloss:0.68332	validation-mlogloss:0.63690
[251]	train-mlogloss:0.68267	validation-mlogloss:0.63621
[252]	train-mlogloss:0.68194	validation-mlogloss:0.63533
[253]	train-mlogloss:0.68125	validation-mlogloss:0.63448
[254]	train-mlogloss:0.68051	validation-mlogloss:0.63358
[255]	train-mlogloss:0.67971	validation-mlogloss:0.63271
[256]	train-mlogloss:0.67904	validation-mlogloss:0.63186
[257]	train-mlogloss:0.67832	validation-mlogloss:0.63100
[258]	train-mlogloss:0.67763	validation-mlogloss:0.63017
[259]	train-mlogloss:0.67692	validation-mlogloss:0.62933
[260]	train-mlogloss:0.67628	validation-mlogloss:0.62859
[261]	train-mlogloss:0.67557	validation-mlogloss:0.62782
[262]	train-mlogloss:0.67490	validation-mlogloss:0.62705
[263]	train-mlogloss:0.67433	validation-mlogloss:0.62643
[264]	train-mlogloss:0.67354	validation-mlogloss:0.62548
[265]	train-mlogloss:0.67273	validation-mlogloss:0.62459
[266]	train-mlogloss:0.67201	validation-mlogloss:0.62379
[267]	train-mlogloss:0.67122	validation-mlogloss:0.62297
[268]	train-mlogloss:0.67057	validation-mlogloss:0.62230
[269]	train-mlogloss:0.66991	validation-mlogloss:0.62160
[270]	train-mlogloss:0.66913	validation-mlogloss:0.62070
[271]	train-mlogloss:0.66849	validation-mlogloss:0.62000
[272]	train-mlogloss:0.66778	validation-mlogloss:0.61922
[273]	train-mlogloss:0.66721	validation-mlogloss:0.61858
[274]	train-mlogloss:0.66649	validation-mlogloss:0.61779
[275]	train-mlogloss:0.66581	validation-mlogloss:0.61698
[276]	train-mlogloss:0.66520	validation-mlogloss:0.61624
[277]	train-mlogloss:0.66459	validation-mlogloss:0.61548
[278]	train-mlogloss:0.66397	validation-mlogloss:0.61480
[279]	train-mlogloss:0.66339	validation-mlogloss:0.61413
[280]	train-mlogloss:0.66274	validation-mlogloss:0.61338
[281]	train-mlogloss:0.66206	validation-mlogloss:0.61264
[282]	train-mlogloss:0.66145	validation-mlogloss:0.61189
[283]	train-mlogloss:0.66077	validation-mlogloss:0.61106
[284]	train-mlogloss:0.66014	validation-mlogloss:0.61032
[285]	train-mlogloss:0.65946	validation-mlogloss:0.60957
[286]	train-mlogloss:0.65884	validation-mlogloss:0.60890
[287]	train-mlogloss:0.65839	validation-mlogloss:0.60841
[288]	train-mlogloss:0.65777	validation-mlogloss:0.60766
[289]	train-mlogloss:0.65711	validation-mlogloss:0.60696
[290]	train-mlogloss:0.65645	validation-mlogloss:0.60625
[291]	train-mlogloss:0.65581	validation-mlogloss:0.60554
[292]	train-mlogloss:0.65524	validation-mlogloss:0.60486
[293]	train-mlogloss:0.65467	validation-mlogloss:0.60417
[294]	train-mlogloss:0.65415	validation-mlogloss:0.60359
[295]	train-mlogloss:0.65354	validation-mlogloss:0.60290
[296]	train-mlogloss:0.65300	validation-mlogloss:0.60233
[297]	train-mlogloss:0.65246	validation-mlogloss:0.60173
[298]	train-mlogloss:0.65194	validation-mlogloss:0.60114
[299]	train-mlogloss:0.65133	validation-mlogloss:0.60041
[300]	train-mlogloss:0.65082	validation-mlogloss:0.59979
[301]	train-mlogloss:0.65030	validation-mlogloss:0.59921
[302]	train-mlogloss:0.64979	validation-mlogloss:0.59860
[303]	train-mlogloss:0.64926	validation-mlogloss:0.59798
[304]	train-mlogloss:0.64868	validation-mlogloss:0.59731
[305]	train-mlogloss:0.64817	validation-mlogloss:0.59668
[306]	train-mlogloss:0.64759	validation-mlogloss:0.59597
[307]	train-mlogloss:0.64706	validation-mlogloss:0.59533
[308]	train-mlogloss:0.64654	validation-mlogloss:0.59473
[309]	train-mlogloss:0.64605	validation-mlogloss:0.59416
[310]	train-mlogloss:0.64553	validation-mlogloss:0.59360
[311]	train-mlogloss:0.64507	validation-mlogloss:0.59303
[312]	train-mlogloss:0.64457	validation-mlogloss:0.59239
[313]	train-mlogloss:0.64403	validation-mlogloss:0.59177
[314]	train-mlogloss:0.64354	validation-mlogloss:0.59130
[315]	train-mlogloss:0.64306	validation-mlogloss:0.59081
[316]	train-mlogloss:0.64260	validation-mlogloss:0.59025
[317]	train-mlogloss:0.64209	validation-mlogloss:0.58957
[318]	train-mlogloss:0.64157	validation-mlogloss:0.58896
[319]	train-mlogloss:0.64109	validation-mlogloss:0.58841
[320]	train-mlogloss:0.64058	validation-mlogloss:0.58781
[321]	train-mlogloss:0.64020	validation-mlogloss:0.58736
[322]	train-mlogloss:0.63975	validation-mlogloss:0.58684
[323]	train-mlogloss:0.63932	validation-mlogloss:0.58633
[324]	train-mlogloss:0.63880	validation-mlogloss:0.58568
[325]	train-mlogloss:0.63838	validation-mlogloss:0.58517
[326]	train-mlogloss:0.63794	validation-mlogloss:0.58470
[327]	train-mlogloss:0.63748	validation-mlogloss:0.58419
[328]	train-mlogloss:0.63708	validation-mlogloss:0.58372
[329]	train-mlogloss:0.63669	validation-mlogloss:0.58326
[330]	train-mlogloss:0.63628	validation-mlogloss:0.58275
[331]	train-mlogloss:0.63592	validation-mlogloss:0.58232
[332]	train-mlogloss:0.63555	validation-mlogloss:0.58191
[333]	train-mlogloss:0.63513	validation-mlogloss:0.58139
[334]	train-mlogloss:0.63469	validation-mlogloss:0.58091
[335]	train-mlogloss:0.63430	validation-mlogloss:0.58044
[336]	train-mlogloss:0.63386	validation-mlogloss:0.57988
[337]	train-mlogloss:0.63350	validation-mlogloss:0.57946
[338]	train-mlogloss:0.63306	validation-mlogloss:0.57897
[339]	train-mlogloss:0.63262	validation-mlogloss:0.57844
[340]	train-mlogloss:0.63226	validation-mlogloss:0.57800
[341]	train-mlogloss:0.63184	validation-mlogloss:0.57751
[342]	train-mlogloss:0.63143	validation-mlogloss:0.57704
[343]	train-mlogloss:0.63103	validation-mlogloss:0.57660
[344]	train-mlogloss:0.63070	validation-mlogloss:0.57621
[345]	train-mlogloss:0.63027	validation-mlogloss:0.57567
[346]	train-mlogloss:0.62987	validation-mlogloss:0.57518
[347]	train-mlogloss:0.62948	validation-mlogloss:0.57473
[348]	train-mlogloss:0.62916	validation-mlogloss:0.57436
[349]	train-mlogloss:0.62879	validation-mlogloss:0.57391
[350]	train-mlogloss:0.62832	validation-mlogloss:0.57339
[351]	train-mlogloss:0.62789	validation-mlogloss:0.57293
[352]	train-mlogloss:0.62752	validation-mlogloss:0.57247
[353]	train-mlogloss:0.62716	validation-mlogloss:0.57207
[354]	train-mlogloss:0.62678	validation-mlogloss:0.57165
[355]	train-mlogloss:0.62635	validation-mlogloss:0.57116
[356]	train-mlogloss:0.62601	validation-mlogloss:0.57075
[357]	train-mlogloss:0.62566	validation-mlogloss:0.57035
[358]	train-mlogloss:0.62532	validation-mlogloss:0.57000
[359]	train-mlogloss:0.62499	validation-mlogloss:0.56963
[360]	train-mlogloss:0.62463	validation-mlogloss:0.56925
[361]	train-mlogloss:0.62423	validation-mlogloss:0.56880
[362]	train-mlogloss:0.62386	validation-mlogloss:0.56838
[363]	train-mlogloss:0.62354	validation-mlogloss:0.56802
[364]	train-mlogloss:0.62320	validation-mlogloss:0.56767
[365]	train-mlogloss:0.62284	validation-mlogloss:0.56722
[366]	train-mlogloss:0.62252	validation-mlogloss:0.56688
[367]	train-mlogloss:0.62215	validation-mlogloss:0.56653
[368]	train-mlogloss:0.62183	validation-mlogloss:0.56610
[369]	train-mlogloss:0.62147	validation-mlogloss:0.56568
[370]	train-mlogloss:0.62125	validation-mlogloss:0.56540
[371]	train-mlogloss:0.62088	validation-mlogloss:0.56498
[372]	train-mlogloss:0.62048	validation-mlogloss:0.56448
[373]	train-mlogloss:0.62018	validation-mlogloss:0.56415
[374]	train-mlogloss:0.61994	validation-mlogloss:0.56389
[375]	train-mlogloss:0.61967	validation-mlogloss:0.56360
[376]	train-mlogloss:0.61938	validation-mlogloss:0.56322
[377]	train-mlogloss:0.61909	validation-mlogloss:0.56290
[378]	train-mlogloss:0.61880	validation-mlogloss:0.56259
[379]	train-mlogloss:0.61851	validation-mlogloss:0.56223
[380]	train-mlogloss:0.61821	validation-mlogloss:0.56188
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 1 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.65 [%]
Global accuracy score (test) = 76.68 [%]
Global F1 score (train) = 75.82 [%]
Global F1 score (test) = 77.52 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.61      0.60       350
MODERATE-INTENSITY       0.58      0.63      0.61       350
         SEDENTARY       0.99      0.94      0.96       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.77      1372
         macro avg       0.78      0.77      0.78      1372
      weighted avg       0.78      0.77      0.77      1372


Accuracy capturado en la ejecución 12: 76.68 [%]
F1-score capturado en la ejecución 12: 77.52 [%]

=== EJECUCIÓN 13 ===

--- TRAIN (ejecución 13) ---

--- TEST (ejecución 13) ---
2025-11-06 16:27:51.294820: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:27:51.306029: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442871.318949 1480930 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442871.322948 1480930 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442871.332766 1480930 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442871.332785 1480930 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442871.332787 1480930 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442871.332789 1480930 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:27:51.335799: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37820	validation-mlogloss:1.37782
[1]	train-mlogloss:1.37030	validation-mlogloss:1.36966
[2]	train-mlogloss:1.36251	validation-mlogloss:1.36162
[3]	train-mlogloss:1.35476	validation-mlogloss:1.35353
[4]	train-mlogloss:1.34712	validation-mlogloss:1.34555
[5]	train-mlogloss:1.33955	validation-mlogloss:1.33758
[6]	train-mlogloss:1.33210	validation-mlogloss:1.32982
[7]	train-mlogloss:1.32482	validation-mlogloss:1.32225
[8]	train-mlogloss:1.31769	validation-mlogloss:1.31490
[9]	train-mlogloss:1.31048	validation-mlogloss:1.30749
[10]	train-mlogloss:1.30340	validation-mlogloss:1.30018
[11]	train-mlogloss:1.29643	validation-mlogloss:1.29284
[12]	train-mlogloss:1.28958	validation-mlogloss:1.28569
[13]	train-mlogloss:1.28281	validation-mlogloss:1.27855
[14]	train-mlogloss:1.27618	validation-mlogloss:1.27149
[15]	train-mlogloss:1.26959	validation-mlogloss:1.26454
[16]	train-mlogloss:1.26301	validation-mlogloss:1.25770
[17]	train-mlogloss:1.25654	validation-mlogloss:1.25095
[18]	train-mlogloss:1.25022	validation-mlogloss:1.24444
[19]	train-mlogloss:1.24396	validation-mlogloss:1.23778
[20]	train-mlogloss:1.23779	validation-mlogloss:1.23124
[21]	train-mlogloss:1.23164	validation-mlogloss:1.22482
[22]	train-mlogloss:1.22565	validation-mlogloss:1.21864
[23]	train-mlogloss:1.21972	validation-mlogloss:1.21243
[24]	train-mlogloss:1.21377	validation-mlogloss:1.20619
[25]	train-mlogloss:1.20799	validation-mlogloss:1.20004
[26]	train-mlogloss:1.20218	validation-mlogloss:1.19404
[27]	train-mlogloss:1.19642	validation-mlogloss:1.18800
[28]	train-mlogloss:1.19086	validation-mlogloss:1.18213
[29]	train-mlogloss:1.18530	validation-mlogloss:1.17630
[30]	train-mlogloss:1.17994	validation-mlogloss:1.17073
[31]	train-mlogloss:1.17464	validation-mlogloss:1.16527
[32]	train-mlogloss:1.16957	validation-mlogloss:1.16002
[33]	train-mlogloss:1.16427	validation-mlogloss:1.15442
[34]	train-mlogloss:1.15916	validation-mlogloss:1.14908
[35]	train-mlogloss:1.15410	validation-mlogloss:1.14375
[36]	train-mlogloss:1.14895	validation-mlogloss:1.13834
[37]	train-mlogloss:1.14397	validation-mlogloss:1.13311
[38]	train-mlogloss:1.13905	validation-mlogloss:1.12796
[39]	train-mlogloss:1.13413	validation-mlogloss:1.12275
[40]	train-mlogloss:1.12929	validation-mlogloss:1.11766
[41]	train-mlogloss:1.12453	validation-mlogloss:1.11258
[42]	train-mlogloss:1.11979	validation-mlogloss:1.10760
[43]	train-mlogloss:1.11505	validation-mlogloss:1.10260
[44]	train-mlogloss:1.11037	validation-mlogloss:1.09765
[45]	train-mlogloss:1.10576	validation-mlogloss:1.09288
[46]	train-mlogloss:1.10118	validation-mlogloss:1.08802
[47]	train-mlogloss:1.09668	validation-mlogloss:1.08318
[48]	train-mlogloss:1.09219	validation-mlogloss:1.07858
[49]	train-mlogloss:1.08763	validation-mlogloss:1.07389
[50]	train-mlogloss:1.08310	validation-mlogloss:1.06922
[51]	train-mlogloss:1.07883	validation-mlogloss:1.06471
[52]	train-mlogloss:1.07455	validation-mlogloss:1.06013
[53]	train-mlogloss:1.07033	validation-mlogloss:1.05568
[54]	train-mlogloss:1.06601	validation-mlogloss:1.05120
[55]	train-mlogloss:1.06175	validation-mlogloss:1.04674
[56]	train-mlogloss:1.05767	validation-mlogloss:1.04259
[57]	train-mlogloss:1.05360	validation-mlogloss:1.03828
[58]	train-mlogloss:1.04947	validation-mlogloss:1.03411
[59]	train-mlogloss:1.04543	validation-mlogloss:1.02998
[60]	train-mlogloss:1.04139	validation-mlogloss:1.02575
[61]	train-mlogloss:1.03753	validation-mlogloss:1.02160
[62]	train-mlogloss:1.03361	validation-mlogloss:1.01750
[63]	train-mlogloss:1.02976	validation-mlogloss:1.01343
[64]	train-mlogloss:1.02590	validation-mlogloss:1.00942
[65]	train-mlogloss:1.02208	validation-mlogloss:1.00542
[66]	train-mlogloss:1.01840	validation-mlogloss:1.00147
[67]	train-mlogloss:1.01468	validation-mlogloss:0.99758
[68]	train-mlogloss:1.01099	validation-mlogloss:0.99373
[69]	train-mlogloss:1.00734	validation-mlogloss:0.98983
[70]	train-mlogloss:1.00378	validation-mlogloss:0.98616
[71]	train-mlogloss:1.00021	validation-mlogloss:0.98251
[72]	train-mlogloss:0.99672	validation-mlogloss:0.97892
[73]	train-mlogloss:0.99336	validation-mlogloss:0.97549
[74]	train-mlogloss:0.98993	validation-mlogloss:0.97191
[75]	train-mlogloss:0.98645	validation-mlogloss:0.96830
[76]	train-mlogloss:0.98311	validation-mlogloss:0.96479
[77]	train-mlogloss:0.97980	validation-mlogloss:0.96136
[78]	train-mlogloss:0.97648	validation-mlogloss:0.95788
[79]	train-mlogloss:0.97328	validation-mlogloss:0.95453
[80]	train-mlogloss:0.96991	validation-mlogloss:0.95097
[81]	train-mlogloss:0.96669	validation-mlogloss:0.94753
[82]	train-mlogloss:0.96349	validation-mlogloss:0.94416
[83]	train-mlogloss:0.96037	validation-mlogloss:0.94097
[84]	train-mlogloss:0.95731	validation-mlogloss:0.93767
[85]	train-mlogloss:0.95414	validation-mlogloss:0.93424
[86]	train-mlogloss:0.95093	validation-mlogloss:0.93081
[87]	train-mlogloss:0.94787	validation-mlogloss:0.92759
[88]	train-mlogloss:0.94486	validation-mlogloss:0.92437
[89]	train-mlogloss:0.94200	validation-mlogloss:0.92136
[90]	train-mlogloss:0.93905	validation-mlogloss:0.91829
[91]	train-mlogloss:0.93607	validation-mlogloss:0.91509
[92]	train-mlogloss:0.93319	validation-mlogloss:0.91206
[93]	train-mlogloss:0.93034	validation-mlogloss:0.90906
[94]	train-mlogloss:0.92751	validation-mlogloss:0.90597
[95]	train-mlogloss:0.92462	validation-mlogloss:0.90292
[96]	train-mlogloss:0.92185	validation-mlogloss:0.89993
[97]	train-mlogloss:0.91914	validation-mlogloss:0.89703
[98]	train-mlogloss:0.91645	validation-mlogloss:0.89412
[99]	train-mlogloss:0.91379	validation-mlogloss:0.89133
[100]	train-mlogloss:0.91114	validation-mlogloss:0.88851
[101]	train-mlogloss:0.90853	validation-mlogloss:0.88577
[102]	train-mlogloss:0.90593	validation-mlogloss:0.88298
[103]	train-mlogloss:0.90345	validation-mlogloss:0.88033
[104]	train-mlogloss:0.90088	validation-mlogloss:0.87764
[105]	train-mlogloss:0.89833	validation-mlogloss:0.87495
[106]	train-mlogloss:0.89576	validation-mlogloss:0.87217
[107]	train-mlogloss:0.89334	validation-mlogloss:0.86951
[108]	train-mlogloss:0.89088	validation-mlogloss:0.86693
[109]	train-mlogloss:0.88847	validation-mlogloss:0.86444
[110]	train-mlogloss:0.88595	validation-mlogloss:0.86168
[111]	train-mlogloss:0.88356	validation-mlogloss:0.85915
[112]	train-mlogloss:0.88118	validation-mlogloss:0.85663
[113]	train-mlogloss:0.87880	validation-mlogloss:0.85405
[114]	train-mlogloss:0.87641	validation-mlogloss:0.85150
[115]	train-mlogloss:0.87400	validation-mlogloss:0.84891
[116]	train-mlogloss:0.87173	validation-mlogloss:0.84658
[117]	train-mlogloss:0.86947	validation-mlogloss:0.84416
[118]	train-mlogloss:0.86725	validation-mlogloss:0.84179
[119]	train-mlogloss:0.86508	validation-mlogloss:0.83959
[120]	train-mlogloss:0.86265	validation-mlogloss:0.83702
[121]	train-mlogloss:0.86043	validation-mlogloss:0.83457
[122]	train-mlogloss:0.85827	validation-mlogloss:0.83222
[123]	train-mlogloss:0.85617	validation-mlogloss:0.82992
[124]	train-mlogloss:0.85400	validation-mlogloss:0.82769
[125]	train-mlogloss:0.85191	validation-mlogloss:0.82550
[126]	train-mlogloss:0.84986	validation-mlogloss:0.82339
[127]	train-mlogloss:0.84784	validation-mlogloss:0.82125
[128]	train-mlogloss:0.84582	validation-mlogloss:0.81908
[129]	train-mlogloss:0.84378	validation-mlogloss:0.81684
[130]	train-mlogloss:0.84177	validation-mlogloss:0.81468
[131]	train-mlogloss:0.83966	validation-mlogloss:0.81236
[132]	train-mlogloss:0.83763	validation-mlogloss:0.81013
[133]	train-mlogloss:0.83567	validation-mlogloss:0.80803
[134]	train-mlogloss:0.83374	validation-mlogloss:0.80606
[135]	train-mlogloss:0.83176	validation-mlogloss:0.80386
[136]	train-mlogloss:0.82975	validation-mlogloss:0.80167
[137]	train-mlogloss:0.82786	validation-mlogloss:0.79965
[138]	train-mlogloss:0.82600	validation-mlogloss:0.79759
[139]	train-mlogloss:0.82425	validation-mlogloss:0.79565
[140]	train-mlogloss:0.82241	validation-mlogloss:0.79365
[141]	train-mlogloss:0.82062	validation-mlogloss:0.79169
[142]	train-mlogloss:0.81881	validation-mlogloss:0.78973
[143]	train-mlogloss:0.81702	validation-mlogloss:0.78793
[144]	train-mlogloss:0.81516	validation-mlogloss:0.78589
[145]	train-mlogloss:0.81340	validation-mlogloss:0.78403
[146]	train-mlogloss:0.81161	validation-mlogloss:0.78206
[147]	train-mlogloss:0.80989	validation-mlogloss:0.78022
[148]	train-mlogloss:0.80811	validation-mlogloss:0.77827
[149]	train-mlogloss:0.80640	validation-mlogloss:0.77644
[150]	train-mlogloss:0.80465	validation-mlogloss:0.77446
[151]	train-mlogloss:0.80308	validation-mlogloss:0.77282
[152]	train-mlogloss:0.80135	validation-mlogloss:0.77095
[153]	train-mlogloss:0.79962	validation-mlogloss:0.76906
[154]	train-mlogloss:0.79790	validation-mlogloss:0.76711
[155]	train-mlogloss:0.79623	validation-mlogloss:0.76531
[156]	train-mlogloss:0.79465	validation-mlogloss:0.76359
[157]	train-mlogloss:0.79298	validation-mlogloss:0.76173
[158]	train-mlogloss:0.79130	validation-mlogloss:0.75979
[159]	train-mlogloss:0.78977	validation-mlogloss:0.75813
[160]	train-mlogloss:0.78817	validation-mlogloss:0.75630
[161]	train-mlogloss:0.78662	validation-mlogloss:0.75467
[162]	train-mlogloss:0.78510	validation-mlogloss:0.75300
[163]	train-mlogloss:0.78357	validation-mlogloss:0.75134
[164]	train-mlogloss:0.78208	validation-mlogloss:0.74973
[165]	train-mlogloss:0.78056	validation-mlogloss:0.74812
[166]	train-mlogloss:0.77904	validation-mlogloss:0.74647
[167]	train-mlogloss:0.77752	validation-mlogloss:0.74477
[168]	train-mlogloss:0.77603	validation-mlogloss:0.74319
[169]	train-mlogloss:0.77465	validation-mlogloss:0.74168
[170]	train-mlogloss:0.77325	validation-mlogloss:0.74022
[171]	train-mlogloss:0.77173	validation-mlogloss:0.73849
[172]	train-mlogloss:0.77037	validation-mlogloss:0.73702
[173]	train-mlogloss:0.76894	validation-mlogloss:0.73540
[174]	train-mlogloss:0.76753	validation-mlogloss:0.73374
[175]	train-mlogloss:0.76619	validation-mlogloss:0.73233
[176]	train-mlogloss:0.76480	validation-mlogloss:0.73076
[177]	train-mlogloss:0.76341	validation-mlogloss:0.72924
[178]	train-mlogloss:0.76204	validation-mlogloss:0.72778
[179]	train-mlogloss:0.76073	validation-mlogloss:0.72630
[180]	train-mlogloss:0.75937	validation-mlogloss:0.72479
[181]	train-mlogloss:0.75812	validation-mlogloss:0.72337
[182]	train-mlogloss:0.75695	validation-mlogloss:0.72210
[183]	train-mlogloss:0.75565	validation-mlogloss:0.72065
[184]	train-mlogloss:0.75428	validation-mlogloss:0.71914
[185]	train-mlogloss:0.75310	validation-mlogloss:0.71788
[186]	train-mlogloss:0.75183	validation-mlogloss:0.71644
[187]	train-mlogloss:0.75053	validation-mlogloss:0.71497
[188]	train-mlogloss:0.74933	validation-mlogloss:0.71373
[189]	train-mlogloss:0.74814	validation-mlogloss:0.71236
[190]	train-mlogloss:0.74699	validation-mlogloss:0.71112
[191]	train-mlogloss:0.74576	validation-mlogloss:0.70974
[192]	train-mlogloss:0.74451	validation-mlogloss:0.70841
[193]	train-mlogloss:0.74337	validation-mlogloss:0.70714
[194]	train-mlogloss:0.74222	validation-mlogloss:0.70588
[195]	train-mlogloss:0.74100	validation-mlogloss:0.70449
[196]	train-mlogloss:0.73982	validation-mlogloss:0.70313
[197]	train-mlogloss:0.73869	validation-mlogloss:0.70181
[198]	train-mlogloss:0.73751	validation-mlogloss:0.70047
[199]	train-mlogloss:0.73644	validation-mlogloss:0.69938
[200]	train-mlogloss:0.73535	validation-mlogloss:0.69808
[201]	train-mlogloss:0.73418	validation-mlogloss:0.69674
[202]	train-mlogloss:0.73309	validation-mlogloss:0.69553
[203]	train-mlogloss:0.73201	validation-mlogloss:0.69433
[204]	train-mlogloss:0.73096	validation-mlogloss:0.69326
[205]	train-mlogloss:0.72991	validation-mlogloss:0.69206
[206]	train-mlogloss:0.72885	validation-mlogloss:0.69080
[207]	train-mlogloss:0.72773	validation-mlogloss:0.68958
[208]	train-mlogloss:0.72669	validation-mlogloss:0.68837
[209]	train-mlogloss:0.72566	validation-mlogloss:0.68724
[210]	train-mlogloss:0.72455	validation-mlogloss:0.68602
[211]	train-mlogloss:0.72351	validation-mlogloss:0.68487
[212]	train-mlogloss:0.72243	validation-mlogloss:0.68370
[213]	train-mlogloss:0.72134	validation-mlogloss:0.68251
[214]	train-mlogloss:0.72029	validation-mlogloss:0.68133
[215]	train-mlogloss:0.71935	validation-mlogloss:0.68025
[216]	train-mlogloss:0.71833	validation-mlogloss:0.67910
[217]	train-mlogloss:0.71737	validation-mlogloss:0.67799
[218]	train-mlogloss:0.71647	validation-mlogloss:0.67701
[219]	train-mlogloss:0.71559	validation-mlogloss:0.67605
[220]	train-mlogloss:0.71464	validation-mlogloss:0.67493
[221]	train-mlogloss:0.71372	validation-mlogloss:0.67389
[222]	train-mlogloss:0.71290	validation-mlogloss:0.67301
[223]	train-mlogloss:0.71197	validation-mlogloss:0.67198
[224]	train-mlogloss:0.71117	validation-mlogloss:0.67119
[225]	train-mlogloss:0.71024	validation-mlogloss:0.67011
[226]	train-mlogloss:0.70940	validation-mlogloss:0.66916
[227]	train-mlogloss:0.70855	validation-mlogloss:0.66824
[228]	train-mlogloss:0.70766	validation-mlogloss:0.66722
[229]	train-mlogloss:0.70676	validation-mlogloss:0.66628
[230]	train-mlogloss:0.70583	validation-mlogloss:0.66528
[231]	train-mlogloss:0.70503	validation-mlogloss:0.66438
[232]	train-mlogloss:0.70422	validation-mlogloss:0.66344
[233]	train-mlogloss:0.70340	validation-mlogloss:0.66253
[234]	train-mlogloss:0.70257	validation-mlogloss:0.66157
[235]	train-mlogloss:0.70164	validation-mlogloss:0.66055
[236]	train-mlogloss:0.70080	validation-mlogloss:0.65960
[237]	train-mlogloss:0.70002	validation-mlogloss:0.65877
[238]	train-mlogloss:0.69930	validation-mlogloss:0.65791
[239]	train-mlogloss:0.69851	validation-mlogloss:0.65699
[240]	train-mlogloss:0.69757	validation-mlogloss:0.65598
[241]	train-mlogloss:0.69685	validation-mlogloss:0.65513
[242]	train-mlogloss:0.69604	validation-mlogloss:0.65427
[243]	train-mlogloss:0.69516	validation-mlogloss:0.65331
[244]	train-mlogloss:0.69435	validation-mlogloss:0.65239
[245]	train-mlogloss:0.69355	validation-mlogloss:0.65144
[246]	train-mlogloss:0.69281	validation-mlogloss:0.65059
[247]	train-mlogloss:0.69206	validation-mlogloss:0.64972
[248]	train-mlogloss:0.69132	validation-mlogloss:0.64886
[249]	train-mlogloss:0.69046	validation-mlogloss:0.64785
[250]	train-mlogloss:0.68964	validation-mlogloss:0.64695
[251]	train-mlogloss:0.68891	validation-mlogloss:0.64609
[252]	train-mlogloss:0.68816	validation-mlogloss:0.64524
[253]	train-mlogloss:0.68748	validation-mlogloss:0.64451
[254]	train-mlogloss:0.68678	validation-mlogloss:0.64378
[255]	train-mlogloss:0.68612	validation-mlogloss:0.64310
[256]	train-mlogloss:0.68537	validation-mlogloss:0.64227
[257]	train-mlogloss:0.68466	validation-mlogloss:0.64140
[258]	train-mlogloss:0.68397	validation-mlogloss:0.64074
[259]	train-mlogloss:0.68324	validation-mlogloss:0.63990
[260]	train-mlogloss:0.68250	validation-mlogloss:0.63911
[261]	train-mlogloss:0.68188	validation-mlogloss:0.63836
[262]	train-mlogloss:0.68119	validation-mlogloss:0.63753
[263]	train-mlogloss:0.68048	validation-mlogloss:0.63672
[264]	train-mlogloss:0.67981	validation-mlogloss:0.63599
[265]	train-mlogloss:0.67916	validation-mlogloss:0.63521
[266]	train-mlogloss:0.67852	validation-mlogloss:0.63452
[267]	train-mlogloss:0.67784	validation-mlogloss:0.63375
[268]	train-mlogloss:0.67710	validation-mlogloss:0.63292
[269]	train-mlogloss:0.67638	validation-mlogloss:0.63209
[270]	train-mlogloss:0.67572	validation-mlogloss:0.63134
[271]	train-mlogloss:0.67499	validation-mlogloss:0.63053
[272]	train-mlogloss:0.67430	validation-mlogloss:0.62972
[273]	train-mlogloss:0.67366	validation-mlogloss:0.62897
[274]	train-mlogloss:0.67295	validation-mlogloss:0.62815
[275]	train-mlogloss:0.67226	validation-mlogloss:0.62738
[276]	train-mlogloss:0.67163	validation-mlogloss:0.62666
[277]	train-mlogloss:0.67095	validation-mlogloss:0.62588
[278]	train-mlogloss:0.67038	validation-mlogloss:0.62519
[279]	train-mlogloss:0.66981	validation-mlogloss:0.62453
[280]	train-mlogloss:0.66914	validation-mlogloss:0.62381
[281]	train-mlogloss:0.66847	validation-mlogloss:0.62307
[282]	train-mlogloss:0.66792	validation-mlogloss:0.62239
[283]	train-mlogloss:0.66733	validation-mlogloss:0.62166
[284]	train-mlogloss:0.66679	validation-mlogloss:0.62096
[285]	train-mlogloss:0.66621	validation-mlogloss:0.62029
[286]	train-mlogloss:0.66559	validation-mlogloss:0.61960
[287]	train-mlogloss:0.66496	validation-mlogloss:0.61890
[288]	train-mlogloss:0.66437	validation-mlogloss:0.61820
[289]	train-mlogloss:0.66374	validation-mlogloss:0.61752
[290]	train-mlogloss:0.66312	validation-mlogloss:0.61682
[291]	train-mlogloss:0.66251	validation-mlogloss:0.61617
[292]	train-mlogloss:0.66190	validation-mlogloss:0.61544
[293]	train-mlogloss:0.66129	validation-mlogloss:0.61479
[294]	train-mlogloss:0.66073	validation-mlogloss:0.61413
[295]	train-mlogloss:0.66017	validation-mlogloss:0.61350
[296]	train-mlogloss:0.65967	validation-mlogloss:0.61292
[297]	train-mlogloss:0.65914	validation-mlogloss:0.61230
[298]	train-mlogloss:0.65852	validation-mlogloss:0.61166
[299]	train-mlogloss:0.65797	validation-mlogloss:0.61100
[300]	train-mlogloss:0.65739	validation-mlogloss:0.61030
[301]	train-mlogloss:0.65686	validation-mlogloss:0.60968
[302]	train-mlogloss:0.65635	validation-mlogloss:0.60910
[303]	train-mlogloss:0.65591	validation-mlogloss:0.60856
[304]	train-mlogloss:0.65542	validation-mlogloss:0.60802
[305]	train-mlogloss:0.65487	validation-mlogloss:0.60735
[306]	train-mlogloss:0.65433	validation-mlogloss:0.60680
[307]	train-mlogloss:0.65374	validation-mlogloss:0.60607
[308]	train-mlogloss:0.65318	validation-mlogloss:0.60546
[309]	train-mlogloss:0.65263	validation-mlogloss:0.60484
[310]	train-mlogloss:0.65215	validation-mlogloss:0.60430
[311]	train-mlogloss:0.65167	validation-mlogloss:0.60373
[312]	train-mlogloss:0.65114	validation-mlogloss:0.60308
[313]	train-mlogloss:0.65060	validation-mlogloss:0.60247
[314]	train-mlogloss:0.65013	validation-mlogloss:0.60189
[315]	train-mlogloss:0.64958	validation-mlogloss:0.60122
[316]	train-mlogloss:0.64909	validation-mlogloss:0.60070
[317]	train-mlogloss:0.64873	validation-mlogloss:0.60032
[318]	train-mlogloss:0.64824	validation-mlogloss:0.59984
[319]	train-mlogloss:0.64769	validation-mlogloss:0.59923
[320]	train-mlogloss:0.64727	validation-mlogloss:0.59872
[321]	train-mlogloss:0.64684	validation-mlogloss:0.59824
[322]	train-mlogloss:0.64633	validation-mlogloss:0.59764
[323]	train-mlogloss:0.64588	validation-mlogloss:0.59718
[324]	train-mlogloss:0.64542	validation-mlogloss:0.59668
[325]	train-mlogloss:0.64499	validation-mlogloss:0.59619
[326]	train-mlogloss:0.64456	validation-mlogloss:0.59567
[327]	train-mlogloss:0.64409	validation-mlogloss:0.59513
[328]	train-mlogloss:0.64370	validation-mlogloss:0.59467
[329]	train-mlogloss:0.64331	validation-mlogloss:0.59421
[330]	train-mlogloss:0.64287	validation-mlogloss:0.59372
[331]	train-mlogloss:0.64249	validation-mlogloss:0.59324
[332]	train-mlogloss:0.64211	validation-mlogloss:0.59281
[333]	train-mlogloss:0.64184	validation-mlogloss:0.59249
[334]	train-mlogloss:0.64145	validation-mlogloss:0.59205
[335]	train-mlogloss:0.64098	validation-mlogloss:0.59158
[336]	train-mlogloss:0.64057	validation-mlogloss:0.59114
[337]	train-mlogloss:0.64017	validation-mlogloss:0.59074
[338]	train-mlogloss:0.63977	validation-mlogloss:0.59027
[339]	train-mlogloss:0.63939	validation-mlogloss:0.58984
[340]	train-mlogloss:0.63900	validation-mlogloss:0.58941
[341]	train-mlogloss:0.63857	validation-mlogloss:0.58888
[342]	train-mlogloss:0.63818	validation-mlogloss:0.58847
[343]	train-mlogloss:0.63779	validation-mlogloss:0.58804
[344]	train-mlogloss:0.63741	validation-mlogloss:0.58761
[345]	train-mlogloss:0.63701	validation-mlogloss:0.58718
[346]	train-mlogloss:0.63663	validation-mlogloss:0.58672
[347]	train-mlogloss:0.63625	validation-mlogloss:0.58624
[348]	train-mlogloss:0.63585	validation-mlogloss:0.58578
[349]	train-mlogloss:0.63551	validation-mlogloss:0.58539
[350]	train-mlogloss:0.63521	validation-mlogloss:0.58506
[351]	train-mlogloss:0.63482	validation-mlogloss:0.58462
[352]	train-mlogloss:0.63444	validation-mlogloss:0.58418
[353]	train-mlogloss:0.63409	validation-mlogloss:0.58381
[354]	train-mlogloss:0.63368	validation-mlogloss:0.58335
[355]	train-mlogloss:0.63337	validation-mlogloss:0.58298
[356]	train-mlogloss:0.63306	validation-mlogloss:0.58262
[357]	train-mlogloss:0.63273	validation-mlogloss:0.58219
[358]	train-mlogloss:0.63242	validation-mlogloss:0.58183
[359]	train-mlogloss:0.63205	validation-mlogloss:0.58142
[360]	train-mlogloss:0.63172	validation-mlogloss:0.58102
[361]	train-mlogloss:0.63142	validation-mlogloss:0.58068
[362]	train-mlogloss:0.63111	validation-mlogloss:0.58030
[363]	train-mlogloss:0.63074	validation-mlogloss:0.57986
[364]	train-mlogloss:0.63038	validation-mlogloss:0.57943
[365]	train-mlogloss:0.63006	validation-mlogloss:0.57906
[366]	train-mlogloss:0.62972	validation-mlogloss:0.57870
[367]	train-mlogloss:0.62938	validation-mlogloss:0.57825
[368]	train-mlogloss:0.62899	validation-mlogloss:0.57777
[369]	train-mlogloss:0.62873	validation-mlogloss:0.57748
[370]	train-mlogloss:0.62837	validation-mlogloss:0.57710
[371]	train-mlogloss:0.62806	validation-mlogloss:0.57677
[372]	train-mlogloss:0.62773	validation-mlogloss:0.57637
[373]	train-mlogloss:0.62735	validation-mlogloss:0.57595
[374]	train-mlogloss:0.62703	validation-mlogloss:0.57560
[375]	train-mlogloss:0.62679	validation-mlogloss:0.57534
[376]	train-mlogloss:0.62640	validation-mlogloss:0.57493
[377]	train-mlogloss:0.62607	validation-mlogloss:0.57451
[378]	train-mlogloss:0.62577	validation-mlogloss:0.57414
[379]	train-mlogloss:0.62548	validation-mlogloss:0.57383
[380]	train-mlogloss:0.62514	validation-mlogloss:0.57347
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 1]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.44 [%]
Global accuracy score (test) = 77.33 [%]
Global F1 score (train) = 75.64 [%]
Global F1 score (test) = 78.06 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.66      0.62       350
MODERATE-INTENSITY       0.61      0.60      0.60       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.77      1372
         macro avg       0.79      0.78      0.78      1372
      weighted avg       0.78      0.77      0.78      1372


Accuracy capturado en la ejecución 13: 77.33 [%]
F1-score capturado en la ejecución 13: 78.06 [%]

=== EJECUCIÓN 14 ===

--- TRAIN (ejecución 14) ---

--- TEST (ejecución 14) ---
2025-11-06 16:28:02.444248: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:28:02.456178: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442882.470045 1481186 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442882.474101 1481186 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442882.483950 1481186 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442882.483969 1481186 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442882.483971 1481186 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442882.483973 1481186 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:28:02.487043: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37813	validation-mlogloss:1.37773
[1]	train-mlogloss:1.37006	validation-mlogloss:1.36914
[2]	train-mlogloss:1.36204	validation-mlogloss:1.36080
[3]	train-mlogloss:1.35421	validation-mlogloss:1.35256
[4]	train-mlogloss:1.34646	validation-mlogloss:1.34438
[5]	train-mlogloss:1.33887	validation-mlogloss:1.33633
[6]	train-mlogloss:1.33144	validation-mlogloss:1.32852
[7]	train-mlogloss:1.32401	validation-mlogloss:1.32061
[8]	train-mlogloss:1.31665	validation-mlogloss:1.31288
[9]	train-mlogloss:1.30944	validation-mlogloss:1.30529
[10]	train-mlogloss:1.30235	validation-mlogloss:1.29793
[11]	train-mlogloss:1.29543	validation-mlogloss:1.29069
[12]	train-mlogloss:1.28852	validation-mlogloss:1.28344
[13]	train-mlogloss:1.28168	validation-mlogloss:1.27626
[14]	train-mlogloss:1.27496	validation-mlogloss:1.26914
[15]	train-mlogloss:1.26838	validation-mlogloss:1.26223
[16]	train-mlogloss:1.26184	validation-mlogloss:1.25549
[17]	train-mlogloss:1.25530	validation-mlogloss:1.24853
[18]	train-mlogloss:1.24898	validation-mlogloss:1.24195
[19]	train-mlogloss:1.24262	validation-mlogloss:1.23527
[20]	train-mlogloss:1.23633	validation-mlogloss:1.22864
[21]	train-mlogloss:1.23021	validation-mlogloss:1.22217
[22]	train-mlogloss:1.22410	validation-mlogloss:1.21567
[23]	train-mlogloss:1.21811	validation-mlogloss:1.20932
[24]	train-mlogloss:1.21215	validation-mlogloss:1.20302
[25]	train-mlogloss:1.20630	validation-mlogloss:1.19685
[26]	train-mlogloss:1.20055	validation-mlogloss:1.19071
[27]	train-mlogloss:1.19484	validation-mlogloss:1.18475
[28]	train-mlogloss:1.18917	validation-mlogloss:1.17880
[29]	train-mlogloss:1.18370	validation-mlogloss:1.17298
[30]	train-mlogloss:1.17822	validation-mlogloss:1.16722
[31]	train-mlogloss:1.17275	validation-mlogloss:1.16143
[32]	train-mlogloss:1.16747	validation-mlogloss:1.15581
[33]	train-mlogloss:1.16211	validation-mlogloss:1.15020
[34]	train-mlogloss:1.15699	validation-mlogloss:1.14481
[35]	train-mlogloss:1.15194	validation-mlogloss:1.13959
[36]	train-mlogloss:1.14684	validation-mlogloss:1.13415
[37]	train-mlogloss:1.14177	validation-mlogloss:1.12882
[38]	train-mlogloss:1.13679	validation-mlogloss:1.12367
[39]	train-mlogloss:1.13180	validation-mlogloss:1.11840
[40]	train-mlogloss:1.12679	validation-mlogloss:1.11316
[41]	train-mlogloss:1.12202	validation-mlogloss:1.10809
[42]	train-mlogloss:1.11732	validation-mlogloss:1.10310
[43]	train-mlogloss:1.11256	validation-mlogloss:1.09804
[44]	train-mlogloss:1.10778	validation-mlogloss:1.09315
[45]	train-mlogloss:1.10321	validation-mlogloss:1.08830
[46]	train-mlogloss:1.09853	validation-mlogloss:1.08337
[47]	train-mlogloss:1.09402	validation-mlogloss:1.07858
[48]	train-mlogloss:1.08953	validation-mlogloss:1.07385
[49]	train-mlogloss:1.08516	validation-mlogloss:1.06923
[50]	train-mlogloss:1.08067	validation-mlogloss:1.06455
[51]	train-mlogloss:1.07621	validation-mlogloss:1.05992
[52]	train-mlogloss:1.07183	validation-mlogloss:1.05542
[53]	train-mlogloss:1.06765	validation-mlogloss:1.05098
[54]	train-mlogloss:1.06334	validation-mlogloss:1.04643
[55]	train-mlogloss:1.05910	validation-mlogloss:1.04202
[56]	train-mlogloss:1.05500	validation-mlogloss:1.03774
[57]	train-mlogloss:1.05098	validation-mlogloss:1.03340
[58]	train-mlogloss:1.04706	validation-mlogloss:1.02925
[59]	train-mlogloss:1.04304	validation-mlogloss:1.02510
[60]	train-mlogloss:1.03917	validation-mlogloss:1.02096
[61]	train-mlogloss:1.03531	validation-mlogloss:1.01696
[62]	train-mlogloss:1.03143	validation-mlogloss:1.01294
[63]	train-mlogloss:1.02751	validation-mlogloss:1.00887
[64]	train-mlogloss:1.02365	validation-mlogloss:1.00480
[65]	train-mlogloss:1.01985	validation-mlogloss:1.00085
[66]	train-mlogloss:1.01617	validation-mlogloss:0.99697
[67]	train-mlogloss:1.01249	validation-mlogloss:0.99307
[68]	train-mlogloss:1.00880	validation-mlogloss:0.98920
[69]	train-mlogloss:1.00519	validation-mlogloss:0.98544
[70]	train-mlogloss:1.00159	validation-mlogloss:0.98167
[71]	train-mlogloss:0.99789	validation-mlogloss:0.97777
[72]	train-mlogloss:0.99432	validation-mlogloss:0.97401
[73]	train-mlogloss:0.99082	validation-mlogloss:0.97039
[74]	train-mlogloss:0.98738	validation-mlogloss:0.96683
[75]	train-mlogloss:0.98396	validation-mlogloss:0.96328
[76]	train-mlogloss:0.98062	validation-mlogloss:0.95980
[77]	train-mlogloss:0.97718	validation-mlogloss:0.95622
[78]	train-mlogloss:0.97388	validation-mlogloss:0.95288
[79]	train-mlogloss:0.97057	validation-mlogloss:0.94953
[80]	train-mlogloss:0.96737	validation-mlogloss:0.94622
[81]	train-mlogloss:0.96418	validation-mlogloss:0.94281
[82]	train-mlogloss:0.96098	validation-mlogloss:0.93953
[83]	train-mlogloss:0.95783	validation-mlogloss:0.93615
[84]	train-mlogloss:0.95473	validation-mlogloss:0.93281
[85]	train-mlogloss:0.95174	validation-mlogloss:0.92960
[86]	train-mlogloss:0.94854	validation-mlogloss:0.92624
[87]	train-mlogloss:0.94551	validation-mlogloss:0.92309
[88]	train-mlogloss:0.94255	validation-mlogloss:0.91998
[89]	train-mlogloss:0.93960	validation-mlogloss:0.91682
[90]	train-mlogloss:0.93670	validation-mlogloss:0.91382
[91]	train-mlogloss:0.93384	validation-mlogloss:0.91078
[92]	train-mlogloss:0.93098	validation-mlogloss:0.90779
[93]	train-mlogloss:0.92803	validation-mlogloss:0.90466
[94]	train-mlogloss:0.92525	validation-mlogloss:0.90153
[95]	train-mlogloss:0.92235	validation-mlogloss:0.89838
[96]	train-mlogloss:0.91955	validation-mlogloss:0.89553
[97]	train-mlogloss:0.91678	validation-mlogloss:0.89259
[98]	train-mlogloss:0.91399	validation-mlogloss:0.88965
[99]	train-mlogloss:0.91124	validation-mlogloss:0.88669
[100]	train-mlogloss:0.90860	validation-mlogloss:0.88399
[101]	train-mlogloss:0.90599	validation-mlogloss:0.88120
[102]	train-mlogloss:0.90331	validation-mlogloss:0.87827
[103]	train-mlogloss:0.90077	validation-mlogloss:0.87560
[104]	train-mlogloss:0.89819	validation-mlogloss:0.87286
[105]	train-mlogloss:0.89562	validation-mlogloss:0.87007
[106]	train-mlogloss:0.89301	validation-mlogloss:0.86725
[107]	train-mlogloss:0.89048	validation-mlogloss:0.86451
[108]	train-mlogloss:0.88793	validation-mlogloss:0.86175
[109]	train-mlogloss:0.88540	validation-mlogloss:0.85895
[110]	train-mlogloss:0.88300	validation-mlogloss:0.85634
[111]	train-mlogloss:0.88052	validation-mlogloss:0.85364
[112]	train-mlogloss:0.87823	validation-mlogloss:0.85114
[113]	train-mlogloss:0.87597	validation-mlogloss:0.84875
[114]	train-mlogloss:0.87358	validation-mlogloss:0.84619
[115]	train-mlogloss:0.87136	validation-mlogloss:0.84382
[116]	train-mlogloss:0.86899	validation-mlogloss:0.84128
[117]	train-mlogloss:0.86676	validation-mlogloss:0.83886
[118]	train-mlogloss:0.86445	validation-mlogloss:0.83642
[119]	train-mlogloss:0.86213	validation-mlogloss:0.83396
[120]	train-mlogloss:0.85995	validation-mlogloss:0.83161
[121]	train-mlogloss:0.85771	validation-mlogloss:0.82921
[122]	train-mlogloss:0.85555	validation-mlogloss:0.82690
[123]	train-mlogloss:0.85347	validation-mlogloss:0.82467
[124]	train-mlogloss:0.85138	validation-mlogloss:0.82242
[125]	train-mlogloss:0.84920	validation-mlogloss:0.82003
[126]	train-mlogloss:0.84711	validation-mlogloss:0.81777
[127]	train-mlogloss:0.84496	validation-mlogloss:0.81549
[128]	train-mlogloss:0.84291	validation-mlogloss:0.81324
[129]	train-mlogloss:0.84084	validation-mlogloss:0.81100
[130]	train-mlogloss:0.83881	validation-mlogloss:0.80885
[131]	train-mlogloss:0.83678	validation-mlogloss:0.80670
[132]	train-mlogloss:0.83481	validation-mlogloss:0.80458
[133]	train-mlogloss:0.83288	validation-mlogloss:0.80251
[134]	train-mlogloss:0.83085	validation-mlogloss:0.80026
[135]	train-mlogloss:0.82891	validation-mlogloss:0.79810
[136]	train-mlogloss:0.82702	validation-mlogloss:0.79598
[137]	train-mlogloss:0.82504	validation-mlogloss:0.79385
[138]	train-mlogloss:0.82315	validation-mlogloss:0.79183
[139]	train-mlogloss:0.82126	validation-mlogloss:0.78969
[140]	train-mlogloss:0.81943	validation-mlogloss:0.78772
[141]	train-mlogloss:0.81760	validation-mlogloss:0.78586
[142]	train-mlogloss:0.81581	validation-mlogloss:0.78394
[143]	train-mlogloss:0.81399	validation-mlogloss:0.78201
[144]	train-mlogloss:0.81228	validation-mlogloss:0.78020
[145]	train-mlogloss:0.81047	validation-mlogloss:0.77818
[146]	train-mlogloss:0.80862	validation-mlogloss:0.77609
[147]	train-mlogloss:0.80676	validation-mlogloss:0.77405
[148]	train-mlogloss:0.80499	validation-mlogloss:0.77208
[149]	train-mlogloss:0.80327	validation-mlogloss:0.77022
[150]	train-mlogloss:0.80163	validation-mlogloss:0.76845
[151]	train-mlogloss:0.79995	validation-mlogloss:0.76664
[152]	train-mlogloss:0.79832	validation-mlogloss:0.76484
[153]	train-mlogloss:0.79660	validation-mlogloss:0.76291
[154]	train-mlogloss:0.79504	validation-mlogloss:0.76123
[155]	train-mlogloss:0.79335	validation-mlogloss:0.75937
[156]	train-mlogloss:0.79167	validation-mlogloss:0.75758
[157]	train-mlogloss:0.78994	validation-mlogloss:0.75559
[158]	train-mlogloss:0.78828	validation-mlogloss:0.75372
[159]	train-mlogloss:0.78671	validation-mlogloss:0.75200
[160]	train-mlogloss:0.78519	validation-mlogloss:0.75035
[161]	train-mlogloss:0.78367	validation-mlogloss:0.74866
[162]	train-mlogloss:0.78207	validation-mlogloss:0.74685
[163]	train-mlogloss:0.78059	validation-mlogloss:0.74527
[164]	train-mlogloss:0.77914	validation-mlogloss:0.74370
[165]	train-mlogloss:0.77766	validation-mlogloss:0.74210
[166]	train-mlogloss:0.77610	validation-mlogloss:0.74023
[167]	train-mlogloss:0.77470	validation-mlogloss:0.73864
[168]	train-mlogloss:0.77329	validation-mlogloss:0.73705
[169]	train-mlogloss:0.77183	validation-mlogloss:0.73539
[170]	train-mlogloss:0.77034	validation-mlogloss:0.73368
[171]	train-mlogloss:0.76887	validation-mlogloss:0.73203
[172]	train-mlogloss:0.76743	validation-mlogloss:0.73045
[173]	train-mlogloss:0.76601	validation-mlogloss:0.72881
[174]	train-mlogloss:0.76456	validation-mlogloss:0.72709
[175]	train-mlogloss:0.76318	validation-mlogloss:0.72548
[176]	train-mlogloss:0.76182	validation-mlogloss:0.72399
[177]	train-mlogloss:0.76053	validation-mlogloss:0.72251
[178]	train-mlogloss:0.75919	validation-mlogloss:0.72095
[179]	train-mlogloss:0.75793	validation-mlogloss:0.71955
[180]	train-mlogloss:0.75654	validation-mlogloss:0.71802
[181]	train-mlogloss:0.75528	validation-mlogloss:0.71670
[182]	train-mlogloss:0.75398	validation-mlogloss:0.71517
[183]	train-mlogloss:0.75265	validation-mlogloss:0.71368
[184]	train-mlogloss:0.75128	validation-mlogloss:0.71212
[185]	train-mlogloss:0.75001	validation-mlogloss:0.71070
[186]	train-mlogloss:0.74885	validation-mlogloss:0.70939
[187]	train-mlogloss:0.74767	validation-mlogloss:0.70806
[188]	train-mlogloss:0.74656	validation-mlogloss:0.70684
[189]	train-mlogloss:0.74530	validation-mlogloss:0.70542
[190]	train-mlogloss:0.74404	validation-mlogloss:0.70399
[191]	train-mlogloss:0.74282	validation-mlogloss:0.70256
[192]	train-mlogloss:0.74154	validation-mlogloss:0.70118
[193]	train-mlogloss:0.74038	validation-mlogloss:0.69982
[194]	train-mlogloss:0.73927	validation-mlogloss:0.69862
[195]	train-mlogloss:0.73814	validation-mlogloss:0.69737
[196]	train-mlogloss:0.73682	validation-mlogloss:0.69596
[197]	train-mlogloss:0.73567	validation-mlogloss:0.69468
[198]	train-mlogloss:0.73450	validation-mlogloss:0.69328
[199]	train-mlogloss:0.73334	validation-mlogloss:0.69190
[200]	train-mlogloss:0.73220	validation-mlogloss:0.69065
[201]	train-mlogloss:0.73116	validation-mlogloss:0.68949
[202]	train-mlogloss:0.73009	validation-mlogloss:0.68831
[203]	train-mlogloss:0.72900	validation-mlogloss:0.68708
[204]	train-mlogloss:0.72796	validation-mlogloss:0.68584
[205]	train-mlogloss:0.72693	validation-mlogloss:0.68464
[206]	train-mlogloss:0.72592	validation-mlogloss:0.68348
[207]	train-mlogloss:0.72484	validation-mlogloss:0.68225
[208]	train-mlogloss:0.72376	validation-mlogloss:0.68104
[209]	train-mlogloss:0.72275	validation-mlogloss:0.67989
[210]	train-mlogloss:0.72164	validation-mlogloss:0.67868
[211]	train-mlogloss:0.72067	validation-mlogloss:0.67750
[212]	train-mlogloss:0.71973	validation-mlogloss:0.67643
[213]	train-mlogloss:0.71877	validation-mlogloss:0.67531
[214]	train-mlogloss:0.71778	validation-mlogloss:0.67419
[215]	train-mlogloss:0.71674	validation-mlogloss:0.67297
[216]	train-mlogloss:0.71583	validation-mlogloss:0.67197
[217]	train-mlogloss:0.71492	validation-mlogloss:0.67093
[218]	train-mlogloss:0.71399	validation-mlogloss:0.66985
[219]	train-mlogloss:0.71305	validation-mlogloss:0.66873
[220]	train-mlogloss:0.71203	validation-mlogloss:0.66753
[221]	train-mlogloss:0.71103	validation-mlogloss:0.66634
[222]	train-mlogloss:0.71006	validation-mlogloss:0.66521
[223]	train-mlogloss:0.70911	validation-mlogloss:0.66412
[224]	train-mlogloss:0.70826	validation-mlogloss:0.66310
[225]	train-mlogloss:0.70725	validation-mlogloss:0.66192
[226]	train-mlogloss:0.70635	validation-mlogloss:0.66088
[227]	train-mlogloss:0.70541	validation-mlogloss:0.65973
[228]	train-mlogloss:0.70445	validation-mlogloss:0.65868
[229]	train-mlogloss:0.70350	validation-mlogloss:0.65763
[230]	train-mlogloss:0.70250	validation-mlogloss:0.65652
[231]	train-mlogloss:0.70167	validation-mlogloss:0.65557
[232]	train-mlogloss:0.70078	validation-mlogloss:0.65453
[233]	train-mlogloss:0.69993	validation-mlogloss:0.65350
[234]	train-mlogloss:0.69907	validation-mlogloss:0.65253
[235]	train-mlogloss:0.69814	validation-mlogloss:0.65150
[236]	train-mlogloss:0.69723	validation-mlogloss:0.65040
[237]	train-mlogloss:0.69638	validation-mlogloss:0.64943
[238]	train-mlogloss:0.69564	validation-mlogloss:0.64855
[239]	train-mlogloss:0.69483	validation-mlogloss:0.64764
[240]	train-mlogloss:0.69402	validation-mlogloss:0.64673
[241]	train-mlogloss:0.69313	validation-mlogloss:0.64572
[242]	train-mlogloss:0.69235	validation-mlogloss:0.64482
[243]	train-mlogloss:0.69162	validation-mlogloss:0.64394
[244]	train-mlogloss:0.69081	validation-mlogloss:0.64299
[245]	train-mlogloss:0.68999	validation-mlogloss:0.64205
[246]	train-mlogloss:0.68913	validation-mlogloss:0.64108
[247]	train-mlogloss:0.68836	validation-mlogloss:0.64019
[248]	train-mlogloss:0.68755	validation-mlogloss:0.63925
[249]	train-mlogloss:0.68678	validation-mlogloss:0.63836
[250]	train-mlogloss:0.68596	validation-mlogloss:0.63745
[251]	train-mlogloss:0.68521	validation-mlogloss:0.63658
[252]	train-mlogloss:0.68436	validation-mlogloss:0.63560
[253]	train-mlogloss:0.68363	validation-mlogloss:0.63477
[254]	train-mlogloss:0.68285	validation-mlogloss:0.63388
[255]	train-mlogloss:0.68213	validation-mlogloss:0.63303
[256]	train-mlogloss:0.68140	validation-mlogloss:0.63219
[257]	train-mlogloss:0.68060	validation-mlogloss:0.63131
[258]	train-mlogloss:0.67975	validation-mlogloss:0.63037
[259]	train-mlogloss:0.67912	validation-mlogloss:0.62959
[260]	train-mlogloss:0.67835	validation-mlogloss:0.62873
[261]	train-mlogloss:0.67765	validation-mlogloss:0.62795
[262]	train-mlogloss:0.67701	validation-mlogloss:0.62718
[263]	train-mlogloss:0.67636	validation-mlogloss:0.62639
[264]	train-mlogloss:0.67568	validation-mlogloss:0.62560
[265]	train-mlogloss:0.67493	validation-mlogloss:0.62475
[266]	train-mlogloss:0.67426	validation-mlogloss:0.62391
[267]	train-mlogloss:0.67355	validation-mlogloss:0.62303
[268]	train-mlogloss:0.67283	validation-mlogloss:0.62220
[269]	train-mlogloss:0.67213	validation-mlogloss:0.62139
[270]	train-mlogloss:0.67140	validation-mlogloss:0.62048
[271]	train-mlogloss:0.67075	validation-mlogloss:0.61973
[272]	train-mlogloss:0.67012	validation-mlogloss:0.61898
[273]	train-mlogloss:0.66938	validation-mlogloss:0.61819
[274]	train-mlogloss:0.66870	validation-mlogloss:0.61734
[275]	train-mlogloss:0.66805	validation-mlogloss:0.61657
[276]	train-mlogloss:0.66735	validation-mlogloss:0.61577
[277]	train-mlogloss:0.66664	validation-mlogloss:0.61500
[278]	train-mlogloss:0.66598	validation-mlogloss:0.61420
[279]	train-mlogloss:0.66532	validation-mlogloss:0.61338
[280]	train-mlogloss:0.66470	validation-mlogloss:0.61266
[281]	train-mlogloss:0.66415	validation-mlogloss:0.61202
[282]	train-mlogloss:0.66352	validation-mlogloss:0.61124
[283]	train-mlogloss:0.66287	validation-mlogloss:0.61046
[284]	train-mlogloss:0.66224	validation-mlogloss:0.60975
[285]	train-mlogloss:0.66164	validation-mlogloss:0.60900
[286]	train-mlogloss:0.66107	validation-mlogloss:0.60832
[287]	train-mlogloss:0.66043	validation-mlogloss:0.60759
[288]	train-mlogloss:0.65981	validation-mlogloss:0.60691
[289]	train-mlogloss:0.65926	validation-mlogloss:0.60628
[290]	train-mlogloss:0.65870	validation-mlogloss:0.60564
[291]	train-mlogloss:0.65813	validation-mlogloss:0.60496
[292]	train-mlogloss:0.65750	validation-mlogloss:0.60423
[293]	train-mlogloss:0.65696	validation-mlogloss:0.60360
[294]	train-mlogloss:0.65642	validation-mlogloss:0.60297
[295]	train-mlogloss:0.65584	validation-mlogloss:0.60225
[296]	train-mlogloss:0.65535	validation-mlogloss:0.60162
[297]	train-mlogloss:0.65482	validation-mlogloss:0.60099
[298]	train-mlogloss:0.65428	validation-mlogloss:0.60031
[299]	train-mlogloss:0.65370	validation-mlogloss:0.59968
[300]	train-mlogloss:0.65315	validation-mlogloss:0.59910
[301]	train-mlogloss:0.65260	validation-mlogloss:0.59850
[302]	train-mlogloss:0.65208	validation-mlogloss:0.59791
[303]	train-mlogloss:0.65149	validation-mlogloss:0.59724
[304]	train-mlogloss:0.65097	validation-mlogloss:0.59666
[305]	train-mlogloss:0.65047	validation-mlogloss:0.59607
[306]	train-mlogloss:0.64996	validation-mlogloss:0.59547
[307]	train-mlogloss:0.64942	validation-mlogloss:0.59485
[308]	train-mlogloss:0.64886	validation-mlogloss:0.59418
[309]	train-mlogloss:0.64837	validation-mlogloss:0.59359
[310]	train-mlogloss:0.64785	validation-mlogloss:0.59300
[311]	train-mlogloss:0.64732	validation-mlogloss:0.59240
[312]	train-mlogloss:0.64677	validation-mlogloss:0.59173
[313]	train-mlogloss:0.64625	validation-mlogloss:0.59111
[314]	train-mlogloss:0.64572	validation-mlogloss:0.59049
[315]	train-mlogloss:0.64517	validation-mlogloss:0.58984
[316]	train-mlogloss:0.64465	validation-mlogloss:0.58919
[317]	train-mlogloss:0.64416	validation-mlogloss:0.58861
[318]	train-mlogloss:0.64372	validation-mlogloss:0.58808
[319]	train-mlogloss:0.64330	validation-mlogloss:0.58756
[320]	train-mlogloss:0.64284	validation-mlogloss:0.58703
[321]	train-mlogloss:0.64234	validation-mlogloss:0.58646
[322]	train-mlogloss:0.64188	validation-mlogloss:0.58586
[323]	train-mlogloss:0.64142	validation-mlogloss:0.58530
[324]	train-mlogloss:0.64094	validation-mlogloss:0.58474
[325]	train-mlogloss:0.64054	validation-mlogloss:0.58420
[326]	train-mlogloss:0.64010	validation-mlogloss:0.58368
[327]	train-mlogloss:0.63967	validation-mlogloss:0.58315
[328]	train-mlogloss:0.63925	validation-mlogloss:0.58269
[329]	train-mlogloss:0.63885	validation-mlogloss:0.58221
[330]	train-mlogloss:0.63837	validation-mlogloss:0.58167
[331]	train-mlogloss:0.63793	validation-mlogloss:0.58112
[332]	train-mlogloss:0.63748	validation-mlogloss:0.58057
[333]	train-mlogloss:0.63712	validation-mlogloss:0.58016
[334]	train-mlogloss:0.63677	validation-mlogloss:0.57973
[335]	train-mlogloss:0.63634	validation-mlogloss:0.57922
[336]	train-mlogloss:0.63589	validation-mlogloss:0.57871
[337]	train-mlogloss:0.63549	validation-mlogloss:0.57825
[338]	train-mlogloss:0.63512	validation-mlogloss:0.57783
[339]	train-mlogloss:0.63473	validation-mlogloss:0.57736
[340]	train-mlogloss:0.63430	validation-mlogloss:0.57687
[341]	train-mlogloss:0.63393	validation-mlogloss:0.57646
[342]	train-mlogloss:0.63359	validation-mlogloss:0.57606
[343]	train-mlogloss:0.63314	validation-mlogloss:0.57557
[344]	train-mlogloss:0.63272	validation-mlogloss:0.57506
[345]	train-mlogloss:0.63233	validation-mlogloss:0.57460
[346]	train-mlogloss:0.63201	validation-mlogloss:0.57426
[347]	train-mlogloss:0.63166	validation-mlogloss:0.57381
[348]	train-mlogloss:0.63130	validation-mlogloss:0.57334
[349]	train-mlogloss:0.63092	validation-mlogloss:0.57287
[350]	train-mlogloss:0.63059	validation-mlogloss:0.57244
[351]	train-mlogloss:0.63022	validation-mlogloss:0.57198
[352]	train-mlogloss:0.62986	validation-mlogloss:0.57153
[353]	train-mlogloss:0.62951	validation-mlogloss:0.57112
[354]	train-mlogloss:0.62918	validation-mlogloss:0.57074
[355]	train-mlogloss:0.62884	validation-mlogloss:0.57029
[356]	train-mlogloss:0.62845	validation-mlogloss:0.56980
[357]	train-mlogloss:0.62812	validation-mlogloss:0.56942
[358]	train-mlogloss:0.62777	validation-mlogloss:0.56898
[359]	train-mlogloss:0.62741	validation-mlogloss:0.56858
[360]	train-mlogloss:0.62705	validation-mlogloss:0.56810
[361]	train-mlogloss:0.62670	validation-mlogloss:0.56771
[362]	train-mlogloss:0.62638	validation-mlogloss:0.56733
[363]	train-mlogloss:0.62608	validation-mlogloss:0.56698
[364]	train-mlogloss:0.62578	validation-mlogloss:0.56665
[365]	train-mlogloss:0.62549	validation-mlogloss:0.56629
[366]	train-mlogloss:0.62517	validation-mlogloss:0.56594
[367]	train-mlogloss:0.62489	validation-mlogloss:0.56560
[368]	train-mlogloss:0.62455	validation-mlogloss:0.56521
[369]	train-mlogloss:0.62425	validation-mlogloss:0.56481
[370]	train-mlogloss:0.62388	validation-mlogloss:0.56437
[371]	train-mlogloss:0.62361	validation-mlogloss:0.56403
[372]	train-mlogloss:0.62328	validation-mlogloss:0.56365
[373]	train-mlogloss:0.62290	validation-mlogloss:0.56324
[374]	train-mlogloss:0.62258	validation-mlogloss:0.56289
[375]	train-mlogloss:0.62224	validation-mlogloss:0.56250
[376]	train-mlogloss:0.62194	validation-mlogloss:0.56217
[377]	train-mlogloss:0.62168	validation-mlogloss:0.56185
[378]	train-mlogloss:0.62135	validation-mlogloss:0.56150
[379]	train-mlogloss:0.62110	validation-mlogloss:0.56121
[380]	train-mlogloss:0.62081	validation-mlogloss:0.56088
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.47 [%]
Global accuracy score (test) = 78.5 [%]
Global F1 score (train) = 75.67 [%]
Global F1 score (test) = 79.26 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.64      0.63       350
MODERATE-INTENSITY       0.62      0.66      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.98      0.89      0.93       322

          accuracy                           0.78      1372
         macro avg       0.80      0.79      0.79      1372
      weighted avg       0.80      0.78      0.79      1372


Accuracy capturado en la ejecución 14: 78.5 [%]
F1-score capturado en la ejecución 14: 79.26 [%]

=== EJECUCIÓN 15 ===

--- TRAIN (ejecución 15) ---

--- TEST (ejecución 15) ---
2025-11-06 16:28:13.601343: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:28:13.612952: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442893.626467 1481442 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442893.630645 1481442 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442893.640638 1481442 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442893.640660 1481442 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442893.640662 1481442 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442893.640664 1481442 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:28:13.643872: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37818	validation-mlogloss:1.37802
[1]	train-mlogloss:1.37040	validation-mlogloss:1.36982
[2]	train-mlogloss:1.36249	validation-mlogloss:1.36148
[3]	train-mlogloss:1.35480	validation-mlogloss:1.35341
[4]	train-mlogloss:1.34719	validation-mlogloss:1.34541
[5]	train-mlogloss:1.33958	validation-mlogloss:1.33740
[6]	train-mlogloss:1.33207	validation-mlogloss:1.32951
[7]	train-mlogloss:1.32468	validation-mlogloss:1.32175
[8]	train-mlogloss:1.31746	validation-mlogloss:1.31429
[9]	train-mlogloss:1.31029	validation-mlogloss:1.30671
[10]	train-mlogloss:1.30340	validation-mlogloss:1.29961
[11]	train-mlogloss:1.29639	validation-mlogloss:1.29225
[12]	train-mlogloss:1.28957	validation-mlogloss:1.28518
[13]	train-mlogloss:1.28288	validation-mlogloss:1.27824
[14]	train-mlogloss:1.27621	validation-mlogloss:1.27132
[15]	train-mlogloss:1.26965	validation-mlogloss:1.26451
[16]	train-mlogloss:1.26318	validation-mlogloss:1.25782
[17]	train-mlogloss:1.25675	validation-mlogloss:1.25122
[18]	train-mlogloss:1.25039	validation-mlogloss:1.24449
[19]	train-mlogloss:1.24438	validation-mlogloss:1.23807
[20]	train-mlogloss:1.23820	validation-mlogloss:1.23157
[21]	train-mlogloss:1.23210	validation-mlogloss:1.22519
[22]	train-mlogloss:1.22604	validation-mlogloss:1.21878
[23]	train-mlogloss:1.22007	validation-mlogloss:1.21255
[24]	train-mlogloss:1.21413	validation-mlogloss:1.20632
[25]	train-mlogloss:1.20832	validation-mlogloss:1.20021
[26]	train-mlogloss:1.20255	validation-mlogloss:1.19407
[27]	train-mlogloss:1.19692	validation-mlogloss:1.18809
[28]	train-mlogloss:1.19129	validation-mlogloss:1.18236
[29]	train-mlogloss:1.18574	validation-mlogloss:1.17645
[30]	train-mlogloss:1.18024	validation-mlogloss:1.17064
[31]	train-mlogloss:1.17484	validation-mlogloss:1.16495
[32]	train-mlogloss:1.16950	validation-mlogloss:1.15945
[33]	train-mlogloss:1.16424	validation-mlogloss:1.15387
[34]	train-mlogloss:1.15906	validation-mlogloss:1.14843
[35]	train-mlogloss:1.15396	validation-mlogloss:1.14315
[36]	train-mlogloss:1.14882	validation-mlogloss:1.13784
[37]	train-mlogloss:1.14374	validation-mlogloss:1.13251
[38]	train-mlogloss:1.13876	validation-mlogloss:1.12719
[39]	train-mlogloss:1.13378	validation-mlogloss:1.12194
[40]	train-mlogloss:1.12899	validation-mlogloss:1.11692
[41]	train-mlogloss:1.12414	validation-mlogloss:1.11199
[42]	train-mlogloss:1.11927	validation-mlogloss:1.10699
[43]	train-mlogloss:1.11464	validation-mlogloss:1.10211
[44]	train-mlogloss:1.10994	validation-mlogloss:1.09722
[45]	train-mlogloss:1.10520	validation-mlogloss:1.09230
[46]	train-mlogloss:1.10050	validation-mlogloss:1.08749
[47]	train-mlogloss:1.09583	validation-mlogloss:1.08259
[48]	train-mlogloss:1.09139	validation-mlogloss:1.07788
[49]	train-mlogloss:1.08703	validation-mlogloss:1.07341
[50]	train-mlogloss:1.08261	validation-mlogloss:1.06887
[51]	train-mlogloss:1.07816	validation-mlogloss:1.06424
[52]	train-mlogloss:1.07376	validation-mlogloss:1.05953
[53]	train-mlogloss:1.06955	validation-mlogloss:1.05512
[54]	train-mlogloss:1.06540	validation-mlogloss:1.05068
[55]	train-mlogloss:1.06128	validation-mlogloss:1.04630
[56]	train-mlogloss:1.05707	validation-mlogloss:1.04200
[57]	train-mlogloss:1.05297	validation-mlogloss:1.03770
[58]	train-mlogloss:1.04883	validation-mlogloss:1.03336
[59]	train-mlogloss:1.04481	validation-mlogloss:1.02921
[60]	train-mlogloss:1.04092	validation-mlogloss:1.02520
[61]	train-mlogloss:1.03695	validation-mlogloss:1.02105
[62]	train-mlogloss:1.03305	validation-mlogloss:1.01715
[63]	train-mlogloss:1.02915	validation-mlogloss:1.01314
[64]	train-mlogloss:1.02529	validation-mlogloss:1.00918
[65]	train-mlogloss:1.02146	validation-mlogloss:1.00517
[66]	train-mlogloss:1.01772	validation-mlogloss:1.00135
[67]	train-mlogloss:1.01386	validation-mlogloss:0.99719
[68]	train-mlogloss:1.01016	validation-mlogloss:0.99325
[69]	train-mlogloss:1.00647	validation-mlogloss:0.98935
[70]	train-mlogloss:1.00291	validation-mlogloss:0.98568
[71]	train-mlogloss:0.99931	validation-mlogloss:0.98190
[72]	train-mlogloss:0.99572	validation-mlogloss:0.97814
[73]	train-mlogloss:0.99226	validation-mlogloss:0.97450
[74]	train-mlogloss:0.98873	validation-mlogloss:0.97082
[75]	train-mlogloss:0.98537	validation-mlogloss:0.96723
[76]	train-mlogloss:0.98197	validation-mlogloss:0.96373
[77]	train-mlogloss:0.97865	validation-mlogloss:0.96025
[78]	train-mlogloss:0.97531	validation-mlogloss:0.95676
[79]	train-mlogloss:0.97210	validation-mlogloss:0.95343
[80]	train-mlogloss:0.96881	validation-mlogloss:0.94996
[81]	train-mlogloss:0.96555	validation-mlogloss:0.94656
[82]	train-mlogloss:0.96223	validation-mlogloss:0.94301
[83]	train-mlogloss:0.95908	validation-mlogloss:0.93970
[84]	train-mlogloss:0.95596	validation-mlogloss:0.93639
[85]	train-mlogloss:0.95283	validation-mlogloss:0.93315
[86]	train-mlogloss:0.94972	validation-mlogloss:0.92986
[87]	train-mlogloss:0.94668	validation-mlogloss:0.92663
[88]	train-mlogloss:0.94375	validation-mlogloss:0.92361
[89]	train-mlogloss:0.94083	validation-mlogloss:0.92045
[90]	train-mlogloss:0.93784	validation-mlogloss:0.91728
[91]	train-mlogloss:0.93492	validation-mlogloss:0.91417
[92]	train-mlogloss:0.93205	validation-mlogloss:0.91122
[93]	train-mlogloss:0.92930	validation-mlogloss:0.90842
[94]	train-mlogloss:0.92651	validation-mlogloss:0.90551
[95]	train-mlogloss:0.92367	validation-mlogloss:0.90248
[96]	train-mlogloss:0.92085	validation-mlogloss:0.89949
[97]	train-mlogloss:0.91804	validation-mlogloss:0.89650
[98]	train-mlogloss:0.91532	validation-mlogloss:0.89361
[99]	train-mlogloss:0.91264	validation-mlogloss:0.89077
[100]	train-mlogloss:0.90980	validation-mlogloss:0.88767
[101]	train-mlogloss:0.90705	validation-mlogloss:0.88474
[102]	train-mlogloss:0.90445	validation-mlogloss:0.88194
[103]	train-mlogloss:0.90181	validation-mlogloss:0.87904
[104]	train-mlogloss:0.89915	validation-mlogloss:0.87609
[105]	train-mlogloss:0.89664	validation-mlogloss:0.87358
[106]	train-mlogloss:0.89416	validation-mlogloss:0.87091
[107]	train-mlogloss:0.89157	validation-mlogloss:0.86807
[108]	train-mlogloss:0.88916	validation-mlogloss:0.86554
[109]	train-mlogloss:0.88673	validation-mlogloss:0.86304
[110]	train-mlogloss:0.88423	validation-mlogloss:0.86038
[111]	train-mlogloss:0.88183	validation-mlogloss:0.85782
[112]	train-mlogloss:0.87936	validation-mlogloss:0.85516
[113]	train-mlogloss:0.87701	validation-mlogloss:0.85256
[114]	train-mlogloss:0.87465	validation-mlogloss:0.85014
[115]	train-mlogloss:0.87238	validation-mlogloss:0.84772
[116]	train-mlogloss:0.87015	validation-mlogloss:0.84532
[117]	train-mlogloss:0.86776	validation-mlogloss:0.84279
[118]	train-mlogloss:0.86540	validation-mlogloss:0.84020
[119]	train-mlogloss:0.86308	validation-mlogloss:0.83774
[120]	train-mlogloss:0.86077	validation-mlogloss:0.83521
[121]	train-mlogloss:0.85862	validation-mlogloss:0.83287
[122]	train-mlogloss:0.85635	validation-mlogloss:0.83040
[123]	train-mlogloss:0.85414	validation-mlogloss:0.82804
[124]	train-mlogloss:0.85198	validation-mlogloss:0.82568
[125]	train-mlogloss:0.84986	validation-mlogloss:0.82345
[126]	train-mlogloss:0.84764	validation-mlogloss:0.82109
[127]	train-mlogloss:0.84550	validation-mlogloss:0.81873
[128]	train-mlogloss:0.84344	validation-mlogloss:0.81646
[129]	train-mlogloss:0.84136	validation-mlogloss:0.81414
[130]	train-mlogloss:0.83924	validation-mlogloss:0.81181
[131]	train-mlogloss:0.83725	validation-mlogloss:0.80965
[132]	train-mlogloss:0.83523	validation-mlogloss:0.80743
[133]	train-mlogloss:0.83322	validation-mlogloss:0.80518
[134]	train-mlogloss:0.83119	validation-mlogloss:0.80290
[135]	train-mlogloss:0.82928	validation-mlogloss:0.80087
[136]	train-mlogloss:0.82736	validation-mlogloss:0.79871
[137]	train-mlogloss:0.82547	validation-mlogloss:0.79666
[138]	train-mlogloss:0.82361	validation-mlogloss:0.79473
[139]	train-mlogloss:0.82172	validation-mlogloss:0.79259
[140]	train-mlogloss:0.81986	validation-mlogloss:0.79058
[141]	train-mlogloss:0.81798	validation-mlogloss:0.78842
[142]	train-mlogloss:0.81603	validation-mlogloss:0.78634
[143]	train-mlogloss:0.81427	validation-mlogloss:0.78451
[144]	train-mlogloss:0.81249	validation-mlogloss:0.78257
[145]	train-mlogloss:0.81071	validation-mlogloss:0.78068
[146]	train-mlogloss:0.80893	validation-mlogloss:0.77872
[147]	train-mlogloss:0.80725	validation-mlogloss:0.77690
[148]	train-mlogloss:0.80547	validation-mlogloss:0.77492
[149]	train-mlogloss:0.80380	validation-mlogloss:0.77309
[150]	train-mlogloss:0.80216	validation-mlogloss:0.77124
[151]	train-mlogloss:0.80037	validation-mlogloss:0.76929
[152]	train-mlogloss:0.79867	validation-mlogloss:0.76741
[153]	train-mlogloss:0.79696	validation-mlogloss:0.76555
[154]	train-mlogloss:0.79538	validation-mlogloss:0.76383
[155]	train-mlogloss:0.79375	validation-mlogloss:0.76210
[156]	train-mlogloss:0.79218	validation-mlogloss:0.76045
[157]	train-mlogloss:0.79063	validation-mlogloss:0.75883
[158]	train-mlogloss:0.78907	validation-mlogloss:0.75715
[159]	train-mlogloss:0.78740	validation-mlogloss:0.75523
[160]	train-mlogloss:0.78576	validation-mlogloss:0.75336
[161]	train-mlogloss:0.78423	validation-mlogloss:0.75159
[162]	train-mlogloss:0.78271	validation-mlogloss:0.75000
[163]	train-mlogloss:0.78113	validation-mlogloss:0.74819
[164]	train-mlogloss:0.77971	validation-mlogloss:0.74664
[165]	train-mlogloss:0.77816	validation-mlogloss:0.74493
[166]	train-mlogloss:0.77679	validation-mlogloss:0.74343
[167]	train-mlogloss:0.77524	validation-mlogloss:0.74172
[168]	train-mlogloss:0.77371	validation-mlogloss:0.74010
[169]	train-mlogloss:0.77229	validation-mlogloss:0.73853
[170]	train-mlogloss:0.77079	validation-mlogloss:0.73684
[171]	train-mlogloss:0.76928	validation-mlogloss:0.73513
[172]	train-mlogloss:0.76783	validation-mlogloss:0.73357
[173]	train-mlogloss:0.76639	validation-mlogloss:0.73194
[174]	train-mlogloss:0.76503	validation-mlogloss:0.73043
[175]	train-mlogloss:0.76369	validation-mlogloss:0.72900
[176]	train-mlogloss:0.76223	validation-mlogloss:0.72736
[177]	train-mlogloss:0.76084	validation-mlogloss:0.72584
[178]	train-mlogloss:0.75952	validation-mlogloss:0.72430
[179]	train-mlogloss:0.75821	validation-mlogloss:0.72279
[180]	train-mlogloss:0.75679	validation-mlogloss:0.72123
[181]	train-mlogloss:0.75553	validation-mlogloss:0.71988
[182]	train-mlogloss:0.75426	validation-mlogloss:0.71849
[183]	train-mlogloss:0.75296	validation-mlogloss:0.71694
[184]	train-mlogloss:0.75162	validation-mlogloss:0.71546
[185]	train-mlogloss:0.75034	validation-mlogloss:0.71401
[186]	train-mlogloss:0.74910	validation-mlogloss:0.71253
[187]	train-mlogloss:0.74780	validation-mlogloss:0.71106
[188]	train-mlogloss:0.74662	validation-mlogloss:0.70965
[189]	train-mlogloss:0.74539	validation-mlogloss:0.70833
[190]	train-mlogloss:0.74426	validation-mlogloss:0.70710
[191]	train-mlogloss:0.74305	validation-mlogloss:0.70577
[192]	train-mlogloss:0.74184	validation-mlogloss:0.70440
[193]	train-mlogloss:0.74061	validation-mlogloss:0.70296
[194]	train-mlogloss:0.73938	validation-mlogloss:0.70157
[195]	train-mlogloss:0.73828	validation-mlogloss:0.70039
[196]	train-mlogloss:0.73718	validation-mlogloss:0.69916
[197]	train-mlogloss:0.73594	validation-mlogloss:0.69778
[198]	train-mlogloss:0.73483	validation-mlogloss:0.69661
[199]	train-mlogloss:0.73374	validation-mlogloss:0.69539
[200]	train-mlogloss:0.73257	validation-mlogloss:0.69406
[201]	train-mlogloss:0.73149	validation-mlogloss:0.69284
[202]	train-mlogloss:0.73043	validation-mlogloss:0.69164
[203]	train-mlogloss:0.72934	validation-mlogloss:0.69041
[204]	train-mlogloss:0.72825	validation-mlogloss:0.68925
[205]	train-mlogloss:0.72719	validation-mlogloss:0.68809
[206]	train-mlogloss:0.72614	validation-mlogloss:0.68691
[207]	train-mlogloss:0.72505	validation-mlogloss:0.68564
[208]	train-mlogloss:0.72400	validation-mlogloss:0.68449
[209]	train-mlogloss:0.72297	validation-mlogloss:0.68326
[210]	train-mlogloss:0.72200	validation-mlogloss:0.68216
[211]	train-mlogloss:0.72100	validation-mlogloss:0.68104
[212]	train-mlogloss:0.72003	validation-mlogloss:0.67996
[213]	train-mlogloss:0.71900	validation-mlogloss:0.67883
[214]	train-mlogloss:0.71794	validation-mlogloss:0.67763
[215]	train-mlogloss:0.71704	validation-mlogloss:0.67655
[216]	train-mlogloss:0.71604	validation-mlogloss:0.67543
[217]	train-mlogloss:0.71500	validation-mlogloss:0.67426
[218]	train-mlogloss:0.71400	validation-mlogloss:0.67319
[219]	train-mlogloss:0.71296	validation-mlogloss:0.67201
[220]	train-mlogloss:0.71192	validation-mlogloss:0.67085
[221]	train-mlogloss:0.71106	validation-mlogloss:0.66986
[222]	train-mlogloss:0.71012	validation-mlogloss:0.66880
[223]	train-mlogloss:0.70917	validation-mlogloss:0.66770
[224]	train-mlogloss:0.70820	validation-mlogloss:0.66665
[225]	train-mlogloss:0.70739	validation-mlogloss:0.66570
[226]	train-mlogloss:0.70652	validation-mlogloss:0.66462
[227]	train-mlogloss:0.70558	validation-mlogloss:0.66353
[228]	train-mlogloss:0.70476	validation-mlogloss:0.66264
[229]	train-mlogloss:0.70390	validation-mlogloss:0.66166
[230]	train-mlogloss:0.70302	validation-mlogloss:0.66061
[231]	train-mlogloss:0.70215	validation-mlogloss:0.65954
[232]	train-mlogloss:0.70133	validation-mlogloss:0.65859
[233]	train-mlogloss:0.70032	validation-mlogloss:0.65742
[234]	train-mlogloss:0.69946	validation-mlogloss:0.65647
[235]	train-mlogloss:0.69859	validation-mlogloss:0.65556
[236]	train-mlogloss:0.69767	validation-mlogloss:0.65454
[237]	train-mlogloss:0.69683	validation-mlogloss:0.65356
[238]	train-mlogloss:0.69595	validation-mlogloss:0.65256
[239]	train-mlogloss:0.69514	validation-mlogloss:0.65160
[240]	train-mlogloss:0.69428	validation-mlogloss:0.65068
[241]	train-mlogloss:0.69341	validation-mlogloss:0.64972
[242]	train-mlogloss:0.69260	validation-mlogloss:0.64878
[243]	train-mlogloss:0.69189	validation-mlogloss:0.64793
[244]	train-mlogloss:0.69111	validation-mlogloss:0.64699
[245]	train-mlogloss:0.69024	validation-mlogloss:0.64599
[246]	train-mlogloss:0.68943	validation-mlogloss:0.64508
[247]	train-mlogloss:0.68868	validation-mlogloss:0.64422
[248]	train-mlogloss:0.68797	validation-mlogloss:0.64341
[249]	train-mlogloss:0.68721	validation-mlogloss:0.64255
[250]	train-mlogloss:0.68649	validation-mlogloss:0.64171
[251]	train-mlogloss:0.68580	validation-mlogloss:0.64090
[252]	train-mlogloss:0.68498	validation-mlogloss:0.63999
[253]	train-mlogloss:0.68425	validation-mlogloss:0.63916
[254]	train-mlogloss:0.68347	validation-mlogloss:0.63825
[255]	train-mlogloss:0.68274	validation-mlogloss:0.63745
[256]	train-mlogloss:0.68199	validation-mlogloss:0.63664
[257]	train-mlogloss:0.68136	validation-mlogloss:0.63595
[258]	train-mlogloss:0.68059	validation-mlogloss:0.63501
[259]	train-mlogloss:0.67989	validation-mlogloss:0.63420
[260]	train-mlogloss:0.67913	validation-mlogloss:0.63334
[261]	train-mlogloss:0.67848	validation-mlogloss:0.63251
[262]	train-mlogloss:0.67773	validation-mlogloss:0.63163
[263]	train-mlogloss:0.67701	validation-mlogloss:0.63082
[264]	train-mlogloss:0.67629	validation-mlogloss:0.62996
[265]	train-mlogloss:0.67565	validation-mlogloss:0.62924
[266]	train-mlogloss:0.67492	validation-mlogloss:0.62842
[267]	train-mlogloss:0.67420	validation-mlogloss:0.62754
[268]	train-mlogloss:0.67344	validation-mlogloss:0.62663
[269]	train-mlogloss:0.67280	validation-mlogloss:0.62588
[270]	train-mlogloss:0.67206	validation-mlogloss:0.62504
[271]	train-mlogloss:0.67137	validation-mlogloss:0.62427
[272]	train-mlogloss:0.67072	validation-mlogloss:0.62356
[273]	train-mlogloss:0.66995	validation-mlogloss:0.62267
[274]	train-mlogloss:0.66936	validation-mlogloss:0.62195
[275]	train-mlogloss:0.66868	validation-mlogloss:0.62112
[276]	train-mlogloss:0.66807	validation-mlogloss:0.62039
[277]	train-mlogloss:0.66738	validation-mlogloss:0.61964
[278]	train-mlogloss:0.66672	validation-mlogloss:0.61888
[279]	train-mlogloss:0.66611	validation-mlogloss:0.61812
[280]	train-mlogloss:0.66540	validation-mlogloss:0.61735
[281]	train-mlogloss:0.66474	validation-mlogloss:0.61657
[282]	train-mlogloss:0.66423	validation-mlogloss:0.61593
[283]	train-mlogloss:0.66368	validation-mlogloss:0.61537
[284]	train-mlogloss:0.66320	validation-mlogloss:0.61476
[285]	train-mlogloss:0.66272	validation-mlogloss:0.61424
[286]	train-mlogloss:0.66211	validation-mlogloss:0.61355
[287]	train-mlogloss:0.66156	validation-mlogloss:0.61292
[288]	train-mlogloss:0.66092	validation-mlogloss:0.61219
[289]	train-mlogloss:0.66037	validation-mlogloss:0.61154
[290]	train-mlogloss:0.65975	validation-mlogloss:0.61086
[291]	train-mlogloss:0.65912	validation-mlogloss:0.61015
[292]	train-mlogloss:0.65848	validation-mlogloss:0.60943
[293]	train-mlogloss:0.65786	validation-mlogloss:0.60870
[294]	train-mlogloss:0.65733	validation-mlogloss:0.60814
[295]	train-mlogloss:0.65678	validation-mlogloss:0.60743
[296]	train-mlogloss:0.65619	validation-mlogloss:0.60667
[297]	train-mlogloss:0.65556	validation-mlogloss:0.60600
[298]	train-mlogloss:0.65504	validation-mlogloss:0.60542
[299]	train-mlogloss:0.65452	validation-mlogloss:0.60478
[300]	train-mlogloss:0.65395	validation-mlogloss:0.60417
[301]	train-mlogloss:0.65347	validation-mlogloss:0.60364
[302]	train-mlogloss:0.65295	validation-mlogloss:0.60303
[303]	train-mlogloss:0.65240	validation-mlogloss:0.60233
[304]	train-mlogloss:0.65197	validation-mlogloss:0.60178
[305]	train-mlogloss:0.65138	validation-mlogloss:0.60113
[306]	train-mlogloss:0.65086	validation-mlogloss:0.60052
[307]	train-mlogloss:0.65043	validation-mlogloss:0.59998
[308]	train-mlogloss:0.64991	validation-mlogloss:0.59941
[309]	train-mlogloss:0.64945	validation-mlogloss:0.59888
[310]	train-mlogloss:0.64894	validation-mlogloss:0.59833
[311]	train-mlogloss:0.64840	validation-mlogloss:0.59777
[312]	train-mlogloss:0.64784	validation-mlogloss:0.59708
[313]	train-mlogloss:0.64735	validation-mlogloss:0.59651
[314]	train-mlogloss:0.64693	validation-mlogloss:0.59601
[315]	train-mlogloss:0.64651	validation-mlogloss:0.59548
[316]	train-mlogloss:0.64607	validation-mlogloss:0.59494
[317]	train-mlogloss:0.64558	validation-mlogloss:0.59437
[318]	train-mlogloss:0.64501	validation-mlogloss:0.59377
[319]	train-mlogloss:0.64447	validation-mlogloss:0.59314
[320]	train-mlogloss:0.64398	validation-mlogloss:0.59258
[321]	train-mlogloss:0.64345	validation-mlogloss:0.59197
[322]	train-mlogloss:0.64300	validation-mlogloss:0.59141
[323]	train-mlogloss:0.64244	validation-mlogloss:0.59074
[324]	train-mlogloss:0.64194	validation-mlogloss:0.59016
[325]	train-mlogloss:0.64149	validation-mlogloss:0.58962
[326]	train-mlogloss:0.64104	validation-mlogloss:0.58914
[327]	train-mlogloss:0.64062	validation-mlogloss:0.58865
[328]	train-mlogloss:0.64018	validation-mlogloss:0.58810
[329]	train-mlogloss:0.63975	validation-mlogloss:0.58764
[330]	train-mlogloss:0.63926	validation-mlogloss:0.58707
[331]	train-mlogloss:0.63880	validation-mlogloss:0.58653
[332]	train-mlogloss:0.63830	validation-mlogloss:0.58596
[333]	train-mlogloss:0.63786	validation-mlogloss:0.58545
[334]	train-mlogloss:0.63738	validation-mlogloss:0.58493
[335]	train-mlogloss:0.63697	validation-mlogloss:0.58444
[336]	train-mlogloss:0.63657	validation-mlogloss:0.58398
[337]	train-mlogloss:0.63622	validation-mlogloss:0.58359
[338]	train-mlogloss:0.63582	validation-mlogloss:0.58313
[339]	train-mlogloss:0.63542	validation-mlogloss:0.58270
[340]	train-mlogloss:0.63502	validation-mlogloss:0.58225
[341]	train-mlogloss:0.63461	validation-mlogloss:0.58182
[342]	train-mlogloss:0.63422	validation-mlogloss:0.58136
[343]	train-mlogloss:0.63384	validation-mlogloss:0.58094
[344]	train-mlogloss:0.63343	validation-mlogloss:0.58051
[345]	train-mlogloss:0.63310	validation-mlogloss:0.58013
[346]	train-mlogloss:0.63278	validation-mlogloss:0.57975
[347]	train-mlogloss:0.63240	validation-mlogloss:0.57930
[348]	train-mlogloss:0.63203	validation-mlogloss:0.57889
[349]	train-mlogloss:0.63169	validation-mlogloss:0.57846
[350]	train-mlogloss:0.63138	validation-mlogloss:0.57812
[351]	train-mlogloss:0.63105	validation-mlogloss:0.57778
[352]	train-mlogloss:0.63073	validation-mlogloss:0.57735
[353]	train-mlogloss:0.63035	validation-mlogloss:0.57696
[354]	train-mlogloss:0.62997	validation-mlogloss:0.57655
[355]	train-mlogloss:0.62963	validation-mlogloss:0.57621
[356]	train-mlogloss:0.62927	validation-mlogloss:0.57583
[357]	train-mlogloss:0.62885	validation-mlogloss:0.57533
[358]	train-mlogloss:0.62849	validation-mlogloss:0.57490
[359]	train-mlogloss:0.62817	validation-mlogloss:0.57453
[360]	train-mlogloss:0.62786	validation-mlogloss:0.57418
[361]	train-mlogloss:0.62759	validation-mlogloss:0.57385
[362]	train-mlogloss:0.62723	validation-mlogloss:0.57347
[363]	train-mlogloss:0.62686	validation-mlogloss:0.57306
[364]	train-mlogloss:0.62654	validation-mlogloss:0.57272
[365]	train-mlogloss:0.62616	validation-mlogloss:0.57230
[366]	train-mlogloss:0.62580	validation-mlogloss:0.57188
[367]	train-mlogloss:0.62549	validation-mlogloss:0.57151
[368]	train-mlogloss:0.62520	validation-mlogloss:0.57118
[369]	train-mlogloss:0.62485	validation-mlogloss:0.57076
[370]	train-mlogloss:0.62453	validation-mlogloss:0.57040
[371]	train-mlogloss:0.62421	validation-mlogloss:0.56998
[372]	train-mlogloss:0.62390	validation-mlogloss:0.56961
[373]	train-mlogloss:0.62354	validation-mlogloss:0.56918
[374]	train-mlogloss:0.62324	validation-mlogloss:0.56884
[375]	train-mlogloss:0.62294	validation-mlogloss:0.56843
[376]	train-mlogloss:0.62269	validation-mlogloss:0.56814
[377]	train-mlogloss:0.62237	validation-mlogloss:0.56779
[378]	train-mlogloss:0.62199	validation-mlogloss:0.56734
[379]	train-mlogloss:0.62168	validation-mlogloss:0.56703
[380]	train-mlogloss:0.62145	validation-mlogloss:0.56672
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 1 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.78 [%]
Global accuracy score (test) = 77.84 [%]
Global F1 score (train) = 74.74 [%]
Global F1 score (test) = 78.36 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.53      0.58       350
MODERATE-INTENSITY       0.58      0.75      0.65       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.78      1372
         macro avg       0.80      0.78      0.78      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 15: 77.84 [%]
F1-score capturado en la ejecución 15: 78.36 [%]

=== EJECUCIÓN 16 ===

--- TRAIN (ejecución 16) ---

--- TEST (ejecución 16) ---
2025-11-06 16:28:24.795062: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:28:24.806432: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442904.819344 1481698 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442904.823539 1481698 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442904.833391 1481698 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442904.833409 1481698 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442904.833411 1481698 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442904.833413 1481698 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:28:24.836573: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37815	validation-mlogloss:1.37766
[1]	train-mlogloss:1.37024	validation-mlogloss:1.36921
[2]	train-mlogloss:1.36257	validation-mlogloss:1.36120
[3]	train-mlogloss:1.35486	validation-mlogloss:1.35296
[4]	train-mlogloss:1.34720	validation-mlogloss:1.34488
[5]	train-mlogloss:1.33968	validation-mlogloss:1.33681
[6]	train-mlogloss:1.33240	validation-mlogloss:1.32924
[7]	train-mlogloss:1.32512	validation-mlogloss:1.32151
[8]	train-mlogloss:1.31786	validation-mlogloss:1.31382
[9]	train-mlogloss:1.31075	validation-mlogloss:1.30631
[10]	train-mlogloss:1.30369	validation-mlogloss:1.29891
[11]	train-mlogloss:1.29676	validation-mlogloss:1.29163
[12]	train-mlogloss:1.28994	validation-mlogloss:1.28433
[13]	train-mlogloss:1.28314	validation-mlogloss:1.27711
[14]	train-mlogloss:1.27647	validation-mlogloss:1.27016
[15]	train-mlogloss:1.26989	validation-mlogloss:1.26326
[16]	train-mlogloss:1.26334	validation-mlogloss:1.25633
[17]	train-mlogloss:1.25686	validation-mlogloss:1.24943
[18]	train-mlogloss:1.25049	validation-mlogloss:1.24263
[19]	train-mlogloss:1.24422	validation-mlogloss:1.23597
[20]	train-mlogloss:1.23806	validation-mlogloss:1.22934
[21]	train-mlogloss:1.23205	validation-mlogloss:1.22292
[22]	train-mlogloss:1.22602	validation-mlogloss:1.21647
[23]	train-mlogloss:1.22015	validation-mlogloss:1.21029
[24]	train-mlogloss:1.21438	validation-mlogloss:1.20424
[25]	train-mlogloss:1.20862	validation-mlogloss:1.19828
[26]	train-mlogloss:1.20291	validation-mlogloss:1.19213
[27]	train-mlogloss:1.19726	validation-mlogloss:1.18613
[28]	train-mlogloss:1.19172	validation-mlogloss:1.18022
[29]	train-mlogloss:1.18625	validation-mlogloss:1.17438
[30]	train-mlogloss:1.18082	validation-mlogloss:1.16876
[31]	train-mlogloss:1.17546	validation-mlogloss:1.16309
[32]	train-mlogloss:1.17017	validation-mlogloss:1.15759
[33]	train-mlogloss:1.16492	validation-mlogloss:1.15211
[34]	train-mlogloss:1.15971	validation-mlogloss:1.14652
[35]	train-mlogloss:1.15443	validation-mlogloss:1.14108
[36]	train-mlogloss:1.14934	validation-mlogloss:1.13560
[37]	train-mlogloss:1.14436	validation-mlogloss:1.13031
[38]	train-mlogloss:1.13938	validation-mlogloss:1.12502
[39]	train-mlogloss:1.13448	validation-mlogloss:1.11982
[40]	train-mlogloss:1.12966	validation-mlogloss:1.11466
[41]	train-mlogloss:1.12473	validation-mlogloss:1.10941
[42]	train-mlogloss:1.11992	validation-mlogloss:1.10427
[43]	train-mlogloss:1.11523	validation-mlogloss:1.09925
[44]	train-mlogloss:1.11065	validation-mlogloss:1.09441
[45]	train-mlogloss:1.10611	validation-mlogloss:1.08963
[46]	train-mlogloss:1.10144	validation-mlogloss:1.08475
[47]	train-mlogloss:1.09684	validation-mlogloss:1.07992
[48]	train-mlogloss:1.09245	validation-mlogloss:1.07525
[49]	train-mlogloss:1.08803	validation-mlogloss:1.07047
[50]	train-mlogloss:1.08362	validation-mlogloss:1.06579
[51]	train-mlogloss:1.07920	validation-mlogloss:1.06123
[52]	train-mlogloss:1.07490	validation-mlogloss:1.05670
[53]	train-mlogloss:1.07067	validation-mlogloss:1.05227
[54]	train-mlogloss:1.06640	validation-mlogloss:1.04774
[55]	train-mlogloss:1.06222	validation-mlogloss:1.04339
[56]	train-mlogloss:1.05810	validation-mlogloss:1.03886
[57]	train-mlogloss:1.05398	validation-mlogloss:1.03457
[58]	train-mlogloss:1.04991	validation-mlogloss:1.03032
[59]	train-mlogloss:1.04584	validation-mlogloss:1.02606
[60]	train-mlogloss:1.04192	validation-mlogloss:1.02176
[61]	train-mlogloss:1.03800	validation-mlogloss:1.01764
[62]	train-mlogloss:1.03410	validation-mlogloss:1.01350
[63]	train-mlogloss:1.03021	validation-mlogloss:1.00940
[64]	train-mlogloss:1.02636	validation-mlogloss:1.00533
[65]	train-mlogloss:1.02256	validation-mlogloss:1.00135
[66]	train-mlogloss:1.01885	validation-mlogloss:0.99742
[67]	train-mlogloss:1.01515	validation-mlogloss:0.99351
[68]	train-mlogloss:1.01154	validation-mlogloss:0.98969
[69]	train-mlogloss:1.00793	validation-mlogloss:0.98591
[70]	train-mlogloss:1.00434	validation-mlogloss:0.98212
[71]	train-mlogloss:1.00081	validation-mlogloss:0.97837
[72]	train-mlogloss:0.99734	validation-mlogloss:0.97461
[73]	train-mlogloss:0.99398	validation-mlogloss:0.97099
[74]	train-mlogloss:0.99052	validation-mlogloss:0.96736
[75]	train-mlogloss:0.98712	validation-mlogloss:0.96380
[76]	train-mlogloss:0.98383	validation-mlogloss:0.96037
[77]	train-mlogloss:0.98051	validation-mlogloss:0.95693
[78]	train-mlogloss:0.97721	validation-mlogloss:0.95343
[79]	train-mlogloss:0.97393	validation-mlogloss:0.95000
[80]	train-mlogloss:0.97056	validation-mlogloss:0.94642
[81]	train-mlogloss:0.96744	validation-mlogloss:0.94307
[82]	train-mlogloss:0.96424	validation-mlogloss:0.93976
[83]	train-mlogloss:0.96116	validation-mlogloss:0.93648
[84]	train-mlogloss:0.95799	validation-mlogloss:0.93310
[85]	train-mlogloss:0.95496	validation-mlogloss:0.92987
[86]	train-mlogloss:0.95179	validation-mlogloss:0.92644
[87]	train-mlogloss:0.94879	validation-mlogloss:0.92328
[88]	train-mlogloss:0.94593	validation-mlogloss:0.92020
[89]	train-mlogloss:0.94293	validation-mlogloss:0.91700
[90]	train-mlogloss:0.94011	validation-mlogloss:0.91392
[91]	train-mlogloss:0.93732	validation-mlogloss:0.91097
[92]	train-mlogloss:0.93446	validation-mlogloss:0.90795
[93]	train-mlogloss:0.93162	validation-mlogloss:0.90497
[94]	train-mlogloss:0.92856	validation-mlogloss:0.90179
[95]	train-mlogloss:0.92576	validation-mlogloss:0.89882
[96]	train-mlogloss:0.92306	validation-mlogloss:0.89599
[97]	train-mlogloss:0.92021	validation-mlogloss:0.89295
[98]	train-mlogloss:0.91750	validation-mlogloss:0.89011
[99]	train-mlogloss:0.91487	validation-mlogloss:0.88731
[100]	train-mlogloss:0.91226	validation-mlogloss:0.88454
[101]	train-mlogloss:0.90967	validation-mlogloss:0.88174
[102]	train-mlogloss:0.90707	validation-mlogloss:0.87899
[103]	train-mlogloss:0.90450	validation-mlogloss:0.87626
[104]	train-mlogloss:0.90180	validation-mlogloss:0.87333
[105]	train-mlogloss:0.89915	validation-mlogloss:0.87044
[106]	train-mlogloss:0.89664	validation-mlogloss:0.86771
[107]	train-mlogloss:0.89413	validation-mlogloss:0.86513
[108]	train-mlogloss:0.89156	validation-mlogloss:0.86234
[109]	train-mlogloss:0.88909	validation-mlogloss:0.85954
[110]	train-mlogloss:0.88671	validation-mlogloss:0.85701
[111]	train-mlogloss:0.88442	validation-mlogloss:0.85448
[112]	train-mlogloss:0.88207	validation-mlogloss:0.85197
[113]	train-mlogloss:0.87974	validation-mlogloss:0.84948
[114]	train-mlogloss:0.87739	validation-mlogloss:0.84700
[115]	train-mlogloss:0.87500	validation-mlogloss:0.84439
[116]	train-mlogloss:0.87272	validation-mlogloss:0.84191
[117]	train-mlogloss:0.87046	validation-mlogloss:0.83946
[118]	train-mlogloss:0.86830	validation-mlogloss:0.83724
[119]	train-mlogloss:0.86604	validation-mlogloss:0.83486
[120]	train-mlogloss:0.86376	validation-mlogloss:0.83236
[121]	train-mlogloss:0.86153	validation-mlogloss:0.82996
[122]	train-mlogloss:0.85944	validation-mlogloss:0.82782
[123]	train-mlogloss:0.85717	validation-mlogloss:0.82537
[124]	train-mlogloss:0.85506	validation-mlogloss:0.82313
[125]	train-mlogloss:0.85301	validation-mlogloss:0.82093
[126]	train-mlogloss:0.85094	validation-mlogloss:0.81870
[127]	train-mlogloss:0.84878	validation-mlogloss:0.81627
[128]	train-mlogloss:0.84675	validation-mlogloss:0.81408
[129]	train-mlogloss:0.84468	validation-mlogloss:0.81177
[130]	train-mlogloss:0.84263	validation-mlogloss:0.80953
[131]	train-mlogloss:0.84055	validation-mlogloss:0.80722
[132]	train-mlogloss:0.83857	validation-mlogloss:0.80510
[133]	train-mlogloss:0.83652	validation-mlogloss:0.80296
[134]	train-mlogloss:0.83450	validation-mlogloss:0.80081
[135]	train-mlogloss:0.83251	validation-mlogloss:0.79864
[136]	train-mlogloss:0.83054	validation-mlogloss:0.79653
[137]	train-mlogloss:0.82868	validation-mlogloss:0.79451
[138]	train-mlogloss:0.82670	validation-mlogloss:0.79239
[139]	train-mlogloss:0.82478	validation-mlogloss:0.79026
[140]	train-mlogloss:0.82297	validation-mlogloss:0.78825
[141]	train-mlogloss:0.82097	validation-mlogloss:0.78616
[142]	train-mlogloss:0.81927	validation-mlogloss:0.78435
[143]	train-mlogloss:0.81749	validation-mlogloss:0.78238
[144]	train-mlogloss:0.81563	validation-mlogloss:0.78034
[145]	train-mlogloss:0.81392	validation-mlogloss:0.77842
[146]	train-mlogloss:0.81211	validation-mlogloss:0.77639
[147]	train-mlogloss:0.81027	validation-mlogloss:0.77429
[148]	train-mlogloss:0.80846	validation-mlogloss:0.77238
[149]	train-mlogloss:0.80674	validation-mlogloss:0.77055
[150]	train-mlogloss:0.80496	validation-mlogloss:0.76865
[151]	train-mlogloss:0.80316	validation-mlogloss:0.76665
[152]	train-mlogloss:0.80145	validation-mlogloss:0.76480
[153]	train-mlogloss:0.79982	validation-mlogloss:0.76311
[154]	train-mlogloss:0.79812	validation-mlogloss:0.76123
[155]	train-mlogloss:0.79645	validation-mlogloss:0.75940
[156]	train-mlogloss:0.79491	validation-mlogloss:0.75769
[157]	train-mlogloss:0.79325	validation-mlogloss:0.75584
[158]	train-mlogloss:0.79160	validation-mlogloss:0.75403
[159]	train-mlogloss:0.79004	validation-mlogloss:0.75237
[160]	train-mlogloss:0.78851	validation-mlogloss:0.75060
[161]	train-mlogloss:0.78690	validation-mlogloss:0.74893
[162]	train-mlogloss:0.78540	validation-mlogloss:0.74720
[163]	train-mlogloss:0.78385	validation-mlogloss:0.74539
[164]	train-mlogloss:0.78232	validation-mlogloss:0.74370
[165]	train-mlogloss:0.78073	validation-mlogloss:0.74200
[166]	train-mlogloss:0.77926	validation-mlogloss:0.74040
[167]	train-mlogloss:0.77790	validation-mlogloss:0.73884
[168]	train-mlogloss:0.77639	validation-mlogloss:0.73715
[169]	train-mlogloss:0.77491	validation-mlogloss:0.73554
[170]	train-mlogloss:0.77353	validation-mlogloss:0.73392
[171]	train-mlogloss:0.77210	validation-mlogloss:0.73234
[172]	train-mlogloss:0.77064	validation-mlogloss:0.73072
[173]	train-mlogloss:0.76931	validation-mlogloss:0.72922
[174]	train-mlogloss:0.76798	validation-mlogloss:0.72779
[175]	train-mlogloss:0.76665	validation-mlogloss:0.72636
[176]	train-mlogloss:0.76532	validation-mlogloss:0.72490
[177]	train-mlogloss:0.76401	validation-mlogloss:0.72336
[178]	train-mlogloss:0.76262	validation-mlogloss:0.72181
[179]	train-mlogloss:0.76123	validation-mlogloss:0.72029
[180]	train-mlogloss:0.75986	validation-mlogloss:0.71883
[181]	train-mlogloss:0.75857	validation-mlogloss:0.71730
[182]	train-mlogloss:0.75722	validation-mlogloss:0.71583
[183]	train-mlogloss:0.75587	validation-mlogloss:0.71426
[184]	train-mlogloss:0.75466	validation-mlogloss:0.71297
[185]	train-mlogloss:0.75338	validation-mlogloss:0.71150
[186]	train-mlogloss:0.75201	validation-mlogloss:0.70993
[187]	train-mlogloss:0.75069	validation-mlogloss:0.70841
[188]	train-mlogloss:0.74945	validation-mlogloss:0.70700
[189]	train-mlogloss:0.74820	validation-mlogloss:0.70560
[190]	train-mlogloss:0.74691	validation-mlogloss:0.70418
[191]	train-mlogloss:0.74563	validation-mlogloss:0.70277
[192]	train-mlogloss:0.74437	validation-mlogloss:0.70132
[193]	train-mlogloss:0.74325	validation-mlogloss:0.70008
[194]	train-mlogloss:0.74204	validation-mlogloss:0.69871
[195]	train-mlogloss:0.74086	validation-mlogloss:0.69737
[196]	train-mlogloss:0.73968	validation-mlogloss:0.69601
[197]	train-mlogloss:0.73862	validation-mlogloss:0.69487
[198]	train-mlogloss:0.73745	validation-mlogloss:0.69361
[199]	train-mlogloss:0.73626	validation-mlogloss:0.69237
[200]	train-mlogloss:0.73520	validation-mlogloss:0.69114
[201]	train-mlogloss:0.73414	validation-mlogloss:0.68996
[202]	train-mlogloss:0.73308	validation-mlogloss:0.68873
[203]	train-mlogloss:0.73201	validation-mlogloss:0.68766
[204]	train-mlogloss:0.73098	validation-mlogloss:0.68649
[205]	train-mlogloss:0.72997	validation-mlogloss:0.68540
[206]	train-mlogloss:0.72887	validation-mlogloss:0.68423
[207]	train-mlogloss:0.72780	validation-mlogloss:0.68305
[208]	train-mlogloss:0.72661	validation-mlogloss:0.68177
[209]	train-mlogloss:0.72567	validation-mlogloss:0.68076
[210]	train-mlogloss:0.72457	validation-mlogloss:0.67958
[211]	train-mlogloss:0.72358	validation-mlogloss:0.67846
[212]	train-mlogloss:0.72258	validation-mlogloss:0.67736
[213]	train-mlogloss:0.72165	validation-mlogloss:0.67630
[214]	train-mlogloss:0.72059	validation-mlogloss:0.67514
[215]	train-mlogloss:0.71956	validation-mlogloss:0.67398
[216]	train-mlogloss:0.71861	validation-mlogloss:0.67287
[217]	train-mlogloss:0.71765	validation-mlogloss:0.67181
[218]	train-mlogloss:0.71671	validation-mlogloss:0.67069
[219]	train-mlogloss:0.71572	validation-mlogloss:0.66951
[220]	train-mlogloss:0.71472	validation-mlogloss:0.66842
[221]	train-mlogloss:0.71385	validation-mlogloss:0.66742
[222]	train-mlogloss:0.71294	validation-mlogloss:0.66642
[223]	train-mlogloss:0.71201	validation-mlogloss:0.66532
[224]	train-mlogloss:0.71100	validation-mlogloss:0.66420
[225]	train-mlogloss:0.70999	validation-mlogloss:0.66305
[226]	train-mlogloss:0.70920	validation-mlogloss:0.66215
[227]	train-mlogloss:0.70831	validation-mlogloss:0.66113
[228]	train-mlogloss:0.70735	validation-mlogloss:0.66011
[229]	train-mlogloss:0.70653	validation-mlogloss:0.65918
[230]	train-mlogloss:0.70554	validation-mlogloss:0.65803
[231]	train-mlogloss:0.70468	validation-mlogloss:0.65696
[232]	train-mlogloss:0.70375	validation-mlogloss:0.65593
[233]	train-mlogloss:0.70285	validation-mlogloss:0.65491
[234]	train-mlogloss:0.70202	validation-mlogloss:0.65401
[235]	train-mlogloss:0.70114	validation-mlogloss:0.65302
[236]	train-mlogloss:0.70031	validation-mlogloss:0.65205
[237]	train-mlogloss:0.69946	validation-mlogloss:0.65109
[238]	train-mlogloss:0.69866	validation-mlogloss:0.65016
[239]	train-mlogloss:0.69779	validation-mlogloss:0.64927
[240]	train-mlogloss:0.69696	validation-mlogloss:0.64839
[241]	train-mlogloss:0.69614	validation-mlogloss:0.64741
[242]	train-mlogloss:0.69536	validation-mlogloss:0.64653
[243]	train-mlogloss:0.69461	validation-mlogloss:0.64566
[244]	train-mlogloss:0.69382	validation-mlogloss:0.64473
[245]	train-mlogloss:0.69305	validation-mlogloss:0.64388
[246]	train-mlogloss:0.69217	validation-mlogloss:0.64285
[247]	train-mlogloss:0.69154	validation-mlogloss:0.64212
[248]	train-mlogloss:0.69069	validation-mlogloss:0.64122
[249]	train-mlogloss:0.68992	validation-mlogloss:0.64032
[250]	train-mlogloss:0.68908	validation-mlogloss:0.63936
[251]	train-mlogloss:0.68838	validation-mlogloss:0.63854
[252]	train-mlogloss:0.68777	validation-mlogloss:0.63781
[253]	train-mlogloss:0.68689	validation-mlogloss:0.63680
[254]	train-mlogloss:0.68609	validation-mlogloss:0.63590
[255]	train-mlogloss:0.68538	validation-mlogloss:0.63510
[256]	train-mlogloss:0.68455	validation-mlogloss:0.63425
[257]	train-mlogloss:0.68383	validation-mlogloss:0.63338
[258]	train-mlogloss:0.68305	validation-mlogloss:0.63251
[259]	train-mlogloss:0.68235	validation-mlogloss:0.63171
[260]	train-mlogloss:0.68159	validation-mlogloss:0.63090
[261]	train-mlogloss:0.68078	validation-mlogloss:0.62999
[262]	train-mlogloss:0.68003	validation-mlogloss:0.62918
[263]	train-mlogloss:0.67935	validation-mlogloss:0.62838
[264]	train-mlogloss:0.67871	validation-mlogloss:0.62764
[265]	train-mlogloss:0.67804	validation-mlogloss:0.62685
[266]	train-mlogloss:0.67737	validation-mlogloss:0.62607
[267]	train-mlogloss:0.67668	validation-mlogloss:0.62527
[268]	train-mlogloss:0.67609	validation-mlogloss:0.62458
[269]	train-mlogloss:0.67542	validation-mlogloss:0.62389
[270]	train-mlogloss:0.67479	validation-mlogloss:0.62313
[271]	train-mlogloss:0.67408	validation-mlogloss:0.62233
[272]	train-mlogloss:0.67336	validation-mlogloss:0.62154
[273]	train-mlogloss:0.67266	validation-mlogloss:0.62078
[274]	train-mlogloss:0.67205	validation-mlogloss:0.62005
[275]	train-mlogloss:0.67136	validation-mlogloss:0.61923
[276]	train-mlogloss:0.67069	validation-mlogloss:0.61842
[277]	train-mlogloss:0.66995	validation-mlogloss:0.61758
[278]	train-mlogloss:0.66930	validation-mlogloss:0.61686
[279]	train-mlogloss:0.66876	validation-mlogloss:0.61619
[280]	train-mlogloss:0.66821	validation-mlogloss:0.61554
[281]	train-mlogloss:0.66758	validation-mlogloss:0.61482
[282]	train-mlogloss:0.66692	validation-mlogloss:0.61411
[283]	train-mlogloss:0.66627	validation-mlogloss:0.61341
[284]	train-mlogloss:0.66561	validation-mlogloss:0.61265
[285]	train-mlogloss:0.66499	validation-mlogloss:0.61196
[286]	train-mlogloss:0.66439	validation-mlogloss:0.61121
[287]	train-mlogloss:0.66372	validation-mlogloss:0.61043
[288]	train-mlogloss:0.66317	validation-mlogloss:0.60978
[289]	train-mlogloss:0.66257	validation-mlogloss:0.60910
[290]	train-mlogloss:0.66200	validation-mlogloss:0.60843
[291]	train-mlogloss:0.66150	validation-mlogloss:0.60781
[292]	train-mlogloss:0.66090	validation-mlogloss:0.60713
[293]	train-mlogloss:0.66044	validation-mlogloss:0.60658
[294]	train-mlogloss:0.65988	validation-mlogloss:0.60593
[295]	train-mlogloss:0.65932	validation-mlogloss:0.60531
[296]	train-mlogloss:0.65873	validation-mlogloss:0.60459
[297]	train-mlogloss:0.65821	validation-mlogloss:0.60396
[298]	train-mlogloss:0.65762	validation-mlogloss:0.60328
[299]	train-mlogloss:0.65701	validation-mlogloss:0.60258
[300]	train-mlogloss:0.65648	validation-mlogloss:0.60191
[301]	train-mlogloss:0.65590	validation-mlogloss:0.60124
[302]	train-mlogloss:0.65532	validation-mlogloss:0.60062
[303]	train-mlogloss:0.65474	validation-mlogloss:0.59996
[304]	train-mlogloss:0.65410	validation-mlogloss:0.59928
[305]	train-mlogloss:0.65351	validation-mlogloss:0.59861
[306]	train-mlogloss:0.65300	validation-mlogloss:0.59803
[307]	train-mlogloss:0.65256	validation-mlogloss:0.59750
[308]	train-mlogloss:0.65216	validation-mlogloss:0.59700
[309]	train-mlogloss:0.65161	validation-mlogloss:0.59641
[310]	train-mlogloss:0.65123	validation-mlogloss:0.59593
[311]	train-mlogloss:0.65078	validation-mlogloss:0.59537
[312]	train-mlogloss:0.65030	validation-mlogloss:0.59482
[313]	train-mlogloss:0.64990	validation-mlogloss:0.59436
[314]	train-mlogloss:0.64946	validation-mlogloss:0.59388
[315]	train-mlogloss:0.64901	validation-mlogloss:0.59334
[316]	train-mlogloss:0.64853	validation-mlogloss:0.59279
[317]	train-mlogloss:0.64807	validation-mlogloss:0.59223
[318]	train-mlogloss:0.64759	validation-mlogloss:0.59167
[319]	train-mlogloss:0.64715	validation-mlogloss:0.59111
[320]	train-mlogloss:0.64663	validation-mlogloss:0.59054
[321]	train-mlogloss:0.64613	validation-mlogloss:0.58996
[322]	train-mlogloss:0.64566	validation-mlogloss:0.58943
[323]	train-mlogloss:0.64522	validation-mlogloss:0.58896
[324]	train-mlogloss:0.64479	validation-mlogloss:0.58844
[325]	train-mlogloss:0.64435	validation-mlogloss:0.58794
[326]	train-mlogloss:0.64381	validation-mlogloss:0.58733
[327]	train-mlogloss:0.64337	validation-mlogloss:0.58682
[328]	train-mlogloss:0.64292	validation-mlogloss:0.58628
[329]	train-mlogloss:0.64247	validation-mlogloss:0.58580
[330]	train-mlogloss:0.64199	validation-mlogloss:0.58525
[331]	train-mlogloss:0.64156	validation-mlogloss:0.58481
[332]	train-mlogloss:0.64110	validation-mlogloss:0.58429
[333]	train-mlogloss:0.64064	validation-mlogloss:0.58376
[334]	train-mlogloss:0.64025	validation-mlogloss:0.58333
[335]	train-mlogloss:0.63983	validation-mlogloss:0.58283
[336]	train-mlogloss:0.63937	validation-mlogloss:0.58230
[337]	train-mlogloss:0.63893	validation-mlogloss:0.58180
[338]	train-mlogloss:0.63842	validation-mlogloss:0.58124
[339]	train-mlogloss:0.63802	validation-mlogloss:0.58076
[340]	train-mlogloss:0.63757	validation-mlogloss:0.58027
[341]	train-mlogloss:0.63716	validation-mlogloss:0.57975
[342]	train-mlogloss:0.63670	validation-mlogloss:0.57923
[343]	train-mlogloss:0.63628	validation-mlogloss:0.57876
[344]	train-mlogloss:0.63580	validation-mlogloss:0.57825
[345]	train-mlogloss:0.63541	validation-mlogloss:0.57775
[346]	train-mlogloss:0.63506	validation-mlogloss:0.57727
[347]	train-mlogloss:0.63469	validation-mlogloss:0.57683
[348]	train-mlogloss:0.63428	validation-mlogloss:0.57640
[349]	train-mlogloss:0.63393	validation-mlogloss:0.57599
[350]	train-mlogloss:0.63361	validation-mlogloss:0.57564
[351]	train-mlogloss:0.63323	validation-mlogloss:0.57524
[352]	train-mlogloss:0.63278	validation-mlogloss:0.57474
[353]	train-mlogloss:0.63243	validation-mlogloss:0.57434
[354]	train-mlogloss:0.63202	validation-mlogloss:0.57391
[355]	train-mlogloss:0.63159	validation-mlogloss:0.57347
[356]	train-mlogloss:0.63119	validation-mlogloss:0.57305
[357]	train-mlogloss:0.63080	validation-mlogloss:0.57262
[358]	train-mlogloss:0.63039	validation-mlogloss:0.57221
[359]	train-mlogloss:0.63011	validation-mlogloss:0.57188
[360]	train-mlogloss:0.62972	validation-mlogloss:0.57145
[361]	train-mlogloss:0.62942	validation-mlogloss:0.57103
[362]	train-mlogloss:0.62904	validation-mlogloss:0.57053
[363]	train-mlogloss:0.62872	validation-mlogloss:0.57014
[364]	train-mlogloss:0.62834	validation-mlogloss:0.56972
[365]	train-mlogloss:0.62802	validation-mlogloss:0.56932
[366]	train-mlogloss:0.62772	validation-mlogloss:0.56897
[367]	train-mlogloss:0.62746	validation-mlogloss:0.56865
[368]	train-mlogloss:0.62706	validation-mlogloss:0.56819
[369]	train-mlogloss:0.62672	validation-mlogloss:0.56780
[370]	train-mlogloss:0.62637	validation-mlogloss:0.56742
[371]	train-mlogloss:0.62602	validation-mlogloss:0.56701
[372]	train-mlogloss:0.62574	validation-mlogloss:0.56669
[373]	train-mlogloss:0.62541	validation-mlogloss:0.56632
[374]	train-mlogloss:0.62506	validation-mlogloss:0.56594
[375]	train-mlogloss:0.62473	validation-mlogloss:0.56553
[376]	train-mlogloss:0.62435	validation-mlogloss:0.56507
[377]	train-mlogloss:0.62405	validation-mlogloss:0.56470
[378]	train-mlogloss:0.62372	validation-mlogloss:0.56433
[379]	train-mlogloss:0.62334	validation-mlogloss:0.56389
[380]	train-mlogloss:0.62307	validation-mlogloss:0.56359
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 1 ... 0 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.48 [%]
Global accuracy score (test) = 78.13 [%]
Global F1 score (train) = 75.66 [%]
Global F1 score (test) = 78.81 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.62      0.62       350
MODERATE-INTENSITY       0.61      0.67      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.96      0.90      0.93       322

          accuracy                           0.78      1372
         macro avg       0.79      0.78      0.79      1372
      weighted avg       0.79      0.78      0.79      1372


Accuracy capturado en la ejecución 16: 78.13 [%]
F1-score capturado en la ejecución 16: 78.81 [%]

=== EJECUCIÓN 17 ===

--- TRAIN (ejecución 17) ---

--- TEST (ejecución 17) ---
2025-11-06 16:28:36.296597: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:28:36.307785: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442916.320704 1481973 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442916.324655 1481973 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442916.334521 1481973 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442916.334539 1481973 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442916.334541 1481973 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442916.334542 1481973 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:28:36.337721: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37821	validation-mlogloss:1.37790
[1]	train-mlogloss:1.37033	validation-mlogloss:1.36971
[2]	train-mlogloss:1.36248	validation-mlogloss:1.36146
[3]	train-mlogloss:1.35481	validation-mlogloss:1.35343
[4]	train-mlogloss:1.34714	validation-mlogloss:1.34549
[5]	train-mlogloss:1.33957	validation-mlogloss:1.33761
[6]	train-mlogloss:1.33219	validation-mlogloss:1.33000
[7]	train-mlogloss:1.32488	validation-mlogloss:1.32238
[8]	train-mlogloss:1.31771	validation-mlogloss:1.31487
[9]	train-mlogloss:1.31057	validation-mlogloss:1.30741
[10]	train-mlogloss:1.30354	validation-mlogloss:1.30014
[11]	train-mlogloss:1.29661	validation-mlogloss:1.29288
[12]	train-mlogloss:1.28972	validation-mlogloss:1.28564
[13]	train-mlogloss:1.28294	validation-mlogloss:1.27862
[14]	train-mlogloss:1.27629	validation-mlogloss:1.27168
[15]	train-mlogloss:1.26970	validation-mlogloss:1.26488
[16]	train-mlogloss:1.26318	validation-mlogloss:1.25809
[17]	train-mlogloss:1.25672	validation-mlogloss:1.25138
[18]	train-mlogloss:1.25032	validation-mlogloss:1.24476
[19]	train-mlogloss:1.24412	validation-mlogloss:1.23834
[20]	train-mlogloss:1.23794	validation-mlogloss:1.23187
[21]	train-mlogloss:1.23178	validation-mlogloss:1.22554
[22]	train-mlogloss:1.22570	validation-mlogloss:1.21919
[23]	train-mlogloss:1.21976	validation-mlogloss:1.21289
[24]	train-mlogloss:1.21397	validation-mlogloss:1.20686
[25]	train-mlogloss:1.20819	validation-mlogloss:1.20082
[26]	train-mlogloss:1.20245	validation-mlogloss:1.19471
[27]	train-mlogloss:1.19678	validation-mlogloss:1.18877
[28]	train-mlogloss:1.19119	validation-mlogloss:1.18301
[29]	train-mlogloss:1.18565	validation-mlogloss:1.17710
[30]	train-mlogloss:1.18014	validation-mlogloss:1.17130
[31]	train-mlogloss:1.17485	validation-mlogloss:1.16583
[32]	train-mlogloss:1.16955	validation-mlogloss:1.16032
[33]	train-mlogloss:1.16408	validation-mlogloss:1.15469
[34]	train-mlogloss:1.15883	validation-mlogloss:1.14907
[35]	train-mlogloss:1.15351	validation-mlogloss:1.14354
[36]	train-mlogloss:1.14838	validation-mlogloss:1.13805
[37]	train-mlogloss:1.14333	validation-mlogloss:1.13271
[38]	train-mlogloss:1.13846	validation-mlogloss:1.12762
[39]	train-mlogloss:1.13335	validation-mlogloss:1.12230
[40]	train-mlogloss:1.12833	validation-mlogloss:1.11717
[41]	train-mlogloss:1.12334	validation-mlogloss:1.11210
[42]	train-mlogloss:1.11848	validation-mlogloss:1.10707
[43]	train-mlogloss:1.11359	validation-mlogloss:1.10209
[44]	train-mlogloss:1.10893	validation-mlogloss:1.09719
[45]	train-mlogloss:1.10433	validation-mlogloss:1.09235
[46]	train-mlogloss:1.09966	validation-mlogloss:1.08756
[47]	train-mlogloss:1.09490	validation-mlogloss:1.08256
[48]	train-mlogloss:1.09040	validation-mlogloss:1.07796
[49]	train-mlogloss:1.08585	validation-mlogloss:1.07336
[50]	train-mlogloss:1.08152	validation-mlogloss:1.06868
[51]	train-mlogloss:1.07706	validation-mlogloss:1.06419
[52]	train-mlogloss:1.07273	validation-mlogloss:1.05968
[53]	train-mlogloss:1.06837	validation-mlogloss:1.05517
[54]	train-mlogloss:1.06408	validation-mlogloss:1.05075
[55]	train-mlogloss:1.05986	validation-mlogloss:1.04644
[56]	train-mlogloss:1.05572	validation-mlogloss:1.04213
[57]	train-mlogloss:1.05162	validation-mlogloss:1.03789
[58]	train-mlogloss:1.04750	validation-mlogloss:1.03356
[59]	train-mlogloss:1.04338	validation-mlogloss:1.02937
[60]	train-mlogloss:1.03939	validation-mlogloss:1.02530
[61]	train-mlogloss:1.03543	validation-mlogloss:1.02114
[62]	train-mlogloss:1.03148	validation-mlogloss:1.01706
[63]	train-mlogloss:1.02770	validation-mlogloss:1.01307
[64]	train-mlogloss:1.02400	validation-mlogloss:1.00916
[65]	train-mlogloss:1.02012	validation-mlogloss:1.00527
[66]	train-mlogloss:1.01632	validation-mlogloss:1.00131
[67]	train-mlogloss:1.01261	validation-mlogloss:0.99742
[68]	train-mlogloss:1.00891	validation-mlogloss:0.99364
[69]	train-mlogloss:1.00526	validation-mlogloss:0.98984
[70]	train-mlogloss:1.00163	validation-mlogloss:0.98621
[71]	train-mlogloss:0.99802	validation-mlogloss:0.98248
[72]	train-mlogloss:0.99450	validation-mlogloss:0.97887
[73]	train-mlogloss:0.99105	validation-mlogloss:0.97538
[74]	train-mlogloss:0.98762	validation-mlogloss:0.97183
[75]	train-mlogloss:0.98415	validation-mlogloss:0.96822
[76]	train-mlogloss:0.98091	validation-mlogloss:0.96477
[77]	train-mlogloss:0.97744	validation-mlogloss:0.96114
[78]	train-mlogloss:0.97408	validation-mlogloss:0.95768
[79]	train-mlogloss:0.97086	validation-mlogloss:0.95431
[80]	train-mlogloss:0.96758	validation-mlogloss:0.95089
[81]	train-mlogloss:0.96434	validation-mlogloss:0.94751
[82]	train-mlogloss:0.96119	validation-mlogloss:0.94418
[83]	train-mlogloss:0.95802	validation-mlogloss:0.94095
[84]	train-mlogloss:0.95492	validation-mlogloss:0.93772
[85]	train-mlogloss:0.95187	validation-mlogloss:0.93454
[86]	train-mlogloss:0.94882	validation-mlogloss:0.93142
[87]	train-mlogloss:0.94576	validation-mlogloss:0.92820
[88]	train-mlogloss:0.94265	validation-mlogloss:0.92493
[89]	train-mlogloss:0.93973	validation-mlogloss:0.92185
[90]	train-mlogloss:0.93666	validation-mlogloss:0.91863
[91]	train-mlogloss:0.93375	validation-mlogloss:0.91562
[92]	train-mlogloss:0.93079	validation-mlogloss:0.91245
[93]	train-mlogloss:0.92792	validation-mlogloss:0.90942
[94]	train-mlogloss:0.92511	validation-mlogloss:0.90648
[95]	train-mlogloss:0.92230	validation-mlogloss:0.90364
[96]	train-mlogloss:0.91961	validation-mlogloss:0.90081
[97]	train-mlogloss:0.91687	validation-mlogloss:0.89806
[98]	train-mlogloss:0.91412	validation-mlogloss:0.89528
[99]	train-mlogloss:0.91144	validation-mlogloss:0.89253
[100]	train-mlogloss:0.90880	validation-mlogloss:0.88975
[101]	train-mlogloss:0.90626	validation-mlogloss:0.88709
[102]	train-mlogloss:0.90369	validation-mlogloss:0.88442
[103]	train-mlogloss:0.90099	validation-mlogloss:0.88152
[104]	train-mlogloss:0.89834	validation-mlogloss:0.87875
[105]	train-mlogloss:0.89578	validation-mlogloss:0.87607
[106]	train-mlogloss:0.89314	validation-mlogloss:0.87328
[107]	train-mlogloss:0.89055	validation-mlogloss:0.87048
[108]	train-mlogloss:0.88810	validation-mlogloss:0.86783
[109]	train-mlogloss:0.88564	validation-mlogloss:0.86525
[110]	train-mlogloss:0.88318	validation-mlogloss:0.86267
[111]	train-mlogloss:0.88070	validation-mlogloss:0.85996
[112]	train-mlogloss:0.87823	validation-mlogloss:0.85731
[113]	train-mlogloss:0.87589	validation-mlogloss:0.85486
[114]	train-mlogloss:0.87344	validation-mlogloss:0.85222
[115]	train-mlogloss:0.87122	validation-mlogloss:0.84993
[116]	train-mlogloss:0.86887	validation-mlogloss:0.84746
[117]	train-mlogloss:0.86657	validation-mlogloss:0.84503
[118]	train-mlogloss:0.86442	validation-mlogloss:0.84274
[119]	train-mlogloss:0.86222	validation-mlogloss:0.84048
[120]	train-mlogloss:0.85998	validation-mlogloss:0.83806
[121]	train-mlogloss:0.85771	validation-mlogloss:0.83570
[122]	train-mlogloss:0.85563	validation-mlogloss:0.83350
[123]	train-mlogloss:0.85341	validation-mlogloss:0.83113
[124]	train-mlogloss:0.85133	validation-mlogloss:0.82890
[125]	train-mlogloss:0.84926	validation-mlogloss:0.82674
[126]	train-mlogloss:0.84718	validation-mlogloss:0.82458
[127]	train-mlogloss:0.84504	validation-mlogloss:0.82233
[128]	train-mlogloss:0.84294	validation-mlogloss:0.81997
[129]	train-mlogloss:0.84084	validation-mlogloss:0.81765
[130]	train-mlogloss:0.83883	validation-mlogloss:0.81558
[131]	train-mlogloss:0.83683	validation-mlogloss:0.81343
[132]	train-mlogloss:0.83475	validation-mlogloss:0.81116
[133]	train-mlogloss:0.83264	validation-mlogloss:0.80893
[134]	train-mlogloss:0.83078	validation-mlogloss:0.80699
[135]	train-mlogloss:0.82889	validation-mlogloss:0.80499
[136]	train-mlogloss:0.82699	validation-mlogloss:0.80305
[137]	train-mlogloss:0.82503	validation-mlogloss:0.80090
[138]	train-mlogloss:0.82312	validation-mlogloss:0.79885
[139]	train-mlogloss:0.82133	validation-mlogloss:0.79693
[140]	train-mlogloss:0.81954	validation-mlogloss:0.79508
[141]	train-mlogloss:0.81756	validation-mlogloss:0.79292
[142]	train-mlogloss:0.81582	validation-mlogloss:0.79115
[143]	train-mlogloss:0.81393	validation-mlogloss:0.78913
[144]	train-mlogloss:0.81208	validation-mlogloss:0.78717
[145]	train-mlogloss:0.81031	validation-mlogloss:0.78526
[146]	train-mlogloss:0.80857	validation-mlogloss:0.78347
[147]	train-mlogloss:0.80673	validation-mlogloss:0.78153
[148]	train-mlogloss:0.80493	validation-mlogloss:0.77960
[149]	train-mlogloss:0.80329	validation-mlogloss:0.77786
[150]	train-mlogloss:0.80150	validation-mlogloss:0.77588
[151]	train-mlogloss:0.79981	validation-mlogloss:0.77406
[152]	train-mlogloss:0.79813	validation-mlogloss:0.77224
[153]	train-mlogloss:0.79638	validation-mlogloss:0.77042
[154]	train-mlogloss:0.79471	validation-mlogloss:0.76856
[155]	train-mlogloss:0.79317	validation-mlogloss:0.76689
[156]	train-mlogloss:0.79159	validation-mlogloss:0.76523
[157]	train-mlogloss:0.79007	validation-mlogloss:0.76364
[158]	train-mlogloss:0.78847	validation-mlogloss:0.76187
[159]	train-mlogloss:0.78693	validation-mlogloss:0.76026
[160]	train-mlogloss:0.78538	validation-mlogloss:0.75869
[161]	train-mlogloss:0.78387	validation-mlogloss:0.75696
[162]	train-mlogloss:0.78230	validation-mlogloss:0.75516
[163]	train-mlogloss:0.78078	validation-mlogloss:0.75354
[164]	train-mlogloss:0.77927	validation-mlogloss:0.75196
[165]	train-mlogloss:0.77777	validation-mlogloss:0.75031
[166]	train-mlogloss:0.77631	validation-mlogloss:0.74872
[167]	train-mlogloss:0.77486	validation-mlogloss:0.74719
[168]	train-mlogloss:0.77342	validation-mlogloss:0.74570
[169]	train-mlogloss:0.77195	validation-mlogloss:0.74416
[170]	train-mlogloss:0.77055	validation-mlogloss:0.74264
[171]	train-mlogloss:0.76906	validation-mlogloss:0.74095
[172]	train-mlogloss:0.76768	validation-mlogloss:0.73947
[173]	train-mlogloss:0.76626	validation-mlogloss:0.73796
[174]	train-mlogloss:0.76481	validation-mlogloss:0.73629
[175]	train-mlogloss:0.76332	validation-mlogloss:0.73470
[176]	train-mlogloss:0.76201	validation-mlogloss:0.73331
[177]	train-mlogloss:0.76059	validation-mlogloss:0.73174
[178]	train-mlogloss:0.75923	validation-mlogloss:0.73024
[179]	train-mlogloss:0.75779	validation-mlogloss:0.72868
[180]	train-mlogloss:0.75641	validation-mlogloss:0.72713
[181]	train-mlogloss:0.75511	validation-mlogloss:0.72576
[182]	train-mlogloss:0.75389	validation-mlogloss:0.72447
[183]	train-mlogloss:0.75254	validation-mlogloss:0.72295
[184]	train-mlogloss:0.75113	validation-mlogloss:0.72142
[185]	train-mlogloss:0.74995	validation-mlogloss:0.72018
[186]	train-mlogloss:0.74870	validation-mlogloss:0.71885
[187]	train-mlogloss:0.74733	validation-mlogloss:0.71730
[188]	train-mlogloss:0.74606	validation-mlogloss:0.71588
[189]	train-mlogloss:0.74493	validation-mlogloss:0.71476
[190]	train-mlogloss:0.74369	validation-mlogloss:0.71334
[191]	train-mlogloss:0.74264	validation-mlogloss:0.71222
[192]	train-mlogloss:0.74134	validation-mlogloss:0.71081
[193]	train-mlogloss:0.74021	validation-mlogloss:0.70955
[194]	train-mlogloss:0.73908	validation-mlogloss:0.70834
[195]	train-mlogloss:0.73795	validation-mlogloss:0.70706
[196]	train-mlogloss:0.73676	validation-mlogloss:0.70574
[197]	train-mlogloss:0.73558	validation-mlogloss:0.70443
[198]	train-mlogloss:0.73445	validation-mlogloss:0.70317
[199]	train-mlogloss:0.73329	validation-mlogloss:0.70194
[200]	train-mlogloss:0.73212	validation-mlogloss:0.70061
[201]	train-mlogloss:0.73098	validation-mlogloss:0.69930
[202]	train-mlogloss:0.72994	validation-mlogloss:0.69813
[203]	train-mlogloss:0.72890	validation-mlogloss:0.69698
[204]	train-mlogloss:0.72779	validation-mlogloss:0.69579
[205]	train-mlogloss:0.72677	validation-mlogloss:0.69463
[206]	train-mlogloss:0.72575	validation-mlogloss:0.69347
[207]	train-mlogloss:0.72472	validation-mlogloss:0.69231
[208]	train-mlogloss:0.72367	validation-mlogloss:0.69117
[209]	train-mlogloss:0.72268	validation-mlogloss:0.69008
[210]	train-mlogloss:0.72163	validation-mlogloss:0.68892
[211]	train-mlogloss:0.72059	validation-mlogloss:0.68781
[212]	train-mlogloss:0.71958	validation-mlogloss:0.68673
[213]	train-mlogloss:0.71855	validation-mlogloss:0.68562
[214]	train-mlogloss:0.71759	validation-mlogloss:0.68451
[215]	train-mlogloss:0.71658	validation-mlogloss:0.68343
[216]	train-mlogloss:0.71556	validation-mlogloss:0.68230
[217]	train-mlogloss:0.71463	validation-mlogloss:0.68124
[218]	train-mlogloss:0.71368	validation-mlogloss:0.68016
[219]	train-mlogloss:0.71272	validation-mlogloss:0.67913
[220]	train-mlogloss:0.71179	validation-mlogloss:0.67803
[221]	train-mlogloss:0.71078	validation-mlogloss:0.67690
[222]	train-mlogloss:0.70985	validation-mlogloss:0.67581
[223]	train-mlogloss:0.70898	validation-mlogloss:0.67481
[224]	train-mlogloss:0.70809	validation-mlogloss:0.67385
[225]	train-mlogloss:0.70712	validation-mlogloss:0.67270
[226]	train-mlogloss:0.70621	validation-mlogloss:0.67163
[227]	train-mlogloss:0.70534	validation-mlogloss:0.67064
[228]	train-mlogloss:0.70450	validation-mlogloss:0.66969
[229]	train-mlogloss:0.70360	validation-mlogloss:0.66869
[230]	train-mlogloss:0.70270	validation-mlogloss:0.66772
[231]	train-mlogloss:0.70175	validation-mlogloss:0.66670
[232]	train-mlogloss:0.70093	validation-mlogloss:0.66579
[233]	train-mlogloss:0.69998	validation-mlogloss:0.66478
[234]	train-mlogloss:0.69922	validation-mlogloss:0.66391
[235]	train-mlogloss:0.69834	validation-mlogloss:0.66295
[236]	train-mlogloss:0.69752	validation-mlogloss:0.66205
[237]	train-mlogloss:0.69669	validation-mlogloss:0.66118
[238]	train-mlogloss:0.69594	validation-mlogloss:0.66038
[239]	train-mlogloss:0.69509	validation-mlogloss:0.65944
[240]	train-mlogloss:0.69433	validation-mlogloss:0.65866
[241]	train-mlogloss:0.69354	validation-mlogloss:0.65773
[242]	train-mlogloss:0.69264	validation-mlogloss:0.65673
[243]	train-mlogloss:0.69178	validation-mlogloss:0.65577
[244]	train-mlogloss:0.69095	validation-mlogloss:0.65487
[245]	train-mlogloss:0.69019	validation-mlogloss:0.65396
[246]	train-mlogloss:0.68935	validation-mlogloss:0.65305
[247]	train-mlogloss:0.68859	validation-mlogloss:0.65221
[248]	train-mlogloss:0.68779	validation-mlogloss:0.65126
[249]	train-mlogloss:0.68708	validation-mlogloss:0.65048
[250]	train-mlogloss:0.68626	validation-mlogloss:0.64957
[251]	train-mlogloss:0.68545	validation-mlogloss:0.64866
[252]	train-mlogloss:0.68477	validation-mlogloss:0.64795
[253]	train-mlogloss:0.68407	validation-mlogloss:0.64718
[254]	train-mlogloss:0.68332	validation-mlogloss:0.64634
[255]	train-mlogloss:0.68256	validation-mlogloss:0.64549
[256]	train-mlogloss:0.68188	validation-mlogloss:0.64473
[257]	train-mlogloss:0.68113	validation-mlogloss:0.64386
[258]	train-mlogloss:0.68042	validation-mlogloss:0.64296
[259]	train-mlogloss:0.67968	validation-mlogloss:0.64212
[260]	train-mlogloss:0.67895	validation-mlogloss:0.64132
[261]	train-mlogloss:0.67821	validation-mlogloss:0.64052
[262]	train-mlogloss:0.67754	validation-mlogloss:0.63978
[263]	train-mlogloss:0.67687	validation-mlogloss:0.63894
[264]	train-mlogloss:0.67613	validation-mlogloss:0.63813
[265]	train-mlogloss:0.67551	validation-mlogloss:0.63752
[266]	train-mlogloss:0.67477	validation-mlogloss:0.63670
[267]	train-mlogloss:0.67404	validation-mlogloss:0.63590
[268]	train-mlogloss:0.67337	validation-mlogloss:0.63518
[269]	train-mlogloss:0.67273	validation-mlogloss:0.63443
[270]	train-mlogloss:0.67212	validation-mlogloss:0.63376
[271]	train-mlogloss:0.67141	validation-mlogloss:0.63294
[272]	train-mlogloss:0.67080	validation-mlogloss:0.63225
[273]	train-mlogloss:0.67014	validation-mlogloss:0.63151
[274]	train-mlogloss:0.66941	validation-mlogloss:0.63076
[275]	train-mlogloss:0.66876	validation-mlogloss:0.63003
[276]	train-mlogloss:0.66813	validation-mlogloss:0.62935
[277]	train-mlogloss:0.66747	validation-mlogloss:0.62857
[278]	train-mlogloss:0.66687	validation-mlogloss:0.62786
[279]	train-mlogloss:0.66624	validation-mlogloss:0.62713
[280]	train-mlogloss:0.66565	validation-mlogloss:0.62643
[281]	train-mlogloss:0.66505	validation-mlogloss:0.62577
[282]	train-mlogloss:0.66442	validation-mlogloss:0.62506
[283]	train-mlogloss:0.66381	validation-mlogloss:0.62433
[284]	train-mlogloss:0.66321	validation-mlogloss:0.62363
[285]	train-mlogloss:0.66267	validation-mlogloss:0.62300
[286]	train-mlogloss:0.66202	validation-mlogloss:0.62230
[287]	train-mlogloss:0.66145	validation-mlogloss:0.62164
[288]	train-mlogloss:0.66077	validation-mlogloss:0.62084
[289]	train-mlogloss:0.66014	validation-mlogloss:0.62009
[290]	train-mlogloss:0.65967	validation-mlogloss:0.61954
[291]	train-mlogloss:0.65917	validation-mlogloss:0.61891
[292]	train-mlogloss:0.65867	validation-mlogloss:0.61828
[293]	train-mlogloss:0.65819	validation-mlogloss:0.61777
[294]	train-mlogloss:0.65760	validation-mlogloss:0.61708
[295]	train-mlogloss:0.65715	validation-mlogloss:0.61648
[296]	train-mlogloss:0.65650	validation-mlogloss:0.61577
[297]	train-mlogloss:0.65600	validation-mlogloss:0.61523
[298]	train-mlogloss:0.65539	validation-mlogloss:0.61452
[299]	train-mlogloss:0.65484	validation-mlogloss:0.61390
[300]	train-mlogloss:0.65428	validation-mlogloss:0.61333
[301]	train-mlogloss:0.65370	validation-mlogloss:0.61266
[302]	train-mlogloss:0.65309	validation-mlogloss:0.61204
[303]	train-mlogloss:0.65254	validation-mlogloss:0.61140
[304]	train-mlogloss:0.65199	validation-mlogloss:0.61071
[305]	train-mlogloss:0.65149	validation-mlogloss:0.61013
[306]	train-mlogloss:0.65097	validation-mlogloss:0.60954
[307]	train-mlogloss:0.65040	validation-mlogloss:0.60891
[308]	train-mlogloss:0.64994	validation-mlogloss:0.60839
[309]	train-mlogloss:0.64942	validation-mlogloss:0.60786
[310]	train-mlogloss:0.64888	validation-mlogloss:0.60720
[311]	train-mlogloss:0.64844	validation-mlogloss:0.60668
[312]	train-mlogloss:0.64793	validation-mlogloss:0.60606
[313]	train-mlogloss:0.64740	validation-mlogloss:0.60545
[314]	train-mlogloss:0.64694	validation-mlogloss:0.60494
[315]	train-mlogloss:0.64644	validation-mlogloss:0.60438
[316]	train-mlogloss:0.64594	validation-mlogloss:0.60386
[317]	train-mlogloss:0.64546	validation-mlogloss:0.60335
[318]	train-mlogloss:0.64503	validation-mlogloss:0.60284
[319]	train-mlogloss:0.64448	validation-mlogloss:0.60223
[320]	train-mlogloss:0.64404	validation-mlogloss:0.60176
[321]	train-mlogloss:0.64352	validation-mlogloss:0.60125
[322]	train-mlogloss:0.64312	validation-mlogloss:0.60074
[323]	train-mlogloss:0.64259	validation-mlogloss:0.60013
[324]	train-mlogloss:0.64220	validation-mlogloss:0.59973
[325]	train-mlogloss:0.64174	validation-mlogloss:0.59919
[326]	train-mlogloss:0.64127	validation-mlogloss:0.59865
[327]	train-mlogloss:0.64089	validation-mlogloss:0.59823
[328]	train-mlogloss:0.64054	validation-mlogloss:0.59784
[329]	train-mlogloss:0.64008	validation-mlogloss:0.59728
[330]	train-mlogloss:0.63964	validation-mlogloss:0.59677
[331]	train-mlogloss:0.63915	validation-mlogloss:0.59617
[332]	train-mlogloss:0.63873	validation-mlogloss:0.59571
[333]	train-mlogloss:0.63836	validation-mlogloss:0.59534
[334]	train-mlogloss:0.63793	validation-mlogloss:0.59483
[335]	train-mlogloss:0.63747	validation-mlogloss:0.59427
[336]	train-mlogloss:0.63698	validation-mlogloss:0.59378
[337]	train-mlogloss:0.63659	validation-mlogloss:0.59329
[338]	train-mlogloss:0.63618	validation-mlogloss:0.59279
[339]	train-mlogloss:0.63581	validation-mlogloss:0.59238
[340]	train-mlogloss:0.63543	validation-mlogloss:0.59198
[341]	train-mlogloss:0.63504	validation-mlogloss:0.59156
[342]	train-mlogloss:0.63460	validation-mlogloss:0.59107
[343]	train-mlogloss:0.63422	validation-mlogloss:0.59065
[344]	train-mlogloss:0.63375	validation-mlogloss:0.59012
[345]	train-mlogloss:0.63341	validation-mlogloss:0.58970
[346]	train-mlogloss:0.63301	validation-mlogloss:0.58924
[347]	train-mlogloss:0.63268	validation-mlogloss:0.58886
[348]	train-mlogloss:0.63232	validation-mlogloss:0.58847
[349]	train-mlogloss:0.63192	validation-mlogloss:0.58801
[350]	train-mlogloss:0.63154	validation-mlogloss:0.58761
[351]	train-mlogloss:0.63118	validation-mlogloss:0.58719
[352]	train-mlogloss:0.63078	validation-mlogloss:0.58677
[353]	train-mlogloss:0.63041	validation-mlogloss:0.58639
[354]	train-mlogloss:0.62998	validation-mlogloss:0.58594
[355]	train-mlogloss:0.62965	validation-mlogloss:0.58558
[356]	train-mlogloss:0.62934	validation-mlogloss:0.58517
[357]	train-mlogloss:0.62902	validation-mlogloss:0.58485
[358]	train-mlogloss:0.62872	validation-mlogloss:0.58453
[359]	train-mlogloss:0.62839	validation-mlogloss:0.58417
[360]	train-mlogloss:0.62803	validation-mlogloss:0.58376
[361]	train-mlogloss:0.62766	validation-mlogloss:0.58333
[362]	train-mlogloss:0.62728	validation-mlogloss:0.58288
[363]	train-mlogloss:0.62690	validation-mlogloss:0.58244
[364]	train-mlogloss:0.62653	validation-mlogloss:0.58198
[365]	train-mlogloss:0.62623	validation-mlogloss:0.58165
[366]	train-mlogloss:0.62585	validation-mlogloss:0.58127
[367]	train-mlogloss:0.62547	validation-mlogloss:0.58081
[368]	train-mlogloss:0.62506	validation-mlogloss:0.58039
[369]	train-mlogloss:0.62469	validation-mlogloss:0.57994
[370]	train-mlogloss:0.62434	validation-mlogloss:0.57953
[371]	train-mlogloss:0.62407	validation-mlogloss:0.57924
[372]	train-mlogloss:0.62366	validation-mlogloss:0.57879
[373]	train-mlogloss:0.62333	validation-mlogloss:0.57845
[374]	train-mlogloss:0.62312	validation-mlogloss:0.57821
[375]	train-mlogloss:0.62282	validation-mlogloss:0.57784
[376]	train-mlogloss:0.62254	validation-mlogloss:0.57753
[377]	train-mlogloss:0.62224	validation-mlogloss:0.57722
[378]	train-mlogloss:0.62202	validation-mlogloss:0.57699
[379]	train-mlogloss:0.62174	validation-mlogloss:0.57669
[380]	train-mlogloss:0.62152	validation-mlogloss:0.57644
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 2 ... 0 0 1]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.22 [%]
Global accuracy score (test) = 78.79 [%]
Global F1 score (train) = 75.29 [%]
Global F1 score (test) = 79.43 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.65      0.59      0.62       350
MODERATE-INTENSITY       0.60      0.72      0.65       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.79      1372
         macro avg       0.80      0.79      0.79      1372
      weighted avg       0.80      0.79      0.79      1372


Accuracy capturado en la ejecución 17: 78.79 [%]
F1-score capturado en la ejecución 17: 79.43 [%]

=== EJECUCIÓN 18 ===

--- TRAIN (ejecución 18) ---

--- TEST (ejecución 18) ---
2025-11-06 16:28:47.488114: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:28:47.499290: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442927.512220 1482230 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442927.516248 1482230 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442927.526032 1482230 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442927.526051 1482230 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442927.526053 1482230 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442927.526054 1482230 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:28:47.529097: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37820	validation-mlogloss:1.37786
[1]	train-mlogloss:1.37011	validation-mlogloss:1.36939
[2]	train-mlogloss:1.36222	validation-mlogloss:1.36108
[3]	train-mlogloss:1.35444	validation-mlogloss:1.35287
[4]	train-mlogloss:1.34675	validation-mlogloss:1.34492
[5]	train-mlogloss:1.33921	validation-mlogloss:1.33696
[6]	train-mlogloss:1.33180	validation-mlogloss:1.32909
[7]	train-mlogloss:1.32447	validation-mlogloss:1.32148
[8]	train-mlogloss:1.31727	validation-mlogloss:1.31405
[9]	train-mlogloss:1.31015	validation-mlogloss:1.30670
[10]	train-mlogloss:1.30310	validation-mlogloss:1.29936
[11]	train-mlogloss:1.29624	validation-mlogloss:1.29230
[12]	train-mlogloss:1.28941	validation-mlogloss:1.28518
[13]	train-mlogloss:1.28274	validation-mlogloss:1.27830
[14]	train-mlogloss:1.27601	validation-mlogloss:1.27124
[15]	train-mlogloss:1.26938	validation-mlogloss:1.26435
[16]	train-mlogloss:1.26292	validation-mlogloss:1.25756
[17]	train-mlogloss:1.25644	validation-mlogloss:1.25074
[18]	train-mlogloss:1.25012	validation-mlogloss:1.24423
[19]	train-mlogloss:1.24380	validation-mlogloss:1.23760
[20]	train-mlogloss:1.23765	validation-mlogloss:1.23113
[21]	train-mlogloss:1.23146	validation-mlogloss:1.22462
[22]	train-mlogloss:1.22536	validation-mlogloss:1.21823
[23]	train-mlogloss:1.21940	validation-mlogloss:1.21199
[24]	train-mlogloss:1.21354	validation-mlogloss:1.20573
[25]	train-mlogloss:1.20770	validation-mlogloss:1.19952
[26]	train-mlogloss:1.20212	validation-mlogloss:1.19377
[27]	train-mlogloss:1.19638	validation-mlogloss:1.18787
[28]	train-mlogloss:1.19078	validation-mlogloss:1.18193
[29]	train-mlogloss:1.18525	validation-mlogloss:1.17614
[30]	train-mlogloss:1.17970	validation-mlogloss:1.17027
[31]	train-mlogloss:1.17430	validation-mlogloss:1.16460
[32]	train-mlogloss:1.16892	validation-mlogloss:1.15891
[33]	train-mlogloss:1.16361	validation-mlogloss:1.15341
[34]	train-mlogloss:1.15843	validation-mlogloss:1.14809
[35]	train-mlogloss:1.15329	validation-mlogloss:1.14269
[36]	train-mlogloss:1.14814	validation-mlogloss:1.13735
[37]	train-mlogloss:1.14309	validation-mlogloss:1.13198
[38]	train-mlogloss:1.13809	validation-mlogloss:1.12672
[39]	train-mlogloss:1.13313	validation-mlogloss:1.12149
[40]	train-mlogloss:1.12830	validation-mlogloss:1.11645
[41]	train-mlogloss:1.12348	validation-mlogloss:1.11141
[42]	train-mlogloss:1.11868	validation-mlogloss:1.10638
[43]	train-mlogloss:1.11383	validation-mlogloss:1.10132
[44]	train-mlogloss:1.10902	validation-mlogloss:1.09641
[45]	train-mlogloss:1.10437	validation-mlogloss:1.09154
[46]	train-mlogloss:1.09967	validation-mlogloss:1.08673
[47]	train-mlogloss:1.09514	validation-mlogloss:1.08192
[48]	train-mlogloss:1.09056	validation-mlogloss:1.07713
[49]	train-mlogloss:1.08602	validation-mlogloss:1.07246
[50]	train-mlogloss:1.08154	validation-mlogloss:1.06778
[51]	train-mlogloss:1.07714	validation-mlogloss:1.06326
[52]	train-mlogloss:1.07288	validation-mlogloss:1.05880
[53]	train-mlogloss:1.06866	validation-mlogloss:1.05430
[54]	train-mlogloss:1.06437	validation-mlogloss:1.04999
[55]	train-mlogloss:1.06017	validation-mlogloss:1.04560
[56]	train-mlogloss:1.05610	validation-mlogloss:1.04127
[57]	train-mlogloss:1.05191	validation-mlogloss:1.03688
[58]	train-mlogloss:1.04786	validation-mlogloss:1.03259
[59]	train-mlogloss:1.04378	validation-mlogloss:1.02840
[60]	train-mlogloss:1.03975	validation-mlogloss:1.02421
[61]	train-mlogloss:1.03578	validation-mlogloss:1.02008
[62]	train-mlogloss:1.03189	validation-mlogloss:1.01598
[63]	train-mlogloss:1.02803	validation-mlogloss:1.01194
[64]	train-mlogloss:1.02419	validation-mlogloss:1.00803
[65]	train-mlogloss:1.02053	validation-mlogloss:1.00416
[66]	train-mlogloss:1.01668	validation-mlogloss:1.00020
[67]	train-mlogloss:1.01297	validation-mlogloss:0.99637
[68]	train-mlogloss:1.00922	validation-mlogloss:0.99253
[69]	train-mlogloss:1.00563	validation-mlogloss:0.98885
[70]	train-mlogloss:1.00203	validation-mlogloss:0.98512
[71]	train-mlogloss:0.99853	validation-mlogloss:0.98148
[72]	train-mlogloss:0.99498	validation-mlogloss:0.97784
[73]	train-mlogloss:0.99148	validation-mlogloss:0.97420
[74]	train-mlogloss:0.98789	validation-mlogloss:0.97033
[75]	train-mlogloss:0.98446	validation-mlogloss:0.96681
[76]	train-mlogloss:0.98107	validation-mlogloss:0.96329
[77]	train-mlogloss:0.97765	validation-mlogloss:0.95969
[78]	train-mlogloss:0.97428	validation-mlogloss:0.95619
[79]	train-mlogloss:0.97096	validation-mlogloss:0.95274
[80]	train-mlogloss:0.96764	validation-mlogloss:0.94932
[81]	train-mlogloss:0.96443	validation-mlogloss:0.94598
[82]	train-mlogloss:0.96126	validation-mlogloss:0.94278
[83]	train-mlogloss:0.95812	validation-mlogloss:0.93951
[84]	train-mlogloss:0.95502	validation-mlogloss:0.93626
[85]	train-mlogloss:0.95194	validation-mlogloss:0.93305
[86]	train-mlogloss:0.94892	validation-mlogloss:0.92986
[87]	train-mlogloss:0.94587	validation-mlogloss:0.92658
[88]	train-mlogloss:0.94293	validation-mlogloss:0.92354
[89]	train-mlogloss:0.93992	validation-mlogloss:0.92042
[90]	train-mlogloss:0.93697	validation-mlogloss:0.91734
[91]	train-mlogloss:0.93397	validation-mlogloss:0.91422
[92]	train-mlogloss:0.93111	validation-mlogloss:0.91125
[93]	train-mlogloss:0.92817	validation-mlogloss:0.90813
[94]	train-mlogloss:0.92522	validation-mlogloss:0.90499
[95]	train-mlogloss:0.92244	validation-mlogloss:0.90214
[96]	train-mlogloss:0.91967	validation-mlogloss:0.89918
[97]	train-mlogloss:0.91694	validation-mlogloss:0.89632
[98]	train-mlogloss:0.91418	validation-mlogloss:0.89341
[99]	train-mlogloss:0.91155	validation-mlogloss:0.89072
[100]	train-mlogloss:0.90887	validation-mlogloss:0.88793
[101]	train-mlogloss:0.90622	validation-mlogloss:0.88521
[102]	train-mlogloss:0.90361	validation-mlogloss:0.88250
[103]	train-mlogloss:0.90103	validation-mlogloss:0.87987
[104]	train-mlogloss:0.89834	validation-mlogloss:0.87702
[105]	train-mlogloss:0.89580	validation-mlogloss:0.87438
[106]	train-mlogloss:0.89331	validation-mlogloss:0.87177
[107]	train-mlogloss:0.89089	validation-mlogloss:0.86919
[108]	train-mlogloss:0.88829	validation-mlogloss:0.86637
[109]	train-mlogloss:0.88584	validation-mlogloss:0.86386
[110]	train-mlogloss:0.88330	validation-mlogloss:0.86120
[111]	train-mlogloss:0.88083	validation-mlogloss:0.85853
[112]	train-mlogloss:0.87845	validation-mlogloss:0.85601
[113]	train-mlogloss:0.87613	validation-mlogloss:0.85356
[114]	train-mlogloss:0.87378	validation-mlogloss:0.85111
[115]	train-mlogloss:0.87145	validation-mlogloss:0.84863
[116]	train-mlogloss:0.86919	validation-mlogloss:0.84622
[117]	train-mlogloss:0.86683	validation-mlogloss:0.84373
[118]	train-mlogloss:0.86461	validation-mlogloss:0.84134
[119]	train-mlogloss:0.86233	validation-mlogloss:0.83886
[120]	train-mlogloss:0.86015	validation-mlogloss:0.83660
[121]	train-mlogloss:0.85799	validation-mlogloss:0.83434
[122]	train-mlogloss:0.85585	validation-mlogloss:0.83209
[123]	train-mlogloss:0.85374	validation-mlogloss:0.82982
[124]	train-mlogloss:0.85152	validation-mlogloss:0.82744
[125]	train-mlogloss:0.84940	validation-mlogloss:0.82517
[126]	train-mlogloss:0.84730	validation-mlogloss:0.82300
[127]	train-mlogloss:0.84525	validation-mlogloss:0.82086
[128]	train-mlogloss:0.84314	validation-mlogloss:0.81853
[129]	train-mlogloss:0.84106	validation-mlogloss:0.81628
[130]	train-mlogloss:0.83907	validation-mlogloss:0.81416
[131]	train-mlogloss:0.83702	validation-mlogloss:0.81198
[132]	train-mlogloss:0.83496	validation-mlogloss:0.80976
[133]	train-mlogloss:0.83304	validation-mlogloss:0.80775
[134]	train-mlogloss:0.83113	validation-mlogloss:0.80567
[135]	train-mlogloss:0.82916	validation-mlogloss:0.80357
[136]	train-mlogloss:0.82723	validation-mlogloss:0.80155
[137]	train-mlogloss:0.82538	validation-mlogloss:0.79958
[138]	train-mlogloss:0.82338	validation-mlogloss:0.79739
[139]	train-mlogloss:0.82146	validation-mlogloss:0.79528
[140]	train-mlogloss:0.81953	validation-mlogloss:0.79325
[141]	train-mlogloss:0.81764	validation-mlogloss:0.79116
[142]	train-mlogloss:0.81580	validation-mlogloss:0.78918
[143]	train-mlogloss:0.81400	validation-mlogloss:0.78718
[144]	train-mlogloss:0.81219	validation-mlogloss:0.78518
[145]	train-mlogloss:0.81042	validation-mlogloss:0.78332
[146]	train-mlogloss:0.80872	validation-mlogloss:0.78151
[147]	train-mlogloss:0.80699	validation-mlogloss:0.77958
[148]	train-mlogloss:0.80525	validation-mlogloss:0.77780
[149]	train-mlogloss:0.80347	validation-mlogloss:0.77585
[150]	train-mlogloss:0.80182	validation-mlogloss:0.77409
[151]	train-mlogloss:0.80011	validation-mlogloss:0.77221
[152]	train-mlogloss:0.79827	validation-mlogloss:0.77022
[153]	train-mlogloss:0.79657	validation-mlogloss:0.76843
[154]	train-mlogloss:0.79478	validation-mlogloss:0.76651
[155]	train-mlogloss:0.79311	validation-mlogloss:0.76471
[156]	train-mlogloss:0.79161	validation-mlogloss:0.76309
[157]	train-mlogloss:0.79004	validation-mlogloss:0.76136
[158]	train-mlogloss:0.78848	validation-mlogloss:0.75954
[159]	train-mlogloss:0.78688	validation-mlogloss:0.75781
[160]	train-mlogloss:0.78543	validation-mlogloss:0.75624
[161]	train-mlogloss:0.78397	validation-mlogloss:0.75473
[162]	train-mlogloss:0.78254	validation-mlogloss:0.75316
[163]	train-mlogloss:0.78111	validation-mlogloss:0.75170
[164]	train-mlogloss:0.77967	validation-mlogloss:0.75022
[165]	train-mlogloss:0.77811	validation-mlogloss:0.74849
[166]	train-mlogloss:0.77658	validation-mlogloss:0.74686
[167]	train-mlogloss:0.77516	validation-mlogloss:0.74534
[168]	train-mlogloss:0.77357	validation-mlogloss:0.74357
[169]	train-mlogloss:0.77221	validation-mlogloss:0.74212
[170]	train-mlogloss:0.77076	validation-mlogloss:0.74058
[171]	train-mlogloss:0.76929	validation-mlogloss:0.73897
[172]	train-mlogloss:0.76779	validation-mlogloss:0.73733
[173]	train-mlogloss:0.76641	validation-mlogloss:0.73585
[174]	train-mlogloss:0.76496	validation-mlogloss:0.73424
[175]	train-mlogloss:0.76368	validation-mlogloss:0.73275
[176]	train-mlogloss:0.76228	validation-mlogloss:0.73117
[177]	train-mlogloss:0.76092	validation-mlogloss:0.72961
[178]	train-mlogloss:0.75954	validation-mlogloss:0.72814
[179]	train-mlogloss:0.75824	validation-mlogloss:0.72678
[180]	train-mlogloss:0.75679	validation-mlogloss:0.72516
[181]	train-mlogloss:0.75543	validation-mlogloss:0.72366
[182]	train-mlogloss:0.75421	validation-mlogloss:0.72239
[183]	train-mlogloss:0.75288	validation-mlogloss:0.72091
[184]	train-mlogloss:0.75153	validation-mlogloss:0.71946
[185]	train-mlogloss:0.75026	validation-mlogloss:0.71810
[186]	train-mlogloss:0.74894	validation-mlogloss:0.71666
[187]	train-mlogloss:0.74783	validation-mlogloss:0.71552
[188]	train-mlogloss:0.74650	validation-mlogloss:0.71407
[189]	train-mlogloss:0.74522	validation-mlogloss:0.71267
[190]	train-mlogloss:0.74397	validation-mlogloss:0.71137
[191]	train-mlogloss:0.74279	validation-mlogloss:0.71007
[192]	train-mlogloss:0.74159	validation-mlogloss:0.70875
[193]	train-mlogloss:0.74034	validation-mlogloss:0.70737
[194]	train-mlogloss:0.73908	validation-mlogloss:0.70596
[195]	train-mlogloss:0.73788	validation-mlogloss:0.70472
[196]	train-mlogloss:0.73665	validation-mlogloss:0.70334
[197]	train-mlogloss:0.73542	validation-mlogloss:0.70196
[198]	train-mlogloss:0.73421	validation-mlogloss:0.70060
[199]	train-mlogloss:0.73300	validation-mlogloss:0.69924
[200]	train-mlogloss:0.73183	validation-mlogloss:0.69797
[201]	train-mlogloss:0.73061	validation-mlogloss:0.69659
[202]	train-mlogloss:0.72958	validation-mlogloss:0.69545
[203]	train-mlogloss:0.72851	validation-mlogloss:0.69420
[204]	train-mlogloss:0.72742	validation-mlogloss:0.69299
[205]	train-mlogloss:0.72633	validation-mlogloss:0.69179
[206]	train-mlogloss:0.72523	validation-mlogloss:0.69057
[207]	train-mlogloss:0.72411	validation-mlogloss:0.68937
[208]	train-mlogloss:0.72306	validation-mlogloss:0.68815
[209]	train-mlogloss:0.72207	validation-mlogloss:0.68702
[210]	train-mlogloss:0.72107	validation-mlogloss:0.68592
[211]	train-mlogloss:0.72009	validation-mlogloss:0.68485
[212]	train-mlogloss:0.71903	validation-mlogloss:0.68368
[213]	train-mlogloss:0.71798	validation-mlogloss:0.68252
[214]	train-mlogloss:0.71696	validation-mlogloss:0.68139
[215]	train-mlogloss:0.71585	validation-mlogloss:0.68022
[216]	train-mlogloss:0.71489	validation-mlogloss:0.67916
[217]	train-mlogloss:0.71388	validation-mlogloss:0.67806
[218]	train-mlogloss:0.71288	validation-mlogloss:0.67697
[219]	train-mlogloss:0.71186	validation-mlogloss:0.67588
[220]	train-mlogloss:0.71091	validation-mlogloss:0.67488
[221]	train-mlogloss:0.70998	validation-mlogloss:0.67386
[222]	train-mlogloss:0.70915	validation-mlogloss:0.67288
[223]	train-mlogloss:0.70814	validation-mlogloss:0.67181
[224]	train-mlogloss:0.70724	validation-mlogloss:0.67088
[225]	train-mlogloss:0.70639	validation-mlogloss:0.66994
[226]	train-mlogloss:0.70546	validation-mlogloss:0.66890
[227]	train-mlogloss:0.70459	validation-mlogloss:0.66790
[228]	train-mlogloss:0.70370	validation-mlogloss:0.66690
[229]	train-mlogloss:0.70279	validation-mlogloss:0.66590
[230]	train-mlogloss:0.70195	validation-mlogloss:0.66487
[231]	train-mlogloss:0.70106	validation-mlogloss:0.66388
[232]	train-mlogloss:0.70015	validation-mlogloss:0.66286
[233]	train-mlogloss:0.69930	validation-mlogloss:0.66192
[234]	train-mlogloss:0.69844	validation-mlogloss:0.66099
[235]	train-mlogloss:0.69761	validation-mlogloss:0.66001
[236]	train-mlogloss:0.69674	validation-mlogloss:0.65905
[237]	train-mlogloss:0.69591	validation-mlogloss:0.65807
[238]	train-mlogloss:0.69517	validation-mlogloss:0.65721
[239]	train-mlogloss:0.69441	validation-mlogloss:0.65632
[240]	train-mlogloss:0.69374	validation-mlogloss:0.65558
[241]	train-mlogloss:0.69299	validation-mlogloss:0.65474
[242]	train-mlogloss:0.69230	validation-mlogloss:0.65399
[243]	train-mlogloss:0.69150	validation-mlogloss:0.65305
[244]	train-mlogloss:0.69065	validation-mlogloss:0.65206
[245]	train-mlogloss:0.68993	validation-mlogloss:0.65125
[246]	train-mlogloss:0.68915	validation-mlogloss:0.65035
[247]	train-mlogloss:0.68834	validation-mlogloss:0.64945
[248]	train-mlogloss:0.68755	validation-mlogloss:0.64853
[249]	train-mlogloss:0.68670	validation-mlogloss:0.64757
[250]	train-mlogloss:0.68590	validation-mlogloss:0.64668
[251]	train-mlogloss:0.68523	validation-mlogloss:0.64592
[252]	train-mlogloss:0.68439	validation-mlogloss:0.64500
[253]	train-mlogloss:0.68367	validation-mlogloss:0.64421
[254]	train-mlogloss:0.68295	validation-mlogloss:0.64340
[255]	train-mlogloss:0.68226	validation-mlogloss:0.64260
[256]	train-mlogloss:0.68156	validation-mlogloss:0.64181
[257]	train-mlogloss:0.68088	validation-mlogloss:0.64108
[258]	train-mlogloss:0.68006	validation-mlogloss:0.64018
[259]	train-mlogloss:0.67940	validation-mlogloss:0.63943
[260]	train-mlogloss:0.67873	validation-mlogloss:0.63865
[261]	train-mlogloss:0.67801	validation-mlogloss:0.63783
[262]	train-mlogloss:0.67724	validation-mlogloss:0.63696
[263]	train-mlogloss:0.67651	validation-mlogloss:0.63611
[264]	train-mlogloss:0.67584	validation-mlogloss:0.63535
[265]	train-mlogloss:0.67524	validation-mlogloss:0.63465
[266]	train-mlogloss:0.67458	validation-mlogloss:0.63384
[267]	train-mlogloss:0.67386	validation-mlogloss:0.63301
[268]	train-mlogloss:0.67312	validation-mlogloss:0.63215
[269]	train-mlogloss:0.67246	validation-mlogloss:0.63135
[270]	train-mlogloss:0.67170	validation-mlogloss:0.63051
[271]	train-mlogloss:0.67101	validation-mlogloss:0.62970
[272]	train-mlogloss:0.67029	validation-mlogloss:0.62892
[273]	train-mlogloss:0.66964	validation-mlogloss:0.62817
[274]	train-mlogloss:0.66896	validation-mlogloss:0.62744
[275]	train-mlogloss:0.66826	validation-mlogloss:0.62672
[276]	train-mlogloss:0.66764	validation-mlogloss:0.62600
[277]	train-mlogloss:0.66697	validation-mlogloss:0.62525
[278]	train-mlogloss:0.66629	validation-mlogloss:0.62448
[279]	train-mlogloss:0.66558	validation-mlogloss:0.62367
[280]	train-mlogloss:0.66492	validation-mlogloss:0.62300
[281]	train-mlogloss:0.66425	validation-mlogloss:0.62224
[282]	train-mlogloss:0.66351	validation-mlogloss:0.62137
[283]	train-mlogloss:0.66286	validation-mlogloss:0.62066
[284]	train-mlogloss:0.66219	validation-mlogloss:0.61993
[285]	train-mlogloss:0.66152	validation-mlogloss:0.61921
[286]	train-mlogloss:0.66101	validation-mlogloss:0.61859
[287]	train-mlogloss:0.66033	validation-mlogloss:0.61788
[288]	train-mlogloss:0.65974	validation-mlogloss:0.61718
[289]	train-mlogloss:0.65921	validation-mlogloss:0.61660
[290]	train-mlogloss:0.65870	validation-mlogloss:0.61601
[291]	train-mlogloss:0.65801	validation-mlogloss:0.61530
[292]	train-mlogloss:0.65746	validation-mlogloss:0.61469
[293]	train-mlogloss:0.65683	validation-mlogloss:0.61399
[294]	train-mlogloss:0.65619	validation-mlogloss:0.61330
[295]	train-mlogloss:0.65567	validation-mlogloss:0.61269
[296]	train-mlogloss:0.65514	validation-mlogloss:0.61218
[297]	train-mlogloss:0.65458	validation-mlogloss:0.61150
[298]	train-mlogloss:0.65405	validation-mlogloss:0.61092
[299]	train-mlogloss:0.65340	validation-mlogloss:0.61016
[300]	train-mlogloss:0.65294	validation-mlogloss:0.60963
[301]	train-mlogloss:0.65242	validation-mlogloss:0.60902
[302]	train-mlogloss:0.65187	validation-mlogloss:0.60841
[303]	train-mlogloss:0.65128	validation-mlogloss:0.60779
[304]	train-mlogloss:0.65071	validation-mlogloss:0.60715
[305]	train-mlogloss:0.65017	validation-mlogloss:0.60654
[306]	train-mlogloss:0.64963	validation-mlogloss:0.60591
[307]	train-mlogloss:0.64910	validation-mlogloss:0.60531
[308]	train-mlogloss:0.64859	validation-mlogloss:0.60477
[309]	train-mlogloss:0.64821	validation-mlogloss:0.60431
[310]	train-mlogloss:0.64764	validation-mlogloss:0.60367
[311]	train-mlogloss:0.64712	validation-mlogloss:0.60311
[312]	train-mlogloss:0.64661	validation-mlogloss:0.60250
[313]	train-mlogloss:0.64612	validation-mlogloss:0.60195
[314]	train-mlogloss:0.64553	validation-mlogloss:0.60134
[315]	train-mlogloss:0.64498	validation-mlogloss:0.60076
[316]	train-mlogloss:0.64455	validation-mlogloss:0.60023
[317]	train-mlogloss:0.64412	validation-mlogloss:0.59969
[318]	train-mlogloss:0.64360	validation-mlogloss:0.59917
[319]	train-mlogloss:0.64315	validation-mlogloss:0.59869
[320]	train-mlogloss:0.64269	validation-mlogloss:0.59811
[321]	train-mlogloss:0.64223	validation-mlogloss:0.59764
[322]	train-mlogloss:0.64171	validation-mlogloss:0.59708
[323]	train-mlogloss:0.64128	validation-mlogloss:0.59658
[324]	train-mlogloss:0.64081	validation-mlogloss:0.59600
[325]	train-mlogloss:0.64041	validation-mlogloss:0.59557
[326]	train-mlogloss:0.63994	validation-mlogloss:0.59501
[327]	train-mlogloss:0.63943	validation-mlogloss:0.59449
[328]	train-mlogloss:0.63892	validation-mlogloss:0.59394
[329]	train-mlogloss:0.63850	validation-mlogloss:0.59356
[330]	train-mlogloss:0.63811	validation-mlogloss:0.59306
[331]	train-mlogloss:0.63767	validation-mlogloss:0.59260
[332]	train-mlogloss:0.63717	validation-mlogloss:0.59207
[333]	train-mlogloss:0.63677	validation-mlogloss:0.59163
[334]	train-mlogloss:0.63629	validation-mlogloss:0.59110
[335]	train-mlogloss:0.63587	validation-mlogloss:0.59062
[336]	train-mlogloss:0.63544	validation-mlogloss:0.59016
[337]	train-mlogloss:0.63507	validation-mlogloss:0.58972
[338]	train-mlogloss:0.63466	validation-mlogloss:0.58925
[339]	train-mlogloss:0.63422	validation-mlogloss:0.58874
[340]	train-mlogloss:0.63384	validation-mlogloss:0.58833
[341]	train-mlogloss:0.63349	validation-mlogloss:0.58796
[342]	train-mlogloss:0.63308	validation-mlogloss:0.58751
[343]	train-mlogloss:0.63269	validation-mlogloss:0.58705
[344]	train-mlogloss:0.63225	validation-mlogloss:0.58658
[345]	train-mlogloss:0.63180	validation-mlogloss:0.58607
[346]	train-mlogloss:0.63141	validation-mlogloss:0.58566
[347]	train-mlogloss:0.63102	validation-mlogloss:0.58519
[348]	train-mlogloss:0.63058	validation-mlogloss:0.58470
[349]	train-mlogloss:0.63013	validation-mlogloss:0.58424
[350]	train-mlogloss:0.62975	validation-mlogloss:0.58383
[351]	train-mlogloss:0.62936	validation-mlogloss:0.58340
[352]	train-mlogloss:0.62890	validation-mlogloss:0.58285
[353]	train-mlogloss:0.62858	validation-mlogloss:0.58245
[354]	train-mlogloss:0.62825	validation-mlogloss:0.58208
[355]	train-mlogloss:0.62788	validation-mlogloss:0.58164
[356]	train-mlogloss:0.62751	validation-mlogloss:0.58125
[357]	train-mlogloss:0.62713	validation-mlogloss:0.58083
[358]	train-mlogloss:0.62681	validation-mlogloss:0.58050
[359]	train-mlogloss:0.62651	validation-mlogloss:0.58014
[360]	train-mlogloss:0.62609	validation-mlogloss:0.57969
[361]	train-mlogloss:0.62575	validation-mlogloss:0.57932
[362]	train-mlogloss:0.62543	validation-mlogloss:0.57893
[363]	train-mlogloss:0.62511	validation-mlogloss:0.57850
[364]	train-mlogloss:0.62476	validation-mlogloss:0.57814
[365]	train-mlogloss:0.62444	validation-mlogloss:0.57780
[366]	train-mlogloss:0.62411	validation-mlogloss:0.57743
[367]	train-mlogloss:0.62376	validation-mlogloss:0.57702
[368]	train-mlogloss:0.62346	validation-mlogloss:0.57670
[369]	train-mlogloss:0.62309	validation-mlogloss:0.57628
[370]	train-mlogloss:0.62277	validation-mlogloss:0.57591
[371]	train-mlogloss:0.62245	validation-mlogloss:0.57558
[372]	train-mlogloss:0.62217	validation-mlogloss:0.57527
[373]	train-mlogloss:0.62178	validation-mlogloss:0.57482
[374]	train-mlogloss:0.62136	validation-mlogloss:0.57436
[375]	train-mlogloss:0.62109	validation-mlogloss:0.57402
[376]	train-mlogloss:0.62080	validation-mlogloss:0.57366
[377]	train-mlogloss:0.62045	validation-mlogloss:0.57330
[378]	train-mlogloss:0.62010	validation-mlogloss:0.57292
[379]	train-mlogloss:0.61981	validation-mlogloss:0.57261
[380]	train-mlogloss:0.61952	validation-mlogloss:0.57228
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 3 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.94 [%]
Global accuracy score (test) = 77.62 [%]
Global F1 score (train) = 74.98 [%]
Global F1 score (test) = 78.35 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.60      0.60       350
MODERATE-INTENSITY       0.59      0.67      0.63       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.78      1372
         macro avg       0.79      0.78      0.78      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 18: 77.62 [%]
F1-score capturado en la ejecución 18: 78.35 [%]

=== EJECUCIÓN 19 ===

--- TRAIN (ejecución 19) ---

--- TEST (ejecución 19) ---
2025-11-06 16:28:58.619066: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:28:58.630594: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442938.644156 1482486 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442938.648372 1482486 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442938.658706 1482486 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442938.658731 1482486 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442938.658733 1482486 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442938.658734 1482486 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:28:58.661901: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37814	validation-mlogloss:1.37783
[1]	train-mlogloss:1.37009	validation-mlogloss:1.36932
[2]	train-mlogloss:1.36237	validation-mlogloss:1.36140
[3]	train-mlogloss:1.35458	validation-mlogloss:1.35329
[4]	train-mlogloss:1.34708	validation-mlogloss:1.34543
[5]	train-mlogloss:1.33945	validation-mlogloss:1.33736
[6]	train-mlogloss:1.33189	validation-mlogloss:1.32944
[7]	train-mlogloss:1.32451	validation-mlogloss:1.32167
[8]	train-mlogloss:1.31739	validation-mlogloss:1.31420
[9]	train-mlogloss:1.31014	validation-mlogloss:1.30663
[10]	train-mlogloss:1.30309	validation-mlogloss:1.29928
[11]	train-mlogloss:1.29600	validation-mlogloss:1.29178
[12]	train-mlogloss:1.28906	validation-mlogloss:1.28454
[13]	train-mlogloss:1.28229	validation-mlogloss:1.27739
[14]	train-mlogloss:1.27559	validation-mlogloss:1.27033
[15]	train-mlogloss:1.26892	validation-mlogloss:1.26349
[16]	train-mlogloss:1.26240	validation-mlogloss:1.25672
[17]	train-mlogloss:1.25589	validation-mlogloss:1.24992
[18]	train-mlogloss:1.24954	validation-mlogloss:1.24333
[19]	train-mlogloss:1.24337	validation-mlogloss:1.23695
[20]	train-mlogloss:1.23728	validation-mlogloss:1.23062
[21]	train-mlogloss:1.23107	validation-mlogloss:1.22409
[22]	train-mlogloss:1.22501	validation-mlogloss:1.21770
[23]	train-mlogloss:1.21897	validation-mlogloss:1.21128
[24]	train-mlogloss:1.21300	validation-mlogloss:1.20512
[25]	train-mlogloss:1.20719	validation-mlogloss:1.19895
[26]	train-mlogloss:1.20145	validation-mlogloss:1.19295
[27]	train-mlogloss:1.19575	validation-mlogloss:1.18684
[28]	train-mlogloss:1.19008	validation-mlogloss:1.18076
[29]	train-mlogloss:1.18451	validation-mlogloss:1.17486
[30]	train-mlogloss:1.17911	validation-mlogloss:1.16922
[31]	train-mlogloss:1.17370	validation-mlogloss:1.16356
[32]	train-mlogloss:1.16829	validation-mlogloss:1.15782
[33]	train-mlogloss:1.16301	validation-mlogloss:1.15230
[34]	train-mlogloss:1.15772	validation-mlogloss:1.14666
[35]	train-mlogloss:1.15256	validation-mlogloss:1.14121
[36]	train-mlogloss:1.14743	validation-mlogloss:1.13592
[37]	train-mlogloss:1.14235	validation-mlogloss:1.13055
[38]	train-mlogloss:1.13734	validation-mlogloss:1.12522
[39]	train-mlogloss:1.13244	validation-mlogloss:1.12002
[40]	train-mlogloss:1.12754	validation-mlogloss:1.11480
[41]	train-mlogloss:1.12272	validation-mlogloss:1.10970
[42]	train-mlogloss:1.11781	validation-mlogloss:1.10452
[43]	train-mlogloss:1.11294	validation-mlogloss:1.09938
[44]	train-mlogloss:1.10829	validation-mlogloss:1.09437
[45]	train-mlogloss:1.10359	validation-mlogloss:1.08953
[46]	train-mlogloss:1.09901	validation-mlogloss:1.08462
[47]	train-mlogloss:1.09438	validation-mlogloss:1.07982
[48]	train-mlogloss:1.08989	validation-mlogloss:1.07507
[49]	train-mlogloss:1.08536	validation-mlogloss:1.07040
[50]	train-mlogloss:1.08088	validation-mlogloss:1.06579
[51]	train-mlogloss:1.07659	validation-mlogloss:1.06131
[52]	train-mlogloss:1.07234	validation-mlogloss:1.05679
[53]	train-mlogloss:1.06803	validation-mlogloss:1.05236
[54]	train-mlogloss:1.06392	validation-mlogloss:1.04815
[55]	train-mlogloss:1.05962	validation-mlogloss:1.04373
[56]	train-mlogloss:1.05555	validation-mlogloss:1.03938
[57]	train-mlogloss:1.05156	validation-mlogloss:1.03513
[58]	train-mlogloss:1.04735	validation-mlogloss:1.03079
[59]	train-mlogloss:1.04325	validation-mlogloss:1.02653
[60]	train-mlogloss:1.03925	validation-mlogloss:1.02233
[61]	train-mlogloss:1.03521	validation-mlogloss:1.01809
[62]	train-mlogloss:1.03127	validation-mlogloss:1.01397
[63]	train-mlogloss:1.02735	validation-mlogloss:1.00978
[64]	train-mlogloss:1.02349	validation-mlogloss:1.00588
[65]	train-mlogloss:1.01966	validation-mlogloss:1.00196
[66]	train-mlogloss:1.01576	validation-mlogloss:0.99786
[67]	train-mlogloss:1.01201	validation-mlogloss:0.99397
[68]	train-mlogloss:1.00841	validation-mlogloss:0.99019
[69]	train-mlogloss:1.00472	validation-mlogloss:0.98629
[70]	train-mlogloss:1.00095	validation-mlogloss:0.98241
[71]	train-mlogloss:0.99736	validation-mlogloss:0.97874
[72]	train-mlogloss:0.99381	validation-mlogloss:0.97510
[73]	train-mlogloss:0.99021	validation-mlogloss:0.97128
[74]	train-mlogloss:0.98679	validation-mlogloss:0.96778
[75]	train-mlogloss:0.98339	validation-mlogloss:0.96422
[76]	train-mlogloss:0.98003	validation-mlogloss:0.96082
[77]	train-mlogloss:0.97672	validation-mlogloss:0.95738
[78]	train-mlogloss:0.97341	validation-mlogloss:0.95378
[79]	train-mlogloss:0.97019	validation-mlogloss:0.95040
[80]	train-mlogloss:0.96688	validation-mlogloss:0.94684
[81]	train-mlogloss:0.96365	validation-mlogloss:0.94358
[82]	train-mlogloss:0.96043	validation-mlogloss:0.94030
[83]	train-mlogloss:0.95731	validation-mlogloss:0.93710
[84]	train-mlogloss:0.95417	validation-mlogloss:0.93376
[85]	train-mlogloss:0.95104	validation-mlogloss:0.93049
[86]	train-mlogloss:0.94795	validation-mlogloss:0.92727
[87]	train-mlogloss:0.94495	validation-mlogloss:0.92410
[88]	train-mlogloss:0.94200	validation-mlogloss:0.92105
[89]	train-mlogloss:0.93906	validation-mlogloss:0.91797
[90]	train-mlogloss:0.93612	validation-mlogloss:0.91490
[91]	train-mlogloss:0.93324	validation-mlogloss:0.91183
[92]	train-mlogloss:0.93038	validation-mlogloss:0.90879
[93]	train-mlogloss:0.92762	validation-mlogloss:0.90599
[94]	train-mlogloss:0.92466	validation-mlogloss:0.90286
[95]	train-mlogloss:0.92185	validation-mlogloss:0.89993
[96]	train-mlogloss:0.91910	validation-mlogloss:0.89704
[97]	train-mlogloss:0.91624	validation-mlogloss:0.89405
[98]	train-mlogloss:0.91344	validation-mlogloss:0.89104
[99]	train-mlogloss:0.91076	validation-mlogloss:0.88832
[100]	train-mlogloss:0.90816	validation-mlogloss:0.88556
[101]	train-mlogloss:0.90559	validation-mlogloss:0.88283
[102]	train-mlogloss:0.90292	validation-mlogloss:0.87996
[103]	train-mlogloss:0.90031	validation-mlogloss:0.87720
[104]	train-mlogloss:0.89777	validation-mlogloss:0.87455
[105]	train-mlogloss:0.89515	validation-mlogloss:0.87169
[106]	train-mlogloss:0.89259	validation-mlogloss:0.86913
[107]	train-mlogloss:0.89002	validation-mlogloss:0.86643
[108]	train-mlogloss:0.88753	validation-mlogloss:0.86379
[109]	train-mlogloss:0.88508	validation-mlogloss:0.86113
[110]	train-mlogloss:0.88254	validation-mlogloss:0.85844
[111]	train-mlogloss:0.88021	validation-mlogloss:0.85586
[112]	train-mlogloss:0.87770	validation-mlogloss:0.85315
[113]	train-mlogloss:0.87532	validation-mlogloss:0.85057
[114]	train-mlogloss:0.87290	validation-mlogloss:0.84800
[115]	train-mlogloss:0.87061	validation-mlogloss:0.84558
[116]	train-mlogloss:0.86834	validation-mlogloss:0.84320
[117]	train-mlogloss:0.86601	validation-mlogloss:0.84070
[118]	train-mlogloss:0.86366	validation-mlogloss:0.83825
[119]	train-mlogloss:0.86140	validation-mlogloss:0.83590
[120]	train-mlogloss:0.85909	validation-mlogloss:0.83341
[121]	train-mlogloss:0.85698	validation-mlogloss:0.83118
[122]	train-mlogloss:0.85477	validation-mlogloss:0.82882
[123]	train-mlogloss:0.85269	validation-mlogloss:0.82655
[124]	train-mlogloss:0.85058	validation-mlogloss:0.82439
[125]	train-mlogloss:0.84847	validation-mlogloss:0.82212
[126]	train-mlogloss:0.84632	validation-mlogloss:0.81985
[127]	train-mlogloss:0.84418	validation-mlogloss:0.81754
[128]	train-mlogloss:0.84220	validation-mlogloss:0.81544
[129]	train-mlogloss:0.84019	validation-mlogloss:0.81335
[130]	train-mlogloss:0.83812	validation-mlogloss:0.81117
[131]	train-mlogloss:0.83616	validation-mlogloss:0.80907
[132]	train-mlogloss:0.83406	validation-mlogloss:0.80675
[133]	train-mlogloss:0.83208	validation-mlogloss:0.80458
[134]	train-mlogloss:0.83008	validation-mlogloss:0.80244
[135]	train-mlogloss:0.82817	validation-mlogloss:0.80037
[136]	train-mlogloss:0.82624	validation-mlogloss:0.79825
[137]	train-mlogloss:0.82440	validation-mlogloss:0.79628
[138]	train-mlogloss:0.82253	validation-mlogloss:0.79437
[139]	train-mlogloss:0.82066	validation-mlogloss:0.79240
[140]	train-mlogloss:0.81888	validation-mlogloss:0.79052
[141]	train-mlogloss:0.81695	validation-mlogloss:0.78844
[142]	train-mlogloss:0.81510	validation-mlogloss:0.78649
[143]	train-mlogloss:0.81343	validation-mlogloss:0.78468
[144]	train-mlogloss:0.81170	validation-mlogloss:0.78274
[145]	train-mlogloss:0.80997	validation-mlogloss:0.78083
[146]	train-mlogloss:0.80819	validation-mlogloss:0.77883
[147]	train-mlogloss:0.80644	validation-mlogloss:0.77690
[148]	train-mlogloss:0.80459	validation-mlogloss:0.77492
[149]	train-mlogloss:0.80288	validation-mlogloss:0.77304
[150]	train-mlogloss:0.80118	validation-mlogloss:0.77116
[151]	train-mlogloss:0.79949	validation-mlogloss:0.76930
[152]	train-mlogloss:0.79783	validation-mlogloss:0.76761
[153]	train-mlogloss:0.79608	validation-mlogloss:0.76576
[154]	train-mlogloss:0.79440	validation-mlogloss:0.76396
[155]	train-mlogloss:0.79279	validation-mlogloss:0.76218
[156]	train-mlogloss:0.79124	validation-mlogloss:0.76044
[157]	train-mlogloss:0.78964	validation-mlogloss:0.75869
[158]	train-mlogloss:0.78813	validation-mlogloss:0.75701
[159]	train-mlogloss:0.78657	validation-mlogloss:0.75536
[160]	train-mlogloss:0.78494	validation-mlogloss:0.75362
[161]	train-mlogloss:0.78334	validation-mlogloss:0.75194
[162]	train-mlogloss:0.78183	validation-mlogloss:0.75028
[163]	train-mlogloss:0.78023	validation-mlogloss:0.74861
[164]	train-mlogloss:0.77872	validation-mlogloss:0.74694
[165]	train-mlogloss:0.77730	validation-mlogloss:0.74539
[166]	train-mlogloss:0.77582	validation-mlogloss:0.74383
[167]	train-mlogloss:0.77432	validation-mlogloss:0.74220
[168]	train-mlogloss:0.77294	validation-mlogloss:0.74074
[169]	train-mlogloss:0.77151	validation-mlogloss:0.73929
[170]	train-mlogloss:0.77011	validation-mlogloss:0.73763
[171]	train-mlogloss:0.76878	validation-mlogloss:0.73613
[172]	train-mlogloss:0.76731	validation-mlogloss:0.73458
[173]	train-mlogloss:0.76594	validation-mlogloss:0.73314
[174]	train-mlogloss:0.76450	validation-mlogloss:0.73161
[175]	train-mlogloss:0.76314	validation-mlogloss:0.73017
[176]	train-mlogloss:0.76170	validation-mlogloss:0.72861
[177]	train-mlogloss:0.76032	validation-mlogloss:0.72711
[178]	train-mlogloss:0.75893	validation-mlogloss:0.72559
[179]	train-mlogloss:0.75767	validation-mlogloss:0.72418
[180]	train-mlogloss:0.75634	validation-mlogloss:0.72266
[181]	train-mlogloss:0.75492	validation-mlogloss:0.72105
[182]	train-mlogloss:0.75359	validation-mlogloss:0.71962
[183]	train-mlogloss:0.75238	validation-mlogloss:0.71821
[184]	train-mlogloss:0.75110	validation-mlogloss:0.71684
[185]	train-mlogloss:0.74996	validation-mlogloss:0.71553
[186]	train-mlogloss:0.74859	validation-mlogloss:0.71404
[187]	train-mlogloss:0.74733	validation-mlogloss:0.71265
[188]	train-mlogloss:0.74614	validation-mlogloss:0.71135
[189]	train-mlogloss:0.74477	validation-mlogloss:0.70975
[190]	train-mlogloss:0.74353	validation-mlogloss:0.70833
[191]	train-mlogloss:0.74229	validation-mlogloss:0.70701
[192]	train-mlogloss:0.74111	validation-mlogloss:0.70572
[193]	train-mlogloss:0.73990	validation-mlogloss:0.70441
[194]	train-mlogloss:0.73871	validation-mlogloss:0.70307
[195]	train-mlogloss:0.73753	validation-mlogloss:0.70182
[196]	train-mlogloss:0.73645	validation-mlogloss:0.70065
[197]	train-mlogloss:0.73524	validation-mlogloss:0.69934
[198]	train-mlogloss:0.73409	validation-mlogloss:0.69815
[199]	train-mlogloss:0.73304	validation-mlogloss:0.69699
[200]	train-mlogloss:0.73190	validation-mlogloss:0.69565
[201]	train-mlogloss:0.73079	validation-mlogloss:0.69446
[202]	train-mlogloss:0.72966	validation-mlogloss:0.69326
[203]	train-mlogloss:0.72857	validation-mlogloss:0.69214
[204]	train-mlogloss:0.72752	validation-mlogloss:0.69090
[205]	train-mlogloss:0.72651	validation-mlogloss:0.68971
[206]	train-mlogloss:0.72547	validation-mlogloss:0.68847
[207]	train-mlogloss:0.72444	validation-mlogloss:0.68734
[208]	train-mlogloss:0.72342	validation-mlogloss:0.68617
[209]	train-mlogloss:0.72237	validation-mlogloss:0.68492
[210]	train-mlogloss:0.72122	validation-mlogloss:0.68364
[211]	train-mlogloss:0.72014	validation-mlogloss:0.68243
[212]	train-mlogloss:0.71901	validation-mlogloss:0.68120
[213]	train-mlogloss:0.71801	validation-mlogloss:0.68012
[214]	train-mlogloss:0.71697	validation-mlogloss:0.67894
[215]	train-mlogloss:0.71605	validation-mlogloss:0.67792
[216]	train-mlogloss:0.71496	validation-mlogloss:0.67665
[217]	train-mlogloss:0.71390	validation-mlogloss:0.67548
[218]	train-mlogloss:0.71302	validation-mlogloss:0.67445
[219]	train-mlogloss:0.71207	validation-mlogloss:0.67340
[220]	train-mlogloss:0.71103	validation-mlogloss:0.67224
[221]	train-mlogloss:0.71012	validation-mlogloss:0.67118
[222]	train-mlogloss:0.70914	validation-mlogloss:0.67002
[223]	train-mlogloss:0.70821	validation-mlogloss:0.66896
[224]	train-mlogloss:0.70737	validation-mlogloss:0.66798
[225]	train-mlogloss:0.70641	validation-mlogloss:0.66697
[226]	train-mlogloss:0.70548	validation-mlogloss:0.66592
[227]	train-mlogloss:0.70462	validation-mlogloss:0.66499
[228]	train-mlogloss:0.70360	validation-mlogloss:0.66391
[229]	train-mlogloss:0.70268	validation-mlogloss:0.66289
[230]	train-mlogloss:0.70176	validation-mlogloss:0.66188
[231]	train-mlogloss:0.70098	validation-mlogloss:0.66108
[232]	train-mlogloss:0.70004	validation-mlogloss:0.66002
[233]	train-mlogloss:0.69912	validation-mlogloss:0.65895
[234]	train-mlogloss:0.69833	validation-mlogloss:0.65802
[235]	train-mlogloss:0.69743	validation-mlogloss:0.65699
[236]	train-mlogloss:0.69662	validation-mlogloss:0.65613
[237]	train-mlogloss:0.69579	validation-mlogloss:0.65524
[238]	train-mlogloss:0.69481	validation-mlogloss:0.65414
[239]	train-mlogloss:0.69394	validation-mlogloss:0.65314
[240]	train-mlogloss:0.69303	validation-mlogloss:0.65212
[241]	train-mlogloss:0.69216	validation-mlogloss:0.65117
[242]	train-mlogloss:0.69135	validation-mlogloss:0.65019
[243]	train-mlogloss:0.69055	validation-mlogloss:0.64924
[244]	train-mlogloss:0.68971	validation-mlogloss:0.64829
[245]	train-mlogloss:0.68888	validation-mlogloss:0.64732
[246]	train-mlogloss:0.68798	validation-mlogloss:0.64635
[247]	train-mlogloss:0.68735	validation-mlogloss:0.64565
[248]	train-mlogloss:0.68647	validation-mlogloss:0.64466
[249]	train-mlogloss:0.68568	validation-mlogloss:0.64374
[250]	train-mlogloss:0.68485	validation-mlogloss:0.64283
[251]	train-mlogloss:0.68418	validation-mlogloss:0.64204
[252]	train-mlogloss:0.68342	validation-mlogloss:0.64109
[253]	train-mlogloss:0.68267	validation-mlogloss:0.64033
[254]	train-mlogloss:0.68189	validation-mlogloss:0.63944
[255]	train-mlogloss:0.68112	validation-mlogloss:0.63849
[256]	train-mlogloss:0.68044	validation-mlogloss:0.63775
[257]	train-mlogloss:0.67975	validation-mlogloss:0.63695
[258]	train-mlogloss:0.67911	validation-mlogloss:0.63619
[259]	train-mlogloss:0.67837	validation-mlogloss:0.63537
[260]	train-mlogloss:0.67766	validation-mlogloss:0.63462
[261]	train-mlogloss:0.67686	validation-mlogloss:0.63372
[262]	train-mlogloss:0.67616	validation-mlogloss:0.63289
[263]	train-mlogloss:0.67542	validation-mlogloss:0.63198
[264]	train-mlogloss:0.67470	validation-mlogloss:0.63118
[265]	train-mlogloss:0.67397	validation-mlogloss:0.63031
[266]	train-mlogloss:0.67322	validation-mlogloss:0.62952
[267]	train-mlogloss:0.67254	validation-mlogloss:0.62875
[268]	train-mlogloss:0.67191	validation-mlogloss:0.62807
[269]	train-mlogloss:0.67116	validation-mlogloss:0.62715
[270]	train-mlogloss:0.67047	validation-mlogloss:0.62633
[271]	train-mlogloss:0.66987	validation-mlogloss:0.62566
[272]	train-mlogloss:0.66914	validation-mlogloss:0.62490
[273]	train-mlogloss:0.66850	validation-mlogloss:0.62419
[274]	train-mlogloss:0.66781	validation-mlogloss:0.62342
[275]	train-mlogloss:0.66718	validation-mlogloss:0.62265
[276]	train-mlogloss:0.66656	validation-mlogloss:0.62198
[277]	train-mlogloss:0.66596	validation-mlogloss:0.62123
[278]	train-mlogloss:0.66523	validation-mlogloss:0.62043
[279]	train-mlogloss:0.66458	validation-mlogloss:0.61972
[280]	train-mlogloss:0.66388	validation-mlogloss:0.61898
[281]	train-mlogloss:0.66325	validation-mlogloss:0.61827
[282]	train-mlogloss:0.66251	validation-mlogloss:0.61745
[283]	train-mlogloss:0.66187	validation-mlogloss:0.61673
[284]	train-mlogloss:0.66120	validation-mlogloss:0.61600
[285]	train-mlogloss:0.66053	validation-mlogloss:0.61520
[286]	train-mlogloss:0.65995	validation-mlogloss:0.61456
[287]	train-mlogloss:0.65926	validation-mlogloss:0.61378
[288]	train-mlogloss:0.65869	validation-mlogloss:0.61313
[289]	train-mlogloss:0.65808	validation-mlogloss:0.61247
[290]	train-mlogloss:0.65747	validation-mlogloss:0.61182
[291]	train-mlogloss:0.65682	validation-mlogloss:0.61107
[292]	train-mlogloss:0.65633	validation-mlogloss:0.61056
[293]	train-mlogloss:0.65580	validation-mlogloss:0.60993
[294]	train-mlogloss:0.65520	validation-mlogloss:0.60927
[295]	train-mlogloss:0.65463	validation-mlogloss:0.60864
[296]	train-mlogloss:0.65402	validation-mlogloss:0.60798
[297]	train-mlogloss:0.65343	validation-mlogloss:0.60733
[298]	train-mlogloss:0.65284	validation-mlogloss:0.60669
[299]	train-mlogloss:0.65231	validation-mlogloss:0.60606
[300]	train-mlogloss:0.65174	validation-mlogloss:0.60537
[301]	train-mlogloss:0.65124	validation-mlogloss:0.60475
[302]	train-mlogloss:0.65073	validation-mlogloss:0.60420
[303]	train-mlogloss:0.65016	validation-mlogloss:0.60352
[304]	train-mlogloss:0.64962	validation-mlogloss:0.60291
[305]	train-mlogloss:0.64908	validation-mlogloss:0.60227
[306]	train-mlogloss:0.64853	validation-mlogloss:0.60164
[307]	train-mlogloss:0.64797	validation-mlogloss:0.60102
[308]	train-mlogloss:0.64747	validation-mlogloss:0.60046
[309]	train-mlogloss:0.64698	validation-mlogloss:0.59990
[310]	train-mlogloss:0.64645	validation-mlogloss:0.59933
[311]	train-mlogloss:0.64590	validation-mlogloss:0.59872
[312]	train-mlogloss:0.64543	validation-mlogloss:0.59817
[313]	train-mlogloss:0.64493	validation-mlogloss:0.59758
[314]	train-mlogloss:0.64441	validation-mlogloss:0.59701
[315]	train-mlogloss:0.64393	validation-mlogloss:0.59642
[316]	train-mlogloss:0.64343	validation-mlogloss:0.59579
[317]	train-mlogloss:0.64297	validation-mlogloss:0.59529
[318]	train-mlogloss:0.64238	validation-mlogloss:0.59462
[319]	train-mlogloss:0.64186	validation-mlogloss:0.59401
[320]	train-mlogloss:0.64146	validation-mlogloss:0.59356
[321]	train-mlogloss:0.64099	validation-mlogloss:0.59301
[322]	train-mlogloss:0.64060	validation-mlogloss:0.59251
[323]	train-mlogloss:0.64005	validation-mlogloss:0.59191
[324]	train-mlogloss:0.63952	validation-mlogloss:0.59130
[325]	train-mlogloss:0.63903	validation-mlogloss:0.59077
[326]	train-mlogloss:0.63858	validation-mlogloss:0.59026
[327]	train-mlogloss:0.63811	validation-mlogloss:0.58977
[328]	train-mlogloss:0.63767	validation-mlogloss:0.58933
[329]	train-mlogloss:0.63725	validation-mlogloss:0.58886
[330]	train-mlogloss:0.63675	validation-mlogloss:0.58830
[331]	train-mlogloss:0.63635	validation-mlogloss:0.58786
[332]	train-mlogloss:0.63594	validation-mlogloss:0.58738
[333]	train-mlogloss:0.63559	validation-mlogloss:0.58702
[334]	train-mlogloss:0.63512	validation-mlogloss:0.58649
[335]	train-mlogloss:0.63478	validation-mlogloss:0.58611
[336]	train-mlogloss:0.63435	validation-mlogloss:0.58567
[337]	train-mlogloss:0.63394	validation-mlogloss:0.58526
[338]	train-mlogloss:0.63352	validation-mlogloss:0.58478
[339]	train-mlogloss:0.63317	validation-mlogloss:0.58436
[340]	train-mlogloss:0.63275	validation-mlogloss:0.58396
[341]	train-mlogloss:0.63233	validation-mlogloss:0.58346
[342]	train-mlogloss:0.63199	validation-mlogloss:0.58310
[343]	train-mlogloss:0.63161	validation-mlogloss:0.58264
[344]	train-mlogloss:0.63119	validation-mlogloss:0.58218
[345]	train-mlogloss:0.63081	validation-mlogloss:0.58171
[346]	train-mlogloss:0.63038	validation-mlogloss:0.58121
[347]	train-mlogloss:0.62999	validation-mlogloss:0.58071
[348]	train-mlogloss:0.62957	validation-mlogloss:0.58028
[349]	train-mlogloss:0.62921	validation-mlogloss:0.57985
[350]	train-mlogloss:0.62880	validation-mlogloss:0.57934
[351]	train-mlogloss:0.62846	validation-mlogloss:0.57893
[352]	train-mlogloss:0.62806	validation-mlogloss:0.57850
[353]	train-mlogloss:0.62770	validation-mlogloss:0.57806
[354]	train-mlogloss:0.62735	validation-mlogloss:0.57764
[355]	train-mlogloss:0.62697	validation-mlogloss:0.57721
[356]	train-mlogloss:0.62661	validation-mlogloss:0.57682
[357]	train-mlogloss:0.62634	validation-mlogloss:0.57651
[358]	train-mlogloss:0.62599	validation-mlogloss:0.57613
[359]	train-mlogloss:0.62567	validation-mlogloss:0.57575
[360]	train-mlogloss:0.62533	validation-mlogloss:0.57536
[361]	train-mlogloss:0.62494	validation-mlogloss:0.57487
[362]	train-mlogloss:0.62457	validation-mlogloss:0.57447
[363]	train-mlogloss:0.62429	validation-mlogloss:0.57416
[364]	train-mlogloss:0.62397	validation-mlogloss:0.57377
[365]	train-mlogloss:0.62352	validation-mlogloss:0.57327
[366]	train-mlogloss:0.62316	validation-mlogloss:0.57288
[367]	train-mlogloss:0.62286	validation-mlogloss:0.57255
[368]	train-mlogloss:0.62254	validation-mlogloss:0.57211
[369]	train-mlogloss:0.62222	validation-mlogloss:0.57174
[370]	train-mlogloss:0.62190	validation-mlogloss:0.57134
[371]	train-mlogloss:0.62156	validation-mlogloss:0.57099
[372]	train-mlogloss:0.62129	validation-mlogloss:0.57070
[373]	train-mlogloss:0.62093	validation-mlogloss:0.57033
[374]	train-mlogloss:0.62064	validation-mlogloss:0.57001
[375]	train-mlogloss:0.62031	validation-mlogloss:0.56963
[376]	train-mlogloss:0.61993	validation-mlogloss:0.56917
[377]	train-mlogloss:0.61957	validation-mlogloss:0.56875
[378]	train-mlogloss:0.61925	validation-mlogloss:0.56838
[379]	train-mlogloss:0.61892	validation-mlogloss:0.56799
[380]	train-mlogloss:0.61865	validation-mlogloss:0.56764
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 1 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.32 [%]
Global accuracy score (test) = 78.21 [%]
Global F1 score (train) = 75.38 [%]
Global F1 score (test) = 78.84 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.59      0.61       350
MODERATE-INTENSITY       0.61      0.71      0.65       350
         SEDENTARY       0.99      0.94      0.96       350
VIGOROUS-INTENSITY       0.96      0.90      0.93       322

          accuracy                           0.78      1372
         macro avg       0.80      0.78      0.79      1372
      weighted avg       0.79      0.78      0.79      1372


Accuracy capturado en la ejecución 19: 78.21 [%]
F1-score capturado en la ejecución 19: 78.84 [%]

=== EJECUCIÓN 20 ===

--- TRAIN (ejecución 20) ---

--- TEST (ejecución 20) ---
2025-11-06 16:29:09.898341: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:29:09.909845: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442949.924335 1482749 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442949.928789 1482749 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442949.939556 1482749 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442949.939580 1482749 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442949.939583 1482749 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442949.939585 1482749 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:29:09.943022: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37811	validation-mlogloss:1.37769
[1]	train-mlogloss:1.37015	validation-mlogloss:1.36938
[2]	train-mlogloss:1.36227	validation-mlogloss:1.36117
[3]	train-mlogloss:1.35447	validation-mlogloss:1.35292
[4]	train-mlogloss:1.34688	validation-mlogloss:1.34494
[5]	train-mlogloss:1.33931	validation-mlogloss:1.33699
[6]	train-mlogloss:1.33183	validation-mlogloss:1.32911
[7]	train-mlogloss:1.32453	validation-mlogloss:1.32157
[8]	train-mlogloss:1.31728	validation-mlogloss:1.31392
[9]	train-mlogloss:1.31020	validation-mlogloss:1.30659
[10]	train-mlogloss:1.30310	validation-mlogloss:1.29906
[11]	train-mlogloss:1.29614	validation-mlogloss:1.29175
[12]	train-mlogloss:1.28936	validation-mlogloss:1.28454
[13]	train-mlogloss:1.28268	validation-mlogloss:1.27754
[14]	train-mlogloss:1.27629	validation-mlogloss:1.27094
[15]	train-mlogloss:1.26968	validation-mlogloss:1.26393
[16]	train-mlogloss:1.26318	validation-mlogloss:1.25700
[17]	train-mlogloss:1.25674	validation-mlogloss:1.25018
[18]	train-mlogloss:1.25048	validation-mlogloss:1.24354
[19]	train-mlogloss:1.24426	validation-mlogloss:1.23702
[20]	train-mlogloss:1.23814	validation-mlogloss:1.23044
[21]	train-mlogloss:1.23200	validation-mlogloss:1.22392
[22]	train-mlogloss:1.22603	validation-mlogloss:1.21764
[23]	train-mlogloss:1.22000	validation-mlogloss:1.21135
[24]	train-mlogloss:1.21406	validation-mlogloss:1.20505
[25]	train-mlogloss:1.20829	validation-mlogloss:1.19891
[26]	train-mlogloss:1.20247	validation-mlogloss:1.19272
[27]	train-mlogloss:1.19690	validation-mlogloss:1.18682
[28]	train-mlogloss:1.19140	validation-mlogloss:1.18098
[29]	train-mlogloss:1.18583	validation-mlogloss:1.17517
[30]	train-mlogloss:1.18042	validation-mlogloss:1.16951
[31]	train-mlogloss:1.17495	validation-mlogloss:1.16372
[32]	train-mlogloss:1.16962	validation-mlogloss:1.15806
[33]	train-mlogloss:1.16424	validation-mlogloss:1.15252
[34]	train-mlogloss:1.15902	validation-mlogloss:1.14691
[35]	train-mlogloss:1.15381	validation-mlogloss:1.14130
[36]	train-mlogloss:1.14873	validation-mlogloss:1.13588
[37]	train-mlogloss:1.14372	validation-mlogloss:1.13048
[38]	train-mlogloss:1.13887	validation-mlogloss:1.12543
[39]	train-mlogloss:1.13378	validation-mlogloss:1.12018
[40]	train-mlogloss:1.12899	validation-mlogloss:1.11510
[41]	train-mlogloss:1.12402	validation-mlogloss:1.10979
[42]	train-mlogloss:1.11909	validation-mlogloss:1.10459
[43]	train-mlogloss:1.11449	validation-mlogloss:1.09972
[44]	train-mlogloss:1.10965	validation-mlogloss:1.09473
[45]	train-mlogloss:1.10507	validation-mlogloss:1.08982
[46]	train-mlogloss:1.10059	validation-mlogloss:1.08509
[47]	train-mlogloss:1.09595	validation-mlogloss:1.08017
[48]	train-mlogloss:1.09135	validation-mlogloss:1.07546
[49]	train-mlogloss:1.08695	validation-mlogloss:1.07076
[50]	train-mlogloss:1.08250	validation-mlogloss:1.06612
[51]	train-mlogloss:1.07822	validation-mlogloss:1.06158
[52]	train-mlogloss:1.07380	validation-mlogloss:1.05697
[53]	train-mlogloss:1.06952	validation-mlogloss:1.05260
[54]	train-mlogloss:1.06524	validation-mlogloss:1.04812
[55]	train-mlogloss:1.06108	validation-mlogloss:1.04377
[56]	train-mlogloss:1.05697	validation-mlogloss:1.03957
[57]	train-mlogloss:1.05271	validation-mlogloss:1.03514
[58]	train-mlogloss:1.04878	validation-mlogloss:1.03098
[59]	train-mlogloss:1.04470	validation-mlogloss:1.02688
[60]	train-mlogloss:1.04070	validation-mlogloss:1.02276
[61]	train-mlogloss:1.03678	validation-mlogloss:1.01872
[62]	train-mlogloss:1.03281	validation-mlogloss:1.01463
[63]	train-mlogloss:1.02891	validation-mlogloss:1.01062
[64]	train-mlogloss:1.02505	validation-mlogloss:1.00660
[65]	train-mlogloss:1.02123	validation-mlogloss:1.00263
[66]	train-mlogloss:1.01757	validation-mlogloss:0.99881
[67]	train-mlogloss:1.01384	validation-mlogloss:0.99491
[68]	train-mlogloss:1.01018	validation-mlogloss:0.99110
[69]	train-mlogloss:1.00651	validation-mlogloss:0.98728
[70]	train-mlogloss:1.00287	validation-mlogloss:0.98347
[71]	train-mlogloss:0.99916	validation-mlogloss:0.97942
[72]	train-mlogloss:0.99572	validation-mlogloss:0.97588
[73]	train-mlogloss:0.99227	validation-mlogloss:0.97223
[74]	train-mlogloss:0.98882	validation-mlogloss:0.96853
[75]	train-mlogloss:0.98537	validation-mlogloss:0.96492
[76]	train-mlogloss:0.98204	validation-mlogloss:0.96143
[77]	train-mlogloss:0.97870	validation-mlogloss:0.95790
[78]	train-mlogloss:0.97548	validation-mlogloss:0.95456
[79]	train-mlogloss:0.97217	validation-mlogloss:0.95104
[80]	train-mlogloss:0.96888	validation-mlogloss:0.94746
[81]	train-mlogloss:0.96570	validation-mlogloss:0.94416
[82]	train-mlogloss:0.96256	validation-mlogloss:0.94078
[83]	train-mlogloss:0.95943	validation-mlogloss:0.93748
[84]	train-mlogloss:0.95631	validation-mlogloss:0.93422
[85]	train-mlogloss:0.95319	validation-mlogloss:0.93096
[86]	train-mlogloss:0.95004	validation-mlogloss:0.92759
[87]	train-mlogloss:0.94701	validation-mlogloss:0.92442
[88]	train-mlogloss:0.94404	validation-mlogloss:0.92132
[89]	train-mlogloss:0.94107	validation-mlogloss:0.91816
[90]	train-mlogloss:0.93814	validation-mlogloss:0.91507
[91]	train-mlogloss:0.93529	validation-mlogloss:0.91214
[92]	train-mlogloss:0.93244	validation-mlogloss:0.90916
[93]	train-mlogloss:0.92957	validation-mlogloss:0.90612
[94]	train-mlogloss:0.92676	validation-mlogloss:0.90318
[95]	train-mlogloss:0.92398	validation-mlogloss:0.90017
[96]	train-mlogloss:0.92124	validation-mlogloss:0.89725
[97]	train-mlogloss:0.91850	validation-mlogloss:0.89432
[98]	train-mlogloss:0.91578	validation-mlogloss:0.89146
[99]	train-mlogloss:0.91295	validation-mlogloss:0.88838
[100]	train-mlogloss:0.91036	validation-mlogloss:0.88565
[101]	train-mlogloss:0.90775	validation-mlogloss:0.88290
[102]	train-mlogloss:0.90495	validation-mlogloss:0.87991
[103]	train-mlogloss:0.90236	validation-mlogloss:0.87713
[104]	train-mlogloss:0.89968	validation-mlogloss:0.87423
[105]	train-mlogloss:0.89723	validation-mlogloss:0.87166
[106]	train-mlogloss:0.89469	validation-mlogloss:0.86895
[107]	train-mlogloss:0.89211	validation-mlogloss:0.86620
[108]	train-mlogloss:0.88968	validation-mlogloss:0.86362
[109]	train-mlogloss:0.88728	validation-mlogloss:0.86110
[110]	train-mlogloss:0.88488	validation-mlogloss:0.85850
[111]	train-mlogloss:0.88253	validation-mlogloss:0.85601
[112]	train-mlogloss:0.88016	validation-mlogloss:0.85346
[113]	train-mlogloss:0.87774	validation-mlogloss:0.85093
[114]	train-mlogloss:0.87525	validation-mlogloss:0.84821
[115]	train-mlogloss:0.87280	validation-mlogloss:0.84556
[116]	train-mlogloss:0.87051	validation-mlogloss:0.84309
[117]	train-mlogloss:0.86827	validation-mlogloss:0.84063
[118]	train-mlogloss:0.86604	validation-mlogloss:0.83826
[119]	train-mlogloss:0.86375	validation-mlogloss:0.83573
[120]	train-mlogloss:0.86152	validation-mlogloss:0.83333
[121]	train-mlogloss:0.85925	validation-mlogloss:0.83089
[122]	train-mlogloss:0.85712	validation-mlogloss:0.82859
[123]	train-mlogloss:0.85498	validation-mlogloss:0.82632
[124]	train-mlogloss:0.85276	validation-mlogloss:0.82385
[125]	train-mlogloss:0.85066	validation-mlogloss:0.82164
[126]	train-mlogloss:0.84858	validation-mlogloss:0.81951
[127]	train-mlogloss:0.84643	validation-mlogloss:0.81717
[128]	train-mlogloss:0.84438	validation-mlogloss:0.81501
[129]	train-mlogloss:0.84228	validation-mlogloss:0.81271
[130]	train-mlogloss:0.84023	validation-mlogloss:0.81044
[131]	train-mlogloss:0.83822	validation-mlogloss:0.80828
[132]	train-mlogloss:0.83628	validation-mlogloss:0.80620
[133]	train-mlogloss:0.83419	validation-mlogloss:0.80391
[134]	train-mlogloss:0.83232	validation-mlogloss:0.80189
[135]	train-mlogloss:0.83042	validation-mlogloss:0.79983
[136]	train-mlogloss:0.82846	validation-mlogloss:0.79767
[137]	train-mlogloss:0.82662	validation-mlogloss:0.79569
[138]	train-mlogloss:0.82475	validation-mlogloss:0.79366
[139]	train-mlogloss:0.82280	validation-mlogloss:0.79148
[140]	train-mlogloss:0.82100	validation-mlogloss:0.78962
[141]	train-mlogloss:0.81917	validation-mlogloss:0.78765
[142]	train-mlogloss:0.81733	validation-mlogloss:0.78556
[143]	train-mlogloss:0.81556	validation-mlogloss:0.78360
[144]	train-mlogloss:0.81375	validation-mlogloss:0.78153
[145]	train-mlogloss:0.81195	validation-mlogloss:0.77959
[146]	train-mlogloss:0.81020	validation-mlogloss:0.77772
[147]	train-mlogloss:0.80850	validation-mlogloss:0.77589
[148]	train-mlogloss:0.80676	validation-mlogloss:0.77400
[149]	train-mlogloss:0.80501	validation-mlogloss:0.77208
[150]	train-mlogloss:0.80336	validation-mlogloss:0.77028
[151]	train-mlogloss:0.80169	validation-mlogloss:0.76848
[152]	train-mlogloss:0.80004	validation-mlogloss:0.76670
[153]	train-mlogloss:0.79844	validation-mlogloss:0.76500
[154]	train-mlogloss:0.79671	validation-mlogloss:0.76304
[155]	train-mlogloss:0.79511	validation-mlogloss:0.76127
[156]	train-mlogloss:0.79345	validation-mlogloss:0.75938
[157]	train-mlogloss:0.79192	validation-mlogloss:0.75774
[158]	train-mlogloss:0.79033	validation-mlogloss:0.75601
[159]	train-mlogloss:0.78867	validation-mlogloss:0.75418
[160]	train-mlogloss:0.78713	validation-mlogloss:0.75246
[161]	train-mlogloss:0.78549	validation-mlogloss:0.75066
[162]	train-mlogloss:0.78390	validation-mlogloss:0.74894
[163]	train-mlogloss:0.78247	validation-mlogloss:0.74737
[164]	train-mlogloss:0.78094	validation-mlogloss:0.74573
[165]	train-mlogloss:0.77943	validation-mlogloss:0.74402
[166]	train-mlogloss:0.77798	validation-mlogloss:0.74237
[167]	train-mlogloss:0.77649	validation-mlogloss:0.74074
[168]	train-mlogloss:0.77501	validation-mlogloss:0.73915
[169]	train-mlogloss:0.77352	validation-mlogloss:0.73743
[170]	train-mlogloss:0.77208	validation-mlogloss:0.73579
[171]	train-mlogloss:0.77071	validation-mlogloss:0.73427
[172]	train-mlogloss:0.76919	validation-mlogloss:0.73256
[173]	train-mlogloss:0.76787	validation-mlogloss:0.73113
[174]	train-mlogloss:0.76642	validation-mlogloss:0.72956
[175]	train-mlogloss:0.76504	validation-mlogloss:0.72798
[176]	train-mlogloss:0.76369	validation-mlogloss:0.72646
[177]	train-mlogloss:0.76232	validation-mlogloss:0.72497
[178]	train-mlogloss:0.76088	validation-mlogloss:0.72339
[179]	train-mlogloss:0.75947	validation-mlogloss:0.72182
[180]	train-mlogloss:0.75815	validation-mlogloss:0.72029
[181]	train-mlogloss:0.75670	validation-mlogloss:0.71870
[182]	train-mlogloss:0.75537	validation-mlogloss:0.71729
[183]	train-mlogloss:0.75407	validation-mlogloss:0.71601
[184]	train-mlogloss:0.75274	validation-mlogloss:0.71454
[185]	train-mlogloss:0.75153	validation-mlogloss:0.71318
[186]	train-mlogloss:0.75026	validation-mlogloss:0.71173
[187]	train-mlogloss:0.74903	validation-mlogloss:0.71040
[188]	train-mlogloss:0.74781	validation-mlogloss:0.70903
[189]	train-mlogloss:0.74654	validation-mlogloss:0.70758
[190]	train-mlogloss:0.74524	validation-mlogloss:0.70609
[191]	train-mlogloss:0.74405	validation-mlogloss:0.70475
[192]	train-mlogloss:0.74277	validation-mlogloss:0.70329
[193]	train-mlogloss:0.74148	validation-mlogloss:0.70186
[194]	train-mlogloss:0.74028	validation-mlogloss:0.70054
[195]	train-mlogloss:0.73897	validation-mlogloss:0.69913
[196]	train-mlogloss:0.73776	validation-mlogloss:0.69776
[197]	train-mlogloss:0.73658	validation-mlogloss:0.69635
[198]	train-mlogloss:0.73533	validation-mlogloss:0.69492
[199]	train-mlogloss:0.73413	validation-mlogloss:0.69356
[200]	train-mlogloss:0.73298	validation-mlogloss:0.69233
[201]	train-mlogloss:0.73183	validation-mlogloss:0.69098
[202]	train-mlogloss:0.73076	validation-mlogloss:0.68980
[203]	train-mlogloss:0.72975	validation-mlogloss:0.68869
[204]	train-mlogloss:0.72872	validation-mlogloss:0.68750
[205]	train-mlogloss:0.72767	validation-mlogloss:0.68632
[206]	train-mlogloss:0.72662	validation-mlogloss:0.68509
[207]	train-mlogloss:0.72548	validation-mlogloss:0.68381
[208]	train-mlogloss:0.72442	validation-mlogloss:0.68263
[209]	train-mlogloss:0.72333	validation-mlogloss:0.68147
[210]	train-mlogloss:0.72226	validation-mlogloss:0.68028
[211]	train-mlogloss:0.72116	validation-mlogloss:0.67908
[212]	train-mlogloss:0.72017	validation-mlogloss:0.67797
[213]	train-mlogloss:0.71914	validation-mlogloss:0.67683
[214]	train-mlogloss:0.71813	validation-mlogloss:0.67579
[215]	train-mlogloss:0.71717	validation-mlogloss:0.67469
[216]	train-mlogloss:0.71620	validation-mlogloss:0.67357
[217]	train-mlogloss:0.71517	validation-mlogloss:0.67239
[218]	train-mlogloss:0.71414	validation-mlogloss:0.67127
[219]	train-mlogloss:0.71321	validation-mlogloss:0.67028
[220]	train-mlogloss:0.71213	validation-mlogloss:0.66909
[221]	train-mlogloss:0.71110	validation-mlogloss:0.66794
[222]	train-mlogloss:0.71015	validation-mlogloss:0.66683
[223]	train-mlogloss:0.70930	validation-mlogloss:0.66596
[224]	train-mlogloss:0.70838	validation-mlogloss:0.66495
[225]	train-mlogloss:0.70740	validation-mlogloss:0.66381
[226]	train-mlogloss:0.70655	validation-mlogloss:0.66284
[227]	train-mlogloss:0.70570	validation-mlogloss:0.66186
[228]	train-mlogloss:0.70470	validation-mlogloss:0.66070
[229]	train-mlogloss:0.70388	validation-mlogloss:0.65977
[230]	train-mlogloss:0.70293	validation-mlogloss:0.65865
[231]	train-mlogloss:0.70201	validation-mlogloss:0.65762
[232]	train-mlogloss:0.70106	validation-mlogloss:0.65653
[233]	train-mlogloss:0.70023	validation-mlogloss:0.65560
[234]	train-mlogloss:0.69946	validation-mlogloss:0.65470
[235]	train-mlogloss:0.69858	validation-mlogloss:0.65362
[236]	train-mlogloss:0.69766	validation-mlogloss:0.65260
[237]	train-mlogloss:0.69682	validation-mlogloss:0.65163
[238]	train-mlogloss:0.69597	validation-mlogloss:0.65061
[239]	train-mlogloss:0.69510	validation-mlogloss:0.64960
[240]	train-mlogloss:0.69426	validation-mlogloss:0.64866
[241]	train-mlogloss:0.69345	validation-mlogloss:0.64787
[242]	train-mlogloss:0.69265	validation-mlogloss:0.64694
[243]	train-mlogloss:0.69179	validation-mlogloss:0.64598
[244]	train-mlogloss:0.69102	validation-mlogloss:0.64507
[245]	train-mlogloss:0.69021	validation-mlogloss:0.64418
[246]	train-mlogloss:0.68942	validation-mlogloss:0.64325
[247]	train-mlogloss:0.68860	validation-mlogloss:0.64230
[248]	train-mlogloss:0.68784	validation-mlogloss:0.64143
[249]	train-mlogloss:0.68706	validation-mlogloss:0.64051
[250]	train-mlogloss:0.68623	validation-mlogloss:0.63958
[251]	train-mlogloss:0.68558	validation-mlogloss:0.63887
[252]	train-mlogloss:0.68483	validation-mlogloss:0.63798
[253]	train-mlogloss:0.68410	validation-mlogloss:0.63715
[254]	train-mlogloss:0.68324	validation-mlogloss:0.63620
[255]	train-mlogloss:0.68244	validation-mlogloss:0.63531
[256]	train-mlogloss:0.68170	validation-mlogloss:0.63449
[257]	train-mlogloss:0.68096	validation-mlogloss:0.63359
[258]	train-mlogloss:0.68021	validation-mlogloss:0.63276
[259]	train-mlogloss:0.67945	validation-mlogloss:0.63192
[260]	train-mlogloss:0.67876	validation-mlogloss:0.63111
[261]	train-mlogloss:0.67801	validation-mlogloss:0.63031
[262]	train-mlogloss:0.67721	validation-mlogloss:0.62938
[263]	train-mlogloss:0.67647	validation-mlogloss:0.62853
[264]	train-mlogloss:0.67581	validation-mlogloss:0.62778
[265]	train-mlogloss:0.67510	validation-mlogloss:0.62698
[266]	train-mlogloss:0.67441	validation-mlogloss:0.62616
[267]	train-mlogloss:0.67372	validation-mlogloss:0.62532
[268]	train-mlogloss:0.67301	validation-mlogloss:0.62449
[269]	train-mlogloss:0.67229	validation-mlogloss:0.62368
[270]	train-mlogloss:0.67148	validation-mlogloss:0.62277
[271]	train-mlogloss:0.67072	validation-mlogloss:0.62192
[272]	train-mlogloss:0.67005	validation-mlogloss:0.62121
[273]	train-mlogloss:0.66937	validation-mlogloss:0.62042
[274]	train-mlogloss:0.66872	validation-mlogloss:0.61967
[275]	train-mlogloss:0.66821	validation-mlogloss:0.61913
[276]	train-mlogloss:0.66760	validation-mlogloss:0.61847
[277]	train-mlogloss:0.66690	validation-mlogloss:0.61766
[278]	train-mlogloss:0.66628	validation-mlogloss:0.61697
[279]	train-mlogloss:0.66566	validation-mlogloss:0.61630
[280]	train-mlogloss:0.66496	validation-mlogloss:0.61547
[281]	train-mlogloss:0.66434	validation-mlogloss:0.61477
[282]	train-mlogloss:0.66374	validation-mlogloss:0.61410
[283]	train-mlogloss:0.66307	validation-mlogloss:0.61338
[284]	train-mlogloss:0.66249	validation-mlogloss:0.61275
[285]	train-mlogloss:0.66188	validation-mlogloss:0.61199
[286]	train-mlogloss:0.66128	validation-mlogloss:0.61125
[287]	train-mlogloss:0.66066	validation-mlogloss:0.61054
[288]	train-mlogloss:0.66012	validation-mlogloss:0.60992
[289]	train-mlogloss:0.65959	validation-mlogloss:0.60932
[290]	train-mlogloss:0.65902	validation-mlogloss:0.60867
[291]	train-mlogloss:0.65849	validation-mlogloss:0.60806
[292]	train-mlogloss:0.65788	validation-mlogloss:0.60740
[293]	train-mlogloss:0.65734	validation-mlogloss:0.60686
[294]	train-mlogloss:0.65682	validation-mlogloss:0.60617
[295]	train-mlogloss:0.65631	validation-mlogloss:0.60552
[296]	train-mlogloss:0.65575	validation-mlogloss:0.60484
[297]	train-mlogloss:0.65520	validation-mlogloss:0.60415
[298]	train-mlogloss:0.65466	validation-mlogloss:0.60354
[299]	train-mlogloss:0.65403	validation-mlogloss:0.60287
[300]	train-mlogloss:0.65354	validation-mlogloss:0.60232
[301]	train-mlogloss:0.65291	validation-mlogloss:0.60165
[302]	train-mlogloss:0.65241	validation-mlogloss:0.60109
[303]	train-mlogloss:0.65190	validation-mlogloss:0.60053
[304]	train-mlogloss:0.65132	validation-mlogloss:0.59987
[305]	train-mlogloss:0.65080	validation-mlogloss:0.59931
[306]	train-mlogloss:0.65025	validation-mlogloss:0.59871
[307]	train-mlogloss:0.64977	validation-mlogloss:0.59808
[308]	train-mlogloss:0.64926	validation-mlogloss:0.59741
[309]	train-mlogloss:0.64874	validation-mlogloss:0.59678
[310]	train-mlogloss:0.64826	validation-mlogloss:0.59620
[311]	train-mlogloss:0.64770	validation-mlogloss:0.59553
[312]	train-mlogloss:0.64713	validation-mlogloss:0.59491
[313]	train-mlogloss:0.64668	validation-mlogloss:0.59436
[314]	train-mlogloss:0.64616	validation-mlogloss:0.59380
[315]	train-mlogloss:0.64567	validation-mlogloss:0.59323
[316]	train-mlogloss:0.64519	validation-mlogloss:0.59269
[317]	train-mlogloss:0.64471	validation-mlogloss:0.59215
[318]	train-mlogloss:0.64425	validation-mlogloss:0.59170
[319]	train-mlogloss:0.64379	validation-mlogloss:0.59113
[320]	train-mlogloss:0.64325	validation-mlogloss:0.59059
[321]	train-mlogloss:0.64286	validation-mlogloss:0.59010
[322]	train-mlogloss:0.64244	validation-mlogloss:0.58958
[323]	train-mlogloss:0.64196	validation-mlogloss:0.58898
[324]	train-mlogloss:0.64150	validation-mlogloss:0.58843
[325]	train-mlogloss:0.64103	validation-mlogloss:0.58795
[326]	train-mlogloss:0.64058	validation-mlogloss:0.58746
[327]	train-mlogloss:0.64014	validation-mlogloss:0.58692
[328]	train-mlogloss:0.63973	validation-mlogloss:0.58645
[329]	train-mlogloss:0.63934	validation-mlogloss:0.58597
[330]	train-mlogloss:0.63889	validation-mlogloss:0.58548
[331]	train-mlogloss:0.63851	validation-mlogloss:0.58502
[332]	train-mlogloss:0.63814	validation-mlogloss:0.58458
[333]	train-mlogloss:0.63772	validation-mlogloss:0.58412
[334]	train-mlogloss:0.63729	validation-mlogloss:0.58367
[335]	train-mlogloss:0.63688	validation-mlogloss:0.58315
[336]	train-mlogloss:0.63649	validation-mlogloss:0.58268
[337]	train-mlogloss:0.63607	validation-mlogloss:0.58221
[338]	train-mlogloss:0.63569	validation-mlogloss:0.58173
[339]	train-mlogloss:0.63529	validation-mlogloss:0.58130
[340]	train-mlogloss:0.63489	validation-mlogloss:0.58084
[341]	train-mlogloss:0.63447	validation-mlogloss:0.58033
[342]	train-mlogloss:0.63405	validation-mlogloss:0.57991
[343]	train-mlogloss:0.63366	validation-mlogloss:0.57944
[344]	train-mlogloss:0.63328	validation-mlogloss:0.57902
[345]	train-mlogloss:0.63293	validation-mlogloss:0.57854
[346]	train-mlogloss:0.63252	validation-mlogloss:0.57805
[347]	train-mlogloss:0.63212	validation-mlogloss:0.57758
[348]	train-mlogloss:0.63184	validation-mlogloss:0.57726
[349]	train-mlogloss:0.63153	validation-mlogloss:0.57689
[350]	train-mlogloss:0.63110	validation-mlogloss:0.57645
[351]	train-mlogloss:0.63071	validation-mlogloss:0.57599
[352]	train-mlogloss:0.63036	validation-mlogloss:0.57559
[353]	train-mlogloss:0.63000	validation-mlogloss:0.57520
[354]	train-mlogloss:0.62959	validation-mlogloss:0.57470
[355]	train-mlogloss:0.62926	validation-mlogloss:0.57431
[356]	train-mlogloss:0.62886	validation-mlogloss:0.57382
[357]	train-mlogloss:0.62848	validation-mlogloss:0.57336
[358]	train-mlogloss:0.62812	validation-mlogloss:0.57294
[359]	train-mlogloss:0.62780	validation-mlogloss:0.57258
[360]	train-mlogloss:0.62735	validation-mlogloss:0.57210
[361]	train-mlogloss:0.62698	validation-mlogloss:0.57164
[362]	train-mlogloss:0.62655	validation-mlogloss:0.57115
[363]	train-mlogloss:0.62617	validation-mlogloss:0.57072
[364]	train-mlogloss:0.62582	validation-mlogloss:0.57031
[365]	train-mlogloss:0.62556	validation-mlogloss:0.56999
[366]	train-mlogloss:0.62522	validation-mlogloss:0.56961
[367]	train-mlogloss:0.62486	validation-mlogloss:0.56920
[368]	train-mlogloss:0.62450	validation-mlogloss:0.56877
[369]	train-mlogloss:0.62417	validation-mlogloss:0.56842
[370]	train-mlogloss:0.62379	validation-mlogloss:0.56798
[371]	train-mlogloss:0.62339	validation-mlogloss:0.56754
[372]	train-mlogloss:0.62306	validation-mlogloss:0.56717
[373]	train-mlogloss:0.62276	validation-mlogloss:0.56681
[374]	train-mlogloss:0.62243	validation-mlogloss:0.56645
[375]	train-mlogloss:0.62217	validation-mlogloss:0.56613
[376]	train-mlogloss:0.62179	validation-mlogloss:0.56570
[377]	train-mlogloss:0.62148	validation-mlogloss:0.56531
[378]	train-mlogloss:0.62124	validation-mlogloss:0.56501
[379]	train-mlogloss:0.62097	validation-mlogloss:0.56468
[380]	train-mlogloss:0.62068	validation-mlogloss:0.56438
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 1 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.31 [%]
Global accuracy score (test) = 76.09 [%]
Global F1 score (train) = 75.46 [%]
Global F1 score (test) = 76.92 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.57      0.62      0.60       350
MODERATE-INTENSITY       0.58      0.59      0.59       350
         SEDENTARY       0.99      0.94      0.96       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.76      1372
         macro avg       0.78      0.76      0.77      1372
      weighted avg       0.77      0.76      0.77      1372


Accuracy capturado en la ejecución 20: 76.09 [%]
F1-score capturado en la ejecución 20: 76.92 [%]

=== EJECUCIÓN 21 ===

--- TRAIN (ejecución 21) ---

--- TEST (ejecución 21) ---
2025-11-06 16:29:21.209172: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:29:21.220413: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442961.233457 1483041 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442961.237480 1483041 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442961.247233 1483041 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442961.247252 1483041 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442961.247254 1483041 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442961.247255 1483041 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:29:21.250254: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37815	validation-mlogloss:1.37785
[1]	train-mlogloss:1.37005	validation-mlogloss:1.36946
[2]	train-mlogloss:1.36215	validation-mlogloss:1.36125
[3]	train-mlogloss:1.35432	validation-mlogloss:1.35305
[4]	train-mlogloss:1.34659	validation-mlogloss:1.34503
[5]	train-mlogloss:1.33899	validation-mlogloss:1.33697
[6]	train-mlogloss:1.33156	validation-mlogloss:1.32926
[7]	train-mlogloss:1.32419	validation-mlogloss:1.32152
[8]	train-mlogloss:1.31692	validation-mlogloss:1.31383
[9]	train-mlogloss:1.30979	validation-mlogloss:1.30632
[10]	train-mlogloss:1.30267	validation-mlogloss:1.29882
[11]	train-mlogloss:1.29565	validation-mlogloss:1.29141
[12]	train-mlogloss:1.28877	validation-mlogloss:1.28428
[13]	train-mlogloss:1.28193	validation-mlogloss:1.27712
[14]	train-mlogloss:1.27519	validation-mlogloss:1.26997
[15]	train-mlogloss:1.26862	validation-mlogloss:1.26310
[16]	train-mlogloss:1.26210	validation-mlogloss:1.25628
[17]	train-mlogloss:1.25565	validation-mlogloss:1.24941
[18]	train-mlogloss:1.24923	validation-mlogloss:1.24270
[19]	train-mlogloss:1.24288	validation-mlogloss:1.23597
[20]	train-mlogloss:1.23660	validation-mlogloss:1.22945
[21]	train-mlogloss:1.23044	validation-mlogloss:1.22299
[22]	train-mlogloss:1.22435	validation-mlogloss:1.21662
[23]	train-mlogloss:1.21847	validation-mlogloss:1.21040
[24]	train-mlogloss:1.21256	validation-mlogloss:1.20421
[25]	train-mlogloss:1.20673	validation-mlogloss:1.19818
[26]	train-mlogloss:1.20093	validation-mlogloss:1.19200
[27]	train-mlogloss:1.19524	validation-mlogloss:1.18612
[28]	train-mlogloss:1.18967	validation-mlogloss:1.18031
[29]	train-mlogloss:1.18405	validation-mlogloss:1.17433
[30]	train-mlogloss:1.17854	validation-mlogloss:1.16847
[31]	train-mlogloss:1.17315	validation-mlogloss:1.16285
[32]	train-mlogloss:1.16779	validation-mlogloss:1.15721
[33]	train-mlogloss:1.16248	validation-mlogloss:1.15154
[34]	train-mlogloss:1.15731	validation-mlogloss:1.14618
[35]	train-mlogloss:1.15213	validation-mlogloss:1.14067
[36]	train-mlogloss:1.14694	validation-mlogloss:1.13503
[37]	train-mlogloss:1.14183	validation-mlogloss:1.12974
[38]	train-mlogloss:1.13669	validation-mlogloss:1.12450
[39]	train-mlogloss:1.13166	validation-mlogloss:1.11945
[40]	train-mlogloss:1.12659	validation-mlogloss:1.11422
[41]	train-mlogloss:1.12183	validation-mlogloss:1.10915
[42]	train-mlogloss:1.11713	validation-mlogloss:1.10409
[43]	train-mlogloss:1.11222	validation-mlogloss:1.09907
[44]	train-mlogloss:1.10760	validation-mlogloss:1.09431
[45]	train-mlogloss:1.10280	validation-mlogloss:1.08926
[46]	train-mlogloss:1.09824	validation-mlogloss:1.08450
[47]	train-mlogloss:1.09355	validation-mlogloss:1.07959
[48]	train-mlogloss:1.08896	validation-mlogloss:1.07490
[49]	train-mlogloss:1.08445	validation-mlogloss:1.07031
[50]	train-mlogloss:1.07999	validation-mlogloss:1.06570
[51]	train-mlogloss:1.07550	validation-mlogloss:1.06107
[52]	train-mlogloss:1.07106	validation-mlogloss:1.05640
[53]	train-mlogloss:1.06671	validation-mlogloss:1.05190
[54]	train-mlogloss:1.06251	validation-mlogloss:1.04737
[55]	train-mlogloss:1.05825	validation-mlogloss:1.04291
[56]	train-mlogloss:1.05396	validation-mlogloss:1.03844
[57]	train-mlogloss:1.04979	validation-mlogloss:1.03410
[58]	train-mlogloss:1.04565	validation-mlogloss:1.02975
[59]	train-mlogloss:1.04158	validation-mlogloss:1.02550
[60]	train-mlogloss:1.03757	validation-mlogloss:1.02147
[61]	train-mlogloss:1.03359	validation-mlogloss:1.01736
[62]	train-mlogloss:1.02963	validation-mlogloss:1.01327
[63]	train-mlogloss:1.02576	validation-mlogloss:1.00921
[64]	train-mlogloss:1.02190	validation-mlogloss:1.00515
[65]	train-mlogloss:1.01804	validation-mlogloss:1.00114
[66]	train-mlogloss:1.01423	validation-mlogloss:0.99707
[67]	train-mlogloss:1.01061	validation-mlogloss:0.99322
[68]	train-mlogloss:1.00692	validation-mlogloss:0.98934
[69]	train-mlogloss:1.00326	validation-mlogloss:0.98552
[70]	train-mlogloss:0.99968	validation-mlogloss:0.98179
[71]	train-mlogloss:0.99613	validation-mlogloss:0.97814
[72]	train-mlogloss:0.99269	validation-mlogloss:0.97455
[73]	train-mlogloss:0.98931	validation-mlogloss:0.97102
[74]	train-mlogloss:0.98583	validation-mlogloss:0.96738
[75]	train-mlogloss:0.98239	validation-mlogloss:0.96383
[76]	train-mlogloss:0.97903	validation-mlogloss:0.96031
[77]	train-mlogloss:0.97571	validation-mlogloss:0.95681
[78]	train-mlogloss:0.97233	validation-mlogloss:0.95325
[79]	train-mlogloss:0.96905	validation-mlogloss:0.94987
[80]	train-mlogloss:0.96576	validation-mlogloss:0.94640
[81]	train-mlogloss:0.96255	validation-mlogloss:0.94312
[82]	train-mlogloss:0.95937	validation-mlogloss:0.93978
[83]	train-mlogloss:0.95616	validation-mlogloss:0.93645
[84]	train-mlogloss:0.95304	validation-mlogloss:0.93322
[85]	train-mlogloss:0.94997	validation-mlogloss:0.93002
[86]	train-mlogloss:0.94695	validation-mlogloss:0.92684
[87]	train-mlogloss:0.94389	validation-mlogloss:0.92359
[88]	train-mlogloss:0.94085	validation-mlogloss:0.92039
[89]	train-mlogloss:0.93772	validation-mlogloss:0.91701
[90]	train-mlogloss:0.93484	validation-mlogloss:0.91388
[91]	train-mlogloss:0.93187	validation-mlogloss:0.91074
[92]	train-mlogloss:0.92901	validation-mlogloss:0.90777
[93]	train-mlogloss:0.92600	validation-mlogloss:0.90455
[94]	train-mlogloss:0.92324	validation-mlogloss:0.90170
[95]	train-mlogloss:0.92037	validation-mlogloss:0.89866
[96]	train-mlogloss:0.91755	validation-mlogloss:0.89566
[97]	train-mlogloss:0.91481	validation-mlogloss:0.89286
[98]	train-mlogloss:0.91198	validation-mlogloss:0.88984
[99]	train-mlogloss:0.90931	validation-mlogloss:0.88704
[100]	train-mlogloss:0.90646	validation-mlogloss:0.88398
[101]	train-mlogloss:0.90389	validation-mlogloss:0.88134
[102]	train-mlogloss:0.90122	validation-mlogloss:0.87849
[103]	train-mlogloss:0.89843	validation-mlogloss:0.87547
[104]	train-mlogloss:0.89589	validation-mlogloss:0.87280
[105]	train-mlogloss:0.89333	validation-mlogloss:0.87011
[106]	train-mlogloss:0.89081	validation-mlogloss:0.86744
[107]	train-mlogloss:0.88819	validation-mlogloss:0.86466
[108]	train-mlogloss:0.88565	validation-mlogloss:0.86193
[109]	train-mlogloss:0.88311	validation-mlogloss:0.85933
[110]	train-mlogloss:0.88065	validation-mlogloss:0.85663
[111]	train-mlogloss:0.87809	validation-mlogloss:0.85383
[112]	train-mlogloss:0.87580	validation-mlogloss:0.85141
[113]	train-mlogloss:0.87327	validation-mlogloss:0.84871
[114]	train-mlogloss:0.87091	validation-mlogloss:0.84617
[115]	train-mlogloss:0.86867	validation-mlogloss:0.84380
[116]	train-mlogloss:0.86632	validation-mlogloss:0.84122
[117]	train-mlogloss:0.86405	validation-mlogloss:0.83881
[118]	train-mlogloss:0.86167	validation-mlogloss:0.83616
[119]	train-mlogloss:0.85935	validation-mlogloss:0.83361
[120]	train-mlogloss:0.85717	validation-mlogloss:0.83130
[121]	train-mlogloss:0.85489	validation-mlogloss:0.82887
[122]	train-mlogloss:0.85260	validation-mlogloss:0.82635
[123]	train-mlogloss:0.85047	validation-mlogloss:0.82412
[124]	train-mlogloss:0.84830	validation-mlogloss:0.82176
[125]	train-mlogloss:0.84631	validation-mlogloss:0.81954
[126]	train-mlogloss:0.84416	validation-mlogloss:0.81719
[127]	train-mlogloss:0.84210	validation-mlogloss:0.81496
[128]	train-mlogloss:0.83996	validation-mlogloss:0.81262
[129]	train-mlogloss:0.83782	validation-mlogloss:0.81022
[130]	train-mlogloss:0.83583	validation-mlogloss:0.80815
[131]	train-mlogloss:0.83386	validation-mlogloss:0.80613
[132]	train-mlogloss:0.83186	validation-mlogloss:0.80399
[133]	train-mlogloss:0.82999	validation-mlogloss:0.80193
[134]	train-mlogloss:0.82807	validation-mlogloss:0.79987
[135]	train-mlogloss:0.82607	validation-mlogloss:0.79772
[136]	train-mlogloss:0.82413	validation-mlogloss:0.79553
[137]	train-mlogloss:0.82222	validation-mlogloss:0.79342
[138]	train-mlogloss:0.82037	validation-mlogloss:0.79141
[139]	train-mlogloss:0.81845	validation-mlogloss:0.78933
[140]	train-mlogloss:0.81656	validation-mlogloss:0.78728
[141]	train-mlogloss:0.81465	validation-mlogloss:0.78521
[142]	train-mlogloss:0.81274	validation-mlogloss:0.78309
[143]	train-mlogloss:0.81082	validation-mlogloss:0.78100
[144]	train-mlogloss:0.80910	validation-mlogloss:0.77917
[145]	train-mlogloss:0.80739	validation-mlogloss:0.77738
[146]	train-mlogloss:0.80562	validation-mlogloss:0.77546
[147]	train-mlogloss:0.80385	validation-mlogloss:0.77349
[148]	train-mlogloss:0.80211	validation-mlogloss:0.77160
[149]	train-mlogloss:0.80038	validation-mlogloss:0.76959
[150]	train-mlogloss:0.79867	validation-mlogloss:0.76771
[151]	train-mlogloss:0.79701	validation-mlogloss:0.76586
[152]	train-mlogloss:0.79533	validation-mlogloss:0.76402
[153]	train-mlogloss:0.79362	validation-mlogloss:0.76210
[154]	train-mlogloss:0.79194	validation-mlogloss:0.76032
[155]	train-mlogloss:0.79024	validation-mlogloss:0.75842
[156]	train-mlogloss:0.78869	validation-mlogloss:0.75679
[157]	train-mlogloss:0.78711	validation-mlogloss:0.75503
[158]	train-mlogloss:0.78548	validation-mlogloss:0.75317
[159]	train-mlogloss:0.78391	validation-mlogloss:0.75141
[160]	train-mlogloss:0.78232	validation-mlogloss:0.74956
[161]	train-mlogloss:0.78076	validation-mlogloss:0.74782
[162]	train-mlogloss:0.77924	validation-mlogloss:0.74614
[163]	train-mlogloss:0.77767	validation-mlogloss:0.74443
[164]	train-mlogloss:0.77614	validation-mlogloss:0.74271
[165]	train-mlogloss:0.77461	validation-mlogloss:0.74112
[166]	train-mlogloss:0.77317	validation-mlogloss:0.73948
[167]	train-mlogloss:0.77167	validation-mlogloss:0.73786
[168]	train-mlogloss:0.77018	validation-mlogloss:0.73620
[169]	train-mlogloss:0.76876	validation-mlogloss:0.73463
[170]	train-mlogloss:0.76724	validation-mlogloss:0.73294
[171]	train-mlogloss:0.76586	validation-mlogloss:0.73143
[172]	train-mlogloss:0.76439	validation-mlogloss:0.72981
[173]	train-mlogloss:0.76301	validation-mlogloss:0.72824
[174]	train-mlogloss:0.76167	validation-mlogloss:0.72670
[175]	train-mlogloss:0.76032	validation-mlogloss:0.72517
[176]	train-mlogloss:0.75890	validation-mlogloss:0.72360
[177]	train-mlogloss:0.75751	validation-mlogloss:0.72207
[178]	train-mlogloss:0.75619	validation-mlogloss:0.72053
[179]	train-mlogloss:0.75481	validation-mlogloss:0.71902
[180]	train-mlogloss:0.75345	validation-mlogloss:0.71749
[181]	train-mlogloss:0.75206	validation-mlogloss:0.71593
[182]	train-mlogloss:0.75077	validation-mlogloss:0.71453
[183]	train-mlogloss:0.74948	validation-mlogloss:0.71313
[184]	train-mlogloss:0.74818	validation-mlogloss:0.71162
[185]	train-mlogloss:0.74688	validation-mlogloss:0.71014
[186]	train-mlogloss:0.74567	validation-mlogloss:0.70880
[187]	train-mlogloss:0.74438	validation-mlogloss:0.70744
[188]	train-mlogloss:0.74311	validation-mlogloss:0.70605
[189]	train-mlogloss:0.74190	validation-mlogloss:0.70468
[190]	train-mlogloss:0.74066	validation-mlogloss:0.70323
[191]	train-mlogloss:0.73949	validation-mlogloss:0.70204
[192]	train-mlogloss:0.73835	validation-mlogloss:0.70076
[193]	train-mlogloss:0.73722	validation-mlogloss:0.69955
[194]	train-mlogloss:0.73596	validation-mlogloss:0.69813
[195]	train-mlogloss:0.73480	validation-mlogloss:0.69681
[196]	train-mlogloss:0.73365	validation-mlogloss:0.69550
[197]	train-mlogloss:0.73247	validation-mlogloss:0.69410
[198]	train-mlogloss:0.73128	validation-mlogloss:0.69280
[199]	train-mlogloss:0.73011	validation-mlogloss:0.69144
[200]	train-mlogloss:0.72900	validation-mlogloss:0.69014
[201]	train-mlogloss:0.72794	validation-mlogloss:0.68891
[202]	train-mlogloss:0.72689	validation-mlogloss:0.68776
[203]	train-mlogloss:0.72588	validation-mlogloss:0.68664
[204]	train-mlogloss:0.72481	validation-mlogloss:0.68537
[205]	train-mlogloss:0.72380	validation-mlogloss:0.68414
[206]	train-mlogloss:0.72270	validation-mlogloss:0.68295
[207]	train-mlogloss:0.72162	validation-mlogloss:0.68172
[208]	train-mlogloss:0.72061	validation-mlogloss:0.68055
[209]	train-mlogloss:0.71958	validation-mlogloss:0.67937
[210]	train-mlogloss:0.71865	validation-mlogloss:0.67834
[211]	train-mlogloss:0.71755	validation-mlogloss:0.67712
[212]	train-mlogloss:0.71652	validation-mlogloss:0.67598
[213]	train-mlogloss:0.71554	validation-mlogloss:0.67487
[214]	train-mlogloss:0.71456	validation-mlogloss:0.67380
[215]	train-mlogloss:0.71365	validation-mlogloss:0.67270
[216]	train-mlogloss:0.71266	validation-mlogloss:0.67156
[217]	train-mlogloss:0.71164	validation-mlogloss:0.67036
[218]	train-mlogloss:0.71064	validation-mlogloss:0.66922
[219]	train-mlogloss:0.70968	validation-mlogloss:0.66820
[220]	train-mlogloss:0.70883	validation-mlogloss:0.66722
[221]	train-mlogloss:0.70786	validation-mlogloss:0.66609
[222]	train-mlogloss:0.70690	validation-mlogloss:0.66496
[223]	train-mlogloss:0.70592	validation-mlogloss:0.66391
[224]	train-mlogloss:0.70489	validation-mlogloss:0.66275
[225]	train-mlogloss:0.70397	validation-mlogloss:0.66166
[226]	train-mlogloss:0.70298	validation-mlogloss:0.66056
[227]	train-mlogloss:0.70203	validation-mlogloss:0.65949
[228]	train-mlogloss:0.70114	validation-mlogloss:0.65852
[229]	train-mlogloss:0.70023	validation-mlogloss:0.65754
[230]	train-mlogloss:0.69933	validation-mlogloss:0.65653
[231]	train-mlogloss:0.69845	validation-mlogloss:0.65559
[232]	train-mlogloss:0.69762	validation-mlogloss:0.65463
[233]	train-mlogloss:0.69675	validation-mlogloss:0.65357
[234]	train-mlogloss:0.69583	validation-mlogloss:0.65253
[235]	train-mlogloss:0.69498	validation-mlogloss:0.65152
[236]	train-mlogloss:0.69418	validation-mlogloss:0.65058
[237]	train-mlogloss:0.69342	validation-mlogloss:0.64974
[238]	train-mlogloss:0.69263	validation-mlogloss:0.64885
[239]	train-mlogloss:0.69183	validation-mlogloss:0.64789
[240]	train-mlogloss:0.69108	validation-mlogloss:0.64702
[241]	train-mlogloss:0.69023	validation-mlogloss:0.64615
[242]	train-mlogloss:0.68944	validation-mlogloss:0.64523
[243]	train-mlogloss:0.68869	validation-mlogloss:0.64434
[244]	train-mlogloss:0.68787	validation-mlogloss:0.64343
[245]	train-mlogloss:0.68694	validation-mlogloss:0.64239
[246]	train-mlogloss:0.68612	validation-mlogloss:0.64143
[247]	train-mlogloss:0.68542	validation-mlogloss:0.64062
[248]	train-mlogloss:0.68471	validation-mlogloss:0.63978
[249]	train-mlogloss:0.68395	validation-mlogloss:0.63896
[250]	train-mlogloss:0.68315	validation-mlogloss:0.63806
[251]	train-mlogloss:0.68241	validation-mlogloss:0.63719
[252]	train-mlogloss:0.68166	validation-mlogloss:0.63630
[253]	train-mlogloss:0.68086	validation-mlogloss:0.63537
[254]	train-mlogloss:0.68017	validation-mlogloss:0.63454
[255]	train-mlogloss:0.67943	validation-mlogloss:0.63365
[256]	train-mlogloss:0.67865	validation-mlogloss:0.63285
[257]	train-mlogloss:0.67801	validation-mlogloss:0.63217
[258]	train-mlogloss:0.67723	validation-mlogloss:0.63131
[259]	train-mlogloss:0.67655	validation-mlogloss:0.63052
[260]	train-mlogloss:0.67585	validation-mlogloss:0.62969
[261]	train-mlogloss:0.67509	validation-mlogloss:0.62884
[262]	train-mlogloss:0.67436	validation-mlogloss:0.62798
[263]	train-mlogloss:0.67376	validation-mlogloss:0.62726
[264]	train-mlogloss:0.67313	validation-mlogloss:0.62651
[265]	train-mlogloss:0.67243	validation-mlogloss:0.62579
[266]	train-mlogloss:0.67176	validation-mlogloss:0.62503
[267]	train-mlogloss:0.67108	validation-mlogloss:0.62425
[268]	train-mlogloss:0.67030	validation-mlogloss:0.62339
[269]	train-mlogloss:0.66961	validation-mlogloss:0.62260
[270]	train-mlogloss:0.66893	validation-mlogloss:0.62182
[271]	train-mlogloss:0.66826	validation-mlogloss:0.62107
[272]	train-mlogloss:0.66766	validation-mlogloss:0.62043
[273]	train-mlogloss:0.66699	validation-mlogloss:0.61962
[274]	train-mlogloss:0.66634	validation-mlogloss:0.61889
[275]	train-mlogloss:0.66571	validation-mlogloss:0.61816
[276]	train-mlogloss:0.66506	validation-mlogloss:0.61742
[277]	train-mlogloss:0.66442	validation-mlogloss:0.61667
[278]	train-mlogloss:0.66387	validation-mlogloss:0.61599
[279]	train-mlogloss:0.66322	validation-mlogloss:0.61531
[280]	train-mlogloss:0.66254	validation-mlogloss:0.61446
[281]	train-mlogloss:0.66186	validation-mlogloss:0.61370
[282]	train-mlogloss:0.66123	validation-mlogloss:0.61296
[283]	train-mlogloss:0.66056	validation-mlogloss:0.61221
[284]	train-mlogloss:0.65996	validation-mlogloss:0.61157
[285]	train-mlogloss:0.65935	validation-mlogloss:0.61088
[286]	train-mlogloss:0.65875	validation-mlogloss:0.61017
[287]	train-mlogloss:0.65810	validation-mlogloss:0.60939
[288]	train-mlogloss:0.65751	validation-mlogloss:0.60871
[289]	train-mlogloss:0.65697	validation-mlogloss:0.60805
[290]	train-mlogloss:0.65643	validation-mlogloss:0.60742
[291]	train-mlogloss:0.65588	validation-mlogloss:0.60677
[292]	train-mlogloss:0.65529	validation-mlogloss:0.60610
[293]	train-mlogloss:0.65472	validation-mlogloss:0.60543
[294]	train-mlogloss:0.65416	validation-mlogloss:0.60473
[295]	train-mlogloss:0.65359	validation-mlogloss:0.60409
[296]	train-mlogloss:0.65303	validation-mlogloss:0.60344
[297]	train-mlogloss:0.65248	validation-mlogloss:0.60273
[298]	train-mlogloss:0.65192	validation-mlogloss:0.60209
[299]	train-mlogloss:0.65131	validation-mlogloss:0.60140
[300]	train-mlogloss:0.65074	validation-mlogloss:0.60073
[301]	train-mlogloss:0.65018	validation-mlogloss:0.60011
[302]	train-mlogloss:0.64968	validation-mlogloss:0.59954
[303]	train-mlogloss:0.64923	validation-mlogloss:0.59899
[304]	train-mlogloss:0.64874	validation-mlogloss:0.59839
[305]	train-mlogloss:0.64826	validation-mlogloss:0.59786
[306]	train-mlogloss:0.64777	validation-mlogloss:0.59729
[307]	train-mlogloss:0.64727	validation-mlogloss:0.59672
[308]	train-mlogloss:0.64673	validation-mlogloss:0.59615
[309]	train-mlogloss:0.64607	validation-mlogloss:0.59541
[310]	train-mlogloss:0.64561	validation-mlogloss:0.59487
[311]	train-mlogloss:0.64508	validation-mlogloss:0.59426
[312]	train-mlogloss:0.64457	validation-mlogloss:0.59370
[313]	train-mlogloss:0.64403	validation-mlogloss:0.59306
[314]	train-mlogloss:0.64355	validation-mlogloss:0.59248
[315]	train-mlogloss:0.64306	validation-mlogloss:0.59192
[316]	train-mlogloss:0.64259	validation-mlogloss:0.59134
[317]	train-mlogloss:0.64208	validation-mlogloss:0.59077
[318]	train-mlogloss:0.64173	validation-mlogloss:0.59034
[319]	train-mlogloss:0.64119	validation-mlogloss:0.58975
[320]	train-mlogloss:0.64074	validation-mlogloss:0.58926
[321]	train-mlogloss:0.64025	validation-mlogloss:0.58873
[322]	train-mlogloss:0.63978	validation-mlogloss:0.58816
[323]	train-mlogloss:0.63932	validation-mlogloss:0.58760
[324]	train-mlogloss:0.63882	validation-mlogloss:0.58700
[325]	train-mlogloss:0.63840	validation-mlogloss:0.58647
[326]	train-mlogloss:0.63792	validation-mlogloss:0.58592
[327]	train-mlogloss:0.63749	validation-mlogloss:0.58538
[328]	train-mlogloss:0.63705	validation-mlogloss:0.58485
[329]	train-mlogloss:0.63663	validation-mlogloss:0.58438
[330]	train-mlogloss:0.63620	validation-mlogloss:0.58390
[331]	train-mlogloss:0.63575	validation-mlogloss:0.58339
[332]	train-mlogloss:0.63531	validation-mlogloss:0.58291
[333]	train-mlogloss:0.63486	validation-mlogloss:0.58243
[334]	train-mlogloss:0.63444	validation-mlogloss:0.58190
[335]	train-mlogloss:0.63401	validation-mlogloss:0.58138
[336]	train-mlogloss:0.63359	validation-mlogloss:0.58094
[337]	train-mlogloss:0.63313	validation-mlogloss:0.58045
[338]	train-mlogloss:0.63265	validation-mlogloss:0.57991
[339]	train-mlogloss:0.63227	validation-mlogloss:0.57951
[340]	train-mlogloss:0.63185	validation-mlogloss:0.57902
[341]	train-mlogloss:0.63144	validation-mlogloss:0.57859
[342]	train-mlogloss:0.63098	validation-mlogloss:0.57810
[343]	train-mlogloss:0.63064	validation-mlogloss:0.57767
[344]	train-mlogloss:0.63020	validation-mlogloss:0.57715
[345]	train-mlogloss:0.62979	validation-mlogloss:0.57669
[346]	train-mlogloss:0.62941	validation-mlogloss:0.57625
[347]	train-mlogloss:0.62906	validation-mlogloss:0.57588
[348]	train-mlogloss:0.62866	validation-mlogloss:0.57536
[349]	train-mlogloss:0.62829	validation-mlogloss:0.57498
[350]	train-mlogloss:0.62791	validation-mlogloss:0.57449
[351]	train-mlogloss:0.62744	validation-mlogloss:0.57395
[352]	train-mlogloss:0.62708	validation-mlogloss:0.57354
[353]	train-mlogloss:0.62679	validation-mlogloss:0.57316
[354]	train-mlogloss:0.62638	validation-mlogloss:0.57265
[355]	train-mlogloss:0.62602	validation-mlogloss:0.57222
[356]	train-mlogloss:0.62566	validation-mlogloss:0.57178
[357]	train-mlogloss:0.62534	validation-mlogloss:0.57143
[358]	train-mlogloss:0.62502	validation-mlogloss:0.57105
[359]	train-mlogloss:0.62469	validation-mlogloss:0.57063
[360]	train-mlogloss:0.62435	validation-mlogloss:0.57023
[361]	train-mlogloss:0.62392	validation-mlogloss:0.56975
[362]	train-mlogloss:0.62357	validation-mlogloss:0.56935
[363]	train-mlogloss:0.62318	validation-mlogloss:0.56886
[364]	train-mlogloss:0.62280	validation-mlogloss:0.56844
[365]	train-mlogloss:0.62248	validation-mlogloss:0.56810
[366]	train-mlogloss:0.62215	validation-mlogloss:0.56775
[367]	train-mlogloss:0.62176	validation-mlogloss:0.56726
[368]	train-mlogloss:0.62146	validation-mlogloss:0.56689
[369]	train-mlogloss:0.62119	validation-mlogloss:0.56655
[370]	train-mlogloss:0.62086	validation-mlogloss:0.56619
[371]	train-mlogloss:0.62052	validation-mlogloss:0.56583
[372]	train-mlogloss:0.62018	validation-mlogloss:0.56542
[373]	train-mlogloss:0.61994	validation-mlogloss:0.56517
[374]	train-mlogloss:0.61964	validation-mlogloss:0.56482
[375]	train-mlogloss:0.61940	validation-mlogloss:0.56452
[376]	train-mlogloss:0.61914	validation-mlogloss:0.56423
[377]	train-mlogloss:0.61879	validation-mlogloss:0.56377
[378]	train-mlogloss:0.61855	validation-mlogloss:0.56354
[379]	train-mlogloss:0.61824	validation-mlogloss:0.56316
[380]	train-mlogloss:0.61800	validation-mlogloss:0.56291
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 1]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.98 [%]
Global accuracy score (test) = 77.55 [%]
Global F1 score (train) = 75.07 [%]
Global F1 score (test) = 78.27 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.59      0.60       350
MODERATE-INTENSITY       0.59      0.68      0.63       350
         SEDENTARY       0.99      0.96      0.97       350
VIGOROUS-INTENSITY       0.97      0.89      0.93       322

          accuracy                           0.78      1372
         macro avg       0.79      0.78      0.78      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 21: 77.55 [%]
F1-score capturado en la ejecución 21: 78.27 [%]

=== EJECUCIÓN 22 ===

--- TRAIN (ejecución 22) ---

--- TEST (ejecución 22) ---
2025-11-06 16:29:32.627159: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:29:32.638407: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442972.651331 1483297 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442972.655400 1483297 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442972.665269 1483297 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442972.665288 1483297 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442972.665290 1483297 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442972.665292 1483297 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:29:32.668391: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37831	validation-mlogloss:1.37803
[1]	train-mlogloss:1.37035	validation-mlogloss:1.36956
[2]	train-mlogloss:1.36246	validation-mlogloss:1.36126
[3]	train-mlogloss:1.35484	validation-mlogloss:1.35329
[4]	train-mlogloss:1.34729	validation-mlogloss:1.34540
[5]	train-mlogloss:1.33987	validation-mlogloss:1.33764
[6]	train-mlogloss:1.33243	validation-mlogloss:1.32978
[7]	train-mlogloss:1.32529	validation-mlogloss:1.32239
[8]	train-mlogloss:1.31813	validation-mlogloss:1.31489
[9]	train-mlogloss:1.31100	validation-mlogloss:1.30737
[10]	train-mlogloss:1.30408	validation-mlogloss:1.30022
[11]	train-mlogloss:1.29715	validation-mlogloss:1.29300
[12]	train-mlogloss:1.29026	validation-mlogloss:1.28574
[13]	train-mlogloss:1.28351	validation-mlogloss:1.27862
[14]	train-mlogloss:1.27684	validation-mlogloss:1.27166
[15]	train-mlogloss:1.27035	validation-mlogloss:1.26487
[16]	train-mlogloss:1.26380	validation-mlogloss:1.25794
[17]	train-mlogloss:1.25740	validation-mlogloss:1.25133
[18]	train-mlogloss:1.25108	validation-mlogloss:1.24466
[19]	train-mlogloss:1.24490	validation-mlogloss:1.23823
[20]	train-mlogloss:1.23875	validation-mlogloss:1.23168
[21]	train-mlogloss:1.23262	validation-mlogloss:1.22513
[22]	train-mlogloss:1.22657	validation-mlogloss:1.21862
[23]	train-mlogloss:1.22070	validation-mlogloss:1.21252
[24]	train-mlogloss:1.21484	validation-mlogloss:1.20626
[25]	train-mlogloss:1.20903	validation-mlogloss:1.20011
[26]	train-mlogloss:1.20336	validation-mlogloss:1.19412
[27]	train-mlogloss:1.19771	validation-mlogloss:1.18819
[28]	train-mlogloss:1.19217	validation-mlogloss:1.18219
[29]	train-mlogloss:1.18666	validation-mlogloss:1.17636
[30]	train-mlogloss:1.18122	validation-mlogloss:1.17065
[31]	train-mlogloss:1.17587	validation-mlogloss:1.16499
[32]	train-mlogloss:1.17062	validation-mlogloss:1.15941
[33]	train-mlogloss:1.16539	validation-mlogloss:1.15391
[34]	train-mlogloss:1.16019	validation-mlogloss:1.14842
[35]	train-mlogloss:1.15506	validation-mlogloss:1.14307
[36]	train-mlogloss:1.14998	validation-mlogloss:1.13774
[37]	train-mlogloss:1.14505	validation-mlogloss:1.13255
[38]	train-mlogloss:1.14006	validation-mlogloss:1.12737
[39]	train-mlogloss:1.13517	validation-mlogloss:1.12215
[40]	train-mlogloss:1.13016	validation-mlogloss:1.11690
[41]	train-mlogloss:1.12540	validation-mlogloss:1.11183
[42]	train-mlogloss:1.12064	validation-mlogloss:1.10682
[43]	train-mlogloss:1.11580	validation-mlogloss:1.10176
[44]	train-mlogloss:1.11099	validation-mlogloss:1.09672
[45]	train-mlogloss:1.10652	validation-mlogloss:1.09191
[46]	train-mlogloss:1.10200	validation-mlogloss:1.08714
[47]	train-mlogloss:1.09735	validation-mlogloss:1.08224
[48]	train-mlogloss:1.09279	validation-mlogloss:1.07740
[49]	train-mlogloss:1.08841	validation-mlogloss:1.07278
[50]	train-mlogloss:1.08392	validation-mlogloss:1.06810
[51]	train-mlogloss:1.07961	validation-mlogloss:1.06362
[52]	train-mlogloss:1.07538	validation-mlogloss:1.05908
[53]	train-mlogloss:1.07126	validation-mlogloss:1.05476
[54]	train-mlogloss:1.06698	validation-mlogloss:1.05027
[55]	train-mlogloss:1.06289	validation-mlogloss:1.04601
[56]	train-mlogloss:1.05887	validation-mlogloss:1.04181
[57]	train-mlogloss:1.05480	validation-mlogloss:1.03750
[58]	train-mlogloss:1.05068	validation-mlogloss:1.03323
[59]	train-mlogloss:1.04675	validation-mlogloss:1.02895
[60]	train-mlogloss:1.04274	validation-mlogloss:1.02483
[61]	train-mlogloss:1.03885	validation-mlogloss:1.02075
[62]	train-mlogloss:1.03499	validation-mlogloss:1.01673
[63]	train-mlogloss:1.03110	validation-mlogloss:1.01264
[64]	train-mlogloss:1.02722	validation-mlogloss:1.00864
[65]	train-mlogloss:1.02351	validation-mlogloss:1.00475
[66]	train-mlogloss:1.01975	validation-mlogloss:1.00078
[67]	train-mlogloss:1.01606	validation-mlogloss:0.99693
[68]	train-mlogloss:1.01243	validation-mlogloss:0.99320
[69]	train-mlogloss:1.00879	validation-mlogloss:0.98945
[70]	train-mlogloss:1.00520	validation-mlogloss:0.98569
[71]	train-mlogloss:1.00166	validation-mlogloss:0.98198
[72]	train-mlogloss:0.99821	validation-mlogloss:0.97839
[73]	train-mlogloss:0.99477	validation-mlogloss:0.97472
[74]	train-mlogloss:0.99143	validation-mlogloss:0.97111
[75]	train-mlogloss:0.98808	validation-mlogloss:0.96765
[76]	train-mlogloss:0.98464	validation-mlogloss:0.96397
[77]	train-mlogloss:0.98133	validation-mlogloss:0.96048
[78]	train-mlogloss:0.97805	validation-mlogloss:0.95700
[79]	train-mlogloss:0.97473	validation-mlogloss:0.95352
[80]	train-mlogloss:0.97149	validation-mlogloss:0.95017
[81]	train-mlogloss:0.96836	validation-mlogloss:0.94687
[82]	train-mlogloss:0.96518	validation-mlogloss:0.94355
[83]	train-mlogloss:0.96205	validation-mlogloss:0.94022
[84]	train-mlogloss:0.95896	validation-mlogloss:0.93690
[85]	train-mlogloss:0.95596	validation-mlogloss:0.93370
[86]	train-mlogloss:0.95289	validation-mlogloss:0.93050
[87]	train-mlogloss:0.94981	validation-mlogloss:0.92730
[88]	train-mlogloss:0.94682	validation-mlogloss:0.92412
[89]	train-mlogloss:0.94386	validation-mlogloss:0.92097
[90]	train-mlogloss:0.94078	validation-mlogloss:0.91769
[91]	train-mlogloss:0.93789	validation-mlogloss:0.91471
[92]	train-mlogloss:0.93501	validation-mlogloss:0.91171
[93]	train-mlogloss:0.93221	validation-mlogloss:0.90876
[94]	train-mlogloss:0.92928	validation-mlogloss:0.90568
[95]	train-mlogloss:0.92654	validation-mlogloss:0.90282
[96]	train-mlogloss:0.92376	validation-mlogloss:0.89999
[97]	train-mlogloss:0.92101	validation-mlogloss:0.89720
[98]	train-mlogloss:0.91833	validation-mlogloss:0.89438
[99]	train-mlogloss:0.91560	validation-mlogloss:0.89150
[100]	train-mlogloss:0.91298	validation-mlogloss:0.88872
[101]	train-mlogloss:0.91027	validation-mlogloss:0.88582
[102]	train-mlogloss:0.90766	validation-mlogloss:0.88300
[103]	train-mlogloss:0.90504	validation-mlogloss:0.88024
[104]	train-mlogloss:0.90238	validation-mlogloss:0.87738
[105]	train-mlogloss:0.89975	validation-mlogloss:0.87458
[106]	train-mlogloss:0.89724	validation-mlogloss:0.87193
[107]	train-mlogloss:0.89466	validation-mlogloss:0.86910
[108]	train-mlogloss:0.89213	validation-mlogloss:0.86640
[109]	train-mlogloss:0.88970	validation-mlogloss:0.86380
[110]	train-mlogloss:0.88728	validation-mlogloss:0.86128
[111]	train-mlogloss:0.88502	validation-mlogloss:0.85886
[112]	train-mlogloss:0.88256	validation-mlogloss:0.85624
[113]	train-mlogloss:0.88022	validation-mlogloss:0.85379
[114]	train-mlogloss:0.87780	validation-mlogloss:0.85115
[115]	train-mlogloss:0.87553	validation-mlogloss:0.84873
[116]	train-mlogloss:0.87319	validation-mlogloss:0.84625
[117]	train-mlogloss:0.87085	validation-mlogloss:0.84371
[118]	train-mlogloss:0.86859	validation-mlogloss:0.84134
[119]	train-mlogloss:0.86628	validation-mlogloss:0.83889
[120]	train-mlogloss:0.86395	validation-mlogloss:0.83632
[121]	train-mlogloss:0.86170	validation-mlogloss:0.83399
[122]	train-mlogloss:0.85944	validation-mlogloss:0.83155
[123]	train-mlogloss:0.85723	validation-mlogloss:0.82917
[124]	train-mlogloss:0.85515	validation-mlogloss:0.82698
[125]	train-mlogloss:0.85302	validation-mlogloss:0.82468
[126]	train-mlogloss:0.85089	validation-mlogloss:0.82242
[127]	train-mlogloss:0.84878	validation-mlogloss:0.82009
[128]	train-mlogloss:0.84667	validation-mlogloss:0.81776
[129]	train-mlogloss:0.84469	validation-mlogloss:0.81580
[130]	train-mlogloss:0.84275	validation-mlogloss:0.81369
[131]	train-mlogloss:0.84081	validation-mlogloss:0.81166
[132]	train-mlogloss:0.83887	validation-mlogloss:0.80954
[133]	train-mlogloss:0.83687	validation-mlogloss:0.80740
[134]	train-mlogloss:0.83495	validation-mlogloss:0.80541
[135]	train-mlogloss:0.83299	validation-mlogloss:0.80322
[136]	train-mlogloss:0.83103	validation-mlogloss:0.80110
[137]	train-mlogloss:0.82916	validation-mlogloss:0.79910
[138]	train-mlogloss:0.82737	validation-mlogloss:0.79717
[139]	train-mlogloss:0.82552	validation-mlogloss:0.79510
[140]	train-mlogloss:0.82365	validation-mlogloss:0.79311
[141]	train-mlogloss:0.82185	validation-mlogloss:0.79109
[142]	train-mlogloss:0.82000	validation-mlogloss:0.78915
[143]	train-mlogloss:0.81818	validation-mlogloss:0.78716
[144]	train-mlogloss:0.81646	validation-mlogloss:0.78536
[145]	train-mlogloss:0.81464	validation-mlogloss:0.78340
[146]	train-mlogloss:0.81279	validation-mlogloss:0.78134
[147]	train-mlogloss:0.81101	validation-mlogloss:0.77946
[148]	train-mlogloss:0.80937	validation-mlogloss:0.77776
[149]	train-mlogloss:0.80757	validation-mlogloss:0.77581
[150]	train-mlogloss:0.80582	validation-mlogloss:0.77390
[151]	train-mlogloss:0.80419	validation-mlogloss:0.77215
[152]	train-mlogloss:0.80258	validation-mlogloss:0.77039
[153]	train-mlogloss:0.80083	validation-mlogloss:0.76845
[154]	train-mlogloss:0.79919	validation-mlogloss:0.76664
[155]	train-mlogloss:0.79752	validation-mlogloss:0.76480
[156]	train-mlogloss:0.79592	validation-mlogloss:0.76310
[157]	train-mlogloss:0.79428	validation-mlogloss:0.76138
[158]	train-mlogloss:0.79273	validation-mlogloss:0.75976
[159]	train-mlogloss:0.79117	validation-mlogloss:0.75816
[160]	train-mlogloss:0.78968	validation-mlogloss:0.75668
[161]	train-mlogloss:0.78811	validation-mlogloss:0.75494
[162]	train-mlogloss:0.78648	validation-mlogloss:0.75316
[163]	train-mlogloss:0.78498	validation-mlogloss:0.75152
[164]	train-mlogloss:0.78354	validation-mlogloss:0.75000
[165]	train-mlogloss:0.78212	validation-mlogloss:0.74849
[166]	train-mlogloss:0.78062	validation-mlogloss:0.74687
[167]	train-mlogloss:0.77924	validation-mlogloss:0.74544
[168]	train-mlogloss:0.77782	validation-mlogloss:0.74393
[169]	train-mlogloss:0.77643	validation-mlogloss:0.74239
[170]	train-mlogloss:0.77510	validation-mlogloss:0.74095
[171]	train-mlogloss:0.77368	validation-mlogloss:0.73934
[172]	train-mlogloss:0.77213	validation-mlogloss:0.73768
[173]	train-mlogloss:0.77082	validation-mlogloss:0.73633
[174]	train-mlogloss:0.76939	validation-mlogloss:0.73476
[175]	train-mlogloss:0.76808	validation-mlogloss:0.73327
[176]	train-mlogloss:0.76675	validation-mlogloss:0.73176
[177]	train-mlogloss:0.76534	validation-mlogloss:0.73022
[178]	train-mlogloss:0.76399	validation-mlogloss:0.72869
[179]	train-mlogloss:0.76258	validation-mlogloss:0.72709
[180]	train-mlogloss:0.76127	validation-mlogloss:0.72561
[181]	train-mlogloss:0.75997	validation-mlogloss:0.72425
[182]	train-mlogloss:0.75869	validation-mlogloss:0.72287
[183]	train-mlogloss:0.75731	validation-mlogloss:0.72134
[184]	train-mlogloss:0.75605	validation-mlogloss:0.71991
[185]	train-mlogloss:0.75473	validation-mlogloss:0.71852
[186]	train-mlogloss:0.75352	validation-mlogloss:0.71718
[187]	train-mlogloss:0.75235	validation-mlogloss:0.71586
[188]	train-mlogloss:0.75104	validation-mlogloss:0.71441
[189]	train-mlogloss:0.74980	validation-mlogloss:0.71310
[190]	train-mlogloss:0.74865	validation-mlogloss:0.71184
[191]	train-mlogloss:0.74751	validation-mlogloss:0.71056
[192]	train-mlogloss:0.74630	validation-mlogloss:0.70923
[193]	train-mlogloss:0.74507	validation-mlogloss:0.70788
[194]	train-mlogloss:0.74389	validation-mlogloss:0.70655
[195]	train-mlogloss:0.74258	validation-mlogloss:0.70514
[196]	train-mlogloss:0.74143	validation-mlogloss:0.70386
[197]	train-mlogloss:0.74037	validation-mlogloss:0.70265
[198]	train-mlogloss:0.73932	validation-mlogloss:0.70153
[199]	train-mlogloss:0.73827	validation-mlogloss:0.70041
[200]	train-mlogloss:0.73723	validation-mlogloss:0.69930
[201]	train-mlogloss:0.73605	validation-mlogloss:0.69794
[202]	train-mlogloss:0.73491	validation-mlogloss:0.69669
[203]	train-mlogloss:0.73388	validation-mlogloss:0.69551
[204]	train-mlogloss:0.73281	validation-mlogloss:0.69428
[205]	train-mlogloss:0.73169	validation-mlogloss:0.69310
[206]	train-mlogloss:0.73056	validation-mlogloss:0.69186
[207]	train-mlogloss:0.72946	validation-mlogloss:0.69061
[208]	train-mlogloss:0.72847	validation-mlogloss:0.68953
[209]	train-mlogloss:0.72745	validation-mlogloss:0.68849
[210]	train-mlogloss:0.72640	validation-mlogloss:0.68726
[211]	train-mlogloss:0.72550	validation-mlogloss:0.68624
[212]	train-mlogloss:0.72447	validation-mlogloss:0.68512
[213]	train-mlogloss:0.72353	validation-mlogloss:0.68411
[214]	train-mlogloss:0.72251	validation-mlogloss:0.68298
[215]	train-mlogloss:0.72156	validation-mlogloss:0.68183
[216]	train-mlogloss:0.72058	validation-mlogloss:0.68073
[217]	train-mlogloss:0.71959	validation-mlogloss:0.67964
[218]	train-mlogloss:0.71859	validation-mlogloss:0.67853
[219]	train-mlogloss:0.71767	validation-mlogloss:0.67759
[220]	train-mlogloss:0.71671	validation-mlogloss:0.67647
[221]	train-mlogloss:0.71574	validation-mlogloss:0.67546
[222]	train-mlogloss:0.71494	validation-mlogloss:0.67460
[223]	train-mlogloss:0.71401	validation-mlogloss:0.67359
[224]	train-mlogloss:0.71305	validation-mlogloss:0.67250
[225]	train-mlogloss:0.71218	validation-mlogloss:0.67154
[226]	train-mlogloss:0.71125	validation-mlogloss:0.67049
[227]	train-mlogloss:0.71030	validation-mlogloss:0.66943
[228]	train-mlogloss:0.70938	validation-mlogloss:0.66836
[229]	train-mlogloss:0.70843	validation-mlogloss:0.66737
[230]	train-mlogloss:0.70755	validation-mlogloss:0.66633
[231]	train-mlogloss:0.70665	validation-mlogloss:0.66530
[232]	train-mlogloss:0.70580	validation-mlogloss:0.66430
[233]	train-mlogloss:0.70485	validation-mlogloss:0.66320
[234]	train-mlogloss:0.70399	validation-mlogloss:0.66229
[235]	train-mlogloss:0.70313	validation-mlogloss:0.66137
[236]	train-mlogloss:0.70231	validation-mlogloss:0.66044
[237]	train-mlogloss:0.70136	validation-mlogloss:0.65934
[238]	train-mlogloss:0.70051	validation-mlogloss:0.65837
[239]	train-mlogloss:0.69974	validation-mlogloss:0.65748
[240]	train-mlogloss:0.69893	validation-mlogloss:0.65651
[241]	train-mlogloss:0.69808	validation-mlogloss:0.65560
[242]	train-mlogloss:0.69738	validation-mlogloss:0.65490
[243]	train-mlogloss:0.69669	validation-mlogloss:0.65414
[244]	train-mlogloss:0.69585	validation-mlogloss:0.65322
[245]	train-mlogloss:0.69522	validation-mlogloss:0.65256
[246]	train-mlogloss:0.69450	validation-mlogloss:0.65170
[247]	train-mlogloss:0.69377	validation-mlogloss:0.65081
[248]	train-mlogloss:0.69296	validation-mlogloss:0.64987
[249]	train-mlogloss:0.69229	validation-mlogloss:0.64913
[250]	train-mlogloss:0.69154	validation-mlogloss:0.64819
[251]	train-mlogloss:0.69080	validation-mlogloss:0.64735
[252]	train-mlogloss:0.69002	validation-mlogloss:0.64653
[253]	train-mlogloss:0.68931	validation-mlogloss:0.64567
[254]	train-mlogloss:0.68859	validation-mlogloss:0.64483
[255]	train-mlogloss:0.68787	validation-mlogloss:0.64411
[256]	train-mlogloss:0.68716	validation-mlogloss:0.64335
[257]	train-mlogloss:0.68638	validation-mlogloss:0.64247
[258]	train-mlogloss:0.68563	validation-mlogloss:0.64162
[259]	train-mlogloss:0.68491	validation-mlogloss:0.64078
[260]	train-mlogloss:0.68412	validation-mlogloss:0.63989
[261]	train-mlogloss:0.68335	validation-mlogloss:0.63908
[262]	train-mlogloss:0.68272	validation-mlogloss:0.63833
[263]	train-mlogloss:0.68204	validation-mlogloss:0.63753
[264]	train-mlogloss:0.68128	validation-mlogloss:0.63672
[265]	train-mlogloss:0.68062	validation-mlogloss:0.63599
[266]	train-mlogloss:0.67990	validation-mlogloss:0.63520
[267]	train-mlogloss:0.67920	validation-mlogloss:0.63445
[268]	train-mlogloss:0.67858	validation-mlogloss:0.63371
[269]	train-mlogloss:0.67788	validation-mlogloss:0.63298
[270]	train-mlogloss:0.67718	validation-mlogloss:0.63219
[271]	train-mlogloss:0.67654	validation-mlogloss:0.63150
[272]	train-mlogloss:0.67589	validation-mlogloss:0.63078
[273]	train-mlogloss:0.67529	validation-mlogloss:0.63006
[274]	train-mlogloss:0.67466	validation-mlogloss:0.62933
[275]	train-mlogloss:0.67408	validation-mlogloss:0.62870
[276]	train-mlogloss:0.67355	validation-mlogloss:0.62810
[277]	train-mlogloss:0.67288	validation-mlogloss:0.62736
[278]	train-mlogloss:0.67219	validation-mlogloss:0.62660
[279]	train-mlogloss:0.67160	validation-mlogloss:0.62593
[280]	train-mlogloss:0.67094	validation-mlogloss:0.62520
[281]	train-mlogloss:0.67047	validation-mlogloss:0.62469
[282]	train-mlogloss:0.66985	validation-mlogloss:0.62397
[283]	train-mlogloss:0.66926	validation-mlogloss:0.62328
[284]	train-mlogloss:0.66855	validation-mlogloss:0.62247
[285]	train-mlogloss:0.66792	validation-mlogloss:0.62174
[286]	train-mlogloss:0.66723	validation-mlogloss:0.62103
[287]	train-mlogloss:0.66659	validation-mlogloss:0.62026
[288]	train-mlogloss:0.66602	validation-mlogloss:0.61960
[289]	train-mlogloss:0.66538	validation-mlogloss:0.61887
[290]	train-mlogloss:0.66483	validation-mlogloss:0.61819
[291]	train-mlogloss:0.66425	validation-mlogloss:0.61750
[292]	train-mlogloss:0.66378	validation-mlogloss:0.61698
[293]	train-mlogloss:0.66328	validation-mlogloss:0.61639
[294]	train-mlogloss:0.66276	validation-mlogloss:0.61572
[295]	train-mlogloss:0.66222	validation-mlogloss:0.61506
[296]	train-mlogloss:0.66171	validation-mlogloss:0.61451
[297]	train-mlogloss:0.66115	validation-mlogloss:0.61387
[298]	train-mlogloss:0.66066	validation-mlogloss:0.61324
[299]	train-mlogloss:0.66009	validation-mlogloss:0.61259
[300]	train-mlogloss:0.65963	validation-mlogloss:0.61202
[301]	train-mlogloss:0.65910	validation-mlogloss:0.61140
[302]	train-mlogloss:0.65854	validation-mlogloss:0.61076
[303]	train-mlogloss:0.65807	validation-mlogloss:0.61028
[304]	train-mlogloss:0.65745	validation-mlogloss:0.60960
[305]	train-mlogloss:0.65689	validation-mlogloss:0.60898
[306]	train-mlogloss:0.65637	validation-mlogloss:0.60837
[307]	train-mlogloss:0.65582	validation-mlogloss:0.60767
[308]	train-mlogloss:0.65526	validation-mlogloss:0.60707
[309]	train-mlogloss:0.65473	validation-mlogloss:0.60647
[310]	train-mlogloss:0.65426	validation-mlogloss:0.60592
[311]	train-mlogloss:0.65370	validation-mlogloss:0.60528
[312]	train-mlogloss:0.65322	validation-mlogloss:0.60475
[313]	train-mlogloss:0.65275	validation-mlogloss:0.60419
[314]	train-mlogloss:0.65229	validation-mlogloss:0.60365
[315]	train-mlogloss:0.65172	validation-mlogloss:0.60305
[316]	train-mlogloss:0.65122	validation-mlogloss:0.60245
[317]	train-mlogloss:0.65071	validation-mlogloss:0.60190
[318]	train-mlogloss:0.65030	validation-mlogloss:0.60147
[319]	train-mlogloss:0.64978	validation-mlogloss:0.60089
[320]	train-mlogloss:0.64930	validation-mlogloss:0.60036
[321]	train-mlogloss:0.64879	validation-mlogloss:0.59981
[322]	train-mlogloss:0.64832	validation-mlogloss:0.59924
[323]	train-mlogloss:0.64789	validation-mlogloss:0.59875
[324]	train-mlogloss:0.64744	validation-mlogloss:0.59824
[325]	train-mlogloss:0.64702	validation-mlogloss:0.59774
[326]	train-mlogloss:0.64656	validation-mlogloss:0.59726
[327]	train-mlogloss:0.64622	validation-mlogloss:0.59689
[328]	train-mlogloss:0.64580	validation-mlogloss:0.59639
[329]	train-mlogloss:0.64541	validation-mlogloss:0.59587
[330]	train-mlogloss:0.64499	validation-mlogloss:0.59541
[331]	train-mlogloss:0.64459	validation-mlogloss:0.59498
[332]	train-mlogloss:0.64417	validation-mlogloss:0.59451
[333]	train-mlogloss:0.64374	validation-mlogloss:0.59405
[334]	train-mlogloss:0.64331	validation-mlogloss:0.59357
[335]	train-mlogloss:0.64293	validation-mlogloss:0.59316
[336]	train-mlogloss:0.64252	validation-mlogloss:0.59271
[337]	train-mlogloss:0.64211	validation-mlogloss:0.59225
[338]	train-mlogloss:0.64177	validation-mlogloss:0.59185
[339]	train-mlogloss:0.64133	validation-mlogloss:0.59134
[340]	train-mlogloss:0.64097	validation-mlogloss:0.59092
[341]	train-mlogloss:0.64057	validation-mlogloss:0.59047
[342]	train-mlogloss:0.64017	validation-mlogloss:0.58999
[343]	train-mlogloss:0.63984	validation-mlogloss:0.58961
[344]	train-mlogloss:0.63944	validation-mlogloss:0.58919
[345]	train-mlogloss:0.63909	validation-mlogloss:0.58877
[346]	train-mlogloss:0.63871	validation-mlogloss:0.58828
[347]	train-mlogloss:0.63833	validation-mlogloss:0.58790
[348]	train-mlogloss:0.63797	validation-mlogloss:0.58747
[349]	train-mlogloss:0.63757	validation-mlogloss:0.58704
[350]	train-mlogloss:0.63719	validation-mlogloss:0.58664
[351]	train-mlogloss:0.63693	validation-mlogloss:0.58632
[352]	train-mlogloss:0.63654	validation-mlogloss:0.58590
[353]	train-mlogloss:0.63617	validation-mlogloss:0.58549
[354]	train-mlogloss:0.63576	validation-mlogloss:0.58504
[355]	train-mlogloss:0.63547	validation-mlogloss:0.58473
[356]	train-mlogloss:0.63512	validation-mlogloss:0.58435
[357]	train-mlogloss:0.63477	validation-mlogloss:0.58393
[358]	train-mlogloss:0.63440	validation-mlogloss:0.58355
[359]	train-mlogloss:0.63401	validation-mlogloss:0.58315
[360]	train-mlogloss:0.63371	validation-mlogloss:0.58283
[361]	train-mlogloss:0.63333	validation-mlogloss:0.58245
[362]	train-mlogloss:0.63301	validation-mlogloss:0.58205
[363]	train-mlogloss:0.63269	validation-mlogloss:0.58166
[364]	train-mlogloss:0.63227	validation-mlogloss:0.58121
[365]	train-mlogloss:0.63199	validation-mlogloss:0.58090
[366]	train-mlogloss:0.63164	validation-mlogloss:0.58052
[367]	train-mlogloss:0.63127	validation-mlogloss:0.58008
[368]	train-mlogloss:0.63090	validation-mlogloss:0.57965
[369]	train-mlogloss:0.63067	validation-mlogloss:0.57932
[370]	train-mlogloss:0.63033	validation-mlogloss:0.57896
[371]	train-mlogloss:0.63007	validation-mlogloss:0.57867
[372]	train-mlogloss:0.62971	validation-mlogloss:0.57823
[373]	train-mlogloss:0.62943	validation-mlogloss:0.57792
[374]	train-mlogloss:0.62921	validation-mlogloss:0.57763
[375]	train-mlogloss:0.62885	validation-mlogloss:0.57723
[376]	train-mlogloss:0.62851	validation-mlogloss:0.57687
[377]	train-mlogloss:0.62822	validation-mlogloss:0.57656
[378]	train-mlogloss:0.62790	validation-mlogloss:0.57624
[379]	train-mlogloss:0.62760	validation-mlogloss:0.57588
[380]	train-mlogloss:0.62737	validation-mlogloss:0.57561
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.84 [%]
Global accuracy score (test) = 78.94 [%]
Global F1 score (train) = 76.11 [%]
Global F1 score (test) = 79.65 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.68      0.65       350
MODERATE-INTENSITY       0.63      0.64      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.89      0.93       322

          accuracy                           0.79      1372
         macro avg       0.80      0.79      0.80      1372
      weighted avg       0.80      0.79      0.79      1372


Accuracy capturado en la ejecución 22: 78.94 [%]
F1-score capturado en la ejecución 22: 79.65 [%]

=== EJECUCIÓN 23 ===

--- TRAIN (ejecución 23) ---

--- TEST (ejecución 23) ---
2025-11-06 16:29:43.895160: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:29:43.906373: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442983.919272 1483552 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442983.923311 1483552 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442983.933091 1483552 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442983.933110 1483552 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442983.933112 1483552 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442983.933120 1483552 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:29:43.936213: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37818	validation-mlogloss:1.37774
[1]	train-mlogloss:1.37021	validation-mlogloss:1.36939
[2]	train-mlogloss:1.36235	validation-mlogloss:1.36118
[3]	train-mlogloss:1.35454	validation-mlogloss:1.35301
[4]	train-mlogloss:1.34685	validation-mlogloss:1.34487
[5]	train-mlogloss:1.33931	validation-mlogloss:1.33688
[6]	train-mlogloss:1.33186	validation-mlogloss:1.32900
[7]	train-mlogloss:1.32446	validation-mlogloss:1.32122
[8]	train-mlogloss:1.31712	validation-mlogloss:1.31356
[9]	train-mlogloss:1.30990	validation-mlogloss:1.30588
[10]	train-mlogloss:1.30283	validation-mlogloss:1.29851
[11]	train-mlogloss:1.29595	validation-mlogloss:1.29124
[12]	train-mlogloss:1.28925	validation-mlogloss:1.28421
[13]	train-mlogloss:1.28251	validation-mlogloss:1.27705
[14]	train-mlogloss:1.27588	validation-mlogloss:1.27011
[15]	train-mlogloss:1.26940	validation-mlogloss:1.26320
[16]	train-mlogloss:1.26291	validation-mlogloss:1.25630
[17]	train-mlogloss:1.25656	validation-mlogloss:1.24967
[18]	train-mlogloss:1.25022	validation-mlogloss:1.24287
[19]	train-mlogloss:1.24392	validation-mlogloss:1.23626
[20]	train-mlogloss:1.23773	validation-mlogloss:1.22969
[21]	train-mlogloss:1.23164	validation-mlogloss:1.22324
[22]	train-mlogloss:1.22558	validation-mlogloss:1.21692
[23]	train-mlogloss:1.21964	validation-mlogloss:1.21061
[24]	train-mlogloss:1.21368	validation-mlogloss:1.20422
[25]	train-mlogloss:1.20787	validation-mlogloss:1.19793
[26]	train-mlogloss:1.20210	validation-mlogloss:1.19179
[27]	train-mlogloss:1.19650	validation-mlogloss:1.18593
[28]	train-mlogloss:1.19092	validation-mlogloss:1.18000
[29]	train-mlogloss:1.18538	validation-mlogloss:1.17405
[30]	train-mlogloss:1.17990	validation-mlogloss:1.16828
[31]	train-mlogloss:1.17449	validation-mlogloss:1.16247
[32]	train-mlogloss:1.16923	validation-mlogloss:1.15683
[33]	train-mlogloss:1.16394	validation-mlogloss:1.15115
[34]	train-mlogloss:1.15858	validation-mlogloss:1.14560
[35]	train-mlogloss:1.15339	validation-mlogloss:1.14017
[36]	train-mlogloss:1.14839	validation-mlogloss:1.13486
[37]	train-mlogloss:1.14320	validation-mlogloss:1.12944
[38]	train-mlogloss:1.13817	validation-mlogloss:1.12410
[39]	train-mlogloss:1.13315	validation-mlogloss:1.11904
[40]	train-mlogloss:1.12830	validation-mlogloss:1.11386
[41]	train-mlogloss:1.12349	validation-mlogloss:1.10877
[42]	train-mlogloss:1.11867	validation-mlogloss:1.10387
[43]	train-mlogloss:1.11381	validation-mlogloss:1.09884
[44]	train-mlogloss:1.10915	validation-mlogloss:1.09386
[45]	train-mlogloss:1.10442	validation-mlogloss:1.08900
[46]	train-mlogloss:1.09979	validation-mlogloss:1.08424
[47]	train-mlogloss:1.09530	validation-mlogloss:1.07943
[48]	train-mlogloss:1.09090	validation-mlogloss:1.07474
[49]	train-mlogloss:1.08634	validation-mlogloss:1.06996
[50]	train-mlogloss:1.08186	validation-mlogloss:1.06541
[51]	train-mlogloss:1.07745	validation-mlogloss:1.06083
[52]	train-mlogloss:1.07307	validation-mlogloss:1.05621
[53]	train-mlogloss:1.06876	validation-mlogloss:1.05180
[54]	train-mlogloss:1.06454	validation-mlogloss:1.04735
[55]	train-mlogloss:1.06045	validation-mlogloss:1.04295
[56]	train-mlogloss:1.05635	validation-mlogloss:1.03876
[57]	train-mlogloss:1.05193	validation-mlogloss:1.03401
[58]	train-mlogloss:1.04784	validation-mlogloss:1.02971
[59]	train-mlogloss:1.04379	validation-mlogloss:1.02550
[60]	train-mlogloss:1.03979	validation-mlogloss:1.02126
[61]	train-mlogloss:1.03583	validation-mlogloss:1.01708
[62]	train-mlogloss:1.03200	validation-mlogloss:1.01295
[63]	train-mlogloss:1.02807	validation-mlogloss:1.00886
[64]	train-mlogloss:1.02424	validation-mlogloss:1.00490
[65]	train-mlogloss:1.02059	validation-mlogloss:1.00091
[66]	train-mlogloss:1.01686	validation-mlogloss:0.99687
[67]	train-mlogloss:1.01312	validation-mlogloss:0.99297
[68]	train-mlogloss:1.00955	validation-mlogloss:0.98933
[69]	train-mlogloss:1.00597	validation-mlogloss:0.98561
[70]	train-mlogloss:1.00242	validation-mlogloss:0.98183
[71]	train-mlogloss:0.99887	validation-mlogloss:0.97810
[72]	train-mlogloss:0.99540	validation-mlogloss:0.97444
[73]	train-mlogloss:0.99191	validation-mlogloss:0.97074
[74]	train-mlogloss:0.98848	validation-mlogloss:0.96711
[75]	train-mlogloss:0.98509	validation-mlogloss:0.96352
[76]	train-mlogloss:0.98169	validation-mlogloss:0.95996
[77]	train-mlogloss:0.97841	validation-mlogloss:0.95655
[78]	train-mlogloss:0.97510	validation-mlogloss:0.95296
[79]	train-mlogloss:0.97178	validation-mlogloss:0.94942
[80]	train-mlogloss:0.96860	validation-mlogloss:0.94616
[81]	train-mlogloss:0.96542	validation-mlogloss:0.94273
[82]	train-mlogloss:0.96226	validation-mlogloss:0.93939
[83]	train-mlogloss:0.95916	validation-mlogloss:0.93610
[84]	train-mlogloss:0.95595	validation-mlogloss:0.93269
[85]	train-mlogloss:0.95290	validation-mlogloss:0.92946
[86]	train-mlogloss:0.94985	validation-mlogloss:0.92622
[87]	train-mlogloss:0.94686	validation-mlogloss:0.92319
[88]	train-mlogloss:0.94391	validation-mlogloss:0.92004
[89]	train-mlogloss:0.94099	validation-mlogloss:0.91698
[90]	train-mlogloss:0.93807	validation-mlogloss:0.91387
[91]	train-mlogloss:0.93524	validation-mlogloss:0.91077
[92]	train-mlogloss:0.93237	validation-mlogloss:0.90774
[93]	train-mlogloss:0.92963	validation-mlogloss:0.90475
[94]	train-mlogloss:0.92663	validation-mlogloss:0.90159
[95]	train-mlogloss:0.92383	validation-mlogloss:0.89861
[96]	train-mlogloss:0.92109	validation-mlogloss:0.89567
[97]	train-mlogloss:0.91836	validation-mlogloss:0.89281
[98]	train-mlogloss:0.91565	validation-mlogloss:0.88987
[99]	train-mlogloss:0.91297	validation-mlogloss:0.88697
[100]	train-mlogloss:0.91038	validation-mlogloss:0.88426
[101]	train-mlogloss:0.90774	validation-mlogloss:0.88149
[102]	train-mlogloss:0.90492	validation-mlogloss:0.87845
[103]	train-mlogloss:0.90227	validation-mlogloss:0.87576
[104]	train-mlogloss:0.89965	validation-mlogloss:0.87291
[105]	train-mlogloss:0.89710	validation-mlogloss:0.87017
[106]	train-mlogloss:0.89461	validation-mlogloss:0.86757
[107]	train-mlogloss:0.89198	validation-mlogloss:0.86472
[108]	train-mlogloss:0.88937	validation-mlogloss:0.86181
[109]	train-mlogloss:0.88683	validation-mlogloss:0.85906
[110]	train-mlogloss:0.88443	validation-mlogloss:0.85645
[111]	train-mlogloss:0.88207	validation-mlogloss:0.85393
[112]	train-mlogloss:0.87977	validation-mlogloss:0.85140
[113]	train-mlogloss:0.87732	validation-mlogloss:0.84874
[114]	train-mlogloss:0.87489	validation-mlogloss:0.84613
[115]	train-mlogloss:0.87252	validation-mlogloss:0.84352
[116]	train-mlogloss:0.87027	validation-mlogloss:0.84107
[117]	train-mlogloss:0.86796	validation-mlogloss:0.83839
[118]	train-mlogloss:0.86577	validation-mlogloss:0.83606
[119]	train-mlogloss:0.86354	validation-mlogloss:0.83369
[120]	train-mlogloss:0.86128	validation-mlogloss:0.83126
[121]	train-mlogloss:0.85909	validation-mlogloss:0.82898
[122]	train-mlogloss:0.85681	validation-mlogloss:0.82641
[123]	train-mlogloss:0.85460	validation-mlogloss:0.82399
[124]	train-mlogloss:0.85242	validation-mlogloss:0.82156
[125]	train-mlogloss:0.85036	validation-mlogloss:0.81934
[126]	train-mlogloss:0.84832	validation-mlogloss:0.81713
[127]	train-mlogloss:0.84617	validation-mlogloss:0.81484
[128]	train-mlogloss:0.84393	validation-mlogloss:0.81236
[129]	train-mlogloss:0.84182	validation-mlogloss:0.81000
[130]	train-mlogloss:0.83970	validation-mlogloss:0.80764
[131]	train-mlogloss:0.83764	validation-mlogloss:0.80537
[132]	train-mlogloss:0.83560	validation-mlogloss:0.80311
[133]	train-mlogloss:0.83356	validation-mlogloss:0.80084
[134]	train-mlogloss:0.83152	validation-mlogloss:0.79857
[135]	train-mlogloss:0.82956	validation-mlogloss:0.79649
[136]	train-mlogloss:0.82757	validation-mlogloss:0.79433
[137]	train-mlogloss:0.82564	validation-mlogloss:0.79223
[138]	train-mlogloss:0.82381	validation-mlogloss:0.79019
[139]	train-mlogloss:0.82201	validation-mlogloss:0.78821
[140]	train-mlogloss:0.82019	validation-mlogloss:0.78629
[141]	train-mlogloss:0.81844	validation-mlogloss:0.78437
[142]	train-mlogloss:0.81662	validation-mlogloss:0.78244
[143]	train-mlogloss:0.81488	validation-mlogloss:0.78058
[144]	train-mlogloss:0.81317	validation-mlogloss:0.77873
[145]	train-mlogloss:0.81144	validation-mlogloss:0.77683
[146]	train-mlogloss:0.80961	validation-mlogloss:0.77480
[147]	train-mlogloss:0.80775	validation-mlogloss:0.77265
[148]	train-mlogloss:0.80593	validation-mlogloss:0.77066
[149]	train-mlogloss:0.80423	validation-mlogloss:0.76875
[150]	train-mlogloss:0.80253	validation-mlogloss:0.76682
[151]	train-mlogloss:0.80076	validation-mlogloss:0.76487
[152]	train-mlogloss:0.79912	validation-mlogloss:0.76309
[153]	train-mlogloss:0.79746	validation-mlogloss:0.76127
[154]	train-mlogloss:0.79589	validation-mlogloss:0.75951
[155]	train-mlogloss:0.79428	validation-mlogloss:0.75775
[156]	train-mlogloss:0.79264	validation-mlogloss:0.75585
[157]	train-mlogloss:0.79111	validation-mlogloss:0.75410
[158]	train-mlogloss:0.78944	validation-mlogloss:0.75227
[159]	train-mlogloss:0.78788	validation-mlogloss:0.75056
[160]	train-mlogloss:0.78629	validation-mlogloss:0.74880
[161]	train-mlogloss:0.78478	validation-mlogloss:0.74710
[162]	train-mlogloss:0.78315	validation-mlogloss:0.74524
[163]	train-mlogloss:0.78171	validation-mlogloss:0.74369
[164]	train-mlogloss:0.78024	validation-mlogloss:0.74204
[165]	train-mlogloss:0.77872	validation-mlogloss:0.74032
[166]	train-mlogloss:0.77715	validation-mlogloss:0.73864
[167]	train-mlogloss:0.77573	validation-mlogloss:0.73702
[168]	train-mlogloss:0.77429	validation-mlogloss:0.73537
[169]	train-mlogloss:0.77277	validation-mlogloss:0.73359
[170]	train-mlogloss:0.77144	validation-mlogloss:0.73214
[171]	train-mlogloss:0.77002	validation-mlogloss:0.73045
[172]	train-mlogloss:0.76857	validation-mlogloss:0.72886
[173]	train-mlogloss:0.76721	validation-mlogloss:0.72738
[174]	train-mlogloss:0.76589	validation-mlogloss:0.72595
[175]	train-mlogloss:0.76446	validation-mlogloss:0.72432
[176]	train-mlogloss:0.76305	validation-mlogloss:0.72275
[177]	train-mlogloss:0.76169	validation-mlogloss:0.72118
[178]	train-mlogloss:0.76039	validation-mlogloss:0.71976
[179]	train-mlogloss:0.75901	validation-mlogloss:0.71811
[180]	train-mlogloss:0.75770	validation-mlogloss:0.71665
[181]	train-mlogloss:0.75634	validation-mlogloss:0.71513
[182]	train-mlogloss:0.75503	validation-mlogloss:0.71368
[183]	train-mlogloss:0.75384	validation-mlogloss:0.71230
[184]	train-mlogloss:0.75257	validation-mlogloss:0.71093
[185]	train-mlogloss:0.75128	validation-mlogloss:0.70951
[186]	train-mlogloss:0.74996	validation-mlogloss:0.70805
[187]	train-mlogloss:0.74869	validation-mlogloss:0.70664
[188]	train-mlogloss:0.74745	validation-mlogloss:0.70531
[189]	train-mlogloss:0.74608	validation-mlogloss:0.70377
[190]	train-mlogloss:0.74488	validation-mlogloss:0.70238
[191]	train-mlogloss:0.74362	validation-mlogloss:0.70096
[192]	train-mlogloss:0.74251	validation-mlogloss:0.69976
[193]	train-mlogloss:0.74131	validation-mlogloss:0.69842
[194]	train-mlogloss:0.74012	validation-mlogloss:0.69705
[195]	train-mlogloss:0.73899	validation-mlogloss:0.69575
[196]	train-mlogloss:0.73777	validation-mlogloss:0.69435
[197]	train-mlogloss:0.73658	validation-mlogloss:0.69302
[198]	train-mlogloss:0.73547	validation-mlogloss:0.69177
[199]	train-mlogloss:0.73442	validation-mlogloss:0.69057
[200]	train-mlogloss:0.73335	validation-mlogloss:0.68943
[201]	train-mlogloss:0.73229	validation-mlogloss:0.68827
[202]	train-mlogloss:0.73115	validation-mlogloss:0.68695
[203]	train-mlogloss:0.72993	validation-mlogloss:0.68560
[204]	train-mlogloss:0.72889	validation-mlogloss:0.68441
[205]	train-mlogloss:0.72779	validation-mlogloss:0.68309
[206]	train-mlogloss:0.72669	validation-mlogloss:0.68177
[207]	train-mlogloss:0.72565	validation-mlogloss:0.68054
[208]	train-mlogloss:0.72464	validation-mlogloss:0.67939
[209]	train-mlogloss:0.72358	validation-mlogloss:0.67818
[210]	train-mlogloss:0.72254	validation-mlogloss:0.67704
[211]	train-mlogloss:0.72148	validation-mlogloss:0.67584
[212]	train-mlogloss:0.72046	validation-mlogloss:0.67468
[213]	train-mlogloss:0.71942	validation-mlogloss:0.67341
[214]	train-mlogloss:0.71843	validation-mlogloss:0.67218
[215]	train-mlogloss:0.71734	validation-mlogloss:0.67096
[216]	train-mlogloss:0.71635	validation-mlogloss:0.66982
[217]	train-mlogloss:0.71528	validation-mlogloss:0.66859
[218]	train-mlogloss:0.71430	validation-mlogloss:0.66743
[219]	train-mlogloss:0.71332	validation-mlogloss:0.66629
[220]	train-mlogloss:0.71220	validation-mlogloss:0.66511
[221]	train-mlogloss:0.71123	validation-mlogloss:0.66406
[222]	train-mlogloss:0.71025	validation-mlogloss:0.66294
[223]	train-mlogloss:0.70934	validation-mlogloss:0.66190
[224]	train-mlogloss:0.70843	validation-mlogloss:0.66087
[225]	train-mlogloss:0.70750	validation-mlogloss:0.65975
[226]	train-mlogloss:0.70654	validation-mlogloss:0.65870
[227]	train-mlogloss:0.70563	validation-mlogloss:0.65764
[228]	train-mlogloss:0.70467	validation-mlogloss:0.65652
[229]	train-mlogloss:0.70376	validation-mlogloss:0.65547
[230]	train-mlogloss:0.70288	validation-mlogloss:0.65445
[231]	train-mlogloss:0.70199	validation-mlogloss:0.65342
[232]	train-mlogloss:0.70105	validation-mlogloss:0.65239
[233]	train-mlogloss:0.70020	validation-mlogloss:0.65139
[234]	train-mlogloss:0.69937	validation-mlogloss:0.65044
[235]	train-mlogloss:0.69841	validation-mlogloss:0.64939
[236]	train-mlogloss:0.69749	validation-mlogloss:0.64838
[237]	train-mlogloss:0.69671	validation-mlogloss:0.64745
[238]	train-mlogloss:0.69579	validation-mlogloss:0.64635
[239]	train-mlogloss:0.69497	validation-mlogloss:0.64539
[240]	train-mlogloss:0.69413	validation-mlogloss:0.64442
[241]	train-mlogloss:0.69334	validation-mlogloss:0.64349
[242]	train-mlogloss:0.69253	validation-mlogloss:0.64253
[243]	train-mlogloss:0.69170	validation-mlogloss:0.64157
[244]	train-mlogloss:0.69092	validation-mlogloss:0.64065
[245]	train-mlogloss:0.69017	validation-mlogloss:0.63978
[246]	train-mlogloss:0.68934	validation-mlogloss:0.63879
[247]	train-mlogloss:0.68866	validation-mlogloss:0.63802
[248]	train-mlogloss:0.68788	validation-mlogloss:0.63705
[249]	train-mlogloss:0.68712	validation-mlogloss:0.63624
[250]	train-mlogloss:0.68637	validation-mlogloss:0.63538
[251]	train-mlogloss:0.68569	validation-mlogloss:0.63459
[252]	train-mlogloss:0.68498	validation-mlogloss:0.63367
[253]	train-mlogloss:0.68425	validation-mlogloss:0.63288
[254]	train-mlogloss:0.68354	validation-mlogloss:0.63204
[255]	train-mlogloss:0.68272	validation-mlogloss:0.63110
[256]	train-mlogloss:0.68195	validation-mlogloss:0.63019
[257]	train-mlogloss:0.68125	validation-mlogloss:0.62941
[258]	train-mlogloss:0.68057	validation-mlogloss:0.62868
[259]	train-mlogloss:0.67988	validation-mlogloss:0.62788
[260]	train-mlogloss:0.67915	validation-mlogloss:0.62703
[261]	train-mlogloss:0.67841	validation-mlogloss:0.62618
[262]	train-mlogloss:0.67775	validation-mlogloss:0.62540
[263]	train-mlogloss:0.67704	validation-mlogloss:0.62461
[264]	train-mlogloss:0.67631	validation-mlogloss:0.62383
[265]	train-mlogloss:0.67570	validation-mlogloss:0.62308
[266]	train-mlogloss:0.67497	validation-mlogloss:0.62225
[267]	train-mlogloss:0.67427	validation-mlogloss:0.62142
[268]	train-mlogloss:0.67356	validation-mlogloss:0.62056
[269]	train-mlogloss:0.67285	validation-mlogloss:0.61975
[270]	train-mlogloss:0.67228	validation-mlogloss:0.61902
[271]	train-mlogloss:0.67154	validation-mlogloss:0.61819
[272]	train-mlogloss:0.67086	validation-mlogloss:0.61739
[273]	train-mlogloss:0.67020	validation-mlogloss:0.61666
[274]	train-mlogloss:0.66953	validation-mlogloss:0.61588
[275]	train-mlogloss:0.66894	validation-mlogloss:0.61519
[276]	train-mlogloss:0.66835	validation-mlogloss:0.61448
[277]	train-mlogloss:0.66777	validation-mlogloss:0.61382
[278]	train-mlogloss:0.66722	validation-mlogloss:0.61320
[279]	train-mlogloss:0.66658	validation-mlogloss:0.61252
[280]	train-mlogloss:0.66596	validation-mlogloss:0.61177
[281]	train-mlogloss:0.66535	validation-mlogloss:0.61107
[282]	train-mlogloss:0.66475	validation-mlogloss:0.61041
[283]	train-mlogloss:0.66411	validation-mlogloss:0.60965
[284]	train-mlogloss:0.66356	validation-mlogloss:0.60895
[285]	train-mlogloss:0.66313	validation-mlogloss:0.60849
[286]	train-mlogloss:0.66263	validation-mlogloss:0.60786
[287]	train-mlogloss:0.66199	validation-mlogloss:0.60709
[288]	train-mlogloss:0.66143	validation-mlogloss:0.60636
[289]	train-mlogloss:0.66073	validation-mlogloss:0.60564
[290]	train-mlogloss:0.66008	validation-mlogloss:0.60487
[291]	train-mlogloss:0.65940	validation-mlogloss:0.60410
[292]	train-mlogloss:0.65886	validation-mlogloss:0.60344
[293]	train-mlogloss:0.65827	validation-mlogloss:0.60273
[294]	train-mlogloss:0.65765	validation-mlogloss:0.60203
[295]	train-mlogloss:0.65717	validation-mlogloss:0.60148
[296]	train-mlogloss:0.65658	validation-mlogloss:0.60079
[297]	train-mlogloss:0.65599	validation-mlogloss:0.60005
[298]	train-mlogloss:0.65546	validation-mlogloss:0.59945
[299]	train-mlogloss:0.65495	validation-mlogloss:0.59885
[300]	train-mlogloss:0.65444	validation-mlogloss:0.59820
[301]	train-mlogloss:0.65385	validation-mlogloss:0.59750
[302]	train-mlogloss:0.65329	validation-mlogloss:0.59681
[303]	train-mlogloss:0.65276	validation-mlogloss:0.59618
[304]	train-mlogloss:0.65221	validation-mlogloss:0.59554
[305]	train-mlogloss:0.65170	validation-mlogloss:0.59497
[306]	train-mlogloss:0.65122	validation-mlogloss:0.59446
[307]	train-mlogloss:0.65067	validation-mlogloss:0.59380
[308]	train-mlogloss:0.65023	validation-mlogloss:0.59332
[309]	train-mlogloss:0.64968	validation-mlogloss:0.59266
[310]	train-mlogloss:0.64924	validation-mlogloss:0.59210
[311]	train-mlogloss:0.64878	validation-mlogloss:0.59155
[312]	train-mlogloss:0.64829	validation-mlogloss:0.59097
[313]	train-mlogloss:0.64777	validation-mlogloss:0.59039
[314]	train-mlogloss:0.64732	validation-mlogloss:0.58986
[315]	train-mlogloss:0.64687	validation-mlogloss:0.58932
[316]	train-mlogloss:0.64634	validation-mlogloss:0.58873
[317]	train-mlogloss:0.64591	validation-mlogloss:0.58819
[318]	train-mlogloss:0.64538	validation-mlogloss:0.58752
[319]	train-mlogloss:0.64483	validation-mlogloss:0.58690
[320]	train-mlogloss:0.64433	validation-mlogloss:0.58630
[321]	train-mlogloss:0.64380	validation-mlogloss:0.58568
[322]	train-mlogloss:0.64333	validation-mlogloss:0.58505
[323]	train-mlogloss:0.64282	validation-mlogloss:0.58450
[324]	train-mlogloss:0.64238	validation-mlogloss:0.58402
[325]	train-mlogloss:0.64190	validation-mlogloss:0.58343
[326]	train-mlogloss:0.64144	validation-mlogloss:0.58292
[327]	train-mlogloss:0.64090	validation-mlogloss:0.58232
[328]	train-mlogloss:0.64044	validation-mlogloss:0.58172
[329]	train-mlogloss:0.64000	validation-mlogloss:0.58121
[330]	train-mlogloss:0.63964	validation-mlogloss:0.58076
[331]	train-mlogloss:0.63927	validation-mlogloss:0.58035
[332]	train-mlogloss:0.63884	validation-mlogloss:0.57985
[333]	train-mlogloss:0.63842	validation-mlogloss:0.57932
[334]	train-mlogloss:0.63800	validation-mlogloss:0.57878
[335]	train-mlogloss:0.63760	validation-mlogloss:0.57829
[336]	train-mlogloss:0.63716	validation-mlogloss:0.57776
[337]	train-mlogloss:0.63679	validation-mlogloss:0.57733
[338]	train-mlogloss:0.63635	validation-mlogloss:0.57677
[339]	train-mlogloss:0.63599	validation-mlogloss:0.57631
[340]	train-mlogloss:0.63556	validation-mlogloss:0.57580
[341]	train-mlogloss:0.63521	validation-mlogloss:0.57535
[342]	train-mlogloss:0.63484	validation-mlogloss:0.57488
[343]	train-mlogloss:0.63435	validation-mlogloss:0.57430
[344]	train-mlogloss:0.63397	validation-mlogloss:0.57388
[345]	train-mlogloss:0.63355	validation-mlogloss:0.57340
[346]	train-mlogloss:0.63313	validation-mlogloss:0.57288
[347]	train-mlogloss:0.63268	validation-mlogloss:0.57238
[348]	train-mlogloss:0.63225	validation-mlogloss:0.57187
[349]	train-mlogloss:0.63187	validation-mlogloss:0.57144
[350]	train-mlogloss:0.63150	validation-mlogloss:0.57101
[351]	train-mlogloss:0.63111	validation-mlogloss:0.57053
[352]	train-mlogloss:0.63066	validation-mlogloss:0.56998
[353]	train-mlogloss:0.63031	validation-mlogloss:0.56956
[354]	train-mlogloss:0.62989	validation-mlogloss:0.56906
[355]	train-mlogloss:0.62946	validation-mlogloss:0.56855
[356]	train-mlogloss:0.62910	validation-mlogloss:0.56816
[357]	train-mlogloss:0.62876	validation-mlogloss:0.56780
[358]	train-mlogloss:0.62837	validation-mlogloss:0.56731
[359]	train-mlogloss:0.62804	validation-mlogloss:0.56691
[360]	train-mlogloss:0.62770	validation-mlogloss:0.56651
[361]	train-mlogloss:0.62736	validation-mlogloss:0.56611
[362]	train-mlogloss:0.62697	validation-mlogloss:0.56567
[363]	train-mlogloss:0.62662	validation-mlogloss:0.56522
[364]	train-mlogloss:0.62627	validation-mlogloss:0.56481
[365]	train-mlogloss:0.62598	validation-mlogloss:0.56440
[366]	train-mlogloss:0.62562	validation-mlogloss:0.56401
[367]	train-mlogloss:0.62525	validation-mlogloss:0.56354
[368]	train-mlogloss:0.62494	validation-mlogloss:0.56324
[369]	train-mlogloss:0.62460	validation-mlogloss:0.56282
[370]	train-mlogloss:0.62430	validation-mlogloss:0.56244
[371]	train-mlogloss:0.62411	validation-mlogloss:0.56218
[372]	train-mlogloss:0.62379	validation-mlogloss:0.56178
[373]	train-mlogloss:0.62344	validation-mlogloss:0.56139
[374]	train-mlogloss:0.62310	validation-mlogloss:0.56098
[375]	train-mlogloss:0.62281	validation-mlogloss:0.56069
[376]	train-mlogloss:0.62249	validation-mlogloss:0.56033
[377]	train-mlogloss:0.62221	validation-mlogloss:0.56003
[378]	train-mlogloss:0.62199	validation-mlogloss:0.55976
[379]	train-mlogloss:0.62170	validation-mlogloss:0.55942
[380]	train-mlogloss:0.62147	validation-mlogloss:0.55912
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 2 ... 1 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.71 [%]
Global accuracy score (test) = 76.97 [%]
Global F1 score (train) = 74.65 [%]
Global F1 score (test) = 77.58 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.52      0.57       350
MODERATE-INTENSITY       0.57      0.73      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.77      1372
         macro avg       0.79      0.77      0.78      1372
      weighted avg       0.78      0.77      0.77      1372


Accuracy capturado en la ejecución 23: 76.97 [%]
F1-score capturado en la ejecución 23: 77.58 [%]

=== EJECUCIÓN 24 ===

--- TRAIN (ejecución 24) ---

--- TEST (ejecución 24) ---
2025-11-06 16:29:55.061472: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:29:55.072909: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762442995.085831 1483807 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762442995.089984 1483807 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762442995.099770 1483807 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442995.099790 1483807 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442995.099799 1483807 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762442995.099801 1483807 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:29:55.102930: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37827	validation-mlogloss:1.37799
[1]	train-mlogloss:1.37039	validation-mlogloss:1.36991
[2]	train-mlogloss:1.36251	validation-mlogloss:1.36173
[3]	train-mlogloss:1.35475	validation-mlogloss:1.35357
[4]	train-mlogloss:1.34721	validation-mlogloss:1.34574
[5]	train-mlogloss:1.33966	validation-mlogloss:1.33777
[6]	train-mlogloss:1.33224	validation-mlogloss:1.32995
[7]	train-mlogloss:1.32495	validation-mlogloss:1.32239
[8]	train-mlogloss:1.31768	validation-mlogloss:1.31475
[9]	train-mlogloss:1.31075	validation-mlogloss:1.30748
[10]	train-mlogloss:1.30372	validation-mlogloss:1.30008
[11]	train-mlogloss:1.29673	validation-mlogloss:1.29294
[12]	train-mlogloss:1.28985	validation-mlogloss:1.28565
[13]	train-mlogloss:1.28309	validation-mlogloss:1.27864
[14]	train-mlogloss:1.27648	validation-mlogloss:1.27181
[15]	train-mlogloss:1.26998	validation-mlogloss:1.26512
[16]	train-mlogloss:1.26346	validation-mlogloss:1.25833
[17]	train-mlogloss:1.25705	validation-mlogloss:1.25176
[18]	train-mlogloss:1.25070	validation-mlogloss:1.24517
[19]	train-mlogloss:1.24442	validation-mlogloss:1.23853
[20]	train-mlogloss:1.23821	validation-mlogloss:1.23198
[21]	train-mlogloss:1.23211	validation-mlogloss:1.22557
[22]	train-mlogloss:1.22610	validation-mlogloss:1.21918
[23]	train-mlogloss:1.22026	validation-mlogloss:1.21319
[24]	train-mlogloss:1.21440	validation-mlogloss:1.20702
[25]	train-mlogloss:1.20860	validation-mlogloss:1.20090
[26]	train-mlogloss:1.20287	validation-mlogloss:1.19486
[27]	train-mlogloss:1.19719	validation-mlogloss:1.18893
[28]	train-mlogloss:1.19159	validation-mlogloss:1.18305
[29]	train-mlogloss:1.18610	validation-mlogloss:1.17727
[30]	train-mlogloss:1.18069	validation-mlogloss:1.17150
[31]	train-mlogloss:1.17530	validation-mlogloss:1.16582
[32]	train-mlogloss:1.16996	validation-mlogloss:1.16016
[33]	train-mlogloss:1.16470	validation-mlogloss:1.15461
[34]	train-mlogloss:1.15959	validation-mlogloss:1.14927
[35]	train-mlogloss:1.15447	validation-mlogloss:1.14400
[36]	train-mlogloss:1.14933	validation-mlogloss:1.13868
[37]	train-mlogloss:1.14436	validation-mlogloss:1.13342
[38]	train-mlogloss:1.13943	validation-mlogloss:1.12828
[39]	train-mlogloss:1.13462	validation-mlogloss:1.12330
[40]	train-mlogloss:1.12981	validation-mlogloss:1.11831
[41]	train-mlogloss:1.12496	validation-mlogloss:1.11313
[42]	train-mlogloss:1.12006	validation-mlogloss:1.10812
[43]	train-mlogloss:1.11538	validation-mlogloss:1.10307
[44]	train-mlogloss:1.11069	validation-mlogloss:1.09807
[45]	train-mlogloss:1.10611	validation-mlogloss:1.09317
[46]	train-mlogloss:1.10156	validation-mlogloss:1.08827
[47]	train-mlogloss:1.09708	validation-mlogloss:1.08346
[48]	train-mlogloss:1.09252	validation-mlogloss:1.07864
[49]	train-mlogloss:1.08792	validation-mlogloss:1.07393
[50]	train-mlogloss:1.08351	validation-mlogloss:1.06935
[51]	train-mlogloss:1.07920	validation-mlogloss:1.06497
[52]	train-mlogloss:1.07483	validation-mlogloss:1.06040
[53]	train-mlogloss:1.07070	validation-mlogloss:1.05607
[54]	train-mlogloss:1.06643	validation-mlogloss:1.05173
[55]	train-mlogloss:1.06230	validation-mlogloss:1.04725
[56]	train-mlogloss:1.05813	validation-mlogloss:1.04294
[57]	train-mlogloss:1.05396	validation-mlogloss:1.03856
[58]	train-mlogloss:1.04985	validation-mlogloss:1.03420
[59]	train-mlogloss:1.04579	validation-mlogloss:1.02992
[60]	train-mlogloss:1.04173	validation-mlogloss:1.02571
[61]	train-mlogloss:1.03768	validation-mlogloss:1.02151
[62]	train-mlogloss:1.03378	validation-mlogloss:1.01742
[63]	train-mlogloss:1.02973	validation-mlogloss:1.01328
[64]	train-mlogloss:1.02599	validation-mlogloss:1.00928
[65]	train-mlogloss:1.02232	validation-mlogloss:1.00537
[66]	train-mlogloss:1.01860	validation-mlogloss:1.00144
[67]	train-mlogloss:1.01489	validation-mlogloss:0.99754
[68]	train-mlogloss:1.01121	validation-mlogloss:0.99370
[69]	train-mlogloss:1.00770	validation-mlogloss:0.98993
[70]	train-mlogloss:1.00414	validation-mlogloss:0.98623
[71]	train-mlogloss:1.00068	validation-mlogloss:0.98253
[72]	train-mlogloss:0.99725	validation-mlogloss:0.97892
[73]	train-mlogloss:0.99378	validation-mlogloss:0.97529
[74]	train-mlogloss:0.99032	validation-mlogloss:0.97172
[75]	train-mlogloss:0.98692	validation-mlogloss:0.96813
[76]	train-mlogloss:0.98354	validation-mlogloss:0.96456
[77]	train-mlogloss:0.98022	validation-mlogloss:0.96107
[78]	train-mlogloss:0.97696	validation-mlogloss:0.95762
[79]	train-mlogloss:0.97367	validation-mlogloss:0.95421
[80]	train-mlogloss:0.97044	validation-mlogloss:0.95086
[81]	train-mlogloss:0.96725	validation-mlogloss:0.94759
[82]	train-mlogloss:0.96415	validation-mlogloss:0.94449
[83]	train-mlogloss:0.96097	validation-mlogloss:0.94110
[84]	train-mlogloss:0.95799	validation-mlogloss:0.93785
[85]	train-mlogloss:0.95490	validation-mlogloss:0.93464
[86]	train-mlogloss:0.95189	validation-mlogloss:0.93145
[87]	train-mlogloss:0.94877	validation-mlogloss:0.92812
[88]	train-mlogloss:0.94579	validation-mlogloss:0.92497
[89]	train-mlogloss:0.94289	validation-mlogloss:0.92191
[90]	train-mlogloss:0.93990	validation-mlogloss:0.91877
[91]	train-mlogloss:0.93702	validation-mlogloss:0.91585
[92]	train-mlogloss:0.93414	validation-mlogloss:0.91291
[93]	train-mlogloss:0.93139	validation-mlogloss:0.91002
[94]	train-mlogloss:0.92847	validation-mlogloss:0.90692
[95]	train-mlogloss:0.92565	validation-mlogloss:0.90397
[96]	train-mlogloss:0.92292	validation-mlogloss:0.90109
[97]	train-mlogloss:0.92020	validation-mlogloss:0.89817
[98]	train-mlogloss:0.91755	validation-mlogloss:0.89543
[99]	train-mlogloss:0.91490	validation-mlogloss:0.89269
[100]	train-mlogloss:0.91231	validation-mlogloss:0.88986
[101]	train-mlogloss:0.90972	validation-mlogloss:0.88712
[102]	train-mlogloss:0.90712	validation-mlogloss:0.88436
[103]	train-mlogloss:0.90439	validation-mlogloss:0.88133
[104]	train-mlogloss:0.90173	validation-mlogloss:0.87844
[105]	train-mlogloss:0.89925	validation-mlogloss:0.87585
[106]	train-mlogloss:0.89663	validation-mlogloss:0.87307
[107]	train-mlogloss:0.89412	validation-mlogloss:0.87043
[108]	train-mlogloss:0.89159	validation-mlogloss:0.86774
[109]	train-mlogloss:0.88921	validation-mlogloss:0.86528
[110]	train-mlogloss:0.88670	validation-mlogloss:0.86256
[111]	train-mlogloss:0.88429	validation-mlogloss:0.85991
[112]	train-mlogloss:0.88190	validation-mlogloss:0.85738
[113]	train-mlogloss:0.87944	validation-mlogloss:0.85476
[114]	train-mlogloss:0.87711	validation-mlogloss:0.85227
[115]	train-mlogloss:0.87485	validation-mlogloss:0.84992
[116]	train-mlogloss:0.87250	validation-mlogloss:0.84731
[117]	train-mlogloss:0.87031	validation-mlogloss:0.84494
[118]	train-mlogloss:0.86794	validation-mlogloss:0.84235
[119]	train-mlogloss:0.86560	validation-mlogloss:0.83973
[120]	train-mlogloss:0.86335	validation-mlogloss:0.83731
[121]	train-mlogloss:0.86120	validation-mlogloss:0.83499
[122]	train-mlogloss:0.85904	validation-mlogloss:0.83261
[123]	train-mlogloss:0.85690	validation-mlogloss:0.83037
[124]	train-mlogloss:0.85469	validation-mlogloss:0.82794
[125]	train-mlogloss:0.85263	validation-mlogloss:0.82574
[126]	train-mlogloss:0.85058	validation-mlogloss:0.82359
[127]	train-mlogloss:0.84858	validation-mlogloss:0.82148
[128]	train-mlogloss:0.84645	validation-mlogloss:0.81916
[129]	train-mlogloss:0.84449	validation-mlogloss:0.81711
[130]	train-mlogloss:0.84239	validation-mlogloss:0.81486
[131]	train-mlogloss:0.84037	validation-mlogloss:0.81278
[132]	train-mlogloss:0.83832	validation-mlogloss:0.81062
[133]	train-mlogloss:0.83630	validation-mlogloss:0.80838
[134]	train-mlogloss:0.83437	validation-mlogloss:0.80634
[135]	train-mlogloss:0.83233	validation-mlogloss:0.80417
[136]	train-mlogloss:0.83037	validation-mlogloss:0.80200
[137]	train-mlogloss:0.82843	validation-mlogloss:0.79991
[138]	train-mlogloss:0.82649	validation-mlogloss:0.79775
[139]	train-mlogloss:0.82463	validation-mlogloss:0.79573
[140]	train-mlogloss:0.82282	validation-mlogloss:0.79383
[141]	train-mlogloss:0.82100	validation-mlogloss:0.79185
[142]	train-mlogloss:0.81921	validation-mlogloss:0.78990
[143]	train-mlogloss:0.81740	validation-mlogloss:0.78789
[144]	train-mlogloss:0.81559	validation-mlogloss:0.78589
[145]	train-mlogloss:0.81387	validation-mlogloss:0.78406
[146]	train-mlogloss:0.81211	validation-mlogloss:0.78212
[147]	train-mlogloss:0.81037	validation-mlogloss:0.78022
[148]	train-mlogloss:0.80859	validation-mlogloss:0.77825
[149]	train-mlogloss:0.80685	validation-mlogloss:0.77631
[150]	train-mlogloss:0.80517	validation-mlogloss:0.77458
[151]	train-mlogloss:0.80341	validation-mlogloss:0.77268
[152]	train-mlogloss:0.80171	validation-mlogloss:0.77085
[153]	train-mlogloss:0.80003	validation-mlogloss:0.76901
[154]	train-mlogloss:0.79846	validation-mlogloss:0.76739
[155]	train-mlogloss:0.79675	validation-mlogloss:0.76552
[156]	train-mlogloss:0.79506	validation-mlogloss:0.76368
[157]	train-mlogloss:0.79339	validation-mlogloss:0.76188
[158]	train-mlogloss:0.79178	validation-mlogloss:0.76016
[159]	train-mlogloss:0.79022	validation-mlogloss:0.75855
[160]	train-mlogloss:0.78860	validation-mlogloss:0.75671
[161]	train-mlogloss:0.78702	validation-mlogloss:0.75488
[162]	train-mlogloss:0.78549	validation-mlogloss:0.75316
[163]	train-mlogloss:0.78390	validation-mlogloss:0.75136
[164]	train-mlogloss:0.78238	validation-mlogloss:0.74967
[165]	train-mlogloss:0.78094	validation-mlogloss:0.74825
[166]	train-mlogloss:0.77951	validation-mlogloss:0.74672
[167]	train-mlogloss:0.77800	validation-mlogloss:0.74494
[168]	train-mlogloss:0.77658	validation-mlogloss:0.74339
[169]	train-mlogloss:0.77505	validation-mlogloss:0.74170
[170]	train-mlogloss:0.77358	validation-mlogloss:0.74010
[171]	train-mlogloss:0.77216	validation-mlogloss:0.73846
[172]	train-mlogloss:0.77069	validation-mlogloss:0.73680
[173]	train-mlogloss:0.76934	validation-mlogloss:0.73536
[174]	train-mlogloss:0.76789	validation-mlogloss:0.73381
[175]	train-mlogloss:0.76652	validation-mlogloss:0.73225
[176]	train-mlogloss:0.76512	validation-mlogloss:0.73074
[177]	train-mlogloss:0.76374	validation-mlogloss:0.72918
[178]	train-mlogloss:0.76231	validation-mlogloss:0.72758
[179]	train-mlogloss:0.76093	validation-mlogloss:0.72605
[180]	train-mlogloss:0.75963	validation-mlogloss:0.72466
[181]	train-mlogloss:0.75842	validation-mlogloss:0.72334
[182]	train-mlogloss:0.75712	validation-mlogloss:0.72197
[183]	train-mlogloss:0.75575	validation-mlogloss:0.72050
[184]	train-mlogloss:0.75446	validation-mlogloss:0.71907
[185]	train-mlogloss:0.75333	validation-mlogloss:0.71787
[186]	train-mlogloss:0.75213	validation-mlogloss:0.71657
[187]	train-mlogloss:0.75076	validation-mlogloss:0.71508
[188]	train-mlogloss:0.74952	validation-mlogloss:0.71364
[189]	train-mlogloss:0.74829	validation-mlogloss:0.71227
[190]	train-mlogloss:0.74719	validation-mlogloss:0.71107
[191]	train-mlogloss:0.74593	validation-mlogloss:0.70965
[192]	train-mlogloss:0.74476	validation-mlogloss:0.70832
[193]	train-mlogloss:0.74353	validation-mlogloss:0.70697
[194]	train-mlogloss:0.74234	validation-mlogloss:0.70559
[195]	train-mlogloss:0.74109	validation-mlogloss:0.70420
[196]	train-mlogloss:0.73998	validation-mlogloss:0.70297
[197]	train-mlogloss:0.73880	validation-mlogloss:0.70170
[198]	train-mlogloss:0.73766	validation-mlogloss:0.70039
[199]	train-mlogloss:0.73657	validation-mlogloss:0.69922
[200]	train-mlogloss:0.73535	validation-mlogloss:0.69790
[201]	train-mlogloss:0.73436	validation-mlogloss:0.69678
[202]	train-mlogloss:0.73327	validation-mlogloss:0.69563
[203]	train-mlogloss:0.73213	validation-mlogloss:0.69433
[204]	train-mlogloss:0.73092	validation-mlogloss:0.69305
[205]	train-mlogloss:0.72985	validation-mlogloss:0.69179
[206]	train-mlogloss:0.72879	validation-mlogloss:0.69058
[207]	train-mlogloss:0.72772	validation-mlogloss:0.68937
[208]	train-mlogloss:0.72666	validation-mlogloss:0.68818
[209]	train-mlogloss:0.72566	validation-mlogloss:0.68707
[210]	train-mlogloss:0.72464	validation-mlogloss:0.68590
[211]	train-mlogloss:0.72360	validation-mlogloss:0.68470
[212]	train-mlogloss:0.72257	validation-mlogloss:0.68354
[213]	train-mlogloss:0.72153	validation-mlogloss:0.68239
[214]	train-mlogloss:0.72050	validation-mlogloss:0.68123
[215]	train-mlogloss:0.71950	validation-mlogloss:0.68009
[216]	train-mlogloss:0.71846	validation-mlogloss:0.67889
[217]	train-mlogloss:0.71739	validation-mlogloss:0.67773
[218]	train-mlogloss:0.71639	validation-mlogloss:0.67663
[219]	train-mlogloss:0.71545	validation-mlogloss:0.67557
[220]	train-mlogloss:0.71448	validation-mlogloss:0.67440
[221]	train-mlogloss:0.71345	validation-mlogloss:0.67324
[222]	train-mlogloss:0.71249	validation-mlogloss:0.67212
[223]	train-mlogloss:0.71159	validation-mlogloss:0.67107
[224]	train-mlogloss:0.71070	validation-mlogloss:0.67003
[225]	train-mlogloss:0.70982	validation-mlogloss:0.66900
[226]	train-mlogloss:0.70884	validation-mlogloss:0.66792
[227]	train-mlogloss:0.70795	validation-mlogloss:0.66697
[228]	train-mlogloss:0.70714	validation-mlogloss:0.66604
[229]	train-mlogloss:0.70635	validation-mlogloss:0.66509
[230]	train-mlogloss:0.70546	validation-mlogloss:0.66409
[231]	train-mlogloss:0.70463	validation-mlogloss:0.66319
[232]	train-mlogloss:0.70367	validation-mlogloss:0.66213
[233]	train-mlogloss:0.70273	validation-mlogloss:0.66107
[234]	train-mlogloss:0.70190	validation-mlogloss:0.66023
[235]	train-mlogloss:0.70109	validation-mlogloss:0.65932
[236]	train-mlogloss:0.70028	validation-mlogloss:0.65844
[237]	train-mlogloss:0.69934	validation-mlogloss:0.65738
[238]	train-mlogloss:0.69843	validation-mlogloss:0.65639
[239]	train-mlogloss:0.69760	validation-mlogloss:0.65546
[240]	train-mlogloss:0.69690	validation-mlogloss:0.65468
[241]	train-mlogloss:0.69615	validation-mlogloss:0.65377
[242]	train-mlogloss:0.69528	validation-mlogloss:0.65279
[243]	train-mlogloss:0.69450	validation-mlogloss:0.65199
[244]	train-mlogloss:0.69363	validation-mlogloss:0.65102
[245]	train-mlogloss:0.69281	validation-mlogloss:0.65003
[246]	train-mlogloss:0.69203	validation-mlogloss:0.64916
[247]	train-mlogloss:0.69133	validation-mlogloss:0.64845
[248]	train-mlogloss:0.69063	validation-mlogloss:0.64765
[249]	train-mlogloss:0.68981	validation-mlogloss:0.64676
[250]	train-mlogloss:0.68898	validation-mlogloss:0.64584
[251]	train-mlogloss:0.68829	validation-mlogloss:0.64513
[252]	train-mlogloss:0.68763	validation-mlogloss:0.64436
[253]	train-mlogloss:0.68684	validation-mlogloss:0.64348
[254]	train-mlogloss:0.68605	validation-mlogloss:0.64262
[255]	train-mlogloss:0.68528	validation-mlogloss:0.64163
[256]	train-mlogloss:0.68455	validation-mlogloss:0.64079
[257]	train-mlogloss:0.68377	validation-mlogloss:0.63989
[258]	train-mlogloss:0.68296	validation-mlogloss:0.63899
[259]	train-mlogloss:0.68218	validation-mlogloss:0.63809
[260]	train-mlogloss:0.68145	validation-mlogloss:0.63724
[261]	train-mlogloss:0.68075	validation-mlogloss:0.63640
[262]	train-mlogloss:0.68005	validation-mlogloss:0.63558
[263]	train-mlogloss:0.67936	validation-mlogloss:0.63478
[264]	train-mlogloss:0.67874	validation-mlogloss:0.63400
[265]	train-mlogloss:0.67810	validation-mlogloss:0.63322
[266]	train-mlogloss:0.67743	validation-mlogloss:0.63247
[267]	train-mlogloss:0.67672	validation-mlogloss:0.63164
[268]	train-mlogloss:0.67605	validation-mlogloss:0.63086
[269]	train-mlogloss:0.67530	validation-mlogloss:0.63003
[270]	train-mlogloss:0.67460	validation-mlogloss:0.62925
[271]	train-mlogloss:0.67393	validation-mlogloss:0.62845
[272]	train-mlogloss:0.67328	validation-mlogloss:0.62767
[273]	train-mlogloss:0.67262	validation-mlogloss:0.62697
[274]	train-mlogloss:0.67196	validation-mlogloss:0.62622
[275]	train-mlogloss:0.67130	validation-mlogloss:0.62550
[276]	train-mlogloss:0.67076	validation-mlogloss:0.62492
[277]	train-mlogloss:0.67011	validation-mlogloss:0.62420
[278]	train-mlogloss:0.66949	validation-mlogloss:0.62350
[279]	train-mlogloss:0.66882	validation-mlogloss:0.62272
[280]	train-mlogloss:0.66821	validation-mlogloss:0.62208
[281]	train-mlogloss:0.66759	validation-mlogloss:0.62138
[282]	train-mlogloss:0.66690	validation-mlogloss:0.62062
[283]	train-mlogloss:0.66633	validation-mlogloss:0.61992
[284]	train-mlogloss:0.66567	validation-mlogloss:0.61922
[285]	train-mlogloss:0.66508	validation-mlogloss:0.61852
[286]	train-mlogloss:0.66451	validation-mlogloss:0.61781
[287]	train-mlogloss:0.66390	validation-mlogloss:0.61713
[288]	train-mlogloss:0.66328	validation-mlogloss:0.61648
[289]	train-mlogloss:0.66268	validation-mlogloss:0.61581
[290]	train-mlogloss:0.66215	validation-mlogloss:0.61522
[291]	train-mlogloss:0.66158	validation-mlogloss:0.61459
[292]	train-mlogloss:0.66106	validation-mlogloss:0.61399
[293]	train-mlogloss:0.66048	validation-mlogloss:0.61337
[294]	train-mlogloss:0.65997	validation-mlogloss:0.61281
[295]	train-mlogloss:0.65940	validation-mlogloss:0.61221
[296]	train-mlogloss:0.65885	validation-mlogloss:0.61154
[297]	train-mlogloss:0.65826	validation-mlogloss:0.61091
[298]	train-mlogloss:0.65769	validation-mlogloss:0.61031
[299]	train-mlogloss:0.65709	validation-mlogloss:0.60962
[300]	train-mlogloss:0.65650	validation-mlogloss:0.60896
[301]	train-mlogloss:0.65600	validation-mlogloss:0.60841
[302]	train-mlogloss:0.65550	validation-mlogloss:0.60783
[303]	train-mlogloss:0.65496	validation-mlogloss:0.60716
[304]	train-mlogloss:0.65447	validation-mlogloss:0.60657
[305]	train-mlogloss:0.65390	validation-mlogloss:0.60591
[306]	train-mlogloss:0.65336	validation-mlogloss:0.60531
[307]	train-mlogloss:0.65289	validation-mlogloss:0.60480
[308]	train-mlogloss:0.65237	validation-mlogloss:0.60421
[309]	train-mlogloss:0.65186	validation-mlogloss:0.60360
[310]	train-mlogloss:0.65136	validation-mlogloss:0.60302
[311]	train-mlogloss:0.65079	validation-mlogloss:0.60242
[312]	train-mlogloss:0.65028	validation-mlogloss:0.60185
[313]	train-mlogloss:0.64988	validation-mlogloss:0.60137
[314]	train-mlogloss:0.64942	validation-mlogloss:0.60084
[315]	train-mlogloss:0.64893	validation-mlogloss:0.60030
[316]	train-mlogloss:0.64837	validation-mlogloss:0.59967
[317]	train-mlogloss:0.64785	validation-mlogloss:0.59913
[318]	train-mlogloss:0.64731	validation-mlogloss:0.59848
[319]	train-mlogloss:0.64680	validation-mlogloss:0.59792
[320]	train-mlogloss:0.64642	validation-mlogloss:0.59752
[321]	train-mlogloss:0.64590	validation-mlogloss:0.59694
[322]	train-mlogloss:0.64546	validation-mlogloss:0.59649
[323]	train-mlogloss:0.64505	validation-mlogloss:0.59599
[324]	train-mlogloss:0.64460	validation-mlogloss:0.59546
[325]	train-mlogloss:0.64413	validation-mlogloss:0.59491
[326]	train-mlogloss:0.64368	validation-mlogloss:0.59435
[327]	train-mlogloss:0.64317	validation-mlogloss:0.59380
[328]	train-mlogloss:0.64266	validation-mlogloss:0.59322
[329]	train-mlogloss:0.64223	validation-mlogloss:0.59273
[330]	train-mlogloss:0.64180	validation-mlogloss:0.59226
[331]	train-mlogloss:0.64141	validation-mlogloss:0.59183
[332]	train-mlogloss:0.64093	validation-mlogloss:0.59132
[333]	train-mlogloss:0.64055	validation-mlogloss:0.59088
[334]	train-mlogloss:0.64016	validation-mlogloss:0.59046
[335]	train-mlogloss:0.63979	validation-mlogloss:0.59005
[336]	train-mlogloss:0.63941	validation-mlogloss:0.58962
[337]	train-mlogloss:0.63900	validation-mlogloss:0.58916
[338]	train-mlogloss:0.63858	validation-mlogloss:0.58862
[339]	train-mlogloss:0.63822	validation-mlogloss:0.58816
[340]	train-mlogloss:0.63775	validation-mlogloss:0.58756
[341]	train-mlogloss:0.63733	validation-mlogloss:0.58714
[342]	train-mlogloss:0.63695	validation-mlogloss:0.58672
[343]	train-mlogloss:0.63652	validation-mlogloss:0.58620
[344]	train-mlogloss:0.63610	validation-mlogloss:0.58574
[345]	train-mlogloss:0.63573	validation-mlogloss:0.58532
[346]	train-mlogloss:0.63537	validation-mlogloss:0.58489
[347]	train-mlogloss:0.63499	validation-mlogloss:0.58451
[348]	train-mlogloss:0.63460	validation-mlogloss:0.58400
[349]	train-mlogloss:0.63427	validation-mlogloss:0.58362
[350]	train-mlogloss:0.63387	validation-mlogloss:0.58316
[351]	train-mlogloss:0.63345	validation-mlogloss:0.58268
[352]	train-mlogloss:0.63309	validation-mlogloss:0.58229
[353]	train-mlogloss:0.63270	validation-mlogloss:0.58188
[354]	train-mlogloss:0.63236	validation-mlogloss:0.58152
[355]	train-mlogloss:0.63198	validation-mlogloss:0.58106
[356]	train-mlogloss:0.63162	validation-mlogloss:0.58067
[357]	train-mlogloss:0.63129	validation-mlogloss:0.58025
[358]	train-mlogloss:0.63089	validation-mlogloss:0.57975
[359]	train-mlogloss:0.63057	validation-mlogloss:0.57938
[360]	train-mlogloss:0.63019	validation-mlogloss:0.57895
[361]	train-mlogloss:0.62985	validation-mlogloss:0.57859
[362]	train-mlogloss:0.62954	validation-mlogloss:0.57823
[363]	train-mlogloss:0.62924	validation-mlogloss:0.57791
[364]	train-mlogloss:0.62890	validation-mlogloss:0.57756
[365]	train-mlogloss:0.62856	validation-mlogloss:0.57717
[366]	train-mlogloss:0.62823	validation-mlogloss:0.57680
[367]	train-mlogloss:0.62791	validation-mlogloss:0.57644
[368]	train-mlogloss:0.62757	validation-mlogloss:0.57604
[369]	train-mlogloss:0.62729	validation-mlogloss:0.57570
[370]	train-mlogloss:0.62706	validation-mlogloss:0.57539
[371]	train-mlogloss:0.62676	validation-mlogloss:0.57505
[372]	train-mlogloss:0.62646	validation-mlogloss:0.57471
[373]	train-mlogloss:0.62615	validation-mlogloss:0.57437
[374]	train-mlogloss:0.62580	validation-mlogloss:0.57396
[375]	train-mlogloss:0.62554	validation-mlogloss:0.57368
[376]	train-mlogloss:0.62526	validation-mlogloss:0.57337
[377]	train-mlogloss:0.62491	validation-mlogloss:0.57294
[378]	train-mlogloss:0.62469	validation-mlogloss:0.57267
[379]	train-mlogloss:0.62440	validation-mlogloss:0.57230
[380]	train-mlogloss:0.62420	validation-mlogloss:0.57208
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 1 ... 1 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.38 [%]
Global accuracy score (test) = 76.9 [%]
Global F1 score (train) = 75.53 [%]
Global F1 score (test) = 77.68 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.63      0.61       350
MODERATE-INTENSITY       0.58      0.60      0.59       350
         SEDENTARY       0.99      0.96      0.97       350
VIGOROUS-INTENSITY       0.98      0.90      0.94       322

          accuracy                           0.77      1372
         macro avg       0.78      0.77      0.78      1372
      weighted avg       0.78      0.77      0.77      1372


Accuracy capturado en la ejecución 24: 76.9 [%]
F1-score capturado en la ejecución 24: 77.68 [%]

=== EJECUCIÓN 25 ===

--- TRAIN (ejecución 25) ---

--- TEST (ejecución 25) ---
2025-11-06 16:30:06.506573: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:30:06.518056: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762443006.531186 1484097 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762443006.535298 1484097 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762443006.545195 1484097 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443006.545213 1484097 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443006.545215 1484097 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443006.545217 1484097 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:30:06.548424: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37813	validation-mlogloss:1.37775
[1]	train-mlogloss:1.37015	validation-mlogloss:1.36953
[2]	train-mlogloss:1.36219	validation-mlogloss:1.36117
[3]	train-mlogloss:1.35434	validation-mlogloss:1.35303
[4]	train-mlogloss:1.34662	validation-mlogloss:1.34488
[5]	train-mlogloss:1.33916	validation-mlogloss:1.33715
[6]	train-mlogloss:1.33166	validation-mlogloss:1.32931
[7]	train-mlogloss:1.32443	validation-mlogloss:1.32171
[8]	train-mlogloss:1.31719	validation-mlogloss:1.31423
[9]	train-mlogloss:1.30995	validation-mlogloss:1.30664
[10]	train-mlogloss:1.30289	validation-mlogloss:1.29918
[11]	train-mlogloss:1.29594	validation-mlogloss:1.29185
[12]	train-mlogloss:1.28898	validation-mlogloss:1.28457
[13]	train-mlogloss:1.28218	validation-mlogloss:1.27748
[14]	train-mlogloss:1.27566	validation-mlogloss:1.27066
[15]	train-mlogloss:1.26900	validation-mlogloss:1.26365
[16]	train-mlogloss:1.26244	validation-mlogloss:1.25675
[17]	train-mlogloss:1.25607	validation-mlogloss:1.25010
[18]	train-mlogloss:1.24966	validation-mlogloss:1.24341
[19]	train-mlogloss:1.24342	validation-mlogloss:1.23692
[20]	train-mlogloss:1.23723	validation-mlogloss:1.23037
[21]	train-mlogloss:1.23101	validation-mlogloss:1.22384
[22]	train-mlogloss:1.22495	validation-mlogloss:1.21750
[23]	train-mlogloss:1.21891	validation-mlogloss:1.21119
[24]	train-mlogloss:1.21295	validation-mlogloss:1.20491
[25]	train-mlogloss:1.20710	validation-mlogloss:1.19871
[26]	train-mlogloss:1.20132	validation-mlogloss:1.19263
[27]	train-mlogloss:1.19552	validation-mlogloss:1.18651
[28]	train-mlogloss:1.18986	validation-mlogloss:1.18056
[29]	train-mlogloss:1.18439	validation-mlogloss:1.17470
[30]	train-mlogloss:1.17888	validation-mlogloss:1.16898
[31]	train-mlogloss:1.17341	validation-mlogloss:1.16325
[32]	train-mlogloss:1.16803	validation-mlogloss:1.15768
[33]	train-mlogloss:1.16271	validation-mlogloss:1.15220
[34]	train-mlogloss:1.15747	validation-mlogloss:1.14662
[35]	train-mlogloss:1.15237	validation-mlogloss:1.14133
[36]	train-mlogloss:1.14721	validation-mlogloss:1.13597
[37]	train-mlogloss:1.14200	validation-mlogloss:1.13068
[38]	train-mlogloss:1.13697	validation-mlogloss:1.12535
[39]	train-mlogloss:1.13201	validation-mlogloss:1.12013
[40]	train-mlogloss:1.12710	validation-mlogloss:1.11489
[41]	train-mlogloss:1.12224	validation-mlogloss:1.10977
[42]	train-mlogloss:1.11730	validation-mlogloss:1.10466
[43]	train-mlogloss:1.11255	validation-mlogloss:1.09960
[44]	train-mlogloss:1.10786	validation-mlogloss:1.09467
[45]	train-mlogloss:1.10326	validation-mlogloss:1.08983
[46]	train-mlogloss:1.09872	validation-mlogloss:1.08505
[47]	train-mlogloss:1.09414	validation-mlogloss:1.08018
[48]	train-mlogloss:1.08951	validation-mlogloss:1.07532
[49]	train-mlogloss:1.08494	validation-mlogloss:1.07056
[50]	train-mlogloss:1.08042	validation-mlogloss:1.06588
[51]	train-mlogloss:1.07597	validation-mlogloss:1.06133
[52]	train-mlogloss:1.07164	validation-mlogloss:1.05689
[53]	train-mlogloss:1.06744	validation-mlogloss:1.05246
[54]	train-mlogloss:1.06308	validation-mlogloss:1.04788
[55]	train-mlogloss:1.05880	validation-mlogloss:1.04339
[56]	train-mlogloss:1.05459	validation-mlogloss:1.03908
[57]	train-mlogloss:1.05040	validation-mlogloss:1.03467
[58]	train-mlogloss:1.04627	validation-mlogloss:1.03039
[59]	train-mlogloss:1.04227	validation-mlogloss:1.02614
[60]	train-mlogloss:1.03824	validation-mlogloss:1.02193
[61]	train-mlogloss:1.03424	validation-mlogloss:1.01775
[62]	train-mlogloss:1.03033	validation-mlogloss:1.01370
[63]	train-mlogloss:1.02650	validation-mlogloss:1.00970
[64]	train-mlogloss:1.02260	validation-mlogloss:1.00571
[65]	train-mlogloss:1.01879	validation-mlogloss:1.00169
[66]	train-mlogloss:1.01505	validation-mlogloss:0.99775
[67]	train-mlogloss:1.01130	validation-mlogloss:0.99396
[68]	train-mlogloss:1.00758	validation-mlogloss:0.99001
[69]	train-mlogloss:1.00393	validation-mlogloss:0.98615
[70]	train-mlogloss:1.00027	validation-mlogloss:0.98233
[71]	train-mlogloss:0.99671	validation-mlogloss:0.97871
[72]	train-mlogloss:0.99327	validation-mlogloss:0.97498
[73]	train-mlogloss:0.98978	validation-mlogloss:0.97129
[74]	train-mlogloss:0.98624	validation-mlogloss:0.96758
[75]	train-mlogloss:0.98279	validation-mlogloss:0.96407
[76]	train-mlogloss:0.97939	validation-mlogloss:0.96055
[77]	train-mlogloss:0.97607	validation-mlogloss:0.95705
[78]	train-mlogloss:0.97283	validation-mlogloss:0.95378
[79]	train-mlogloss:0.96948	validation-mlogloss:0.95026
[80]	train-mlogloss:0.96620	validation-mlogloss:0.94687
[81]	train-mlogloss:0.96278	validation-mlogloss:0.94330
[82]	train-mlogloss:0.95960	validation-mlogloss:0.93993
[83]	train-mlogloss:0.95653	validation-mlogloss:0.93676
[84]	train-mlogloss:0.95349	validation-mlogloss:0.93350
[85]	train-mlogloss:0.95038	validation-mlogloss:0.93023
[86]	train-mlogloss:0.94732	validation-mlogloss:0.92704
[87]	train-mlogloss:0.94414	validation-mlogloss:0.92363
[88]	train-mlogloss:0.94115	validation-mlogloss:0.92049
[89]	train-mlogloss:0.93817	validation-mlogloss:0.91731
[90]	train-mlogloss:0.93521	validation-mlogloss:0.91418
[91]	train-mlogloss:0.93226	validation-mlogloss:0.91112
[92]	train-mlogloss:0.92931	validation-mlogloss:0.90792
[93]	train-mlogloss:0.92648	validation-mlogloss:0.90498
[94]	train-mlogloss:0.92364	validation-mlogloss:0.90197
[95]	train-mlogloss:0.92087	validation-mlogloss:0.89907
[96]	train-mlogloss:0.91808	validation-mlogloss:0.89616
[97]	train-mlogloss:0.91516	validation-mlogloss:0.89295
[98]	train-mlogloss:0.91244	validation-mlogloss:0.89012
[99]	train-mlogloss:0.90959	validation-mlogloss:0.88700
[100]	train-mlogloss:0.90688	validation-mlogloss:0.88421
[101]	train-mlogloss:0.90425	validation-mlogloss:0.88149
[102]	train-mlogloss:0.90170	validation-mlogloss:0.87883
[103]	train-mlogloss:0.89907	validation-mlogloss:0.87590
[104]	train-mlogloss:0.89654	validation-mlogloss:0.87317
[105]	train-mlogloss:0.89399	validation-mlogloss:0.87051
[106]	train-mlogloss:0.89144	validation-mlogloss:0.86777
[107]	train-mlogloss:0.88894	validation-mlogloss:0.86519
[108]	train-mlogloss:0.88632	validation-mlogloss:0.86237
[109]	train-mlogloss:0.88385	validation-mlogloss:0.85974
[110]	train-mlogloss:0.88147	validation-mlogloss:0.85718
[111]	train-mlogloss:0.87906	validation-mlogloss:0.85460
[112]	train-mlogloss:0.87656	validation-mlogloss:0.85192
[113]	train-mlogloss:0.87411	validation-mlogloss:0.84937
[114]	train-mlogloss:0.87162	validation-mlogloss:0.84667
[115]	train-mlogloss:0.86921	validation-mlogloss:0.84407
[116]	train-mlogloss:0.86691	validation-mlogloss:0.84164
[117]	train-mlogloss:0.86466	validation-mlogloss:0.83925
[118]	train-mlogloss:0.86237	validation-mlogloss:0.83690
[119]	train-mlogloss:0.86013	validation-mlogloss:0.83452
[120]	train-mlogloss:0.85794	validation-mlogloss:0.83214
[121]	train-mlogloss:0.85581	validation-mlogloss:0.82982
[122]	train-mlogloss:0.85360	validation-mlogloss:0.82736
[123]	train-mlogloss:0.85134	validation-mlogloss:0.82497
[124]	train-mlogloss:0.84926	validation-mlogloss:0.82286
[125]	train-mlogloss:0.84702	validation-mlogloss:0.82042
[126]	train-mlogloss:0.84495	validation-mlogloss:0.81817
[127]	train-mlogloss:0.84282	validation-mlogloss:0.81584
[128]	train-mlogloss:0.84070	validation-mlogloss:0.81351
[129]	train-mlogloss:0.83860	validation-mlogloss:0.81128
[130]	train-mlogloss:0.83659	validation-mlogloss:0.80909
[131]	train-mlogloss:0.83464	validation-mlogloss:0.80694
[132]	train-mlogloss:0.83269	validation-mlogloss:0.80489
[133]	train-mlogloss:0.83081	validation-mlogloss:0.80282
[134]	train-mlogloss:0.82883	validation-mlogloss:0.80059
[135]	train-mlogloss:0.82683	validation-mlogloss:0.79844
[136]	train-mlogloss:0.82494	validation-mlogloss:0.79643
[137]	train-mlogloss:0.82305	validation-mlogloss:0.79437
[138]	train-mlogloss:0.82119	validation-mlogloss:0.79241
[139]	train-mlogloss:0.81939	validation-mlogloss:0.79046
[140]	train-mlogloss:0.81746	validation-mlogloss:0.78834
[141]	train-mlogloss:0.81564	validation-mlogloss:0.78634
[142]	train-mlogloss:0.81384	validation-mlogloss:0.78436
[143]	train-mlogloss:0.81203	validation-mlogloss:0.78231
[144]	train-mlogloss:0.81023	validation-mlogloss:0.78037
[145]	train-mlogloss:0.80848	validation-mlogloss:0.77846
[146]	train-mlogloss:0.80671	validation-mlogloss:0.77660
[147]	train-mlogloss:0.80498	validation-mlogloss:0.77468
[148]	train-mlogloss:0.80319	validation-mlogloss:0.77283
[149]	train-mlogloss:0.80142	validation-mlogloss:0.77086
[150]	train-mlogloss:0.79968	validation-mlogloss:0.76899
[151]	train-mlogloss:0.79791	validation-mlogloss:0.76708
[152]	train-mlogloss:0.79626	validation-mlogloss:0.76527
[153]	train-mlogloss:0.79453	validation-mlogloss:0.76337
[154]	train-mlogloss:0.79291	validation-mlogloss:0.76155
[155]	train-mlogloss:0.79123	validation-mlogloss:0.75969
[156]	train-mlogloss:0.78961	validation-mlogloss:0.75790
[157]	train-mlogloss:0.78796	validation-mlogloss:0.75608
[158]	train-mlogloss:0.78633	validation-mlogloss:0.75432
[159]	train-mlogloss:0.78469	validation-mlogloss:0.75251
[160]	train-mlogloss:0.78299	validation-mlogloss:0.75069
[161]	train-mlogloss:0.78133	validation-mlogloss:0.74887
[162]	train-mlogloss:0.77971	validation-mlogloss:0.74712
[163]	train-mlogloss:0.77810	validation-mlogloss:0.74527
[164]	train-mlogloss:0.77655	validation-mlogloss:0.74353
[165]	train-mlogloss:0.77510	validation-mlogloss:0.74192
[166]	train-mlogloss:0.77357	validation-mlogloss:0.74023
[167]	train-mlogloss:0.77202	validation-mlogloss:0.73857
[168]	train-mlogloss:0.77066	validation-mlogloss:0.73711
[169]	train-mlogloss:0.76918	validation-mlogloss:0.73549
[170]	train-mlogloss:0.76780	validation-mlogloss:0.73396
[171]	train-mlogloss:0.76635	validation-mlogloss:0.73235
[172]	train-mlogloss:0.76493	validation-mlogloss:0.73080
[173]	train-mlogloss:0.76363	validation-mlogloss:0.72933
[174]	train-mlogloss:0.76229	validation-mlogloss:0.72792
[175]	train-mlogloss:0.76090	validation-mlogloss:0.72640
[176]	train-mlogloss:0.75956	validation-mlogloss:0.72490
[177]	train-mlogloss:0.75827	validation-mlogloss:0.72351
[178]	train-mlogloss:0.75697	validation-mlogloss:0.72203
[179]	train-mlogloss:0.75563	validation-mlogloss:0.72049
[180]	train-mlogloss:0.75431	validation-mlogloss:0.71899
[181]	train-mlogloss:0.75301	validation-mlogloss:0.71752
[182]	train-mlogloss:0.75160	validation-mlogloss:0.71590
[183]	train-mlogloss:0.75037	validation-mlogloss:0.71447
[184]	train-mlogloss:0.74908	validation-mlogloss:0.71303
[185]	train-mlogloss:0.74782	validation-mlogloss:0.71161
[186]	train-mlogloss:0.74651	validation-mlogloss:0.71020
[187]	train-mlogloss:0.74527	validation-mlogloss:0.70889
[188]	train-mlogloss:0.74405	validation-mlogloss:0.70756
[189]	train-mlogloss:0.74277	validation-mlogloss:0.70610
[190]	train-mlogloss:0.74144	validation-mlogloss:0.70465
[191]	train-mlogloss:0.74025	validation-mlogloss:0.70328
[192]	train-mlogloss:0.73899	validation-mlogloss:0.70188
[193]	train-mlogloss:0.73778	validation-mlogloss:0.70050
[194]	train-mlogloss:0.73665	validation-mlogloss:0.69915
[195]	train-mlogloss:0.73542	validation-mlogloss:0.69785
[196]	train-mlogloss:0.73435	validation-mlogloss:0.69661
[197]	train-mlogloss:0.73328	validation-mlogloss:0.69537
[198]	train-mlogloss:0.73206	validation-mlogloss:0.69402
[199]	train-mlogloss:0.73095	validation-mlogloss:0.69270
[200]	train-mlogloss:0.72984	validation-mlogloss:0.69142
[201]	train-mlogloss:0.72874	validation-mlogloss:0.69009
[202]	train-mlogloss:0.72763	validation-mlogloss:0.68891
[203]	train-mlogloss:0.72652	validation-mlogloss:0.68767
[204]	train-mlogloss:0.72539	validation-mlogloss:0.68639
[205]	train-mlogloss:0.72447	validation-mlogloss:0.68542
[206]	train-mlogloss:0.72340	validation-mlogloss:0.68424
[207]	train-mlogloss:0.72227	validation-mlogloss:0.68295
[208]	train-mlogloss:0.72117	validation-mlogloss:0.68165
[209]	train-mlogloss:0.72015	validation-mlogloss:0.68048
[210]	train-mlogloss:0.71915	validation-mlogloss:0.67938
[211]	train-mlogloss:0.71811	validation-mlogloss:0.67821
[212]	train-mlogloss:0.71705	validation-mlogloss:0.67705
[213]	train-mlogloss:0.71604	validation-mlogloss:0.67594
[214]	train-mlogloss:0.71501	validation-mlogloss:0.67481
[215]	train-mlogloss:0.71396	validation-mlogloss:0.67362
[216]	train-mlogloss:0.71304	validation-mlogloss:0.67262
[217]	train-mlogloss:0.71207	validation-mlogloss:0.67154
[218]	train-mlogloss:0.71112	validation-mlogloss:0.67047
[219]	train-mlogloss:0.71009	validation-mlogloss:0.66932
[220]	train-mlogloss:0.70917	validation-mlogloss:0.66828
[221]	train-mlogloss:0.70824	validation-mlogloss:0.66731
[222]	train-mlogloss:0.70724	validation-mlogloss:0.66619
[223]	train-mlogloss:0.70622	validation-mlogloss:0.66505
[224]	train-mlogloss:0.70532	validation-mlogloss:0.66403
[225]	train-mlogloss:0.70442	validation-mlogloss:0.66304
[226]	train-mlogloss:0.70359	validation-mlogloss:0.66214
[227]	train-mlogloss:0.70269	validation-mlogloss:0.66111
[228]	train-mlogloss:0.70180	validation-mlogloss:0.66010
[229]	train-mlogloss:0.70098	validation-mlogloss:0.65918
[230]	train-mlogloss:0.70009	validation-mlogloss:0.65809
[231]	train-mlogloss:0.69921	validation-mlogloss:0.65704
[232]	train-mlogloss:0.69834	validation-mlogloss:0.65605
[233]	train-mlogloss:0.69748	validation-mlogloss:0.65508
[234]	train-mlogloss:0.69664	validation-mlogloss:0.65420
[235]	train-mlogloss:0.69576	validation-mlogloss:0.65313
[236]	train-mlogloss:0.69489	validation-mlogloss:0.65223
[237]	train-mlogloss:0.69411	validation-mlogloss:0.65126
[238]	train-mlogloss:0.69330	validation-mlogloss:0.65034
[239]	train-mlogloss:0.69243	validation-mlogloss:0.64938
[240]	train-mlogloss:0.69162	validation-mlogloss:0.64846
[241]	train-mlogloss:0.69078	validation-mlogloss:0.64753
[242]	train-mlogloss:0.68996	validation-mlogloss:0.64655
[243]	train-mlogloss:0.68917	validation-mlogloss:0.64571
[244]	train-mlogloss:0.68837	validation-mlogloss:0.64473
[245]	train-mlogloss:0.68759	validation-mlogloss:0.64390
[246]	train-mlogloss:0.68678	validation-mlogloss:0.64302
[247]	train-mlogloss:0.68608	validation-mlogloss:0.64231
[248]	train-mlogloss:0.68531	validation-mlogloss:0.64148
[249]	train-mlogloss:0.68458	validation-mlogloss:0.64062
[250]	train-mlogloss:0.68376	validation-mlogloss:0.63971
[251]	train-mlogloss:0.68293	validation-mlogloss:0.63876
[252]	train-mlogloss:0.68219	validation-mlogloss:0.63790
[253]	train-mlogloss:0.68140	validation-mlogloss:0.63706
[254]	train-mlogloss:0.68065	validation-mlogloss:0.63618
[255]	train-mlogloss:0.67985	validation-mlogloss:0.63526
[256]	train-mlogloss:0.67913	validation-mlogloss:0.63440
[257]	train-mlogloss:0.67842	validation-mlogloss:0.63366
[258]	train-mlogloss:0.67764	validation-mlogloss:0.63275
[259]	train-mlogloss:0.67695	validation-mlogloss:0.63193
[260]	train-mlogloss:0.67623	validation-mlogloss:0.63110
[261]	train-mlogloss:0.67557	validation-mlogloss:0.63027
[262]	train-mlogloss:0.67478	validation-mlogloss:0.62940
[263]	train-mlogloss:0.67404	validation-mlogloss:0.62860
[264]	train-mlogloss:0.67336	validation-mlogloss:0.62779
[265]	train-mlogloss:0.67264	validation-mlogloss:0.62697
[266]	train-mlogloss:0.67199	validation-mlogloss:0.62621
[267]	train-mlogloss:0.67138	validation-mlogloss:0.62551
[268]	train-mlogloss:0.67068	validation-mlogloss:0.62468
[269]	train-mlogloss:0.67001	validation-mlogloss:0.62388
[270]	train-mlogloss:0.66935	validation-mlogloss:0.62307
[271]	train-mlogloss:0.66879	validation-mlogloss:0.62243
[272]	train-mlogloss:0.66810	validation-mlogloss:0.62167
[273]	train-mlogloss:0.66739	validation-mlogloss:0.62084
[274]	train-mlogloss:0.66671	validation-mlogloss:0.62006
[275]	train-mlogloss:0.66610	validation-mlogloss:0.61941
[276]	train-mlogloss:0.66552	validation-mlogloss:0.61874
[277]	train-mlogloss:0.66481	validation-mlogloss:0.61791
[278]	train-mlogloss:0.66415	validation-mlogloss:0.61717
[279]	train-mlogloss:0.66359	validation-mlogloss:0.61651
[280]	train-mlogloss:0.66302	validation-mlogloss:0.61586
[281]	train-mlogloss:0.66240	validation-mlogloss:0.61518
[282]	train-mlogloss:0.66180	validation-mlogloss:0.61449
[283]	train-mlogloss:0.66117	validation-mlogloss:0.61377
[284]	train-mlogloss:0.66054	validation-mlogloss:0.61303
[285]	train-mlogloss:0.65991	validation-mlogloss:0.61229
[286]	train-mlogloss:0.65928	validation-mlogloss:0.61156
[287]	train-mlogloss:0.65861	validation-mlogloss:0.61076
[288]	train-mlogloss:0.65806	validation-mlogloss:0.61015
[289]	train-mlogloss:0.65754	validation-mlogloss:0.60954
[290]	train-mlogloss:0.65702	validation-mlogloss:0.60895
[291]	train-mlogloss:0.65640	validation-mlogloss:0.60823
[292]	train-mlogloss:0.65585	validation-mlogloss:0.60758
[293]	train-mlogloss:0.65535	validation-mlogloss:0.60695
[294]	train-mlogloss:0.65474	validation-mlogloss:0.60626
[295]	train-mlogloss:0.65425	validation-mlogloss:0.60565
[296]	train-mlogloss:0.65372	validation-mlogloss:0.60505
[297]	train-mlogloss:0.65316	validation-mlogloss:0.60441
[298]	train-mlogloss:0.65256	validation-mlogloss:0.60373
[299]	train-mlogloss:0.65205	validation-mlogloss:0.60314
[300]	train-mlogloss:0.65158	validation-mlogloss:0.60257
[301]	train-mlogloss:0.65110	validation-mlogloss:0.60203
[302]	train-mlogloss:0.65056	validation-mlogloss:0.60140
[303]	train-mlogloss:0.65008	validation-mlogloss:0.60083
[304]	train-mlogloss:0.64956	validation-mlogloss:0.60017
[305]	train-mlogloss:0.64906	validation-mlogloss:0.59956
[306]	train-mlogloss:0.64852	validation-mlogloss:0.59894
[307]	train-mlogloss:0.64798	validation-mlogloss:0.59831
[308]	train-mlogloss:0.64744	validation-mlogloss:0.59769
[309]	train-mlogloss:0.64699	validation-mlogloss:0.59719
[310]	train-mlogloss:0.64640	validation-mlogloss:0.59649
[311]	train-mlogloss:0.64596	validation-mlogloss:0.59605
[312]	train-mlogloss:0.64548	validation-mlogloss:0.59550
[313]	train-mlogloss:0.64500	validation-mlogloss:0.59491
[314]	train-mlogloss:0.64452	validation-mlogloss:0.59435
[315]	train-mlogloss:0.64409	validation-mlogloss:0.59383
[316]	train-mlogloss:0.64361	validation-mlogloss:0.59329
[317]	train-mlogloss:0.64311	validation-mlogloss:0.59271
[318]	train-mlogloss:0.64265	validation-mlogloss:0.59220
[319]	train-mlogloss:0.64208	validation-mlogloss:0.59158
[320]	train-mlogloss:0.64166	validation-mlogloss:0.59110
[321]	train-mlogloss:0.64121	validation-mlogloss:0.59056
[322]	train-mlogloss:0.64073	validation-mlogloss:0.59000
[323]	train-mlogloss:0.64028	validation-mlogloss:0.58946
[324]	train-mlogloss:0.63988	validation-mlogloss:0.58896
[325]	train-mlogloss:0.63951	validation-mlogloss:0.58851
[326]	train-mlogloss:0.63902	validation-mlogloss:0.58793
[327]	train-mlogloss:0.63858	validation-mlogloss:0.58741
[328]	train-mlogloss:0.63818	validation-mlogloss:0.58697
[329]	train-mlogloss:0.63766	validation-mlogloss:0.58631
[330]	train-mlogloss:0.63729	validation-mlogloss:0.58590
[331]	train-mlogloss:0.63693	validation-mlogloss:0.58545
[332]	train-mlogloss:0.63648	validation-mlogloss:0.58490
[333]	train-mlogloss:0.63611	validation-mlogloss:0.58449
[334]	train-mlogloss:0.63572	validation-mlogloss:0.58405
[335]	train-mlogloss:0.63524	validation-mlogloss:0.58351
[336]	train-mlogloss:0.63484	validation-mlogloss:0.58309
[337]	train-mlogloss:0.63442	validation-mlogloss:0.58264
[338]	train-mlogloss:0.63407	validation-mlogloss:0.58219
[339]	train-mlogloss:0.63360	validation-mlogloss:0.58162
[340]	train-mlogloss:0.63325	validation-mlogloss:0.58117
[341]	train-mlogloss:0.63291	validation-mlogloss:0.58081
[342]	train-mlogloss:0.63244	validation-mlogloss:0.58029
[343]	train-mlogloss:0.63207	validation-mlogloss:0.57990
[344]	train-mlogloss:0.63164	validation-mlogloss:0.57938
[345]	train-mlogloss:0.63125	validation-mlogloss:0.57895
[346]	train-mlogloss:0.63081	validation-mlogloss:0.57844
[347]	train-mlogloss:0.63044	validation-mlogloss:0.57799
[348]	train-mlogloss:0.63010	validation-mlogloss:0.57757
[349]	train-mlogloss:0.62972	validation-mlogloss:0.57710
[350]	train-mlogloss:0.62933	validation-mlogloss:0.57661
[351]	train-mlogloss:0.62899	validation-mlogloss:0.57618
[352]	train-mlogloss:0.62858	validation-mlogloss:0.57570
[353]	train-mlogloss:0.62823	validation-mlogloss:0.57531
[354]	train-mlogloss:0.62786	validation-mlogloss:0.57491
[355]	train-mlogloss:0.62749	validation-mlogloss:0.57454
[356]	train-mlogloss:0.62715	validation-mlogloss:0.57414
[357]	train-mlogloss:0.62687	validation-mlogloss:0.57387
[358]	train-mlogloss:0.62657	validation-mlogloss:0.57350
[359]	train-mlogloss:0.62619	validation-mlogloss:0.57308
[360]	train-mlogloss:0.62587	validation-mlogloss:0.57275
[361]	train-mlogloss:0.62555	validation-mlogloss:0.57236
[362]	train-mlogloss:0.62526	validation-mlogloss:0.57199
[363]	train-mlogloss:0.62490	validation-mlogloss:0.57159
[364]	train-mlogloss:0.62454	validation-mlogloss:0.57117
[365]	train-mlogloss:0.62425	validation-mlogloss:0.57087
[366]	train-mlogloss:0.62391	validation-mlogloss:0.57048
[367]	train-mlogloss:0.62362	validation-mlogloss:0.57007
[368]	train-mlogloss:0.62326	validation-mlogloss:0.56964
[369]	train-mlogloss:0.62295	validation-mlogloss:0.56930
[370]	train-mlogloss:0.62271	validation-mlogloss:0.56906
[371]	train-mlogloss:0.62242	validation-mlogloss:0.56871
[372]	train-mlogloss:0.62209	validation-mlogloss:0.56830
[373]	train-mlogloss:0.62175	validation-mlogloss:0.56793
[374]	train-mlogloss:0.62148	validation-mlogloss:0.56758
[375]	train-mlogloss:0.62118	validation-mlogloss:0.56722
[376]	train-mlogloss:0.62084	validation-mlogloss:0.56680
[377]	train-mlogloss:0.62052	validation-mlogloss:0.56644
[378]	train-mlogloss:0.62024	validation-mlogloss:0.56614
[379]	train-mlogloss:0.61998	validation-mlogloss:0.56589
[380]	train-mlogloss:0.61970	validation-mlogloss:0.56556
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.03 [%]
Global accuracy score (test) = 78.64 [%]
Global F1 score (train) = 75.12 [%]
Global F1 score (test) = 79.24 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.59      0.61       350
MODERATE-INTENSITY       0.60      0.71      0.65       350
         SEDENTARY       0.99      0.96      0.98       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.79      1372
         macro avg       0.80      0.79      0.79      1372
      weighted avg       0.80      0.79      0.79      1372


Accuracy capturado en la ejecución 25: 78.64 [%]
F1-score capturado en la ejecución 25: 79.24 [%]

=== EJECUCIÓN 26 ===

--- TRAIN (ejecución 26) ---

--- TEST (ejecución 26) ---
2025-11-06 16:30:17.716944: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:30:17.728494: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762443017.741972 1484365 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762443017.746200 1484365 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762443017.756288 1484365 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443017.756308 1484365 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443017.756310 1484365 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443017.756312 1484365 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:30:17.759517: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37820	validation-mlogloss:1.37771
[1]	train-mlogloss:1.37017	validation-mlogloss:1.36928
[2]	train-mlogloss:1.36234	validation-mlogloss:1.36098
[3]	train-mlogloss:1.35457	validation-mlogloss:1.35282
[4]	train-mlogloss:1.34689	validation-mlogloss:1.34473
[5]	train-mlogloss:1.33929	validation-mlogloss:1.33690
[6]	train-mlogloss:1.33181	validation-mlogloss:1.32900
[7]	train-mlogloss:1.32452	validation-mlogloss:1.32135
[8]	train-mlogloss:1.31737	validation-mlogloss:1.31391
[9]	train-mlogloss:1.31026	validation-mlogloss:1.30644
[10]	train-mlogloss:1.30320	validation-mlogloss:1.29904
[11]	train-mlogloss:1.29619	validation-mlogloss:1.29176
[12]	train-mlogloss:1.28937	validation-mlogloss:1.28458
[13]	train-mlogloss:1.28268	validation-mlogloss:1.27758
[14]	train-mlogloss:1.27608	validation-mlogloss:1.27080
[15]	train-mlogloss:1.26953	validation-mlogloss:1.26401
[16]	train-mlogloss:1.26310	validation-mlogloss:1.25737
[17]	train-mlogloss:1.25663	validation-mlogloss:1.25063
[18]	train-mlogloss:1.25027	validation-mlogloss:1.24393
[19]	train-mlogloss:1.24408	validation-mlogloss:1.23748
[20]	train-mlogloss:1.23812	validation-mlogloss:1.23138
[21]	train-mlogloss:1.23205	validation-mlogloss:1.22495
[22]	train-mlogloss:1.22616	validation-mlogloss:1.21874
[23]	train-mlogloss:1.22019	validation-mlogloss:1.21253
[24]	train-mlogloss:1.21440	validation-mlogloss:1.20640
[25]	train-mlogloss:1.20861	validation-mlogloss:1.20028
[26]	train-mlogloss:1.20288	validation-mlogloss:1.19425
[27]	train-mlogloss:1.19719	validation-mlogloss:1.18832
[28]	train-mlogloss:1.19154	validation-mlogloss:1.18241
[29]	train-mlogloss:1.18607	validation-mlogloss:1.17670
[30]	train-mlogloss:1.18058	validation-mlogloss:1.17086
[31]	train-mlogloss:1.17512	validation-mlogloss:1.16516
[32]	train-mlogloss:1.16975	validation-mlogloss:1.15955
[33]	train-mlogloss:1.16454	validation-mlogloss:1.15408
[34]	train-mlogloss:1.15938	validation-mlogloss:1.14862
[35]	train-mlogloss:1.15421	validation-mlogloss:1.14320
[36]	train-mlogloss:1.14911	validation-mlogloss:1.13778
[37]	train-mlogloss:1.14414	validation-mlogloss:1.13250
[38]	train-mlogloss:1.13898	validation-mlogloss:1.12711
[39]	train-mlogloss:1.13385	validation-mlogloss:1.12174
[40]	train-mlogloss:1.12896	validation-mlogloss:1.11665
[41]	train-mlogloss:1.12403	validation-mlogloss:1.11144
[42]	train-mlogloss:1.11920	validation-mlogloss:1.10646
[43]	train-mlogloss:1.11463	validation-mlogloss:1.10172
[44]	train-mlogloss:1.10995	validation-mlogloss:1.09675
[45]	train-mlogloss:1.10533	validation-mlogloss:1.09182
[46]	train-mlogloss:1.10073	validation-mlogloss:1.08711
[47]	train-mlogloss:1.09607	validation-mlogloss:1.08234
[48]	train-mlogloss:1.09164	validation-mlogloss:1.07768
[49]	train-mlogloss:1.08710	validation-mlogloss:1.07288
[50]	train-mlogloss:1.08260	validation-mlogloss:1.06824
[51]	train-mlogloss:1.07819	validation-mlogloss:1.06356
[52]	train-mlogloss:1.07386	validation-mlogloss:1.05912
[53]	train-mlogloss:1.06953	validation-mlogloss:1.05461
[54]	train-mlogloss:1.06522	validation-mlogloss:1.05023
[55]	train-mlogloss:1.06100	validation-mlogloss:1.04580
[56]	train-mlogloss:1.05678	validation-mlogloss:1.04142
[57]	train-mlogloss:1.05261	validation-mlogloss:1.03702
[58]	train-mlogloss:1.04849	validation-mlogloss:1.03273
[59]	train-mlogloss:1.04446	validation-mlogloss:1.02850
[60]	train-mlogloss:1.04044	validation-mlogloss:1.02429
[61]	train-mlogloss:1.03645	validation-mlogloss:1.02016
[62]	train-mlogloss:1.03254	validation-mlogloss:1.01611
[63]	train-mlogloss:1.02855	validation-mlogloss:1.01191
[64]	train-mlogloss:1.02476	validation-mlogloss:1.00796
[65]	train-mlogloss:1.02097	validation-mlogloss:1.00392
[66]	train-mlogloss:1.01724	validation-mlogloss:1.00005
[67]	train-mlogloss:1.01355	validation-mlogloss:0.99622
[68]	train-mlogloss:1.00984	validation-mlogloss:0.99227
[69]	train-mlogloss:1.00625	validation-mlogloss:0.98853
[70]	train-mlogloss:1.00266	validation-mlogloss:0.98476
[71]	train-mlogloss:0.99915	validation-mlogloss:0.98106
[72]	train-mlogloss:0.99568	validation-mlogloss:0.97741
[73]	train-mlogloss:0.99228	validation-mlogloss:0.97389
[74]	train-mlogloss:0.98879	validation-mlogloss:0.97030
[75]	train-mlogloss:0.98535	validation-mlogloss:0.96678
[76]	train-mlogloss:0.98206	validation-mlogloss:0.96329
[77]	train-mlogloss:0.97873	validation-mlogloss:0.95974
[78]	train-mlogloss:0.97543	validation-mlogloss:0.95622
[79]	train-mlogloss:0.97218	validation-mlogloss:0.95273
[80]	train-mlogloss:0.96894	validation-mlogloss:0.94940
[81]	train-mlogloss:0.96577	validation-mlogloss:0.94606
[82]	train-mlogloss:0.96263	validation-mlogloss:0.94274
[83]	train-mlogloss:0.95951	validation-mlogloss:0.93946
[84]	train-mlogloss:0.95644	validation-mlogloss:0.93620
[85]	train-mlogloss:0.95338	validation-mlogloss:0.93299
[86]	train-mlogloss:0.95032	validation-mlogloss:0.92979
[87]	train-mlogloss:0.94717	validation-mlogloss:0.92643
[88]	train-mlogloss:0.94410	validation-mlogloss:0.92313
[89]	train-mlogloss:0.94128	validation-mlogloss:0.92017
[90]	train-mlogloss:0.93840	validation-mlogloss:0.91711
[91]	train-mlogloss:0.93558	validation-mlogloss:0.91404
[92]	train-mlogloss:0.93276	validation-mlogloss:0.91102
[93]	train-mlogloss:0.92985	validation-mlogloss:0.90786
[94]	train-mlogloss:0.92704	validation-mlogloss:0.90484
[95]	train-mlogloss:0.92430	validation-mlogloss:0.90202
[96]	train-mlogloss:0.92155	validation-mlogloss:0.89904
[97]	train-mlogloss:0.91888	validation-mlogloss:0.89626
[98]	train-mlogloss:0.91626	validation-mlogloss:0.89346
[99]	train-mlogloss:0.91363	validation-mlogloss:0.89073
[100]	train-mlogloss:0.91100	validation-mlogloss:0.88793
[101]	train-mlogloss:0.90831	validation-mlogloss:0.88502
[102]	train-mlogloss:0.90563	validation-mlogloss:0.88208
[103]	train-mlogloss:0.90300	validation-mlogloss:0.87921
[104]	train-mlogloss:0.90037	validation-mlogloss:0.87633
[105]	train-mlogloss:0.89790	validation-mlogloss:0.87372
[106]	train-mlogloss:0.89536	validation-mlogloss:0.87099
[107]	train-mlogloss:0.89277	validation-mlogloss:0.86822
[108]	train-mlogloss:0.89036	validation-mlogloss:0.86565
[109]	train-mlogloss:0.88782	validation-mlogloss:0.86286
[110]	train-mlogloss:0.88543	validation-mlogloss:0.86032
[111]	train-mlogloss:0.88301	validation-mlogloss:0.85766
[112]	train-mlogloss:0.88048	validation-mlogloss:0.85484
[113]	train-mlogloss:0.87814	validation-mlogloss:0.85234
[114]	train-mlogloss:0.87580	validation-mlogloss:0.84989
[115]	train-mlogloss:0.87353	validation-mlogloss:0.84758
[116]	train-mlogloss:0.87124	validation-mlogloss:0.84512
[117]	train-mlogloss:0.86899	validation-mlogloss:0.84269
[118]	train-mlogloss:0.86665	validation-mlogloss:0.84007
[119]	train-mlogloss:0.86432	validation-mlogloss:0.83759
[120]	train-mlogloss:0.86213	validation-mlogloss:0.83522
[121]	train-mlogloss:0.85991	validation-mlogloss:0.83286
[122]	train-mlogloss:0.85776	validation-mlogloss:0.83063
[123]	train-mlogloss:0.85562	validation-mlogloss:0.82837
[124]	train-mlogloss:0.85349	validation-mlogloss:0.82601
[125]	train-mlogloss:0.85131	validation-mlogloss:0.82363
[126]	train-mlogloss:0.84920	validation-mlogloss:0.82135
[127]	train-mlogloss:0.84712	validation-mlogloss:0.81908
[128]	train-mlogloss:0.84501	validation-mlogloss:0.81679
[129]	train-mlogloss:0.84291	validation-mlogloss:0.81449
[130]	train-mlogloss:0.84082	validation-mlogloss:0.81218
[131]	train-mlogloss:0.83882	validation-mlogloss:0.81011
[132]	train-mlogloss:0.83680	validation-mlogloss:0.80797
[133]	train-mlogloss:0.83481	validation-mlogloss:0.80584
[134]	train-mlogloss:0.83288	validation-mlogloss:0.80369
[135]	train-mlogloss:0.83097	validation-mlogloss:0.80168
[136]	train-mlogloss:0.82907	validation-mlogloss:0.79962
[137]	train-mlogloss:0.82722	validation-mlogloss:0.79764
[138]	train-mlogloss:0.82547	validation-mlogloss:0.79568
[139]	train-mlogloss:0.82353	validation-mlogloss:0.79355
[140]	train-mlogloss:0.82160	validation-mlogloss:0.79146
[141]	train-mlogloss:0.81981	validation-mlogloss:0.78947
[142]	train-mlogloss:0.81797	validation-mlogloss:0.78752
[143]	train-mlogloss:0.81616	validation-mlogloss:0.78552
[144]	train-mlogloss:0.81428	validation-mlogloss:0.78341
[145]	train-mlogloss:0.81238	validation-mlogloss:0.78129
[146]	train-mlogloss:0.81062	validation-mlogloss:0.77932
[147]	train-mlogloss:0.80882	validation-mlogloss:0.77731
[148]	train-mlogloss:0.80703	validation-mlogloss:0.77531
[149]	train-mlogloss:0.80527	validation-mlogloss:0.77335
[150]	train-mlogloss:0.80355	validation-mlogloss:0.77142
[151]	train-mlogloss:0.80183	validation-mlogloss:0.76952
[152]	train-mlogloss:0.80021	validation-mlogloss:0.76775
[153]	train-mlogloss:0.79856	validation-mlogloss:0.76593
[154]	train-mlogloss:0.79700	validation-mlogloss:0.76431
[155]	train-mlogloss:0.79542	validation-mlogloss:0.76257
[156]	train-mlogloss:0.79389	validation-mlogloss:0.76091
[157]	train-mlogloss:0.79236	validation-mlogloss:0.75932
[158]	train-mlogloss:0.79076	validation-mlogloss:0.75759
[159]	train-mlogloss:0.78928	validation-mlogloss:0.75588
[160]	train-mlogloss:0.78768	validation-mlogloss:0.75414
[161]	train-mlogloss:0.78628	validation-mlogloss:0.75268
[162]	train-mlogloss:0.78481	validation-mlogloss:0.75097
[163]	train-mlogloss:0.78325	validation-mlogloss:0.74928
[164]	train-mlogloss:0.78178	validation-mlogloss:0.74774
[165]	train-mlogloss:0.78021	validation-mlogloss:0.74591
[166]	train-mlogloss:0.77880	validation-mlogloss:0.74429
[167]	train-mlogloss:0.77736	validation-mlogloss:0.74274
[168]	train-mlogloss:0.77596	validation-mlogloss:0.74119
[169]	train-mlogloss:0.77452	validation-mlogloss:0.73966
[170]	train-mlogloss:0.77303	validation-mlogloss:0.73789
[171]	train-mlogloss:0.77157	validation-mlogloss:0.73628
[172]	train-mlogloss:0.77013	validation-mlogloss:0.73466
[173]	train-mlogloss:0.76865	validation-mlogloss:0.73299
[174]	train-mlogloss:0.76734	validation-mlogloss:0.73155
[175]	train-mlogloss:0.76590	validation-mlogloss:0.72996
[176]	train-mlogloss:0.76454	validation-mlogloss:0.72855
[177]	train-mlogloss:0.76317	validation-mlogloss:0.72700
[178]	train-mlogloss:0.76185	validation-mlogloss:0.72545
[179]	train-mlogloss:0.76047	validation-mlogloss:0.72394
[180]	train-mlogloss:0.75918	validation-mlogloss:0.72250
[181]	train-mlogloss:0.75785	validation-mlogloss:0.72097
[182]	train-mlogloss:0.75658	validation-mlogloss:0.71955
[183]	train-mlogloss:0.75526	validation-mlogloss:0.71808
[184]	train-mlogloss:0.75402	validation-mlogloss:0.71673
[185]	train-mlogloss:0.75269	validation-mlogloss:0.71526
[186]	train-mlogloss:0.75152	validation-mlogloss:0.71403
[187]	train-mlogloss:0.75028	validation-mlogloss:0.71267
[188]	train-mlogloss:0.74901	validation-mlogloss:0.71130
[189]	train-mlogloss:0.74777	validation-mlogloss:0.70991
[190]	train-mlogloss:0.74653	validation-mlogloss:0.70854
[191]	train-mlogloss:0.74534	validation-mlogloss:0.70724
[192]	train-mlogloss:0.74400	validation-mlogloss:0.70576
[193]	train-mlogloss:0.74272	validation-mlogloss:0.70433
[194]	train-mlogloss:0.74156	validation-mlogloss:0.70298
[195]	train-mlogloss:0.74031	validation-mlogloss:0.70160
[196]	train-mlogloss:0.73918	validation-mlogloss:0.70037
[197]	train-mlogloss:0.73800	validation-mlogloss:0.69903
[198]	train-mlogloss:0.73696	validation-mlogloss:0.69786
[199]	train-mlogloss:0.73578	validation-mlogloss:0.69649
[200]	train-mlogloss:0.73469	validation-mlogloss:0.69526
[201]	train-mlogloss:0.73362	validation-mlogloss:0.69406
[202]	train-mlogloss:0.73264	validation-mlogloss:0.69297
[203]	train-mlogloss:0.73148	validation-mlogloss:0.69163
[204]	train-mlogloss:0.73043	validation-mlogloss:0.69046
[205]	train-mlogloss:0.72946	validation-mlogloss:0.68930
[206]	train-mlogloss:0.72828	validation-mlogloss:0.68806
[207]	train-mlogloss:0.72713	validation-mlogloss:0.68683
[208]	train-mlogloss:0.72611	validation-mlogloss:0.68560
[209]	train-mlogloss:0.72501	validation-mlogloss:0.68434
[210]	train-mlogloss:0.72401	validation-mlogloss:0.68323
[211]	train-mlogloss:0.72291	validation-mlogloss:0.68193
[212]	train-mlogloss:0.72198	validation-mlogloss:0.68083
[213]	train-mlogloss:0.72095	validation-mlogloss:0.67966
[214]	train-mlogloss:0.71994	validation-mlogloss:0.67842
[215]	train-mlogloss:0.71895	validation-mlogloss:0.67728
[216]	train-mlogloss:0.71795	validation-mlogloss:0.67618
[217]	train-mlogloss:0.71694	validation-mlogloss:0.67503
[218]	train-mlogloss:0.71608	validation-mlogloss:0.67405
[219]	train-mlogloss:0.71510	validation-mlogloss:0.67290
[220]	train-mlogloss:0.71413	validation-mlogloss:0.67175
[221]	train-mlogloss:0.71308	validation-mlogloss:0.67061
[222]	train-mlogloss:0.71209	validation-mlogloss:0.66948
[223]	train-mlogloss:0.71109	validation-mlogloss:0.66832
[224]	train-mlogloss:0.71015	validation-mlogloss:0.66725
[225]	train-mlogloss:0.70920	validation-mlogloss:0.66620
[226]	train-mlogloss:0.70833	validation-mlogloss:0.66515
[227]	train-mlogloss:0.70741	validation-mlogloss:0.66409
[228]	train-mlogloss:0.70663	validation-mlogloss:0.66328
[229]	train-mlogloss:0.70568	validation-mlogloss:0.66220
[230]	train-mlogloss:0.70477	validation-mlogloss:0.66110
[231]	train-mlogloss:0.70380	validation-mlogloss:0.65996
[232]	train-mlogloss:0.70285	validation-mlogloss:0.65884
[233]	train-mlogloss:0.70191	validation-mlogloss:0.65777
[234]	train-mlogloss:0.70100	validation-mlogloss:0.65673
[235]	train-mlogloss:0.70025	validation-mlogloss:0.65585
[236]	train-mlogloss:0.69934	validation-mlogloss:0.65478
[237]	train-mlogloss:0.69859	validation-mlogloss:0.65386
[238]	train-mlogloss:0.69785	validation-mlogloss:0.65304
[239]	train-mlogloss:0.69707	validation-mlogloss:0.65217
[240]	train-mlogloss:0.69626	validation-mlogloss:0.65126
[241]	train-mlogloss:0.69537	validation-mlogloss:0.65025
[242]	train-mlogloss:0.69446	validation-mlogloss:0.64927
[243]	train-mlogloss:0.69360	validation-mlogloss:0.64829
[244]	train-mlogloss:0.69276	validation-mlogloss:0.64732
[245]	train-mlogloss:0.69188	validation-mlogloss:0.64630
[246]	train-mlogloss:0.69106	validation-mlogloss:0.64541
[247]	train-mlogloss:0.69029	validation-mlogloss:0.64451
[248]	train-mlogloss:0.68951	validation-mlogloss:0.64368
[249]	train-mlogloss:0.68883	validation-mlogloss:0.64290
[250]	train-mlogloss:0.68811	validation-mlogloss:0.64206
[251]	train-mlogloss:0.68741	validation-mlogloss:0.64122
[252]	train-mlogloss:0.68669	validation-mlogloss:0.64042
[253]	train-mlogloss:0.68597	validation-mlogloss:0.63955
[254]	train-mlogloss:0.68527	validation-mlogloss:0.63869
[255]	train-mlogloss:0.68454	validation-mlogloss:0.63782
[256]	train-mlogloss:0.68374	validation-mlogloss:0.63688
[257]	train-mlogloss:0.68312	validation-mlogloss:0.63623
[258]	train-mlogloss:0.68245	validation-mlogloss:0.63553
[259]	train-mlogloss:0.68173	validation-mlogloss:0.63471
[260]	train-mlogloss:0.68104	validation-mlogloss:0.63388
[261]	train-mlogloss:0.68040	validation-mlogloss:0.63312
[262]	train-mlogloss:0.67970	validation-mlogloss:0.63236
[263]	train-mlogloss:0.67894	validation-mlogloss:0.63150
[264]	train-mlogloss:0.67822	validation-mlogloss:0.63071
[265]	train-mlogloss:0.67752	validation-mlogloss:0.62985
[266]	train-mlogloss:0.67687	validation-mlogloss:0.62909
[267]	train-mlogloss:0.67624	validation-mlogloss:0.62831
[268]	train-mlogloss:0.67558	validation-mlogloss:0.62748
[269]	train-mlogloss:0.67485	validation-mlogloss:0.62661
[270]	train-mlogloss:0.67412	validation-mlogloss:0.62585
[271]	train-mlogloss:0.67344	validation-mlogloss:0.62505
[272]	train-mlogloss:0.67288	validation-mlogloss:0.62438
[273]	train-mlogloss:0.67224	validation-mlogloss:0.62367
[274]	train-mlogloss:0.67158	validation-mlogloss:0.62290
[275]	train-mlogloss:0.67097	validation-mlogloss:0.62210
[276]	train-mlogloss:0.67030	validation-mlogloss:0.62131
[277]	train-mlogloss:0.66958	validation-mlogloss:0.62049
[278]	train-mlogloss:0.66894	validation-mlogloss:0.61979
[279]	train-mlogloss:0.66834	validation-mlogloss:0.61908
[280]	train-mlogloss:0.66768	validation-mlogloss:0.61832
[281]	train-mlogloss:0.66709	validation-mlogloss:0.61757
[282]	train-mlogloss:0.66645	validation-mlogloss:0.61687
[283]	train-mlogloss:0.66591	validation-mlogloss:0.61616
[284]	train-mlogloss:0.66529	validation-mlogloss:0.61541
[285]	train-mlogloss:0.66466	validation-mlogloss:0.61472
[286]	train-mlogloss:0.66401	validation-mlogloss:0.61394
[287]	train-mlogloss:0.66351	validation-mlogloss:0.61334
[288]	train-mlogloss:0.66291	validation-mlogloss:0.61262
[289]	train-mlogloss:0.66226	validation-mlogloss:0.61194
[290]	train-mlogloss:0.66166	validation-mlogloss:0.61130
[291]	train-mlogloss:0.66104	validation-mlogloss:0.61059
[292]	train-mlogloss:0.66049	validation-mlogloss:0.60996
[293]	train-mlogloss:0.66005	validation-mlogloss:0.60942
[294]	train-mlogloss:0.65949	validation-mlogloss:0.60873
[295]	train-mlogloss:0.65898	validation-mlogloss:0.60810
[296]	train-mlogloss:0.65851	validation-mlogloss:0.60759
[297]	train-mlogloss:0.65793	validation-mlogloss:0.60692
[298]	train-mlogloss:0.65741	validation-mlogloss:0.60628
[299]	train-mlogloss:0.65686	validation-mlogloss:0.60560
[300]	train-mlogloss:0.65631	validation-mlogloss:0.60493
[301]	train-mlogloss:0.65583	validation-mlogloss:0.60429
[302]	train-mlogloss:0.65536	validation-mlogloss:0.60379
[303]	train-mlogloss:0.65488	validation-mlogloss:0.60317
[304]	train-mlogloss:0.65433	validation-mlogloss:0.60250
[305]	train-mlogloss:0.65377	validation-mlogloss:0.60187
[306]	train-mlogloss:0.65328	validation-mlogloss:0.60131
[307]	train-mlogloss:0.65264	validation-mlogloss:0.60061
[308]	train-mlogloss:0.65213	validation-mlogloss:0.59995
[309]	train-mlogloss:0.65164	validation-mlogloss:0.59939
[310]	train-mlogloss:0.65113	validation-mlogloss:0.59879
[311]	train-mlogloss:0.65061	validation-mlogloss:0.59818
[312]	train-mlogloss:0.65016	validation-mlogloss:0.59765
[313]	train-mlogloss:0.64964	validation-mlogloss:0.59712
[314]	train-mlogloss:0.64916	validation-mlogloss:0.59658
[315]	train-mlogloss:0.64867	validation-mlogloss:0.59602
[316]	train-mlogloss:0.64818	validation-mlogloss:0.59546
[317]	train-mlogloss:0.64764	validation-mlogloss:0.59487
[318]	train-mlogloss:0.64714	validation-mlogloss:0.59431
[319]	train-mlogloss:0.64669	validation-mlogloss:0.59375
[320]	train-mlogloss:0.64619	validation-mlogloss:0.59320
[321]	train-mlogloss:0.64575	validation-mlogloss:0.59268
[322]	train-mlogloss:0.64533	validation-mlogloss:0.59220
[323]	train-mlogloss:0.64485	validation-mlogloss:0.59166
[324]	train-mlogloss:0.64434	validation-mlogloss:0.59111
[325]	train-mlogloss:0.64386	validation-mlogloss:0.59053
[326]	train-mlogloss:0.64343	validation-mlogloss:0.59004
[327]	train-mlogloss:0.64299	validation-mlogloss:0.58954
[328]	train-mlogloss:0.64256	validation-mlogloss:0.58901
[329]	train-mlogloss:0.64218	validation-mlogloss:0.58857
[330]	train-mlogloss:0.64175	validation-mlogloss:0.58807
[331]	train-mlogloss:0.64139	validation-mlogloss:0.58765
[332]	train-mlogloss:0.64101	validation-mlogloss:0.58719
[333]	train-mlogloss:0.64063	validation-mlogloss:0.58675
[334]	train-mlogloss:0.64023	validation-mlogloss:0.58631
[335]	train-mlogloss:0.63974	validation-mlogloss:0.58576
[336]	train-mlogloss:0.63937	validation-mlogloss:0.58534
[337]	train-mlogloss:0.63897	validation-mlogloss:0.58486
[338]	train-mlogloss:0.63858	validation-mlogloss:0.58440
[339]	train-mlogloss:0.63822	validation-mlogloss:0.58397
[340]	train-mlogloss:0.63776	validation-mlogloss:0.58339
[341]	train-mlogloss:0.63738	validation-mlogloss:0.58295
[342]	train-mlogloss:0.63696	validation-mlogloss:0.58244
[343]	train-mlogloss:0.63662	validation-mlogloss:0.58203
[344]	train-mlogloss:0.63626	validation-mlogloss:0.58157
[345]	train-mlogloss:0.63584	validation-mlogloss:0.58109
[346]	train-mlogloss:0.63547	validation-mlogloss:0.58067
[347]	train-mlogloss:0.63512	validation-mlogloss:0.58027
[348]	train-mlogloss:0.63477	validation-mlogloss:0.57984
[349]	train-mlogloss:0.63435	validation-mlogloss:0.57936
[350]	train-mlogloss:0.63395	validation-mlogloss:0.57890
[351]	train-mlogloss:0.63358	validation-mlogloss:0.57848
[352]	train-mlogloss:0.63317	validation-mlogloss:0.57799
[353]	train-mlogloss:0.63285	validation-mlogloss:0.57762
[354]	train-mlogloss:0.63254	validation-mlogloss:0.57729
[355]	train-mlogloss:0.63217	validation-mlogloss:0.57683
[356]	train-mlogloss:0.63180	validation-mlogloss:0.57639
[357]	train-mlogloss:0.63143	validation-mlogloss:0.57596
[358]	train-mlogloss:0.63107	validation-mlogloss:0.57554
[359]	train-mlogloss:0.63086	validation-mlogloss:0.57528
[360]	train-mlogloss:0.63050	validation-mlogloss:0.57484
[361]	train-mlogloss:0.63003	validation-mlogloss:0.57425
[362]	train-mlogloss:0.62974	validation-mlogloss:0.57384
[363]	train-mlogloss:0.62945	validation-mlogloss:0.57351
[364]	train-mlogloss:0.62906	validation-mlogloss:0.57306
[365]	train-mlogloss:0.62871	validation-mlogloss:0.57264
[366]	train-mlogloss:0.62836	validation-mlogloss:0.57225
[367]	train-mlogloss:0.62806	validation-mlogloss:0.57195
[368]	train-mlogloss:0.62775	validation-mlogloss:0.57159
[369]	train-mlogloss:0.62744	validation-mlogloss:0.57122
[370]	train-mlogloss:0.62710	validation-mlogloss:0.57075
[371]	train-mlogloss:0.62677	validation-mlogloss:0.57038
[372]	train-mlogloss:0.62648	validation-mlogloss:0.57005
[373]	train-mlogloss:0.62620	validation-mlogloss:0.56970
[374]	train-mlogloss:0.62589	validation-mlogloss:0.56930
[375]	train-mlogloss:0.62565	validation-mlogloss:0.56902
[376]	train-mlogloss:0.62540	validation-mlogloss:0.56876
[377]	train-mlogloss:0.62505	validation-mlogloss:0.56833
[378]	train-mlogloss:0.62468	validation-mlogloss:0.56792
[379]	train-mlogloss:0.62441	validation-mlogloss:0.56760
[380]	train-mlogloss:0.62396	validation-mlogloss:0.56711
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.41 [%]
Global accuracy score (test) = 77.55 [%]
Global F1 score (train) = 75.59 [%]
Global F1 score (test) = 78.4 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.64      0.62       350
MODERATE-INTENSITY       0.60      0.63      0.62       350
         SEDENTARY       0.99      0.94      0.96       350
VIGOROUS-INTENSITY       0.98      0.90      0.94       322

          accuracy                           0.78      1372
         macro avg       0.79      0.78      0.78      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 26: 77.55 [%]
F1-score capturado en la ejecución 26: 78.4 [%]

=== EJECUCIÓN 27 ===

--- TRAIN (ejecución 27) ---

--- TEST (ejecución 27) ---
2025-11-06 16:30:29.333601: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:30:29.344684: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762443029.357879 1484624 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762443029.361888 1484624 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762443029.371767 1484624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443029.371786 1484624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443029.371788 1484624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443029.371789 1484624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:30:29.374858: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37825	validation-mlogloss:1.37802
[1]	train-mlogloss:1.37028	validation-mlogloss:1.36969
[2]	train-mlogloss:1.36244	validation-mlogloss:1.36155
[3]	train-mlogloss:1.35476	validation-mlogloss:1.35363
[4]	train-mlogloss:1.34701	validation-mlogloss:1.34554
[5]	train-mlogloss:1.33944	validation-mlogloss:1.33761
[6]	train-mlogloss:1.33192	validation-mlogloss:1.32970
[7]	train-mlogloss:1.32454	validation-mlogloss:1.32198
[8]	train-mlogloss:1.31718	validation-mlogloss:1.31419
[9]	train-mlogloss:1.31009	validation-mlogloss:1.30683
[10]	train-mlogloss:1.30305	validation-mlogloss:1.29947
[11]	train-mlogloss:1.29603	validation-mlogloss:1.29205
[12]	train-mlogloss:1.28916	validation-mlogloss:1.28492
[13]	train-mlogloss:1.28234	validation-mlogloss:1.27778
[14]	train-mlogloss:1.27559	validation-mlogloss:1.27078
[15]	train-mlogloss:1.26897	validation-mlogloss:1.26379
[16]	train-mlogloss:1.26228	validation-mlogloss:1.25704
[17]	train-mlogloss:1.25585	validation-mlogloss:1.25026
[18]	train-mlogloss:1.24942	validation-mlogloss:1.24349
[19]	train-mlogloss:1.24325	validation-mlogloss:1.23708
[20]	train-mlogloss:1.23697	validation-mlogloss:1.23048
[21]	train-mlogloss:1.23083	validation-mlogloss:1.22401
[22]	train-mlogloss:1.22468	validation-mlogloss:1.21757
[23]	train-mlogloss:1.21874	validation-mlogloss:1.21130
[24]	train-mlogloss:1.21279	validation-mlogloss:1.20501
[25]	train-mlogloss:1.20703	validation-mlogloss:1.19888
[26]	train-mlogloss:1.20122	validation-mlogloss:1.19273
[27]	train-mlogloss:1.19568	validation-mlogloss:1.18694
[28]	train-mlogloss:1.19005	validation-mlogloss:1.18098
[29]	train-mlogloss:1.18446	validation-mlogloss:1.17511
[30]	train-mlogloss:1.17896	validation-mlogloss:1.16936
[31]	train-mlogloss:1.17346	validation-mlogloss:1.16352
[32]	train-mlogloss:1.16801	validation-mlogloss:1.15777
[33]	train-mlogloss:1.16267	validation-mlogloss:1.15207
[34]	train-mlogloss:1.15747	validation-mlogloss:1.14659
[35]	train-mlogloss:1.15240	validation-mlogloss:1.14125
[36]	train-mlogloss:1.14709	validation-mlogloss:1.13580
[37]	train-mlogloss:1.14201	validation-mlogloss:1.13042
[38]	train-mlogloss:1.13681	validation-mlogloss:1.12509
[39]	train-mlogloss:1.13193	validation-mlogloss:1.11992
[40]	train-mlogloss:1.12710	validation-mlogloss:1.11479
[41]	train-mlogloss:1.12228	validation-mlogloss:1.10960
[42]	train-mlogloss:1.11738	validation-mlogloss:1.10450
[43]	train-mlogloss:1.11259	validation-mlogloss:1.09959
[44]	train-mlogloss:1.10777	validation-mlogloss:1.09471
[45]	train-mlogloss:1.10315	validation-mlogloss:1.08985
[46]	train-mlogloss:1.09848	validation-mlogloss:1.08498
[47]	train-mlogloss:1.09384	validation-mlogloss:1.08014
[48]	train-mlogloss:1.08927	validation-mlogloss:1.07548
[49]	train-mlogloss:1.08490	validation-mlogloss:1.07088
[50]	train-mlogloss:1.08058	validation-mlogloss:1.06632
[51]	train-mlogloss:1.07623	validation-mlogloss:1.06175
[52]	train-mlogloss:1.07194	validation-mlogloss:1.05736
[53]	train-mlogloss:1.06752	validation-mlogloss:1.05271
[54]	train-mlogloss:1.06319	validation-mlogloss:1.04821
[55]	train-mlogloss:1.05900	validation-mlogloss:1.04381
[56]	train-mlogloss:1.05481	validation-mlogloss:1.03956
[57]	train-mlogloss:1.05069	validation-mlogloss:1.03538
[58]	train-mlogloss:1.04666	validation-mlogloss:1.03114
[59]	train-mlogloss:1.04260	validation-mlogloss:1.02698
[60]	train-mlogloss:1.03872	validation-mlogloss:1.02282
[61]	train-mlogloss:1.03489	validation-mlogloss:1.01876
[62]	train-mlogloss:1.03107	validation-mlogloss:1.01466
[63]	train-mlogloss:1.02715	validation-mlogloss:1.01064
[64]	train-mlogloss:1.02333	validation-mlogloss:1.00668
[65]	train-mlogloss:1.01953	validation-mlogloss:1.00273
[66]	train-mlogloss:1.01575	validation-mlogloss:0.99882
[67]	train-mlogloss:1.01200	validation-mlogloss:0.99490
[68]	train-mlogloss:1.00837	validation-mlogloss:0.99112
[69]	train-mlogloss:1.00471	validation-mlogloss:0.98740
[70]	train-mlogloss:1.00112	validation-mlogloss:0.98368
[71]	train-mlogloss:0.99755	validation-mlogloss:0.98001
[72]	train-mlogloss:0.99402	validation-mlogloss:0.97634
[73]	train-mlogloss:0.99056	validation-mlogloss:0.97273
[74]	train-mlogloss:0.98710	validation-mlogloss:0.96911
[75]	train-mlogloss:0.98364	validation-mlogloss:0.96550
[76]	train-mlogloss:0.98026	validation-mlogloss:0.96195
[77]	train-mlogloss:0.97693	validation-mlogloss:0.95859
[78]	train-mlogloss:0.97366	validation-mlogloss:0.95527
[79]	train-mlogloss:0.97042	validation-mlogloss:0.95188
[80]	train-mlogloss:0.96722	validation-mlogloss:0.94852
[81]	train-mlogloss:0.96404	validation-mlogloss:0.94523
[82]	train-mlogloss:0.96086	validation-mlogloss:0.94195
[83]	train-mlogloss:0.95775	validation-mlogloss:0.93873
[84]	train-mlogloss:0.95465	validation-mlogloss:0.93547
[85]	train-mlogloss:0.95160	validation-mlogloss:0.93239
[86]	train-mlogloss:0.94862	validation-mlogloss:0.92924
[87]	train-mlogloss:0.94558	validation-mlogloss:0.92613
[88]	train-mlogloss:0.94268	validation-mlogloss:0.92307
[89]	train-mlogloss:0.93977	validation-mlogloss:0.92003
[90]	train-mlogloss:0.93676	validation-mlogloss:0.91687
[91]	train-mlogloss:0.93385	validation-mlogloss:0.91387
[92]	train-mlogloss:0.93089	validation-mlogloss:0.91075
[93]	train-mlogloss:0.92806	validation-mlogloss:0.90787
[94]	train-mlogloss:0.92526	validation-mlogloss:0.90492
[95]	train-mlogloss:0.92244	validation-mlogloss:0.90206
[96]	train-mlogloss:0.91970	validation-mlogloss:0.89932
[97]	train-mlogloss:0.91698	validation-mlogloss:0.89660
[98]	train-mlogloss:0.91423	validation-mlogloss:0.89369
[99]	train-mlogloss:0.91141	validation-mlogloss:0.89066
[100]	train-mlogloss:0.90870	validation-mlogloss:0.88781
[101]	train-mlogloss:0.90599	validation-mlogloss:0.88494
[102]	train-mlogloss:0.90318	validation-mlogloss:0.88207
[103]	train-mlogloss:0.90057	validation-mlogloss:0.87931
[104]	train-mlogloss:0.89801	validation-mlogloss:0.87659
[105]	train-mlogloss:0.89552	validation-mlogloss:0.87399
[106]	train-mlogloss:0.89285	validation-mlogloss:0.87121
[107]	train-mlogloss:0.89038	validation-mlogloss:0.86856
[108]	train-mlogloss:0.88792	validation-mlogloss:0.86604
[109]	train-mlogloss:0.88547	validation-mlogloss:0.86342
[110]	train-mlogloss:0.88303	validation-mlogloss:0.86082
[111]	train-mlogloss:0.88051	validation-mlogloss:0.85810
[112]	train-mlogloss:0.87816	validation-mlogloss:0.85557
[113]	train-mlogloss:0.87584	validation-mlogloss:0.85309
[114]	train-mlogloss:0.87343	validation-mlogloss:0.85056
[115]	train-mlogloss:0.87106	validation-mlogloss:0.84809
[116]	train-mlogloss:0.86878	validation-mlogloss:0.84573
[117]	train-mlogloss:0.86650	validation-mlogloss:0.84336
[118]	train-mlogloss:0.86418	validation-mlogloss:0.84094
[119]	train-mlogloss:0.86190	validation-mlogloss:0.83855
[120]	train-mlogloss:0.85977	validation-mlogloss:0.83628
[121]	train-mlogloss:0.85753	validation-mlogloss:0.83382
[122]	train-mlogloss:0.85539	validation-mlogloss:0.83158
[123]	train-mlogloss:0.85321	validation-mlogloss:0.82925
[124]	train-mlogloss:0.85113	validation-mlogloss:0.82704
[125]	train-mlogloss:0.84898	validation-mlogloss:0.82470
[126]	train-mlogloss:0.84690	validation-mlogloss:0.82256
[127]	train-mlogloss:0.84485	validation-mlogloss:0.82034
[128]	train-mlogloss:0.84275	validation-mlogloss:0.81809
[129]	train-mlogloss:0.84063	validation-mlogloss:0.81580
[130]	train-mlogloss:0.83866	validation-mlogloss:0.81365
[131]	train-mlogloss:0.83658	validation-mlogloss:0.81146
[132]	train-mlogloss:0.83447	validation-mlogloss:0.80919
[133]	train-mlogloss:0.83241	validation-mlogloss:0.80698
[134]	train-mlogloss:0.83047	validation-mlogloss:0.80495
[135]	train-mlogloss:0.82853	validation-mlogloss:0.80300
[136]	train-mlogloss:0.82666	validation-mlogloss:0.80104
[137]	train-mlogloss:0.82476	validation-mlogloss:0.79906
[138]	train-mlogloss:0.82281	validation-mlogloss:0.79697
[139]	train-mlogloss:0.82088	validation-mlogloss:0.79489
[140]	train-mlogloss:0.81898	validation-mlogloss:0.79281
[141]	train-mlogloss:0.81703	validation-mlogloss:0.79074
[142]	train-mlogloss:0.81509	validation-mlogloss:0.78871
[143]	train-mlogloss:0.81326	validation-mlogloss:0.78672
[144]	train-mlogloss:0.81149	validation-mlogloss:0.78481
[145]	train-mlogloss:0.80969	validation-mlogloss:0.78293
[146]	train-mlogloss:0.80790	validation-mlogloss:0.78103
[147]	train-mlogloss:0.80610	validation-mlogloss:0.77908
[148]	train-mlogloss:0.80433	validation-mlogloss:0.77719
[149]	train-mlogloss:0.80260	validation-mlogloss:0.77533
[150]	train-mlogloss:0.80090	validation-mlogloss:0.77354
[151]	train-mlogloss:0.79920	validation-mlogloss:0.77171
[152]	train-mlogloss:0.79739	validation-mlogloss:0.76972
[153]	train-mlogloss:0.79570	validation-mlogloss:0.76791
[154]	train-mlogloss:0.79397	validation-mlogloss:0.76606
[155]	train-mlogloss:0.79229	validation-mlogloss:0.76427
[156]	train-mlogloss:0.79077	validation-mlogloss:0.76262
[157]	train-mlogloss:0.78918	validation-mlogloss:0.76089
[158]	train-mlogloss:0.78760	validation-mlogloss:0.75917
[159]	train-mlogloss:0.78609	validation-mlogloss:0.75758
[160]	train-mlogloss:0.78450	validation-mlogloss:0.75580
[161]	train-mlogloss:0.78289	validation-mlogloss:0.75406
[162]	train-mlogloss:0.78140	validation-mlogloss:0.75244
[163]	train-mlogloss:0.77992	validation-mlogloss:0.75088
[164]	train-mlogloss:0.77838	validation-mlogloss:0.74919
[165]	train-mlogloss:0.77680	validation-mlogloss:0.74750
[166]	train-mlogloss:0.77523	validation-mlogloss:0.74582
[167]	train-mlogloss:0.77367	validation-mlogloss:0.74419
[168]	train-mlogloss:0.77216	validation-mlogloss:0.74253
[169]	train-mlogloss:0.77070	validation-mlogloss:0.74096
[170]	train-mlogloss:0.76928	validation-mlogloss:0.73943
[171]	train-mlogloss:0.76781	validation-mlogloss:0.73786
[172]	train-mlogloss:0.76639	validation-mlogloss:0.73634
[173]	train-mlogloss:0.76499	validation-mlogloss:0.73484
[174]	train-mlogloss:0.76362	validation-mlogloss:0.73341
[175]	train-mlogloss:0.76215	validation-mlogloss:0.73184
[176]	train-mlogloss:0.76077	validation-mlogloss:0.73041
[177]	train-mlogloss:0.75942	validation-mlogloss:0.72896
[178]	train-mlogloss:0.75817	validation-mlogloss:0.72757
[179]	train-mlogloss:0.75691	validation-mlogloss:0.72625
[180]	train-mlogloss:0.75556	validation-mlogloss:0.72481
[181]	train-mlogloss:0.75423	validation-mlogloss:0.72338
[182]	train-mlogloss:0.75297	validation-mlogloss:0.72200
[183]	train-mlogloss:0.75156	validation-mlogloss:0.72049
[184]	train-mlogloss:0.75029	validation-mlogloss:0.71904
[185]	train-mlogloss:0.74905	validation-mlogloss:0.71774
[186]	train-mlogloss:0.74775	validation-mlogloss:0.71635
[187]	train-mlogloss:0.74653	validation-mlogloss:0.71500
[188]	train-mlogloss:0.74528	validation-mlogloss:0.71366
[189]	train-mlogloss:0.74398	validation-mlogloss:0.71227
[190]	train-mlogloss:0.74268	validation-mlogloss:0.71084
[191]	train-mlogloss:0.74150	validation-mlogloss:0.70957
[192]	train-mlogloss:0.74029	validation-mlogloss:0.70824
[193]	train-mlogloss:0.73911	validation-mlogloss:0.70691
[194]	train-mlogloss:0.73793	validation-mlogloss:0.70565
[195]	train-mlogloss:0.73677	validation-mlogloss:0.70439
[196]	train-mlogloss:0.73572	validation-mlogloss:0.70323
[197]	train-mlogloss:0.73453	validation-mlogloss:0.70188
[198]	train-mlogloss:0.73348	validation-mlogloss:0.70078
[199]	train-mlogloss:0.73232	validation-mlogloss:0.69943
[200]	train-mlogloss:0.73121	validation-mlogloss:0.69817
[201]	train-mlogloss:0.73012	validation-mlogloss:0.69705
[202]	train-mlogloss:0.72897	validation-mlogloss:0.69581
[203]	train-mlogloss:0.72796	validation-mlogloss:0.69469
[204]	train-mlogloss:0.72683	validation-mlogloss:0.69340
[205]	train-mlogloss:0.72576	validation-mlogloss:0.69230
[206]	train-mlogloss:0.72462	validation-mlogloss:0.69112
[207]	train-mlogloss:0.72349	validation-mlogloss:0.68990
[208]	train-mlogloss:0.72234	validation-mlogloss:0.68866
[209]	train-mlogloss:0.72131	validation-mlogloss:0.68752
[210]	train-mlogloss:0.72015	validation-mlogloss:0.68626
[211]	train-mlogloss:0.71903	validation-mlogloss:0.68503
[212]	train-mlogloss:0.71799	validation-mlogloss:0.68382
[213]	train-mlogloss:0.71691	validation-mlogloss:0.68270
[214]	train-mlogloss:0.71597	validation-mlogloss:0.68156
[215]	train-mlogloss:0.71495	validation-mlogloss:0.68038
[216]	train-mlogloss:0.71389	validation-mlogloss:0.67925
[217]	train-mlogloss:0.71289	validation-mlogloss:0.67817
[218]	train-mlogloss:0.71197	validation-mlogloss:0.67715
[219]	train-mlogloss:0.71103	validation-mlogloss:0.67608
[220]	train-mlogloss:0.71008	validation-mlogloss:0.67501
[221]	train-mlogloss:0.70913	validation-mlogloss:0.67388
[222]	train-mlogloss:0.70814	validation-mlogloss:0.67278
[223]	train-mlogloss:0.70717	validation-mlogloss:0.67173
[224]	train-mlogloss:0.70604	validation-mlogloss:0.67053
[225]	train-mlogloss:0.70515	validation-mlogloss:0.66952
[226]	train-mlogloss:0.70424	validation-mlogloss:0.66850
[227]	train-mlogloss:0.70342	validation-mlogloss:0.66750
[228]	train-mlogloss:0.70252	validation-mlogloss:0.66646
[229]	train-mlogloss:0.70154	validation-mlogloss:0.66539
[230]	train-mlogloss:0.70062	validation-mlogloss:0.66439
[231]	train-mlogloss:0.69973	validation-mlogloss:0.66343
[232]	train-mlogloss:0.69878	validation-mlogloss:0.66238
[233]	train-mlogloss:0.69782	validation-mlogloss:0.66138
[234]	train-mlogloss:0.69697	validation-mlogloss:0.66044
[235]	train-mlogloss:0.69616	validation-mlogloss:0.65953
[236]	train-mlogloss:0.69532	validation-mlogloss:0.65863
[237]	train-mlogloss:0.69444	validation-mlogloss:0.65761
[238]	train-mlogloss:0.69361	validation-mlogloss:0.65676
[239]	train-mlogloss:0.69273	validation-mlogloss:0.65580
[240]	train-mlogloss:0.69193	validation-mlogloss:0.65495
[241]	train-mlogloss:0.69112	validation-mlogloss:0.65416
[242]	train-mlogloss:0.69023	validation-mlogloss:0.65324
[243]	train-mlogloss:0.68950	validation-mlogloss:0.65249
[244]	train-mlogloss:0.68871	validation-mlogloss:0.65159
[245]	train-mlogloss:0.68799	validation-mlogloss:0.65082
[246]	train-mlogloss:0.68723	validation-mlogloss:0.64993
[247]	train-mlogloss:0.68645	validation-mlogloss:0.64905
[248]	train-mlogloss:0.68578	validation-mlogloss:0.64830
[249]	train-mlogloss:0.68502	validation-mlogloss:0.64746
[250]	train-mlogloss:0.68425	validation-mlogloss:0.64667
[251]	train-mlogloss:0.68343	validation-mlogloss:0.64579
[252]	train-mlogloss:0.68272	validation-mlogloss:0.64505
[253]	train-mlogloss:0.68192	validation-mlogloss:0.64421
[254]	train-mlogloss:0.68114	validation-mlogloss:0.64337
[255]	train-mlogloss:0.68039	validation-mlogloss:0.64263
[256]	train-mlogloss:0.67965	validation-mlogloss:0.64178
[257]	train-mlogloss:0.67891	validation-mlogloss:0.64090
[258]	train-mlogloss:0.67822	validation-mlogloss:0.64014
[259]	train-mlogloss:0.67749	validation-mlogloss:0.63931
[260]	train-mlogloss:0.67674	validation-mlogloss:0.63845
[261]	train-mlogloss:0.67598	validation-mlogloss:0.63762
[262]	train-mlogloss:0.67524	validation-mlogloss:0.63679
[263]	train-mlogloss:0.67443	validation-mlogloss:0.63595
[264]	train-mlogloss:0.67372	validation-mlogloss:0.63509
[265]	train-mlogloss:0.67314	validation-mlogloss:0.63444
[266]	train-mlogloss:0.67236	validation-mlogloss:0.63362
[267]	train-mlogloss:0.67179	validation-mlogloss:0.63297
[268]	train-mlogloss:0.67103	validation-mlogloss:0.63211
[269]	train-mlogloss:0.67032	validation-mlogloss:0.63137
[270]	train-mlogloss:0.66963	validation-mlogloss:0.63064
[271]	train-mlogloss:0.66900	validation-mlogloss:0.62991
[272]	train-mlogloss:0.66837	validation-mlogloss:0.62913
[273]	train-mlogloss:0.66781	validation-mlogloss:0.62848
[274]	train-mlogloss:0.66719	validation-mlogloss:0.62777
[275]	train-mlogloss:0.66647	validation-mlogloss:0.62690
[276]	train-mlogloss:0.66586	validation-mlogloss:0.62619
[277]	train-mlogloss:0.66532	validation-mlogloss:0.62552
[278]	train-mlogloss:0.66464	validation-mlogloss:0.62480
[279]	train-mlogloss:0.66400	validation-mlogloss:0.62409
[280]	train-mlogloss:0.66333	validation-mlogloss:0.62334
[281]	train-mlogloss:0.66278	validation-mlogloss:0.62270
[282]	train-mlogloss:0.66215	validation-mlogloss:0.62202
[283]	train-mlogloss:0.66157	validation-mlogloss:0.62136
[284]	train-mlogloss:0.66100	validation-mlogloss:0.62071
[285]	train-mlogloss:0.66037	validation-mlogloss:0.61997
[286]	train-mlogloss:0.65969	validation-mlogloss:0.61920
[287]	train-mlogloss:0.65908	validation-mlogloss:0.61848
[288]	train-mlogloss:0.65851	validation-mlogloss:0.61783
[289]	train-mlogloss:0.65791	validation-mlogloss:0.61719
[290]	train-mlogloss:0.65734	validation-mlogloss:0.61652
[291]	train-mlogloss:0.65680	validation-mlogloss:0.61591
[292]	train-mlogloss:0.65620	validation-mlogloss:0.61526
[293]	train-mlogloss:0.65559	validation-mlogloss:0.61459
[294]	train-mlogloss:0.65503	validation-mlogloss:0.61399
[295]	train-mlogloss:0.65450	validation-mlogloss:0.61347
[296]	train-mlogloss:0.65399	validation-mlogloss:0.61285
[297]	train-mlogloss:0.65342	validation-mlogloss:0.61219
[298]	train-mlogloss:0.65286	validation-mlogloss:0.61160
[299]	train-mlogloss:0.65235	validation-mlogloss:0.61102
[300]	train-mlogloss:0.65178	validation-mlogloss:0.61046
[301]	train-mlogloss:0.65134	validation-mlogloss:0.60993
[302]	train-mlogloss:0.65088	validation-mlogloss:0.60941
[303]	train-mlogloss:0.65040	validation-mlogloss:0.60885
[304]	train-mlogloss:0.64992	validation-mlogloss:0.60830
[305]	train-mlogloss:0.64946	validation-mlogloss:0.60780
[306]	train-mlogloss:0.64900	validation-mlogloss:0.60729
[307]	train-mlogloss:0.64846	validation-mlogloss:0.60670
[308]	train-mlogloss:0.64795	validation-mlogloss:0.60620
[309]	train-mlogloss:0.64742	validation-mlogloss:0.60563
[310]	train-mlogloss:0.64686	validation-mlogloss:0.60503
[311]	train-mlogloss:0.64642	validation-mlogloss:0.60453
[312]	train-mlogloss:0.64581	validation-mlogloss:0.60384
[313]	train-mlogloss:0.64525	validation-mlogloss:0.60323
[314]	train-mlogloss:0.64469	validation-mlogloss:0.60269
[315]	train-mlogloss:0.64421	validation-mlogloss:0.60219
[316]	train-mlogloss:0.64373	validation-mlogloss:0.60164
[317]	train-mlogloss:0.64320	validation-mlogloss:0.60103
[318]	train-mlogloss:0.64272	validation-mlogloss:0.60051
[319]	train-mlogloss:0.64228	validation-mlogloss:0.60000
[320]	train-mlogloss:0.64178	validation-mlogloss:0.59944
[321]	train-mlogloss:0.64132	validation-mlogloss:0.59894
[322]	train-mlogloss:0.64093	validation-mlogloss:0.59846
[323]	train-mlogloss:0.64042	validation-mlogloss:0.59791
[324]	train-mlogloss:0.63999	validation-mlogloss:0.59741
[325]	train-mlogloss:0.63954	validation-mlogloss:0.59697
[326]	train-mlogloss:0.63908	validation-mlogloss:0.59637
[327]	train-mlogloss:0.63869	validation-mlogloss:0.59590
[328]	train-mlogloss:0.63825	validation-mlogloss:0.59542
[329]	train-mlogloss:0.63784	validation-mlogloss:0.59492
[330]	train-mlogloss:0.63747	validation-mlogloss:0.59451
[331]	train-mlogloss:0.63709	validation-mlogloss:0.59409
[332]	train-mlogloss:0.63673	validation-mlogloss:0.59369
[333]	train-mlogloss:0.63628	validation-mlogloss:0.59313
[334]	train-mlogloss:0.63588	validation-mlogloss:0.59271
[335]	train-mlogloss:0.63552	validation-mlogloss:0.59232
[336]	train-mlogloss:0.63511	validation-mlogloss:0.59186
[337]	train-mlogloss:0.63465	validation-mlogloss:0.59139
[338]	train-mlogloss:0.63425	validation-mlogloss:0.59091
[339]	train-mlogloss:0.63379	validation-mlogloss:0.59038
[340]	train-mlogloss:0.63337	validation-mlogloss:0.58995
[341]	train-mlogloss:0.63294	validation-mlogloss:0.58945
[342]	train-mlogloss:0.63256	validation-mlogloss:0.58905
[343]	train-mlogloss:0.63223	validation-mlogloss:0.58863
[344]	train-mlogloss:0.63184	validation-mlogloss:0.58820
[345]	train-mlogloss:0.63142	validation-mlogloss:0.58769
[346]	train-mlogloss:0.63104	validation-mlogloss:0.58728
[347]	train-mlogloss:0.63061	validation-mlogloss:0.58678
[348]	train-mlogloss:0.63020	validation-mlogloss:0.58633
[349]	train-mlogloss:0.62979	validation-mlogloss:0.58583
[350]	train-mlogloss:0.62937	validation-mlogloss:0.58539
[351]	train-mlogloss:0.62902	validation-mlogloss:0.58497
[352]	train-mlogloss:0.62869	validation-mlogloss:0.58457
[353]	train-mlogloss:0.62829	validation-mlogloss:0.58412
[354]	train-mlogloss:0.62796	validation-mlogloss:0.58372
[355]	train-mlogloss:0.62756	validation-mlogloss:0.58328
[356]	train-mlogloss:0.62722	validation-mlogloss:0.58289
[357]	train-mlogloss:0.62688	validation-mlogloss:0.58251
[358]	train-mlogloss:0.62652	validation-mlogloss:0.58207
[359]	train-mlogloss:0.62615	validation-mlogloss:0.58165
[360]	train-mlogloss:0.62578	validation-mlogloss:0.58125
[361]	train-mlogloss:0.62544	validation-mlogloss:0.58081
[362]	train-mlogloss:0.62511	validation-mlogloss:0.58045
[363]	train-mlogloss:0.62479	validation-mlogloss:0.58009
[364]	train-mlogloss:0.62447	validation-mlogloss:0.57968
[365]	train-mlogloss:0.62412	validation-mlogloss:0.57933
[366]	train-mlogloss:0.62377	validation-mlogloss:0.57895
[367]	train-mlogloss:0.62351	validation-mlogloss:0.57866
[368]	train-mlogloss:0.62318	validation-mlogloss:0.57833
[369]	train-mlogloss:0.62286	validation-mlogloss:0.57800
[370]	train-mlogloss:0.62251	validation-mlogloss:0.57762
[371]	train-mlogloss:0.62222	validation-mlogloss:0.57732
[372]	train-mlogloss:0.62193	validation-mlogloss:0.57704
[373]	train-mlogloss:0.62168	validation-mlogloss:0.57677
[374]	train-mlogloss:0.62145	validation-mlogloss:0.57655
[375]	train-mlogloss:0.62117	validation-mlogloss:0.57621
[376]	train-mlogloss:0.62084	validation-mlogloss:0.57584
[377]	train-mlogloss:0.62060	validation-mlogloss:0.57562
[378]	train-mlogloss:0.62024	validation-mlogloss:0.57520
[379]	train-mlogloss:0.61998	validation-mlogloss:0.57493
[380]	train-mlogloss:0.61975	validation-mlogloss:0.57470
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.21 [%]
Global accuracy score (test) = 77.26 [%]
Global F1 score (train) = 75.37 [%]
Global F1 score (test) = 77.97 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.63      0.61       350
MODERATE-INTENSITY       0.60      0.61      0.60       350
         SEDENTARY       0.99      0.96      0.97       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.77      1372
         macro avg       0.79      0.78      0.78      1372
      weighted avg       0.78      0.77      0.78      1372


Accuracy capturado en la ejecución 27: 77.26 [%]
F1-score capturado en la ejecución 27: 77.97 [%]

=== EJECUCIÓN 28 ===

--- TRAIN (ejecución 28) ---

--- TEST (ejecución 28) ---
2025-11-06 16:30:40.641463: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:30:40.652466: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762443040.665261 1484888 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762443040.669297 1484888 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762443040.679043 1484888 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443040.679063 1484888 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443040.679066 1484888 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443040.679067 1484888 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:30:40.682198: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37825	validation-mlogloss:1.37783
[1]	train-mlogloss:1.37036	validation-mlogloss:1.36962
[2]	train-mlogloss:1.36255	validation-mlogloss:1.36133
[3]	train-mlogloss:1.35477	validation-mlogloss:1.35318
[4]	train-mlogloss:1.34741	validation-mlogloss:1.34560
[5]	train-mlogloss:1.33991	validation-mlogloss:1.33784
[6]	train-mlogloss:1.33252	validation-mlogloss:1.33009
[7]	train-mlogloss:1.32519	validation-mlogloss:1.32234
[8]	train-mlogloss:1.31794	validation-mlogloss:1.31470
[9]	train-mlogloss:1.31090	validation-mlogloss:1.30737
[10]	train-mlogloss:1.30396	validation-mlogloss:1.30007
[11]	train-mlogloss:1.29713	validation-mlogloss:1.29289
[12]	train-mlogloss:1.29026	validation-mlogloss:1.28563
[13]	train-mlogloss:1.28351	validation-mlogloss:1.27844
[14]	train-mlogloss:1.27686	validation-mlogloss:1.27145
[15]	train-mlogloss:1.27030	validation-mlogloss:1.26440
[16]	train-mlogloss:1.26376	validation-mlogloss:1.25745
[17]	train-mlogloss:1.25736	validation-mlogloss:1.25068
[18]	train-mlogloss:1.25103	validation-mlogloss:1.24404
[19]	train-mlogloss:1.24473	validation-mlogloss:1.23747
[20]	train-mlogloss:1.23852	validation-mlogloss:1.23083
[21]	train-mlogloss:1.23240	validation-mlogloss:1.22438
[22]	train-mlogloss:1.22634	validation-mlogloss:1.21786
[23]	train-mlogloss:1.22037	validation-mlogloss:1.21151
[24]	train-mlogloss:1.21455	validation-mlogloss:1.20532
[25]	train-mlogloss:1.20876	validation-mlogloss:1.19916
[26]	train-mlogloss:1.20306	validation-mlogloss:1.19323
[27]	train-mlogloss:1.19739	validation-mlogloss:1.18719
[28]	train-mlogloss:1.19200	validation-mlogloss:1.18159
[29]	train-mlogloss:1.18648	validation-mlogloss:1.17583
[30]	train-mlogloss:1.18108	validation-mlogloss:1.17004
[31]	train-mlogloss:1.17555	validation-mlogloss:1.16442
[32]	train-mlogloss:1.17026	validation-mlogloss:1.15892
[33]	train-mlogloss:1.16503	validation-mlogloss:1.15338
[34]	train-mlogloss:1.15982	validation-mlogloss:1.14780
[35]	train-mlogloss:1.15462	validation-mlogloss:1.14214
[36]	train-mlogloss:1.14941	validation-mlogloss:1.13687
[37]	train-mlogloss:1.14437	validation-mlogloss:1.13151
[38]	train-mlogloss:1.13937	validation-mlogloss:1.12620
[39]	train-mlogloss:1.13444	validation-mlogloss:1.12093
[40]	train-mlogloss:1.12939	validation-mlogloss:1.11574
[41]	train-mlogloss:1.12437	validation-mlogloss:1.11057
[42]	train-mlogloss:1.11946	validation-mlogloss:1.10553
[43]	train-mlogloss:1.11461	validation-mlogloss:1.10060
[44]	train-mlogloss:1.10992	validation-mlogloss:1.09569
[45]	train-mlogloss:1.10522	validation-mlogloss:1.09091
[46]	train-mlogloss:1.10051	validation-mlogloss:1.08602
[47]	train-mlogloss:1.09584	validation-mlogloss:1.08109
[48]	train-mlogloss:1.09150	validation-mlogloss:1.07650
[49]	train-mlogloss:1.08693	validation-mlogloss:1.07182
[50]	train-mlogloss:1.08237	validation-mlogloss:1.06707
[51]	train-mlogloss:1.07793	validation-mlogloss:1.06244
[52]	train-mlogloss:1.07358	validation-mlogloss:1.05793
[53]	train-mlogloss:1.06921	validation-mlogloss:1.05338
[54]	train-mlogloss:1.06496	validation-mlogloss:1.04901
[55]	train-mlogloss:1.06075	validation-mlogloss:1.04466
[56]	train-mlogloss:1.05659	validation-mlogloss:1.04038
[57]	train-mlogloss:1.05250	validation-mlogloss:1.03617
[58]	train-mlogloss:1.04844	validation-mlogloss:1.03189
[59]	train-mlogloss:1.04439	validation-mlogloss:1.02766
[60]	train-mlogloss:1.04039	validation-mlogloss:1.02362
[61]	train-mlogloss:1.03641	validation-mlogloss:1.01941
[62]	train-mlogloss:1.03250	validation-mlogloss:1.01536
[63]	train-mlogloss:1.02869	validation-mlogloss:1.01142
[64]	train-mlogloss:1.02486	validation-mlogloss:1.00742
[65]	train-mlogloss:1.02114	validation-mlogloss:1.00354
[66]	train-mlogloss:1.01736	validation-mlogloss:0.99964
[67]	train-mlogloss:1.01365	validation-mlogloss:0.99574
[68]	train-mlogloss:1.01002	validation-mlogloss:0.99198
[69]	train-mlogloss:1.00639	validation-mlogloss:0.98821
[70]	train-mlogloss:1.00271	validation-mlogloss:0.98434
[71]	train-mlogloss:0.99913	validation-mlogloss:0.98074
[72]	train-mlogloss:0.99564	validation-mlogloss:0.97705
[73]	train-mlogloss:0.99227	validation-mlogloss:0.97338
[74]	train-mlogloss:0.98891	validation-mlogloss:0.96990
[75]	train-mlogloss:0.98554	validation-mlogloss:0.96634
[76]	train-mlogloss:0.98216	validation-mlogloss:0.96285
[77]	train-mlogloss:0.97893	validation-mlogloss:0.95933
[78]	train-mlogloss:0.97564	validation-mlogloss:0.95582
[79]	train-mlogloss:0.97246	validation-mlogloss:0.95256
[80]	train-mlogloss:0.96910	validation-mlogloss:0.94900
[81]	train-mlogloss:0.96589	validation-mlogloss:0.94565
[82]	train-mlogloss:0.96275	validation-mlogloss:0.94216
[83]	train-mlogloss:0.95964	validation-mlogloss:0.93898
[84]	train-mlogloss:0.95656	validation-mlogloss:0.93572
[85]	train-mlogloss:0.95349	validation-mlogloss:0.93241
[86]	train-mlogloss:0.95049	validation-mlogloss:0.92930
[87]	train-mlogloss:0.94749	validation-mlogloss:0.92612
[88]	train-mlogloss:0.94444	validation-mlogloss:0.92288
[89]	train-mlogloss:0.94156	validation-mlogloss:0.91971
[90]	train-mlogloss:0.93863	validation-mlogloss:0.91664
[91]	train-mlogloss:0.93567	validation-mlogloss:0.91356
[92]	train-mlogloss:0.93271	validation-mlogloss:0.91041
[93]	train-mlogloss:0.92983	validation-mlogloss:0.90735
[94]	train-mlogloss:0.92705	validation-mlogloss:0.90442
[95]	train-mlogloss:0.92422	validation-mlogloss:0.90138
[96]	train-mlogloss:0.92143	validation-mlogloss:0.89837
[97]	train-mlogloss:0.91870	validation-mlogloss:0.89549
[98]	train-mlogloss:0.91593	validation-mlogloss:0.89254
[99]	train-mlogloss:0.91323	validation-mlogloss:0.88973
[100]	train-mlogloss:0.91058	validation-mlogloss:0.88694
[101]	train-mlogloss:0.90785	validation-mlogloss:0.88406
[102]	train-mlogloss:0.90532	validation-mlogloss:0.88133
[103]	train-mlogloss:0.90275	validation-mlogloss:0.87864
[104]	train-mlogloss:0.90020	validation-mlogloss:0.87606
[105]	train-mlogloss:0.89767	validation-mlogloss:0.87334
[106]	train-mlogloss:0.89518	validation-mlogloss:0.87073
[107]	train-mlogloss:0.89254	validation-mlogloss:0.86792
[108]	train-mlogloss:0.89001	validation-mlogloss:0.86520
[109]	train-mlogloss:0.88762	validation-mlogloss:0.86267
[110]	train-mlogloss:0.88522	validation-mlogloss:0.86018
[111]	train-mlogloss:0.88273	validation-mlogloss:0.85757
[112]	train-mlogloss:0.88037	validation-mlogloss:0.85513
[113]	train-mlogloss:0.87807	validation-mlogloss:0.85278
[114]	train-mlogloss:0.87569	validation-mlogloss:0.85022
[115]	train-mlogloss:0.87338	validation-mlogloss:0.84786
[116]	train-mlogloss:0.87096	validation-mlogloss:0.84528
[117]	train-mlogloss:0.86852	validation-mlogloss:0.84267
[118]	train-mlogloss:0.86631	validation-mlogloss:0.84034
[119]	train-mlogloss:0.86412	validation-mlogloss:0.83802
[120]	train-mlogloss:0.86179	validation-mlogloss:0.83546
[121]	train-mlogloss:0.85956	validation-mlogloss:0.83302
[122]	train-mlogloss:0.85744	validation-mlogloss:0.83077
[123]	train-mlogloss:0.85517	validation-mlogloss:0.82822
[124]	train-mlogloss:0.85299	validation-mlogloss:0.82584
[125]	train-mlogloss:0.85088	validation-mlogloss:0.82366
[126]	train-mlogloss:0.84894	validation-mlogloss:0.82161
[127]	train-mlogloss:0.84683	validation-mlogloss:0.81937
[128]	train-mlogloss:0.84480	validation-mlogloss:0.81719
[129]	train-mlogloss:0.84270	validation-mlogloss:0.81484
[130]	train-mlogloss:0.84059	validation-mlogloss:0.81249
[131]	train-mlogloss:0.83866	validation-mlogloss:0.81046
[132]	train-mlogloss:0.83667	validation-mlogloss:0.80831
[133]	train-mlogloss:0.83469	validation-mlogloss:0.80617
[134]	train-mlogloss:0.83266	validation-mlogloss:0.80396
[135]	train-mlogloss:0.83073	validation-mlogloss:0.80186
[136]	train-mlogloss:0.82881	validation-mlogloss:0.79976
[137]	train-mlogloss:0.82698	validation-mlogloss:0.79781
[138]	train-mlogloss:0.82504	validation-mlogloss:0.79579
[139]	train-mlogloss:0.82324	validation-mlogloss:0.79382
[140]	train-mlogloss:0.82129	validation-mlogloss:0.79162
[141]	train-mlogloss:0.81949	validation-mlogloss:0.78974
[142]	train-mlogloss:0.81770	validation-mlogloss:0.78783
[143]	train-mlogloss:0.81594	validation-mlogloss:0.78595
[144]	train-mlogloss:0.81413	validation-mlogloss:0.78395
[145]	train-mlogloss:0.81239	validation-mlogloss:0.78206
[146]	train-mlogloss:0.81047	validation-mlogloss:0.78000
[147]	train-mlogloss:0.80878	validation-mlogloss:0.77810
[148]	train-mlogloss:0.80705	validation-mlogloss:0.77623
[149]	train-mlogloss:0.80525	validation-mlogloss:0.77422
[150]	train-mlogloss:0.80353	validation-mlogloss:0.77229
[151]	train-mlogloss:0.80180	validation-mlogloss:0.77036
[152]	train-mlogloss:0.80002	validation-mlogloss:0.76843
[153]	train-mlogloss:0.79836	validation-mlogloss:0.76663
[154]	train-mlogloss:0.79668	validation-mlogloss:0.76474
[155]	train-mlogloss:0.79509	validation-mlogloss:0.76303
[156]	train-mlogloss:0.79356	validation-mlogloss:0.76136
[157]	train-mlogloss:0.79198	validation-mlogloss:0.75962
[158]	train-mlogloss:0.79034	validation-mlogloss:0.75775
[159]	train-mlogloss:0.78884	validation-mlogloss:0.75620
[160]	train-mlogloss:0.78731	validation-mlogloss:0.75457
[161]	train-mlogloss:0.78584	validation-mlogloss:0.75291
[162]	train-mlogloss:0.78430	validation-mlogloss:0.75117
[163]	train-mlogloss:0.78273	validation-mlogloss:0.74933
[164]	train-mlogloss:0.78121	validation-mlogloss:0.74770
[165]	train-mlogloss:0.77974	validation-mlogloss:0.74604
[166]	train-mlogloss:0.77827	validation-mlogloss:0.74451
[167]	train-mlogloss:0.77678	validation-mlogloss:0.74281
[168]	train-mlogloss:0.77526	validation-mlogloss:0.74114
[169]	train-mlogloss:0.77385	validation-mlogloss:0.73961
[170]	train-mlogloss:0.77234	validation-mlogloss:0.73797
[171]	train-mlogloss:0.77088	validation-mlogloss:0.73635
[172]	train-mlogloss:0.76941	validation-mlogloss:0.73471
[173]	train-mlogloss:0.76799	validation-mlogloss:0.73320
[174]	train-mlogloss:0.76660	validation-mlogloss:0.73155
[175]	train-mlogloss:0.76524	validation-mlogloss:0.73007
[176]	train-mlogloss:0.76380	validation-mlogloss:0.72856
[177]	train-mlogloss:0.76241	validation-mlogloss:0.72707
[178]	train-mlogloss:0.76104	validation-mlogloss:0.72558
[179]	train-mlogloss:0.75974	validation-mlogloss:0.72430
[180]	train-mlogloss:0.75841	validation-mlogloss:0.72283
[181]	train-mlogloss:0.75714	validation-mlogloss:0.72142
[182]	train-mlogloss:0.75582	validation-mlogloss:0.71994
[183]	train-mlogloss:0.75457	validation-mlogloss:0.71853
[184]	train-mlogloss:0.75334	validation-mlogloss:0.71710
[185]	train-mlogloss:0.75207	validation-mlogloss:0.71568
[186]	train-mlogloss:0.75078	validation-mlogloss:0.71423
[187]	train-mlogloss:0.74959	validation-mlogloss:0.71291
[188]	train-mlogloss:0.74825	validation-mlogloss:0.71147
[189]	train-mlogloss:0.74691	validation-mlogloss:0.70992
[190]	train-mlogloss:0.74572	validation-mlogloss:0.70858
[191]	train-mlogloss:0.74455	validation-mlogloss:0.70738
[192]	train-mlogloss:0.74331	validation-mlogloss:0.70603
[193]	train-mlogloss:0.74215	validation-mlogloss:0.70466
[194]	train-mlogloss:0.74087	validation-mlogloss:0.70321
[195]	train-mlogloss:0.73962	validation-mlogloss:0.70189
[196]	train-mlogloss:0.73847	validation-mlogloss:0.70058
[197]	train-mlogloss:0.73731	validation-mlogloss:0.69929
[198]	train-mlogloss:0.73622	validation-mlogloss:0.69817
[199]	train-mlogloss:0.73504	validation-mlogloss:0.69675
[200]	train-mlogloss:0.73390	validation-mlogloss:0.69542
[201]	train-mlogloss:0.73268	validation-mlogloss:0.69398
[202]	train-mlogloss:0.73156	validation-mlogloss:0.69279
[203]	train-mlogloss:0.73040	validation-mlogloss:0.69155
[204]	train-mlogloss:0.72936	validation-mlogloss:0.69045
[205]	train-mlogloss:0.72836	validation-mlogloss:0.68933
[206]	train-mlogloss:0.72736	validation-mlogloss:0.68828
[207]	train-mlogloss:0.72628	validation-mlogloss:0.68714
[208]	train-mlogloss:0.72521	validation-mlogloss:0.68599
[209]	train-mlogloss:0.72415	validation-mlogloss:0.68486
[210]	train-mlogloss:0.72320	validation-mlogloss:0.68375
[211]	train-mlogloss:0.72221	validation-mlogloss:0.68257
[212]	train-mlogloss:0.72123	validation-mlogloss:0.68150
[213]	train-mlogloss:0.72025	validation-mlogloss:0.68039
[214]	train-mlogloss:0.71925	validation-mlogloss:0.67931
[215]	train-mlogloss:0.71825	validation-mlogloss:0.67826
[216]	train-mlogloss:0.71721	validation-mlogloss:0.67703
[217]	train-mlogloss:0.71617	validation-mlogloss:0.67585
[218]	train-mlogloss:0.71516	validation-mlogloss:0.67479
[219]	train-mlogloss:0.71416	validation-mlogloss:0.67369
[220]	train-mlogloss:0.71319	validation-mlogloss:0.67255
[221]	train-mlogloss:0.71225	validation-mlogloss:0.67143
[222]	train-mlogloss:0.71137	validation-mlogloss:0.67043
[223]	train-mlogloss:0.71037	validation-mlogloss:0.66933
[224]	train-mlogloss:0.70950	validation-mlogloss:0.66839
[225]	train-mlogloss:0.70849	validation-mlogloss:0.66726
[226]	train-mlogloss:0.70757	validation-mlogloss:0.66621
[227]	train-mlogloss:0.70674	validation-mlogloss:0.66532
[228]	train-mlogloss:0.70594	validation-mlogloss:0.66446
[229]	train-mlogloss:0.70518	validation-mlogloss:0.66362
[230]	train-mlogloss:0.70435	validation-mlogloss:0.66266
[231]	train-mlogloss:0.70348	validation-mlogloss:0.66162
[232]	train-mlogloss:0.70252	validation-mlogloss:0.66065
[233]	train-mlogloss:0.70168	validation-mlogloss:0.65968
[234]	train-mlogloss:0.70075	validation-mlogloss:0.65867
[235]	train-mlogloss:0.69989	validation-mlogloss:0.65771
[236]	train-mlogloss:0.69915	validation-mlogloss:0.65683
[237]	train-mlogloss:0.69833	validation-mlogloss:0.65592
[238]	train-mlogloss:0.69747	validation-mlogloss:0.65493
[239]	train-mlogloss:0.69661	validation-mlogloss:0.65403
[240]	train-mlogloss:0.69584	validation-mlogloss:0.65311
[241]	train-mlogloss:0.69495	validation-mlogloss:0.65214
[242]	train-mlogloss:0.69412	validation-mlogloss:0.65124
[243]	train-mlogloss:0.69331	validation-mlogloss:0.65037
[244]	train-mlogloss:0.69250	validation-mlogloss:0.64946
[245]	train-mlogloss:0.69164	validation-mlogloss:0.64848
[246]	train-mlogloss:0.69089	validation-mlogloss:0.64766
[247]	train-mlogloss:0.69017	validation-mlogloss:0.64690
[248]	train-mlogloss:0.68936	validation-mlogloss:0.64595
[249]	train-mlogloss:0.68866	validation-mlogloss:0.64518
[250]	train-mlogloss:0.68796	validation-mlogloss:0.64442
[251]	train-mlogloss:0.68716	validation-mlogloss:0.64351
[252]	train-mlogloss:0.68632	validation-mlogloss:0.64256
[253]	train-mlogloss:0.68561	validation-mlogloss:0.64176
[254]	train-mlogloss:0.68490	validation-mlogloss:0.64089
[255]	train-mlogloss:0.68421	validation-mlogloss:0.64010
[256]	train-mlogloss:0.68347	validation-mlogloss:0.63923
[257]	train-mlogloss:0.68273	validation-mlogloss:0.63837
[258]	train-mlogloss:0.68211	validation-mlogloss:0.63776
[259]	train-mlogloss:0.68138	validation-mlogloss:0.63689
[260]	train-mlogloss:0.68061	validation-mlogloss:0.63604
[261]	train-mlogloss:0.68000	validation-mlogloss:0.63527
[262]	train-mlogloss:0.67917	validation-mlogloss:0.63436
[263]	train-mlogloss:0.67838	validation-mlogloss:0.63352
[264]	train-mlogloss:0.67763	validation-mlogloss:0.63275
[265]	train-mlogloss:0.67703	validation-mlogloss:0.63211
[266]	train-mlogloss:0.67635	validation-mlogloss:0.63135
[267]	train-mlogloss:0.67562	validation-mlogloss:0.63059
[268]	train-mlogloss:0.67495	validation-mlogloss:0.62983
[269]	train-mlogloss:0.67427	validation-mlogloss:0.62908
[270]	train-mlogloss:0.67353	validation-mlogloss:0.62827
[271]	train-mlogloss:0.67286	validation-mlogloss:0.62748
[272]	train-mlogloss:0.67231	validation-mlogloss:0.62678
[273]	train-mlogloss:0.67167	validation-mlogloss:0.62604
[274]	train-mlogloss:0.67099	validation-mlogloss:0.62528
[275]	train-mlogloss:0.67033	validation-mlogloss:0.62451
[276]	train-mlogloss:0.66964	validation-mlogloss:0.62368
[277]	train-mlogloss:0.66902	validation-mlogloss:0.62298
[278]	train-mlogloss:0.66831	validation-mlogloss:0.62215
[279]	train-mlogloss:0.66770	validation-mlogloss:0.62148
[280]	train-mlogloss:0.66704	validation-mlogloss:0.62075
[281]	train-mlogloss:0.66644	validation-mlogloss:0.62003
[282]	train-mlogloss:0.66573	validation-mlogloss:0.61924
[283]	train-mlogloss:0.66507	validation-mlogloss:0.61853
[284]	train-mlogloss:0.66442	validation-mlogloss:0.61776
[285]	train-mlogloss:0.66383	validation-mlogloss:0.61716
[286]	train-mlogloss:0.66325	validation-mlogloss:0.61653
[287]	train-mlogloss:0.66269	validation-mlogloss:0.61593
[288]	train-mlogloss:0.66215	validation-mlogloss:0.61537
[289]	train-mlogloss:0.66158	validation-mlogloss:0.61473
[290]	train-mlogloss:0.66095	validation-mlogloss:0.61405
[291]	train-mlogloss:0.66034	validation-mlogloss:0.61330
[292]	train-mlogloss:0.65976	validation-mlogloss:0.61259
[293]	train-mlogloss:0.65917	validation-mlogloss:0.61194
[294]	train-mlogloss:0.65860	validation-mlogloss:0.61128
[295]	train-mlogloss:0.65807	validation-mlogloss:0.61075
[296]	train-mlogloss:0.65749	validation-mlogloss:0.61014
[297]	train-mlogloss:0.65697	validation-mlogloss:0.60956
[298]	train-mlogloss:0.65643	validation-mlogloss:0.60900
[299]	train-mlogloss:0.65588	validation-mlogloss:0.60835
[300]	train-mlogloss:0.65536	validation-mlogloss:0.60780
[301]	train-mlogloss:0.65483	validation-mlogloss:0.60713
[302]	train-mlogloss:0.65422	validation-mlogloss:0.60645
[303]	train-mlogloss:0.65364	validation-mlogloss:0.60579
[304]	train-mlogloss:0.65308	validation-mlogloss:0.60512
[305]	train-mlogloss:0.65256	validation-mlogloss:0.60455
[306]	train-mlogloss:0.65202	validation-mlogloss:0.60399
[307]	train-mlogloss:0.65158	validation-mlogloss:0.60350
[308]	train-mlogloss:0.65104	validation-mlogloss:0.60282
[309]	train-mlogloss:0.65056	validation-mlogloss:0.60225
[310]	train-mlogloss:0.65009	validation-mlogloss:0.60166
[311]	train-mlogloss:0.64953	validation-mlogloss:0.60104
[312]	train-mlogloss:0.64910	validation-mlogloss:0.60061
[313]	train-mlogloss:0.64856	validation-mlogloss:0.60000
[314]	train-mlogloss:0.64807	validation-mlogloss:0.59946
[315]	train-mlogloss:0.64762	validation-mlogloss:0.59889
[316]	train-mlogloss:0.64716	validation-mlogloss:0.59837
[317]	train-mlogloss:0.64669	validation-mlogloss:0.59783
[318]	train-mlogloss:0.64627	validation-mlogloss:0.59733
[319]	train-mlogloss:0.64584	validation-mlogloss:0.59684
[320]	train-mlogloss:0.64535	validation-mlogloss:0.59622
[321]	train-mlogloss:0.64489	validation-mlogloss:0.59576
[322]	train-mlogloss:0.64447	validation-mlogloss:0.59532
[323]	train-mlogloss:0.64409	validation-mlogloss:0.59488
[324]	train-mlogloss:0.64365	validation-mlogloss:0.59436
[325]	train-mlogloss:0.64323	validation-mlogloss:0.59385
[326]	train-mlogloss:0.64273	validation-mlogloss:0.59324
[327]	train-mlogloss:0.64227	validation-mlogloss:0.59270
[328]	train-mlogloss:0.64185	validation-mlogloss:0.59226
[329]	train-mlogloss:0.64143	validation-mlogloss:0.59173
[330]	train-mlogloss:0.64105	validation-mlogloss:0.59127
[331]	train-mlogloss:0.64065	validation-mlogloss:0.59083
[332]	train-mlogloss:0.64025	validation-mlogloss:0.59045
[333]	train-mlogloss:0.63983	validation-mlogloss:0.58997
[334]	train-mlogloss:0.63943	validation-mlogloss:0.58949
[335]	train-mlogloss:0.63899	validation-mlogloss:0.58902
[336]	train-mlogloss:0.63855	validation-mlogloss:0.58857
[337]	train-mlogloss:0.63819	validation-mlogloss:0.58811
[338]	train-mlogloss:0.63779	validation-mlogloss:0.58768
[339]	train-mlogloss:0.63745	validation-mlogloss:0.58732
[340]	train-mlogloss:0.63704	validation-mlogloss:0.58688
[341]	train-mlogloss:0.63664	validation-mlogloss:0.58646
[342]	train-mlogloss:0.63622	validation-mlogloss:0.58598
[343]	train-mlogloss:0.63579	validation-mlogloss:0.58555
[344]	train-mlogloss:0.63544	validation-mlogloss:0.58514
[345]	train-mlogloss:0.63504	validation-mlogloss:0.58474
[346]	train-mlogloss:0.63464	validation-mlogloss:0.58428
[347]	train-mlogloss:0.63426	validation-mlogloss:0.58387
[348]	train-mlogloss:0.63389	validation-mlogloss:0.58347
[349]	train-mlogloss:0.63347	validation-mlogloss:0.58303
[350]	train-mlogloss:0.63314	validation-mlogloss:0.58266
[351]	train-mlogloss:0.63271	validation-mlogloss:0.58218
[352]	train-mlogloss:0.63237	validation-mlogloss:0.58179
[353]	train-mlogloss:0.63198	validation-mlogloss:0.58137
[354]	train-mlogloss:0.63164	validation-mlogloss:0.58096
[355]	train-mlogloss:0.63135	validation-mlogloss:0.58067
[356]	train-mlogloss:0.63102	validation-mlogloss:0.58027
[357]	train-mlogloss:0.63075	validation-mlogloss:0.57999
[358]	train-mlogloss:0.63035	validation-mlogloss:0.57952
[359]	train-mlogloss:0.63002	validation-mlogloss:0.57916
[360]	train-mlogloss:0.62967	validation-mlogloss:0.57878
[361]	train-mlogloss:0.62929	validation-mlogloss:0.57838
[362]	train-mlogloss:0.62895	validation-mlogloss:0.57795
[363]	train-mlogloss:0.62865	validation-mlogloss:0.57763
[364]	train-mlogloss:0.62830	validation-mlogloss:0.57722
[365]	train-mlogloss:0.62796	validation-mlogloss:0.57685
[366]	train-mlogloss:0.62777	validation-mlogloss:0.57663
[367]	train-mlogloss:0.62742	validation-mlogloss:0.57629
[368]	train-mlogloss:0.62707	validation-mlogloss:0.57589
[369]	train-mlogloss:0.62675	validation-mlogloss:0.57551
[370]	train-mlogloss:0.62646	validation-mlogloss:0.57523
[371]	train-mlogloss:0.62615	validation-mlogloss:0.57493
[372]	train-mlogloss:0.62584	validation-mlogloss:0.57459
[373]	train-mlogloss:0.62545	validation-mlogloss:0.57415
[374]	train-mlogloss:0.62514	validation-mlogloss:0.57384
[375]	train-mlogloss:0.62473	validation-mlogloss:0.57337
[376]	train-mlogloss:0.62436	validation-mlogloss:0.57292
[377]	train-mlogloss:0.62399	validation-mlogloss:0.57252
[378]	train-mlogloss:0.62367	validation-mlogloss:0.57219
[379]	train-mlogloss:0.62334	validation-mlogloss:0.57184
[380]	train-mlogloss:0.62302	validation-mlogloss:0.57150
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.95 [%]
Global accuracy score (test) = 76.53 [%]
Global F1 score (train) = 75.17 [%]
Global F1 score (test) = 77.32 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.58      0.59       350
MODERATE-INTENSITY       0.57      0.65      0.60       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.77      1372
         macro avg       0.78      0.77      0.77      1372
      weighted avg       0.78      0.77      0.77      1372


Accuracy capturado en la ejecución 28: 76.53 [%]
F1-score capturado en la ejecución 28: 77.32 [%]

=== EJECUCIÓN 29 ===

--- TRAIN (ejecución 29) ---

--- TEST (ejecución 29) ---
2025-11-06 16:30:51.866581: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 16:30:51.878237: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
E0000 00:00:1762443051.891501 1485166 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762443051.895553 1485166 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762443051.905438 1485166 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443051.905457 1485166 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443051.905460 1485166 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762443051.905462 1485166 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 16:30:51.908585: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37840	validation-mlogloss:1.37819
[1]	train-mlogloss:1.37042	validation-mlogloss:1.36975
[2]	train-mlogloss:1.36261	validation-mlogloss:1.36154
[3]	train-mlogloss:1.35496	validation-mlogloss:1.35357
[4]	train-mlogloss:1.34748	validation-mlogloss:1.34578
[5]	train-mlogloss:1.33993	validation-mlogloss:1.33784
[6]	train-mlogloss:1.33254	validation-mlogloss:1.33013
[7]	train-mlogloss:1.32514	validation-mlogloss:1.32240
[8]	train-mlogloss:1.31782	validation-mlogloss:1.31471
[9]	train-mlogloss:1.31067	validation-mlogloss:1.30721
[10]	train-mlogloss:1.30351	validation-mlogloss:1.29967
[11]	train-mlogloss:1.29648	validation-mlogloss:1.29223
[12]	train-mlogloss:1.28956	validation-mlogloss:1.28497
[13]	train-mlogloss:1.28287	validation-mlogloss:1.27796
[14]	train-mlogloss:1.27613	validation-mlogloss:1.27083
[15]	train-mlogloss:1.26956	validation-mlogloss:1.26389
[16]	train-mlogloss:1.26304	validation-mlogloss:1.25696
[17]	train-mlogloss:1.25659	validation-mlogloss:1.25016
[18]	train-mlogloss:1.25027	validation-mlogloss:1.24351
[19]	train-mlogloss:1.24397	validation-mlogloss:1.23688
[20]	train-mlogloss:1.23773	validation-mlogloss:1.23033
[21]	train-mlogloss:1.23154	validation-mlogloss:1.22383
[22]	train-mlogloss:1.22546	validation-mlogloss:1.21746
[23]	train-mlogloss:1.21949	validation-mlogloss:1.21117
[24]	train-mlogloss:1.21363	validation-mlogloss:1.20501
[25]	train-mlogloss:1.20780	validation-mlogloss:1.19887
[26]	train-mlogloss:1.20200	validation-mlogloss:1.19269
[27]	train-mlogloss:1.19634	validation-mlogloss:1.18679
[28]	train-mlogloss:1.19080	validation-mlogloss:1.18098
[29]	train-mlogloss:1.18532	validation-mlogloss:1.17527
[30]	train-mlogloss:1.17982	validation-mlogloss:1.16943
[31]	train-mlogloss:1.17448	validation-mlogloss:1.16384
[32]	train-mlogloss:1.16911	validation-mlogloss:1.15813
[33]	train-mlogloss:1.16378	validation-mlogloss:1.15251
[34]	train-mlogloss:1.15862	validation-mlogloss:1.14697
[35]	train-mlogloss:1.15347	validation-mlogloss:1.14166
[36]	train-mlogloss:1.14819	validation-mlogloss:1.13613
[37]	train-mlogloss:1.14319	validation-mlogloss:1.13076
[38]	train-mlogloss:1.13833	validation-mlogloss:1.12570
[39]	train-mlogloss:1.13340	validation-mlogloss:1.12049
[40]	train-mlogloss:1.12850	validation-mlogloss:1.11530
[41]	train-mlogloss:1.12366	validation-mlogloss:1.11011
[42]	train-mlogloss:1.11891	validation-mlogloss:1.10501
[43]	train-mlogloss:1.11421	validation-mlogloss:1.10002
[44]	train-mlogloss:1.10954	validation-mlogloss:1.09503
[45]	train-mlogloss:1.10474	validation-mlogloss:1.09006
[46]	train-mlogloss:1.10002	validation-mlogloss:1.08508
[47]	train-mlogloss:1.09536	validation-mlogloss:1.08024
[48]	train-mlogloss:1.09092	validation-mlogloss:1.07552
[49]	train-mlogloss:1.08653	validation-mlogloss:1.07086
[50]	train-mlogloss:1.08222	validation-mlogloss:1.06628
[51]	train-mlogloss:1.07794	validation-mlogloss:1.06184
[52]	train-mlogloss:1.07350	validation-mlogloss:1.05729
[53]	train-mlogloss:1.06920	validation-mlogloss:1.05280
[54]	train-mlogloss:1.06491	validation-mlogloss:1.04827
[55]	train-mlogloss:1.06064	validation-mlogloss:1.04378
[56]	train-mlogloss:1.05646	validation-mlogloss:1.03949
[57]	train-mlogloss:1.05231	validation-mlogloss:1.03517
[58]	train-mlogloss:1.04822	validation-mlogloss:1.03080
[59]	train-mlogloss:1.04413	validation-mlogloss:1.02662
[60]	train-mlogloss:1.04009	validation-mlogloss:1.02238
[61]	train-mlogloss:1.03620	validation-mlogloss:1.01833
[62]	train-mlogloss:1.03227	validation-mlogloss:1.01420
[63]	train-mlogloss:1.02841	validation-mlogloss:1.01021
[64]	train-mlogloss:1.02457	validation-mlogloss:1.00631
[65]	train-mlogloss:1.02080	validation-mlogloss:1.00232
[66]	train-mlogloss:1.01704	validation-mlogloss:0.99846
[67]	train-mlogloss:1.01341	validation-mlogloss:0.99451
[68]	train-mlogloss:1.00978	validation-mlogloss:0.99077
[69]	train-mlogloss:1.00608	validation-mlogloss:0.98683
[70]	train-mlogloss:1.00248	validation-mlogloss:0.98302
[71]	train-mlogloss:0.99892	validation-mlogloss:0.97921
[72]	train-mlogloss:0.99542	validation-mlogloss:0.97554
[73]	train-mlogloss:0.99186	validation-mlogloss:0.97176
[74]	train-mlogloss:0.98834	validation-mlogloss:0.96799
[75]	train-mlogloss:0.98495	validation-mlogloss:0.96441
[76]	train-mlogloss:0.98156	validation-mlogloss:0.96089
[77]	train-mlogloss:0.97826	validation-mlogloss:0.95738
[78]	train-mlogloss:0.97493	validation-mlogloss:0.95391
[79]	train-mlogloss:0.97168	validation-mlogloss:0.95048
[80]	train-mlogloss:0.96838	validation-mlogloss:0.94697
[81]	train-mlogloss:0.96523	validation-mlogloss:0.94364
[82]	train-mlogloss:0.96209	validation-mlogloss:0.94039
[83]	train-mlogloss:0.95892	validation-mlogloss:0.93713
[84]	train-mlogloss:0.95569	validation-mlogloss:0.93369
[85]	train-mlogloss:0.95257	validation-mlogloss:0.93022
[86]	train-mlogloss:0.94956	validation-mlogloss:0.92704
[87]	train-mlogloss:0.94655	validation-mlogloss:0.92385
[88]	train-mlogloss:0.94352	validation-mlogloss:0.92069
[89]	train-mlogloss:0.94036	validation-mlogloss:0.91739
[90]	train-mlogloss:0.93745	validation-mlogloss:0.91434
[91]	train-mlogloss:0.93458	validation-mlogloss:0.91130
[92]	train-mlogloss:0.93171	validation-mlogloss:0.90827
[93]	train-mlogloss:0.92884	validation-mlogloss:0.90519
[94]	train-mlogloss:0.92589	validation-mlogloss:0.90210
[95]	train-mlogloss:0.92296	validation-mlogloss:0.89895
[96]	train-mlogloss:0.92017	validation-mlogloss:0.89611
[97]	train-mlogloss:0.91730	validation-mlogloss:0.89305
[98]	train-mlogloss:0.91458	validation-mlogloss:0.89023
[99]	train-mlogloss:0.91184	validation-mlogloss:0.88733
[100]	train-mlogloss:0.90922	validation-mlogloss:0.88457
[101]	train-mlogloss:0.90652	validation-mlogloss:0.88187
[102]	train-mlogloss:0.90399	validation-mlogloss:0.87920
[103]	train-mlogloss:0.90152	validation-mlogloss:0.87653
[104]	train-mlogloss:0.89901	validation-mlogloss:0.87387
[105]	train-mlogloss:0.89648	validation-mlogloss:0.87120
[106]	train-mlogloss:0.89389	validation-mlogloss:0.86842
[107]	train-mlogloss:0.89131	validation-mlogloss:0.86568
[108]	train-mlogloss:0.88878	validation-mlogloss:0.86296
[109]	train-mlogloss:0.88631	validation-mlogloss:0.86030
[110]	train-mlogloss:0.88396	validation-mlogloss:0.85779
[111]	train-mlogloss:0.88145	validation-mlogloss:0.85500
[112]	train-mlogloss:0.87903	validation-mlogloss:0.85232
[113]	train-mlogloss:0.87672	validation-mlogloss:0.84989
[114]	train-mlogloss:0.87435	validation-mlogloss:0.84733
[115]	train-mlogloss:0.87194	validation-mlogloss:0.84480
[116]	train-mlogloss:0.86972	validation-mlogloss:0.84251
[117]	train-mlogloss:0.86745	validation-mlogloss:0.84006
[118]	train-mlogloss:0.86516	validation-mlogloss:0.83754
[119]	train-mlogloss:0.86296	validation-mlogloss:0.83524
[120]	train-mlogloss:0.86073	validation-mlogloss:0.83289
[121]	train-mlogloss:0.85850	validation-mlogloss:0.83044
[122]	train-mlogloss:0.85636	validation-mlogloss:0.82823
[123]	train-mlogloss:0.85421	validation-mlogloss:0.82589
[124]	train-mlogloss:0.85214	validation-mlogloss:0.82371
[125]	train-mlogloss:0.85008	validation-mlogloss:0.82156
[126]	train-mlogloss:0.84801	validation-mlogloss:0.81932
[127]	train-mlogloss:0.84596	validation-mlogloss:0.81712
[128]	train-mlogloss:0.84401	validation-mlogloss:0.81497
[129]	train-mlogloss:0.84200	validation-mlogloss:0.81282
[130]	train-mlogloss:0.83996	validation-mlogloss:0.81052
[131]	train-mlogloss:0.83789	validation-mlogloss:0.80829
[132]	train-mlogloss:0.83596	validation-mlogloss:0.80625
[133]	train-mlogloss:0.83398	validation-mlogloss:0.80409
[134]	train-mlogloss:0.83203	validation-mlogloss:0.80199
[135]	train-mlogloss:0.83013	validation-mlogloss:0.79992
[136]	train-mlogloss:0.82815	validation-mlogloss:0.79787
[137]	train-mlogloss:0.82616	validation-mlogloss:0.79563
[138]	train-mlogloss:0.82423	validation-mlogloss:0.79352
[139]	train-mlogloss:0.82238	validation-mlogloss:0.79155
[140]	train-mlogloss:0.82058	validation-mlogloss:0.78959
[141]	train-mlogloss:0.81872	validation-mlogloss:0.78756
[142]	train-mlogloss:0.81680	validation-mlogloss:0.78548
[143]	train-mlogloss:0.81504	validation-mlogloss:0.78358
[144]	train-mlogloss:0.81323	validation-mlogloss:0.78167
[145]	train-mlogloss:0.81134	validation-mlogloss:0.77956
[146]	train-mlogloss:0.80958	validation-mlogloss:0.77758
[147]	train-mlogloss:0.80789	validation-mlogloss:0.77572
[148]	train-mlogloss:0.80616	validation-mlogloss:0.77384
[149]	train-mlogloss:0.80447	validation-mlogloss:0.77201
[150]	train-mlogloss:0.80279	validation-mlogloss:0.77018
[151]	train-mlogloss:0.80103	validation-mlogloss:0.76835
[152]	train-mlogloss:0.79931	validation-mlogloss:0.76638
[153]	train-mlogloss:0.79770	validation-mlogloss:0.76470
[154]	train-mlogloss:0.79610	validation-mlogloss:0.76292
[155]	train-mlogloss:0.79439	validation-mlogloss:0.76103
[156]	train-mlogloss:0.79273	validation-mlogloss:0.75911
[157]	train-mlogloss:0.79113	validation-mlogloss:0.75744
[158]	train-mlogloss:0.78959	validation-mlogloss:0.75577
[159]	train-mlogloss:0.78803	validation-mlogloss:0.75403
[160]	train-mlogloss:0.78652	validation-mlogloss:0.75236
[161]	train-mlogloss:0.78493	validation-mlogloss:0.75052
[162]	train-mlogloss:0.78346	validation-mlogloss:0.74883
[163]	train-mlogloss:0.78196	validation-mlogloss:0.74720
[164]	train-mlogloss:0.78047	validation-mlogloss:0.74566
[165]	train-mlogloss:0.77900	validation-mlogloss:0.74401
[166]	train-mlogloss:0.77744	validation-mlogloss:0.74234
[167]	train-mlogloss:0.77589	validation-mlogloss:0.74069
[168]	train-mlogloss:0.77446	validation-mlogloss:0.73923
[169]	train-mlogloss:0.77306	validation-mlogloss:0.73766
[170]	train-mlogloss:0.77164	validation-mlogloss:0.73620
[171]	train-mlogloss:0.77015	validation-mlogloss:0.73448
[172]	train-mlogloss:0.76869	validation-mlogloss:0.73287
[173]	train-mlogloss:0.76733	validation-mlogloss:0.73150
[174]	train-mlogloss:0.76598	validation-mlogloss:0.73009
[175]	train-mlogloss:0.76467	validation-mlogloss:0.72871
[176]	train-mlogloss:0.76326	validation-mlogloss:0.72714
[177]	train-mlogloss:0.76200	validation-mlogloss:0.72577
[178]	train-mlogloss:0.76060	validation-mlogloss:0.72422
[179]	train-mlogloss:0.75923	validation-mlogloss:0.72269
[180]	train-mlogloss:0.75794	validation-mlogloss:0.72123
[181]	train-mlogloss:0.75657	validation-mlogloss:0.71980
[182]	train-mlogloss:0.75539	validation-mlogloss:0.71846
[183]	train-mlogloss:0.75402	validation-mlogloss:0.71702
[184]	train-mlogloss:0.75273	validation-mlogloss:0.71559
[185]	train-mlogloss:0.75150	validation-mlogloss:0.71422
[186]	train-mlogloss:0.75028	validation-mlogloss:0.71284
[187]	train-mlogloss:0.74908	validation-mlogloss:0.71151
[188]	train-mlogloss:0.74780	validation-mlogloss:0.71010
[189]	train-mlogloss:0.74667	validation-mlogloss:0.70888
[190]	train-mlogloss:0.74530	validation-mlogloss:0.70740
[191]	train-mlogloss:0.74405	validation-mlogloss:0.70603
[192]	train-mlogloss:0.74283	validation-mlogloss:0.70470
[193]	train-mlogloss:0.74159	validation-mlogloss:0.70326
[194]	train-mlogloss:0.74044	validation-mlogloss:0.70198
[195]	train-mlogloss:0.73933	validation-mlogloss:0.70064
[196]	train-mlogloss:0.73816	validation-mlogloss:0.69929
[197]	train-mlogloss:0.73707	validation-mlogloss:0.69809
[198]	train-mlogloss:0.73587	validation-mlogloss:0.69673
[199]	train-mlogloss:0.73470	validation-mlogloss:0.69535
[200]	train-mlogloss:0.73353	validation-mlogloss:0.69406
[201]	train-mlogloss:0.73236	validation-mlogloss:0.69274
[202]	train-mlogloss:0.73117	validation-mlogloss:0.69144
[203]	train-mlogloss:0.73002	validation-mlogloss:0.69019
[204]	train-mlogloss:0.72892	validation-mlogloss:0.68892
[205]	train-mlogloss:0.72775	validation-mlogloss:0.68764
[206]	train-mlogloss:0.72680	validation-mlogloss:0.68656
[207]	train-mlogloss:0.72570	validation-mlogloss:0.68535
[208]	train-mlogloss:0.72457	validation-mlogloss:0.68412
[209]	train-mlogloss:0.72355	validation-mlogloss:0.68292
[210]	train-mlogloss:0.72257	validation-mlogloss:0.68180
[211]	train-mlogloss:0.72144	validation-mlogloss:0.68061
[212]	train-mlogloss:0.72046	validation-mlogloss:0.67938
[213]	train-mlogloss:0.71942	validation-mlogloss:0.67819
[214]	train-mlogloss:0.71835	validation-mlogloss:0.67701
[215]	train-mlogloss:0.71726	validation-mlogloss:0.67585
[216]	train-mlogloss:0.71627	validation-mlogloss:0.67473
[217]	train-mlogloss:0.71521	validation-mlogloss:0.67359
[218]	train-mlogloss:0.71429	validation-mlogloss:0.67252
[219]	train-mlogloss:0.71337	validation-mlogloss:0.67151
[220]	train-mlogloss:0.71245	validation-mlogloss:0.67046
[221]	train-mlogloss:0.71141	validation-mlogloss:0.66937
[222]	train-mlogloss:0.71046	validation-mlogloss:0.66838
[223]	train-mlogloss:0.70956	validation-mlogloss:0.66741
[224]	train-mlogloss:0.70854	validation-mlogloss:0.66618
[225]	train-mlogloss:0.70764	validation-mlogloss:0.66513
[226]	train-mlogloss:0.70671	validation-mlogloss:0.66408
[227]	train-mlogloss:0.70573	validation-mlogloss:0.66303
[228]	train-mlogloss:0.70485	validation-mlogloss:0.66210
[229]	train-mlogloss:0.70396	validation-mlogloss:0.66112
[230]	train-mlogloss:0.70315	validation-mlogloss:0.66017
[231]	train-mlogloss:0.70222	validation-mlogloss:0.65912
[232]	train-mlogloss:0.70120	validation-mlogloss:0.65805
[233]	train-mlogloss:0.70032	validation-mlogloss:0.65705
[234]	train-mlogloss:0.69950	validation-mlogloss:0.65607
[235]	train-mlogloss:0.69862	validation-mlogloss:0.65506
[236]	train-mlogloss:0.69780	validation-mlogloss:0.65407
[237]	train-mlogloss:0.69684	validation-mlogloss:0.65301
[238]	train-mlogloss:0.69589	validation-mlogloss:0.65197
[239]	train-mlogloss:0.69507	validation-mlogloss:0.65099
[240]	train-mlogloss:0.69434	validation-mlogloss:0.65014
[241]	train-mlogloss:0.69356	validation-mlogloss:0.64922
[242]	train-mlogloss:0.69276	validation-mlogloss:0.64832
[243]	train-mlogloss:0.69200	validation-mlogloss:0.64743
[244]	train-mlogloss:0.69122	validation-mlogloss:0.64654
[245]	train-mlogloss:0.69043	validation-mlogloss:0.64570
[246]	train-mlogloss:0.68968	validation-mlogloss:0.64487
[247]	train-mlogloss:0.68886	validation-mlogloss:0.64406
[248]	train-mlogloss:0.68805	validation-mlogloss:0.64320
[249]	train-mlogloss:0.68727	validation-mlogloss:0.64231
[250]	train-mlogloss:0.68648	validation-mlogloss:0.64142
[251]	train-mlogloss:0.68566	validation-mlogloss:0.64053
[252]	train-mlogloss:0.68491	validation-mlogloss:0.63968
[253]	train-mlogloss:0.68423	validation-mlogloss:0.63883
[254]	train-mlogloss:0.68338	validation-mlogloss:0.63785
[255]	train-mlogloss:0.68277	validation-mlogloss:0.63720
[256]	train-mlogloss:0.68203	validation-mlogloss:0.63638
[257]	train-mlogloss:0.68123	validation-mlogloss:0.63549
[258]	train-mlogloss:0.68048	validation-mlogloss:0.63465
[259]	train-mlogloss:0.67978	validation-mlogloss:0.63383
[260]	train-mlogloss:0.67903	validation-mlogloss:0.63292
[261]	train-mlogloss:0.67831	validation-mlogloss:0.63209
[262]	train-mlogloss:0.67757	validation-mlogloss:0.63134
[263]	train-mlogloss:0.67690	validation-mlogloss:0.63059
[264]	train-mlogloss:0.67617	validation-mlogloss:0.62980
[265]	train-mlogloss:0.67548	validation-mlogloss:0.62902
[266]	train-mlogloss:0.67475	validation-mlogloss:0.62824
[267]	train-mlogloss:0.67409	validation-mlogloss:0.62740
[268]	train-mlogloss:0.67347	validation-mlogloss:0.62671
[269]	train-mlogloss:0.67279	validation-mlogloss:0.62592
[270]	train-mlogloss:0.67207	validation-mlogloss:0.62516
[271]	train-mlogloss:0.67145	validation-mlogloss:0.62444
[272]	train-mlogloss:0.67081	validation-mlogloss:0.62369
[273]	train-mlogloss:0.67013	validation-mlogloss:0.62288
[274]	train-mlogloss:0.66943	validation-mlogloss:0.62215
[275]	train-mlogloss:0.66868	validation-mlogloss:0.62133
[276]	train-mlogloss:0.66805	validation-mlogloss:0.62059
[277]	train-mlogloss:0.66741	validation-mlogloss:0.61989
[278]	train-mlogloss:0.66684	validation-mlogloss:0.61925
[279]	train-mlogloss:0.66636	validation-mlogloss:0.61864
[280]	train-mlogloss:0.66579	validation-mlogloss:0.61802
[281]	train-mlogloss:0.66521	validation-mlogloss:0.61733
[282]	train-mlogloss:0.66462	validation-mlogloss:0.61665
[283]	train-mlogloss:0.66402	validation-mlogloss:0.61605
[284]	train-mlogloss:0.66347	validation-mlogloss:0.61541
[285]	train-mlogloss:0.66288	validation-mlogloss:0.61468
[286]	train-mlogloss:0.66226	validation-mlogloss:0.61397
[287]	train-mlogloss:0.66162	validation-mlogloss:0.61331
[288]	train-mlogloss:0.66095	validation-mlogloss:0.61257
[289]	train-mlogloss:0.66039	validation-mlogloss:0.61193
[290]	train-mlogloss:0.65981	validation-mlogloss:0.61127
[291]	train-mlogloss:0.65929	validation-mlogloss:0.61062
[292]	train-mlogloss:0.65872	validation-mlogloss:0.60997
[293]	train-mlogloss:0.65812	validation-mlogloss:0.60930
[294]	train-mlogloss:0.65752	validation-mlogloss:0.60863
[295]	train-mlogloss:0.65698	validation-mlogloss:0.60799
[296]	train-mlogloss:0.65646	validation-mlogloss:0.60742
[297]	train-mlogloss:0.65584	validation-mlogloss:0.60675
[298]	train-mlogloss:0.65529	validation-mlogloss:0.60611
[299]	train-mlogloss:0.65472	validation-mlogloss:0.60546
[300]	train-mlogloss:0.65416	validation-mlogloss:0.60486
[301]	train-mlogloss:0.65359	validation-mlogloss:0.60415
[302]	train-mlogloss:0.65289	validation-mlogloss:0.60340
[303]	train-mlogloss:0.65240	validation-mlogloss:0.60284
[304]	train-mlogloss:0.65178	validation-mlogloss:0.60219
[305]	train-mlogloss:0.65120	validation-mlogloss:0.60153
[306]	train-mlogloss:0.65068	validation-mlogloss:0.60093
[307]	train-mlogloss:0.65010	validation-mlogloss:0.60034
[308]	train-mlogloss:0.64958	validation-mlogloss:0.59972
[309]	train-mlogloss:0.64907	validation-mlogloss:0.59907
[310]	train-mlogloss:0.64853	validation-mlogloss:0.59846
[311]	train-mlogloss:0.64805	validation-mlogloss:0.59790
[312]	train-mlogloss:0.64759	validation-mlogloss:0.59733
[313]	train-mlogloss:0.64713	validation-mlogloss:0.59677
[314]	train-mlogloss:0.64663	validation-mlogloss:0.59622
[315]	train-mlogloss:0.64617	validation-mlogloss:0.59569
[316]	train-mlogloss:0.64566	validation-mlogloss:0.59513
[317]	train-mlogloss:0.64522	validation-mlogloss:0.59465
[318]	train-mlogloss:0.64477	validation-mlogloss:0.59418
[319]	train-mlogloss:0.64426	validation-mlogloss:0.59356
[320]	train-mlogloss:0.64381	validation-mlogloss:0.59306
[321]	train-mlogloss:0.64330	validation-mlogloss:0.59246
[322]	train-mlogloss:0.64286	validation-mlogloss:0.59196
[323]	train-mlogloss:0.64243	validation-mlogloss:0.59147
[324]	train-mlogloss:0.64203	validation-mlogloss:0.59101
[325]	train-mlogloss:0.64164	validation-mlogloss:0.59055
[326]	train-mlogloss:0.64128	validation-mlogloss:0.59011
[327]	train-mlogloss:0.64079	validation-mlogloss:0.58957
[328]	train-mlogloss:0.64030	validation-mlogloss:0.58900
[329]	train-mlogloss:0.63992	validation-mlogloss:0.58856
[330]	train-mlogloss:0.63950	validation-mlogloss:0.58804
[331]	train-mlogloss:0.63907	validation-mlogloss:0.58756
[332]	train-mlogloss:0.63860	validation-mlogloss:0.58705
[333]	train-mlogloss:0.63816	validation-mlogloss:0.58656
[334]	train-mlogloss:0.63772	validation-mlogloss:0.58607
[335]	train-mlogloss:0.63732	validation-mlogloss:0.58557
[336]	train-mlogloss:0.63689	validation-mlogloss:0.58509
[337]	train-mlogloss:0.63642	validation-mlogloss:0.58456
[338]	train-mlogloss:0.63599	validation-mlogloss:0.58407
[339]	train-mlogloss:0.63561	validation-mlogloss:0.58358
[340]	train-mlogloss:0.63521	validation-mlogloss:0.58310
[341]	train-mlogloss:0.63484	validation-mlogloss:0.58271
[342]	train-mlogloss:0.63444	validation-mlogloss:0.58226
[343]	train-mlogloss:0.63405	validation-mlogloss:0.58180
[344]	train-mlogloss:0.63366	validation-mlogloss:0.58138
[345]	train-mlogloss:0.63325	validation-mlogloss:0.58091
[346]	train-mlogloss:0.63283	validation-mlogloss:0.58048
[347]	train-mlogloss:0.63240	validation-mlogloss:0.58000
[348]	train-mlogloss:0.63200	validation-mlogloss:0.57952
[349]	train-mlogloss:0.63164	validation-mlogloss:0.57913
[350]	train-mlogloss:0.63127	validation-mlogloss:0.57872
[351]	train-mlogloss:0.63090	validation-mlogloss:0.57832
[352]	train-mlogloss:0.63052	validation-mlogloss:0.57792
[353]	train-mlogloss:0.63022	validation-mlogloss:0.57757
[354]	train-mlogloss:0.62982	validation-mlogloss:0.57708
[355]	train-mlogloss:0.62943	validation-mlogloss:0.57660
[356]	train-mlogloss:0.62906	validation-mlogloss:0.57614
[357]	train-mlogloss:0.62876	validation-mlogloss:0.57577
[358]	train-mlogloss:0.62845	validation-mlogloss:0.57543
[359]	train-mlogloss:0.62810	validation-mlogloss:0.57507
[360]	train-mlogloss:0.62774	validation-mlogloss:0.57467
[361]	train-mlogloss:0.62737	validation-mlogloss:0.57423
[362]	train-mlogloss:0.62703	validation-mlogloss:0.57383
[363]	train-mlogloss:0.62672	validation-mlogloss:0.57342
[364]	train-mlogloss:0.62642	validation-mlogloss:0.57312
[365]	train-mlogloss:0.62613	validation-mlogloss:0.57280
[366]	train-mlogloss:0.62583	validation-mlogloss:0.57251
[367]	train-mlogloss:0.62543	validation-mlogloss:0.57209
[368]	train-mlogloss:0.62511	validation-mlogloss:0.57176
[369]	train-mlogloss:0.62474	validation-mlogloss:0.57134
[370]	train-mlogloss:0.62437	validation-mlogloss:0.57091
[371]	train-mlogloss:0.62406	validation-mlogloss:0.57057
[372]	train-mlogloss:0.62376	validation-mlogloss:0.57021
[373]	train-mlogloss:0.62345	validation-mlogloss:0.56986
[374]	train-mlogloss:0.62310	validation-mlogloss:0.56946
[375]	train-mlogloss:0.62285	validation-mlogloss:0.56918
[376]	train-mlogloss:0.62258	validation-mlogloss:0.56886
[377]	train-mlogloss:0.62228	validation-mlogloss:0.56848
[378]	train-mlogloss:0.62196	validation-mlogloss:0.56813
[379]	train-mlogloss:0.62174	validation-mlogloss:0.56789
[380]	train-mlogloss:0.62151	validation-mlogloss:0.56763
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 75.46 [%]
Global accuracy score (test) = 78.43 [%]
Global F1 score (train) = 75.64 [%]
Global F1 score (test) = 79.19 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.63      0.62       350
MODERATE-INTENSITY       0.61      0.67      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.98      0.90      0.94       322

          accuracy                           0.78      1372
         macro avg       0.80      0.79      0.79      1372
      weighted avg       0.80      0.78      0.79      1372


Accuracy capturado en la ejecución 29: 78.43 [%]
F1-score capturado en la ejecución 29: 79.19 [%]

=== EJECUCIÓN 30 ===

--- TRAIN (ejecución 30) ---

--- TEST (ejecución 30) ---
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 42)
(9708, 42)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 1 ... 1 0 1]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 74.56 [%]
Global accuracy score (test) = 77.92 [%]
Global F1 score (train) = 74.54 [%]
Global F1 score (test) = 78.53 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.56      0.60       350
MODERATE-INTENSITY       0.59      0.72      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.90      0.93       322

          accuracy                           0.78      1372
         macro avg       0.79      0.78      0.79      1372
      weighted avg       0.79      0.78      0.78      1372


Accuracy capturado en la ejecución 30: 77.92 [%]
F1-score capturado en la ejecución 30: 78.53 [%]

=== RESUMEN FINAL ===
Accuracies: [78.06, 78.28, 78.43, 77.33, 77.33, 77.77, 77.62, 76.82, 77.99, 77.84, 76.09, 76.68, 77.33, 78.5, 77.84, 78.13, 78.79, 77.62, 78.21, 76.09, 77.55, 78.94, 76.97, 76.9, 78.64, 77.55, 77.26, 76.53, 78.43, 77.92]
F1-scores: [78.8, 78.91, 79.13, 78.01, 78.16, 78.49, 78.46, 77.63, 78.71, 78.47, 76.82, 77.52, 78.06, 79.26, 78.36, 78.81, 79.43, 78.35, 78.84, 76.92, 78.27, 79.65, 77.58, 77.68, 79.24, 78.4, 77.97, 77.32, 79.19, 78.53]
Accuracy mean: 77.6480 | std: 0.7422
F1 mean: 78.3657 | std: 0.7081

Resultados guardados en /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_PI/case_PI_XGB_acc_superclasses_CPA_METs/metrics_test.npz
