2025-11-06 14:04:13.920902: 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 14:04:13.932680: 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 00:00:1762434253.946525 1370068 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434253.950779 1370068 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434253.961271 1370068 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434253.961291 1370068 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434253.961294 1370068 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434253.961296 1370068 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:04:13.964550: 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 14:04:21,828	INFO worker.py:1927 -- Started a local Ray instance.
2025-11-06 14:04:22,491	INFO tune.py:253 -- Initializing Ray automatically. For cluster usage or custom Ray initialization, call `ray.init(...)` before `Tuner(...)`.
2025-11-06 14:04:22,557	INFO trial.py:182 -- Creating a new dirname dir_1d10d_2f38 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,560	INFO trial.py:182 -- Creating a new dirname dir_1d10d_6b8d because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,562	INFO trial.py:182 -- Creating a new dirname dir_1d10d_5688 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,565	INFO trial.py:182 -- Creating a new dirname dir_1d10d_2b1f because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,567	INFO trial.py:182 -- Creating a new dirname dir_1d10d_4884 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,569	INFO trial.py:182 -- Creating a new dirname dir_1d10d_9012 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,571	INFO trial.py:182 -- Creating a new dirname dir_1d10d_965a because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,574	INFO trial.py:182 -- Creating a new dirname dir_1d10d_2a98 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,577	INFO trial.py:182 -- Creating a new dirname dir_1d10d_fc9a because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,580	INFO trial.py:182 -- Creating a new dirname dir_1d10d_b042 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,583	INFO trial.py:182 -- Creating a new dirname dir_1d10d_a79f because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,586	INFO trial.py:182 -- Creating a new dirname dir_1d10d_5658 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,589	INFO trial.py:182 -- Creating a new dirname dir_1d10d_db70 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,593	INFO trial.py:182 -- Creating a new dirname dir_1d10d_8636 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,596	INFO trial.py:182 -- Creating a new dirname dir_1d10d_b232 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,599	INFO trial.py:182 -- Creating a new dirname dir_1d10d_7977 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,603	INFO trial.py:182 -- Creating a new dirname dir_1d10d_66eb because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,607	INFO trial.py:182 -- Creating a new dirname dir_1d10d_b380 because trial dirname 'dir_1d10d' already exists.
2025-11-06 14:04:22,617	INFO trial.py:182 -- Creating a new dirname dir_1d10d_70b6 because trial dirname 'dir_1d10d' already exists.
1 GPU(s) detected and VRAM set to crossover mode..
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_17_classes/XGBoost_hyperparameters_tuning
To visualize your results with TensorBoard, run: `tensorboard --logdir /tmp/ray/session_2025-11-06_14-04-20_104561_1370068/artifacts/2025-11-06_14-04-22/XGBoost_hyperparameters_tuning/driver_artifacts`

Trial status: 20 PENDING
Current time: 2025-11-06 14:04:22. Total running time: 0s
Logical resource usage: 18.0/20 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_1d10d    PENDING                  736             3        0.00672781      0.518944             0.847053   25.8745                   133      17.7035        18.1901              7794 │
│ trial_1d10d    PENDING                  630             2        0.0096993       0.700232             0.807142   27.2881                   105     149.378        389.531               3899 │
│ trial_1d10d    PENDING                  216             3        0.0119583       0.849878             0.80138    24.0381                   149     102.201          7.6987              5283 │
│ trial_1d10d    PENDING                  617             3        0.0179237       0.533623             0.847934   19.913                    176     148.862         53.1872               479 │
│ trial_1d10d    PENDING                  631             2        0.0094698       0.843762             0.697157   24.2091                   175      65.1783        15.4702              3650 │
│ trial_1d10d    PENDING                  319             3        0.0121164       0.672751             0.67354     5.06911                  184       1.7707        10.6008              8252 │
│ trial_1d10d    PENDING                  741             2        0.0126543       0.793417             0.541353   23.6833                   153     114.485        299.831               1495 │
│ trial_1d10d    PENDING                  761             2        0.0085859       0.720189             0.81877     5.39026                   53      11.4473         6.57397             9857 │
│ trial_1d10d    PENDING                  619             2        0.0147093       0.716416             0.75808    11.4587                   112      34.1481       381.763               8829 │
│ trial_1d10d    PENDING                  495             2        0.00617581      0.771088             0.555695    6.73036                  107     836.851        757.965               3602 │
│ trial_1d10d    PENDING                  392             2        0.00876909      0.636594             0.762604   13.8642                    54      23.4307         6.87095             1078 │
│ trial_1d10d    PENDING                  370             2        0.0101514       0.636663             0.796814   22.6373                   112      12.6395       809.842               4815 │
│ trial_1d10d    PENDING                  676             3        0.0184132       0.797429             0.717871   29.3403                   127       9.36209      138.236                874 │
│ trial_1d10d    PENDING                  731             3        0.00563236      0.532872             0.685933   28.1517                   110       4.74275       10.1884               799 │
│ trial_1d10d    PENDING                  683             3        0.00674663      0.818934             0.83247    20.9062                   132       4.55489       15.8284              3471 │
│ trial_1d10d    PENDING                  564             3        0.0100275       0.510695             0.610236   11.4704                   150     238.105         15.4943              8834 │
│ trial_1d10d    PENDING                  374             3        0.00901681      0.533349             0.541881   10.6509                    54     624.245        151.746               1137 │
│ trial_1d10d    PENDING                  403             3        0.0137126       0.678732             0.592672   26.9875                    68       1.66332      657.617               8773 │
│ trial_1d10d    PENDING                  281             3        0.0136754       0.770822             0.795709   10.2767                    80      40.9199       343.147               5960 │
│ trial_1d10d    PENDING                  249             2        0.0117756       0.569994             0.593681    8.16291                   93     154.54          48.2581              4887 │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.75808 │
│ gamma                        11.4587 │
│ learning_rate                0.01471 │
│ max_depth                          2 │
│ min_child_weight                 112 │
│ num_boost_round                  619 │
│ random_state                    8829 │
│ reg_alpha                    34.1481 │
│ reg_lambda                   381.763 │
│ subsample                    0.71642 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.61024 │
│ gamma                        11.4704 │
│ learning_rate                0.01003 │
│ max_depth                          3 │
│ min_child_weight                 150 │
│ num_boost_round                  564 │
│ random_state                    8834 │
│ reg_alpha                    238.105 │
│ reg_lambda                   15.4943 │
│ subsample                    0.51069 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.71787 │
│ gamma                        29.3403 │
│ learning_rate                0.01841 │
│ max_depth                          3 │
│ min_child_weight                 127 │
│ num_boost_round                  676 │
│ random_state                     874 │
│ reg_alpha                    9.36209 │
│ reg_lambda                   138.236 │
│ subsample                    0.79743 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.67354 │
│ gamma                        5.06911 │
│ learning_rate                0.01212 │
│ max_depth                          3 │
│ min_child_weight                 184 │
│ num_boost_round                  319 │
│ random_state                    8252 │
│ reg_alpha                     1.7707 │
│ reg_lambda                   10.6008 │
│ subsample                    0.67275 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.59267 │
│ gamma                        26.9875 │
│ learning_rate                0.01371 │
│ max_depth                          3 │
│ min_child_weight                  68 │
│ num_boost_round                  403 │
│ random_state                    8773 │
│ reg_alpha                    1.66332 │
│ reg_lambda                   657.617 │
│ subsample                    0.67873 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.80714 │
│ gamma                        27.2881 │
│ learning_rate                 0.0097 │
│ max_depth                          2 │
│ min_child_weight                 105 │
│ num_boost_round                  630 │
│ random_state                    3899 │
│ reg_alpha                    149.378 │
│ reg_lambda                   389.531 │
│ subsample                    0.70023 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.68593 │
│ gamma                        28.1517 │
│ learning_rate                0.00563 │
│ max_depth                          3 │
│ min_child_weight                 110 │
│ num_boost_round                  731 │
│ random_state                     799 │
│ reg_alpha                    4.74275 │
│ reg_lambda                   10.1884 │
│ subsample                    0.53287 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.7626 │
│ gamma                        13.8642 │
│ learning_rate                0.00877 │
│ max_depth                          2 │
│ min_child_weight                  54 │
│ num_boost_round                  392 │
│ random_state                    1078 │
│ reg_alpha                    23.4307 │
│ reg_lambda                   6.87095 │
│ subsample                    0.63659 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.80138 │
│ gamma                        24.0381 │
│ learning_rate                0.01196 │
│ max_depth                          3 │
│ min_child_weight                 149 │
│ num_boost_round                  216 │
│ random_state                    5283 │
│ reg_alpha                    102.201 │
│ reg_lambda                    7.6987 │
│ subsample                    0.84988 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.69716 │
│ gamma                        24.2091 │
│ learning_rate                0.00947 │
│ max_depth                          2 │
│ min_child_weight                 175 │
│ num_boost_round                  631 │
│ random_state                    3650 │
│ reg_alpha                    65.1783 │
│ reg_lambda                   15.4702 │
│ subsample                    0.84376 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.84793 │
│ gamma                         19.913 │
│ learning_rate                0.01792 │
│ max_depth                          3 │
│ min_child_weight                 176 │
│ num_boost_round                  617 │
│ random_state                     479 │
│ reg_alpha                    148.862 │
│ reg_lambda                   53.1872 │
│ subsample                    0.53362 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.83247 │
│ gamma                        20.9062 │
│ learning_rate                0.00675 │
│ max_depth                          3 │
│ min_child_weight                 132 │
│ num_boost_round                  683 │
│ random_state                    3471 │
│ reg_alpha                    4.55489 │
│ reg_lambda                   15.8284 │
│ subsample                    0.81893 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.54135 │
│ gamma                        23.6833 │
│ learning_rate                0.01265 │
│ max_depth                          2 │
│ min_child_weight                 153 │
│ num_boost_round                  741 │
│ random_state                    1495 │
│ reg_alpha                    114.485 │
│ reg_lambda                   299.831 │
│ subsample                    0.79342 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.81877 │
│ gamma                        5.39026 │
│ learning_rate                0.00859 │
│ max_depth                          2 │
│ min_child_weight                  53 │
│ num_boost_round                  761 │
│ random_state                    9857 │
│ reg_alpha                    11.4473 │
│ reg_lambda                   6.57397 │
│ subsample                    0.72019 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.59368 │
│ gamma                        8.16291 │
│ learning_rate                0.01178 │
│ max_depth                          2 │
│ min_child_weight                  93 │
│ num_boost_round                  249 │
│ random_state                    4887 │
│ reg_alpha                     154.54 │
│ reg_lambda                   48.2581 │
│ subsample                    0.56999 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.55569 │
│ gamma                        6.73036 │
│ learning_rate                0.00618 │
│ max_depth                          2 │
│ min_child_weight                 107 │
│ num_boost_round                  495 │
│ random_state                    3602 │
│ reg_alpha                    836.851 │
│ reg_lambda                   757.965 │
│ subsample                    0.77109 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.79681 │
│ gamma                        22.6373 │
│ learning_rate                0.01015 │
│ max_depth                          2 │
│ min_child_weight                 112 │
│ num_boost_round                  370 │
│ random_state                    4815 │
│ reg_alpha                    12.6395 │
│ reg_lambda                   809.842 │
│ subsample                    0.63666 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.84705 │
│ gamma                        25.8745 │
│ learning_rate                0.00673 │
│ max_depth                          3 │
│ min_child_weight                 133 │
│ num_boost_round                  736 │
│ random_state                    7794 │
│ reg_alpha                    17.7035 │
│ reg_lambda                   18.1901 │
│ subsample                    0.51894 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
[36m(train_xgb_ray_tune pid=1371793)[0m 2025-11-06 14:04:25.801523: 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=1371761)[0m 2025-11-06 14:04:25.876746: 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=1371761)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
[36m(train_xgb_ray_tune pid=1371761)[0m E0000 00:00:1762434265.903758 1372967 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=1371761)[0m E0000 00:00:1762434265.911806 1372967 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=1371796)[0m W0000 00:00:1762434265.904202 1372934 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=1371796)[0m W0000 00:00:1762434265.904230 1372934 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=1371796)[0m W0000 00:00:1762434265.904233 1372934 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=1371796)[0m W0000 00:00:1762434265.904235 1372934 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=1371796)[0m 2025-11-06 14:04:25.909884: 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=1371796)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.79571 │
│ gamma                        10.2767 │
│ learning_rate                0.01368 │
│ max_depth                          3 │
│ min_child_weight                  80 │
│ num_boost_round                  281 │
│ random_state                    5960 │
│ reg_alpha                    40.9199 │
│ reg_lambda                   343.147 │
│ subsample                    0.77082 │
╰──────────────────────────────────────╯
Trial trial_1d10d started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1d10d config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.54188 │
│ gamma                        10.6509 │
│ learning_rate                0.00902 │
│ max_depth                          3 │
│ min_child_weight                  54 │
│ num_boost_round                  374 │
│ random_state                    1137 │
│ reg_alpha                    624.245 │
│ reg_lambda                   151.746 │
│ subsample                    0.53335 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1371796)[0m [0]	train-mlogloss:2.70469	validation-mlogloss:2.70464
[36m(train_xgb_ray_tune pid=1371796)[0m [1]	train-mlogloss:2.70132	validation-mlogloss:2.70121
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[36m(train_xgb_ray_tune pid=1371787)[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=1371787)[0m   _log_deprecation_warning(
[36m(train_xgb_ray_tune pid=1371785)[0m 2025-11-06 14:04:26.448633: 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=1371785)[0m 2025-11-06 14:04:26.469286: 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=1371785)[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=1371785)[0m E0000 00:00:1762434266.499010 1373070 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=1371785)[0m E0000 00:00:1762434266.506879 1373070 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=1371785)[0m W0000 00:00:1762434266.527267 1373070 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=1371785)[0m 2025-11-06 14:04:26.533575: 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=1371785)[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
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:04:31. Total running time: 8s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             5.54454 │
│ time_total_s                 5.54454 │
│ training_iteration                 1 │
│ validation_accuracy          0.06829 │
╰──────────────────────────────────────╯
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Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:04:31. Total running time: 8s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:04:31. Total running time: 9s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              6.0377 │
│ time_total_s                  6.0377 │
│ training_iteration                 1 │
│ validation_accuracy          0.06829 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:04:32. Total running time: 9s
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╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             24.2759 │
│ time_total_s                 24.2759 │
│ training_iteration                 1 │
│ validation_accuracy          0.50244 │
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Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:04:49. Total running time: 27s

Trial trial_1d10d finished iteration 1 at 2025-11-06 14:04:49. Total running time: 27s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
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│ checkpoint_dir_name                  │
│ time_this_iter_s             24.3102 │
│ time_total_s                 24.3102 │
│ training_iteration                 1 │
│ validation_accuracy          0.46744 │
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Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:04:49. Total running time: 27s
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Trial status: 16 RUNNING | 4 TERMINATED
Current time: 2025-11-06 14:04:52. Total running time: 30s
Logical resource usage: 16.0/20 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_1d10d    RUNNING                    736             3        0.00672781      0.518944             0.847053   25.8745                   133      17.7035        18.1901              7794                                                     │
│ trial_1d10d    RUNNING                    630             2        0.0096993       0.700232             0.807142   27.2881                   105     149.378        389.531               3899                                                     │
│ trial_1d10d    RUNNING                    617             3        0.0179237       0.533623             0.847934   19.913                    176     148.862         53.1872               479                                                     │
│ trial_1d10d    RUNNING                    631             2        0.0094698       0.843762             0.697157   24.2091                   175      65.1783        15.4702              3650                                                     │
│ trial_1d10d    RUNNING                    319             3        0.0121164       0.672751             0.67354     5.06911                  184       1.7707        10.6008              8252                                                     │
│ trial_1d10d    RUNNING                    741             2        0.0126543       0.793417             0.541353   23.6833                   153     114.485        299.831               1495                                                     │
│ trial_1d10d    RUNNING                    761             2        0.0085859       0.720189             0.81877     5.39026                   53      11.4473         6.57397             9857                                                     │
│ trial_1d10d    RUNNING                    619             2        0.0147093       0.716416             0.75808    11.4587                   112      34.1481       381.763               8829                                                     │
│ trial_1d10d    RUNNING                    392             2        0.00876909      0.636594             0.762604   13.8642                    54      23.4307         6.87095             1078                                                     │
│ trial_1d10d    RUNNING                    370             2        0.0101514       0.636663             0.796814   22.6373                   112      12.6395       809.842               4815                                                     │
│ trial_1d10d    RUNNING                    676             3        0.0184132       0.797429             0.717871   29.3403                   127       9.36209      138.236                874                                                     │
│ trial_1d10d    RUNNING                    731             3        0.00563236      0.532872             0.685933   28.1517                   110       4.74275       10.1884               799                                                     │
│ trial_1d10d    RUNNING                    683             3        0.00674663      0.818934             0.83247    20.9062                   132       4.55489       15.8284              3471                                                     │
│ trial_1d10d    RUNNING                    564             3        0.0100275       0.510695             0.610236   11.4704                   150     238.105         15.4943              8834                                                     │
│ trial_1d10d    RUNNING                    403             3        0.0137126       0.678732             0.592672   26.9875                    68       1.66332      657.617               8773                                                     │
│ trial_1d10d    RUNNING                    281             3        0.0136754       0.770822             0.795709   10.2767                    80      40.9199       343.147               5960                                                     │
│ trial_1d10d    TERMINATED                 216             3        0.0119583       0.849878             0.80138    24.0381                   149     102.201          7.6987              5283        1           24.2759                0.502439  │
│ trial_1d10d    TERMINATED                 495             2        0.00617581      0.771088             0.555695    6.73036                  107     836.851        757.965               3602        1            5.54454               0.0682927 │
│ trial_1d10d    TERMINATED                 374             3        0.00901681      0.533349             0.541881   10.6509                    54     624.245        151.746               1137        1            6.0377                0.0682927 │
│ trial_1d10d    TERMINATED                 249             2        0.0117756       0.569994             0.593681    8.16291                   93     154.54          48.2581              4887        1           24.3102                0.467444  │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:04:55. Total running time: 32s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             29.6988 │
│ time_total_s                 29.6988 │
│ training_iteration                 1 │
│ validation_accuracy          0.52768 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:04:55. Total running time: 32s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:04:58. Total running time: 35s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             32.4477 │
│ time_total_s                 32.4477 │
│ training_iteration                 1 │
│ validation_accuracy           0.4439 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:04:58. Total running time: 35s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:04:59. Total running time: 36s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             33.6368 │
│ time_total_s                 33.6368 │
│ training_iteration                 1 │
│ validation_accuracy          0.51919 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:04:59. Total running time: 36s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:04:59. Total running time: 37s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             34.3416 │
│ time_total_s                 34.3416 │
│ training_iteration                 1 │
│ validation_accuracy          0.51835 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:04:59. Total running time: 37s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:00. Total running time: 37s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             35.0071 │
│ time_total_s                 35.0071 │
│ training_iteration                 1 │
│ validation_accuracy           0.4859 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:00. Total running time: 37s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:01. Total running time: 38s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             36.1003 │
│ time_total_s                 36.1003 │
│ training_iteration                 1 │
│ validation_accuracy          0.40191 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:01. Total running time: 39s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:02. Total running time: 39s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             36.9089 │
│ time_total_s                 36.9089 │
│ training_iteration                 1 │
│ validation_accuracy          0.43393 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:02. Total running time: 39s
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╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             40.3183 │
│ time_total_s                 40.3183 │
│ training_iteration                 1 │
│ validation_accuracy          0.45133 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:05. Total running time: 43s

Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:05. Total running time: 43s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             40.3019 │
│ time_total_s                 40.3019 │
│ training_iteration                 1 │
│ validation_accuracy          0.46426 │
╰──────────────────────────────────────╯
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:06. Total running time: 43s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             40.8409 │
│ time_total_s                 40.8409 │
│ training_iteration                 1 │
│ validation_accuracy          0.50753 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:06. Total running time: 43s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:06. Total running time: 44s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             41.2502 │
│ time_total_s                 41.2502 │
│ training_iteration                 1 │
│ validation_accuracy          0.53404 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:06. Total running time: 44s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:07. Total running time: 44s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             41.7823 │
│ time_total_s                 41.7823 │
│ training_iteration                 1 │
│ validation_accuracy          0.51877 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:07. Total running time: 44s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:10. Total running time: 47s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             44.9746 │
│ time_total_s                 44.9746 │
│ training_iteration                 1 │
│ validation_accuracy          0.51007 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:10. Total running time: 47s
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Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:11. Total running time: 48s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s               45.45 │
│ time_total_s                   45.45 │
│ training_iteration                 1 │
│ validation_accuracy          0.54019 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:11. Total running time: 48s

Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:11. Total running time: 48s
[36m(train_xgb_ray_tune pid=1371754)[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 6x across cluster][0m
[36m(train_xgb_ray_tune pid=1371754)[0m   _log_deprecation_warning([32m [repeated 6x across cluster][0m
2025-11-06 14:05:11,454	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_17_classes/XGBoost_hyperparameters_tuning' in 0.0099s.
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             45.3854 │
│ time_total_s                 45.3854 │
│ training_iteration                 1 │
│ validation_accuracy          0.50159 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:11. Total running time: 48s

Trial trial_1d10d finished iteration 1 at 2025-11-06 14:05:11. Total running time: 48s
╭──────────────────────────────────────╮
│ Trial trial_1d10d result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             45.8653 │
│ time_total_s                 45.8653 │
│ training_iteration                 1 │
│ validation_accuracy           0.5351 │
╰──────────────────────────────────────╯

Trial trial_1d10d completed after 1 iterations at 2025-11-06 14:05:11. Total running time: 48s

Trial status: 20 TERMINATED
Current time: 2025-11-06 14:05:11. Total running time: 48s
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_1d10d    TERMINATED                 736             3        0.00672781      0.518944             0.847053   25.8745                   133      17.7035        18.1901              7794        1           45.3854                0.501591  │
│ trial_1d10d    TERMINATED                 630             2        0.0096993       0.700232             0.807142   27.2881                   105     149.378        389.531               3899        1           40.3183                0.451326  │
│ trial_1d10d    TERMINATED                 216             3        0.0119583       0.849878             0.80138    24.0381                   149     102.201          7.6987              5283        1           24.2759                0.502439  │
│ trial_1d10d    TERMINATED                 617             3        0.0179237       0.533623             0.847934   19.913                    176     148.862         53.1872               479        1           36.9089                0.433934  │
│ trial_1d10d    TERMINATED                 631             2        0.0094698       0.843762             0.697157   24.2091                   175      65.1783        15.4702              3650        1           40.8409                0.507529  │
│ trial_1d10d    TERMINATED                 319             3        0.0121164       0.672751             0.67354     5.06911                  184       1.7707        10.6008              8252        1           33.6368                0.519194  │
│ trial_1d10d    TERMINATED                 741             2        0.0126543       0.793417             0.541353   23.6833                   153     114.485        299.831               1495        1           40.3019                0.464263  │
│ trial_1d10d    TERMINATED                 761             2        0.0085859       0.720189             0.81877     5.39026                   53      11.4473         6.57397             9857        1           45.45                  0.540191  │
│ trial_1d10d    TERMINATED                 619             2        0.0147093       0.716416             0.75808    11.4587                   112      34.1481       381.763               8829        1           41.7823                0.51877   │
│ trial_1d10d    TERMINATED                 495             2        0.00617581      0.771088             0.555695    6.73036                  107     836.851        757.965               3602        1            5.54454               0.0682927 │
│ trial_1d10d    TERMINATED                 392             2        0.00876909      0.636594             0.762604   13.8642                    54      23.4307         6.87095             1078        1           34.3416                0.518346  │
│ trial_1d10d    TERMINATED                 370             2        0.0101514       0.636663             0.796814   22.6373                   112      12.6395       809.842               4815        1           32.4477                0.443902  │
│ trial_1d10d    TERMINATED                 676             3        0.0184132       0.797429             0.717871   29.3403                   127       9.36209      138.236                874        1           41.2502                0.53404   │
│ trial_1d10d    TERMINATED                 731             3        0.00563236      0.532872             0.685933   28.1517                   110       4.74275       10.1884               799        1           44.9746                0.510074  │
│ trial_1d10d    TERMINATED                 683             3        0.00674663      0.818934             0.83247    20.9062                   132       4.55489       15.8284              3471        1           45.8653                0.535101  │
│ trial_1d10d    TERMINATED                 564             3        0.0100275       0.510695             0.610236   11.4704                   150     238.105         15.4943              8834        1           36.1003                0.401909  │
│ trial_1d10d    TERMINATED                 374             3        0.00901681      0.533349             0.541881   10.6509                    54     624.245        151.746               1137        1            6.0377                0.0682927 │
│ trial_1d10d    TERMINATED                 403             3        0.0137126       0.678732             0.592672   26.9875                    68       1.66332      657.617               8773        1           35.0071                0.485896  │
│ trial_1d10d    TERMINATED                 281             3        0.0136754       0.770822             0.795709   10.2767                    80      40.9199       343.147               5960        1           29.6988                0.527678  │
│ trial_1d10d    TERMINATED                 249             2        0.0117756       0.569994             0.593681    8.16291                   93     154.54          48.2581              4887        1           24.3102                0.467444  │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Mejores hiperparámetros XGBoost: {'num_boost_round': 761, 'max_depth': 2, 'learning_rate': 0.008585897745899178, 'subsample': 0.7201887667504905, 'colsample_bytree': 0.8187704854481974, 'gamma': 5.390259407384189, 'min_child_weight': 53, 'reg_alpha': 11.447292516105698, 'reg_lambda': 6.573967457712866, 'random_state': 9857}
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[2]	train-mlogloss:2.66444	validation-mlogloss:2.66590
[3]	train-mlogloss:2.65038	validation-mlogloss:2.65231
[4]	train-mlogloss:2.63702	validation-mlogloss:2.63954
[5]	train-mlogloss:2.62343	validation-mlogloss:2.62631
[6]	train-mlogloss:2.60999	validation-mlogloss:2.61344
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[11]	train-mlogloss:2.54819	validation-mlogloss:2.55382
[12]	train-mlogloss:2.53648	validation-mlogloss:2.54254
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[38]	train-mlogloss:2.28703	validation-mlogloss:2.30026
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[41]	train-mlogloss:2.26380	validation-mlogloss:2.27755
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[756]	train-mlogloss:1.18306	validation-mlogloss:1.20242
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[758]	train-mlogloss:1.18251	validation-mlogloss:1.20206
[759]	train-mlogloss:1.18222	validation-mlogloss:1.20185
[760]	train-mlogloss:1.18198	validation-mlogloss:1.20167
Saved model to disk.
[36m(train_xgb_ray_tune pid=1371782)[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 2x across cluster][0m
[36m(train_xgb_ray_tune pid=1371782)[0m   _log_deprecation_warning([32m [repeated 2x across cluster][0m
2025-11-06 14:05:31.654853: 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 14:05:31.666743: 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 00:00:1762434331.681290 1374000 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434331.685554 1374000 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434331.696241 1374000 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434331.696261 1374000 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434331.696263 1374000 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434331.696264 1374000 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:05:31.699596: 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..
Training a non-convolutional model.
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[744]	train-mlogloss:1.18604	validation-mlogloss:1.20410
[745]	train-mlogloss:1.18575	validation-mlogloss:1.20392
[746]	train-mlogloss:1.18547	validation-mlogloss:1.20374
[747]	train-mlogloss:1.18515	validation-mlogloss:1.20356
[748]	train-mlogloss:1.18483	validation-mlogloss:1.20334
[749]	train-mlogloss:1.18449	validation-mlogloss:1.20318
[750]	train-mlogloss:1.18417	validation-mlogloss:1.20302
[751]	train-mlogloss:1.18382	validation-mlogloss:1.20275
[752]	train-mlogloss:1.18354	validation-mlogloss:1.20255
[753]	train-mlogloss:1.18324	validation-mlogloss:1.20237
[754]	train-mlogloss:1.18298	validation-mlogloss:1.20220
[755]	train-mlogloss:1.18269	validation-mlogloss:1.20207
[756]	train-mlogloss:1.18240	validation-mlogloss:1.20191
[757]	train-mlogloss:1.18209	validation-mlogloss:1.20176
[758]	train-mlogloss:1.18180	validation-mlogloss:1.20159
[759]	train-mlogloss:1.18153	validation-mlogloss:1.20143
[760]	train-mlogloss:1.18124	validation-mlogloss:1.20123
Saved model to disk.
2025-11-06 14:05:56.103192: 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 14:05:56.114592: 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 00:00:1762434356.127831 1374413 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434356.132010 1374413 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434356.142003 1374413 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434356.142023 1374413 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434356.142024 1374413 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434356.142026 1374413 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:05:56.145257: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69331	validation-mlogloss:2.69376
[1]	train-mlogloss:2.67850	validation-mlogloss:2.67942
[2]	train-mlogloss:2.66443	validation-mlogloss:2.66595
[3]	train-mlogloss:2.65077	validation-mlogloss:2.65273
[4]	train-mlogloss:2.63680	validation-mlogloss:2.63935
[5]	train-mlogloss:2.62348	validation-mlogloss:2.62686
[6]	train-mlogloss:2.61020	validation-mlogloss:2.61450
[7]	train-mlogloss:2.59699	validation-mlogloss:2.60152
[8]	train-mlogloss:2.58417	validation-mlogloss:2.58930
[9]	train-mlogloss:2.57175	validation-mlogloss:2.57750
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[731]	train-mlogloss:1.19036	validation-mlogloss:1.20712
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[733]	train-mlogloss:1.18977	validation-mlogloss:1.20675
[734]	train-mlogloss:1.18947	validation-mlogloss:1.20661
[735]	train-mlogloss:1.18917	validation-mlogloss:1.20644
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[737]	train-mlogloss:1.18866	validation-mlogloss:1.20614
[738]	train-mlogloss:1.18836	validation-mlogloss:1.20595
[739]	train-mlogloss:1.18804	validation-mlogloss:1.20574
[740]	train-mlogloss:1.18774	validation-mlogloss:1.20552
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[742]	train-mlogloss:1.18709	validation-mlogloss:1.20516
[743]	train-mlogloss:1.18679	validation-mlogloss:1.20499
[744]	train-mlogloss:1.18646	validation-mlogloss:1.20476
[745]	train-mlogloss:1.18620	validation-mlogloss:1.20458
[746]	train-mlogloss:1.18586	validation-mlogloss:1.20437
[747]	train-mlogloss:1.18556	validation-mlogloss:1.20420
[748]	train-mlogloss:1.18528	validation-mlogloss:1.20402
[749]	train-mlogloss:1.18498	validation-mlogloss:1.20388
[750]	train-mlogloss:1.18465	validation-mlogloss:1.20375
[751]	train-mlogloss:1.18436	validation-mlogloss:1.20358
[752]	train-mlogloss:1.18406	validation-mlogloss:1.20337
[753]	train-mlogloss:1.18374	validation-mlogloss:1.20323
[754]	train-mlogloss:1.18344	validation-mlogloss:1.20311
[755]	train-mlogloss:1.18316	validation-mlogloss:1.20291
[756]	train-mlogloss:1.18288	validation-mlogloss:1.20274
[757]	train-mlogloss:1.18259	validation-mlogloss:1.20256
[758]	train-mlogloss:1.18230	validation-mlogloss:1.20237
[759]	train-mlogloss:1.18200	validation-mlogloss:1.20222
[760]	train-mlogloss:1.18169	validation-mlogloss:1.20205
Saved model to disk.
2025-11-06 14:06:20.449407: 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 14:06:20.460684: 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 00:00:1762434380.473960 1374818 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434380.478080 1374818 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434380.487931 1374818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434380.487948 1374818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434380.487950 1374818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434380.487952 1374818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:06:20.491084: 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..
Training a non-convolutional model.
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[1]	train-mlogloss:2.67899	validation-mlogloss:2.67990
[2]	train-mlogloss:2.66443	validation-mlogloss:2.66575
[3]	train-mlogloss:2.65049	validation-mlogloss:2.65225
[4]	train-mlogloss:2.63691	validation-mlogloss:2.63932
[5]	train-mlogloss:2.62327	validation-mlogloss:2.62613
[6]	train-mlogloss:2.61000	validation-mlogloss:2.61368
[7]	train-mlogloss:2.59697	validation-mlogloss:2.60112
[8]	train-mlogloss:2.58417	validation-mlogloss:2.58901
[9]	train-mlogloss:2.57201	validation-mlogloss:2.57725
[10]	train-mlogloss:2.56009	validation-mlogloss:2.56582
[11]	train-mlogloss:2.54802	validation-mlogloss:2.55436
[12]	train-mlogloss:2.53594	validation-mlogloss:2.54267
[13]	train-mlogloss:2.52416	validation-mlogloss:2.53152
[14]	train-mlogloss:2.51257	validation-mlogloss:2.52037
[15]	train-mlogloss:2.50132	validation-mlogloss:2.50932
[16]	train-mlogloss:2.49023	validation-mlogloss:2.49849
[17]	train-mlogloss:2.47921	validation-mlogloss:2.48795
[18]	train-mlogloss:2.46876	validation-mlogloss:2.47789
[19]	train-mlogloss:2.45826	validation-mlogloss:2.46770
[20]	train-mlogloss:2.44792	validation-mlogloss:2.45758
[21]	train-mlogloss:2.43783	validation-mlogloss:2.44777
[22]	train-mlogloss:2.42784	validation-mlogloss:2.43820
[23]	train-mlogloss:2.41768	validation-mlogloss:2.42837
[24]	train-mlogloss:2.40799	validation-mlogloss:2.41895
[25]	train-mlogloss:2.39864	validation-mlogloss:2.40985
[26]	train-mlogloss:2.38909	validation-mlogloss:2.40065
[27]	train-mlogloss:2.37992	validation-mlogloss:2.39151
[28]	train-mlogloss:2.37084	validation-mlogloss:2.38255
[29]	train-mlogloss:2.36215	validation-mlogloss:2.37404
[30]	train-mlogloss:2.35311	validation-mlogloss:2.36528
[31]	train-mlogloss:2.34437	validation-mlogloss:2.35681
[32]	train-mlogloss:2.33585	validation-mlogloss:2.34855
[33]	train-mlogloss:2.32738	validation-mlogloss:2.34013
[34]	train-mlogloss:2.31894	validation-mlogloss:2.33193
[35]	train-mlogloss:2.31074	validation-mlogloss:2.32366
[36]	train-mlogloss:2.30282	validation-mlogloss:2.31624
[37]	train-mlogloss:2.29470	validation-mlogloss:2.30820
[38]	train-mlogloss:2.28681	validation-mlogloss:2.30035
[39]	train-mlogloss:2.27881	validation-mlogloss:2.29263
[40]	train-mlogloss:2.27121	validation-mlogloss:2.28538
[41]	train-mlogloss:2.26345	validation-mlogloss:2.27789
[42]	train-mlogloss:2.25581	validation-mlogloss:2.27051
[43]	train-mlogloss:2.24806	validation-mlogloss:2.26284
[44]	train-mlogloss:2.24072	validation-mlogloss:2.25577
[45]	train-mlogloss:2.23332	validation-mlogloss:2.24862
[46]	train-mlogloss:2.22590	validation-mlogloss:2.24120
[47]	train-mlogloss:2.21877	validation-mlogloss:2.23417
[48]	train-mlogloss:2.21178	validation-mlogloss:2.22731
[49]	train-mlogloss:2.20467	validation-mlogloss:2.22002
[50]	train-mlogloss:2.19797	validation-mlogloss:2.21359
[51]	train-mlogloss:2.19092	validation-mlogloss:2.20647
[52]	train-mlogloss:2.18401	validation-mlogloss:2.19964
[53]	train-mlogloss:2.17733	validation-mlogloss:2.19322
[54]	train-mlogloss:2.17073	validation-mlogloss:2.18669
[55]	train-mlogloss:2.16422	validation-mlogloss:2.18005
[56]	train-mlogloss:2.15752	validation-mlogloss:2.17322
[57]	train-mlogloss:2.15111	validation-mlogloss:2.16682
[58]	train-mlogloss:2.14476	validation-mlogloss:2.16037
[59]	train-mlogloss:2.13834	validation-mlogloss:2.15391
[60]	train-mlogloss:2.13232	validation-mlogloss:2.14801
[61]	train-mlogloss:2.12589	validation-mlogloss:2.14140
[62]	train-mlogloss:2.11973	validation-mlogloss:2.13501
[63]	train-mlogloss:2.11379	validation-mlogloss:2.12895
[64]	train-mlogloss:2.10770	validation-mlogloss:2.12265
[65]	train-mlogloss:2.10198	validation-mlogloss:2.11687
[66]	train-mlogloss:2.09607	validation-mlogloss:2.11105
[67]	train-mlogloss:2.09018	validation-mlogloss:2.10492
[68]	train-mlogloss:2.08464	validation-mlogloss:2.09948
[69]	train-mlogloss:2.07877	validation-mlogloss:2.09366
[70]	train-mlogloss:2.07313	validation-mlogloss:2.08801
[71]	train-mlogloss:2.06754	validation-mlogloss:2.08225
[72]	train-mlogloss:2.06204	validation-mlogloss:2.07680
[73]	train-mlogloss:2.05655	validation-mlogloss:2.07137
[74]	train-mlogloss:2.05117	validation-mlogloss:2.06607
[75]	train-mlogloss:2.04576	validation-mlogloss:2.06053
[76]	train-mlogloss:2.04033	validation-mlogloss:2.05500
[77]	train-mlogloss:2.03510	validation-mlogloss:2.04964
[78]	train-mlogloss:2.02984	validation-mlogloss:2.04427
[79]	train-mlogloss:2.02451	validation-mlogloss:2.03889
[80]	train-mlogloss:2.01936	validation-mlogloss:2.03356
[81]	train-mlogloss:2.01436	validation-mlogloss:2.02850
[82]	train-mlogloss:2.00924	validation-mlogloss:2.02324
[83]	train-mlogloss:2.00412	validation-mlogloss:2.01793
[84]	train-mlogloss:1.99902	validation-mlogloss:2.01261
[85]	train-mlogloss:1.99395	validation-mlogloss:2.00747
[86]	train-mlogloss:1.98908	validation-mlogloss:2.00248
[87]	train-mlogloss:1.98422	validation-mlogloss:1.99744
[88]	train-mlogloss:1.97940	validation-mlogloss:1.99261
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[90]	train-mlogloss:1.96993	validation-mlogloss:1.98294
[91]	train-mlogloss:1.96529	validation-mlogloss:1.97845
[92]	train-mlogloss:1.96075	validation-mlogloss:1.97401
[93]	train-mlogloss:1.95622	validation-mlogloss:1.96946
[94]	train-mlogloss:1.95164	validation-mlogloss:1.96475
[95]	train-mlogloss:1.94707	validation-mlogloss:1.95991
[96]	train-mlogloss:1.94263	validation-mlogloss:1.95530
[97]	train-mlogloss:1.93804	validation-mlogloss:1.95059
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[99]	train-mlogloss:1.92924	validation-mlogloss:1.94147
[100]	train-mlogloss:1.92499	validation-mlogloss:1.93695
[101]	train-mlogloss:1.92062	validation-mlogloss:1.93249
[102]	train-mlogloss:1.91635	validation-mlogloss:1.92797
[103]	train-mlogloss:1.91216	validation-mlogloss:1.92370
[104]	train-mlogloss:1.90801	validation-mlogloss:1.91937
[105]	train-mlogloss:1.90390	validation-mlogloss:1.91497
[106]	train-mlogloss:1.89987	validation-mlogloss:1.91069
[107]	train-mlogloss:1.89577	validation-mlogloss:1.90636
[108]	train-mlogloss:1.89140	validation-mlogloss:1.90186
[109]	train-mlogloss:1.88738	validation-mlogloss:1.89775
[110]	train-mlogloss:1.88350	validation-mlogloss:1.89372
[111]	train-mlogloss:1.87944	validation-mlogloss:1.88944
[112]	train-mlogloss:1.87526	validation-mlogloss:1.88507
[113]	train-mlogloss:1.87146	validation-mlogloss:1.88110
[114]	train-mlogloss:1.86751	validation-mlogloss:1.87698
[115]	train-mlogloss:1.86347	validation-mlogloss:1.87267
[116]	train-mlogloss:1.85936	validation-mlogloss:1.86843
[117]	train-mlogloss:1.85553	validation-mlogloss:1.86441
[118]	train-mlogloss:1.85190	validation-mlogloss:1.86063
[119]	train-mlogloss:1.84818	validation-mlogloss:1.85674
[120]	train-mlogloss:1.84421	validation-mlogloss:1.85272
[121]	train-mlogloss:1.84033	validation-mlogloss:1.84853
[122]	train-mlogloss:1.83683	validation-mlogloss:1.84497
[123]	train-mlogloss:1.83296	validation-mlogloss:1.84098
[124]	train-mlogloss:1.82939	validation-mlogloss:1.83724
[125]	train-mlogloss:1.82589	validation-mlogloss:1.83358
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[728]	train-mlogloss:1.19127	validation-mlogloss:1.20732
[729]	train-mlogloss:1.19097	validation-mlogloss:1.20707
[730]	train-mlogloss:1.19063	validation-mlogloss:1.20692
[731]	train-mlogloss:1.19034	validation-mlogloss:1.20674
[732]	train-mlogloss:1.19004	validation-mlogloss:1.20649
[733]	train-mlogloss:1.18971	validation-mlogloss:1.20628
[734]	train-mlogloss:1.18940	validation-mlogloss:1.20606
[735]	train-mlogloss:1.18908	validation-mlogloss:1.20585
[736]	train-mlogloss:1.18879	validation-mlogloss:1.20568
[737]	train-mlogloss:1.18851	validation-mlogloss:1.20556
[738]	train-mlogloss:1.18820	validation-mlogloss:1.20530
[739]	train-mlogloss:1.18789	validation-mlogloss:1.20515
[740]	train-mlogloss:1.18758	validation-mlogloss:1.20495
[741]	train-mlogloss:1.18730	validation-mlogloss:1.20481
[742]	train-mlogloss:1.18698	validation-mlogloss:1.20462
[743]	train-mlogloss:1.18668	validation-mlogloss:1.20444
[744]	train-mlogloss:1.18635	validation-mlogloss:1.20428
[745]	train-mlogloss:1.18608	validation-mlogloss:1.20410
[746]	train-mlogloss:1.18581	validation-mlogloss:1.20393
[747]	train-mlogloss:1.18552	validation-mlogloss:1.20375
[748]	train-mlogloss:1.18524	validation-mlogloss:1.20354
[749]	train-mlogloss:1.18491	validation-mlogloss:1.20340
[750]	train-mlogloss:1.18459	validation-mlogloss:1.20324
[751]	train-mlogloss:1.18430	validation-mlogloss:1.20307
[752]	train-mlogloss:1.18397	validation-mlogloss:1.20289
[753]	train-mlogloss:1.18369	validation-mlogloss:1.20270
[754]	train-mlogloss:1.18332	validation-mlogloss:1.20249
[755]	train-mlogloss:1.18305	validation-mlogloss:1.20233
[756]	train-mlogloss:1.18277	validation-mlogloss:1.20213
[757]	train-mlogloss:1.18248	validation-mlogloss:1.20193
[758]	train-mlogloss:1.18218	validation-mlogloss:1.20174
[759]	train-mlogloss:1.18186	validation-mlogloss:1.20166
[760]	train-mlogloss:1.18157	validation-mlogloss:1.20148
Saved model to disk.

=== EJECUCIÓN 1 ===

--- TRAIN (ejecución 1) ---

--- TEST (ejecución 1) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.49 [%]
Global accuracy score (test) = 58.59 [%]
Global F1 score (train) = 61.03 [%]
Global F1 score (test) = 57.49 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.37      0.22      0.28       161
 CAMINAR CON MÓVIL O LIBRO       0.36      0.52      0.43       161
       CAMINAR USUAL SPEED       0.40      0.34      0.37       161
            CAMINAR ZIGZAG       0.42      0.39      0.41       161
          DE PIE BARRIENDO       0.66      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.39      0.40      0.40       161
    DE PIE MOVIENDO LIBROS       0.48      0.50      0.49       161
          DE PIE USANDO PC       0.84      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.52      0.36      0.42       161
         SENTADO USANDO PC       0.50      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.33       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.89      0.73       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.57      2415
              weighted avg       0.58      0.59      0.57      2415


Accuracy capturado en la ejecución 1: 58.59 [%]
F1-score capturado en la ejecución 1: 57.49 [%]

=== EJECUCIÓN 2 ===

--- TRAIN (ejecución 2) ---

--- TEST (ejecución 2) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.51 [%]
Global accuracy score (test) = 58.67 [%]
Global F1 score (train) = 61.06 [%]
Global F1 score (test) = 57.62 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.37      0.24      0.29       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.54      0.45       161
       CAMINAR USUAL SPEED       0.42      0.35      0.38       161
            CAMINAR ZIGZAG       0.42      0.40      0.41       161
          DE PIE BARRIENDO       0.66      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.39      0.40      0.40       161
    DE PIE MOVIENDO LIBROS       0.49      0.49      0.49       161
          DE PIE USANDO PC       0.84      0.87      0.85       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.36      0.42       161
         SENTADO USANDO PC       0.51      0.53      0.52       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.61      0.86      0.71       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 2: 58.67 [%]
F1-score capturado en la ejecución 2: 57.62 [%]

=== EJECUCIÓN 3 ===

--- TRAIN (ejecución 3) ---

--- TEST (ejecución 3) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.6 [%]
Global accuracy score (test) = 58.47 [%]
Global F1 score (train) = 61.15 [%]
Global F1 score (test) = 57.28 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.34      0.19      0.25       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.52      0.43       161
       CAMINAR USUAL SPEED       0.39      0.35      0.37       161
            CAMINAR ZIGZAG       0.45      0.43      0.44       161
          DE PIE BARRIENDO       0.67      0.75      0.70       161
   DE PIE DOBLANDO TOALLAS       0.38      0.39      0.38       161
    DE PIE MOVIENDO LIBROS       0.49      0.49      0.49       161
          DE PIE USANDO PC       0.84      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.34      0.41       161
         SENTADO USANDO PC       0.49      0.52      0.50       161
      SENTADO VIENDO LA TV       0.41      0.28      0.33       161
   SUBIR Y BAJAR ESCALERAS       0.63      0.89      0.74       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.58      2415
                 macro avg       0.58      0.58      0.57      2415
              weighted avg       0.58      0.58      0.57      2415


Accuracy capturado en la ejecución 3: 58.47 [%]
F1-score capturado en la ejecución 3: 57.28 [%]

=== EJECUCIÓN 4 ===

--- TRAIN (ejecución 4) ---

--- TEST (ejecución 4) ---
2025-11-06 14:06:44.740923: 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 14:06:44.752148: 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 00:00:1762434404.765332 1375220 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434404.769442 1375220 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434404.779346 1375220 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434404.779363 1375220 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434404.779365 1375220 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434404.779366 1375220 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:06:44.782503: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69308	validation-mlogloss:2.69352
[1]	train-mlogloss:2.67870	validation-mlogloss:2.67965
[2]	train-mlogloss:2.66487	validation-mlogloss:2.66590
[3]	train-mlogloss:2.65077	validation-mlogloss:2.65223
[4]	train-mlogloss:2.63699	validation-mlogloss:2.63910
[5]	train-mlogloss:2.62351	validation-mlogloss:2.62638
[6]	train-mlogloss:2.61044	validation-mlogloss:2.61401
[7]	train-mlogloss:2.59756	validation-mlogloss:2.60174
[8]	train-mlogloss:2.58476	validation-mlogloss:2.58943
[9]	train-mlogloss:2.57205	validation-mlogloss:2.57689
[10]	train-mlogloss:2.55995	validation-mlogloss:2.56521
[11]	train-mlogloss:2.54795	validation-mlogloss:2.55399
[12]	train-mlogloss:2.53608	validation-mlogloss:2.54290
[13]	train-mlogloss:2.52420	validation-mlogloss:2.53137
[14]	train-mlogloss:2.51271	validation-mlogloss:2.52030
[15]	train-mlogloss:2.50150	validation-mlogloss:2.50956
[16]	train-mlogloss:2.49025	validation-mlogloss:2.49848
[17]	train-mlogloss:2.47912	validation-mlogloss:2.48788
[18]	train-mlogloss:2.46822	validation-mlogloss:2.47748
[19]	train-mlogloss:2.45785	validation-mlogloss:2.46738
[20]	train-mlogloss:2.44743	validation-mlogloss:2.45723
[21]	train-mlogloss:2.43704	validation-mlogloss:2.44735
[22]	train-mlogloss:2.42715	validation-mlogloss:2.43774
[23]	train-mlogloss:2.41733	validation-mlogloss:2.42826
[24]	train-mlogloss:2.40755	validation-mlogloss:2.41872
[25]	train-mlogloss:2.39836	validation-mlogloss:2.40974
[26]	train-mlogloss:2.38878	validation-mlogloss:2.40034
[27]	train-mlogloss:2.37948	validation-mlogloss:2.39130
[28]	train-mlogloss:2.37037	validation-mlogloss:2.38202
[29]	train-mlogloss:2.36132	validation-mlogloss:2.37337
[30]	train-mlogloss:2.35252	validation-mlogloss:2.36487
[31]	train-mlogloss:2.34364	validation-mlogloss:2.35611
[32]	train-mlogloss:2.33513	validation-mlogloss:2.34781
[33]	train-mlogloss:2.32670	validation-mlogloss:2.33966
[34]	train-mlogloss:2.31816	validation-mlogloss:2.33125
[35]	train-mlogloss:2.30990	validation-mlogloss:2.32316
[36]	train-mlogloss:2.30173	validation-mlogloss:2.31516
[37]	train-mlogloss:2.29386	validation-mlogloss:2.30755
[38]	train-mlogloss:2.28559	validation-mlogloss:2.29908
[39]	train-mlogloss:2.27779	validation-mlogloss:2.29149
[40]	train-mlogloss:2.26968	validation-mlogloss:2.28355
[41]	train-mlogloss:2.26206	validation-mlogloss:2.27598
[42]	train-mlogloss:2.25435	validation-mlogloss:2.26838
[43]	train-mlogloss:2.24686	validation-mlogloss:2.26090
[44]	train-mlogloss:2.23966	validation-mlogloss:2.25403
[45]	train-mlogloss:2.23230	validation-mlogloss:2.24678
[46]	train-mlogloss:2.22491	validation-mlogloss:2.23942
[47]	train-mlogloss:2.21783	validation-mlogloss:2.23237
[48]	train-mlogloss:2.21080	validation-mlogloss:2.22552
[49]	train-mlogloss:2.20376	validation-mlogloss:2.21838
[50]	train-mlogloss:2.19697	validation-mlogloss:2.21158
[51]	train-mlogloss:2.19010	validation-mlogloss:2.20479
[52]	train-mlogloss:2.18332	validation-mlogloss:2.19810
[53]	train-mlogloss:2.17649	validation-mlogloss:2.19123
[54]	train-mlogloss:2.16982	validation-mlogloss:2.18457
[55]	train-mlogloss:2.16323	validation-mlogloss:2.17809
[56]	train-mlogloss:2.15648	validation-mlogloss:2.17126
[57]	train-mlogloss:2.15016	validation-mlogloss:2.16513
[58]	train-mlogloss:2.14367	validation-mlogloss:2.15845
[59]	train-mlogloss:2.13752	validation-mlogloss:2.15247
[60]	train-mlogloss:2.13109	validation-mlogloss:2.14598
[61]	train-mlogloss:2.12498	validation-mlogloss:2.14014
[62]	train-mlogloss:2.11892	validation-mlogloss:2.13399
[63]	train-mlogloss:2.11288	validation-mlogloss:2.12794
[64]	train-mlogloss:2.10683	validation-mlogloss:2.12149
[65]	train-mlogloss:2.10089	validation-mlogloss:2.11545
[66]	train-mlogloss:2.09501	validation-mlogloss:2.10944
[67]	train-mlogloss:2.08916	validation-mlogloss:2.10366
[68]	train-mlogloss:2.08325	validation-mlogloss:2.09755
[69]	train-mlogloss:2.07759	validation-mlogloss:2.09204
[70]	train-mlogloss:2.07191	validation-mlogloss:2.08623
[71]	train-mlogloss:2.06653	validation-mlogloss:2.08097
[72]	train-mlogloss:2.06094	validation-mlogloss:2.07514
[73]	train-mlogloss:2.05548	validation-mlogloss:2.06942
[74]	train-mlogloss:2.04989	validation-mlogloss:2.06381
[75]	train-mlogloss:2.04445	validation-mlogloss:2.05843
[76]	train-mlogloss:2.03900	validation-mlogloss:2.05292
[77]	train-mlogloss:2.03373	validation-mlogloss:2.04742
[78]	train-mlogloss:2.02844	validation-mlogloss:2.04217
[79]	train-mlogloss:2.02332	validation-mlogloss:2.03691
[80]	train-mlogloss:2.01814	validation-mlogloss:2.03141
[81]	train-mlogloss:2.01318	validation-mlogloss:2.02640
[82]	train-mlogloss:2.00818	validation-mlogloss:2.02124
[83]	train-mlogloss:2.00336	validation-mlogloss:2.01640
[84]	train-mlogloss:1.99827	validation-mlogloss:2.01124
[85]	train-mlogloss:1.99339	validation-mlogloss:2.00627
[86]	train-mlogloss:1.98847	validation-mlogloss:2.00121
[87]	train-mlogloss:1.98352	validation-mlogloss:1.99610
[88]	train-mlogloss:1.97888	validation-mlogloss:1.99171
[89]	train-mlogloss:1.97413	validation-mlogloss:1.98693
[90]	train-mlogloss:1.96941	validation-mlogloss:1.98213
[91]	train-mlogloss:1.96478	validation-mlogloss:1.97742
[92]	train-mlogloss:1.96025	validation-mlogloss:1.97286
[93]	train-mlogloss:1.95567	validation-mlogloss:1.96816
[94]	train-mlogloss:1.95115	validation-mlogloss:1.96352
[95]	train-mlogloss:1.94638	validation-mlogloss:1.95859
[96]	train-mlogloss:1.94194	validation-mlogloss:1.95406
[97]	train-mlogloss:1.93748	validation-mlogloss:1.94945
[98]	train-mlogloss:1.93309	validation-mlogloss:1.94490
[99]	train-mlogloss:1.92885	validation-mlogloss:1.94056
[100]	train-mlogloss:1.92454	validation-mlogloss:1.93610
[101]	train-mlogloss:1.92013	validation-mlogloss:1.93157
[102]	train-mlogloss:1.91598	validation-mlogloss:1.92726
[103]	train-mlogloss:1.91165	validation-mlogloss:1.92279
[104]	train-mlogloss:1.90758	validation-mlogloss:1.91858
[105]	train-mlogloss:1.90350	validation-mlogloss:1.91432
[106]	train-mlogloss:1.89949	validation-mlogloss:1.91020
[107]	train-mlogloss:1.89539	validation-mlogloss:1.90608
[108]	train-mlogloss:1.89124	validation-mlogloss:1.90184
[109]	train-mlogloss:1.88735	validation-mlogloss:1.89776
[110]	train-mlogloss:1.88339	validation-mlogloss:1.89373
[111]	train-mlogloss:1.87953	validation-mlogloss:1.88984
[112]	train-mlogloss:1.87562	validation-mlogloss:1.88570
[113]	train-mlogloss:1.87173	validation-mlogloss:1.88170
[114]	train-mlogloss:1.86792	validation-mlogloss:1.87777
[115]	train-mlogloss:1.86412	validation-mlogloss:1.87386
[116]	train-mlogloss:1.86038	validation-mlogloss:1.87006
[117]	train-mlogloss:1.85647	validation-mlogloss:1.86600
[118]	train-mlogloss:1.85273	validation-mlogloss:1.86202
[119]	train-mlogloss:1.84900	validation-mlogloss:1.85817
[120]	train-mlogloss:1.84533	validation-mlogloss:1.85430
[121]	train-mlogloss:1.84166	validation-mlogloss:1.85054
[122]	train-mlogloss:1.83806	validation-mlogloss:1.84681
[123]	train-mlogloss:1.83449	validation-mlogloss:1.84320
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[726]	train-mlogloss:1.19163	validation-mlogloss:1.20706
[727]	train-mlogloss:1.19134	validation-mlogloss:1.20690
[728]	train-mlogloss:1.19098	validation-mlogloss:1.20673
[729]	train-mlogloss:1.19067	validation-mlogloss:1.20651
[730]	train-mlogloss:1.19038	validation-mlogloss:1.20632
[731]	train-mlogloss:1.19009	validation-mlogloss:1.20609
[732]	train-mlogloss:1.18978	validation-mlogloss:1.20587
[733]	train-mlogloss:1.18946	validation-mlogloss:1.20573
[734]	train-mlogloss:1.18916	validation-mlogloss:1.20558
[735]	train-mlogloss:1.18888	validation-mlogloss:1.20536
[736]	train-mlogloss:1.18860	validation-mlogloss:1.20523
[737]	train-mlogloss:1.18831	validation-mlogloss:1.20504
[738]	train-mlogloss:1.18798	validation-mlogloss:1.20482
[739]	train-mlogloss:1.18769	validation-mlogloss:1.20467
[740]	train-mlogloss:1.18740	validation-mlogloss:1.20449
[741]	train-mlogloss:1.18712	validation-mlogloss:1.20437
[742]	train-mlogloss:1.18685	validation-mlogloss:1.20416
[743]	train-mlogloss:1.18655	validation-mlogloss:1.20396
[744]	train-mlogloss:1.18627	validation-mlogloss:1.20381
[745]	train-mlogloss:1.18599	validation-mlogloss:1.20365
[746]	train-mlogloss:1.18568	validation-mlogloss:1.20347
[747]	train-mlogloss:1.18542	validation-mlogloss:1.20326
[748]	train-mlogloss:1.18512	validation-mlogloss:1.20308
[749]	train-mlogloss:1.18483	validation-mlogloss:1.20294
[750]	train-mlogloss:1.18453	validation-mlogloss:1.20276
[751]	train-mlogloss:1.18423	validation-mlogloss:1.20260
[752]	train-mlogloss:1.18396	validation-mlogloss:1.20239
[753]	train-mlogloss:1.18365	validation-mlogloss:1.20224
[754]	train-mlogloss:1.18339	validation-mlogloss:1.20211
[755]	train-mlogloss:1.18311	validation-mlogloss:1.20197
[756]	train-mlogloss:1.18282	validation-mlogloss:1.20182
[757]	train-mlogloss:1.18254	validation-mlogloss:1.20169
[758]	train-mlogloss:1.18228	validation-mlogloss:1.20151
[759]	train-mlogloss:1.18200	validation-mlogloss:1.20130
[760]	train-mlogloss:1.18169	validation-mlogloss:1.20118
Saved model to disk.
2025-11-06 14:07:08.979484: 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 14:07:08.990642: 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 00:00:1762434429.003844 1375624 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434429.007821 1375624 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434429.017886 1375624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434429.017904 1375624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434429.017906 1375624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434429.017908 1375624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:07:09.021054: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69307	validation-mlogloss:2.69370
[1]	train-mlogloss:2.67839	validation-mlogloss:2.67975
[2]	train-mlogloss:2.66425	validation-mlogloss:2.66616
[3]	train-mlogloss:2.65055	validation-mlogloss:2.65321
[4]	train-mlogloss:2.63673	validation-mlogloss:2.63989
[5]	train-mlogloss:2.62351	validation-mlogloss:2.62678
[6]	train-mlogloss:2.61026	validation-mlogloss:2.61386
[7]	train-mlogloss:2.59730	validation-mlogloss:2.60153
[8]	train-mlogloss:2.58432	validation-mlogloss:2.58911
[9]	train-mlogloss:2.57196	validation-mlogloss:2.57738
[10]	train-mlogloss:2.55981	validation-mlogloss:2.56564
[11]	train-mlogloss:2.54762	validation-mlogloss:2.55348
[12]	train-mlogloss:2.53577	validation-mlogloss:2.54194
[13]	train-mlogloss:2.52404	validation-mlogloss:2.53058
[14]	train-mlogloss:2.51254	validation-mlogloss:2.51964
[15]	train-mlogloss:2.50128	validation-mlogloss:2.50873
[16]	train-mlogloss:2.49005	validation-mlogloss:2.49787
[17]	train-mlogloss:2.47926	validation-mlogloss:2.48764
[18]	train-mlogloss:2.46868	validation-mlogloss:2.47752
[19]	train-mlogloss:2.45819	validation-mlogloss:2.46737
[20]	train-mlogloss:2.44785	validation-mlogloss:2.45733
[21]	train-mlogloss:2.43755	validation-mlogloss:2.44756
[22]	train-mlogloss:2.42742	validation-mlogloss:2.43774
[23]	train-mlogloss:2.41752	validation-mlogloss:2.42803
[24]	train-mlogloss:2.40781	validation-mlogloss:2.41863
[25]	train-mlogloss:2.39823	validation-mlogloss:2.40948
[26]	train-mlogloss:2.38880	validation-mlogloss:2.40037
[27]	train-mlogloss:2.37955	validation-mlogloss:2.39147
[28]	train-mlogloss:2.37040	validation-mlogloss:2.38274
[29]	train-mlogloss:2.36134	validation-mlogloss:2.37375
[30]	train-mlogloss:2.35239	validation-mlogloss:2.36533
[31]	train-mlogloss:2.34382	validation-mlogloss:2.35702
[32]	train-mlogloss:2.33512	validation-mlogloss:2.34850
[33]	train-mlogloss:2.32655	validation-mlogloss:2.34026
[34]	train-mlogloss:2.31830	validation-mlogloss:2.33214
[35]	train-mlogloss:2.31018	validation-mlogloss:2.32424
[36]	train-mlogloss:2.30190	validation-mlogloss:2.31622
[37]	train-mlogloss:2.29373	validation-mlogloss:2.30829
[38]	train-mlogloss:2.28603	validation-mlogloss:2.30072
[39]	train-mlogloss:2.27813	validation-mlogloss:2.29300
[40]	train-mlogloss:2.27053	validation-mlogloss:2.28547
[41]	train-mlogloss:2.26256	validation-mlogloss:2.27737
[42]	train-mlogloss:2.25504	validation-mlogloss:2.27020
[43]	train-mlogloss:2.24760	validation-mlogloss:2.26301
[44]	train-mlogloss:2.23994	validation-mlogloss:2.25519
[45]	train-mlogloss:2.23263	validation-mlogloss:2.24781
[46]	train-mlogloss:2.22519	validation-mlogloss:2.24040
[47]	train-mlogloss:2.21784	validation-mlogloss:2.23294
[48]	train-mlogloss:2.21072	validation-mlogloss:2.22578
[49]	train-mlogloss:2.20380	validation-mlogloss:2.21895
[50]	train-mlogloss:2.19701	validation-mlogloss:2.21239
[51]	train-mlogloss:2.19017	validation-mlogloss:2.20551
[52]	train-mlogloss:2.18331	validation-mlogloss:2.19862
[53]	train-mlogloss:2.17637	validation-mlogloss:2.19164
[54]	train-mlogloss:2.16972	validation-mlogloss:2.18509
[55]	train-mlogloss:2.16316	validation-mlogloss:2.17845
[56]	train-mlogloss:2.15648	validation-mlogloss:2.17169
[57]	train-mlogloss:2.15024	validation-mlogloss:2.16530
[58]	train-mlogloss:2.14374	validation-mlogloss:2.15851
[59]	train-mlogloss:2.13752	validation-mlogloss:2.15223
[60]	train-mlogloss:2.13140	validation-mlogloss:2.14633
[61]	train-mlogloss:2.12538	validation-mlogloss:2.14034
[62]	train-mlogloss:2.11942	validation-mlogloss:2.13458
[63]	train-mlogloss:2.11341	validation-mlogloss:2.12841
[64]	train-mlogloss:2.10739	validation-mlogloss:2.12216
[65]	train-mlogloss:2.10127	validation-mlogloss:2.11613
[66]	train-mlogloss:2.09545	validation-mlogloss:2.11021
[67]	train-mlogloss:2.08971	validation-mlogloss:2.10441
[68]	train-mlogloss:2.08387	validation-mlogloss:2.09853
[69]	train-mlogloss:2.07825	validation-mlogloss:2.09278
[70]	train-mlogloss:2.07247	validation-mlogloss:2.08699
[71]	train-mlogloss:2.06694	validation-mlogloss:2.08126
[72]	train-mlogloss:2.06152	validation-mlogloss:2.07601
[73]	train-mlogloss:2.05597	validation-mlogloss:2.07034
[74]	train-mlogloss:2.05035	validation-mlogloss:2.06451
[75]	train-mlogloss:2.04492	validation-mlogloss:2.05902
[76]	train-mlogloss:2.03957	validation-mlogloss:2.05360
[77]	train-mlogloss:2.03426	validation-mlogloss:2.04821
[78]	train-mlogloss:2.02912	validation-mlogloss:2.04307
[79]	train-mlogloss:2.02402	validation-mlogloss:2.03774
[80]	train-mlogloss:2.01870	validation-mlogloss:2.03235
[81]	train-mlogloss:2.01365	validation-mlogloss:2.02721
[82]	train-mlogloss:2.00866	validation-mlogloss:2.02215
[83]	train-mlogloss:2.00350	validation-mlogloss:2.01681
[84]	train-mlogloss:1.99869	validation-mlogloss:2.01188
[85]	train-mlogloss:1.99363	validation-mlogloss:2.00673
[86]	train-mlogloss:1.98893	validation-mlogloss:2.00213
[87]	train-mlogloss:1.98411	validation-mlogloss:1.99723
[88]	train-mlogloss:1.97918	validation-mlogloss:1.99222
[89]	train-mlogloss:1.97440	validation-mlogloss:1.98738
[90]	train-mlogloss:1.96962	validation-mlogloss:1.98241
[91]	train-mlogloss:1.96496	validation-mlogloss:1.97756
[92]	train-mlogloss:1.96040	validation-mlogloss:1.97282
[93]	train-mlogloss:1.95561	validation-mlogloss:1.96795
[94]	train-mlogloss:1.95096	validation-mlogloss:1.96310
[95]	train-mlogloss:1.94652	validation-mlogloss:1.95861
[96]	train-mlogloss:1.94200	validation-mlogloss:1.95400
[97]	train-mlogloss:1.93758	validation-mlogloss:1.94931
[98]	train-mlogloss:1.93302	validation-mlogloss:1.94452
[99]	train-mlogloss:1.92861	validation-mlogloss:1.93996
[100]	train-mlogloss:1.92426	validation-mlogloss:1.93549
[101]	train-mlogloss:1.92001	validation-mlogloss:1.93105
[102]	train-mlogloss:1.91571	validation-mlogloss:1.92660
[103]	train-mlogloss:1.91146	validation-mlogloss:1.92224
[104]	train-mlogloss:1.90724	validation-mlogloss:1.91795
[105]	train-mlogloss:1.90304	validation-mlogloss:1.91375
[106]	train-mlogloss:1.89886	validation-mlogloss:1.90942
[107]	train-mlogloss:1.89479	validation-mlogloss:1.90512
[108]	train-mlogloss:1.89063	validation-mlogloss:1.90079
[109]	train-mlogloss:1.88657	validation-mlogloss:1.89674
[110]	train-mlogloss:1.88258	validation-mlogloss:1.89266
[111]	train-mlogloss:1.87871	validation-mlogloss:1.88870
[112]	train-mlogloss:1.87479	validation-mlogloss:1.88457
[113]	train-mlogloss:1.87095	validation-mlogloss:1.88058
[114]	train-mlogloss:1.86705	validation-mlogloss:1.87661
[115]	train-mlogloss:1.86305	validation-mlogloss:1.87242
[116]	train-mlogloss:1.85926	validation-mlogloss:1.86849
[117]	train-mlogloss:1.85551	validation-mlogloss:1.86468
[118]	train-mlogloss:1.85181	validation-mlogloss:1.86088
[119]	train-mlogloss:1.84811	validation-mlogloss:1.85705
[120]	train-mlogloss:1.84456	validation-mlogloss:1.85349
[121]	train-mlogloss:1.84092	validation-mlogloss:1.84979
[122]	train-mlogloss:1.83741	validation-mlogloss:1.84622
[123]	train-mlogloss:1.83381	validation-mlogloss:1.84253
[124]	train-mlogloss:1.83005	validation-mlogloss:1.83852
[125]	train-mlogloss:1.82649	validation-mlogloss:1.83481
[126]	train-mlogloss:1.82306	validation-mlogloss:1.83124
[127]	train-mlogloss:1.81963	validation-mlogloss:1.82783
[128]	train-mlogloss:1.81599	validation-mlogloss:1.82399
[129]	train-mlogloss:1.81247	validation-mlogloss:1.82025
[130]	train-mlogloss:1.80887	validation-mlogloss:1.81644
[131]	train-mlogloss:1.80553	validation-mlogloss:1.81306
[132]	train-mlogloss:1.80216	validation-mlogloss:1.80966
[133]	train-mlogloss:1.79890	validation-mlogloss:1.80626
[134]	train-mlogloss:1.79570	validation-mlogloss:1.80279
[135]	train-mlogloss:1.79247	validation-mlogloss:1.79944
[136]	train-mlogloss:1.78927	validation-mlogloss:1.79616
[137]	train-mlogloss:1.78600	validation-mlogloss:1.79281
[138]	train-mlogloss:1.78291	validation-mlogloss:1.78961
[139]	train-mlogloss:1.77970	validation-mlogloss:1.78627
[140]	train-mlogloss:1.77621	validation-mlogloss:1.78264
[141]	train-mlogloss:1.77309	validation-mlogloss:1.77935
[142]	train-mlogloss:1.76994	validation-mlogloss:1.77605
[143]	train-mlogloss:1.76664	validation-mlogloss:1.77265
[144]	train-mlogloss:1.76362	validation-mlogloss:1.76944
[145]	train-mlogloss:1.76054	validation-mlogloss:1.76634
[146]	train-mlogloss:1.75755	validation-mlogloss:1.76329
[147]	train-mlogloss:1.75464	validation-mlogloss:1.76024
[148]	train-mlogloss:1.75164	validation-mlogloss:1.75707
[149]	train-mlogloss:1.74866	validation-mlogloss:1.75402
[150]	train-mlogloss:1.74569	validation-mlogloss:1.75096
[151]	train-mlogloss:1.74273	validation-mlogloss:1.74787
[152]	train-mlogloss:1.73981	validation-mlogloss:1.74481
[153]	train-mlogloss:1.73701	validation-mlogloss:1.74184
[154]	train-mlogloss:1.73413	validation-mlogloss:1.73899
[155]	train-mlogloss:1.73126	validation-mlogloss:1.73595
[156]	train-mlogloss:1.72829	validation-mlogloss:1.73284
[157]	train-mlogloss:1.72534	validation-mlogloss:1.72980
[158]	train-mlogloss:1.72239	validation-mlogloss:1.72673
[159]	train-mlogloss:1.71951	validation-mlogloss:1.72375
[160]	train-mlogloss:1.71674	validation-mlogloss:1.72093
[161]	train-mlogloss:1.71377	validation-mlogloss:1.71799
[162]	train-mlogloss:1.71092	validation-mlogloss:1.71487
[163]	train-mlogloss:1.70819	validation-mlogloss:1.71207
[164]	train-mlogloss:1.70535	validation-mlogloss:1.70918
[165]	train-mlogloss:1.70278	validation-mlogloss:1.70660
[166]	train-mlogloss:1.69991	validation-mlogloss:1.70356
[167]	train-mlogloss:1.69746	validation-mlogloss:1.70106
[168]	train-mlogloss:1.69474	validation-mlogloss:1.69814
[169]	train-mlogloss:1.69218	validation-mlogloss:1.69555
[170]	train-mlogloss:1.68941	validation-mlogloss:1.69262
[171]	train-mlogloss:1.68673	validation-mlogloss:1.68984
[172]	train-mlogloss:1.68409	validation-mlogloss:1.68693
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[174]	train-mlogloss:1.67877	validation-mlogloss:1.68137
[175]	train-mlogloss:1.67619	validation-mlogloss:1.67861
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[177]	train-mlogloss:1.67100	validation-mlogloss:1.67315
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[181]	train-mlogloss:1.66074	validation-mlogloss:1.66238
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[183]	train-mlogloss:1.65579	validation-mlogloss:1.65712
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[190]	train-mlogloss:1.63875	validation-mlogloss:1.63913
[191]	train-mlogloss:1.63642	validation-mlogloss:1.63660
[192]	train-mlogloss:1.63413	validation-mlogloss:1.63421
[193]	train-mlogloss:1.63184	validation-mlogloss:1.63184
[194]	train-mlogloss:1.62956	validation-mlogloss:1.62942
[195]	train-mlogloss:1.62723	validation-mlogloss:1.62687
[196]	train-mlogloss:1.62487	validation-mlogloss:1.62440
[197]	train-mlogloss:1.62261	validation-mlogloss:1.62196
[198]	train-mlogloss:1.62040	validation-mlogloss:1.61967
[199]	train-mlogloss:1.61814	validation-mlogloss:1.61735
[200]	train-mlogloss:1.61590	validation-mlogloss:1.61495
[201]	train-mlogloss:1.61372	validation-mlogloss:1.61261
[202]	train-mlogloss:1.61157	validation-mlogloss:1.61027
[203]	train-mlogloss:1.60945	validation-mlogloss:1.60812
[204]	train-mlogloss:1.60729	validation-mlogloss:1.60587
[205]	train-mlogloss:1.60518	validation-mlogloss:1.60360
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[207]	train-mlogloss:1.60102	validation-mlogloss:1.59921
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[209]	train-mlogloss:1.59672	validation-mlogloss:1.59463
[210]	train-mlogloss:1.59461	validation-mlogloss:1.59238
[211]	train-mlogloss:1.59255	validation-mlogloss:1.59023
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[219]	train-mlogloss:1.57652	validation-mlogloss:1.57306
[220]	train-mlogloss:1.57449	validation-mlogloss:1.57098
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[222]	train-mlogloss:1.57075	validation-mlogloss:1.56715
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[711]	train-mlogloss:1.19662	validation-mlogloss:1.21029
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[716]	train-mlogloss:1.19499	validation-mlogloss:1.20926
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[718]	train-mlogloss:1.19430	validation-mlogloss:1.20886
[719]	train-mlogloss:1.19401	validation-mlogloss:1.20871
[720]	train-mlogloss:1.19370	validation-mlogloss:1.20848
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[725]	train-mlogloss:1.19210	validation-mlogloss:1.20744
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[728]	train-mlogloss:1.19122	validation-mlogloss:1.20688
[729]	train-mlogloss:1.19094	validation-mlogloss:1.20666
[730]	train-mlogloss:1.19064	validation-mlogloss:1.20648
[731]	train-mlogloss:1.19032	validation-mlogloss:1.20634
[732]	train-mlogloss:1.19005	validation-mlogloss:1.20618
[733]	train-mlogloss:1.18976	validation-mlogloss:1.20597
[734]	train-mlogloss:1.18943	validation-mlogloss:1.20580
[735]	train-mlogloss:1.18916	validation-mlogloss:1.20561
[736]	train-mlogloss:1.18884	validation-mlogloss:1.20537
[737]	train-mlogloss:1.18853	validation-mlogloss:1.20523
[738]	train-mlogloss:1.18825	validation-mlogloss:1.20509
[739]	train-mlogloss:1.18793	validation-mlogloss:1.20492
[740]	train-mlogloss:1.18763	validation-mlogloss:1.20473
[741]	train-mlogloss:1.18732	validation-mlogloss:1.20458
[742]	train-mlogloss:1.18702	validation-mlogloss:1.20440
[743]	train-mlogloss:1.18671	validation-mlogloss:1.20424
[744]	train-mlogloss:1.18640	validation-mlogloss:1.20407
[745]	train-mlogloss:1.18607	validation-mlogloss:1.20396
[746]	train-mlogloss:1.18577	validation-mlogloss:1.20378
[747]	train-mlogloss:1.18550	validation-mlogloss:1.20365
[748]	train-mlogloss:1.18522	validation-mlogloss:1.20348
[749]	train-mlogloss:1.18493	validation-mlogloss:1.20334
[750]	train-mlogloss:1.18461	validation-mlogloss:1.20319
[751]	train-mlogloss:1.18433	validation-mlogloss:1.20296
[752]	train-mlogloss:1.18405	validation-mlogloss:1.20281
[753]	train-mlogloss:1.18376	validation-mlogloss:1.20266
[754]	train-mlogloss:1.18346	validation-mlogloss:1.20251
[755]	train-mlogloss:1.18315	validation-mlogloss:1.20235
[756]	train-mlogloss:1.18289	validation-mlogloss:1.20223
[757]	train-mlogloss:1.18258	validation-mlogloss:1.20203
[758]	train-mlogloss:1.18229	validation-mlogloss:1.20185
[759]	train-mlogloss:1.18204	validation-mlogloss:1.20173
[760]	train-mlogloss:1.18174	validation-mlogloss:1.20156
Saved model to disk.
2025-11-06 14:07:33.471372: 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 14:07:33.482500: 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 00:00:1762434453.495692 1376005 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434453.499762 1376005 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434453.510040 1376005 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434453.510057 1376005 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434453.510059 1376005 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434453.510061 1376005 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:07:33.513165: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69308	validation-mlogloss:2.69369
[1]	train-mlogloss:2.67869	validation-mlogloss:2.67967
[2]	train-mlogloss:2.66486	validation-mlogloss:2.66650
[3]	train-mlogloss:2.65048	validation-mlogloss:2.65267
[4]	train-mlogloss:2.63674	validation-mlogloss:2.63947
[5]	train-mlogloss:2.62322	validation-mlogloss:2.62656
[6]	train-mlogloss:2.61002	validation-mlogloss:2.61394
[7]	train-mlogloss:2.59667	validation-mlogloss:2.60126
[8]	train-mlogloss:2.58358	validation-mlogloss:2.58867
[9]	train-mlogloss:2.57097	validation-mlogloss:2.57637
[10]	train-mlogloss:2.55866	validation-mlogloss:2.56432
[11]	train-mlogloss:2.54630	validation-mlogloss:2.55223
[12]	train-mlogloss:2.53422	validation-mlogloss:2.54072
[13]	train-mlogloss:2.52268	validation-mlogloss:2.52977
[14]	train-mlogloss:2.51159	validation-mlogloss:2.51933
[15]	train-mlogloss:2.50027	validation-mlogloss:2.50833
[16]	train-mlogloss:2.48913	validation-mlogloss:2.49759
[17]	train-mlogloss:2.47841	validation-mlogloss:2.48722
[18]	train-mlogloss:2.46783	validation-mlogloss:2.47687
[19]	train-mlogloss:2.45725	validation-mlogloss:2.46661
[20]	train-mlogloss:2.44680	validation-mlogloss:2.45655
[21]	train-mlogloss:2.43664	validation-mlogloss:2.44677
[22]	train-mlogloss:2.42669	validation-mlogloss:2.43710
[23]	train-mlogloss:2.41689	validation-mlogloss:2.42778
[24]	train-mlogloss:2.40726	validation-mlogloss:2.41853
[25]	train-mlogloss:2.39806	validation-mlogloss:2.40942
[26]	train-mlogloss:2.38850	validation-mlogloss:2.40022
[27]	train-mlogloss:2.37908	validation-mlogloss:2.39098
[28]	train-mlogloss:2.37014	validation-mlogloss:2.38207
[29]	train-mlogloss:2.36083	validation-mlogloss:2.37259
[30]	train-mlogloss:2.35177	validation-mlogloss:2.36368
[31]	train-mlogloss:2.34309	validation-mlogloss:2.35522
[32]	train-mlogloss:2.33452	validation-mlogloss:2.34695
[33]	train-mlogloss:2.32607	validation-mlogloss:2.33867
[34]	train-mlogloss:2.31774	validation-mlogloss:2.33090
[35]	train-mlogloss:2.30923	validation-mlogloss:2.32274
[36]	train-mlogloss:2.30107	validation-mlogloss:2.31495
[37]	train-mlogloss:2.29284	validation-mlogloss:2.30701
[38]	train-mlogloss:2.28483	validation-mlogloss:2.29929
[39]	train-mlogloss:2.27702	validation-mlogloss:2.29164
[40]	train-mlogloss:2.26920	validation-mlogloss:2.28380
[41]	train-mlogloss:2.26161	validation-mlogloss:2.27623
[42]	train-mlogloss:2.25401	validation-mlogloss:2.26866
[43]	train-mlogloss:2.24651	validation-mlogloss:2.26129
[44]	train-mlogloss:2.23911	validation-mlogloss:2.25405
[45]	train-mlogloss:2.23172	validation-mlogloss:2.24682
[46]	train-mlogloss:2.22442	validation-mlogloss:2.23943
[47]	train-mlogloss:2.21715	validation-mlogloss:2.23202
[48]	train-mlogloss:2.21004	validation-mlogloss:2.22474
[49]	train-mlogloss:2.20304	validation-mlogloss:2.21776
[50]	train-mlogloss:2.19592	validation-mlogloss:2.21068
[51]	train-mlogloss:2.18910	validation-mlogloss:2.20404
[52]	train-mlogloss:2.18234	validation-mlogloss:2.19724
[53]	train-mlogloss:2.17575	validation-mlogloss:2.19073
[54]	train-mlogloss:2.16919	validation-mlogloss:2.18410
[55]	train-mlogloss:2.16267	validation-mlogloss:2.17768
[56]	train-mlogloss:2.15608	validation-mlogloss:2.17105
[57]	train-mlogloss:2.14980	validation-mlogloss:2.16491
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[659]	train-mlogloss:1.21333	validation-mlogloss:1.22169
[660]	train-mlogloss:1.21299	validation-mlogloss:1.22145
[661]	train-mlogloss:1.21267	validation-mlogloss:1.22122
[662]	train-mlogloss:1.21234	validation-mlogloss:1.22097
[663]	train-mlogloss:1.21200	validation-mlogloss:1.22074
[664]	train-mlogloss:1.21166	validation-mlogloss:1.22050
[665]	train-mlogloss:1.21133	validation-mlogloss:1.22029
[666]	train-mlogloss:1.21097	validation-mlogloss:1.22002
[667]	train-mlogloss:1.21063	validation-mlogloss:1.21977
[668]	train-mlogloss:1.21024	validation-mlogloss:1.21945
[669]	train-mlogloss:1.20989	validation-mlogloss:1.21924
[670]	train-mlogloss:1.20956	validation-mlogloss:1.21897
[671]	train-mlogloss:1.20921	validation-mlogloss:1.21874
[672]	train-mlogloss:1.20883	validation-mlogloss:1.21845
[673]	train-mlogloss:1.20850	validation-mlogloss:1.21820
[674]	train-mlogloss:1.20815	validation-mlogloss:1.21802
[675]	train-mlogloss:1.20779	validation-mlogloss:1.21783
[676]	train-mlogloss:1.20746	validation-mlogloss:1.21764
[677]	train-mlogloss:1.20712	validation-mlogloss:1.21745
[678]	train-mlogloss:1.20678	validation-mlogloss:1.21729
[679]	train-mlogloss:1.20641	validation-mlogloss:1.21712
[680]	train-mlogloss:1.20605	validation-mlogloss:1.21687
[681]	train-mlogloss:1.20572	validation-mlogloss:1.21656
[682]	train-mlogloss:1.20535	validation-mlogloss:1.21632
[683]	train-mlogloss:1.20502	validation-mlogloss:1.21607
[684]	train-mlogloss:1.20468	validation-mlogloss:1.21584
[685]	train-mlogloss:1.20434	validation-mlogloss:1.21569
[686]	train-mlogloss:1.20403	validation-mlogloss:1.21548
[687]	train-mlogloss:1.20368	validation-mlogloss:1.21527
[688]	train-mlogloss:1.20333	validation-mlogloss:1.21508
[689]	train-mlogloss:1.20300	validation-mlogloss:1.21486
[690]	train-mlogloss:1.20268	validation-mlogloss:1.21468
[691]	train-mlogloss:1.20237	validation-mlogloss:1.21448
[692]	train-mlogloss:1.20203	validation-mlogloss:1.21433
[693]	train-mlogloss:1.20171	validation-mlogloss:1.21406
[694]	train-mlogloss:1.20137	validation-mlogloss:1.21379
[695]	train-mlogloss:1.20103	validation-mlogloss:1.21357
[696]	train-mlogloss:1.20067	validation-mlogloss:1.21339
[697]	train-mlogloss:1.20034	validation-mlogloss:1.21319
[698]	train-mlogloss:1.20000	validation-mlogloss:1.21296
[699]	train-mlogloss:1.19969	validation-mlogloss:1.21270
[700]	train-mlogloss:1.19934	validation-mlogloss:1.21246
[701]	train-mlogloss:1.19902	validation-mlogloss:1.21226
[702]	train-mlogloss:1.19866	validation-mlogloss:1.21201
[703]	train-mlogloss:1.19828	validation-mlogloss:1.21183
[704]	train-mlogloss:1.19795	validation-mlogloss:1.21164
[705]	train-mlogloss:1.19762	validation-mlogloss:1.21143
[706]	train-mlogloss:1.19729	validation-mlogloss:1.21125
[707]	train-mlogloss:1.19699	validation-mlogloss:1.21105
[708]	train-mlogloss:1.19666	validation-mlogloss:1.21092
[709]	train-mlogloss:1.19636	validation-mlogloss:1.21072
[710]	train-mlogloss:1.19605	validation-mlogloss:1.21057
[711]	train-mlogloss:1.19571	validation-mlogloss:1.21042
[712]	train-mlogloss:1.19541	validation-mlogloss:1.21022
[713]	train-mlogloss:1.19508	validation-mlogloss:1.21000
[714]	train-mlogloss:1.19472	validation-mlogloss:1.20979
[715]	train-mlogloss:1.19439	validation-mlogloss:1.20960
[716]	train-mlogloss:1.19409	validation-mlogloss:1.20939
[717]	train-mlogloss:1.19379	validation-mlogloss:1.20919
[718]	train-mlogloss:1.19347	validation-mlogloss:1.20887
[719]	train-mlogloss:1.19314	validation-mlogloss:1.20869
[720]	train-mlogloss:1.19286	validation-mlogloss:1.20848
[721]	train-mlogloss:1.19258	validation-mlogloss:1.20826
[722]	train-mlogloss:1.19228	validation-mlogloss:1.20803
[723]	train-mlogloss:1.19196	validation-mlogloss:1.20782
[724]	train-mlogloss:1.19165	validation-mlogloss:1.20760
[725]	train-mlogloss:1.19132	validation-mlogloss:1.20743
[726]	train-mlogloss:1.19104	validation-mlogloss:1.20722
[727]	train-mlogloss:1.19067	validation-mlogloss:1.20704
[728]	train-mlogloss:1.19038	validation-mlogloss:1.20681
[729]	train-mlogloss:1.19010	validation-mlogloss:1.20660
[730]	train-mlogloss:1.18979	validation-mlogloss:1.20640
[731]	train-mlogloss:1.18948	validation-mlogloss:1.20616
[732]	train-mlogloss:1.18916	validation-mlogloss:1.20597
[733]	train-mlogloss:1.18880	validation-mlogloss:1.20576
[734]	train-mlogloss:1.18848	validation-mlogloss:1.20551
[735]	train-mlogloss:1.18821	validation-mlogloss:1.20535
[736]	train-mlogloss:1.18792	validation-mlogloss:1.20515
[737]	train-mlogloss:1.18763	validation-mlogloss:1.20497
[738]	train-mlogloss:1.18731	validation-mlogloss:1.20475
[739]	train-mlogloss:1.18701	validation-mlogloss:1.20452
[740]	train-mlogloss:1.18666	validation-mlogloss:1.20431
[741]	train-mlogloss:1.18638	validation-mlogloss:1.20412
[742]	train-mlogloss:1.18610	validation-mlogloss:1.20396
[743]	train-mlogloss:1.18583	validation-mlogloss:1.20378
[744]	train-mlogloss:1.18550	validation-mlogloss:1.20367
[745]	train-mlogloss:1.18520	validation-mlogloss:1.20349
[746]	train-mlogloss:1.18492	validation-mlogloss:1.20333
[747]	train-mlogloss:1.18461	validation-mlogloss:1.20314
[748]	train-mlogloss:1.18428	validation-mlogloss:1.20297
[749]	train-mlogloss:1.18400	validation-mlogloss:1.20281
[750]	train-mlogloss:1.18365	validation-mlogloss:1.20267
[751]	train-mlogloss:1.18339	validation-mlogloss:1.20255
[752]	train-mlogloss:1.18311	validation-mlogloss:1.20233
[753]	train-mlogloss:1.18282	validation-mlogloss:1.20216
[754]	train-mlogloss:1.18253	validation-mlogloss:1.20200
[755]	train-mlogloss:1.18224	validation-mlogloss:1.20180
[756]	train-mlogloss:1.18197	validation-mlogloss:1.20169
[757]	train-mlogloss:1.18169	validation-mlogloss:1.20156
[758]	train-mlogloss:1.18141	validation-mlogloss:1.20137
[759]	train-mlogloss:1.18107	validation-mlogloss:1.20123
[760]	train-mlogloss:1.18078	validation-mlogloss:1.20103
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.53 [%]
Global accuracy score (test) = 58.26 [%]
Global F1 score (train) = 61.08 [%]
Global F1 score (test) = 57.1 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.34      0.19      0.25       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.53      0.44       161
       CAMINAR USUAL SPEED       0.38      0.34      0.36       161
            CAMINAR ZIGZAG       0.41      0.39      0.40       161
          DE PIE BARRIENDO       0.66      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.40      0.40      0.40       161
    DE PIE MOVIENDO LIBROS       0.49      0.51      0.50       161
          DE PIE USANDO PC       0.85      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.51      0.34      0.41       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.58      2415
                 macro avg       0.57      0.58      0.57      2415
              weighted avg       0.57      0.58      0.57      2415


Accuracy capturado en la ejecución 4: 58.26 [%]
F1-score capturado en la ejecución 4: 57.1 [%]

=== EJECUCIÓN 5 ===

--- TRAIN (ejecución 5) ---

--- TEST (ejecución 5) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.66 [%]
Global accuracy score (test) = 58.55 [%]
Global F1 score (train) = 61.21 [%]
Global F1 score (test) = 57.41 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.34      0.19      0.24       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.52      0.44       161
       CAMINAR USUAL SPEED       0.39      0.35      0.37       161
            CAMINAR ZIGZAG       0.42      0.41      0.42       161
          DE PIE BARRIENDO       0.66      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.39      0.40      0.40       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.50       161
          DE PIE USANDO PC       0.86      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.51      0.36      0.42       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.87      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.57      2415
              weighted avg       0.58      0.59      0.57      2415


Accuracy capturado en la ejecución 5: 58.55 [%]
F1-score capturado en la ejecución 5: 57.41 [%]

=== EJECUCIÓN 6 ===

--- TRAIN (ejecución 6) ---

--- TEST (ejecución 6) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.64 [%]
Global accuracy score (test) = 58.63 [%]
Global F1 score (train) = 61.17 [%]
Global F1 score (test) = 57.51 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.35      0.19      0.25       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.52      0.43       161
       CAMINAR USUAL SPEED       0.39      0.35      0.37       161
            CAMINAR ZIGZAG       0.41      0.39      0.40       161
          DE PIE BARRIENDO       0.66      0.75      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.41      0.41       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.50       161
          DE PIE USANDO PC       0.85      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.54      0.38      0.45       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.44      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 6: 58.63 [%]
F1-score capturado en la ejecución 6: 57.51 [%]

=== EJECUCIÓN 7 ===

--- TRAIN (ejecución 7) ---

--- TEST (ejecución 7) ---
2025-11-06 14:07:58.200106: 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 14:07:58.211293: 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 00:00:1762434478.224410 1376416 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434478.228466 1376416 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434478.238153 1376416 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434478.238170 1376416 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434478.238171 1376416 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434478.238173 1376416 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:07:58.241276: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69265	validation-mlogloss:2.69326
[1]	train-mlogloss:2.67832	validation-mlogloss:2.67906
[2]	train-mlogloss:2.66411	validation-mlogloss:2.66504
[3]	train-mlogloss:2.65035	validation-mlogloss:2.65129
[4]	train-mlogloss:2.63644	validation-mlogloss:2.63810
[5]	train-mlogloss:2.62284	validation-mlogloss:2.62507
[6]	train-mlogloss:2.60947	validation-mlogloss:2.61268
[7]	train-mlogloss:2.59642	validation-mlogloss:2.60038
[8]	train-mlogloss:2.58365	validation-mlogloss:2.58802
[9]	train-mlogloss:2.57092	validation-mlogloss:2.57604
[10]	train-mlogloss:2.55857	validation-mlogloss:2.56432
[11]	train-mlogloss:2.54650	validation-mlogloss:2.55262
[12]	train-mlogloss:2.53491	validation-mlogloss:2.54142
[13]	train-mlogloss:2.52331	validation-mlogloss:2.53050
[14]	train-mlogloss:2.51192	validation-mlogloss:2.51963
[15]	train-mlogloss:2.50075	validation-mlogloss:2.50872
[16]	train-mlogloss:2.48953	validation-mlogloss:2.49771
[17]	train-mlogloss:2.47848	validation-mlogloss:2.48688
[18]	train-mlogloss:2.46772	validation-mlogloss:2.47631
[19]	train-mlogloss:2.45732	validation-mlogloss:2.46628
[20]	train-mlogloss:2.44707	validation-mlogloss:2.45636
[21]	train-mlogloss:2.43700	validation-mlogloss:2.44669
[22]	train-mlogloss:2.42716	validation-mlogloss:2.43722
[23]	train-mlogloss:2.41737	validation-mlogloss:2.42768
[24]	train-mlogloss:2.40755	validation-mlogloss:2.41814
[25]	train-mlogloss:2.39787	validation-mlogloss:2.40861
[26]	train-mlogloss:2.38875	validation-mlogloss:2.39989
[27]	train-mlogloss:2.37955	validation-mlogloss:2.39104
[28]	train-mlogloss:2.37050	validation-mlogloss:2.38223
[29]	train-mlogloss:2.36142	validation-mlogloss:2.37325
[30]	train-mlogloss:2.35245	validation-mlogloss:2.36450
[31]	train-mlogloss:2.34352	validation-mlogloss:2.35586
[32]	train-mlogloss:2.33461	validation-mlogloss:2.34695
[33]	train-mlogloss:2.32611	validation-mlogloss:2.33881
[34]	train-mlogloss:2.31765	validation-mlogloss:2.33052
[35]	train-mlogloss:2.30934	validation-mlogloss:2.32266
[36]	train-mlogloss:2.30126	validation-mlogloss:2.31467
[37]	train-mlogloss:2.29305	validation-mlogloss:2.30673
[38]	train-mlogloss:2.28496	validation-mlogloss:2.29871
[39]	train-mlogloss:2.27699	validation-mlogloss:2.29090
[40]	train-mlogloss:2.26929	validation-mlogloss:2.28320
[41]	train-mlogloss:2.26150	validation-mlogloss:2.27566
[42]	train-mlogloss:2.25407	validation-mlogloss:2.26848
[43]	train-mlogloss:2.24635	validation-mlogloss:2.26056
[44]	train-mlogloss:2.23864	validation-mlogloss:2.25289
[45]	train-mlogloss:2.23145	validation-mlogloss:2.24569
[46]	train-mlogloss:2.22410	validation-mlogloss:2.23847
[47]	train-mlogloss:2.21690	validation-mlogloss:2.23125
[48]	train-mlogloss:2.20983	validation-mlogloss:2.22432
[49]	train-mlogloss:2.20280	validation-mlogloss:2.21737
[50]	train-mlogloss:2.19587	validation-mlogloss:2.21039
[51]	train-mlogloss:2.18913	validation-mlogloss:2.20366
[52]	train-mlogloss:2.18241	validation-mlogloss:2.19714
[53]	train-mlogloss:2.17548	validation-mlogloss:2.19006
[54]	train-mlogloss:2.16884	validation-mlogloss:2.18357
[55]	train-mlogloss:2.16224	validation-mlogloss:2.17691
[56]	train-mlogloss:2.15556	validation-mlogloss:2.17001
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[659]	train-mlogloss:1.21417	validation-mlogloss:1.22190
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[692]	train-mlogloss:1.20280	validation-mlogloss:1.21425
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[730]	train-mlogloss:1.19047	validation-mlogloss:1.20658
[731]	train-mlogloss:1.19012	validation-mlogloss:1.20638
[732]	train-mlogloss:1.18979	validation-mlogloss:1.20613
[733]	train-mlogloss:1.18947	validation-mlogloss:1.20599
[734]	train-mlogloss:1.18919	validation-mlogloss:1.20579
[735]	train-mlogloss:1.18891	validation-mlogloss:1.20558
[736]	train-mlogloss:1.18860	validation-mlogloss:1.20536
[737]	train-mlogloss:1.18827	validation-mlogloss:1.20513
[738]	train-mlogloss:1.18799	validation-mlogloss:1.20495
[739]	train-mlogloss:1.18768	validation-mlogloss:1.20471
[740]	train-mlogloss:1.18739	validation-mlogloss:1.20453
[741]	train-mlogloss:1.18710	validation-mlogloss:1.20434
[742]	train-mlogloss:1.18678	validation-mlogloss:1.20413
[743]	train-mlogloss:1.18648	validation-mlogloss:1.20395
[744]	train-mlogloss:1.18618	validation-mlogloss:1.20380
[745]	train-mlogloss:1.18589	validation-mlogloss:1.20366
[746]	train-mlogloss:1.18562	validation-mlogloss:1.20351
[747]	train-mlogloss:1.18532	validation-mlogloss:1.20340
[748]	train-mlogloss:1.18502	validation-mlogloss:1.20321
[749]	train-mlogloss:1.18476	validation-mlogloss:1.20309
[750]	train-mlogloss:1.18441	validation-mlogloss:1.20289
[751]	train-mlogloss:1.18409	validation-mlogloss:1.20271
[752]	train-mlogloss:1.18380	validation-mlogloss:1.20257
[753]	train-mlogloss:1.18349	validation-mlogloss:1.20242
[754]	train-mlogloss:1.18320	validation-mlogloss:1.20222
[755]	train-mlogloss:1.18293	validation-mlogloss:1.20208
[756]	train-mlogloss:1.18266	validation-mlogloss:1.20194
[757]	train-mlogloss:1.18237	validation-mlogloss:1.20181
[758]	train-mlogloss:1.18207	validation-mlogloss:1.20169
[759]	train-mlogloss:1.18181	validation-mlogloss:1.20147
[760]	train-mlogloss:1.18153	validation-mlogloss:1.20131
Saved model to disk.
2025-11-06 14:08:22.252552: 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 14:08:22.264019: 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 00:00:1762434502.277457 1376820 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434502.281683 1376820 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434502.291530 1376820 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434502.291548 1376820 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434502.291550 1376820 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434502.291552 1376820 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:08:22.294717: 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..
Training a non-convolutional model.
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[1]	train-mlogloss:2.67843	validation-mlogloss:2.67963
[2]	train-mlogloss:2.66422	validation-mlogloss:2.66582
[3]	train-mlogloss:2.65006	validation-mlogloss:2.65182
[4]	train-mlogloss:2.63632	validation-mlogloss:2.63861
[5]	train-mlogloss:2.62273	validation-mlogloss:2.62567
[6]	train-mlogloss:2.60919	validation-mlogloss:2.61277
[7]	train-mlogloss:2.59665	validation-mlogloss:2.60051
[8]	train-mlogloss:2.58400	validation-mlogloss:2.58849
[9]	train-mlogloss:2.57175	validation-mlogloss:2.57692
[10]	train-mlogloss:2.55920	validation-mlogloss:2.56476
[11]	train-mlogloss:2.54720	validation-mlogloss:2.55316
[12]	train-mlogloss:2.53514	validation-mlogloss:2.54161
[13]	train-mlogloss:2.52315	validation-mlogloss:2.53000
[14]	train-mlogloss:2.51196	validation-mlogloss:2.51922
[15]	train-mlogloss:2.50079	validation-mlogloss:2.50849
[16]	train-mlogloss:2.48965	validation-mlogloss:2.49761
[17]	train-mlogloss:2.47869	validation-mlogloss:2.48688
[18]	train-mlogloss:2.46786	validation-mlogloss:2.47624
[19]	train-mlogloss:2.45718	validation-mlogloss:2.46605
[20]	train-mlogloss:2.44699	validation-mlogloss:2.45612
[21]	train-mlogloss:2.43682	validation-mlogloss:2.44643
[22]	train-mlogloss:2.42697	validation-mlogloss:2.43684
[23]	train-mlogloss:2.41718	validation-mlogloss:2.42745
[24]	train-mlogloss:2.40753	validation-mlogloss:2.41813
[25]	train-mlogloss:2.39805	validation-mlogloss:2.40898
[26]	train-mlogloss:2.38880	validation-mlogloss:2.40034
[27]	train-mlogloss:2.37956	validation-mlogloss:2.39138
[28]	train-mlogloss:2.37038	validation-mlogloss:2.38241
[29]	train-mlogloss:2.36146	validation-mlogloss:2.37373
[30]	train-mlogloss:2.35259	validation-mlogloss:2.36508
[31]	train-mlogloss:2.34366	validation-mlogloss:2.35626
[32]	train-mlogloss:2.33497	validation-mlogloss:2.34785
[33]	train-mlogloss:2.32665	validation-mlogloss:2.33956
[34]	train-mlogloss:2.31820	validation-mlogloss:2.33144
[35]	train-mlogloss:2.30998	validation-mlogloss:2.32342
[36]	train-mlogloss:2.30180	validation-mlogloss:2.31537
[37]	train-mlogloss:2.29379	validation-mlogloss:2.30737
[38]	train-mlogloss:2.28584	validation-mlogloss:2.29975
[39]	train-mlogloss:2.27781	validation-mlogloss:2.29198
[40]	train-mlogloss:2.27006	validation-mlogloss:2.28442
[41]	train-mlogloss:2.26233	validation-mlogloss:2.27656
[42]	train-mlogloss:2.25471	validation-mlogloss:2.26896
[43]	train-mlogloss:2.24692	validation-mlogloss:2.26106
[44]	train-mlogloss:2.23960	validation-mlogloss:2.25383
[45]	train-mlogloss:2.23239	validation-mlogloss:2.24696
[46]	train-mlogloss:2.22508	validation-mlogloss:2.23972
[47]	train-mlogloss:2.21787	validation-mlogloss:2.23268
[48]	train-mlogloss:2.21068	validation-mlogloss:2.22533
[49]	train-mlogloss:2.20362	validation-mlogloss:2.21843
[50]	train-mlogloss:2.19682	validation-mlogloss:2.21165
[51]	train-mlogloss:2.19000	validation-mlogloss:2.20485
[52]	train-mlogloss:2.18340	validation-mlogloss:2.19836
[53]	train-mlogloss:2.17663	validation-mlogloss:2.19179
[54]	train-mlogloss:2.17004	validation-mlogloss:2.18511
[55]	train-mlogloss:2.16345	validation-mlogloss:2.17876
[56]	train-mlogloss:2.15673	validation-mlogloss:2.17193
[57]	train-mlogloss:2.15045	validation-mlogloss:2.16575
[58]	train-mlogloss:2.14404	validation-mlogloss:2.15931
[59]	train-mlogloss:2.13770	validation-mlogloss:2.15304
[60]	train-mlogloss:2.13151	validation-mlogloss:2.14685
[61]	train-mlogloss:2.12512	validation-mlogloss:2.14028
[62]	train-mlogloss:2.11887	validation-mlogloss:2.13391
[63]	train-mlogloss:2.11277	validation-mlogloss:2.12767
[64]	train-mlogloss:2.10683	validation-mlogloss:2.12171
[65]	train-mlogloss:2.10082	validation-mlogloss:2.11550
[66]	train-mlogloss:2.09487	validation-mlogloss:2.10953
[67]	train-mlogloss:2.08909	validation-mlogloss:2.10377
[68]	train-mlogloss:2.08337	validation-mlogloss:2.09794
[69]	train-mlogloss:2.07756	validation-mlogloss:2.09181
[70]	train-mlogloss:2.07184	validation-mlogloss:2.08595
[71]	train-mlogloss:2.06634	validation-mlogloss:2.08024
[72]	train-mlogloss:2.06045	validation-mlogloss:2.07434
[73]	train-mlogloss:2.05514	validation-mlogloss:2.06908
[74]	train-mlogloss:2.04987	validation-mlogloss:2.06386
[75]	train-mlogloss:2.04451	validation-mlogloss:2.05832
[76]	train-mlogloss:2.03915	validation-mlogloss:2.05283
[77]	train-mlogloss:2.03391	validation-mlogloss:2.04762
[78]	train-mlogloss:2.02872	validation-mlogloss:2.04240
[79]	train-mlogloss:2.02365	validation-mlogloss:2.03728
[80]	train-mlogloss:2.01869	validation-mlogloss:2.03218
[81]	train-mlogloss:2.01363	validation-mlogloss:2.02697
[82]	train-mlogloss:2.00850	validation-mlogloss:2.02168
[83]	train-mlogloss:2.00334	validation-mlogloss:2.01654
[84]	train-mlogloss:1.99832	validation-mlogloss:2.01147
[85]	train-mlogloss:1.99329	validation-mlogloss:2.00624
[86]	train-mlogloss:1.98852	validation-mlogloss:2.00138
[87]	train-mlogloss:1.98376	validation-mlogloss:1.99658
[88]	train-mlogloss:1.97903	validation-mlogloss:1.99182
[89]	train-mlogloss:1.97429	validation-mlogloss:1.98685
[90]	train-mlogloss:1.96963	validation-mlogloss:1.98202
[91]	train-mlogloss:1.96484	validation-mlogloss:1.97695
[92]	train-mlogloss:1.96018	validation-mlogloss:1.97210
[93]	train-mlogloss:1.95563	validation-mlogloss:1.96733
[94]	train-mlogloss:1.95112	validation-mlogloss:1.96265
[95]	train-mlogloss:1.94667	validation-mlogloss:1.95815
[96]	train-mlogloss:1.94229	validation-mlogloss:1.95359
[97]	train-mlogloss:1.93782	validation-mlogloss:1.94904
[98]	train-mlogloss:1.93349	validation-mlogloss:1.94469
[99]	train-mlogloss:1.92915	validation-mlogloss:1.94012
[100]	train-mlogloss:1.92482	validation-mlogloss:1.93580
[101]	train-mlogloss:1.92054	validation-mlogloss:1.93150
[102]	train-mlogloss:1.91628	validation-mlogloss:1.92713
[103]	train-mlogloss:1.91210	validation-mlogloss:1.92291
[104]	train-mlogloss:1.90794	validation-mlogloss:1.91847
[105]	train-mlogloss:1.90381	validation-mlogloss:1.91425
[106]	train-mlogloss:1.89972	validation-mlogloss:1.91005
[107]	train-mlogloss:1.89562	validation-mlogloss:1.90593
[108]	train-mlogloss:1.89158	validation-mlogloss:1.90184
[109]	train-mlogloss:1.88755	validation-mlogloss:1.89767
[110]	train-mlogloss:1.88371	validation-mlogloss:1.89370
[111]	train-mlogloss:1.87978	validation-mlogloss:1.88959
[112]	train-mlogloss:1.87589	validation-mlogloss:1.88568
[113]	train-mlogloss:1.87201	validation-mlogloss:1.88168
[114]	train-mlogloss:1.86820	validation-mlogloss:1.87771
[115]	train-mlogloss:1.86441	validation-mlogloss:1.87386
[116]	train-mlogloss:1.86038	validation-mlogloss:1.86957
[117]	train-mlogloss:1.85662	validation-mlogloss:1.86565
[118]	train-mlogloss:1.85298	validation-mlogloss:1.86187
[119]	train-mlogloss:1.84930	validation-mlogloss:1.85810
[120]	train-mlogloss:1.84553	validation-mlogloss:1.85412
[121]	train-mlogloss:1.84191	validation-mlogloss:1.85032
[122]	train-mlogloss:1.83824	validation-mlogloss:1.84648
[123]	train-mlogloss:1.83460	validation-mlogloss:1.84272
[124]	train-mlogloss:1.83098	validation-mlogloss:1.83901
[125]	train-mlogloss:1.82724	validation-mlogloss:1.83514
[126]	train-mlogloss:1.82338	validation-mlogloss:1.83111
[127]	train-mlogloss:1.81987	validation-mlogloss:1.82748
[128]	train-mlogloss:1.81645	validation-mlogloss:1.82387
[129]	train-mlogloss:1.81312	validation-mlogloss:1.82033
[130]	train-mlogloss:1.80974	validation-mlogloss:1.81681
[131]	train-mlogloss:1.80640	validation-mlogloss:1.81344
[132]	train-mlogloss:1.80317	validation-mlogloss:1.81011
[133]	train-mlogloss:1.79983	validation-mlogloss:1.80664
[134]	train-mlogloss:1.79655	validation-mlogloss:1.80320
[135]	train-mlogloss:1.79330	validation-mlogloss:1.79964
[136]	train-mlogloss:1.79002	validation-mlogloss:1.79621
[137]	train-mlogloss:1.78686	validation-mlogloss:1.79290
[138]	train-mlogloss:1.78364	validation-mlogloss:1.78954
[139]	train-mlogloss:1.78015	validation-mlogloss:1.78599
[140]	train-mlogloss:1.77702	validation-mlogloss:1.78277
[141]	train-mlogloss:1.77390	validation-mlogloss:1.77950
[142]	train-mlogloss:1.77086	validation-mlogloss:1.77640
[143]	train-mlogloss:1.76781	validation-mlogloss:1.77329
[144]	train-mlogloss:1.76477	validation-mlogloss:1.77010
[145]	train-mlogloss:1.76151	validation-mlogloss:1.76666
[146]	train-mlogloss:1.75863	validation-mlogloss:1.76357
[147]	train-mlogloss:1.75562	validation-mlogloss:1.76041
[148]	train-mlogloss:1.75262	validation-mlogloss:1.75734
[149]	train-mlogloss:1.74971	validation-mlogloss:1.75429
[150]	train-mlogloss:1.74655	validation-mlogloss:1.75102
[151]	train-mlogloss:1.74364	validation-mlogloss:1.74799
[152]	train-mlogloss:1.74085	validation-mlogloss:1.74515
[153]	train-mlogloss:1.73794	validation-mlogloss:1.74210
[154]	train-mlogloss:1.73516	validation-mlogloss:1.73932
[155]	train-mlogloss:1.73215	validation-mlogloss:1.73617
[156]	train-mlogloss:1.72938	validation-mlogloss:1.73323
[157]	train-mlogloss:1.72643	validation-mlogloss:1.73002
[158]	train-mlogloss:1.72359	validation-mlogloss:1.72707
[159]	train-mlogloss:1.72063	validation-mlogloss:1.72399
[160]	train-mlogloss:1.71773	validation-mlogloss:1.72091
[161]	train-mlogloss:1.71500	validation-mlogloss:1.71806
[162]	train-mlogloss:1.71211	validation-mlogloss:1.71500
[163]	train-mlogloss:1.70924	validation-mlogloss:1.71210
[164]	train-mlogloss:1.70637	validation-mlogloss:1.70902
[165]	train-mlogloss:1.70355	validation-mlogloss:1.70607
[166]	train-mlogloss:1.70098	validation-mlogloss:1.70338
[167]	train-mlogloss:1.69823	validation-mlogloss:1.70057
[168]	train-mlogloss:1.69542	validation-mlogloss:1.69758
[169]	train-mlogloss:1.69275	validation-mlogloss:1.69471
[170]	train-mlogloss:1.69001	validation-mlogloss:1.69183
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Saved model to disk.
2025-11-06 14:08:46.800596: 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 14:08:46.811650: 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 00:00:1762434526.824464 1377226 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434526.828403 1377226 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434526.838116 1377226 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434526.838132 1377226 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434526.838134 1377226 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434526.838136 1377226 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:08:46.841141: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69334	validation-mlogloss:2.69363
[1]	train-mlogloss:2.67889	validation-mlogloss:2.67995
[2]	train-mlogloss:2.66476	validation-mlogloss:2.66618
[3]	train-mlogloss:2.65067	validation-mlogloss:2.65270
[4]	train-mlogloss:2.63706	validation-mlogloss:2.63984
[5]	train-mlogloss:2.62348	validation-mlogloss:2.62674
[6]	train-mlogloss:2.61036	validation-mlogloss:2.61390
[7]	train-mlogloss:2.59717	validation-mlogloss:2.60122
[8]	train-mlogloss:2.58417	validation-mlogloss:2.58892
[9]	train-mlogloss:2.57169	validation-mlogloss:2.57712
[10]	train-mlogloss:2.55932	validation-mlogloss:2.56506
[11]	train-mlogloss:2.54744	validation-mlogloss:2.55349
[12]	train-mlogloss:2.53618	validation-mlogloss:2.54290
[13]	train-mlogloss:2.52454	validation-mlogloss:2.53163
[14]	train-mlogloss:2.51305	validation-mlogloss:2.52062
[15]	train-mlogloss:2.50184	validation-mlogloss:2.50965
[16]	train-mlogloss:2.49064	validation-mlogloss:2.49894
[17]	train-mlogloss:2.47966	validation-mlogloss:2.48864
[18]	train-mlogloss:2.46903	validation-mlogloss:2.47868
[19]	train-mlogloss:2.45854	validation-mlogloss:2.46847
[20]	train-mlogloss:2.44832	validation-mlogloss:2.45836
[21]	train-mlogloss:2.43830	validation-mlogloss:2.44859
[22]	train-mlogloss:2.42838	validation-mlogloss:2.43906
[23]	train-mlogloss:2.41866	validation-mlogloss:2.42960
[24]	train-mlogloss:2.40903	validation-mlogloss:2.42028
[25]	train-mlogloss:2.39931	validation-mlogloss:2.41077
[26]	train-mlogloss:2.38981	validation-mlogloss:2.40162
[27]	train-mlogloss:2.38040	validation-mlogloss:2.39259
[28]	train-mlogloss:2.37124	validation-mlogloss:2.38348
[29]	train-mlogloss:2.36229	validation-mlogloss:2.37476
[30]	train-mlogloss:2.35346	validation-mlogloss:2.36615
[31]	train-mlogloss:2.34458	validation-mlogloss:2.35712
[32]	train-mlogloss:2.33593	validation-mlogloss:2.34868
[33]	train-mlogloss:2.32760	validation-mlogloss:2.34054
[34]	train-mlogloss:2.31905	validation-mlogloss:2.33197
[35]	train-mlogloss:2.31086	validation-mlogloss:2.32407
[36]	train-mlogloss:2.30275	validation-mlogloss:2.31634
[37]	train-mlogloss:2.29486	validation-mlogloss:2.30857
[38]	train-mlogloss:2.28707	validation-mlogloss:2.30103
[39]	train-mlogloss:2.27908	validation-mlogloss:2.29303
[40]	train-mlogloss:2.27129	validation-mlogloss:2.28522
[41]	train-mlogloss:2.26355	validation-mlogloss:2.27753
[42]	train-mlogloss:2.25588	validation-mlogloss:2.26994
[43]	train-mlogloss:2.24835	validation-mlogloss:2.26251
[44]	train-mlogloss:2.24112	validation-mlogloss:2.25530
[45]	train-mlogloss:2.23367	validation-mlogloss:2.24788
[46]	train-mlogloss:2.22658	validation-mlogloss:2.24089
[47]	train-mlogloss:2.21958	validation-mlogloss:2.23410
[48]	train-mlogloss:2.21241	validation-mlogloss:2.22687
[49]	train-mlogloss:2.20529	validation-mlogloss:2.21981
[50]	train-mlogloss:2.19819	validation-mlogloss:2.21285
[51]	train-mlogloss:2.19130	validation-mlogloss:2.20595
[52]	train-mlogloss:2.18453	validation-mlogloss:2.19914
[53]	train-mlogloss:2.17808	validation-mlogloss:2.19291
[54]	train-mlogloss:2.17144	validation-mlogloss:2.18639
[55]	train-mlogloss:2.16490	validation-mlogloss:2.17987
[56]	train-mlogloss:2.15840	validation-mlogloss:2.17343
[57]	train-mlogloss:2.15180	validation-mlogloss:2.16668
[58]	train-mlogloss:2.14563	validation-mlogloss:2.16067
[59]	train-mlogloss:2.13931	validation-mlogloss:2.15423
[60]	train-mlogloss:2.13287	validation-mlogloss:2.14772
[61]	train-mlogloss:2.12682	validation-mlogloss:2.14192
[62]	train-mlogloss:2.12052	validation-mlogloss:2.13556
[63]	train-mlogloss:2.11447	validation-mlogloss:2.12939
[64]	train-mlogloss:2.10850	validation-mlogloss:2.12360
[65]	train-mlogloss:2.10249	validation-mlogloss:2.11773
[66]	train-mlogloss:2.09672	validation-mlogloss:2.11198
[67]	train-mlogloss:2.09096	validation-mlogloss:2.10640
[68]	train-mlogloss:2.08506	validation-mlogloss:2.10024
[69]	train-mlogloss:2.07949	validation-mlogloss:2.09470
[70]	train-mlogloss:2.07379	validation-mlogloss:2.08882
[71]	train-mlogloss:2.06824	validation-mlogloss:2.08327
[72]	train-mlogloss:2.06274	validation-mlogloss:2.07758
[73]	train-mlogloss:2.05739	validation-mlogloss:2.07220
[74]	train-mlogloss:2.05188	validation-mlogloss:2.06650
[75]	train-mlogloss:2.04655	validation-mlogloss:2.06121
[76]	train-mlogloss:2.04115	validation-mlogloss:2.05572
[77]	train-mlogloss:2.03585	validation-mlogloss:2.05033
[78]	train-mlogloss:2.03063	validation-mlogloss:2.04495
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[80]	train-mlogloss:2.02020	validation-mlogloss:2.03445
[81]	train-mlogloss:2.01535	validation-mlogloss:2.02977
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[83]	train-mlogloss:2.00506	validation-mlogloss:2.01931
[84]	train-mlogloss:2.00003	validation-mlogloss:2.01417
[85]	train-mlogloss:1.99496	validation-mlogloss:2.00904
[86]	train-mlogloss:1.98980	validation-mlogloss:2.00376
[87]	train-mlogloss:1.98499	validation-mlogloss:1.99884
[88]	train-mlogloss:1.98011	validation-mlogloss:1.99393
[89]	train-mlogloss:1.97537	validation-mlogloss:1.98913
[90]	train-mlogloss:1.97065	validation-mlogloss:1.98422
[91]	train-mlogloss:1.96584	validation-mlogloss:1.97923
[92]	train-mlogloss:1.96125	validation-mlogloss:1.97445
[93]	train-mlogloss:1.95677	validation-mlogloss:1.96978
[94]	train-mlogloss:1.95221	validation-mlogloss:1.96506
[95]	train-mlogloss:1.94773	validation-mlogloss:1.96052
[96]	train-mlogloss:1.94341	validation-mlogloss:1.95618
[97]	train-mlogloss:1.93901	validation-mlogloss:1.95157
[98]	train-mlogloss:1.93458	validation-mlogloss:1.94714
[99]	train-mlogloss:1.93020	validation-mlogloss:1.94259
[100]	train-mlogloss:1.92573	validation-mlogloss:1.93793
[101]	train-mlogloss:1.92139	validation-mlogloss:1.93357
[102]	train-mlogloss:1.91718	validation-mlogloss:1.92907
[103]	train-mlogloss:1.91300	validation-mlogloss:1.92474
[104]	train-mlogloss:1.90881	validation-mlogloss:1.92033
[105]	train-mlogloss:1.90477	validation-mlogloss:1.91602
[106]	train-mlogloss:1.90056	validation-mlogloss:1.91153
[107]	train-mlogloss:1.89655	validation-mlogloss:1.90741
[108]	train-mlogloss:1.89252	validation-mlogloss:1.90321
[109]	train-mlogloss:1.88842	validation-mlogloss:1.89893
[110]	train-mlogloss:1.88450	validation-mlogloss:1.89521
[111]	train-mlogloss:1.88067	validation-mlogloss:1.89113
[112]	train-mlogloss:1.87676	validation-mlogloss:1.88706
[113]	train-mlogloss:1.87263	validation-mlogloss:1.88273
[114]	train-mlogloss:1.86889	validation-mlogloss:1.87884
[115]	train-mlogloss:1.86510	validation-mlogloss:1.87499
[116]	train-mlogloss:1.86112	validation-mlogloss:1.87077
[117]	train-mlogloss:1.85738	validation-mlogloss:1.86682
[118]	train-mlogloss:1.85366	validation-mlogloss:1.86312
[119]	train-mlogloss:1.84976	validation-mlogloss:1.85914
[120]	train-mlogloss:1.84608	validation-mlogloss:1.85535
[121]	train-mlogloss:1.84208	validation-mlogloss:1.85108
[122]	train-mlogloss:1.83844	validation-mlogloss:1.84735
[123]	train-mlogloss:1.83480	validation-mlogloss:1.84365
[124]	train-mlogloss:1.83121	validation-mlogloss:1.83996
[125]	train-mlogloss:1.82770	validation-mlogloss:1.83620
[126]	train-mlogloss:1.82395	validation-mlogloss:1.83235
[127]	train-mlogloss:1.82043	validation-mlogloss:1.82873
[128]	train-mlogloss:1.81692	validation-mlogloss:1.82504
[129]	train-mlogloss:1.81354	validation-mlogloss:1.82151
[130]	train-mlogloss:1.81017	validation-mlogloss:1.81807
[131]	train-mlogloss:1.80673	validation-mlogloss:1.81459
[132]	train-mlogloss:1.80338	validation-mlogloss:1.81117
[133]	train-mlogloss:1.79978	validation-mlogloss:1.80742
[134]	train-mlogloss:1.79653	validation-mlogloss:1.80410
[135]	train-mlogloss:1.79331	validation-mlogloss:1.80079
[136]	train-mlogloss:1.78977	validation-mlogloss:1.79695
[137]	train-mlogloss:1.78650	validation-mlogloss:1.79359
[138]	train-mlogloss:1.78327	validation-mlogloss:1.79034
[139]	train-mlogloss:1.78015	validation-mlogloss:1.78709
[140]	train-mlogloss:1.77706	validation-mlogloss:1.78389
[141]	train-mlogloss:1.77378	validation-mlogloss:1.78041
[142]	train-mlogloss:1.77067	validation-mlogloss:1.77724
[143]	train-mlogloss:1.76764	validation-mlogloss:1.77413
[144]	train-mlogloss:1.76440	validation-mlogloss:1.77087
[145]	train-mlogloss:1.76137	validation-mlogloss:1.76765
[146]	train-mlogloss:1.75836	validation-mlogloss:1.76451
[147]	train-mlogloss:1.75534	validation-mlogloss:1.76137
[148]	train-mlogloss:1.75235	validation-mlogloss:1.75826
[149]	train-mlogloss:1.74937	validation-mlogloss:1.75512
[150]	train-mlogloss:1.74623	validation-mlogloss:1.75180
[151]	train-mlogloss:1.74301	validation-mlogloss:1.74847
[152]	train-mlogloss:1.74017	validation-mlogloss:1.74555
[153]	train-mlogloss:1.73727	validation-mlogloss:1.74269
[154]	train-mlogloss:1.73422	validation-mlogloss:1.73941
[155]	train-mlogloss:1.73144	validation-mlogloss:1.73639
[156]	train-mlogloss:1.72862	validation-mlogloss:1.73341
[157]	train-mlogloss:1.72591	validation-mlogloss:1.73069
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[161]	train-mlogloss:1.71434	validation-mlogloss:1.71844
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[587]	train-mlogloss:1.24288	validation-mlogloss:1.24236
[588]	train-mlogloss:1.24243	validation-mlogloss:1.24196
[589]	train-mlogloss:1.24199	validation-mlogloss:1.24161
[590]	train-mlogloss:1.24157	validation-mlogloss:1.24128
[591]	train-mlogloss:1.24120	validation-mlogloss:1.24097
[592]	train-mlogloss:1.24077	validation-mlogloss:1.24055
[593]	train-mlogloss:1.24035	validation-mlogloss:1.24023
[594]	train-mlogloss:1.23994	validation-mlogloss:1.23986
[595]	train-mlogloss:1.23952	validation-mlogloss:1.23956
[596]	train-mlogloss:1.23913	validation-mlogloss:1.23930
[597]	train-mlogloss:1.23875	validation-mlogloss:1.23898
[598]	train-mlogloss:1.23837	validation-mlogloss:1.23869
[599]	train-mlogloss:1.23797	validation-mlogloss:1.23837
[600]	train-mlogloss:1.23756	validation-mlogloss:1.23810
[601]	train-mlogloss:1.23710	validation-mlogloss:1.23774
[602]	train-mlogloss:1.23671	validation-mlogloss:1.23744
[603]	train-mlogloss:1.23632	validation-mlogloss:1.23717
[604]	train-mlogloss:1.23592	validation-mlogloss:1.23691
[605]	train-mlogloss:1.23552	validation-mlogloss:1.23659
[606]	train-mlogloss:1.23515	validation-mlogloss:1.23639
[607]	train-mlogloss:1.23474	validation-mlogloss:1.23607
[608]	train-mlogloss:1.23433	validation-mlogloss:1.23580
[609]	train-mlogloss:1.23396	validation-mlogloss:1.23560
[610]	train-mlogloss:1.23353	validation-mlogloss:1.23528
[611]	train-mlogloss:1.23316	validation-mlogloss:1.23500
[612]	train-mlogloss:1.23277	validation-mlogloss:1.23476
[613]	train-mlogloss:1.23238	validation-mlogloss:1.23449
[614]	train-mlogloss:1.23202	validation-mlogloss:1.23418
[615]	train-mlogloss:1.23166	validation-mlogloss:1.23388
[616]	train-mlogloss:1.23126	validation-mlogloss:1.23359
[617]	train-mlogloss:1.23087	validation-mlogloss:1.23328
[618]	train-mlogloss:1.23050	validation-mlogloss:1.23301
[619]	train-mlogloss:1.23011	validation-mlogloss:1.23285
[620]	train-mlogloss:1.22973	validation-mlogloss:1.23252
[621]	train-mlogloss:1.22935	validation-mlogloss:1.23223
[622]	train-mlogloss:1.22895	validation-mlogloss:1.23191
[623]	train-mlogloss:1.22858	validation-mlogloss:1.23163
[624]	train-mlogloss:1.22817	validation-mlogloss:1.23127
[625]	train-mlogloss:1.22778	validation-mlogloss:1.23094
[626]	train-mlogloss:1.22738	validation-mlogloss:1.23071
[627]	train-mlogloss:1.22696	validation-mlogloss:1.23044
[628]	train-mlogloss:1.22653	validation-mlogloss:1.23018
[629]	train-mlogloss:1.22616	validation-mlogloss:1.22992
[630]	train-mlogloss:1.22577	validation-mlogloss:1.22963
[631]	train-mlogloss:1.22541	validation-mlogloss:1.22938
[632]	train-mlogloss:1.22503	validation-mlogloss:1.22918
[633]	train-mlogloss:1.22466	validation-mlogloss:1.22893
[634]	train-mlogloss:1.22430	validation-mlogloss:1.22871
[635]	train-mlogloss:1.22389	validation-mlogloss:1.22842
[636]	train-mlogloss:1.22352	validation-mlogloss:1.22813
[637]	train-mlogloss:1.22313	validation-mlogloss:1.22781
[638]	train-mlogloss:1.22280	validation-mlogloss:1.22756
[639]	train-mlogloss:1.22243	validation-mlogloss:1.22727
[640]	train-mlogloss:1.22208	validation-mlogloss:1.22705
[641]	train-mlogloss:1.22171	validation-mlogloss:1.22684
[642]	train-mlogloss:1.22136	validation-mlogloss:1.22654
[643]	train-mlogloss:1.22100	validation-mlogloss:1.22627
[644]	train-mlogloss:1.22063	validation-mlogloss:1.22607
[645]	train-mlogloss:1.22026	validation-mlogloss:1.22584
[646]	train-mlogloss:1.21988	validation-mlogloss:1.22561
[647]	train-mlogloss:1.21954	validation-mlogloss:1.22539
[648]	train-mlogloss:1.21913	validation-mlogloss:1.22509
[649]	train-mlogloss:1.21878	validation-mlogloss:1.22481
[650]	train-mlogloss:1.21839	validation-mlogloss:1.22445
[651]	train-mlogloss:1.21804	validation-mlogloss:1.22422
[652]	train-mlogloss:1.21771	validation-mlogloss:1.22399
[653]	train-mlogloss:1.21735	validation-mlogloss:1.22378
[654]	train-mlogloss:1.21699	validation-mlogloss:1.22353
[655]	train-mlogloss:1.21661	validation-mlogloss:1.22331
[656]	train-mlogloss:1.21627	validation-mlogloss:1.22305
[657]	train-mlogloss:1.21594	validation-mlogloss:1.22284
[658]	train-mlogloss:1.21561	validation-mlogloss:1.22264
[659]	train-mlogloss:1.21527	validation-mlogloss:1.22239
[660]	train-mlogloss:1.21493	validation-mlogloss:1.22215
[661]	train-mlogloss:1.21458	validation-mlogloss:1.22187
[662]	train-mlogloss:1.21422	validation-mlogloss:1.22170
[663]	train-mlogloss:1.21386	validation-mlogloss:1.22143
[664]	train-mlogloss:1.21345	validation-mlogloss:1.22127
[665]	train-mlogloss:1.21310	validation-mlogloss:1.22105
[666]	train-mlogloss:1.21278	validation-mlogloss:1.22083
[667]	train-mlogloss:1.21245	validation-mlogloss:1.22063
[668]	train-mlogloss:1.21212	validation-mlogloss:1.22036
[669]	train-mlogloss:1.21175	validation-mlogloss:1.22007
[670]	train-mlogloss:1.21137	validation-mlogloss:1.21985
[671]	train-mlogloss:1.21104	validation-mlogloss:1.21963
[672]	train-mlogloss:1.21068	validation-mlogloss:1.21939
[673]	train-mlogloss:1.21033	validation-mlogloss:1.21915
[674]	train-mlogloss:1.20995	validation-mlogloss:1.21893
[675]	train-mlogloss:1.20960	validation-mlogloss:1.21873
[676]	train-mlogloss:1.20925	validation-mlogloss:1.21845
[677]	train-mlogloss:1.20889	validation-mlogloss:1.21820
[678]	train-mlogloss:1.20853	validation-mlogloss:1.21800
[679]	train-mlogloss:1.20818	validation-mlogloss:1.21772
[680]	train-mlogloss:1.20783	validation-mlogloss:1.21749
[681]	train-mlogloss:1.20746	validation-mlogloss:1.21726
[682]	train-mlogloss:1.20708	validation-mlogloss:1.21702
[683]	train-mlogloss:1.20673	validation-mlogloss:1.21679
[684]	train-mlogloss:1.20637	validation-mlogloss:1.21657
[685]	train-mlogloss:1.20605	validation-mlogloss:1.21634
[686]	train-mlogloss:1.20569	validation-mlogloss:1.21608
[687]	train-mlogloss:1.20535	validation-mlogloss:1.21588
[688]	train-mlogloss:1.20504	validation-mlogloss:1.21574
[689]	train-mlogloss:1.20472	validation-mlogloss:1.21554
[690]	train-mlogloss:1.20438	validation-mlogloss:1.21532
[691]	train-mlogloss:1.20404	validation-mlogloss:1.21510
[692]	train-mlogloss:1.20370	validation-mlogloss:1.21492
[693]	train-mlogloss:1.20338	validation-mlogloss:1.21468
[694]	train-mlogloss:1.20298	validation-mlogloss:1.21439
[695]	train-mlogloss:1.20264	validation-mlogloss:1.21418
[696]	train-mlogloss:1.20225	validation-mlogloss:1.21395
[697]	train-mlogloss:1.20193	validation-mlogloss:1.21371
[698]	train-mlogloss:1.20162	validation-mlogloss:1.21352
[699]	train-mlogloss:1.20128	validation-mlogloss:1.21335
[700]	train-mlogloss:1.20093	validation-mlogloss:1.21313
[701]	train-mlogloss:1.20062	validation-mlogloss:1.21294
[702]	train-mlogloss:1.20030	validation-mlogloss:1.21270
[703]	train-mlogloss:1.20001	validation-mlogloss:1.21246
[704]	train-mlogloss:1.19966	validation-mlogloss:1.21216
[705]	train-mlogloss:1.19929	validation-mlogloss:1.21187
[706]	train-mlogloss:1.19896	validation-mlogloss:1.21163
[707]	train-mlogloss:1.19865	validation-mlogloss:1.21152
[708]	train-mlogloss:1.19834	validation-mlogloss:1.21131
[709]	train-mlogloss:1.19803	validation-mlogloss:1.21116
[710]	train-mlogloss:1.19770	validation-mlogloss:1.21092
[711]	train-mlogloss:1.19737	validation-mlogloss:1.21077
[712]	train-mlogloss:1.19704	validation-mlogloss:1.21057
[713]	train-mlogloss:1.19674	validation-mlogloss:1.21034
[714]	train-mlogloss:1.19643	validation-mlogloss:1.21010
[715]	train-mlogloss:1.19613	validation-mlogloss:1.20993
[716]	train-mlogloss:1.19582	validation-mlogloss:1.20971
[717]	train-mlogloss:1.19548	validation-mlogloss:1.20950
[718]	train-mlogloss:1.19520	validation-mlogloss:1.20932
[719]	train-mlogloss:1.19491	validation-mlogloss:1.20916
[720]	train-mlogloss:1.19456	validation-mlogloss:1.20900
[721]	train-mlogloss:1.19425	validation-mlogloss:1.20876
[722]	train-mlogloss:1.19398	validation-mlogloss:1.20862
[723]	train-mlogloss:1.19364	validation-mlogloss:1.20840
[724]	train-mlogloss:1.19331	validation-mlogloss:1.20819
[725]	train-mlogloss:1.19302	validation-mlogloss:1.20805
[726]	train-mlogloss:1.19270	validation-mlogloss:1.20788
[727]	train-mlogloss:1.19241	validation-mlogloss:1.20771
[728]	train-mlogloss:1.19208	validation-mlogloss:1.20752
[729]	train-mlogloss:1.19179	validation-mlogloss:1.20730
[730]	train-mlogloss:1.19149	validation-mlogloss:1.20710
[731]	train-mlogloss:1.19117	validation-mlogloss:1.20689
[732]	train-mlogloss:1.19087	validation-mlogloss:1.20670
[733]	train-mlogloss:1.19058	validation-mlogloss:1.20653
[734]	train-mlogloss:1.19028	validation-mlogloss:1.20638
[735]	train-mlogloss:1.18999	validation-mlogloss:1.20622
[736]	train-mlogloss:1.18965	validation-mlogloss:1.20597
[737]	train-mlogloss:1.18937	validation-mlogloss:1.20583
[738]	train-mlogloss:1.18906	validation-mlogloss:1.20560
[739]	train-mlogloss:1.18878	validation-mlogloss:1.20541
[740]	train-mlogloss:1.18850	validation-mlogloss:1.20524
[741]	train-mlogloss:1.18822	validation-mlogloss:1.20508
[742]	train-mlogloss:1.18790	validation-mlogloss:1.20483
[743]	train-mlogloss:1.18762	validation-mlogloss:1.20464
[744]	train-mlogloss:1.18731	validation-mlogloss:1.20446
[745]	train-mlogloss:1.18696	validation-mlogloss:1.20427
[746]	train-mlogloss:1.18661	validation-mlogloss:1.20412
[747]	train-mlogloss:1.18627	validation-mlogloss:1.20394
[748]	train-mlogloss:1.18596	validation-mlogloss:1.20380
[749]	train-mlogloss:1.18567	validation-mlogloss:1.20364
[750]	train-mlogloss:1.18538	validation-mlogloss:1.20349
[751]	train-mlogloss:1.18511	validation-mlogloss:1.20335
[752]	train-mlogloss:1.18482	validation-mlogloss:1.20310
[753]	train-mlogloss:1.18454	validation-mlogloss:1.20288
[754]	train-mlogloss:1.18424	validation-mlogloss:1.20268
[755]	train-mlogloss:1.18392	validation-mlogloss:1.20247
[756]	train-mlogloss:1.18360	validation-mlogloss:1.20234
[757]	train-mlogloss:1.18330	validation-mlogloss:1.20220
[758]	train-mlogloss:1.18298	validation-mlogloss:1.20203
[759]	train-mlogloss:1.18268	validation-mlogloss:1.20186
[760]	train-mlogloss:1.18235	validation-mlogloss:1.20168
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.58 [%]
Global accuracy score (test) = 58.88 [%]
Global F1 score (train) = 61.11 [%]
Global F1 score (test) = 57.76 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.34      0.19      0.25       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.52      0.44       161
       CAMINAR USUAL SPEED       0.41      0.37      0.39       161
            CAMINAR ZIGZAG       0.42      0.40      0.41       161
          DE PIE BARRIENDO       0.66      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.40      0.41      0.41       161
    DE PIE MOVIENDO LIBROS       0.49      0.48      0.49       161
          DE PIE USANDO PC       0.86      0.89      0.87       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.36      0.42       161
         SENTADO USANDO PC       0.51      0.53      0.52       161
      SENTADO VIENDO LA TV       0.44      0.30      0.36       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.87      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 7: 58.88 [%]
F1-score capturado en la ejecución 7: 57.76 [%]

=== EJECUCIÓN 8 ===

--- TRAIN (ejecución 8) ---

--- TEST (ejecución 8) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.67 [%]
Global accuracy score (test) = 58.67 [%]
Global F1 score (train) = 61.23 [%]
Global F1 score (test) = 57.57 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.36      0.19      0.25       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.52      0.43       161
       CAMINAR USUAL SPEED       0.38      0.35      0.36       161
            CAMINAR ZIGZAG       0.42      0.39      0.41       161
          DE PIE BARRIENDO       0.66      0.75      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.41      0.40       161
    DE PIE MOVIENDO LIBROS       0.50      0.50      0.50       161
          DE PIE USANDO PC       0.87      0.87      0.87       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.53      0.39      0.45       161
         SENTADO USANDO PC       0.50      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.61      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 8: 58.67 [%]
F1-score capturado en la ejecución 8: 57.57 [%]

=== EJECUCIÓN 9 ===

--- TRAIN (ejecución 9) ---

--- TEST (ejecución 9) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.49 [%]
Global accuracy score (test) = 58.84 [%]
Global F1 score (train) = 61.06 [%]
Global F1 score (test) = 57.87 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.40      0.24      0.30       161
 CAMINAR CON MÓVIL O LIBRO       0.35      0.51      0.42       161
       CAMINAR USUAL SPEED       0.41      0.35      0.38       161
            CAMINAR ZIGZAG       0.41      0.39      0.39       161
          DE PIE BARRIENDO       0.67      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.41      0.40       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.49       161
          DE PIE USANDO PC       0.85      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.53      0.39      0.45       161
         SENTADO USANDO PC       0.50      0.53      0.51       161
      SENTADO VIENDO LA TV       0.45      0.29      0.35       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 9: 58.84 [%]
F1-score capturado en la ejecución 9: 57.87 [%]

=== EJECUCIÓN 10 ===

--- TRAIN (ejecución 10) ---

--- TEST (ejecución 10) ---
2025-11-06 14:09:11.065341: 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 14:09:11.076470: 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 00:00:1762434551.089525 1377630 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434551.093629 1377630 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434551.103292 1377630 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434551.103308 1377630 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434551.103310 1377630 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434551.103311 1377630 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:09:11.106465: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69325	validation-mlogloss:2.69376
[1]	train-mlogloss:2.67874	validation-mlogloss:2.67976
[2]	train-mlogloss:2.66451	validation-mlogloss:2.66576
[3]	train-mlogloss:2.64996	validation-mlogloss:2.65174
[4]	train-mlogloss:2.63625	validation-mlogloss:2.63877
[5]	train-mlogloss:2.62272	validation-mlogloss:2.62573
[6]	train-mlogloss:2.60937	validation-mlogloss:2.61296
[7]	train-mlogloss:2.59648	validation-mlogloss:2.60064
[8]	train-mlogloss:2.58359	validation-mlogloss:2.58799
[9]	train-mlogloss:2.57142	validation-mlogloss:2.57613
[10]	train-mlogloss:2.55932	validation-mlogloss:2.56449
[11]	train-mlogloss:2.54749	validation-mlogloss:2.55345
[12]	train-mlogloss:2.53535	validation-mlogloss:2.54155
[13]	train-mlogloss:2.52377	validation-mlogloss:2.53044
[14]	train-mlogloss:2.51266	validation-mlogloss:2.51963
[15]	train-mlogloss:2.50142	validation-mlogloss:2.50870
[16]	train-mlogloss:2.49027	validation-mlogloss:2.49799
[17]	train-mlogloss:2.47943	validation-mlogloss:2.48729
[18]	train-mlogloss:2.46917	validation-mlogloss:2.47693
[19]	train-mlogloss:2.45882	validation-mlogloss:2.46683
[20]	train-mlogloss:2.44878	validation-mlogloss:2.45730
[21]	train-mlogloss:2.43856	validation-mlogloss:2.44709
[22]	train-mlogloss:2.42850	validation-mlogloss:2.43739
[23]	train-mlogloss:2.41865	validation-mlogloss:2.42777
[24]	train-mlogloss:2.40894	validation-mlogloss:2.41852
[25]	train-mlogloss:2.39958	validation-mlogloss:2.40944
[26]	train-mlogloss:2.39033	validation-mlogloss:2.40036
[27]	train-mlogloss:2.38093	validation-mlogloss:2.39119
[28]	train-mlogloss:2.37172	validation-mlogloss:2.38224
[29]	train-mlogloss:2.36257	validation-mlogloss:2.37326
[30]	train-mlogloss:2.35361	validation-mlogloss:2.36441
[31]	train-mlogloss:2.34475	validation-mlogloss:2.35599
[32]	train-mlogloss:2.33613	validation-mlogloss:2.34756
[33]	train-mlogloss:2.32773	validation-mlogloss:2.33965
[34]	train-mlogloss:2.31954	validation-mlogloss:2.33159
[35]	train-mlogloss:2.31142	validation-mlogloss:2.32364
[36]	train-mlogloss:2.30331	validation-mlogloss:2.31571
[37]	train-mlogloss:2.29535	validation-mlogloss:2.30780
[38]	train-mlogloss:2.28751	validation-mlogloss:2.30014
[39]	train-mlogloss:2.27963	validation-mlogloss:2.29254
[40]	train-mlogloss:2.27183	validation-mlogloss:2.28500
[41]	train-mlogloss:2.26428	validation-mlogloss:2.27763
[42]	train-mlogloss:2.25642	validation-mlogloss:2.26973
[43]	train-mlogloss:2.24889	validation-mlogloss:2.26242
[44]	train-mlogloss:2.24138	validation-mlogloss:2.25507
[45]	train-mlogloss:2.23415	validation-mlogloss:2.24793
[46]	train-mlogloss:2.22666	validation-mlogloss:2.24037
[47]	train-mlogloss:2.21946	validation-mlogloss:2.23313
[48]	train-mlogloss:2.21231	validation-mlogloss:2.22615
[49]	train-mlogloss:2.20542	validation-mlogloss:2.21960
[50]	train-mlogloss:2.19845	validation-mlogloss:2.21265
[51]	train-mlogloss:2.19156	validation-mlogloss:2.20597
[52]	train-mlogloss:2.18473	validation-mlogloss:2.19899
[53]	train-mlogloss:2.17804	validation-mlogloss:2.19241
[54]	train-mlogloss:2.17147	validation-mlogloss:2.18612
[55]	train-mlogloss:2.16486	validation-mlogloss:2.17959
[56]	train-mlogloss:2.15825	validation-mlogloss:2.17277
[57]	train-mlogloss:2.15181	validation-mlogloss:2.16651
[58]	train-mlogloss:2.14554	validation-mlogloss:2.16019
[59]	train-mlogloss:2.13916	validation-mlogloss:2.15361
[60]	train-mlogloss:2.13293	validation-mlogloss:2.14726
[61]	train-mlogloss:2.12677	validation-mlogloss:2.14123
[62]	train-mlogloss:2.12076	validation-mlogloss:2.13531
[63]	train-mlogloss:2.11458	validation-mlogloss:2.12907
[64]	train-mlogloss:2.10868	validation-mlogloss:2.12334
[65]	train-mlogloss:2.10294	validation-mlogloss:2.11767
[66]	train-mlogloss:2.09699	validation-mlogloss:2.11164
[67]	train-mlogloss:2.09119	validation-mlogloss:2.10561
[68]	train-mlogloss:2.08512	validation-mlogloss:2.09939
[69]	train-mlogloss:2.07943	validation-mlogloss:2.09391
[70]	train-mlogloss:2.07382	validation-mlogloss:2.08814
[71]	train-mlogloss:2.06838	validation-mlogloss:2.08275
[72]	train-mlogloss:2.06271	validation-mlogloss:2.07686
[73]	train-mlogloss:2.05698	validation-mlogloss:2.07094
[74]	train-mlogloss:2.05145	validation-mlogloss:2.06536
[75]	train-mlogloss:2.04597	validation-mlogloss:2.05981
[76]	train-mlogloss:2.04056	validation-mlogloss:2.05414
[77]	train-mlogloss:2.03506	validation-mlogloss:2.04853
[78]	train-mlogloss:2.02977	validation-mlogloss:2.04304
[79]	train-mlogloss:2.02458	validation-mlogloss:2.03768
[80]	train-mlogloss:2.01938	validation-mlogloss:2.03250
[81]	train-mlogloss:2.01428	validation-mlogloss:2.02719
[82]	train-mlogloss:2.00923	validation-mlogloss:2.02198
[83]	train-mlogloss:2.00423	validation-mlogloss:2.01697
[84]	train-mlogloss:1.99928	validation-mlogloss:2.01196
[85]	train-mlogloss:1.99440	validation-mlogloss:2.00702
[86]	train-mlogloss:1.98956	validation-mlogloss:2.00214
[87]	train-mlogloss:1.98477	validation-mlogloss:1.99744
[88]	train-mlogloss:1.97979	validation-mlogloss:1.99237
[89]	train-mlogloss:1.97491	validation-mlogloss:1.98736
[90]	train-mlogloss:1.97014	validation-mlogloss:1.98252
[91]	train-mlogloss:1.96550	validation-mlogloss:1.97775
[92]	train-mlogloss:1.96090	validation-mlogloss:1.97307
[93]	train-mlogloss:1.95640	validation-mlogloss:1.96848
[94]	train-mlogloss:1.95177	validation-mlogloss:1.96368
[95]	train-mlogloss:1.94721	validation-mlogloss:1.95890
[96]	train-mlogloss:1.94260	validation-mlogloss:1.95401
[97]	train-mlogloss:1.93794	validation-mlogloss:1.94922
[98]	train-mlogloss:1.93338	validation-mlogloss:1.94459
[99]	train-mlogloss:1.92890	validation-mlogloss:1.94011
[100]	train-mlogloss:1.92459	validation-mlogloss:1.93559
[101]	train-mlogloss:1.92039	validation-mlogloss:1.93126
[102]	train-mlogloss:1.91608	validation-mlogloss:1.92688
[103]	train-mlogloss:1.91185	validation-mlogloss:1.92253
[104]	train-mlogloss:1.90752	validation-mlogloss:1.91816
[105]	train-mlogloss:1.90337	validation-mlogloss:1.91395
[106]	train-mlogloss:1.89937	validation-mlogloss:1.90979
[107]	train-mlogloss:1.89528	validation-mlogloss:1.90566
[108]	train-mlogloss:1.89116	validation-mlogloss:1.90143
[109]	train-mlogloss:1.88718	validation-mlogloss:1.89729
[110]	train-mlogloss:1.88308	validation-mlogloss:1.89307
[111]	train-mlogloss:1.87909	validation-mlogloss:1.88902
[112]	train-mlogloss:1.87514	validation-mlogloss:1.88479
[113]	train-mlogloss:1.87114	validation-mlogloss:1.88069
[114]	train-mlogloss:1.86729	validation-mlogloss:1.87672
[115]	train-mlogloss:1.86348	validation-mlogloss:1.87283
[116]	train-mlogloss:1.85952	validation-mlogloss:1.86884
[117]	train-mlogloss:1.85570	validation-mlogloss:1.86483
[118]	train-mlogloss:1.85200	validation-mlogloss:1.86103
[119]	train-mlogloss:1.84824	validation-mlogloss:1.85709
[120]	train-mlogloss:1.84457	validation-mlogloss:1.85337
[121]	train-mlogloss:1.84070	validation-mlogloss:1.84941
[122]	train-mlogloss:1.83704	validation-mlogloss:1.84569
[123]	train-mlogloss:1.83346	validation-mlogloss:1.84195
[124]	train-mlogloss:1.82986	validation-mlogloss:1.83818
[125]	train-mlogloss:1.82644	validation-mlogloss:1.83468
[126]	train-mlogloss:1.82279	validation-mlogloss:1.83089
[127]	train-mlogloss:1.81927	validation-mlogloss:1.82727
[128]	train-mlogloss:1.81587	validation-mlogloss:1.82385
[129]	train-mlogloss:1.81247	validation-mlogloss:1.82043
[130]	train-mlogloss:1.80905	validation-mlogloss:1.81686
[131]	train-mlogloss:1.80539	validation-mlogloss:1.81323
[132]	train-mlogloss:1.80211	validation-mlogloss:1.80977
[133]	train-mlogloss:1.79879	validation-mlogloss:1.80628
[134]	train-mlogloss:1.79546	validation-mlogloss:1.80287
[135]	train-mlogloss:1.79219	validation-mlogloss:1.79954
[136]	train-mlogloss:1.78904	validation-mlogloss:1.79626
[137]	train-mlogloss:1.78586	validation-mlogloss:1.79299
[138]	train-mlogloss:1.78271	validation-mlogloss:1.78979
[139]	train-mlogloss:1.77959	validation-mlogloss:1.78653
[140]	train-mlogloss:1.77629	validation-mlogloss:1.78308
[141]	train-mlogloss:1.77292	validation-mlogloss:1.77960
[142]	train-mlogloss:1.76983	validation-mlogloss:1.77634
[143]	train-mlogloss:1.76676	validation-mlogloss:1.77319
[144]	train-mlogloss:1.76360	validation-mlogloss:1.76996
[145]	train-mlogloss:1.76050	validation-mlogloss:1.76676
[146]	train-mlogloss:1.75728	validation-mlogloss:1.76337
[147]	train-mlogloss:1.75441	validation-mlogloss:1.76032
[148]	train-mlogloss:1.75144	validation-mlogloss:1.75712
[149]	train-mlogloss:1.74847	validation-mlogloss:1.75408
[150]	train-mlogloss:1.74535	validation-mlogloss:1.75081
[151]	train-mlogloss:1.74241	validation-mlogloss:1.74780
[152]	train-mlogloss:1.73930	validation-mlogloss:1.74461
[153]	train-mlogloss:1.73628	validation-mlogloss:1.74144
[154]	train-mlogloss:1.73344	validation-mlogloss:1.73844
[155]	train-mlogloss:1.73057	validation-mlogloss:1.73542
[156]	train-mlogloss:1.72764	validation-mlogloss:1.73235
[157]	train-mlogloss:1.72461	validation-mlogloss:1.72916
[158]	train-mlogloss:1.72188	validation-mlogloss:1.72626
[159]	train-mlogloss:1.71916	validation-mlogloss:1.72337
[160]	train-mlogloss:1.71617	validation-mlogloss:1.72018
[161]	train-mlogloss:1.71341	validation-mlogloss:1.71735
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[164]	train-mlogloss:1.70503	validation-mlogloss:1.70850
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[190]	train-mlogloss:1.63848	validation-mlogloss:1.63871
[191]	train-mlogloss:1.63613	validation-mlogloss:1.63624
[192]	train-mlogloss:1.63381	validation-mlogloss:1.63378
[193]	train-mlogloss:1.63154	validation-mlogloss:1.63137
[194]	train-mlogloss:1.62919	validation-mlogloss:1.62888
[195]	train-mlogloss:1.62691	validation-mlogloss:1.62640
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[201]	train-mlogloss:1.61355	validation-mlogloss:1.61234
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[731]	train-mlogloss:1.18983	validation-mlogloss:1.20603
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[733]	train-mlogloss:1.18921	validation-mlogloss:1.20567
[734]	train-mlogloss:1.18890	validation-mlogloss:1.20553
[735]	train-mlogloss:1.18862	validation-mlogloss:1.20539
[736]	train-mlogloss:1.18833	validation-mlogloss:1.20523
[737]	train-mlogloss:1.18802	validation-mlogloss:1.20503
[738]	train-mlogloss:1.18773	validation-mlogloss:1.20485
[739]	train-mlogloss:1.18745	validation-mlogloss:1.20470
[740]	train-mlogloss:1.18718	validation-mlogloss:1.20459
[741]	train-mlogloss:1.18683	validation-mlogloss:1.20433
[742]	train-mlogloss:1.18653	validation-mlogloss:1.20416
[743]	train-mlogloss:1.18622	validation-mlogloss:1.20399
[744]	train-mlogloss:1.18592	validation-mlogloss:1.20381
[745]	train-mlogloss:1.18562	validation-mlogloss:1.20361
[746]	train-mlogloss:1.18534	validation-mlogloss:1.20338
[747]	train-mlogloss:1.18505	validation-mlogloss:1.20324
[748]	train-mlogloss:1.18479	validation-mlogloss:1.20312
[749]	train-mlogloss:1.18448	validation-mlogloss:1.20298
[750]	train-mlogloss:1.18419	validation-mlogloss:1.20284
[751]	train-mlogloss:1.18386	validation-mlogloss:1.20281
[752]	train-mlogloss:1.18359	validation-mlogloss:1.20272
[753]	train-mlogloss:1.18325	validation-mlogloss:1.20262
[754]	train-mlogloss:1.18295	validation-mlogloss:1.20240
[755]	train-mlogloss:1.18264	validation-mlogloss:1.20227
[756]	train-mlogloss:1.18238	validation-mlogloss:1.20204
[757]	train-mlogloss:1.18210	validation-mlogloss:1.20189
[758]	train-mlogloss:1.18183	validation-mlogloss:1.20175
[759]	train-mlogloss:1.18152	validation-mlogloss:1.20158
[760]	train-mlogloss:1.18123	validation-mlogloss:1.20147
Saved model to disk.
2025-11-06 14:09:35.925125: 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 14:09:35.936367: 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 00:00:1762434575.949417 1378057 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434575.953589 1378057 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434575.963565 1378057 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434575.963583 1378057 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434575.963585 1378057 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434575.963586 1378057 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:09:35.966742: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69324	validation-mlogloss:2.69360
[1]	train-mlogloss:2.67856	validation-mlogloss:2.67918
[2]	train-mlogloss:2.66413	validation-mlogloss:2.66532
[3]	train-mlogloss:2.64965	validation-mlogloss:2.65159
[4]	train-mlogloss:2.63596	validation-mlogloss:2.63850
[5]	train-mlogloss:2.62211	validation-mlogloss:2.62534
[6]	train-mlogloss:2.60884	validation-mlogloss:2.61240
[7]	train-mlogloss:2.59599	validation-mlogloss:2.60023
[8]	train-mlogloss:2.58341	validation-mlogloss:2.58818
[9]	train-mlogloss:2.57114	validation-mlogloss:2.57649
[10]	train-mlogloss:2.55900	validation-mlogloss:2.56504
[11]	train-mlogloss:2.54675	validation-mlogloss:2.55334
[12]	train-mlogloss:2.53484	validation-mlogloss:2.54212
[13]	train-mlogloss:2.52341	validation-mlogloss:2.53061
[14]	train-mlogloss:2.51207	validation-mlogloss:2.51942
[15]	train-mlogloss:2.50084	validation-mlogloss:2.50844
[16]	train-mlogloss:2.48978	validation-mlogloss:2.49781
[17]	train-mlogloss:2.47892	validation-mlogloss:2.48740
[18]	train-mlogloss:2.46810	validation-mlogloss:2.47716
[19]	train-mlogloss:2.45752	validation-mlogloss:2.46708
[20]	train-mlogloss:2.44729	validation-mlogloss:2.45722
[21]	train-mlogloss:2.43725	validation-mlogloss:2.44760
[22]	train-mlogloss:2.42737	validation-mlogloss:2.43806
[23]	train-mlogloss:2.41752	validation-mlogloss:2.42842
[24]	train-mlogloss:2.40767	validation-mlogloss:2.41907
[25]	train-mlogloss:2.39826	validation-mlogloss:2.40988
[26]	train-mlogloss:2.38875	validation-mlogloss:2.40074
[27]	train-mlogloss:2.37946	validation-mlogloss:2.39166
[28]	train-mlogloss:2.37043	validation-mlogloss:2.38276
[29]	train-mlogloss:2.36152	validation-mlogloss:2.37412
[30]	train-mlogloss:2.35266	validation-mlogloss:2.36537
[31]	train-mlogloss:2.34394	validation-mlogloss:2.35673
[32]	train-mlogloss:2.33530	validation-mlogloss:2.34837
[33]	train-mlogloss:2.32680	validation-mlogloss:2.33996
[34]	train-mlogloss:2.31839	validation-mlogloss:2.33194
[35]	train-mlogloss:2.31006	validation-mlogloss:2.32378
[36]	train-mlogloss:2.30198	validation-mlogloss:2.31605
[37]	train-mlogloss:2.29401	validation-mlogloss:2.30834
[38]	train-mlogloss:2.28603	validation-mlogloss:2.30044
[39]	train-mlogloss:2.27820	validation-mlogloss:2.29281
[40]	train-mlogloss:2.27021	validation-mlogloss:2.28486
[41]	train-mlogloss:2.26240	validation-mlogloss:2.27727
[42]	train-mlogloss:2.25493	validation-mlogloss:2.26983
[43]	train-mlogloss:2.24744	validation-mlogloss:2.26261
[44]	train-mlogloss:2.23977	validation-mlogloss:2.25480
[45]	train-mlogloss:2.23235	validation-mlogloss:2.24753
[46]	train-mlogloss:2.22516	validation-mlogloss:2.24037
[47]	train-mlogloss:2.21815	validation-mlogloss:2.23344
[48]	train-mlogloss:2.21099	validation-mlogloss:2.22646
[49]	train-mlogloss:2.20404	validation-mlogloss:2.21970
[50]	train-mlogloss:2.19716	validation-mlogloss:2.21292
[51]	train-mlogloss:2.19033	validation-mlogloss:2.20613
[52]	train-mlogloss:2.18366	validation-mlogloss:2.19955
[53]	train-mlogloss:2.17702	validation-mlogloss:2.19295
[54]	train-mlogloss:2.17037	validation-mlogloss:2.18628
[55]	train-mlogloss:2.16392	validation-mlogloss:2.17976
[56]	train-mlogloss:2.15755	validation-mlogloss:2.17346
[57]	train-mlogloss:2.15105	validation-mlogloss:2.16686
[58]	train-mlogloss:2.14451	validation-mlogloss:2.16022
[59]	train-mlogloss:2.13839	validation-mlogloss:2.15419
[60]	train-mlogloss:2.13210	validation-mlogloss:2.14774
[61]	train-mlogloss:2.12585	validation-mlogloss:2.14144
[62]	train-mlogloss:2.11993	validation-mlogloss:2.13563
[63]	train-mlogloss:2.11370	validation-mlogloss:2.12917
[64]	train-mlogloss:2.10757	validation-mlogloss:2.12288
[65]	train-mlogloss:2.10171	validation-mlogloss:2.11708
[66]	train-mlogloss:2.09555	validation-mlogloss:2.11094
[67]	train-mlogloss:2.08964	validation-mlogloss:2.10489
[68]	train-mlogloss:2.08394	validation-mlogloss:2.09913
[69]	train-mlogloss:2.07810	validation-mlogloss:2.09326
[70]	train-mlogloss:2.07261	validation-mlogloss:2.08794
[71]	train-mlogloss:2.06707	validation-mlogloss:2.08226
[72]	train-mlogloss:2.06138	validation-mlogloss:2.07641
[73]	train-mlogloss:2.05581	validation-mlogloss:2.07086
[74]	train-mlogloss:2.05037	validation-mlogloss:2.06529
[75]	train-mlogloss:2.04486	validation-mlogloss:2.05961
[76]	train-mlogloss:2.03953	validation-mlogloss:2.05424
[77]	train-mlogloss:2.03413	validation-mlogloss:2.04866
[78]	train-mlogloss:2.02882	validation-mlogloss:2.04334
[79]	train-mlogloss:2.02352	validation-mlogloss:2.03794
[80]	train-mlogloss:2.01842	validation-mlogloss:2.03262
[81]	train-mlogloss:2.01325	validation-mlogloss:2.02725
[82]	train-mlogloss:2.00826	validation-mlogloss:2.02221
[83]	train-mlogloss:2.00320	validation-mlogloss:2.01696
[84]	train-mlogloss:1.99841	validation-mlogloss:2.01224
[85]	train-mlogloss:1.99356	validation-mlogloss:2.00737
[86]	train-mlogloss:1.98873	validation-mlogloss:2.00228
[87]	train-mlogloss:1.98386	validation-mlogloss:1.99741
[88]	train-mlogloss:1.97915	validation-mlogloss:1.99271
[89]	train-mlogloss:1.97444	validation-mlogloss:1.98796
[90]	train-mlogloss:1.96970	validation-mlogloss:1.98301
[91]	train-mlogloss:1.96481	validation-mlogloss:1.97806
[92]	train-mlogloss:1.96017	validation-mlogloss:1.97328
[93]	train-mlogloss:1.95568	validation-mlogloss:1.96860
[94]	train-mlogloss:1.95123	validation-mlogloss:1.96407
[95]	train-mlogloss:1.94668	validation-mlogloss:1.95942
[96]	train-mlogloss:1.94220	validation-mlogloss:1.95471
[97]	train-mlogloss:1.93762	validation-mlogloss:1.94993
[98]	train-mlogloss:1.93327	validation-mlogloss:1.94562
[99]	train-mlogloss:1.92892	validation-mlogloss:1.94128
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[702]	train-mlogloss:1.19964	validation-mlogloss:1.21115
[703]	train-mlogloss:1.19934	validation-mlogloss:1.21098
[704]	train-mlogloss:1.19898	validation-mlogloss:1.21080
[705]	train-mlogloss:1.19864	validation-mlogloss:1.21058
[706]	train-mlogloss:1.19830	validation-mlogloss:1.21042
[707]	train-mlogloss:1.19799	validation-mlogloss:1.21015
[708]	train-mlogloss:1.19770	validation-mlogloss:1.20991
[709]	train-mlogloss:1.19739	validation-mlogloss:1.20973
[710]	train-mlogloss:1.19704	validation-mlogloss:1.20956
[711]	train-mlogloss:1.19672	validation-mlogloss:1.20937
[712]	train-mlogloss:1.19641	validation-mlogloss:1.20917
[713]	train-mlogloss:1.19607	validation-mlogloss:1.20899
[714]	train-mlogloss:1.19573	validation-mlogloss:1.20869
[715]	train-mlogloss:1.19542	validation-mlogloss:1.20846
[716]	train-mlogloss:1.19507	validation-mlogloss:1.20829
[717]	train-mlogloss:1.19477	validation-mlogloss:1.20807
[718]	train-mlogloss:1.19441	validation-mlogloss:1.20784
[719]	train-mlogloss:1.19408	validation-mlogloss:1.20770
[720]	train-mlogloss:1.19374	validation-mlogloss:1.20749
[721]	train-mlogloss:1.19343	validation-mlogloss:1.20735
[722]	train-mlogloss:1.19310	validation-mlogloss:1.20715
[723]	train-mlogloss:1.19281	validation-mlogloss:1.20695
[724]	train-mlogloss:1.19248	validation-mlogloss:1.20673
[725]	train-mlogloss:1.19220	validation-mlogloss:1.20652
[726]	train-mlogloss:1.19189	validation-mlogloss:1.20633
[727]	train-mlogloss:1.19159	validation-mlogloss:1.20618
[728]	train-mlogloss:1.19130	validation-mlogloss:1.20607
[729]	train-mlogloss:1.19095	validation-mlogloss:1.20591
[730]	train-mlogloss:1.19062	validation-mlogloss:1.20580
[731]	train-mlogloss:1.19032	validation-mlogloss:1.20565
[732]	train-mlogloss:1.19000	validation-mlogloss:1.20544
[733]	train-mlogloss:1.18967	validation-mlogloss:1.20539
[734]	train-mlogloss:1.18935	validation-mlogloss:1.20518
[735]	train-mlogloss:1.18908	validation-mlogloss:1.20501
[736]	train-mlogloss:1.18868	validation-mlogloss:1.20478
[737]	train-mlogloss:1.18837	validation-mlogloss:1.20458
[738]	train-mlogloss:1.18805	validation-mlogloss:1.20437
[739]	train-mlogloss:1.18769	validation-mlogloss:1.20422
[740]	train-mlogloss:1.18736	validation-mlogloss:1.20411
[741]	train-mlogloss:1.18703	validation-mlogloss:1.20383
[742]	train-mlogloss:1.18672	validation-mlogloss:1.20365
[743]	train-mlogloss:1.18646	validation-mlogloss:1.20349
[744]	train-mlogloss:1.18620	validation-mlogloss:1.20334
[745]	train-mlogloss:1.18593	validation-mlogloss:1.20323
[746]	train-mlogloss:1.18563	validation-mlogloss:1.20303
[747]	train-mlogloss:1.18535	validation-mlogloss:1.20285
[748]	train-mlogloss:1.18508	validation-mlogloss:1.20271
[749]	train-mlogloss:1.18475	validation-mlogloss:1.20257
[750]	train-mlogloss:1.18444	validation-mlogloss:1.20243
[751]	train-mlogloss:1.18413	validation-mlogloss:1.20229
[752]	train-mlogloss:1.18381	validation-mlogloss:1.20215
[753]	train-mlogloss:1.18353	validation-mlogloss:1.20202
[754]	train-mlogloss:1.18325	validation-mlogloss:1.20187
[755]	train-mlogloss:1.18293	validation-mlogloss:1.20169
[756]	train-mlogloss:1.18266	validation-mlogloss:1.20151
[757]	train-mlogloss:1.18238	validation-mlogloss:1.20135
[758]	train-mlogloss:1.18209	validation-mlogloss:1.20118
[759]	train-mlogloss:1.18184	validation-mlogloss:1.20103
[760]	train-mlogloss:1.18155	validation-mlogloss:1.20087
Saved model to disk.
2025-11-06 14:10:00.173811: 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 14:10:00.184943: 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 00:00:1762434600.197872 1378438 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434600.201778 1378438 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434600.211475 1378438 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434600.211498 1378438 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434600.211500 1378438 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434600.211509 1378438 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:10:00.214581: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69336	validation-mlogloss:2.69353
[1]	train-mlogloss:2.67828	validation-mlogloss:2.67921
[2]	train-mlogloss:2.66425	validation-mlogloss:2.66570
[3]	train-mlogloss:2.65036	validation-mlogloss:2.65224
[4]	train-mlogloss:2.63669	validation-mlogloss:2.63917
[5]	train-mlogloss:2.62321	validation-mlogloss:2.62608
[6]	train-mlogloss:2.60974	validation-mlogloss:2.61321
[7]	train-mlogloss:2.59677	validation-mlogloss:2.60118
[8]	train-mlogloss:2.58415	validation-mlogloss:2.58888
[9]	train-mlogloss:2.57177	validation-mlogloss:2.57697
[10]	train-mlogloss:2.55980	validation-mlogloss:2.56527
[11]	train-mlogloss:2.54760	validation-mlogloss:2.55327
[12]	train-mlogloss:2.53589	validation-mlogloss:2.54230
[13]	train-mlogloss:2.52441	validation-mlogloss:2.53116
[14]	train-mlogloss:2.51294	validation-mlogloss:2.52014
[15]	train-mlogloss:2.50175	validation-mlogloss:2.50953
[16]	train-mlogloss:2.49072	validation-mlogloss:2.49890
[17]	train-mlogloss:2.47998	validation-mlogloss:2.48863
[18]	train-mlogloss:2.46927	validation-mlogloss:2.47809
[19]	train-mlogloss:2.45900	validation-mlogloss:2.46819
[20]	train-mlogloss:2.44846	validation-mlogloss:2.45807
[21]	train-mlogloss:2.43815	validation-mlogloss:2.44807
[22]	train-mlogloss:2.42792	validation-mlogloss:2.43815
[23]	train-mlogloss:2.41818	validation-mlogloss:2.42868
[24]	train-mlogloss:2.40836	validation-mlogloss:2.41916
[25]	train-mlogloss:2.39884	validation-mlogloss:2.40993
[26]	train-mlogloss:2.38948	validation-mlogloss:2.40088
[27]	train-mlogloss:2.38008	validation-mlogloss:2.39161
[28]	train-mlogloss:2.37097	validation-mlogloss:2.38296
[29]	train-mlogloss:2.36203	validation-mlogloss:2.37441
[30]	train-mlogloss:2.35300	validation-mlogloss:2.36564
[31]	train-mlogloss:2.34433	validation-mlogloss:2.35716
[32]	train-mlogloss:2.33562	validation-mlogloss:2.34870
[33]	train-mlogloss:2.32695	validation-mlogloss:2.34030
[34]	train-mlogloss:2.31858	validation-mlogloss:2.33186
[35]	train-mlogloss:2.31025	validation-mlogloss:2.32358
[36]	train-mlogloss:2.30176	validation-mlogloss:2.31501
[37]	train-mlogloss:2.29377	validation-mlogloss:2.30720
[38]	train-mlogloss:2.28585	validation-mlogloss:2.29957
[39]	train-mlogloss:2.27809	validation-mlogloss:2.29201
[40]	train-mlogloss:2.27038	validation-mlogloss:2.28452
[41]	train-mlogloss:2.26257	validation-mlogloss:2.27672
[42]	train-mlogloss:2.25478	validation-mlogloss:2.26913
[43]	train-mlogloss:2.24715	validation-mlogloss:2.26172
[44]	train-mlogloss:2.23971	validation-mlogloss:2.25457
[45]	train-mlogloss:2.23241	validation-mlogloss:2.24735
[46]	train-mlogloss:2.22501	validation-mlogloss:2.23985
[47]	train-mlogloss:2.21782	validation-mlogloss:2.23251
[48]	train-mlogloss:2.21049	validation-mlogloss:2.22523
[49]	train-mlogloss:2.20357	validation-mlogloss:2.21843
[50]	train-mlogloss:2.19659	validation-mlogloss:2.21140
[51]	train-mlogloss:2.18972	validation-mlogloss:2.20468
[52]	train-mlogloss:2.18274	validation-mlogloss:2.19743
[53]	train-mlogloss:2.17600	validation-mlogloss:2.19083
[54]	train-mlogloss:2.16943	validation-mlogloss:2.18448
[55]	train-mlogloss:2.16294	validation-mlogloss:2.17805
[56]	train-mlogloss:2.15654	validation-mlogloss:2.17144
[57]	train-mlogloss:2.15017	validation-mlogloss:2.16513
[58]	train-mlogloss:2.14389	validation-mlogloss:2.15899
[59]	train-mlogloss:2.13755	validation-mlogloss:2.15256
[60]	train-mlogloss:2.13136	validation-mlogloss:2.14629
[61]	train-mlogloss:2.12522	validation-mlogloss:2.14003
[62]	train-mlogloss:2.11924	validation-mlogloss:2.13390
[63]	train-mlogloss:2.11334	validation-mlogloss:2.12826
[64]	train-mlogloss:2.10733	validation-mlogloss:2.12226
[65]	train-mlogloss:2.10143	validation-mlogloss:2.11644
[66]	train-mlogloss:2.09544	validation-mlogloss:2.11048
[67]	train-mlogloss:2.08965	validation-mlogloss:2.10452
[68]	train-mlogloss:2.08392	validation-mlogloss:2.09881
[69]	train-mlogloss:2.07822	validation-mlogloss:2.09315
[70]	train-mlogloss:2.07250	validation-mlogloss:2.08725
[71]	train-mlogloss:2.06680	validation-mlogloss:2.08165
[72]	train-mlogloss:2.06123	validation-mlogloss:2.07592
[73]	train-mlogloss:2.05566	validation-mlogloss:2.07028
[74]	train-mlogloss:2.05034	validation-mlogloss:2.06498
[75]	train-mlogloss:2.04496	validation-mlogloss:2.05974
[76]	train-mlogloss:2.03981	validation-mlogloss:2.05455
[77]	train-mlogloss:2.03441	validation-mlogloss:2.04908
[78]	train-mlogloss:2.02924	validation-mlogloss:2.04374
[79]	train-mlogloss:2.02388	validation-mlogloss:2.03832
[80]	train-mlogloss:2.01890	validation-mlogloss:2.03323
[81]	train-mlogloss:2.01380	validation-mlogloss:2.02809
[82]	train-mlogloss:2.00870	validation-mlogloss:2.02300
[83]	train-mlogloss:2.00372	validation-mlogloss:2.01807
[84]	train-mlogloss:1.99865	validation-mlogloss:2.01292
[85]	train-mlogloss:1.99379	validation-mlogloss:2.00800
[86]	train-mlogloss:1.98883	validation-mlogloss:2.00284
[87]	train-mlogloss:1.98408	validation-mlogloss:1.99796
[88]	train-mlogloss:1.97924	validation-mlogloss:1.99307
[89]	train-mlogloss:1.97471	validation-mlogloss:1.98849
[90]	train-mlogloss:1.97004	validation-mlogloss:1.98374
[91]	train-mlogloss:1.96524	validation-mlogloss:1.97880
[92]	train-mlogloss:1.96059	validation-mlogloss:1.97405
[93]	train-mlogloss:1.95598	validation-mlogloss:1.96937
[94]	train-mlogloss:1.95139	validation-mlogloss:1.96463
[95]	train-mlogloss:1.94692	validation-mlogloss:1.96005
[96]	train-mlogloss:1.94255	validation-mlogloss:1.95560
[97]	train-mlogloss:1.93816	validation-mlogloss:1.95116
[98]	train-mlogloss:1.93383	validation-mlogloss:1.94664
[99]	train-mlogloss:1.92956	validation-mlogloss:1.94230
[100]	train-mlogloss:1.92525	validation-mlogloss:1.93786
[101]	train-mlogloss:1.92095	validation-mlogloss:1.93340
[102]	train-mlogloss:1.91662	validation-mlogloss:1.92884
[103]	train-mlogloss:1.91228	validation-mlogloss:1.92431
[104]	train-mlogloss:1.90808	validation-mlogloss:1.91998
[105]	train-mlogloss:1.90405	validation-mlogloss:1.91586
[106]	train-mlogloss:1.89985	validation-mlogloss:1.91163
[107]	train-mlogloss:1.89556	validation-mlogloss:1.90703
[108]	train-mlogloss:1.89151	validation-mlogloss:1.90279
[109]	train-mlogloss:1.88748	validation-mlogloss:1.89859
[110]	train-mlogloss:1.88321	validation-mlogloss:1.89419
[111]	train-mlogloss:1.87931	validation-mlogloss:1.89011
[112]	train-mlogloss:1.87537	validation-mlogloss:1.88591
[113]	train-mlogloss:1.87151	validation-mlogloss:1.88214
[114]	train-mlogloss:1.86756	validation-mlogloss:1.87804
[115]	train-mlogloss:1.86367	validation-mlogloss:1.87400
[116]	train-mlogloss:1.85979	validation-mlogloss:1.87007
[117]	train-mlogloss:1.85599	validation-mlogloss:1.86605
[118]	train-mlogloss:1.85202	validation-mlogloss:1.86190
[119]	train-mlogloss:1.84833	validation-mlogloss:1.85802
[120]	train-mlogloss:1.84462	validation-mlogloss:1.85417
[121]	train-mlogloss:1.84110	validation-mlogloss:1.85053
[122]	train-mlogloss:1.83753	validation-mlogloss:1.84681
[123]	train-mlogloss:1.83388	validation-mlogloss:1.84323
[124]	train-mlogloss:1.83029	validation-mlogloss:1.83944
[125]	train-mlogloss:1.82680	validation-mlogloss:1.83577
[126]	train-mlogloss:1.82335	validation-mlogloss:1.83221
[127]	train-mlogloss:1.81989	validation-mlogloss:1.82861
[128]	train-mlogloss:1.81654	validation-mlogloss:1.82512
[129]	train-mlogloss:1.81290	validation-mlogloss:1.82136
[130]	train-mlogloss:1.80952	validation-mlogloss:1.81794
[131]	train-mlogloss:1.80609	validation-mlogloss:1.81436
[132]	train-mlogloss:1.80272	validation-mlogloss:1.81089
[133]	train-mlogloss:1.79943	validation-mlogloss:1.80755
[134]	train-mlogloss:1.79616	validation-mlogloss:1.80403
[135]	train-mlogloss:1.79294	validation-mlogloss:1.80071
[136]	train-mlogloss:1.78977	validation-mlogloss:1.79743
[137]	train-mlogloss:1.78663	validation-mlogloss:1.79424
[138]	train-mlogloss:1.78342	validation-mlogloss:1.79091
[139]	train-mlogloss:1.78004	validation-mlogloss:1.78737
[140]	train-mlogloss:1.77686	validation-mlogloss:1.78404
[141]	train-mlogloss:1.77382	validation-mlogloss:1.78085
[142]	train-mlogloss:1.77070	validation-mlogloss:1.77773
[143]	train-mlogloss:1.76738	validation-mlogloss:1.77429
[144]	train-mlogloss:1.76429	validation-mlogloss:1.77106
[145]	train-mlogloss:1.76111	validation-mlogloss:1.76772
[146]	train-mlogloss:1.75820	validation-mlogloss:1.76479
[147]	train-mlogloss:1.75526	validation-mlogloss:1.76181
[148]	train-mlogloss:1.75229	validation-mlogloss:1.75867
[149]	train-mlogloss:1.74925	validation-mlogloss:1.75542
[150]	train-mlogloss:1.74609	validation-mlogloss:1.75201
[151]	train-mlogloss:1.74295	validation-mlogloss:1.74874
[152]	train-mlogloss:1.73998	validation-mlogloss:1.74568
[153]	train-mlogloss:1.73709	validation-mlogloss:1.74272
[154]	train-mlogloss:1.73432	validation-mlogloss:1.73979
[155]	train-mlogloss:1.73131	validation-mlogloss:1.73668
[156]	train-mlogloss:1.72837	validation-mlogloss:1.73363
[157]	train-mlogloss:1.72545	validation-mlogloss:1.73060
[158]	train-mlogloss:1.72268	validation-mlogloss:1.72770
[159]	train-mlogloss:1.71990	validation-mlogloss:1.72474
[160]	train-mlogloss:1.71702	validation-mlogloss:1.72168
[161]	train-mlogloss:1.71430	validation-mlogloss:1.71888
[162]	train-mlogloss:1.71139	validation-mlogloss:1.71590
[163]	train-mlogloss:1.70853	validation-mlogloss:1.71291
[164]	train-mlogloss:1.70568	validation-mlogloss:1.71001
[165]	train-mlogloss:1.70291	validation-mlogloss:1.70714
[166]	train-mlogloss:1.70011	validation-mlogloss:1.70419
[167]	train-mlogloss:1.69735	validation-mlogloss:1.70128
[168]	train-mlogloss:1.69462	validation-mlogloss:1.69847
[169]	train-mlogloss:1.69197	validation-mlogloss:1.69562
[170]	train-mlogloss:1.68920	validation-mlogloss:1.69277
[171]	train-mlogloss:1.68649	validation-mlogloss:1.68991
[172]	train-mlogloss:1.68381	validation-mlogloss:1.68709
[173]	train-mlogloss:1.68114	validation-mlogloss:1.68422
[174]	train-mlogloss:1.67849	validation-mlogloss:1.68143
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[176]	train-mlogloss:1.67325	validation-mlogloss:1.67587
[177]	train-mlogloss:1.67069	validation-mlogloss:1.67314
[178]	train-mlogloss:1.66820	validation-mlogloss:1.67057
[179]	train-mlogloss:1.66570	validation-mlogloss:1.66786
[180]	train-mlogloss:1.66313	validation-mlogloss:1.66514
[181]	train-mlogloss:1.66053	validation-mlogloss:1.66241
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[185]	train-mlogloss:1.65058	validation-mlogloss:1.65185
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[188]	train-mlogloss:1.64340	validation-mlogloss:1.64417
[189]	train-mlogloss:1.64102	validation-mlogloss:1.64159
[190]	train-mlogloss:1.63868	validation-mlogloss:1.63907
[191]	train-mlogloss:1.63627	validation-mlogloss:1.63655
[192]	train-mlogloss:1.63396	validation-mlogloss:1.63400
[193]	train-mlogloss:1.63164	validation-mlogloss:1.63152
[194]	train-mlogloss:1.62938	validation-mlogloss:1.62911
[195]	train-mlogloss:1.62713	validation-mlogloss:1.62672
[196]	train-mlogloss:1.62488	validation-mlogloss:1.62442
[197]	train-mlogloss:1.62263	validation-mlogloss:1.62206
[198]	train-mlogloss:1.62035	validation-mlogloss:1.61966
[199]	train-mlogloss:1.61807	validation-mlogloss:1.61734
[200]	train-mlogloss:1.61585	validation-mlogloss:1.61501
[201]	train-mlogloss:1.61370	validation-mlogloss:1.61277
[202]	train-mlogloss:1.61150	validation-mlogloss:1.61052
[203]	train-mlogloss:1.60936	validation-mlogloss:1.60840
[204]	train-mlogloss:1.60715	validation-mlogloss:1.60609
[205]	train-mlogloss:1.60504	validation-mlogloss:1.60385
[206]	train-mlogloss:1.60287	validation-mlogloss:1.60162
[207]	train-mlogloss:1.60073	validation-mlogloss:1.59935
[208]	train-mlogloss:1.59862	validation-mlogloss:1.59707
[209]	train-mlogloss:1.59653	validation-mlogloss:1.59489
[210]	train-mlogloss:1.59450	validation-mlogloss:1.59285
[211]	train-mlogloss:1.59241	validation-mlogloss:1.59071
[212]	train-mlogloss:1.59032	validation-mlogloss:1.58864
[213]	train-mlogloss:1.58827	validation-mlogloss:1.58655
[214]	train-mlogloss:1.58625	validation-mlogloss:1.58436
[215]	train-mlogloss:1.58425	validation-mlogloss:1.58221
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[519]	train-mlogloss:1.27420	validation-mlogloss:1.26790
[520]	train-mlogloss:1.27367	validation-mlogloss:1.26742
[521]	train-mlogloss:1.27316	validation-mlogloss:1.26701
[522]	train-mlogloss:1.27261	validation-mlogloss:1.26653
[523]	train-mlogloss:1.27207	validation-mlogloss:1.26610
[524]	train-mlogloss:1.27159	validation-mlogloss:1.26570
[525]	train-mlogloss:1.27108	validation-mlogloss:1.26524
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[528]	train-mlogloss:1.26961	validation-mlogloss:1.26393
[529]	train-mlogloss:1.26914	validation-mlogloss:1.26349
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[533]	train-mlogloss:1.26717	validation-mlogloss:1.26196
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[535]	train-mlogloss:1.26625	validation-mlogloss:1.26118
[536]	train-mlogloss:1.26576	validation-mlogloss:1.26078
[537]	train-mlogloss:1.26522	validation-mlogloss:1.26032
[538]	train-mlogloss:1.26475	validation-mlogloss:1.26000
[539]	train-mlogloss:1.26421	validation-mlogloss:1.25958
[540]	train-mlogloss:1.26374	validation-mlogloss:1.25917
[541]	train-mlogloss:1.26324	validation-mlogloss:1.25873
[542]	train-mlogloss:1.26273	validation-mlogloss:1.25833
[543]	train-mlogloss:1.26218	validation-mlogloss:1.25788
[544]	train-mlogloss:1.26167	validation-mlogloss:1.25755
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[624]	train-mlogloss:1.22735	validation-mlogloss:1.23122
[625]	train-mlogloss:1.22698	validation-mlogloss:1.23099
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[627]	train-mlogloss:1.22620	validation-mlogloss:1.23040
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[629]	train-mlogloss:1.22546	validation-mlogloss:1.22990
[630]	train-mlogloss:1.22509	validation-mlogloss:1.22958
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[643]	train-mlogloss:1.22016	validation-mlogloss:1.22604
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[645]	train-mlogloss:1.21943	validation-mlogloss:1.22560
[646]	train-mlogloss:1.21905	validation-mlogloss:1.22535
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[648]	train-mlogloss:1.21836	validation-mlogloss:1.22489
[649]	train-mlogloss:1.21796	validation-mlogloss:1.22466
[650]	train-mlogloss:1.21760	validation-mlogloss:1.22448
[651]	train-mlogloss:1.21723	validation-mlogloss:1.22426
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[653]	train-mlogloss:1.21653	validation-mlogloss:1.22385
[654]	train-mlogloss:1.21619	validation-mlogloss:1.22357
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[662]	train-mlogloss:1.21331	validation-mlogloss:1.22153
[663]	train-mlogloss:1.21292	validation-mlogloss:1.22126
[664]	train-mlogloss:1.21256	validation-mlogloss:1.22101
[665]	train-mlogloss:1.21223	validation-mlogloss:1.22077
[666]	train-mlogloss:1.21189	validation-mlogloss:1.22052
[667]	train-mlogloss:1.21154	validation-mlogloss:1.22028
[668]	train-mlogloss:1.21120	validation-mlogloss:1.22008
[669]	train-mlogloss:1.21084	validation-mlogloss:1.21979
[670]	train-mlogloss:1.21050	validation-mlogloss:1.21957
[671]	train-mlogloss:1.21017	validation-mlogloss:1.21932
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[684]	train-mlogloss:1.20559	validation-mlogloss:1.21622
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[704]	train-mlogloss:1.19883	validation-mlogloss:1.21206
[705]	train-mlogloss:1.19851	validation-mlogloss:1.21187
[706]	train-mlogloss:1.19814	validation-mlogloss:1.21163
[707]	train-mlogloss:1.19783	validation-mlogloss:1.21145
[708]	train-mlogloss:1.19753	validation-mlogloss:1.21129
[709]	train-mlogloss:1.19723	validation-mlogloss:1.21113
[710]	train-mlogloss:1.19689	validation-mlogloss:1.21093
[711]	train-mlogloss:1.19658	validation-mlogloss:1.21069
[712]	train-mlogloss:1.19629	validation-mlogloss:1.21050
[713]	train-mlogloss:1.19594	validation-mlogloss:1.21031
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[715]	train-mlogloss:1.19524	validation-mlogloss:1.20988
[716]	train-mlogloss:1.19495	validation-mlogloss:1.20965
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[718]	train-mlogloss:1.19434	validation-mlogloss:1.20931
[719]	train-mlogloss:1.19404	validation-mlogloss:1.20914
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[721]	train-mlogloss:1.19337	validation-mlogloss:1.20877
[722]	train-mlogloss:1.19307	validation-mlogloss:1.20863
[723]	train-mlogloss:1.19278	validation-mlogloss:1.20843
[724]	train-mlogloss:1.19245	validation-mlogloss:1.20823
[725]	train-mlogloss:1.19215	validation-mlogloss:1.20804
[726]	train-mlogloss:1.19184	validation-mlogloss:1.20781
[727]	train-mlogloss:1.19148	validation-mlogloss:1.20759
[728]	train-mlogloss:1.19116	validation-mlogloss:1.20740
[729]	train-mlogloss:1.19086	validation-mlogloss:1.20728
[730]	train-mlogloss:1.19054	validation-mlogloss:1.20699
[731]	train-mlogloss:1.19025	validation-mlogloss:1.20687
[732]	train-mlogloss:1.18995	validation-mlogloss:1.20668
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[734]	train-mlogloss:1.18932	validation-mlogloss:1.20635
[735]	train-mlogloss:1.18900	validation-mlogloss:1.20617
[736]	train-mlogloss:1.18869	validation-mlogloss:1.20604
[737]	train-mlogloss:1.18837	validation-mlogloss:1.20592
[738]	train-mlogloss:1.18807	validation-mlogloss:1.20576
[739]	train-mlogloss:1.18780	validation-mlogloss:1.20564
[740]	train-mlogloss:1.18750	validation-mlogloss:1.20543
[741]	train-mlogloss:1.18717	validation-mlogloss:1.20523
[742]	train-mlogloss:1.18686	validation-mlogloss:1.20498
[743]	train-mlogloss:1.18657	validation-mlogloss:1.20474
[744]	train-mlogloss:1.18626	validation-mlogloss:1.20457
[745]	train-mlogloss:1.18594	validation-mlogloss:1.20432
[746]	train-mlogloss:1.18567	validation-mlogloss:1.20425
[747]	train-mlogloss:1.18537	validation-mlogloss:1.20407
[748]	train-mlogloss:1.18509	validation-mlogloss:1.20383
[749]	train-mlogloss:1.18480	validation-mlogloss:1.20368
[750]	train-mlogloss:1.18452	validation-mlogloss:1.20352
[751]	train-mlogloss:1.18424	validation-mlogloss:1.20335
[752]	train-mlogloss:1.18398	validation-mlogloss:1.20317
[753]	train-mlogloss:1.18368	validation-mlogloss:1.20300
[754]	train-mlogloss:1.18342	validation-mlogloss:1.20285
[755]	train-mlogloss:1.18317	validation-mlogloss:1.20265
[756]	train-mlogloss:1.18289	validation-mlogloss:1.20246
[757]	train-mlogloss:1.18257	validation-mlogloss:1.20224
[758]	train-mlogloss:1.18228	validation-mlogloss:1.20211
[759]	train-mlogloss:1.18194	validation-mlogloss:1.20192
[760]	train-mlogloss:1.18164	validation-mlogloss:1.20178
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.53 [%]
Global accuracy score (test) = 58.67 [%]
Global F1 score (train) = 61.08 [%]
Global F1 score (test) = 57.53 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.37      0.20      0.26       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.53      0.43       161
       CAMINAR USUAL SPEED       0.40      0.35      0.38       161
            CAMINAR ZIGZAG       0.43      0.41      0.42       161
          DE PIE BARRIENDO       0.67      0.74      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.42      0.41       161
    DE PIE MOVIENDO LIBROS       0.50      0.51      0.51       161
          DE PIE USANDO PC       0.85      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.51      0.34      0.41       161
         SENTADO USANDO PC       0.48      0.53      0.50       161
      SENTADO VIENDO LA TV       0.41      0.27      0.32       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 10: 58.67 [%]
F1-score capturado en la ejecución 10: 57.53 [%]

=== EJECUCIÓN 11 ===

--- TRAIN (ejecución 11) ---

--- TEST (ejecución 11) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.7 [%]
Global accuracy score (test) = 59.01 [%]
Global F1 score (train) = 61.25 [%]
Global F1 score (test) = 57.83 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.34      0.18      0.23       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.52      0.44       161
       CAMINAR USUAL SPEED       0.38      0.37      0.37       161
            CAMINAR ZIGZAG       0.43      0.41      0.42       161
          DE PIE BARRIENDO       0.66      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.42      0.42      0.42       161
    DE PIE MOVIENDO LIBROS       0.50      0.50      0.50       161
          DE PIE USANDO PC       0.84      0.89      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.54      0.39      0.45       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.45      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 11: 59.01 [%]
F1-score capturado en la ejecución 11: 57.83 [%]

=== EJECUCIÓN 12 ===

--- TRAIN (ejecución 12) ---

--- TEST (ejecución 12) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.46 [%]
Global accuracy score (test) = 59.01 [%]
Global F1 score (train) = 61.0 [%]
Global F1 score (test) = 57.79 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.35      0.18      0.24       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.54      0.44       161
       CAMINAR USUAL SPEED       0.39      0.35      0.37       161
            CAMINAR ZIGZAG       0.44      0.43      0.44       161
          DE PIE BARRIENDO       0.66      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.40      0.40       161
    DE PIE MOVIENDO LIBROS       0.49      0.51      0.50       161
          DE PIE USANDO PC       0.86      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.53      0.37      0.44       161
         SENTADO USANDO PC       0.48      0.53      0.50       161
      SENTADO VIENDO LA TV       0.45      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.63      0.89      0.74       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 12: 59.01 [%]
F1-score capturado en la ejecución 12: 57.79 [%]

=== EJECUCIÓN 13 ===

--- TRAIN (ejecución 13) ---

--- TEST (ejecución 13) ---
2025-11-06 14:10:24.324622: 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 14:10:24.335849: 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 00:00:1762434624.348914 1378845 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434624.353115 1378845 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434624.362941 1378845 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434624.362960 1378845 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434624.362961 1378845 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434624.362970 1378845 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:10:24.366107: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69305	validation-mlogloss:2.69363
[1]	train-mlogloss:2.67848	validation-mlogloss:2.67943
[2]	train-mlogloss:2.66333	validation-mlogloss:2.66485
[3]	train-mlogloss:2.64884	validation-mlogloss:2.65101
[4]	train-mlogloss:2.63497	validation-mlogloss:2.63734
[5]	train-mlogloss:2.62133	validation-mlogloss:2.62422
[6]	train-mlogloss:2.60792	validation-mlogloss:2.61136
[7]	train-mlogloss:2.59516	validation-mlogloss:2.59884
[8]	train-mlogloss:2.58253	validation-mlogloss:2.58667
[9]	train-mlogloss:2.57030	validation-mlogloss:2.57514
[10]	train-mlogloss:2.55781	validation-mlogloss:2.56306
[11]	train-mlogloss:2.54599	validation-mlogloss:2.55176
[12]	train-mlogloss:2.53440	validation-mlogloss:2.54077
[13]	train-mlogloss:2.52305	validation-mlogloss:2.52990
[14]	train-mlogloss:2.51143	validation-mlogloss:2.51869
[15]	train-mlogloss:2.50010	validation-mlogloss:2.50788
[16]	train-mlogloss:2.48926	validation-mlogloss:2.49747
[17]	train-mlogloss:2.47853	validation-mlogloss:2.48715
[18]	train-mlogloss:2.46780	validation-mlogloss:2.47657
[19]	train-mlogloss:2.45746	validation-mlogloss:2.46650
[20]	train-mlogloss:2.44753	validation-mlogloss:2.45673
[21]	train-mlogloss:2.43742	validation-mlogloss:2.44692
[22]	train-mlogloss:2.42726	validation-mlogloss:2.43679
[23]	train-mlogloss:2.41741	validation-mlogloss:2.42707
[24]	train-mlogloss:2.40766	validation-mlogloss:2.41760
[25]	train-mlogloss:2.39821	validation-mlogloss:2.40819
[26]	train-mlogloss:2.38877	validation-mlogloss:2.39884
[27]	train-mlogloss:2.37954	validation-mlogloss:2.39004
[28]	train-mlogloss:2.37049	validation-mlogloss:2.38144
[29]	train-mlogloss:2.36160	validation-mlogloss:2.37296
[30]	train-mlogloss:2.35294	validation-mlogloss:2.36476
[31]	train-mlogloss:2.34431	validation-mlogloss:2.35620
[32]	train-mlogloss:2.33573	validation-mlogloss:2.34767
[33]	train-mlogloss:2.32712	validation-mlogloss:2.33921
[34]	train-mlogloss:2.31897	validation-mlogloss:2.33123
[35]	train-mlogloss:2.31084	validation-mlogloss:2.32328
[36]	train-mlogloss:2.30285	validation-mlogloss:2.31563
[37]	train-mlogloss:2.29461	validation-mlogloss:2.30782
[38]	train-mlogloss:2.28669	validation-mlogloss:2.30024
[39]	train-mlogloss:2.27879	validation-mlogloss:2.29253
[40]	train-mlogloss:2.27085	validation-mlogloss:2.28484
[41]	train-mlogloss:2.26333	validation-mlogloss:2.27735
[42]	train-mlogloss:2.25564	validation-mlogloss:2.26938
[43]	train-mlogloss:2.24815	validation-mlogloss:2.26217
[44]	train-mlogloss:2.24083	validation-mlogloss:2.25501
[45]	train-mlogloss:2.23342	validation-mlogloss:2.24771
[46]	train-mlogloss:2.22591	validation-mlogloss:2.24023
[47]	train-mlogloss:2.21871	validation-mlogloss:2.23309
[48]	train-mlogloss:2.21151	validation-mlogloss:2.22609
[49]	train-mlogloss:2.20436	validation-mlogloss:2.21907
[50]	train-mlogloss:2.19728	validation-mlogloss:2.21196
[51]	train-mlogloss:2.19036	validation-mlogloss:2.20507
[52]	train-mlogloss:2.18352	validation-mlogloss:2.19837
[53]	train-mlogloss:2.17668	validation-mlogloss:2.19139
[54]	train-mlogloss:2.16994	validation-mlogloss:2.18461
[55]	train-mlogloss:2.16321	validation-mlogloss:2.17777
[56]	train-mlogloss:2.15685	validation-mlogloss:2.17165
[57]	train-mlogloss:2.15040	validation-mlogloss:2.16506
[58]	train-mlogloss:2.14412	validation-mlogloss:2.15891
[59]	train-mlogloss:2.13788	validation-mlogloss:2.15282
[60]	train-mlogloss:2.13158	validation-mlogloss:2.14653
[61]	train-mlogloss:2.12548	validation-mlogloss:2.14057
[62]	train-mlogloss:2.11945	validation-mlogloss:2.13467
[63]	train-mlogloss:2.11345	validation-mlogloss:2.12884
[64]	train-mlogloss:2.10745	validation-mlogloss:2.12296
[65]	train-mlogloss:2.10147	validation-mlogloss:2.11703
[66]	train-mlogloss:2.09542	validation-mlogloss:2.11084
[67]	train-mlogloss:2.08939	validation-mlogloss:2.10445
[68]	train-mlogloss:2.08379	validation-mlogloss:2.09886
[69]	train-mlogloss:2.07813	validation-mlogloss:2.09322
[70]	train-mlogloss:2.07238	validation-mlogloss:2.08749
[71]	train-mlogloss:2.06704	validation-mlogloss:2.08228
[72]	train-mlogloss:2.06145	validation-mlogloss:2.07637
[73]	train-mlogloss:2.05588	validation-mlogloss:2.07068
[74]	train-mlogloss:2.05043	validation-mlogloss:2.06500
[75]	train-mlogloss:2.04494	validation-mlogloss:2.05932
[76]	train-mlogloss:2.03959	validation-mlogloss:2.05388
[77]	train-mlogloss:2.03434	validation-mlogloss:2.04849
[78]	train-mlogloss:2.02915	validation-mlogloss:2.04314
[79]	train-mlogloss:2.02379	validation-mlogloss:2.03752
[80]	train-mlogloss:2.01883	validation-mlogloss:2.03274
[81]	train-mlogloss:2.01349	validation-mlogloss:2.02733
[82]	train-mlogloss:2.00843	validation-mlogloss:2.02219
[83]	train-mlogloss:2.00339	validation-mlogloss:2.01689
[84]	train-mlogloss:1.99834	validation-mlogloss:2.01188
[85]	train-mlogloss:1.99323	validation-mlogloss:2.00664
[86]	train-mlogloss:1.98840	validation-mlogloss:2.00177
[87]	train-mlogloss:1.98359	validation-mlogloss:1.99683
[88]	train-mlogloss:1.97895	validation-mlogloss:1.99221
[89]	train-mlogloss:1.97421	validation-mlogloss:1.98726
[90]	train-mlogloss:1.96940	validation-mlogloss:1.98231
[91]	train-mlogloss:1.96472	validation-mlogloss:1.97765
[92]	train-mlogloss:1.96011	validation-mlogloss:1.97277
[93]	train-mlogloss:1.95553	validation-mlogloss:1.96798
[94]	train-mlogloss:1.95094	validation-mlogloss:1.96322
[95]	train-mlogloss:1.94635	validation-mlogloss:1.95863
[96]	train-mlogloss:1.94173	validation-mlogloss:1.95382
[97]	train-mlogloss:1.93722	validation-mlogloss:1.94933
[98]	train-mlogloss:1.93272	validation-mlogloss:1.94477
[99]	train-mlogloss:1.92836	validation-mlogloss:1.94016
[100]	train-mlogloss:1.92398	validation-mlogloss:1.93567
[101]	train-mlogloss:1.91972	validation-mlogloss:1.93127
[102]	train-mlogloss:1.91551	validation-mlogloss:1.92696
[103]	train-mlogloss:1.91126	validation-mlogloss:1.92254
[104]	train-mlogloss:1.90709	validation-mlogloss:1.91823
[105]	train-mlogloss:1.90298	validation-mlogloss:1.91399
[106]	train-mlogloss:1.89855	validation-mlogloss:1.90941
[107]	train-mlogloss:1.89446	validation-mlogloss:1.90519
[108]	train-mlogloss:1.89023	validation-mlogloss:1.90086
[109]	train-mlogloss:1.88626	validation-mlogloss:1.89686
[110]	train-mlogloss:1.88202	validation-mlogloss:1.89256
[111]	train-mlogloss:1.87813	validation-mlogloss:1.88860
[112]	train-mlogloss:1.87420	validation-mlogloss:1.88449
[113]	train-mlogloss:1.87033	validation-mlogloss:1.88047
[114]	train-mlogloss:1.86640	validation-mlogloss:1.87645
[115]	train-mlogloss:1.86252	validation-mlogloss:1.87245
[116]	train-mlogloss:1.85841	validation-mlogloss:1.86831
[117]	train-mlogloss:1.85469	validation-mlogloss:1.86453
[118]	train-mlogloss:1.85091	validation-mlogloss:1.86066
[119]	train-mlogloss:1.84724	validation-mlogloss:1.85691
[120]	train-mlogloss:1.84353	validation-mlogloss:1.85302
[121]	train-mlogloss:1.83960	validation-mlogloss:1.84894
[122]	train-mlogloss:1.83576	validation-mlogloss:1.84497
[123]	train-mlogloss:1.83213	validation-mlogloss:1.84115
[124]	train-mlogloss:1.82825	validation-mlogloss:1.83714
[125]	train-mlogloss:1.82484	validation-mlogloss:1.83363
[126]	train-mlogloss:1.82133	validation-mlogloss:1.83003
[127]	train-mlogloss:1.81793	validation-mlogloss:1.82652
[128]	train-mlogloss:1.81450	validation-mlogloss:1.82293
[129]	train-mlogloss:1.81111	validation-mlogloss:1.81941
[130]	train-mlogloss:1.80780	validation-mlogloss:1.81592
[131]	train-mlogloss:1.80441	validation-mlogloss:1.81240
[132]	train-mlogloss:1.80111	validation-mlogloss:1.80892
[133]	train-mlogloss:1.79782	validation-mlogloss:1.80547
[134]	train-mlogloss:1.79445	validation-mlogloss:1.80201
[135]	train-mlogloss:1.79127	validation-mlogloss:1.79865
[136]	train-mlogloss:1.78804	validation-mlogloss:1.79524
[137]	train-mlogloss:1.78479	validation-mlogloss:1.79179
[138]	train-mlogloss:1.78164	validation-mlogloss:1.78843
[139]	train-mlogloss:1.77855	validation-mlogloss:1.78514
[140]	train-mlogloss:1.77525	validation-mlogloss:1.78166
[141]	train-mlogloss:1.77206	validation-mlogloss:1.77834
[142]	train-mlogloss:1.76897	validation-mlogloss:1.77514
[143]	train-mlogloss:1.76588	validation-mlogloss:1.77201
[144]	train-mlogloss:1.76289	validation-mlogloss:1.76880
[145]	train-mlogloss:1.75988	validation-mlogloss:1.76577
[146]	train-mlogloss:1.75689	validation-mlogloss:1.76265
[147]	train-mlogloss:1.75390	validation-mlogloss:1.75956
[148]	train-mlogloss:1.75102	validation-mlogloss:1.75661
[149]	train-mlogloss:1.74806	validation-mlogloss:1.75350
[150]	train-mlogloss:1.74508	validation-mlogloss:1.75038
[151]	train-mlogloss:1.74201	validation-mlogloss:1.74709
[152]	train-mlogloss:1.73889	validation-mlogloss:1.74377
[153]	train-mlogloss:1.73605	validation-mlogloss:1.74089
[154]	train-mlogloss:1.73298	validation-mlogloss:1.73773
[155]	train-mlogloss:1.72997	validation-mlogloss:1.73448
[156]	train-mlogloss:1.72698	validation-mlogloss:1.73143
[157]	train-mlogloss:1.72397	validation-mlogloss:1.72813
[158]	train-mlogloss:1.72126	validation-mlogloss:1.72527
[159]	train-mlogloss:1.71829	validation-mlogloss:1.72219
[160]	train-mlogloss:1.71532	validation-mlogloss:1.71910
[161]	train-mlogloss:1.71242	validation-mlogloss:1.71604
[162]	train-mlogloss:1.70962	validation-mlogloss:1.71313
[163]	train-mlogloss:1.70678	validation-mlogloss:1.71022
[164]	train-mlogloss:1.70395	validation-mlogloss:1.70728
[165]	train-mlogloss:1.70114	validation-mlogloss:1.70429
[166]	train-mlogloss:1.69835	validation-mlogloss:1.70139
[167]	train-mlogloss:1.69553	validation-mlogloss:1.69843
[168]	train-mlogloss:1.69273	validation-mlogloss:1.69549
[169]	train-mlogloss:1.69003	validation-mlogloss:1.69267
[170]	train-mlogloss:1.68753	validation-mlogloss:1.69023
[171]	train-mlogloss:1.68487	validation-mlogloss:1.68736
[172]	train-mlogloss:1.68217	validation-mlogloss:1.68442
[173]	train-mlogloss:1.67950	validation-mlogloss:1.68157
[174]	train-mlogloss:1.67693	validation-mlogloss:1.67877
[175]	train-mlogloss:1.67438	validation-mlogloss:1.67620
[176]	train-mlogloss:1.67184	validation-mlogloss:1.67350
[177]	train-mlogloss:1.66928	validation-mlogloss:1.67074
[178]	train-mlogloss:1.66692	validation-mlogloss:1.66823
[179]	train-mlogloss:1.66443	validation-mlogloss:1.66557
[180]	train-mlogloss:1.66191	validation-mlogloss:1.66290
[181]	train-mlogloss:1.65944	validation-mlogloss:1.66042
[182]	train-mlogloss:1.65698	validation-mlogloss:1.65779
[183]	train-mlogloss:1.65450	validation-mlogloss:1.65518
[184]	train-mlogloss:1.65201	validation-mlogloss:1.65263
[185]	train-mlogloss:1.64950	validation-mlogloss:1.65011
[186]	train-mlogloss:1.64706	validation-mlogloss:1.64748
[187]	train-mlogloss:1.64467	validation-mlogloss:1.64498
[188]	train-mlogloss:1.64230	validation-mlogloss:1.64257
[189]	train-mlogloss:1.63991	validation-mlogloss:1.63996
[190]	train-mlogloss:1.63748	validation-mlogloss:1.63744
[191]	train-mlogloss:1.63514	validation-mlogloss:1.63489
[192]	train-mlogloss:1.63290	validation-mlogloss:1.63248
[193]	train-mlogloss:1.63060	validation-mlogloss:1.63006
[194]	train-mlogloss:1.62835	validation-mlogloss:1.62765
[195]	train-mlogloss:1.62607	validation-mlogloss:1.62526
[196]	train-mlogloss:1.62382	validation-mlogloss:1.62294
[197]	train-mlogloss:1.62155	validation-mlogloss:1.62055
[198]	train-mlogloss:1.61933	validation-mlogloss:1.61825
[199]	train-mlogloss:1.61714	validation-mlogloss:1.61603
[200]	train-mlogloss:1.61491	validation-mlogloss:1.61379
[201]	train-mlogloss:1.61271	validation-mlogloss:1.61150
[202]	train-mlogloss:1.61043	validation-mlogloss:1.60907
[203]	train-mlogloss:1.60826	validation-mlogloss:1.60678
[204]	train-mlogloss:1.60615	validation-mlogloss:1.60467
[205]	train-mlogloss:1.60408	validation-mlogloss:1.60239
[206]	train-mlogloss:1.60202	validation-mlogloss:1.60026
[207]	train-mlogloss:1.59988	validation-mlogloss:1.59794
[208]	train-mlogloss:1.59783	validation-mlogloss:1.59576
[209]	train-mlogloss:1.59572	validation-mlogloss:1.59354
[210]	train-mlogloss:1.59369	validation-mlogloss:1.59141
[211]	train-mlogloss:1.59160	validation-mlogloss:1.58916
[212]	train-mlogloss:1.58955	validation-mlogloss:1.58702
[213]	train-mlogloss:1.58748	validation-mlogloss:1.58480
[214]	train-mlogloss:1.58547	validation-mlogloss:1.58263
[215]	train-mlogloss:1.58351	validation-mlogloss:1.58066
[216]	train-mlogloss:1.58151	validation-mlogloss:1.57861
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[610]	train-mlogloss:1.23225	validation-mlogloss:1.23590
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[720]	train-mlogloss:1.19329	validation-mlogloss:1.20918
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[729]	train-mlogloss:1.19054	validation-mlogloss:1.20748
[730]	train-mlogloss:1.19019	validation-mlogloss:1.20728
[731]	train-mlogloss:1.18991	validation-mlogloss:1.20708
[732]	train-mlogloss:1.18965	validation-mlogloss:1.20688
[733]	train-mlogloss:1.18933	validation-mlogloss:1.20666
[734]	train-mlogloss:1.18903	validation-mlogloss:1.20646
[735]	train-mlogloss:1.18871	validation-mlogloss:1.20623
[736]	train-mlogloss:1.18834	validation-mlogloss:1.20605
[737]	train-mlogloss:1.18805	validation-mlogloss:1.20586
[738]	train-mlogloss:1.18778	validation-mlogloss:1.20575
[739]	train-mlogloss:1.18748	validation-mlogloss:1.20556
[740]	train-mlogloss:1.18719	validation-mlogloss:1.20535
[741]	train-mlogloss:1.18690	validation-mlogloss:1.20513
[742]	train-mlogloss:1.18657	validation-mlogloss:1.20495
[743]	train-mlogloss:1.18627	validation-mlogloss:1.20473
[744]	train-mlogloss:1.18596	validation-mlogloss:1.20454
[745]	train-mlogloss:1.18567	validation-mlogloss:1.20433
[746]	train-mlogloss:1.18536	validation-mlogloss:1.20414
[747]	train-mlogloss:1.18507	validation-mlogloss:1.20399
[748]	train-mlogloss:1.18478	validation-mlogloss:1.20380
[749]	train-mlogloss:1.18452	validation-mlogloss:1.20360
[750]	train-mlogloss:1.18421	validation-mlogloss:1.20343
[751]	train-mlogloss:1.18392	validation-mlogloss:1.20324
[752]	train-mlogloss:1.18365	validation-mlogloss:1.20308
[753]	train-mlogloss:1.18330	validation-mlogloss:1.20282
[754]	train-mlogloss:1.18298	validation-mlogloss:1.20270
[755]	train-mlogloss:1.18267	validation-mlogloss:1.20250
[756]	train-mlogloss:1.18239	validation-mlogloss:1.20234
[757]	train-mlogloss:1.18212	validation-mlogloss:1.20218
[758]	train-mlogloss:1.18182	validation-mlogloss:1.20198
[759]	train-mlogloss:1.18155	validation-mlogloss:1.20180
[760]	train-mlogloss:1.18125	validation-mlogloss:1.20158
Saved model to disk.
2025-11-06 14:10:48.760894: 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 14:10:48.772188: 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 00:00:1762434648.785361 1379250 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434648.789325 1379250 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434648.799420 1379250 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434648.799440 1379250 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434648.799449 1379250 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434648.799450 1379250 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:10:48.802466: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69350	validation-mlogloss:2.69409
[1]	train-mlogloss:2.67895	validation-mlogloss:2.67991
[2]	train-mlogloss:2.66471	validation-mlogloss:2.66637
[3]	train-mlogloss:2.65060	validation-mlogloss:2.65262
[4]	train-mlogloss:2.63738	validation-mlogloss:2.63992
[5]	train-mlogloss:2.62361	validation-mlogloss:2.62660
[6]	train-mlogloss:2.61053	validation-mlogloss:2.61413
[7]	train-mlogloss:2.59745	validation-mlogloss:2.60168
[8]	train-mlogloss:2.58472	validation-mlogloss:2.58931
[9]	train-mlogloss:2.57225	validation-mlogloss:2.57745
[10]	train-mlogloss:2.55989	validation-mlogloss:2.56560
[11]	train-mlogloss:2.54745	validation-mlogloss:2.55363
[12]	train-mlogloss:2.53558	validation-mlogloss:2.54230
[13]	train-mlogloss:2.52377	validation-mlogloss:2.53074
[14]	train-mlogloss:2.51258	validation-mlogloss:2.51986
[15]	train-mlogloss:2.50132	validation-mlogloss:2.50926
[16]	train-mlogloss:2.49016	validation-mlogloss:2.49860
[17]	train-mlogloss:2.47914	validation-mlogloss:2.48797
[18]	train-mlogloss:2.46841	validation-mlogloss:2.47762
[19]	train-mlogloss:2.45786	validation-mlogloss:2.46749
[20]	train-mlogloss:2.44739	validation-mlogloss:2.45720
[21]	train-mlogloss:2.43742	validation-mlogloss:2.44763
[22]	train-mlogloss:2.42755	validation-mlogloss:2.43809
[23]	train-mlogloss:2.41803	validation-mlogloss:2.42882
[24]	train-mlogloss:2.40840	validation-mlogloss:2.41939
[25]	train-mlogloss:2.39871	validation-mlogloss:2.40994
[26]	train-mlogloss:2.38926	validation-mlogloss:2.40078
[27]	train-mlogloss:2.37997	validation-mlogloss:2.39156
[28]	train-mlogloss:2.37095	validation-mlogloss:2.38260
[29]	train-mlogloss:2.36193	validation-mlogloss:2.37395
[30]	train-mlogloss:2.35300	validation-mlogloss:2.36547
[31]	train-mlogloss:2.34420	validation-mlogloss:2.35681
[32]	train-mlogloss:2.33560	validation-mlogloss:2.34843
[33]	train-mlogloss:2.32705	validation-mlogloss:2.34012
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[730]	train-mlogloss:1.19060	validation-mlogloss:1.20645
[731]	train-mlogloss:1.19029	validation-mlogloss:1.20630
[732]	train-mlogloss:1.18998	validation-mlogloss:1.20615
[733]	train-mlogloss:1.18967	validation-mlogloss:1.20600
[734]	train-mlogloss:1.18934	validation-mlogloss:1.20585
[735]	train-mlogloss:1.18901	validation-mlogloss:1.20568
[736]	train-mlogloss:1.18872	validation-mlogloss:1.20550
[737]	train-mlogloss:1.18840	validation-mlogloss:1.20531
[738]	train-mlogloss:1.18812	validation-mlogloss:1.20515
[739]	train-mlogloss:1.18785	validation-mlogloss:1.20492
[740]	train-mlogloss:1.18756	validation-mlogloss:1.20471
[741]	train-mlogloss:1.18730	validation-mlogloss:1.20456
[742]	train-mlogloss:1.18699	validation-mlogloss:1.20439
[743]	train-mlogloss:1.18667	validation-mlogloss:1.20416
[744]	train-mlogloss:1.18630	validation-mlogloss:1.20399
[745]	train-mlogloss:1.18604	validation-mlogloss:1.20382
[746]	train-mlogloss:1.18577	validation-mlogloss:1.20364
[747]	train-mlogloss:1.18548	validation-mlogloss:1.20344
[748]	train-mlogloss:1.18520	validation-mlogloss:1.20327
[749]	train-mlogloss:1.18489	validation-mlogloss:1.20307
[750]	train-mlogloss:1.18460	validation-mlogloss:1.20286
[751]	train-mlogloss:1.18430	validation-mlogloss:1.20274
[752]	train-mlogloss:1.18402	validation-mlogloss:1.20259
[753]	train-mlogloss:1.18370	validation-mlogloss:1.20235
[754]	train-mlogloss:1.18339	validation-mlogloss:1.20218
[755]	train-mlogloss:1.18309	validation-mlogloss:1.20198
[756]	train-mlogloss:1.18279	validation-mlogloss:1.20187
[757]	train-mlogloss:1.18253	validation-mlogloss:1.20168
[758]	train-mlogloss:1.18223	validation-mlogloss:1.20157
[759]	train-mlogloss:1.18192	validation-mlogloss:1.20140
[760]	train-mlogloss:1.18165	validation-mlogloss:1.20118
Saved model to disk.
2025-11-06 14:11:13.081030: 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 14:11:13.092304: 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 00:00:1762434673.105476 1379660 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434673.109574 1379660 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434673.119276 1379660 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434673.119293 1379660 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434673.119295 1379660 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434673.119296 1379660 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:11:13.122268: 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..
Training a non-convolutional model.
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[1]	train-mlogloss:2.67922	validation-mlogloss:2.67985
[2]	train-mlogloss:2.66509	validation-mlogloss:2.66630
[3]	train-mlogloss:2.65068	validation-mlogloss:2.65247
[4]	train-mlogloss:2.63656	validation-mlogloss:2.63929
[5]	train-mlogloss:2.62276	validation-mlogloss:2.62586
[6]	train-mlogloss:2.60947	validation-mlogloss:2.61308
[7]	train-mlogloss:2.59667	validation-mlogloss:2.60100
[8]	train-mlogloss:2.58401	validation-mlogloss:2.58868
[9]	train-mlogloss:2.57130	validation-mlogloss:2.57628
[10]	train-mlogloss:2.55886	validation-mlogloss:2.56445
[11]	train-mlogloss:2.54679	validation-mlogloss:2.55311
[12]	train-mlogloss:2.53506	validation-mlogloss:2.54193
[13]	train-mlogloss:2.52346	validation-mlogloss:2.53095
[14]	train-mlogloss:2.51201	validation-mlogloss:2.52008
[15]	train-mlogloss:2.50100	validation-mlogloss:2.50950
[16]	train-mlogloss:2.48982	validation-mlogloss:2.49830
[17]	train-mlogloss:2.47888	validation-mlogloss:2.48772
[18]	train-mlogloss:2.46858	validation-mlogloss:2.47786
[19]	train-mlogloss:2.45842	validation-mlogloss:2.46808
[20]	train-mlogloss:2.44802	validation-mlogloss:2.45792
[21]	train-mlogloss:2.43805	validation-mlogloss:2.44845
[22]	train-mlogloss:2.42805	validation-mlogloss:2.43869
[23]	train-mlogloss:2.41814	validation-mlogloss:2.42904
[24]	train-mlogloss:2.40834	validation-mlogloss:2.41936
[25]	train-mlogloss:2.39886	validation-mlogloss:2.41003
[26]	train-mlogloss:2.38939	validation-mlogloss:2.40088
[27]	train-mlogloss:2.38026	validation-mlogloss:2.39204
[28]	train-mlogloss:2.37117	validation-mlogloss:2.38301
[29]	train-mlogloss:2.36204	validation-mlogloss:2.37431
[30]	train-mlogloss:2.35313	validation-mlogloss:2.36582
[31]	train-mlogloss:2.34433	validation-mlogloss:2.35718
[32]	train-mlogloss:2.33579	validation-mlogloss:2.34903
[33]	train-mlogloss:2.32718	validation-mlogloss:2.34049
[34]	train-mlogloss:2.31885	validation-mlogloss:2.33261
[35]	train-mlogloss:2.31051	validation-mlogloss:2.32456
[36]	train-mlogloss:2.30232	validation-mlogloss:2.31669
[37]	train-mlogloss:2.29419	validation-mlogloss:2.30862
[38]	train-mlogloss:2.28631	validation-mlogloss:2.30096
[39]	train-mlogloss:2.27856	validation-mlogloss:2.29352
[40]	train-mlogloss:2.27079	validation-mlogloss:2.28564
[41]	train-mlogloss:2.26306	validation-mlogloss:2.27796
[42]	train-mlogloss:2.25541	validation-mlogloss:2.27042
[43]	train-mlogloss:2.24793	validation-mlogloss:2.26300
[44]	train-mlogloss:2.24037	validation-mlogloss:2.25543
[45]	train-mlogloss:2.23299	validation-mlogloss:2.24815
[46]	train-mlogloss:2.22573	validation-mlogloss:2.24117
[47]	train-mlogloss:2.21838	validation-mlogloss:2.23364
[48]	train-mlogloss:2.21119	validation-mlogloss:2.22631
[49]	train-mlogloss:2.20424	validation-mlogloss:2.21965
[50]	train-mlogloss:2.19736	validation-mlogloss:2.21303
[51]	train-mlogloss:2.19043	validation-mlogloss:2.20638
[52]	train-mlogloss:2.18372	validation-mlogloss:2.19990
[53]	train-mlogloss:2.17681	validation-mlogloss:2.19277
[54]	train-mlogloss:2.17011	validation-mlogloss:2.18626
[55]	train-mlogloss:2.16356	validation-mlogloss:2.17975
[56]	train-mlogloss:2.15700	validation-mlogloss:2.17322
[57]	train-mlogloss:2.15044	validation-mlogloss:2.16642
[58]	train-mlogloss:2.14402	validation-mlogloss:2.16004
[59]	train-mlogloss:2.13774	validation-mlogloss:2.15365
[60]	train-mlogloss:2.13157	validation-mlogloss:2.14738
[61]	train-mlogloss:2.12538	validation-mlogloss:2.14096
[62]	train-mlogloss:2.11927	validation-mlogloss:2.13499
[63]	train-mlogloss:2.11327	validation-mlogloss:2.12897
[64]	train-mlogloss:2.10724	validation-mlogloss:2.12281
[65]	train-mlogloss:2.10145	validation-mlogloss:2.11724
[66]	train-mlogloss:2.09580	validation-mlogloss:2.11167
[67]	train-mlogloss:2.08994	validation-mlogloss:2.10569
[68]	train-mlogloss:2.08421	validation-mlogloss:2.09991
[69]	train-mlogloss:2.07847	validation-mlogloss:2.09402
[70]	train-mlogloss:2.07291	validation-mlogloss:2.08861
[71]	train-mlogloss:2.06739	validation-mlogloss:2.08305
[72]	train-mlogloss:2.06169	validation-mlogloss:2.07708
[73]	train-mlogloss:2.05618	validation-mlogloss:2.07166
[74]	train-mlogloss:2.05063	validation-mlogloss:2.06599
[75]	train-mlogloss:2.04508	validation-mlogloss:2.06030
[76]	train-mlogloss:2.03973	validation-mlogloss:2.05488
[77]	train-mlogloss:2.03447	validation-mlogloss:2.04963
[78]	train-mlogloss:2.02920	validation-mlogloss:2.04428
[79]	train-mlogloss:2.02397	validation-mlogloss:2.03891
[80]	train-mlogloss:2.01888	validation-mlogloss:2.03374
[81]	train-mlogloss:2.01388	validation-mlogloss:2.02873
[82]	train-mlogloss:2.00889	validation-mlogloss:2.02351
[83]	train-mlogloss:2.00393	validation-mlogloss:2.01863
[84]	train-mlogloss:1.99907	validation-mlogloss:2.01351
[85]	train-mlogloss:1.99414	validation-mlogloss:2.00846
[86]	train-mlogloss:1.98922	validation-mlogloss:2.00346
[87]	train-mlogloss:1.98452	validation-mlogloss:1.99881
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[89]	train-mlogloss:1.97502	validation-mlogloss:1.98924
[90]	train-mlogloss:1.97012	validation-mlogloss:1.98418
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[92]	train-mlogloss:1.96059	validation-mlogloss:1.97454
[93]	train-mlogloss:1.95601	validation-mlogloss:1.96973
[94]	train-mlogloss:1.95150	validation-mlogloss:1.96516
[95]	train-mlogloss:1.94701	validation-mlogloss:1.96055
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[99]	train-mlogloss:1.92946	validation-mlogloss:1.94241
[100]	train-mlogloss:1.92507	validation-mlogloss:1.93793
[101]	train-mlogloss:1.92074	validation-mlogloss:1.93361
[102]	train-mlogloss:1.91653	validation-mlogloss:1.92919
[103]	train-mlogloss:1.91213	validation-mlogloss:1.92460
[104]	train-mlogloss:1.90799	validation-mlogloss:1.92045
[105]	train-mlogloss:1.90385	validation-mlogloss:1.91608
[106]	train-mlogloss:1.89967	validation-mlogloss:1.91189
[107]	train-mlogloss:1.89558	validation-mlogloss:1.90781
[108]	train-mlogloss:1.89147	validation-mlogloss:1.90358
[109]	train-mlogloss:1.88748	validation-mlogloss:1.89936
[110]	train-mlogloss:1.88318	validation-mlogloss:1.89499
[111]	train-mlogloss:1.87925	validation-mlogloss:1.89086
[112]	train-mlogloss:1.87536	validation-mlogloss:1.88683
[113]	train-mlogloss:1.87147	validation-mlogloss:1.88280
[114]	train-mlogloss:1.86763	validation-mlogloss:1.87875
[115]	train-mlogloss:1.86379	validation-mlogloss:1.87467
[116]	train-mlogloss:1.85962	validation-mlogloss:1.87029
[117]	train-mlogloss:1.85578	validation-mlogloss:1.86633
[118]	train-mlogloss:1.85195	validation-mlogloss:1.86228
[119]	train-mlogloss:1.84816	validation-mlogloss:1.85830
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[121]	train-mlogloss:1.84073	validation-mlogloss:1.85063
[122]	train-mlogloss:1.83710	validation-mlogloss:1.84674
[123]	train-mlogloss:1.83347	validation-mlogloss:1.84310
[124]	train-mlogloss:1.82996	validation-mlogloss:1.83950
[125]	train-mlogloss:1.82642	validation-mlogloss:1.83585
[126]	train-mlogloss:1.82282	validation-mlogloss:1.83222
[127]	train-mlogloss:1.81929	validation-mlogloss:1.82864
[128]	train-mlogloss:1.81560	validation-mlogloss:1.82473
[129]	train-mlogloss:1.81222	validation-mlogloss:1.82135
[130]	train-mlogloss:1.80887	validation-mlogloss:1.81795
[131]	train-mlogloss:1.80554	validation-mlogloss:1.81458
[132]	train-mlogloss:1.80219	validation-mlogloss:1.81109
[133]	train-mlogloss:1.79893	validation-mlogloss:1.80778
[134]	train-mlogloss:1.79560	validation-mlogloss:1.80429
[135]	train-mlogloss:1.79233	validation-mlogloss:1.80083
[136]	train-mlogloss:1.78911	validation-mlogloss:1.79742
[137]	train-mlogloss:1.78594	validation-mlogloss:1.79409
[138]	train-mlogloss:1.78277	validation-mlogloss:1.79082
[139]	train-mlogloss:1.77955	validation-mlogloss:1.78754
[140]	train-mlogloss:1.77624	validation-mlogloss:1.78409
[141]	train-mlogloss:1.77320	validation-mlogloss:1.78084
[142]	train-mlogloss:1.76997	validation-mlogloss:1.77744
[143]	train-mlogloss:1.76692	validation-mlogloss:1.77422
[144]	train-mlogloss:1.76392	validation-mlogloss:1.77104
[145]	train-mlogloss:1.76089	validation-mlogloss:1.76801
[146]	train-mlogloss:1.75790	validation-mlogloss:1.76508
[147]	train-mlogloss:1.75486	validation-mlogloss:1.76197
[148]	train-mlogloss:1.75194	validation-mlogloss:1.75896
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[752]	train-mlogloss:1.18324	validation-mlogloss:1.20371
[753]	train-mlogloss:1.18295	validation-mlogloss:1.20360
[754]	train-mlogloss:1.18263	validation-mlogloss:1.20334
[755]	train-mlogloss:1.18235	validation-mlogloss:1.20320
[756]	train-mlogloss:1.18201	validation-mlogloss:1.20303
[757]	train-mlogloss:1.18173	validation-mlogloss:1.20289
[758]	train-mlogloss:1.18143	validation-mlogloss:1.20273
[759]	train-mlogloss:1.18114	validation-mlogloss:1.20251
[760]	train-mlogloss:1.18083	validation-mlogloss:1.20232
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.54 [%]
Global accuracy score (test) = 58.55 [%]
Global F1 score (train) = 61.1 [%]
Global F1 score (test) = 57.41 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.40      0.22      0.29       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.53      0.44       161
       CAMINAR USUAL SPEED       0.40      0.34      0.37       161
            CAMINAR ZIGZAG       0.42      0.41      0.42       161
          DE PIE BARRIENDO       0.67      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.40      0.40       161
    DE PIE MOVIENDO LIBROS       0.48      0.49      0.49       161
          DE PIE USANDO PC       0.84      0.89      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.34      0.40       161
         SENTADO USANDO PC       0.48      0.52      0.50       161
      SENTADO VIENDO LA TV       0.42      0.28      0.33       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.57      2415
              weighted avg       0.58      0.59      0.57      2415


Accuracy capturado en la ejecución 13: 58.55 [%]
F1-score capturado en la ejecución 13: 57.41 [%]

=== EJECUCIÓN 14 ===

--- TRAIN (ejecución 14) ---

--- TEST (ejecución 14) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.58 [%]
Global accuracy score (test) = 58.3 [%]
Global F1 score (train) = 61.14 [%]
Global F1 score (test) = 57.1 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.34      0.19      0.25       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.51      0.43       161
       CAMINAR USUAL SPEED       0.39      0.35      0.37       161
            CAMINAR ZIGZAG       0.43      0.40      0.42       161
          DE PIE BARRIENDO       0.66      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.39      0.40      0.39       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.50       161
          DE PIE USANDO PC       0.84      0.87      0.85       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.51      0.35      0.41       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.41      0.27      0.32       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.88      0.73       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.58      2415
                 macro avg       0.57      0.58      0.57      2415
              weighted avg       0.57      0.58      0.57      2415


Accuracy capturado en la ejecución 14: 58.3 [%]
F1-score capturado en la ejecución 14: 57.1 [%]

=== EJECUCIÓN 15 ===

--- TRAIN (ejecución 15) ---

--- TEST (ejecución 15) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.75 [%]
Global accuracy score (test) = 58.8 [%]
Global F1 score (train) = 61.31 [%]
Global F1 score (test) = 57.61 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.38      0.22      0.28       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.53      0.44       161
       CAMINAR USUAL SPEED       0.41      0.34      0.37       161
            CAMINAR ZIGZAG       0.43      0.42      0.43       161
          DE PIE BARRIENDO       0.67      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.41      0.42      0.42       161
    DE PIE MOVIENDO LIBROS       0.50      0.50      0.50       161
          DE PIE USANDO PC       0.84      0.89      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.34      0.40       161
         SENTADO USANDO PC       0.48      0.53      0.50       161
      SENTADO VIENDO LA TV       0.41      0.27      0.32       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.87      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 15: 58.8 [%]
F1-score capturado en la ejecución 15: 57.61 [%]

=== EJECUCIÓN 16 ===

--- TRAIN (ejecución 16) ---

--- TEST (ejecución 16) ---
2025-11-06 14:11:37.749926: 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 14:11:37.761403: 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 00:00:1762434697.774790 1380065 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434697.778734 1380065 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434697.788848 1380065 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434697.788866 1380065 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434697.788867 1380065 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434697.788868 1380065 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:11:37.791854: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69336	validation-mlogloss:2.69364
[1]	train-mlogloss:2.67863	validation-mlogloss:2.67955
[2]	train-mlogloss:2.66465	validation-mlogloss:2.66601
[3]	train-mlogloss:2.65078	validation-mlogloss:2.65281
[4]	train-mlogloss:2.63664	validation-mlogloss:2.63925
[5]	train-mlogloss:2.62300	validation-mlogloss:2.62626
[6]	train-mlogloss:2.60962	validation-mlogloss:2.61346
[7]	train-mlogloss:2.59652	validation-mlogloss:2.60107
[8]	train-mlogloss:2.58406	validation-mlogloss:2.58906
[9]	train-mlogloss:2.57163	validation-mlogloss:2.57742
[10]	train-mlogloss:2.55930	validation-mlogloss:2.56561
[11]	train-mlogloss:2.54765	validation-mlogloss:2.55401
[12]	train-mlogloss:2.53575	validation-mlogloss:2.54217
[13]	train-mlogloss:2.52389	validation-mlogloss:2.53083
[14]	train-mlogloss:2.51249	validation-mlogloss:2.51994
[15]	train-mlogloss:2.50124	validation-mlogloss:2.50918
[16]	train-mlogloss:2.49019	validation-mlogloss:2.49857
[17]	train-mlogloss:2.47936	validation-mlogloss:2.48797
[18]	train-mlogloss:2.46905	validation-mlogloss:2.47768
[19]	train-mlogloss:2.45858	validation-mlogloss:2.46752
[20]	train-mlogloss:2.44812	validation-mlogloss:2.45758
[21]	train-mlogloss:2.43797	validation-mlogloss:2.44774
[22]	train-mlogloss:2.42824	validation-mlogloss:2.43860
[23]	train-mlogloss:2.41848	validation-mlogloss:2.42893
[24]	train-mlogloss:2.40872	validation-mlogloss:2.41959
[25]	train-mlogloss:2.39920	validation-mlogloss:2.41041
[26]	train-mlogloss:2.38992	validation-mlogloss:2.40166
[27]	train-mlogloss:2.38076	validation-mlogloss:2.39291
[28]	train-mlogloss:2.37162	validation-mlogloss:2.38407
[29]	train-mlogloss:2.36275	validation-mlogloss:2.37531
[30]	train-mlogloss:2.35404	validation-mlogloss:2.36667
[31]	train-mlogloss:2.34529	validation-mlogloss:2.35820
[32]	train-mlogloss:2.33676	validation-mlogloss:2.34985
[33]	train-mlogloss:2.32817	validation-mlogloss:2.34152
[34]	train-mlogloss:2.31952	validation-mlogloss:2.33284
[35]	train-mlogloss:2.31122	validation-mlogloss:2.32493
[36]	train-mlogloss:2.30304	validation-mlogloss:2.31684
[37]	train-mlogloss:2.29476	validation-mlogloss:2.30867
[38]	train-mlogloss:2.28673	validation-mlogloss:2.30086
[39]	train-mlogloss:2.27894	validation-mlogloss:2.29320
[40]	train-mlogloss:2.27105	validation-mlogloss:2.28530
[41]	train-mlogloss:2.26343	validation-mlogloss:2.27780
[42]	train-mlogloss:2.25589	validation-mlogloss:2.27047
[43]	train-mlogloss:2.24840	validation-mlogloss:2.26323
[44]	train-mlogloss:2.24094	validation-mlogloss:2.25607
[45]	train-mlogloss:2.23366	validation-mlogloss:2.24901
[46]	train-mlogloss:2.22643	validation-mlogloss:2.24171
[47]	train-mlogloss:2.21901	validation-mlogloss:2.23437
[48]	train-mlogloss:2.21183	validation-mlogloss:2.22691
[49]	train-mlogloss:2.20467	validation-mlogloss:2.21967
[50]	train-mlogloss:2.19774	validation-mlogloss:2.21272
[51]	train-mlogloss:2.19095	validation-mlogloss:2.20599
[52]	train-mlogloss:2.18399	validation-mlogloss:2.19903
[53]	train-mlogloss:2.17742	validation-mlogloss:2.19259
[54]	train-mlogloss:2.17073	validation-mlogloss:2.18601
[55]	train-mlogloss:2.16405	validation-mlogloss:2.17921
[56]	train-mlogloss:2.15758	validation-mlogloss:2.17262
[57]	train-mlogloss:2.15113	validation-mlogloss:2.16637
[58]	train-mlogloss:2.14478	validation-mlogloss:2.16012
[59]	train-mlogloss:2.13866	validation-mlogloss:2.15413
[60]	train-mlogloss:2.13233	validation-mlogloss:2.14776
[61]	train-mlogloss:2.12623	validation-mlogloss:2.14170
[62]	train-mlogloss:2.12004	validation-mlogloss:2.13535
[63]	train-mlogloss:2.11395	validation-mlogloss:2.12905
[64]	train-mlogloss:2.10801	validation-mlogloss:2.12306
[65]	train-mlogloss:2.10213	validation-mlogloss:2.11715
[66]	train-mlogloss:2.09629	validation-mlogloss:2.11119
[67]	train-mlogloss:2.09037	validation-mlogloss:2.10512
[68]	train-mlogloss:2.08463	validation-mlogloss:2.09947
[69]	train-mlogloss:2.07869	validation-mlogloss:2.09348
[70]	train-mlogloss:2.07301	validation-mlogloss:2.08768
[71]	train-mlogloss:2.06745	validation-mlogloss:2.08217
[72]	train-mlogloss:2.06192	validation-mlogloss:2.07649
[73]	train-mlogloss:2.05633	validation-mlogloss:2.07081
[74]	train-mlogloss:2.05089	validation-mlogloss:2.06522
[75]	train-mlogloss:2.04558	validation-mlogloss:2.05977
[76]	train-mlogloss:2.04007	validation-mlogloss:2.05410
[77]	train-mlogloss:2.03491	validation-mlogloss:2.04898
[78]	train-mlogloss:2.02950	validation-mlogloss:2.04350
[79]	train-mlogloss:2.02436	validation-mlogloss:2.03820
[80]	train-mlogloss:2.01934	validation-mlogloss:2.03311
[81]	train-mlogloss:2.01427	validation-mlogloss:2.02800
[82]	train-mlogloss:2.00925	validation-mlogloss:2.02275
[83]	train-mlogloss:2.00430	validation-mlogloss:2.01766
[84]	train-mlogloss:1.99940	validation-mlogloss:2.01277
[85]	train-mlogloss:1.99446	validation-mlogloss:2.00784
[86]	train-mlogloss:1.98941	validation-mlogloss:2.00273
[87]	train-mlogloss:1.98471	validation-mlogloss:1.99783
[88]	train-mlogloss:1.97994	validation-mlogloss:1.99300
[89]	train-mlogloss:1.97505	validation-mlogloss:1.98803
[90]	train-mlogloss:1.97033	validation-mlogloss:1.98323
[91]	train-mlogloss:1.96564	validation-mlogloss:1.97842
[92]	train-mlogloss:1.96100	validation-mlogloss:1.97371
[93]	train-mlogloss:1.95644	validation-mlogloss:1.96902
[94]	train-mlogloss:1.95190	validation-mlogloss:1.96460
[95]	train-mlogloss:1.94751	validation-mlogloss:1.96012
[96]	train-mlogloss:1.94309	validation-mlogloss:1.95559
[97]	train-mlogloss:1.93857	validation-mlogloss:1.95091
[98]	train-mlogloss:1.93438	validation-mlogloss:1.94648
[99]	train-mlogloss:1.92991	validation-mlogloss:1.94175
[100]	train-mlogloss:1.92553	validation-mlogloss:1.93722
[101]	train-mlogloss:1.92121	validation-mlogloss:1.93281
[102]	train-mlogloss:1.91704	validation-mlogloss:1.92841
[103]	train-mlogloss:1.91284	validation-mlogloss:1.92411
[104]	train-mlogloss:1.90861	validation-mlogloss:1.91962
[105]	train-mlogloss:1.90449	validation-mlogloss:1.91544
[106]	train-mlogloss:1.90044	validation-mlogloss:1.91130
[107]	train-mlogloss:1.89633	validation-mlogloss:1.90700
[108]	train-mlogloss:1.89224	validation-mlogloss:1.90265
[109]	train-mlogloss:1.88834	validation-mlogloss:1.89860
[110]	train-mlogloss:1.88434	validation-mlogloss:1.89439
[111]	train-mlogloss:1.88040	validation-mlogloss:1.89037
[112]	train-mlogloss:1.87623	validation-mlogloss:1.88614
[113]	train-mlogloss:1.87225	validation-mlogloss:1.88197
[114]	train-mlogloss:1.86841	validation-mlogloss:1.87809
[115]	train-mlogloss:1.86463	validation-mlogloss:1.87414
[116]	train-mlogloss:1.86089	validation-mlogloss:1.87030
[117]	train-mlogloss:1.85723	validation-mlogloss:1.86653
[118]	train-mlogloss:1.85352	validation-mlogloss:1.86265
[119]	train-mlogloss:1.84973	validation-mlogloss:1.85893
[120]	train-mlogloss:1.84579	validation-mlogloss:1.85484
[121]	train-mlogloss:1.84184	validation-mlogloss:1.85076
[122]	train-mlogloss:1.83812	validation-mlogloss:1.84686
[123]	train-mlogloss:1.83448	validation-mlogloss:1.84298
[124]	train-mlogloss:1.83089	validation-mlogloss:1.83936
[125]	train-mlogloss:1.82735	validation-mlogloss:1.83563
[126]	train-mlogloss:1.82386	validation-mlogloss:1.83194
[127]	train-mlogloss:1.82022	validation-mlogloss:1.82808
[128]	train-mlogloss:1.81655	validation-mlogloss:1.82423
[129]	train-mlogloss:1.81309	validation-mlogloss:1.82071
[130]	train-mlogloss:1.80966	validation-mlogloss:1.81720
[131]	train-mlogloss:1.80629	validation-mlogloss:1.81372
[132]	train-mlogloss:1.80298	validation-mlogloss:1.81021
[133]	train-mlogloss:1.79972	validation-mlogloss:1.80679
[134]	train-mlogloss:1.79641	validation-mlogloss:1.80333
[135]	train-mlogloss:1.79288	validation-mlogloss:1.79965
[136]	train-mlogloss:1.78966	validation-mlogloss:1.79633
[137]	train-mlogloss:1.78642	validation-mlogloss:1.79287
[138]	train-mlogloss:1.78319	validation-mlogloss:1.78951
[139]	train-mlogloss:1.77997	validation-mlogloss:1.78613
[140]	train-mlogloss:1.77660	validation-mlogloss:1.78260
[141]	train-mlogloss:1.77347	validation-mlogloss:1.77932
[142]	train-mlogloss:1.77030	validation-mlogloss:1.77612
[143]	train-mlogloss:1.76696	validation-mlogloss:1.77267
[144]	train-mlogloss:1.76386	validation-mlogloss:1.76952
[145]	train-mlogloss:1.76054	validation-mlogloss:1.76612
[146]	train-mlogloss:1.75752	validation-mlogloss:1.76296
[147]	train-mlogloss:1.75453	validation-mlogloss:1.75981
[148]	train-mlogloss:1.75141	validation-mlogloss:1.75660
[149]	train-mlogloss:1.74843	validation-mlogloss:1.75368
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[752]	train-mlogloss:1.18390	validation-mlogloss:1.20263
[753]	train-mlogloss:1.18363	validation-mlogloss:1.20245
[754]	train-mlogloss:1.18335	validation-mlogloss:1.20230
[755]	train-mlogloss:1.18305	validation-mlogloss:1.20215
[756]	train-mlogloss:1.18279	validation-mlogloss:1.20196
[757]	train-mlogloss:1.18250	validation-mlogloss:1.20185
[758]	train-mlogloss:1.18224	validation-mlogloss:1.20164
[759]	train-mlogloss:1.18194	validation-mlogloss:1.20151
[760]	train-mlogloss:1.18166	validation-mlogloss:1.20133
Saved model to disk.
2025-11-06 14:12:01.995366: 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 14:12:02.007148: 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 00:00:1762434722.021473 1380445 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434722.025862 1380445 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434722.035995 1380445 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434722.036014 1380445 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434722.036015 1380445 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434722.036016 1380445 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:12:02.039150: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69322	validation-mlogloss:2.69397
[1]	train-mlogloss:2.67766	validation-mlogloss:2.67895
[2]	train-mlogloss:2.66345	validation-mlogloss:2.66546
[3]	train-mlogloss:2.64934	validation-mlogloss:2.65177
[4]	train-mlogloss:2.63553	validation-mlogloss:2.63858
[5]	train-mlogloss:2.62210	validation-mlogloss:2.62572
[6]	train-mlogloss:2.60923	validation-mlogloss:2.61330
[7]	train-mlogloss:2.59614	validation-mlogloss:2.60065
[8]	train-mlogloss:2.58336	validation-mlogloss:2.58845
[9]	train-mlogloss:2.57087	validation-mlogloss:2.57628
[10]	train-mlogloss:2.55861	validation-mlogloss:2.56446
[11]	train-mlogloss:2.54639	validation-mlogloss:2.55243
[12]	train-mlogloss:2.53469	validation-mlogloss:2.54146
[13]	train-mlogloss:2.52322	validation-mlogloss:2.53058
[14]	train-mlogloss:2.51210	validation-mlogloss:2.51956
[15]	train-mlogloss:2.50097	validation-mlogloss:2.50880
[16]	train-mlogloss:2.48975	validation-mlogloss:2.49773
[17]	train-mlogloss:2.47905	validation-mlogloss:2.48737
[18]	train-mlogloss:2.46828	validation-mlogloss:2.47701
[19]	train-mlogloss:2.45795	validation-mlogloss:2.46689
[20]	train-mlogloss:2.44759	validation-mlogloss:2.45693
[21]	train-mlogloss:2.43746	validation-mlogloss:2.44711
[22]	train-mlogloss:2.42745	validation-mlogloss:2.43758
[23]	train-mlogloss:2.41764	validation-mlogloss:2.42813
[24]	train-mlogloss:2.40799	validation-mlogloss:2.41868
[25]	train-mlogloss:2.39830	validation-mlogloss:2.40916
[26]	train-mlogloss:2.38899	validation-mlogloss:2.39996
[27]	train-mlogloss:2.37984	validation-mlogloss:2.39111
[28]	train-mlogloss:2.37058	validation-mlogloss:2.38209
[29]	train-mlogloss:2.36162	validation-mlogloss:2.37332
[30]	train-mlogloss:2.35295	validation-mlogloss:2.36478
[31]	train-mlogloss:2.34417	validation-mlogloss:2.35627
[32]	train-mlogloss:2.33549	validation-mlogloss:2.34816
[33]	train-mlogloss:2.32712	validation-mlogloss:2.34014
[34]	train-mlogloss:2.31861	validation-mlogloss:2.33165
[35]	train-mlogloss:2.31031	validation-mlogloss:2.32375
[36]	train-mlogloss:2.30222	validation-mlogloss:2.31586
[37]	train-mlogloss:2.29419	validation-mlogloss:2.30773
[38]	train-mlogloss:2.28625	validation-mlogloss:2.29993
[39]	train-mlogloss:2.27825	validation-mlogloss:2.29205
[40]	train-mlogloss:2.27056	validation-mlogloss:2.28454
[41]	train-mlogloss:2.26297	validation-mlogloss:2.27726
[42]	train-mlogloss:2.25525	validation-mlogloss:2.26957
[43]	train-mlogloss:2.24781	validation-mlogloss:2.26239
[44]	train-mlogloss:2.24036	validation-mlogloss:2.25500
[45]	train-mlogloss:2.23313	validation-mlogloss:2.24791
[46]	train-mlogloss:2.22575	validation-mlogloss:2.24040
[47]	train-mlogloss:2.21838	validation-mlogloss:2.23294
[48]	train-mlogloss:2.21133	validation-mlogloss:2.22593
[49]	train-mlogloss:2.20412	validation-mlogloss:2.21848
[50]	train-mlogloss:2.19723	validation-mlogloss:2.21170
[51]	train-mlogloss:2.19037	validation-mlogloss:2.20488
[52]	train-mlogloss:2.18361	validation-mlogloss:2.19838
[53]	train-mlogloss:2.17703	validation-mlogloss:2.19181
[54]	train-mlogloss:2.17012	validation-mlogloss:2.18473
[55]	train-mlogloss:2.16341	validation-mlogloss:2.17791
[56]	train-mlogloss:2.15676	validation-mlogloss:2.17136
[57]	train-mlogloss:2.15005	validation-mlogloss:2.16455
[58]	train-mlogloss:2.14374	validation-mlogloss:2.15829
[59]	train-mlogloss:2.13754	validation-mlogloss:2.15213
[60]	train-mlogloss:2.13115	validation-mlogloss:2.14580
[61]	train-mlogloss:2.12511	validation-mlogloss:2.13977
[62]	train-mlogloss:2.11915	validation-mlogloss:2.13388
[63]	train-mlogloss:2.11294	validation-mlogloss:2.12745
[64]	train-mlogloss:2.10686	validation-mlogloss:2.12119
[65]	train-mlogloss:2.10089	validation-mlogloss:2.11509
[66]	train-mlogloss:2.09509	validation-mlogloss:2.10914
[67]	train-mlogloss:2.08940	validation-mlogloss:2.10349
[68]	train-mlogloss:2.08365	validation-mlogloss:2.09760
[69]	train-mlogloss:2.07796	validation-mlogloss:2.09182
[70]	train-mlogloss:2.07232	validation-mlogloss:2.08601
[71]	train-mlogloss:2.06668	validation-mlogloss:2.08028
[72]	train-mlogloss:2.06117	validation-mlogloss:2.07463
[73]	train-mlogloss:2.05558	validation-mlogloss:2.06900
[74]	train-mlogloss:2.05021	validation-mlogloss:2.06361
[75]	train-mlogloss:2.04478	validation-mlogloss:2.05807
[76]	train-mlogloss:2.03942	validation-mlogloss:2.05255
[77]	train-mlogloss:2.03417	validation-mlogloss:2.04740
[78]	train-mlogloss:2.02903	validation-mlogloss:2.04202
[79]	train-mlogloss:2.02385	validation-mlogloss:2.03692
[80]	train-mlogloss:2.01864	validation-mlogloss:2.03160
[81]	train-mlogloss:2.01345	validation-mlogloss:2.02637
[82]	train-mlogloss:2.00848	validation-mlogloss:2.02126
[83]	train-mlogloss:2.00346	validation-mlogloss:2.01630
[84]	train-mlogloss:1.99853	validation-mlogloss:2.01123
[85]	train-mlogloss:1.99362	validation-mlogloss:2.00612
[86]	train-mlogloss:1.98873	validation-mlogloss:2.00107
[87]	train-mlogloss:1.98395	validation-mlogloss:1.99641
[88]	train-mlogloss:1.97910	validation-mlogloss:1.99140
[89]	train-mlogloss:1.97432	validation-mlogloss:1.98666
[90]	train-mlogloss:1.96969	validation-mlogloss:1.98191
[91]	train-mlogloss:1.96510	validation-mlogloss:1.97724
[92]	train-mlogloss:1.96051	validation-mlogloss:1.97266
[93]	train-mlogloss:1.95581	validation-mlogloss:1.96782
[94]	train-mlogloss:1.95117	validation-mlogloss:1.96305
[95]	train-mlogloss:1.94664	validation-mlogloss:1.95842
[96]	train-mlogloss:1.94210	validation-mlogloss:1.95367
[97]	train-mlogloss:1.93769	validation-mlogloss:1.94917
[98]	train-mlogloss:1.93333	validation-mlogloss:1.94468
[99]	train-mlogloss:1.92895	validation-mlogloss:1.94019
[100]	train-mlogloss:1.92455	validation-mlogloss:1.93572
[101]	train-mlogloss:1.92023	validation-mlogloss:1.93129
[102]	train-mlogloss:1.91600	validation-mlogloss:1.92691
[103]	train-mlogloss:1.91168	validation-mlogloss:1.92246
[104]	train-mlogloss:1.90751	validation-mlogloss:1.91813
[105]	train-mlogloss:1.90355	validation-mlogloss:1.91391
[106]	train-mlogloss:1.89943	validation-mlogloss:1.90956
[107]	train-mlogloss:1.89539	validation-mlogloss:1.90554
[108]	train-mlogloss:1.89130	validation-mlogloss:1.90135
[109]	train-mlogloss:1.88729	validation-mlogloss:1.89734
[110]	train-mlogloss:1.88333	validation-mlogloss:1.89315
[111]	train-mlogloss:1.87918	validation-mlogloss:1.88881
[112]	train-mlogloss:1.87528	validation-mlogloss:1.88469
[113]	train-mlogloss:1.87143	validation-mlogloss:1.88066
[114]	train-mlogloss:1.86754	validation-mlogloss:1.87658
[115]	train-mlogloss:1.86367	validation-mlogloss:1.87256
[116]	train-mlogloss:1.85984	validation-mlogloss:1.86870
[117]	train-mlogloss:1.85605	validation-mlogloss:1.86480
[118]	train-mlogloss:1.85241	validation-mlogloss:1.86093
[119]	train-mlogloss:1.84872	validation-mlogloss:1.85721
[120]	train-mlogloss:1.84508	validation-mlogloss:1.85335
[121]	train-mlogloss:1.84149	validation-mlogloss:1.84965
[122]	train-mlogloss:1.83788	validation-mlogloss:1.84594
[123]	train-mlogloss:1.83436	validation-mlogloss:1.84230
[124]	train-mlogloss:1.83068	validation-mlogloss:1.83844
[125]	train-mlogloss:1.82715	validation-mlogloss:1.83487
[126]	train-mlogloss:1.82366	validation-mlogloss:1.83126
[127]	train-mlogloss:1.81997	validation-mlogloss:1.82729
[128]	train-mlogloss:1.81648	validation-mlogloss:1.82366
[129]	train-mlogloss:1.81301	validation-mlogloss:1.82019
[130]	train-mlogloss:1.80967	validation-mlogloss:1.81671
[131]	train-mlogloss:1.80637	validation-mlogloss:1.81321
[132]	train-mlogloss:1.80308	validation-mlogloss:1.80979
[133]	train-mlogloss:1.79954	validation-mlogloss:1.80605
[134]	train-mlogloss:1.79621	validation-mlogloss:1.80255
[135]	train-mlogloss:1.79286	validation-mlogloss:1.79911
[136]	train-mlogloss:1.78966	validation-mlogloss:1.79576
[137]	train-mlogloss:1.78628	validation-mlogloss:1.79217
[138]	train-mlogloss:1.78313	validation-mlogloss:1.78895
[139]	train-mlogloss:1.77990	validation-mlogloss:1.78569
[140]	train-mlogloss:1.77656	validation-mlogloss:1.78231
[141]	train-mlogloss:1.77344	validation-mlogloss:1.77906
[142]	train-mlogloss:1.77024	validation-mlogloss:1.77593
[143]	train-mlogloss:1.76711	validation-mlogloss:1.77272
[144]	train-mlogloss:1.76413	validation-mlogloss:1.76967
[145]	train-mlogloss:1.76099	validation-mlogloss:1.76647
[146]	train-mlogloss:1.75799	validation-mlogloss:1.76337
[147]	train-mlogloss:1.75499	validation-mlogloss:1.76020
[148]	train-mlogloss:1.75196	validation-mlogloss:1.75720
[149]	train-mlogloss:1.74903	validation-mlogloss:1.75423
[150]	train-mlogloss:1.74601	validation-mlogloss:1.75115
[151]	train-mlogloss:1.74307	validation-mlogloss:1.74804
[152]	train-mlogloss:1.74027	validation-mlogloss:1.74509
[153]	train-mlogloss:1.73717	validation-mlogloss:1.74186
[154]	train-mlogloss:1.73415	validation-mlogloss:1.73876
[155]	train-mlogloss:1.73140	validation-mlogloss:1.73595
[156]	train-mlogloss:1.72858	validation-mlogloss:1.73288
[157]	train-mlogloss:1.72553	validation-mlogloss:1.72971
[158]	train-mlogloss:1.72253	validation-mlogloss:1.72663
[159]	train-mlogloss:1.71983	validation-mlogloss:1.72381
[160]	train-mlogloss:1.71694	validation-mlogloss:1.72076
[161]	train-mlogloss:1.71398	validation-mlogloss:1.71758
[162]	train-mlogloss:1.71127	validation-mlogloss:1.71479
[163]	train-mlogloss:1.70843	validation-mlogloss:1.71186
[164]	train-mlogloss:1.70561	validation-mlogloss:1.70881
[165]	train-mlogloss:1.70278	validation-mlogloss:1.70582
[166]	train-mlogloss:1.70004	validation-mlogloss:1.70288
[167]	train-mlogloss:1.69722	validation-mlogloss:1.69983
[168]	train-mlogloss:1.69443	validation-mlogloss:1.69695
[169]	train-mlogloss:1.69168	validation-mlogloss:1.69389
[170]	train-mlogloss:1.68893	validation-mlogloss:1.69103
[171]	train-mlogloss:1.68628	validation-mlogloss:1.68829
[172]	train-mlogloss:1.68360	validation-mlogloss:1.68547
[173]	train-mlogloss:1.68089	validation-mlogloss:1.68272
[174]	train-mlogloss:1.67850	validation-mlogloss:1.68016
[175]	train-mlogloss:1.67583	validation-mlogloss:1.67739
[176]	train-mlogloss:1.67324	validation-mlogloss:1.67462
[177]	train-mlogloss:1.67071	validation-mlogloss:1.67199
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[179]	train-mlogloss:1.66568	validation-mlogloss:1.66659
[180]	train-mlogloss:1.66307	validation-mlogloss:1.66394
[181]	train-mlogloss:1.66061	validation-mlogloss:1.66141
[182]	train-mlogloss:1.65807	validation-mlogloss:1.65884
[183]	train-mlogloss:1.65561	validation-mlogloss:1.65617
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[185]	train-mlogloss:1.65067	validation-mlogloss:1.65089
[186]	train-mlogloss:1.64830	validation-mlogloss:1.64847
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[189]	train-mlogloss:1.64109	validation-mlogloss:1.64093
[190]	train-mlogloss:1.63864	validation-mlogloss:1.63838
[191]	train-mlogloss:1.63628	validation-mlogloss:1.63594
[192]	train-mlogloss:1.63391	validation-mlogloss:1.63333
[193]	train-mlogloss:1.63156	validation-mlogloss:1.63072
[194]	train-mlogloss:1.62918	validation-mlogloss:1.62823
[195]	train-mlogloss:1.62684	validation-mlogloss:1.62582
[196]	train-mlogloss:1.62453	validation-mlogloss:1.62337
[197]	train-mlogloss:1.62227	validation-mlogloss:1.62099
[198]	train-mlogloss:1.62000	validation-mlogloss:1.61856
[199]	train-mlogloss:1.61773	validation-mlogloss:1.61620
[200]	train-mlogloss:1.61547	validation-mlogloss:1.61377
[201]	train-mlogloss:1.61327	validation-mlogloss:1.61143
[202]	train-mlogloss:1.61110	validation-mlogloss:1.60919
[203]	train-mlogloss:1.60889	validation-mlogloss:1.60695
[204]	train-mlogloss:1.60675	validation-mlogloss:1.60477
[205]	train-mlogloss:1.60456	validation-mlogloss:1.60247
[206]	train-mlogloss:1.60246	validation-mlogloss:1.60035
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[208]	train-mlogloss:1.59827	validation-mlogloss:1.59594
[209]	train-mlogloss:1.59621	validation-mlogloss:1.59383
[210]	train-mlogloss:1.59412	validation-mlogloss:1.59172
[211]	train-mlogloss:1.59209	validation-mlogloss:1.58955
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[219]	train-mlogloss:1.57592	validation-mlogloss:1.57251
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[718]	train-mlogloss:1.19436	validation-mlogloss:1.20831
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[729]	train-mlogloss:1.19081	validation-mlogloss:1.20606
[730]	train-mlogloss:1.19053	validation-mlogloss:1.20593
[731]	train-mlogloss:1.19020	validation-mlogloss:1.20576
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[733]	train-mlogloss:1.18954	validation-mlogloss:1.20548
[734]	train-mlogloss:1.18922	validation-mlogloss:1.20529
[735]	train-mlogloss:1.18889	validation-mlogloss:1.20513
[736]	train-mlogloss:1.18858	validation-mlogloss:1.20499
[737]	train-mlogloss:1.18825	validation-mlogloss:1.20477
[738]	train-mlogloss:1.18794	validation-mlogloss:1.20463
[739]	train-mlogloss:1.18763	validation-mlogloss:1.20442
[740]	train-mlogloss:1.18731	validation-mlogloss:1.20422
[741]	train-mlogloss:1.18703	validation-mlogloss:1.20402
[742]	train-mlogloss:1.18676	validation-mlogloss:1.20385
[743]	train-mlogloss:1.18647	validation-mlogloss:1.20370
[744]	train-mlogloss:1.18614	validation-mlogloss:1.20353
[745]	train-mlogloss:1.18587	validation-mlogloss:1.20332
[746]	train-mlogloss:1.18558	validation-mlogloss:1.20317
[747]	train-mlogloss:1.18526	validation-mlogloss:1.20296
[748]	train-mlogloss:1.18495	validation-mlogloss:1.20274
[749]	train-mlogloss:1.18464	validation-mlogloss:1.20247
[750]	train-mlogloss:1.18431	validation-mlogloss:1.20231
[751]	train-mlogloss:1.18399	validation-mlogloss:1.20214
[752]	train-mlogloss:1.18373	validation-mlogloss:1.20202
[753]	train-mlogloss:1.18343	validation-mlogloss:1.20189
[754]	train-mlogloss:1.18315	validation-mlogloss:1.20170
[755]	train-mlogloss:1.18287	validation-mlogloss:1.20143
[756]	train-mlogloss:1.18252	validation-mlogloss:1.20126
[757]	train-mlogloss:1.18224	validation-mlogloss:1.20105
[758]	train-mlogloss:1.18197	validation-mlogloss:1.20090
[759]	train-mlogloss:1.18163	validation-mlogloss:1.20072
[760]	train-mlogloss:1.18135	validation-mlogloss:1.20057
Saved model to disk.
2025-11-06 14:12:26.165081: 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 14:12:26.176425: 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 00:00:1762434746.189500 1380850 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434746.193574 1380850 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434746.203400 1380850 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434746.203417 1380850 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434746.203418 1380850 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434746.203419 1380850 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:12:26.206556: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69315	validation-mlogloss:2.69353
[1]	train-mlogloss:2.67873	validation-mlogloss:2.67967
[2]	train-mlogloss:2.66449	validation-mlogloss:2.66595
[3]	train-mlogloss:2.65042	validation-mlogloss:2.65257
[4]	train-mlogloss:2.63703	validation-mlogloss:2.63961
[5]	train-mlogloss:2.62352	validation-mlogloss:2.62647
[6]	train-mlogloss:2.61032	validation-mlogloss:2.61398
[7]	train-mlogloss:2.59725	validation-mlogloss:2.60139
[8]	train-mlogloss:2.58412	validation-mlogloss:2.58853
[9]	train-mlogloss:2.57145	validation-mlogloss:2.57654
[10]	train-mlogloss:2.55915	validation-mlogloss:2.56454
[11]	train-mlogloss:2.54700	validation-mlogloss:2.55288
[12]	train-mlogloss:2.53489	validation-mlogloss:2.54111
[13]	train-mlogloss:2.52317	validation-mlogloss:2.52971
[14]	train-mlogloss:2.51188	validation-mlogloss:2.51874
[15]	train-mlogloss:2.50092	validation-mlogloss:2.50798
[16]	train-mlogloss:2.48979	validation-mlogloss:2.49727
[17]	train-mlogloss:2.47909	validation-mlogloss:2.48683
[18]	train-mlogloss:2.46833	validation-mlogloss:2.47629
[19]	train-mlogloss:2.45767	validation-mlogloss:2.46616
[20]	train-mlogloss:2.44732	validation-mlogloss:2.45611
[21]	train-mlogloss:2.43699	validation-mlogloss:2.44614
[22]	train-mlogloss:2.42699	validation-mlogloss:2.43644
[23]	train-mlogloss:2.41720	validation-mlogloss:2.42678
[24]	train-mlogloss:2.40758	validation-mlogloss:2.41737
[25]	train-mlogloss:2.39818	validation-mlogloss:2.40842
[26]	train-mlogloss:2.38889	validation-mlogloss:2.39936
[27]	train-mlogloss:2.37967	validation-mlogloss:2.39046
[28]	train-mlogloss:2.37069	validation-mlogloss:2.38170
[29]	train-mlogloss:2.36174	validation-mlogloss:2.37305
[30]	train-mlogloss:2.35309	validation-mlogloss:2.36462
[31]	train-mlogloss:2.34405	validation-mlogloss:2.35588
[32]	train-mlogloss:2.33543	validation-mlogloss:2.34754
[33]	train-mlogloss:2.32674	validation-mlogloss:2.33880
[34]	train-mlogloss:2.31836	validation-mlogloss:2.33078
[35]	train-mlogloss:2.31020	validation-mlogloss:2.32282
[36]	train-mlogloss:2.30215	validation-mlogloss:2.31503
[37]	train-mlogloss:2.29423	validation-mlogloss:2.30745
[38]	train-mlogloss:2.28626	validation-mlogloss:2.29957
[39]	train-mlogloss:2.27855	validation-mlogloss:2.29206
[40]	train-mlogloss:2.27064	validation-mlogloss:2.28417
[41]	train-mlogloss:2.26304	validation-mlogloss:2.27681
[42]	train-mlogloss:2.25551	validation-mlogloss:2.26931
[43]	train-mlogloss:2.24797	validation-mlogloss:2.26202
[44]	train-mlogloss:2.24048	validation-mlogloss:2.25454
[45]	train-mlogloss:2.23318	validation-mlogloss:2.24742
[46]	train-mlogloss:2.22603	validation-mlogloss:2.24036
[47]	train-mlogloss:2.21901	validation-mlogloss:2.23360
[48]	train-mlogloss:2.21193	validation-mlogloss:2.22678
[49]	train-mlogloss:2.20492	validation-mlogloss:2.21995
[50]	train-mlogloss:2.19799	validation-mlogloss:2.21305
[51]	train-mlogloss:2.19103	validation-mlogloss:2.20625
[52]	train-mlogloss:2.18422	validation-mlogloss:2.19973
[53]	train-mlogloss:2.17753	validation-mlogloss:2.19310
[54]	train-mlogloss:2.17089	validation-mlogloss:2.18654
[55]	train-mlogloss:2.16422	validation-mlogloss:2.17972
[56]	train-mlogloss:2.15787	validation-mlogloss:2.17344
[57]	train-mlogloss:2.15121	validation-mlogloss:2.16657
[58]	train-mlogloss:2.14469	validation-mlogloss:2.15976
[59]	train-mlogloss:2.13853	validation-mlogloss:2.15367
[60]	train-mlogloss:2.13217	validation-mlogloss:2.14717
[61]	train-mlogloss:2.12603	validation-mlogloss:2.14114
[62]	train-mlogloss:2.11989	validation-mlogloss:2.13491
[63]	train-mlogloss:2.11388	validation-mlogloss:2.12902
[64]	train-mlogloss:2.10791	validation-mlogloss:2.12287
[65]	train-mlogloss:2.10174	validation-mlogloss:2.11666
[66]	train-mlogloss:2.09606	validation-mlogloss:2.11111
[67]	train-mlogloss:2.09033	validation-mlogloss:2.10545
[68]	train-mlogloss:2.08451	validation-mlogloss:2.09949
[69]	train-mlogloss:2.07880	validation-mlogloss:2.09365
[70]	train-mlogloss:2.07319	validation-mlogloss:2.08785
[71]	train-mlogloss:2.06767	validation-mlogloss:2.08230
[72]	train-mlogloss:2.06220	validation-mlogloss:2.07658
[73]	train-mlogloss:2.05669	validation-mlogloss:2.07109
[74]	train-mlogloss:2.05118	validation-mlogloss:2.06535
[75]	train-mlogloss:2.04558	validation-mlogloss:2.05985
[76]	train-mlogloss:2.04035	validation-mlogloss:2.05456
[77]	train-mlogloss:2.03506	validation-mlogloss:2.04917
[78]	train-mlogloss:2.02978	validation-mlogloss:2.04375
[79]	train-mlogloss:2.02444	validation-mlogloss:2.03841
[80]	train-mlogloss:2.01919	validation-mlogloss:2.03313
[81]	train-mlogloss:2.01409	validation-mlogloss:2.02799
[82]	train-mlogloss:2.00905	validation-mlogloss:2.02273
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[684]	train-mlogloss:1.20575	validation-mlogloss:1.21654
[685]	train-mlogloss:1.20542	validation-mlogloss:1.21629
[686]	train-mlogloss:1.20504	validation-mlogloss:1.21602
[687]	train-mlogloss:1.20469	validation-mlogloss:1.21580
[688]	train-mlogloss:1.20435	validation-mlogloss:1.21551
[689]	train-mlogloss:1.20403	validation-mlogloss:1.21529
[690]	train-mlogloss:1.20368	validation-mlogloss:1.21510
[691]	train-mlogloss:1.20328	validation-mlogloss:1.21484
[692]	train-mlogloss:1.20293	validation-mlogloss:1.21467
[693]	train-mlogloss:1.20261	validation-mlogloss:1.21449
[694]	train-mlogloss:1.20230	validation-mlogloss:1.21428
[695]	train-mlogloss:1.20198	validation-mlogloss:1.21403
[696]	train-mlogloss:1.20165	validation-mlogloss:1.21380
[697]	train-mlogloss:1.20129	validation-mlogloss:1.21353
[698]	train-mlogloss:1.20095	validation-mlogloss:1.21329
[699]	train-mlogloss:1.20061	validation-mlogloss:1.21307
[700]	train-mlogloss:1.20027	validation-mlogloss:1.21289
[701]	train-mlogloss:1.19997	validation-mlogloss:1.21272
[702]	train-mlogloss:1.19961	validation-mlogloss:1.21253
[703]	train-mlogloss:1.19929	validation-mlogloss:1.21232
[704]	train-mlogloss:1.19896	validation-mlogloss:1.21210
[705]	train-mlogloss:1.19864	validation-mlogloss:1.21190
[706]	train-mlogloss:1.19831	validation-mlogloss:1.21167
[707]	train-mlogloss:1.19798	validation-mlogloss:1.21152
[708]	train-mlogloss:1.19768	validation-mlogloss:1.21133
[709]	train-mlogloss:1.19740	validation-mlogloss:1.21113
[710]	train-mlogloss:1.19708	validation-mlogloss:1.21096
[711]	train-mlogloss:1.19676	validation-mlogloss:1.21070
[712]	train-mlogloss:1.19645	validation-mlogloss:1.21049
[713]	train-mlogloss:1.19615	validation-mlogloss:1.21029
[714]	train-mlogloss:1.19580	validation-mlogloss:1.21010
[715]	train-mlogloss:1.19550	validation-mlogloss:1.20991
[716]	train-mlogloss:1.19520	validation-mlogloss:1.20969
[717]	train-mlogloss:1.19491	validation-mlogloss:1.20941
[718]	train-mlogloss:1.19461	validation-mlogloss:1.20919
[719]	train-mlogloss:1.19430	validation-mlogloss:1.20905
[720]	train-mlogloss:1.19395	validation-mlogloss:1.20879
[721]	train-mlogloss:1.19357	validation-mlogloss:1.20865
[722]	train-mlogloss:1.19320	validation-mlogloss:1.20836
[723]	train-mlogloss:1.19291	validation-mlogloss:1.20820
[724]	train-mlogloss:1.19255	validation-mlogloss:1.20793
[725]	train-mlogloss:1.19222	validation-mlogloss:1.20773
[726]	train-mlogloss:1.19194	validation-mlogloss:1.20756
[727]	train-mlogloss:1.19162	validation-mlogloss:1.20730
[728]	train-mlogloss:1.19131	validation-mlogloss:1.20712
[729]	train-mlogloss:1.19100	validation-mlogloss:1.20691
[730]	train-mlogloss:1.19065	validation-mlogloss:1.20672
[731]	train-mlogloss:1.19037	validation-mlogloss:1.20656
[732]	train-mlogloss:1.19007	validation-mlogloss:1.20634
[733]	train-mlogloss:1.18978	validation-mlogloss:1.20614
[734]	train-mlogloss:1.18946	validation-mlogloss:1.20601
[735]	train-mlogloss:1.18915	validation-mlogloss:1.20581
[736]	train-mlogloss:1.18887	validation-mlogloss:1.20563
[737]	train-mlogloss:1.18854	validation-mlogloss:1.20541
[738]	train-mlogloss:1.18823	validation-mlogloss:1.20523
[739]	train-mlogloss:1.18792	validation-mlogloss:1.20513
[740]	train-mlogloss:1.18762	validation-mlogloss:1.20495
[741]	train-mlogloss:1.18732	validation-mlogloss:1.20483
[742]	train-mlogloss:1.18704	validation-mlogloss:1.20465
[743]	train-mlogloss:1.18670	validation-mlogloss:1.20449
[744]	train-mlogloss:1.18640	validation-mlogloss:1.20434
[745]	train-mlogloss:1.18608	validation-mlogloss:1.20423
[746]	train-mlogloss:1.18581	validation-mlogloss:1.20402
[747]	train-mlogloss:1.18553	validation-mlogloss:1.20380
[748]	train-mlogloss:1.18524	validation-mlogloss:1.20370
[749]	train-mlogloss:1.18494	validation-mlogloss:1.20349
[750]	train-mlogloss:1.18467	validation-mlogloss:1.20335
[751]	train-mlogloss:1.18435	validation-mlogloss:1.20314
[752]	train-mlogloss:1.18405	validation-mlogloss:1.20295
[753]	train-mlogloss:1.18372	validation-mlogloss:1.20274
[754]	train-mlogloss:1.18345	validation-mlogloss:1.20260
[755]	train-mlogloss:1.18309	validation-mlogloss:1.20238
[756]	train-mlogloss:1.18280	validation-mlogloss:1.20222
[757]	train-mlogloss:1.18253	validation-mlogloss:1.20207
[758]	train-mlogloss:1.18224	validation-mlogloss:1.20190
[759]	train-mlogloss:1.18198	validation-mlogloss:1.20172
[760]	train-mlogloss:1.18165	validation-mlogloss:1.20154
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.61 [%]
Global accuracy score (test) = 58.88 [%]
Global F1 score (train) = 61.14 [%]
Global F1 score (test) = 57.82 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.36      0.21      0.27       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.50      0.43       161
       CAMINAR USUAL SPEED       0.41      0.35      0.38       161
            CAMINAR ZIGZAG       0.44      0.43      0.44       161
          DE PIE BARRIENDO       0.66      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.39      0.39      0.39       161
    DE PIE MOVIENDO LIBROS       0.48      0.50      0.49       161
          DE PIE USANDO PC       0.85      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.54      0.39      0.45       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.45      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.87      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 16: 58.88 [%]
F1-score capturado en la ejecución 16: 57.82 [%]

=== EJECUCIÓN 17 ===

--- TRAIN (ejecución 17) ---

--- TEST (ejecución 17) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.46 [%]
Global accuracy score (test) = 58.67 [%]
Global F1 score (train) = 61.0 [%]
Global F1 score (test) = 57.51 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.38      0.21      0.27       161
 CAMINAR CON MÓVIL O LIBRO       0.36      0.52      0.43       161
       CAMINAR USUAL SPEED       0.40      0.34      0.37       161
            CAMINAR ZIGZAG       0.43      0.42      0.42       161
          DE PIE BARRIENDO       0.66      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.40      0.40       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.50       161
          DE PIE USANDO PC       0.85      0.89      0.87       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.35      0.41       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.61      0.87      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 17: 58.67 [%]
F1-score capturado en la ejecución 17: 57.51 [%]

=== EJECUCIÓN 18 ===

--- TRAIN (ejecución 18) ---

--- TEST (ejecución 18) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.63 [%]
Global accuracy score (test) = 59.01 [%]
Global F1 score (train) = 61.19 [%]
Global F1 score (test) = 57.86 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.38      0.24      0.29       161
 CAMINAR CON MÓVIL O LIBRO       0.39      0.55      0.45       161
       CAMINAR USUAL SPEED       0.42      0.36      0.39       161
            CAMINAR ZIGZAG       0.43      0.37      0.40       161
          DE PIE BARRIENDO       0.67      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.41      0.42      0.42       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.50       161
          DE PIE USANDO PC       0.84      0.87      0.85       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.53      0.34      0.42       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.41      0.28      0.33       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.89      0.73       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 18: 59.01 [%]
F1-score capturado en la ejecución 18: 57.86 [%]

=== EJECUCIÓN 19 ===

--- TRAIN (ejecución 19) ---

--- TEST (ejecución 19) ---
2025-11-06 14:12:50.687852: 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 14:12:50.699074: 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 00:00:1762434770.712288 1381252 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434770.716208 1381252 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434770.726145 1381252 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434770.726163 1381252 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434770.726165 1381252 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434770.726166 1381252 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:12:50.729310: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69318	validation-mlogloss:2.69371
[1]	train-mlogloss:2.67815	validation-mlogloss:2.67930
[2]	train-mlogloss:2.66400	validation-mlogloss:2.66563
[3]	train-mlogloss:2.64989	validation-mlogloss:2.65226
[4]	train-mlogloss:2.63628	validation-mlogloss:2.63958
[5]	train-mlogloss:2.62281	validation-mlogloss:2.62671
[6]	train-mlogloss:2.60971	validation-mlogloss:2.61411
[7]	train-mlogloss:2.59681	validation-mlogloss:2.60152
[8]	train-mlogloss:2.58411	validation-mlogloss:2.58956
[9]	train-mlogloss:2.57165	validation-mlogloss:2.57769
[10]	train-mlogloss:2.55920	validation-mlogloss:2.56565
[11]	train-mlogloss:2.54718	validation-mlogloss:2.55429
[12]	train-mlogloss:2.53564	validation-mlogloss:2.54350
[13]	train-mlogloss:2.52402	validation-mlogloss:2.53204
[14]	train-mlogloss:2.51269	validation-mlogloss:2.52125
[15]	train-mlogloss:2.50161	validation-mlogloss:2.51056
[16]	train-mlogloss:2.49081	validation-mlogloss:2.50030
[17]	train-mlogloss:2.48001	validation-mlogloss:2.48992
[18]	train-mlogloss:2.46950	validation-mlogloss:2.47978
[19]	train-mlogloss:2.45900	validation-mlogloss:2.46964
[20]	train-mlogloss:2.44862	validation-mlogloss:2.45954
[21]	train-mlogloss:2.43865	validation-mlogloss:2.44997
[22]	train-mlogloss:2.42867	validation-mlogloss:2.44015
[23]	train-mlogloss:2.41863	validation-mlogloss:2.43052
[24]	train-mlogloss:2.40878	validation-mlogloss:2.42097
[25]	train-mlogloss:2.39940	validation-mlogloss:2.41187
[26]	train-mlogloss:2.38994	validation-mlogloss:2.40261
[27]	train-mlogloss:2.38076	validation-mlogloss:2.39352
[28]	train-mlogloss:2.37150	validation-mlogloss:2.38452
[29]	train-mlogloss:2.36260	validation-mlogloss:2.37593
[30]	train-mlogloss:2.35349	validation-mlogloss:2.36683
[31]	train-mlogloss:2.34457	validation-mlogloss:2.35782
[32]	train-mlogloss:2.33587	validation-mlogloss:2.34930
[33]	train-mlogloss:2.32736	validation-mlogloss:2.34106
[34]	train-mlogloss:2.31913	validation-mlogloss:2.33282
[35]	train-mlogloss:2.31082	validation-mlogloss:2.32473
[36]	train-mlogloss:2.30257	validation-mlogloss:2.31653
[37]	train-mlogloss:2.29461	validation-mlogloss:2.30901
[38]	train-mlogloss:2.28660	validation-mlogloss:2.30108
[39]	train-mlogloss:2.27862	validation-mlogloss:2.29295
[40]	train-mlogloss:2.27093	validation-mlogloss:2.28548
[41]	train-mlogloss:2.26336	validation-mlogloss:2.27810
[42]	train-mlogloss:2.25571	validation-mlogloss:2.27044
[43]	train-mlogloss:2.24823	validation-mlogloss:2.26325
[44]	train-mlogloss:2.24085	validation-mlogloss:2.25563
[45]	train-mlogloss:2.23351	validation-mlogloss:2.24837
[46]	train-mlogloss:2.22642	validation-mlogloss:2.24147
[47]	train-mlogloss:2.21912	validation-mlogloss:2.23423
[48]	train-mlogloss:2.21214	validation-mlogloss:2.22728
[49]	train-mlogloss:2.20520	validation-mlogloss:2.22048
[50]	train-mlogloss:2.19810	validation-mlogloss:2.21349
[51]	train-mlogloss:2.19131	validation-mlogloss:2.20677
[52]	train-mlogloss:2.18454	validation-mlogloss:2.20004
[53]	train-mlogloss:2.17794	validation-mlogloss:2.19362
[54]	train-mlogloss:2.17123	validation-mlogloss:2.18699
[55]	train-mlogloss:2.16473	validation-mlogloss:2.18059
[56]	train-mlogloss:2.15833	validation-mlogloss:2.17417
[57]	train-mlogloss:2.15182	validation-mlogloss:2.16754
[58]	train-mlogloss:2.14544	validation-mlogloss:2.16126
[59]	train-mlogloss:2.13917	validation-mlogloss:2.15523
[60]	train-mlogloss:2.13290	validation-mlogloss:2.14886
[61]	train-mlogloss:2.12683	validation-mlogloss:2.14277
[62]	train-mlogloss:2.12062	validation-mlogloss:2.13655
[63]	train-mlogloss:2.11450	validation-mlogloss:2.13028
[64]	train-mlogloss:2.10846	validation-mlogloss:2.12410
[65]	train-mlogloss:2.10233	validation-mlogloss:2.11779
[66]	train-mlogloss:2.09655	validation-mlogloss:2.11202
[67]	train-mlogloss:2.09076	validation-mlogloss:2.10633
[68]	train-mlogloss:2.08507	validation-mlogloss:2.10084
[69]	train-mlogloss:2.07938	validation-mlogloss:2.09508
[70]	train-mlogloss:2.07373	validation-mlogloss:2.08932
[71]	train-mlogloss:2.06811	validation-mlogloss:2.08352
[72]	train-mlogloss:2.06240	validation-mlogloss:2.07765
[73]	train-mlogloss:2.05680	validation-mlogloss:2.07182
[74]	train-mlogloss:2.05130	validation-mlogloss:2.06640
[75]	train-mlogloss:2.04594	validation-mlogloss:2.06079
[76]	train-mlogloss:2.04045	validation-mlogloss:2.05513
[77]	train-mlogloss:2.03506	validation-mlogloss:2.04959
[78]	train-mlogloss:2.02973	validation-mlogloss:2.04431
[79]	train-mlogloss:2.02464	validation-mlogloss:2.03914
[80]	train-mlogloss:2.01955	validation-mlogloss:2.03406
[81]	train-mlogloss:2.01441	validation-mlogloss:2.02878
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[684]	train-mlogloss:1.20630	validation-mlogloss:1.21754
[685]	train-mlogloss:1.20595	validation-mlogloss:1.21733
[686]	train-mlogloss:1.20563	validation-mlogloss:1.21708
[687]	train-mlogloss:1.20529	validation-mlogloss:1.21692
[688]	train-mlogloss:1.20489	validation-mlogloss:1.21672
[689]	train-mlogloss:1.20452	validation-mlogloss:1.21645
[690]	train-mlogloss:1.20416	validation-mlogloss:1.21622
[691]	train-mlogloss:1.20384	validation-mlogloss:1.21597
[692]	train-mlogloss:1.20351	validation-mlogloss:1.21577
[693]	train-mlogloss:1.20318	validation-mlogloss:1.21551
[694]	train-mlogloss:1.20289	validation-mlogloss:1.21531
[695]	train-mlogloss:1.20251	validation-mlogloss:1.21501
[696]	train-mlogloss:1.20216	validation-mlogloss:1.21479
[697]	train-mlogloss:1.20185	validation-mlogloss:1.21457
[698]	train-mlogloss:1.20155	validation-mlogloss:1.21436
[699]	train-mlogloss:1.20122	validation-mlogloss:1.21413
[700]	train-mlogloss:1.20090	validation-mlogloss:1.21401
[701]	train-mlogloss:1.20059	validation-mlogloss:1.21376
[702]	train-mlogloss:1.20023	validation-mlogloss:1.21356
[703]	train-mlogloss:1.19995	validation-mlogloss:1.21338
[704]	train-mlogloss:1.19961	validation-mlogloss:1.21318
[705]	train-mlogloss:1.19930	validation-mlogloss:1.21302
[706]	train-mlogloss:1.19897	validation-mlogloss:1.21279
[707]	train-mlogloss:1.19864	validation-mlogloss:1.21253
[708]	train-mlogloss:1.19833	validation-mlogloss:1.21232
[709]	train-mlogloss:1.19803	validation-mlogloss:1.21215
[710]	train-mlogloss:1.19772	validation-mlogloss:1.21194
[711]	train-mlogloss:1.19739	validation-mlogloss:1.21178
[712]	train-mlogloss:1.19705	validation-mlogloss:1.21155
[713]	train-mlogloss:1.19674	validation-mlogloss:1.21135
[714]	train-mlogloss:1.19643	validation-mlogloss:1.21118
[715]	train-mlogloss:1.19608	validation-mlogloss:1.21094
[716]	train-mlogloss:1.19576	validation-mlogloss:1.21074
[717]	train-mlogloss:1.19546	validation-mlogloss:1.21053
[718]	train-mlogloss:1.19515	validation-mlogloss:1.21034
[719]	train-mlogloss:1.19483	validation-mlogloss:1.21018
[720]	train-mlogloss:1.19455	validation-mlogloss:1.21003
[721]	train-mlogloss:1.19425	validation-mlogloss:1.20978
[722]	train-mlogloss:1.19394	validation-mlogloss:1.20958
[723]	train-mlogloss:1.19358	validation-mlogloss:1.20940
[724]	train-mlogloss:1.19322	validation-mlogloss:1.20926
[725]	train-mlogloss:1.19294	validation-mlogloss:1.20908
[726]	train-mlogloss:1.19261	validation-mlogloss:1.20882
[727]	train-mlogloss:1.19233	validation-mlogloss:1.20866
[728]	train-mlogloss:1.19201	validation-mlogloss:1.20846
[729]	train-mlogloss:1.19173	validation-mlogloss:1.20829
[730]	train-mlogloss:1.19135	validation-mlogloss:1.20810
[731]	train-mlogloss:1.19105	validation-mlogloss:1.20790
[732]	train-mlogloss:1.19077	validation-mlogloss:1.20771
[733]	train-mlogloss:1.19047	validation-mlogloss:1.20752
[734]	train-mlogloss:1.19018	validation-mlogloss:1.20732
[735]	train-mlogloss:1.18986	validation-mlogloss:1.20710
[736]	train-mlogloss:1.18954	validation-mlogloss:1.20698
[737]	train-mlogloss:1.18921	validation-mlogloss:1.20676
[738]	train-mlogloss:1.18891	validation-mlogloss:1.20655
[739]	train-mlogloss:1.18857	validation-mlogloss:1.20645
[740]	train-mlogloss:1.18826	validation-mlogloss:1.20624
[741]	train-mlogloss:1.18792	validation-mlogloss:1.20598
[742]	train-mlogloss:1.18763	validation-mlogloss:1.20585
[743]	train-mlogloss:1.18735	validation-mlogloss:1.20567
[744]	train-mlogloss:1.18705	validation-mlogloss:1.20550
[745]	train-mlogloss:1.18673	validation-mlogloss:1.20529
[746]	train-mlogloss:1.18643	validation-mlogloss:1.20509
[747]	train-mlogloss:1.18614	validation-mlogloss:1.20491
[748]	train-mlogloss:1.18587	validation-mlogloss:1.20478
[749]	train-mlogloss:1.18559	validation-mlogloss:1.20462
[750]	train-mlogloss:1.18530	validation-mlogloss:1.20447
[751]	train-mlogloss:1.18501	validation-mlogloss:1.20433
[752]	train-mlogloss:1.18467	validation-mlogloss:1.20421
[753]	train-mlogloss:1.18440	validation-mlogloss:1.20404
[754]	train-mlogloss:1.18411	validation-mlogloss:1.20385
[755]	train-mlogloss:1.18382	validation-mlogloss:1.20368
[756]	train-mlogloss:1.18352	validation-mlogloss:1.20354
[757]	train-mlogloss:1.18320	validation-mlogloss:1.20327
[758]	train-mlogloss:1.18290	validation-mlogloss:1.20304
[759]	train-mlogloss:1.18264	validation-mlogloss:1.20289
[760]	train-mlogloss:1.18231	validation-mlogloss:1.20278
Saved model to disk.
2025-11-06 14:13:15.082249: 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 14:13:15.093500: 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 00:00:1762434795.106833 1381661 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434795.111229 1381661 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434795.121608 1381661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434795.121627 1381661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434795.121629 1381661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434795.121630 1381661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:13:15.124830: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69301	validation-mlogloss:2.69367
[1]	train-mlogloss:2.67819	validation-mlogloss:2.67952
[2]	train-mlogloss:2.66357	validation-mlogloss:2.66545
[3]	train-mlogloss:2.64987	validation-mlogloss:2.65221
[4]	train-mlogloss:2.63607	validation-mlogloss:2.63906
[5]	train-mlogloss:2.62228	validation-mlogloss:2.62571
[6]	train-mlogloss:2.60950	validation-mlogloss:2.61337
[7]	train-mlogloss:2.59654	validation-mlogloss:2.60091
[8]	train-mlogloss:2.58406	validation-mlogloss:2.58913
[9]	train-mlogloss:2.57199	validation-mlogloss:2.57774
[10]	train-mlogloss:2.55962	validation-mlogloss:2.56574
[11]	train-mlogloss:2.54749	validation-mlogloss:2.55417
[12]	train-mlogloss:2.53598	validation-mlogloss:2.54296
[13]	train-mlogloss:2.52451	validation-mlogloss:2.53176
[14]	train-mlogloss:2.51326	validation-mlogloss:2.52101
[15]	train-mlogloss:2.50237	validation-mlogloss:2.51047
[16]	train-mlogloss:2.49139	validation-mlogloss:2.49998
[17]	train-mlogloss:2.48030	validation-mlogloss:2.48940
[18]	train-mlogloss:2.46974	validation-mlogloss:2.47925
[19]	train-mlogloss:2.45943	validation-mlogloss:2.46906
[20]	train-mlogloss:2.44924	validation-mlogloss:2.45922
[21]	train-mlogloss:2.43914	validation-mlogloss:2.44948
[22]	train-mlogloss:2.42911	validation-mlogloss:2.43987
[23]	train-mlogloss:2.41927	validation-mlogloss:2.43047
[24]	train-mlogloss:2.40945	validation-mlogloss:2.42073
[25]	train-mlogloss:2.39992	validation-mlogloss:2.41130
[26]	train-mlogloss:2.39054	validation-mlogloss:2.40253
[27]	train-mlogloss:2.38116	validation-mlogloss:2.39329
[28]	train-mlogloss:2.37194	validation-mlogloss:2.38425
[29]	train-mlogloss:2.36287	validation-mlogloss:2.37534
[30]	train-mlogloss:2.35396	validation-mlogloss:2.36670
[31]	train-mlogloss:2.34497	validation-mlogloss:2.35790
[32]	train-mlogloss:2.33644	validation-mlogloss:2.34969
[33]	train-mlogloss:2.32797	validation-mlogloss:2.34151
[34]	train-mlogloss:2.31954	validation-mlogloss:2.33324
[35]	train-mlogloss:2.31138	validation-mlogloss:2.32533
[36]	train-mlogloss:2.30326	validation-mlogloss:2.31753
[37]	train-mlogloss:2.29513	validation-mlogloss:2.30969
[38]	train-mlogloss:2.28716	validation-mlogloss:2.30171
[39]	train-mlogloss:2.27921	validation-mlogloss:2.29399
[40]	train-mlogloss:2.27134	validation-mlogloss:2.28604
[41]	train-mlogloss:2.26358	validation-mlogloss:2.27850
[42]	train-mlogloss:2.25612	validation-mlogloss:2.27123
[43]	train-mlogloss:2.24856	validation-mlogloss:2.26377
[44]	train-mlogloss:2.24120	validation-mlogloss:2.25677
[45]	train-mlogloss:2.23374	validation-mlogloss:2.24953
[46]	train-mlogloss:2.22637	validation-mlogloss:2.24221
[47]	train-mlogloss:2.21917	validation-mlogloss:2.23505
[48]	train-mlogloss:2.21209	validation-mlogloss:2.22803
[49]	train-mlogloss:2.20512	validation-mlogloss:2.22119
[50]	train-mlogloss:2.19813	validation-mlogloss:2.21431
[51]	train-mlogloss:2.19136	validation-mlogloss:2.20753
[52]	train-mlogloss:2.18447	validation-mlogloss:2.20040
[53]	train-mlogloss:2.17780	validation-mlogloss:2.19394
[54]	train-mlogloss:2.17113	validation-mlogloss:2.18747
[55]	train-mlogloss:2.16443	validation-mlogloss:2.18063
[56]	train-mlogloss:2.15793	validation-mlogloss:2.17399
[57]	train-mlogloss:2.15146	validation-mlogloss:2.16741
[58]	train-mlogloss:2.14511	validation-mlogloss:2.16097
[59]	train-mlogloss:2.13894	validation-mlogloss:2.15473
[60]	train-mlogloss:2.13247	validation-mlogloss:2.14805
[61]	train-mlogloss:2.12632	validation-mlogloss:2.14179
[62]	train-mlogloss:2.12014	validation-mlogloss:2.13561
[63]	train-mlogloss:2.11401	validation-mlogloss:2.12941
[64]	train-mlogloss:2.10798	validation-mlogloss:2.12331
[65]	train-mlogloss:2.10198	validation-mlogloss:2.11750
[66]	train-mlogloss:2.09612	validation-mlogloss:2.11184
[67]	train-mlogloss:2.09033	validation-mlogloss:2.10613
[68]	train-mlogloss:2.08447	validation-mlogloss:2.10049
[69]	train-mlogloss:2.07888	validation-mlogloss:2.09505
[70]	train-mlogloss:2.07330	validation-mlogloss:2.08941
[71]	train-mlogloss:2.06761	validation-mlogloss:2.08357
[72]	train-mlogloss:2.06197	validation-mlogloss:2.07780
[73]	train-mlogloss:2.05646	validation-mlogloss:2.07219
[74]	train-mlogloss:2.05107	validation-mlogloss:2.06667
[75]	train-mlogloss:2.04571	validation-mlogloss:2.06135
[76]	train-mlogloss:2.04041	validation-mlogloss:2.05592
[77]	train-mlogloss:2.03522	validation-mlogloss:2.05085
[78]	train-mlogloss:2.02999	validation-mlogloss:2.04556
[79]	train-mlogloss:2.02457	validation-mlogloss:2.03998
[80]	train-mlogloss:2.01937	validation-mlogloss:2.03449
[81]	train-mlogloss:2.01422	validation-mlogloss:2.02934
[82]	train-mlogloss:2.00906	validation-mlogloss:2.02414
[83]	train-mlogloss:2.00398	validation-mlogloss:2.01881
[84]	train-mlogloss:1.99889	validation-mlogloss:2.01359
[85]	train-mlogloss:1.99369	validation-mlogloss:2.00833
[86]	train-mlogloss:1.98875	validation-mlogloss:2.00323
[87]	train-mlogloss:1.98384	validation-mlogloss:1.99836
[88]	train-mlogloss:1.97893	validation-mlogloss:1.99338
[89]	train-mlogloss:1.97428	validation-mlogloss:1.98855
[90]	train-mlogloss:1.96970	validation-mlogloss:1.98410
[91]	train-mlogloss:1.96500	validation-mlogloss:1.97936
[92]	train-mlogloss:1.96028	validation-mlogloss:1.97450
[93]	train-mlogloss:1.95562	validation-mlogloss:1.96978
[94]	train-mlogloss:1.95110	validation-mlogloss:1.96507
[95]	train-mlogloss:1.94647	validation-mlogloss:1.96029
[96]	train-mlogloss:1.94208	validation-mlogloss:1.95566
[97]	train-mlogloss:1.93762	validation-mlogloss:1.95091
[98]	train-mlogloss:1.93318	validation-mlogloss:1.94630
[99]	train-mlogloss:1.92879	validation-mlogloss:1.94190
[100]	train-mlogloss:1.92449	validation-mlogloss:1.93760
[101]	train-mlogloss:1.92023	validation-mlogloss:1.93330
[102]	train-mlogloss:1.91571	validation-mlogloss:1.92862
[103]	train-mlogloss:1.91156	validation-mlogloss:1.92440
[104]	train-mlogloss:1.90741	validation-mlogloss:1.92006
[105]	train-mlogloss:1.90335	validation-mlogloss:1.91589
[106]	train-mlogloss:1.89919	validation-mlogloss:1.91162
[107]	train-mlogloss:1.89505	validation-mlogloss:1.90741
[108]	train-mlogloss:1.89081	validation-mlogloss:1.90300
[109]	train-mlogloss:1.88685	validation-mlogloss:1.89894
[110]	train-mlogloss:1.88301	validation-mlogloss:1.89494
[111]	train-mlogloss:1.87893	validation-mlogloss:1.89067
[112]	train-mlogloss:1.87503	validation-mlogloss:1.88661
[113]	train-mlogloss:1.87111	validation-mlogloss:1.88269
[114]	train-mlogloss:1.86727	validation-mlogloss:1.87868
[115]	train-mlogloss:1.86317	validation-mlogloss:1.87444
[116]	train-mlogloss:1.85919	validation-mlogloss:1.87041
[117]	train-mlogloss:1.85542	validation-mlogloss:1.86648
[118]	train-mlogloss:1.85168	validation-mlogloss:1.86252
[119]	train-mlogloss:1.84808	validation-mlogloss:1.85882
[120]	train-mlogloss:1.84442	validation-mlogloss:1.85496
[121]	train-mlogloss:1.84080	validation-mlogloss:1.85121
[122]	train-mlogloss:1.83712	validation-mlogloss:1.84740
[123]	train-mlogloss:1.83362	validation-mlogloss:1.84375
[124]	train-mlogloss:1.83013	validation-mlogloss:1.84013
[125]	train-mlogloss:1.82643	validation-mlogloss:1.83614
[126]	train-mlogloss:1.82287	validation-mlogloss:1.83253
[127]	train-mlogloss:1.81940	validation-mlogloss:1.82891
[128]	train-mlogloss:1.81585	validation-mlogloss:1.82529
[129]	train-mlogloss:1.81238	validation-mlogloss:1.82172
[130]	train-mlogloss:1.80905	validation-mlogloss:1.81824
[131]	train-mlogloss:1.80542	validation-mlogloss:1.81438
[132]	train-mlogloss:1.80210	validation-mlogloss:1.81086
[133]	train-mlogloss:1.79880	validation-mlogloss:1.80736
[134]	train-mlogloss:1.79546	validation-mlogloss:1.80384
[135]	train-mlogloss:1.79229	validation-mlogloss:1.80059
[136]	train-mlogloss:1.78901	validation-mlogloss:1.79720
[137]	train-mlogloss:1.78575	validation-mlogloss:1.79381
[138]	train-mlogloss:1.78258	validation-mlogloss:1.79045
[139]	train-mlogloss:1.77942	validation-mlogloss:1.78725
[140]	train-mlogloss:1.77623	validation-mlogloss:1.78384
[141]	train-mlogloss:1.77306	validation-mlogloss:1.78039
[142]	train-mlogloss:1.76999	validation-mlogloss:1.77720
[143]	train-mlogloss:1.76669	validation-mlogloss:1.77390
[144]	train-mlogloss:1.76343	validation-mlogloss:1.77053
[145]	train-mlogloss:1.76040	validation-mlogloss:1.76740
[146]	train-mlogloss:1.75739	validation-mlogloss:1.76426
[147]	train-mlogloss:1.75416	validation-mlogloss:1.76090
[148]	train-mlogloss:1.75103	validation-mlogloss:1.75772
[149]	train-mlogloss:1.74784	validation-mlogloss:1.75443
[150]	train-mlogloss:1.74487	validation-mlogloss:1.75126
[151]	train-mlogloss:1.74183	validation-mlogloss:1.74813
[152]	train-mlogloss:1.73895	validation-mlogloss:1.74510
[153]	train-mlogloss:1.73591	validation-mlogloss:1.74191
[154]	train-mlogloss:1.73298	validation-mlogloss:1.73878
[155]	train-mlogloss:1.72994	validation-mlogloss:1.73560
[156]	train-mlogloss:1.72713	validation-mlogloss:1.73274
[157]	train-mlogloss:1.72423	validation-mlogloss:1.72962
[158]	train-mlogloss:1.72146	validation-mlogloss:1.72668
[159]	train-mlogloss:1.71879	validation-mlogloss:1.72382
[160]	train-mlogloss:1.71611	validation-mlogloss:1.72109
[161]	train-mlogloss:1.71335	validation-mlogloss:1.71820
[162]	train-mlogloss:1.71046	validation-mlogloss:1.71518
[163]	train-mlogloss:1.70785	validation-mlogloss:1.71255
[164]	train-mlogloss:1.70506	validation-mlogloss:1.70960
[165]	train-mlogloss:1.70240	validation-mlogloss:1.70682
[166]	train-mlogloss:1.69984	validation-mlogloss:1.70406
[167]	train-mlogloss:1.69710	validation-mlogloss:1.70124
[168]	train-mlogloss:1.69442	validation-mlogloss:1.69836
[169]	train-mlogloss:1.69177	validation-mlogloss:1.69559
[170]	train-mlogloss:1.68907	validation-mlogloss:1.69275
[171]	train-mlogloss:1.68641	validation-mlogloss:1.68997
[172]	train-mlogloss:1.68378	validation-mlogloss:1.68721
[173]	train-mlogloss:1.68103	validation-mlogloss:1.68433
[174]	train-mlogloss:1.67853	validation-mlogloss:1.68170
[175]	train-mlogloss:1.67592	validation-mlogloss:1.67895
[176]	train-mlogloss:1.67325	validation-mlogloss:1.67613
[177]	train-mlogloss:1.67071	validation-mlogloss:1.67337
[178]	train-mlogloss:1.66816	validation-mlogloss:1.67060
[179]	train-mlogloss:1.66567	validation-mlogloss:1.66803
[180]	train-mlogloss:1.66308	validation-mlogloss:1.66521
[181]	train-mlogloss:1.66056	validation-mlogloss:1.66253
[182]	train-mlogloss:1.65815	validation-mlogloss:1.65994
[183]	train-mlogloss:1.65559	validation-mlogloss:1.65727
[184]	train-mlogloss:1.65319	validation-mlogloss:1.65475
[185]	train-mlogloss:1.65078	validation-mlogloss:1.65226
[186]	train-mlogloss:1.64839	validation-mlogloss:1.64981
[187]	train-mlogloss:1.64598	validation-mlogloss:1.64734
[188]	train-mlogloss:1.64360	validation-mlogloss:1.64478
[189]	train-mlogloss:1.64124	validation-mlogloss:1.64234
[190]	train-mlogloss:1.63890	validation-mlogloss:1.63995
[191]	train-mlogloss:1.63655	validation-mlogloss:1.63737
[192]	train-mlogloss:1.63426	validation-mlogloss:1.63495
[193]	train-mlogloss:1.63198	validation-mlogloss:1.63245
[194]	train-mlogloss:1.62973	validation-mlogloss:1.63005
[195]	train-mlogloss:1.62740	validation-mlogloss:1.62756
[196]	train-mlogloss:1.62507	validation-mlogloss:1.62503
[197]	train-mlogloss:1.62282	validation-mlogloss:1.62259
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[631]	train-mlogloss:1.22442	validation-mlogloss:1.22994
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[731]	train-mlogloss:1.19016	validation-mlogloss:1.20727
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[735]	train-mlogloss:1.18892	validation-mlogloss:1.20664
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[737]	train-mlogloss:1.18831	validation-mlogloss:1.20618
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[743]	train-mlogloss:1.18652	validation-mlogloss:1.20517
[744]	train-mlogloss:1.18623	validation-mlogloss:1.20496
[745]	train-mlogloss:1.18594	validation-mlogloss:1.20487
[746]	train-mlogloss:1.18561	validation-mlogloss:1.20468
[747]	train-mlogloss:1.18533	validation-mlogloss:1.20452
[748]	train-mlogloss:1.18500	validation-mlogloss:1.20439
[749]	train-mlogloss:1.18470	validation-mlogloss:1.20427
[750]	train-mlogloss:1.18440	validation-mlogloss:1.20405
[751]	train-mlogloss:1.18406	validation-mlogloss:1.20386
[752]	train-mlogloss:1.18376	validation-mlogloss:1.20369
[753]	train-mlogloss:1.18348	validation-mlogloss:1.20350
[754]	train-mlogloss:1.18317	validation-mlogloss:1.20331
[755]	train-mlogloss:1.18288	validation-mlogloss:1.20314
[756]	train-mlogloss:1.18262	validation-mlogloss:1.20300
[757]	train-mlogloss:1.18231	validation-mlogloss:1.20278
[758]	train-mlogloss:1.18201	validation-mlogloss:1.20254
[759]	train-mlogloss:1.18167	validation-mlogloss:1.20239
[760]	train-mlogloss:1.18134	validation-mlogloss:1.20223
Saved model to disk.
2025-11-06 14:13:39.749424: 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 14:13:39.760529: 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 00:00:1762434819.773663 1382066 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434819.777782 1382066 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434819.787848 1382066 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434819.787866 1382066 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434819.787868 1382066 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434819.787869 1382066 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:13:39.790963: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69338	validation-mlogloss:2.69413
[1]	train-mlogloss:2.67916	validation-mlogloss:2.68029
[2]	train-mlogloss:2.66521	validation-mlogloss:2.66677
[3]	train-mlogloss:2.65106	validation-mlogloss:2.65331
[4]	train-mlogloss:2.63715	validation-mlogloss:2.64029
[5]	train-mlogloss:2.62370	validation-mlogloss:2.62730
[6]	train-mlogloss:2.61037	validation-mlogloss:2.61467
[7]	train-mlogloss:2.59752	validation-mlogloss:2.60232
[8]	train-mlogloss:2.58485	validation-mlogloss:2.59043
[9]	train-mlogloss:2.57190	validation-mlogloss:2.57783
[10]	train-mlogloss:2.55942	validation-mlogloss:2.56572
[11]	train-mlogloss:2.54750	validation-mlogloss:2.55422
[12]	train-mlogloss:2.53546	validation-mlogloss:2.54243
[13]	train-mlogloss:2.52392	validation-mlogloss:2.53171
[14]	train-mlogloss:2.51216	validation-mlogloss:2.52030
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[617]	train-mlogloss:1.22959	validation-mlogloss:1.23434
[618]	train-mlogloss:1.22919	validation-mlogloss:1.23406
[619]	train-mlogloss:1.22875	validation-mlogloss:1.23372
[620]	train-mlogloss:1.22835	validation-mlogloss:1.23342
[621]	train-mlogloss:1.22796	validation-mlogloss:1.23309
[622]	train-mlogloss:1.22760	validation-mlogloss:1.23280
[623]	train-mlogloss:1.22722	validation-mlogloss:1.23256
[624]	train-mlogloss:1.22682	validation-mlogloss:1.23224
[625]	train-mlogloss:1.22640	validation-mlogloss:1.23200
[626]	train-mlogloss:1.22601	validation-mlogloss:1.23176
[627]	train-mlogloss:1.22560	validation-mlogloss:1.23144
[628]	train-mlogloss:1.22520	validation-mlogloss:1.23118
[629]	train-mlogloss:1.22479	validation-mlogloss:1.23088
[630]	train-mlogloss:1.22441	validation-mlogloss:1.23061
[631]	train-mlogloss:1.22404	validation-mlogloss:1.23042
[632]	train-mlogloss:1.22363	validation-mlogloss:1.23017
[633]	train-mlogloss:1.22328	validation-mlogloss:1.22990
[634]	train-mlogloss:1.22290	validation-mlogloss:1.22966
[635]	train-mlogloss:1.22254	validation-mlogloss:1.22938
[636]	train-mlogloss:1.22219	validation-mlogloss:1.22910
[637]	train-mlogloss:1.22180	validation-mlogloss:1.22883
[638]	train-mlogloss:1.22142	validation-mlogloss:1.22857
[639]	train-mlogloss:1.22106	validation-mlogloss:1.22834
[640]	train-mlogloss:1.22069	validation-mlogloss:1.22809
[641]	train-mlogloss:1.22032	validation-mlogloss:1.22777
[642]	train-mlogloss:1.21995	validation-mlogloss:1.22747
[643]	train-mlogloss:1.21958	validation-mlogloss:1.22719
[644]	train-mlogloss:1.21917	validation-mlogloss:1.22688
[645]	train-mlogloss:1.21879	validation-mlogloss:1.22663
[646]	train-mlogloss:1.21843	validation-mlogloss:1.22635
[647]	train-mlogloss:1.21808	validation-mlogloss:1.22615
[648]	train-mlogloss:1.21772	validation-mlogloss:1.22588
[649]	train-mlogloss:1.21738	validation-mlogloss:1.22570
[650]	train-mlogloss:1.21703	validation-mlogloss:1.22544
[651]	train-mlogloss:1.21662	validation-mlogloss:1.22515
[652]	train-mlogloss:1.21621	validation-mlogloss:1.22487
[653]	train-mlogloss:1.21585	validation-mlogloss:1.22460
[654]	train-mlogloss:1.21547	validation-mlogloss:1.22431
[655]	train-mlogloss:1.21505	validation-mlogloss:1.22403
[656]	train-mlogloss:1.21465	validation-mlogloss:1.22377
[657]	train-mlogloss:1.21427	validation-mlogloss:1.22352
[658]	train-mlogloss:1.21391	validation-mlogloss:1.22330
[659]	train-mlogloss:1.21358	validation-mlogloss:1.22302
[660]	train-mlogloss:1.21321	validation-mlogloss:1.22286
[661]	train-mlogloss:1.21285	validation-mlogloss:1.22264
[662]	train-mlogloss:1.21250	validation-mlogloss:1.22242
[663]	train-mlogloss:1.21217	validation-mlogloss:1.22219
[664]	train-mlogloss:1.21181	validation-mlogloss:1.22191
[665]	train-mlogloss:1.21146	validation-mlogloss:1.22169
[666]	train-mlogloss:1.21109	validation-mlogloss:1.22145
[667]	train-mlogloss:1.21073	validation-mlogloss:1.22122
[668]	train-mlogloss:1.21037	validation-mlogloss:1.22099
[669]	train-mlogloss:1.21000	validation-mlogloss:1.22069
[670]	train-mlogloss:1.20967	validation-mlogloss:1.22044
[671]	train-mlogloss:1.20928	validation-mlogloss:1.22017
[672]	train-mlogloss:1.20894	validation-mlogloss:1.21995
[673]	train-mlogloss:1.20863	validation-mlogloss:1.21974
[674]	train-mlogloss:1.20830	validation-mlogloss:1.21951
[675]	train-mlogloss:1.20795	validation-mlogloss:1.21936
[676]	train-mlogloss:1.20761	validation-mlogloss:1.21918
[677]	train-mlogloss:1.20724	validation-mlogloss:1.21904
[678]	train-mlogloss:1.20689	validation-mlogloss:1.21885
[679]	train-mlogloss:1.20653	validation-mlogloss:1.21864
[680]	train-mlogloss:1.20620	validation-mlogloss:1.21842
[681]	train-mlogloss:1.20588	validation-mlogloss:1.21813
[682]	train-mlogloss:1.20557	validation-mlogloss:1.21792
[683]	train-mlogloss:1.20523	validation-mlogloss:1.21771
[684]	train-mlogloss:1.20489	validation-mlogloss:1.21745
[685]	train-mlogloss:1.20456	validation-mlogloss:1.21724
[686]	train-mlogloss:1.20420	validation-mlogloss:1.21702
[687]	train-mlogloss:1.20383	validation-mlogloss:1.21679
[688]	train-mlogloss:1.20347	validation-mlogloss:1.21653
[689]	train-mlogloss:1.20312	validation-mlogloss:1.21623
[690]	train-mlogloss:1.20280	validation-mlogloss:1.21600
[691]	train-mlogloss:1.20247	validation-mlogloss:1.21582
[692]	train-mlogloss:1.20216	validation-mlogloss:1.21564
[693]	train-mlogloss:1.20186	validation-mlogloss:1.21543
[694]	train-mlogloss:1.20153	validation-mlogloss:1.21525
[695]	train-mlogloss:1.20122	validation-mlogloss:1.21504
[696]	train-mlogloss:1.20086	validation-mlogloss:1.21488
[697]	train-mlogloss:1.20053	validation-mlogloss:1.21474
[698]	train-mlogloss:1.20021	validation-mlogloss:1.21457
[699]	train-mlogloss:1.19987	validation-mlogloss:1.21436
[700]	train-mlogloss:1.19958	validation-mlogloss:1.21411
[701]	train-mlogloss:1.19928	validation-mlogloss:1.21390
[702]	train-mlogloss:1.19898	validation-mlogloss:1.21371
[703]	train-mlogloss:1.19862	validation-mlogloss:1.21348
[704]	train-mlogloss:1.19831	validation-mlogloss:1.21327
[705]	train-mlogloss:1.19797	validation-mlogloss:1.21299
[706]	train-mlogloss:1.19766	validation-mlogloss:1.21274
[707]	train-mlogloss:1.19734	validation-mlogloss:1.21255
[708]	train-mlogloss:1.19702	validation-mlogloss:1.21240
[709]	train-mlogloss:1.19670	validation-mlogloss:1.21220
[710]	train-mlogloss:1.19640	validation-mlogloss:1.21200
[711]	train-mlogloss:1.19608	validation-mlogloss:1.21176
[712]	train-mlogloss:1.19575	validation-mlogloss:1.21155
[713]	train-mlogloss:1.19538	validation-mlogloss:1.21137
[714]	train-mlogloss:1.19510	validation-mlogloss:1.21124
[715]	train-mlogloss:1.19479	validation-mlogloss:1.21103
[716]	train-mlogloss:1.19450	validation-mlogloss:1.21084
[717]	train-mlogloss:1.19419	validation-mlogloss:1.21061
[718]	train-mlogloss:1.19390	validation-mlogloss:1.21043
[719]	train-mlogloss:1.19361	validation-mlogloss:1.21026
[720]	train-mlogloss:1.19329	validation-mlogloss:1.21009
[721]	train-mlogloss:1.19300	validation-mlogloss:1.20988
[722]	train-mlogloss:1.19265	validation-mlogloss:1.20970
[723]	train-mlogloss:1.19235	validation-mlogloss:1.20949
[724]	train-mlogloss:1.19204	validation-mlogloss:1.20930
[725]	train-mlogloss:1.19171	validation-mlogloss:1.20913
[726]	train-mlogloss:1.19137	validation-mlogloss:1.20897
[727]	train-mlogloss:1.19103	validation-mlogloss:1.20872
[728]	train-mlogloss:1.19073	validation-mlogloss:1.20856
[729]	train-mlogloss:1.19039	validation-mlogloss:1.20834
[730]	train-mlogloss:1.19004	validation-mlogloss:1.20817
[731]	train-mlogloss:1.18976	validation-mlogloss:1.20801
[732]	train-mlogloss:1.18943	validation-mlogloss:1.20783
[733]	train-mlogloss:1.18914	validation-mlogloss:1.20763
[734]	train-mlogloss:1.18881	validation-mlogloss:1.20744
[735]	train-mlogloss:1.18850	validation-mlogloss:1.20722
[736]	train-mlogloss:1.18820	validation-mlogloss:1.20703
[737]	train-mlogloss:1.18783	validation-mlogloss:1.20681
[738]	train-mlogloss:1.18749	validation-mlogloss:1.20662
[739]	train-mlogloss:1.18717	validation-mlogloss:1.20646
[740]	train-mlogloss:1.18689	validation-mlogloss:1.20633
[741]	train-mlogloss:1.18658	validation-mlogloss:1.20608
[742]	train-mlogloss:1.18628	validation-mlogloss:1.20588
[743]	train-mlogloss:1.18601	validation-mlogloss:1.20571
[744]	train-mlogloss:1.18573	validation-mlogloss:1.20561
[745]	train-mlogloss:1.18543	validation-mlogloss:1.20537
[746]	train-mlogloss:1.18513	validation-mlogloss:1.20522
[747]	train-mlogloss:1.18482	validation-mlogloss:1.20507
[748]	train-mlogloss:1.18448	validation-mlogloss:1.20484
[749]	train-mlogloss:1.18420	validation-mlogloss:1.20464
[750]	train-mlogloss:1.18391	validation-mlogloss:1.20446
[751]	train-mlogloss:1.18361	validation-mlogloss:1.20430
[752]	train-mlogloss:1.18334	validation-mlogloss:1.20416
[753]	train-mlogloss:1.18304	validation-mlogloss:1.20400
[754]	train-mlogloss:1.18276	validation-mlogloss:1.20382
[755]	train-mlogloss:1.18247	validation-mlogloss:1.20363
[756]	train-mlogloss:1.18219	validation-mlogloss:1.20343
[757]	train-mlogloss:1.18184	validation-mlogloss:1.20331
[758]	train-mlogloss:1.18151	validation-mlogloss:1.20314
[759]	train-mlogloss:1.18122	validation-mlogloss:1.20297
[760]	train-mlogloss:1.18093	validation-mlogloss:1.20283
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.6 [%]
Global accuracy score (test) = 58.84 [%]
Global F1 score (train) = 61.15 [%]
Global F1 score (test) = 57.71 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.37      0.24      0.29       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.51      0.43       161
       CAMINAR USUAL SPEED       0.40      0.35      0.37       161
            CAMINAR ZIGZAG       0.45      0.41      0.43       161
          DE PIE BARRIENDO       0.66      0.74      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.40      0.40       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.50       161
          DE PIE USANDO PC       0.84      0.87      0.85       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.35      0.41       161
         SENTADO USANDO PC       0.50      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.89      0.73       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 19: 58.84 [%]
F1-score capturado en la ejecución 19: 57.71 [%]

=== EJECUCIÓN 20 ===

--- TRAIN (ejecución 20) ---

--- TEST (ejecución 20) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.42 [%]
Global accuracy score (test) = 59.05 [%]
Global F1 score (train) = 60.96 [%]
Global F1 score (test) = 57.99 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.40      0.22      0.28       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.53      0.44       161
       CAMINAR USUAL SPEED       0.39      0.36      0.37       161
            CAMINAR ZIGZAG       0.43      0.41      0.42       161
          DE PIE BARRIENDO       0.65      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.40      0.39      0.40       161
    DE PIE MOVIENDO LIBROS       0.47      0.50      0.48       161
          DE PIE USANDO PC       0.88      0.89      0.88       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.54      0.40      0.46       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.45      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.59      0.59      0.58      2415
              weighted avg       0.59      0.59      0.58      2415


Accuracy capturado en la ejecución 20: 59.05 [%]
F1-score capturado en la ejecución 20: 57.99 [%]

=== EJECUCIÓN 21 ===

--- TRAIN (ejecución 21) ---

--- TEST (ejecución 21) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.58 [%]
Global accuracy score (test) = 58.34 [%]
Global F1 score (train) = 61.12 [%]
Global F1 score (test) = 57.32 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.37      0.24      0.29       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.52      0.43       161
       CAMINAR USUAL SPEED       0.41      0.35      0.38       161
            CAMINAR ZIGZAG       0.41      0.37      0.39       161
          DE PIE BARRIENDO       0.65      0.74      0.69       161
   DE PIE DOBLANDO TOALLAS       0.38      0.39      0.38       161
    DE PIE MOVIENDO LIBROS       0.48      0.49      0.48       161
          DE PIE USANDO PC       0.85      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.52      0.36      0.43       161
         SENTADO USANDO PC       0.49      0.52      0.50       161
      SENTADO VIENDO LA TV       0.44      0.29      0.35       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.58      2415
                 macro avg       0.58      0.58      0.57      2415
              weighted avg       0.58      0.58      0.57      2415


Accuracy capturado en la ejecución 21: 58.34 [%]
F1-score capturado en la ejecución 21: 57.32 [%]

=== EJECUCIÓN 22 ===

--- TRAIN (ejecución 22) ---

--- TEST (ejecución 22) ---
2025-11-06 14:14:04.030690: 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 14:14:04.042154: 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 00:00:1762434844.055464 1382470 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434844.059625 1382470 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434844.069509 1382470 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434844.069527 1382470 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434844.069529 1382470 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434844.069530 1382470 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:14:04.072617: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69263	validation-mlogloss:2.69320
[1]	train-mlogloss:2.67776	validation-mlogloss:2.67893
[2]	train-mlogloss:2.66345	validation-mlogloss:2.66550
[3]	train-mlogloss:2.64977	validation-mlogloss:2.65207
[4]	train-mlogloss:2.63586	validation-mlogloss:2.63841
[5]	train-mlogloss:2.62211	validation-mlogloss:2.62530
[6]	train-mlogloss:2.60870	validation-mlogloss:2.61271
[7]	train-mlogloss:2.59535	validation-mlogloss:2.59987
[8]	train-mlogloss:2.58271	validation-mlogloss:2.58788
[9]	train-mlogloss:2.57022	validation-mlogloss:2.57576
[10]	train-mlogloss:2.55790	validation-mlogloss:2.56390
[11]	train-mlogloss:2.54599	validation-mlogloss:2.55241
[12]	train-mlogloss:2.53414	validation-mlogloss:2.54093
[13]	train-mlogloss:2.52267	validation-mlogloss:2.52981
[14]	train-mlogloss:2.51107	validation-mlogloss:2.51845
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[731]	train-mlogloss:1.19015	validation-mlogloss:1.20658
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[735]	train-mlogloss:1.18892	validation-mlogloss:1.20594
[736]	train-mlogloss:1.18863	validation-mlogloss:1.20582
[737]	train-mlogloss:1.18829	validation-mlogloss:1.20566
[738]	train-mlogloss:1.18795	validation-mlogloss:1.20543
[739]	train-mlogloss:1.18765	validation-mlogloss:1.20530
[740]	train-mlogloss:1.18735	validation-mlogloss:1.20513
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[742]	train-mlogloss:1.18679	validation-mlogloss:1.20474
[743]	train-mlogloss:1.18644	validation-mlogloss:1.20451
[744]	train-mlogloss:1.18614	validation-mlogloss:1.20436
[745]	train-mlogloss:1.18584	validation-mlogloss:1.20421
[746]	train-mlogloss:1.18554	validation-mlogloss:1.20404
[747]	train-mlogloss:1.18524	validation-mlogloss:1.20388
[748]	train-mlogloss:1.18492	validation-mlogloss:1.20369
[749]	train-mlogloss:1.18462	validation-mlogloss:1.20353
[750]	train-mlogloss:1.18434	validation-mlogloss:1.20337
[751]	train-mlogloss:1.18403	validation-mlogloss:1.20316
[752]	train-mlogloss:1.18373	validation-mlogloss:1.20303
[753]	train-mlogloss:1.18346	validation-mlogloss:1.20282
[754]	train-mlogloss:1.18317	validation-mlogloss:1.20264
[755]	train-mlogloss:1.18286	validation-mlogloss:1.20242
[756]	train-mlogloss:1.18257	validation-mlogloss:1.20224
[757]	train-mlogloss:1.18229	validation-mlogloss:1.20210
[758]	train-mlogloss:1.18198	validation-mlogloss:1.20189
[759]	train-mlogloss:1.18174	validation-mlogloss:1.20175
[760]	train-mlogloss:1.18142	validation-mlogloss:1.20171
Saved model to disk.
2025-11-06 14:14:28.531275: 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 14:14:28.542860: 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 00:00:1762434868.556016 1382874 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434868.559988 1382874 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434868.569944 1382874 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434868.569960 1382874 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434868.569962 1382874 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434868.569963 1382874 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:14:28.573066: 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..
Training a non-convolutional model.
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[1]	train-mlogloss:2.67854	validation-mlogloss:2.67938
[2]	train-mlogloss:2.66430	validation-mlogloss:2.66561
[3]	train-mlogloss:2.65003	validation-mlogloss:2.65177
[4]	train-mlogloss:2.63612	validation-mlogloss:2.63848
[5]	train-mlogloss:2.62283	validation-mlogloss:2.62575
[6]	train-mlogloss:2.60946	validation-mlogloss:2.61284
[7]	train-mlogloss:2.59665	validation-mlogloss:2.60054
[8]	train-mlogloss:2.58423	validation-mlogloss:2.58844
[9]	train-mlogloss:2.57172	validation-mlogloss:2.57625
[10]	train-mlogloss:2.55925	validation-mlogloss:2.56438
[11]	train-mlogloss:2.54711	validation-mlogloss:2.55263
[12]	train-mlogloss:2.53554	validation-mlogloss:2.54162
[13]	train-mlogloss:2.52405	validation-mlogloss:2.53063
[14]	train-mlogloss:2.51248	validation-mlogloss:2.51939
[15]	train-mlogloss:2.50135	validation-mlogloss:2.50857
[16]	train-mlogloss:2.49021	validation-mlogloss:2.49788
[17]	train-mlogloss:2.47955	validation-mlogloss:2.48740
[18]	train-mlogloss:2.46882	validation-mlogloss:2.47696
[19]	train-mlogloss:2.45853	validation-mlogloss:2.46709
[20]	train-mlogloss:2.44807	validation-mlogloss:2.45709
[21]	train-mlogloss:2.43802	validation-mlogloss:2.44750
[22]	train-mlogloss:2.42809	validation-mlogloss:2.43804
[23]	train-mlogloss:2.41832	validation-mlogloss:2.42866
[24]	train-mlogloss:2.40876	validation-mlogloss:2.41934
[25]	train-mlogloss:2.39910	validation-mlogloss:2.40987
[26]	train-mlogloss:2.38982	validation-mlogloss:2.40104
[27]	train-mlogloss:2.38063	validation-mlogloss:2.39215
[28]	train-mlogloss:2.37152	validation-mlogloss:2.38332
[29]	train-mlogloss:2.36237	validation-mlogloss:2.37434
[30]	train-mlogloss:2.35354	validation-mlogloss:2.36570
[31]	train-mlogloss:2.34493	validation-mlogloss:2.35750
[32]	train-mlogloss:2.33635	validation-mlogloss:2.34921
[33]	train-mlogloss:2.32762	validation-mlogloss:2.34065
[34]	train-mlogloss:2.31925	validation-mlogloss:2.33258
[35]	train-mlogloss:2.31083	validation-mlogloss:2.32435
[36]	train-mlogloss:2.30263	validation-mlogloss:2.31630
[37]	train-mlogloss:2.29449	validation-mlogloss:2.30841
[38]	train-mlogloss:2.28660	validation-mlogloss:2.30058
[39]	train-mlogloss:2.27885	validation-mlogloss:2.29301
[40]	train-mlogloss:2.27115	validation-mlogloss:2.28561
[41]	train-mlogloss:2.26340	validation-mlogloss:2.27778
[42]	train-mlogloss:2.25580	validation-mlogloss:2.27032
[43]	train-mlogloss:2.24819	validation-mlogloss:2.26281
[44]	train-mlogloss:2.24072	validation-mlogloss:2.25559
[45]	train-mlogloss:2.23319	validation-mlogloss:2.24821
[46]	train-mlogloss:2.22607	validation-mlogloss:2.24150
[47]	train-mlogloss:2.21890	validation-mlogloss:2.23440
[48]	train-mlogloss:2.21165	validation-mlogloss:2.22728
[49]	train-mlogloss:2.20462	validation-mlogloss:2.22045
[50]	train-mlogloss:2.19760	validation-mlogloss:2.21353
[51]	train-mlogloss:2.19037	validation-mlogloss:2.20616
[52]	train-mlogloss:2.18362	validation-mlogloss:2.19949
[53]	train-mlogloss:2.17698	validation-mlogloss:2.19290
[54]	train-mlogloss:2.17039	validation-mlogloss:2.18641
[55]	train-mlogloss:2.16389	validation-mlogloss:2.17997
[56]	train-mlogloss:2.15736	validation-mlogloss:2.17332
[57]	train-mlogloss:2.15103	validation-mlogloss:2.16720
[58]	train-mlogloss:2.14488	validation-mlogloss:2.16106
[59]	train-mlogloss:2.13867	validation-mlogloss:2.15486
[60]	train-mlogloss:2.13237	validation-mlogloss:2.14847
[61]	train-mlogloss:2.12591	validation-mlogloss:2.14200
[62]	train-mlogloss:2.11990	validation-mlogloss:2.13626
[63]	train-mlogloss:2.11389	validation-mlogloss:2.13027
[64]	train-mlogloss:2.10790	validation-mlogloss:2.12421
[65]	train-mlogloss:2.10183	validation-mlogloss:2.11803
[66]	train-mlogloss:2.09623	validation-mlogloss:2.11268
[67]	train-mlogloss:2.09043	validation-mlogloss:2.10685
[68]	train-mlogloss:2.08456	validation-mlogloss:2.10086
[69]	train-mlogloss:2.07896	validation-mlogloss:2.09513
[70]	train-mlogloss:2.07334	validation-mlogloss:2.08959
[71]	train-mlogloss:2.06780	validation-mlogloss:2.08408
[72]	train-mlogloss:2.06237	validation-mlogloss:2.07868
[73]	train-mlogloss:2.05669	validation-mlogloss:2.07290
[74]	train-mlogloss:2.05130	validation-mlogloss:2.06750
[75]	train-mlogloss:2.04586	validation-mlogloss:2.06190
[76]	train-mlogloss:2.04058	validation-mlogloss:2.05657
[77]	train-mlogloss:2.03525	validation-mlogloss:2.05130
[78]	train-mlogloss:2.02997	validation-mlogloss:2.04612
[79]	train-mlogloss:2.02456	validation-mlogloss:2.04044
[80]	train-mlogloss:2.01930	validation-mlogloss:2.03505
[81]	train-mlogloss:2.01404	validation-mlogloss:2.02953
[82]	train-mlogloss:2.00877	validation-mlogloss:2.02403
[83]	train-mlogloss:2.00372	validation-mlogloss:2.01886
[84]	train-mlogloss:1.99896	validation-mlogloss:2.01428
[85]	train-mlogloss:1.99394	validation-mlogloss:2.00896
[86]	train-mlogloss:1.98900	validation-mlogloss:2.00404
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[88]	train-mlogloss:1.97936	validation-mlogloss:1.99427
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[90]	train-mlogloss:1.97003	validation-mlogloss:1.98481
[91]	train-mlogloss:1.96523	validation-mlogloss:1.97991
[92]	train-mlogloss:1.96057	validation-mlogloss:1.97522
[93]	train-mlogloss:1.95597	validation-mlogloss:1.97052
[94]	train-mlogloss:1.95140	validation-mlogloss:1.96598
[95]	train-mlogloss:1.94688	validation-mlogloss:1.96125
[96]	train-mlogloss:1.94222	validation-mlogloss:1.95648
[97]	train-mlogloss:1.93780	validation-mlogloss:1.95197
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[99]	train-mlogloss:1.92902	validation-mlogloss:1.94298
[100]	train-mlogloss:1.92470	validation-mlogloss:1.93849
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[102]	train-mlogloss:1.91611	validation-mlogloss:1.92956
[103]	train-mlogloss:1.91186	validation-mlogloss:1.92535
[104]	train-mlogloss:1.90784	validation-mlogloss:1.92129
[105]	train-mlogloss:1.90373	validation-mlogloss:1.91715
[106]	train-mlogloss:1.89974	validation-mlogloss:1.91301
[107]	train-mlogloss:1.89531	validation-mlogloss:1.90829
[108]	train-mlogloss:1.89124	validation-mlogloss:1.90414
[109]	train-mlogloss:1.88724	validation-mlogloss:1.90007
[110]	train-mlogloss:1.88304	validation-mlogloss:1.89580
[111]	train-mlogloss:1.87884	validation-mlogloss:1.89141
[112]	train-mlogloss:1.87488	validation-mlogloss:1.88740
[113]	train-mlogloss:1.87101	validation-mlogloss:1.88333
[114]	train-mlogloss:1.86712	validation-mlogloss:1.87934
[115]	train-mlogloss:1.86330	validation-mlogloss:1.87538
[116]	train-mlogloss:1.85925	validation-mlogloss:1.87117
[117]	train-mlogloss:1.85544	validation-mlogloss:1.86718
[118]	train-mlogloss:1.85162	validation-mlogloss:1.86321
[119]	train-mlogloss:1.84794	validation-mlogloss:1.85937
[120]	train-mlogloss:1.84431	validation-mlogloss:1.85561
[121]	train-mlogloss:1.84067	validation-mlogloss:1.85179
[122]	train-mlogloss:1.83705	validation-mlogloss:1.84795
[123]	train-mlogloss:1.83309	validation-mlogloss:1.84387
[124]	train-mlogloss:1.82958	validation-mlogloss:1.84035
[125]	train-mlogloss:1.82603	validation-mlogloss:1.83656
[126]	train-mlogloss:1.82237	validation-mlogloss:1.83280
[127]	train-mlogloss:1.81874	validation-mlogloss:1.82884
[128]	train-mlogloss:1.81525	validation-mlogloss:1.82525
[129]	train-mlogloss:1.81160	validation-mlogloss:1.82136
[130]	train-mlogloss:1.80817	validation-mlogloss:1.81778
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[733]	train-mlogloss:1.18986	validation-mlogloss:1.20725
[734]	train-mlogloss:1.18951	validation-mlogloss:1.20701
[735]	train-mlogloss:1.18918	validation-mlogloss:1.20679
[736]	train-mlogloss:1.18890	validation-mlogloss:1.20659
[737]	train-mlogloss:1.18861	validation-mlogloss:1.20642
[738]	train-mlogloss:1.18828	validation-mlogloss:1.20624
[739]	train-mlogloss:1.18802	validation-mlogloss:1.20609
[740]	train-mlogloss:1.18770	validation-mlogloss:1.20580
[741]	train-mlogloss:1.18740	validation-mlogloss:1.20554
[742]	train-mlogloss:1.18710	validation-mlogloss:1.20538
[743]	train-mlogloss:1.18676	validation-mlogloss:1.20523
[744]	train-mlogloss:1.18644	validation-mlogloss:1.20510
[745]	train-mlogloss:1.18612	validation-mlogloss:1.20491
[746]	train-mlogloss:1.18577	validation-mlogloss:1.20479
[747]	train-mlogloss:1.18544	validation-mlogloss:1.20455
[748]	train-mlogloss:1.18514	validation-mlogloss:1.20436
[749]	train-mlogloss:1.18488	validation-mlogloss:1.20423
[750]	train-mlogloss:1.18457	validation-mlogloss:1.20407
[751]	train-mlogloss:1.18428	validation-mlogloss:1.20390
[752]	train-mlogloss:1.18397	validation-mlogloss:1.20379
[753]	train-mlogloss:1.18362	validation-mlogloss:1.20364
[754]	train-mlogloss:1.18328	validation-mlogloss:1.20350
[755]	train-mlogloss:1.18299	validation-mlogloss:1.20335
[756]	train-mlogloss:1.18264	validation-mlogloss:1.20317
[757]	train-mlogloss:1.18229	validation-mlogloss:1.20300
[758]	train-mlogloss:1.18199	validation-mlogloss:1.20280
[759]	train-mlogloss:1.18170	validation-mlogloss:1.20259
[760]	train-mlogloss:1.18139	validation-mlogloss:1.20241
Saved model to disk.
2025-11-06 14:14:53.011949: 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 14:14:53.023234: 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 00:00:1762434893.036292 1383288 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434893.040185 1383288 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434893.050131 1383288 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434893.050147 1383288 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434893.050149 1383288 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434893.050150 1383288 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:14:53.053243: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69346	validation-mlogloss:2.69400
[1]	train-mlogloss:2.67909	validation-mlogloss:2.68013
[2]	train-mlogloss:2.66479	validation-mlogloss:2.66669
[3]	train-mlogloss:2.65050	validation-mlogloss:2.65291
[4]	train-mlogloss:2.63687	validation-mlogloss:2.63962
[5]	train-mlogloss:2.62349	validation-mlogloss:2.62665
[6]	train-mlogloss:2.60985	validation-mlogloss:2.61393
[7]	train-mlogloss:2.59685	validation-mlogloss:2.60143
[8]	train-mlogloss:2.58431	validation-mlogloss:2.58959
[9]	train-mlogloss:2.57171	validation-mlogloss:2.57730
[10]	train-mlogloss:2.55938	validation-mlogloss:2.56536
[11]	train-mlogloss:2.54753	validation-mlogloss:2.55371
[12]	train-mlogloss:2.53583	validation-mlogloss:2.54231
[13]	train-mlogloss:2.52442	validation-mlogloss:2.53132
[14]	train-mlogloss:2.51335	validation-mlogloss:2.52034
[15]	train-mlogloss:2.50194	validation-mlogloss:2.50941
[16]	train-mlogloss:2.49083	validation-mlogloss:2.49870
[17]	train-mlogloss:2.47973	validation-mlogloss:2.48802
[18]	train-mlogloss:2.46893	validation-mlogloss:2.47766
[19]	train-mlogloss:2.45861	validation-mlogloss:2.46773
[20]	train-mlogloss:2.44830	validation-mlogloss:2.45760
[21]	train-mlogloss:2.43827	validation-mlogloss:2.44783
[22]	train-mlogloss:2.42838	validation-mlogloss:2.43816
[23]	train-mlogloss:2.41840	validation-mlogloss:2.42855
[24]	train-mlogloss:2.40889	validation-mlogloss:2.41943
[25]	train-mlogloss:2.39943	validation-mlogloss:2.41032
[26]	train-mlogloss:2.39012	validation-mlogloss:2.40124
[27]	train-mlogloss:2.38077	validation-mlogloss:2.39211
[28]	train-mlogloss:2.37159	validation-mlogloss:2.38312
[29]	train-mlogloss:2.36257	validation-mlogloss:2.37451
[30]	train-mlogloss:2.35367	validation-mlogloss:2.36608
[31]	train-mlogloss:2.34482	validation-mlogloss:2.35762
[32]	train-mlogloss:2.33632	validation-mlogloss:2.34927
[33]	train-mlogloss:2.32784	validation-mlogloss:2.34097
[34]	train-mlogloss:2.31940	validation-mlogloss:2.33275
[35]	train-mlogloss:2.31115	validation-mlogloss:2.32478
[36]	train-mlogloss:2.30306	validation-mlogloss:2.31693
[37]	train-mlogloss:2.29490	validation-mlogloss:2.30883
[38]	train-mlogloss:2.28712	validation-mlogloss:2.30137
[39]	train-mlogloss:2.27920	validation-mlogloss:2.29346
[40]	train-mlogloss:2.27152	validation-mlogloss:2.28606
[41]	train-mlogloss:2.26383	validation-mlogloss:2.27835
[42]	train-mlogloss:2.25615	validation-mlogloss:2.27055
[43]	train-mlogloss:2.24843	validation-mlogloss:2.26271
[44]	train-mlogloss:2.24128	validation-mlogloss:2.25588
[45]	train-mlogloss:2.23385	validation-mlogloss:2.24845
[46]	train-mlogloss:2.22665	validation-mlogloss:2.24144
[47]	train-mlogloss:2.21936	validation-mlogloss:2.23402
[48]	train-mlogloss:2.21218	validation-mlogloss:2.22696
[49]	train-mlogloss:2.20531	validation-mlogloss:2.22007
[50]	train-mlogloss:2.19838	validation-mlogloss:2.21348
[51]	train-mlogloss:2.19141	validation-mlogloss:2.20664
[52]	train-mlogloss:2.18479	validation-mlogloss:2.20038
[53]	train-mlogloss:2.17776	validation-mlogloss:2.19316
[54]	train-mlogloss:2.17121	validation-mlogloss:2.18678
[55]	train-mlogloss:2.16466	validation-mlogloss:2.18037
[56]	train-mlogloss:2.15788	validation-mlogloss:2.17347
[57]	train-mlogloss:2.15140	validation-mlogloss:2.16696
[58]	train-mlogloss:2.14508	validation-mlogloss:2.16091
[59]	train-mlogloss:2.13873	validation-mlogloss:2.15471
[60]	train-mlogloss:2.13249	validation-mlogloss:2.14848
[61]	train-mlogloss:2.12646	validation-mlogloss:2.14240
[62]	train-mlogloss:2.12051	validation-mlogloss:2.13623
[63]	train-mlogloss:2.11457	validation-mlogloss:2.13027
[64]	train-mlogloss:2.10846	validation-mlogloss:2.12413
[65]	train-mlogloss:2.10240	validation-mlogloss:2.11805
[66]	train-mlogloss:2.09640	validation-mlogloss:2.11195
[67]	train-mlogloss:2.09042	validation-mlogloss:2.10594
[68]	train-mlogloss:2.08473	validation-mlogloss:2.10027
[69]	train-mlogloss:2.07903	validation-mlogloss:2.09452
[70]	train-mlogloss:2.07327	validation-mlogloss:2.08861
[71]	train-mlogloss:2.06760	validation-mlogloss:2.08271
[72]	train-mlogloss:2.06194	validation-mlogloss:2.07686
[73]	train-mlogloss:2.05655	validation-mlogloss:2.07152
[74]	train-mlogloss:2.05111	validation-mlogloss:2.06604
[75]	train-mlogloss:2.04570	validation-mlogloss:2.06049
[76]	train-mlogloss:2.04047	validation-mlogloss:2.05499
[77]	train-mlogloss:2.03529	validation-mlogloss:2.04980
[78]	train-mlogloss:2.02983	validation-mlogloss:2.04415
[79]	train-mlogloss:2.02447	validation-mlogloss:2.03856
[80]	train-mlogloss:2.01918	validation-mlogloss:2.03311
[81]	train-mlogloss:2.01405	validation-mlogloss:2.02799
[82]	train-mlogloss:2.00902	validation-mlogloss:2.02309
[83]	train-mlogloss:2.00400	validation-mlogloss:2.01790
[84]	train-mlogloss:1.99908	validation-mlogloss:2.01289
[85]	train-mlogloss:1.99409	validation-mlogloss:2.00775
[86]	train-mlogloss:1.98918	validation-mlogloss:2.00266
[87]	train-mlogloss:1.98437	validation-mlogloss:1.99783
[88]	train-mlogloss:1.97943	validation-mlogloss:1.99283
[89]	train-mlogloss:1.97465	validation-mlogloss:1.98792
[90]	train-mlogloss:1.96995	validation-mlogloss:1.98327
[91]	train-mlogloss:1.96529	validation-mlogloss:1.97855
[92]	train-mlogloss:1.96063	validation-mlogloss:1.97367
[93]	train-mlogloss:1.95581	validation-mlogloss:1.96889
[94]	train-mlogloss:1.95121	validation-mlogloss:1.96407
[95]	train-mlogloss:1.94661	validation-mlogloss:1.95929
[96]	train-mlogloss:1.94215	validation-mlogloss:1.95472
[97]	train-mlogloss:1.93769	validation-mlogloss:1.95040
[98]	train-mlogloss:1.93335	validation-mlogloss:1.94588
[99]	train-mlogloss:1.92899	validation-mlogloss:1.94143
[100]	train-mlogloss:1.92470	validation-mlogloss:1.93704
[101]	train-mlogloss:1.92042	validation-mlogloss:1.93260
[102]	train-mlogloss:1.91631	validation-mlogloss:1.92854
[103]	train-mlogloss:1.91195	validation-mlogloss:1.92412
[104]	train-mlogloss:1.90784	validation-mlogloss:1.91984
[105]	train-mlogloss:1.90369	validation-mlogloss:1.91548
[106]	train-mlogloss:1.89967	validation-mlogloss:1.91126
[107]	train-mlogloss:1.89552	validation-mlogloss:1.90702
[108]	train-mlogloss:1.89150	validation-mlogloss:1.90293
[109]	train-mlogloss:1.88745	validation-mlogloss:1.89875
[110]	train-mlogloss:1.88351	validation-mlogloss:1.89478
[111]	train-mlogloss:1.87949	validation-mlogloss:1.89054
[112]	train-mlogloss:1.87541	validation-mlogloss:1.88636
[113]	train-mlogloss:1.87137	validation-mlogloss:1.88213
[114]	train-mlogloss:1.86747	validation-mlogloss:1.87798
[115]	train-mlogloss:1.86332	validation-mlogloss:1.87363
[116]	train-mlogloss:1.85942	validation-mlogloss:1.86968
[117]	train-mlogloss:1.85566	validation-mlogloss:1.86591
[118]	train-mlogloss:1.85185	validation-mlogloss:1.86192
[119]	train-mlogloss:1.84805	validation-mlogloss:1.85791
[120]	train-mlogloss:1.84440	validation-mlogloss:1.85423
[121]	train-mlogloss:1.84075	validation-mlogloss:1.85048
[122]	train-mlogloss:1.83714	validation-mlogloss:1.84674
[123]	train-mlogloss:1.83364	validation-mlogloss:1.84312
[124]	train-mlogloss:1.83013	validation-mlogloss:1.83958
[125]	train-mlogloss:1.82654	validation-mlogloss:1.83591
[126]	train-mlogloss:1.82306	validation-mlogloss:1.83236
[127]	train-mlogloss:1.81961	validation-mlogloss:1.82874
[128]	train-mlogloss:1.81624	validation-mlogloss:1.82523
[129]	train-mlogloss:1.81290	validation-mlogloss:1.82177
[130]	train-mlogloss:1.80920	validation-mlogloss:1.81799
[131]	train-mlogloss:1.80575	validation-mlogloss:1.81446
[132]	train-mlogloss:1.80240	validation-mlogloss:1.81108
[133]	train-mlogloss:1.79915	validation-mlogloss:1.80763
[134]	train-mlogloss:1.79579	validation-mlogloss:1.80420
[135]	train-mlogloss:1.79245	validation-mlogloss:1.80061
[136]	train-mlogloss:1.78916	validation-mlogloss:1.79720
[137]	train-mlogloss:1.78594	validation-mlogloss:1.79373
[138]	train-mlogloss:1.78272	validation-mlogloss:1.79033
[139]	train-mlogloss:1.77956	validation-mlogloss:1.78704
[140]	train-mlogloss:1.77631	validation-mlogloss:1.78364
[141]	train-mlogloss:1.77306	validation-mlogloss:1.78016
[142]	train-mlogloss:1.76994	validation-mlogloss:1.77694
[143]	train-mlogloss:1.76694	validation-mlogloss:1.77390
[144]	train-mlogloss:1.76396	validation-mlogloss:1.77088
[145]	train-mlogloss:1.76102	validation-mlogloss:1.76778
[146]	train-mlogloss:1.75799	validation-mlogloss:1.76465
[147]	train-mlogloss:1.75500	validation-mlogloss:1.76147
[148]	train-mlogloss:1.75195	validation-mlogloss:1.75833
[149]	train-mlogloss:1.74894	validation-mlogloss:1.75517
[150]	train-mlogloss:1.74597	validation-mlogloss:1.75218
[151]	train-mlogloss:1.74304	validation-mlogloss:1.74897
[152]	train-mlogloss:1.73990	validation-mlogloss:1.74567
[153]	train-mlogloss:1.73707	validation-mlogloss:1.74274
[154]	train-mlogloss:1.73391	validation-mlogloss:1.73955
[155]	train-mlogloss:1.73081	validation-mlogloss:1.73623
[156]	train-mlogloss:1.72782	validation-mlogloss:1.73300
[157]	train-mlogloss:1.72505	validation-mlogloss:1.73014
[158]	train-mlogloss:1.72229	validation-mlogloss:1.72723
[159]	train-mlogloss:1.71941	validation-mlogloss:1.72420
[160]	train-mlogloss:1.71671	validation-mlogloss:1.72141
[161]	train-mlogloss:1.71406	validation-mlogloss:1.71863
[162]	train-mlogloss:1.71124	validation-mlogloss:1.71565
[163]	train-mlogloss:1.70840	validation-mlogloss:1.71271
[164]	train-mlogloss:1.70561	validation-mlogloss:1.70977
[165]	train-mlogloss:1.70282	validation-mlogloss:1.70677
[166]	train-mlogloss:1.70023	validation-mlogloss:1.70394
[167]	train-mlogloss:1.69743	validation-mlogloss:1.70106
[168]	train-mlogloss:1.69484	validation-mlogloss:1.69830
[169]	train-mlogloss:1.69199	validation-mlogloss:1.69514
[170]	train-mlogloss:1.68953	validation-mlogloss:1.69257
[171]	train-mlogloss:1.68677	validation-mlogloss:1.68971
[172]	train-mlogloss:1.68419	validation-mlogloss:1.68687
[173]	train-mlogloss:1.68148	validation-mlogloss:1.68399
[174]	train-mlogloss:1.67886	validation-mlogloss:1.68132
[175]	train-mlogloss:1.67623	validation-mlogloss:1.67856
[176]	train-mlogloss:1.67365	validation-mlogloss:1.67583
[177]	train-mlogloss:1.67104	validation-mlogloss:1.67318
[178]	train-mlogloss:1.66849	validation-mlogloss:1.67056
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[180]	train-mlogloss:1.66348	validation-mlogloss:1.66524
[181]	train-mlogloss:1.66095	validation-mlogloss:1.66251
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[183]	train-mlogloss:1.65598	validation-mlogloss:1.65721
[184]	train-mlogloss:1.65351	validation-mlogloss:1.65459
[185]	train-mlogloss:1.65103	validation-mlogloss:1.65207
[186]	train-mlogloss:1.64864	validation-mlogloss:1.64959
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[189]	train-mlogloss:1.64146	validation-mlogloss:1.64198
[190]	train-mlogloss:1.63911	validation-mlogloss:1.63949
[191]	train-mlogloss:1.63670	validation-mlogloss:1.63707
[192]	train-mlogloss:1.63435	validation-mlogloss:1.63460
[193]	train-mlogloss:1.63204	validation-mlogloss:1.63219
[194]	train-mlogloss:1.62973	validation-mlogloss:1.62967
[195]	train-mlogloss:1.62745	validation-mlogloss:1.62741
[196]	train-mlogloss:1.62514	validation-mlogloss:1.62500
[197]	train-mlogloss:1.62293	validation-mlogloss:1.62268
[198]	train-mlogloss:1.62072	validation-mlogloss:1.62038
[199]	train-mlogloss:1.61851	validation-mlogloss:1.61800
[200]	train-mlogloss:1.61626	validation-mlogloss:1.61565
[201]	train-mlogloss:1.61393	validation-mlogloss:1.61309
[202]	train-mlogloss:1.61180	validation-mlogloss:1.61083
[203]	train-mlogloss:1.60962	validation-mlogloss:1.60855
[204]	train-mlogloss:1.60746	validation-mlogloss:1.60637
[205]	train-mlogloss:1.60538	validation-mlogloss:1.60423
[206]	train-mlogloss:1.60319	validation-mlogloss:1.60192
[207]	train-mlogloss:1.60111	validation-mlogloss:1.59968
[208]	train-mlogloss:1.59904	validation-mlogloss:1.59749
[209]	train-mlogloss:1.59695	validation-mlogloss:1.59535
[210]	train-mlogloss:1.59491	validation-mlogloss:1.59313
[211]	train-mlogloss:1.59286	validation-mlogloss:1.59100
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[214]	train-mlogloss:1.58667	validation-mlogloss:1.58457
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[218]	train-mlogloss:1.57867	validation-mlogloss:1.57600
[219]	train-mlogloss:1.57671	validation-mlogloss:1.57390
[220]	train-mlogloss:1.57472	validation-mlogloss:1.57181
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[550]	train-mlogloss:1.25893	validation-mlogloss:1.25597
[551]	train-mlogloss:1.25843	validation-mlogloss:1.25554
[552]	train-mlogloss:1.25794	validation-mlogloss:1.25512
[553]	train-mlogloss:1.25742	validation-mlogloss:1.25473
[554]	train-mlogloss:1.25696	validation-mlogloss:1.25436
[555]	train-mlogloss:1.25652	validation-mlogloss:1.25402
[556]	train-mlogloss:1.25600	validation-mlogloss:1.25355
[557]	train-mlogloss:1.25553	validation-mlogloss:1.25329
[558]	train-mlogloss:1.25506	validation-mlogloss:1.25288
[559]	train-mlogloss:1.25462	validation-mlogloss:1.25254
[560]	train-mlogloss:1.25416	validation-mlogloss:1.25218
[561]	train-mlogloss:1.25365	validation-mlogloss:1.25174
[562]	train-mlogloss:1.25316	validation-mlogloss:1.25138
[563]	train-mlogloss:1.25269	validation-mlogloss:1.25099
[564]	train-mlogloss:1.25222	validation-mlogloss:1.25063
[565]	train-mlogloss:1.25181	validation-mlogloss:1.25029
[566]	train-mlogloss:1.25135	validation-mlogloss:1.24991
[567]	train-mlogloss:1.25092	validation-mlogloss:1.24957
[568]	train-mlogloss:1.25049	validation-mlogloss:1.24920
[569]	train-mlogloss:1.24999	validation-mlogloss:1.24876
[570]	train-mlogloss:1.24949	validation-mlogloss:1.24841
[571]	train-mlogloss:1.24902	validation-mlogloss:1.24801
[572]	train-mlogloss:1.24857	validation-mlogloss:1.24768
[573]	train-mlogloss:1.24813	validation-mlogloss:1.24729
[574]	train-mlogloss:1.24768	validation-mlogloss:1.24686
[575]	train-mlogloss:1.24721	validation-mlogloss:1.24657
[576]	train-mlogloss:1.24678	validation-mlogloss:1.24625
[577]	train-mlogloss:1.24633	validation-mlogloss:1.24596
[578]	train-mlogloss:1.24589	validation-mlogloss:1.24565
[579]	train-mlogloss:1.24547	validation-mlogloss:1.24528
[580]	train-mlogloss:1.24503	validation-mlogloss:1.24498
[581]	train-mlogloss:1.24458	validation-mlogloss:1.24466
[582]	train-mlogloss:1.24414	validation-mlogloss:1.24424
[583]	train-mlogloss:1.24372	validation-mlogloss:1.24391
[584]	train-mlogloss:1.24328	validation-mlogloss:1.24357
[585]	train-mlogloss:1.24287	validation-mlogloss:1.24320
[586]	train-mlogloss:1.24245	validation-mlogloss:1.24290
[587]	train-mlogloss:1.24197	validation-mlogloss:1.24257
[588]	train-mlogloss:1.24154	validation-mlogloss:1.24226
[589]	train-mlogloss:1.24113	validation-mlogloss:1.24196
[590]	train-mlogloss:1.24069	validation-mlogloss:1.24158
[591]	train-mlogloss:1.24029	validation-mlogloss:1.24121
[592]	train-mlogloss:1.23988	validation-mlogloss:1.24086
[593]	train-mlogloss:1.23945	validation-mlogloss:1.24054
[594]	train-mlogloss:1.23900	validation-mlogloss:1.24021
[595]	train-mlogloss:1.23861	validation-mlogloss:1.23995
[596]	train-mlogloss:1.23820	validation-mlogloss:1.23966
[597]	train-mlogloss:1.23780	validation-mlogloss:1.23934
[598]	train-mlogloss:1.23740	validation-mlogloss:1.23909
[599]	train-mlogloss:1.23702	validation-mlogloss:1.23876
[600]	train-mlogloss:1.23660	validation-mlogloss:1.23839
[601]	train-mlogloss:1.23618	validation-mlogloss:1.23808
[602]	train-mlogloss:1.23575	validation-mlogloss:1.23779
[603]	train-mlogloss:1.23531	validation-mlogloss:1.23750
[604]	train-mlogloss:1.23490	validation-mlogloss:1.23725
[605]	train-mlogloss:1.23450	validation-mlogloss:1.23699
[606]	train-mlogloss:1.23409	validation-mlogloss:1.23669
[607]	train-mlogloss:1.23370	validation-mlogloss:1.23637
[608]	train-mlogloss:1.23326	validation-mlogloss:1.23604
[609]	train-mlogloss:1.23285	validation-mlogloss:1.23574
[610]	train-mlogloss:1.23244	validation-mlogloss:1.23545
[611]	train-mlogloss:1.23202	validation-mlogloss:1.23516
[612]	train-mlogloss:1.23163	validation-mlogloss:1.23487
[613]	train-mlogloss:1.23123	validation-mlogloss:1.23451
[614]	train-mlogloss:1.23082	validation-mlogloss:1.23422
[615]	train-mlogloss:1.23046	validation-mlogloss:1.23392
[616]	train-mlogloss:1.23007	validation-mlogloss:1.23362
[617]	train-mlogloss:1.22967	validation-mlogloss:1.23328
[618]	train-mlogloss:1.22930	validation-mlogloss:1.23299
[619]	train-mlogloss:1.22890	validation-mlogloss:1.23270
[620]	train-mlogloss:1.22851	validation-mlogloss:1.23245
[621]	train-mlogloss:1.22808	validation-mlogloss:1.23215
[622]	train-mlogloss:1.22771	validation-mlogloss:1.23186
[623]	train-mlogloss:1.22733	validation-mlogloss:1.23155
[624]	train-mlogloss:1.22692	validation-mlogloss:1.23119
[625]	train-mlogloss:1.22656	validation-mlogloss:1.23097
[626]	train-mlogloss:1.22611	validation-mlogloss:1.23068
[627]	train-mlogloss:1.22573	validation-mlogloss:1.23041
[628]	train-mlogloss:1.22535	validation-mlogloss:1.23014
[629]	train-mlogloss:1.22497	validation-mlogloss:1.22981
[630]	train-mlogloss:1.22459	validation-mlogloss:1.22948
[631]	train-mlogloss:1.22419	validation-mlogloss:1.22918
[632]	train-mlogloss:1.22384	validation-mlogloss:1.22896
[633]	train-mlogloss:1.22346	validation-mlogloss:1.22875
[634]	train-mlogloss:1.22306	validation-mlogloss:1.22846
[635]	train-mlogloss:1.22271	validation-mlogloss:1.22820
[636]	train-mlogloss:1.22229	validation-mlogloss:1.22792
[637]	train-mlogloss:1.22193	validation-mlogloss:1.22770
[638]	train-mlogloss:1.22155	validation-mlogloss:1.22747
[639]	train-mlogloss:1.22120	validation-mlogloss:1.22716
[640]	train-mlogloss:1.22083	validation-mlogloss:1.22684
[641]	train-mlogloss:1.22047	validation-mlogloss:1.22657
[642]	train-mlogloss:1.22010	validation-mlogloss:1.22629
[643]	train-mlogloss:1.21971	validation-mlogloss:1.22601
[644]	train-mlogloss:1.21934	validation-mlogloss:1.22581
[645]	train-mlogloss:1.21898	validation-mlogloss:1.22558
[646]	train-mlogloss:1.21861	validation-mlogloss:1.22534
[647]	train-mlogloss:1.21824	validation-mlogloss:1.22506
[648]	train-mlogloss:1.21790	validation-mlogloss:1.22476
[649]	train-mlogloss:1.21752	validation-mlogloss:1.22457
[650]	train-mlogloss:1.21717	validation-mlogloss:1.22432
[651]	train-mlogloss:1.21681	validation-mlogloss:1.22404
[652]	train-mlogloss:1.21645	validation-mlogloss:1.22385
[653]	train-mlogloss:1.21609	validation-mlogloss:1.22359
[654]	train-mlogloss:1.21573	validation-mlogloss:1.22339
[655]	train-mlogloss:1.21540	validation-mlogloss:1.22312
[656]	train-mlogloss:1.21506	validation-mlogloss:1.22286
[657]	train-mlogloss:1.21471	validation-mlogloss:1.22262
[658]	train-mlogloss:1.21438	validation-mlogloss:1.22236
[659]	train-mlogloss:1.21405	validation-mlogloss:1.22213
[660]	train-mlogloss:1.21372	validation-mlogloss:1.22188
[661]	train-mlogloss:1.21331	validation-mlogloss:1.22160
[662]	train-mlogloss:1.21295	validation-mlogloss:1.22140
[663]	train-mlogloss:1.21262	validation-mlogloss:1.22115
[664]	train-mlogloss:1.21228	validation-mlogloss:1.22092
[665]	train-mlogloss:1.21191	validation-mlogloss:1.22065
[666]	train-mlogloss:1.21153	validation-mlogloss:1.22038
[667]	train-mlogloss:1.21121	validation-mlogloss:1.22018
[668]	train-mlogloss:1.21086	validation-mlogloss:1.21995
[669]	train-mlogloss:1.21047	validation-mlogloss:1.21964
[670]	train-mlogloss:1.21012	validation-mlogloss:1.21934
[671]	train-mlogloss:1.20978	validation-mlogloss:1.21912
[672]	train-mlogloss:1.20945	validation-mlogloss:1.21889
[673]	train-mlogloss:1.20911	validation-mlogloss:1.21860
[674]	train-mlogloss:1.20878	validation-mlogloss:1.21837
[675]	train-mlogloss:1.20843	validation-mlogloss:1.21809
[676]	train-mlogloss:1.20809	validation-mlogloss:1.21783
[677]	train-mlogloss:1.20778	validation-mlogloss:1.21763
[678]	train-mlogloss:1.20743	validation-mlogloss:1.21742
[679]	train-mlogloss:1.20713	validation-mlogloss:1.21721
[680]	train-mlogloss:1.20679	validation-mlogloss:1.21695
[681]	train-mlogloss:1.20645	validation-mlogloss:1.21670
[682]	train-mlogloss:1.20614	validation-mlogloss:1.21648
[683]	train-mlogloss:1.20581	validation-mlogloss:1.21633
[684]	train-mlogloss:1.20549	validation-mlogloss:1.21607
[685]	train-mlogloss:1.20518	validation-mlogloss:1.21584
[686]	train-mlogloss:1.20487	validation-mlogloss:1.21568
[687]	train-mlogloss:1.20451	validation-mlogloss:1.21547
[688]	train-mlogloss:1.20420	validation-mlogloss:1.21525
[689]	train-mlogloss:1.20390	validation-mlogloss:1.21507
[690]	train-mlogloss:1.20359	validation-mlogloss:1.21485
[691]	train-mlogloss:1.20327	validation-mlogloss:1.21465
[692]	train-mlogloss:1.20296	validation-mlogloss:1.21448
[693]	train-mlogloss:1.20260	validation-mlogloss:1.21426
[694]	train-mlogloss:1.20223	validation-mlogloss:1.21408
[695]	train-mlogloss:1.20187	validation-mlogloss:1.21383
[696]	train-mlogloss:1.20155	validation-mlogloss:1.21359
[697]	train-mlogloss:1.20120	validation-mlogloss:1.21341
[698]	train-mlogloss:1.20089	validation-mlogloss:1.21324
[699]	train-mlogloss:1.20051	validation-mlogloss:1.21302
[700]	train-mlogloss:1.20022	validation-mlogloss:1.21283
[701]	train-mlogloss:1.19988	validation-mlogloss:1.21262
[702]	train-mlogloss:1.19958	validation-mlogloss:1.21248
[703]	train-mlogloss:1.19924	validation-mlogloss:1.21228
[704]	train-mlogloss:1.19888	validation-mlogloss:1.21208
[705]	train-mlogloss:1.19852	validation-mlogloss:1.21192
[706]	train-mlogloss:1.19819	validation-mlogloss:1.21164
[707]	train-mlogloss:1.19787	validation-mlogloss:1.21146
[708]	train-mlogloss:1.19752	validation-mlogloss:1.21116
[709]	train-mlogloss:1.19721	validation-mlogloss:1.21096
[710]	train-mlogloss:1.19693	validation-mlogloss:1.21074
[711]	train-mlogloss:1.19658	validation-mlogloss:1.21051
[712]	train-mlogloss:1.19623	validation-mlogloss:1.21033
[713]	train-mlogloss:1.19589	validation-mlogloss:1.21006
[714]	train-mlogloss:1.19558	validation-mlogloss:1.20988
[715]	train-mlogloss:1.19525	validation-mlogloss:1.20965
[716]	train-mlogloss:1.19494	validation-mlogloss:1.20947
[717]	train-mlogloss:1.19459	validation-mlogloss:1.20922
[718]	train-mlogloss:1.19429	validation-mlogloss:1.20903
[719]	train-mlogloss:1.19394	validation-mlogloss:1.20881
[720]	train-mlogloss:1.19362	validation-mlogloss:1.20860
[721]	train-mlogloss:1.19332	validation-mlogloss:1.20841
[722]	train-mlogloss:1.19301	validation-mlogloss:1.20820
[723]	train-mlogloss:1.19266	validation-mlogloss:1.20809
[724]	train-mlogloss:1.19234	validation-mlogloss:1.20795
[725]	train-mlogloss:1.19204	validation-mlogloss:1.20775
[726]	train-mlogloss:1.19174	validation-mlogloss:1.20753
[727]	train-mlogloss:1.19144	validation-mlogloss:1.20735
[728]	train-mlogloss:1.19113	validation-mlogloss:1.20718
[729]	train-mlogloss:1.19083	validation-mlogloss:1.20697
[730]	train-mlogloss:1.19051	validation-mlogloss:1.20677
[731]	train-mlogloss:1.19019	validation-mlogloss:1.20657
[732]	train-mlogloss:1.18990	validation-mlogloss:1.20635
[733]	train-mlogloss:1.18961	validation-mlogloss:1.20615
[734]	train-mlogloss:1.18927	validation-mlogloss:1.20593
[735]	train-mlogloss:1.18898	validation-mlogloss:1.20569
[736]	train-mlogloss:1.18866	validation-mlogloss:1.20553
[737]	train-mlogloss:1.18831	validation-mlogloss:1.20535
[738]	train-mlogloss:1.18801	validation-mlogloss:1.20516
[739]	train-mlogloss:1.18768	validation-mlogloss:1.20499
[740]	train-mlogloss:1.18740	validation-mlogloss:1.20480
[741]	train-mlogloss:1.18712	validation-mlogloss:1.20472
[742]	train-mlogloss:1.18683	validation-mlogloss:1.20460
[743]	train-mlogloss:1.18652	validation-mlogloss:1.20445
[744]	train-mlogloss:1.18623	validation-mlogloss:1.20427
[745]	train-mlogloss:1.18597	validation-mlogloss:1.20409
[746]	train-mlogloss:1.18569	validation-mlogloss:1.20390
[747]	train-mlogloss:1.18538	validation-mlogloss:1.20364
[748]	train-mlogloss:1.18509	validation-mlogloss:1.20336
[749]	train-mlogloss:1.18479	validation-mlogloss:1.20314
[750]	train-mlogloss:1.18450	validation-mlogloss:1.20296
[751]	train-mlogloss:1.18422	validation-mlogloss:1.20276
[752]	train-mlogloss:1.18393	validation-mlogloss:1.20253
[753]	train-mlogloss:1.18362	validation-mlogloss:1.20235
[754]	train-mlogloss:1.18329	validation-mlogloss:1.20219
[755]	train-mlogloss:1.18300	validation-mlogloss:1.20204
[756]	train-mlogloss:1.18270	validation-mlogloss:1.20185
[757]	train-mlogloss:1.18240	validation-mlogloss:1.20168
[758]	train-mlogloss:1.18212	validation-mlogloss:1.20155
[759]	train-mlogloss:1.18183	validation-mlogloss:1.20139
[760]	train-mlogloss:1.18150	validation-mlogloss:1.20115
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.54 [%]
Global accuracy score (test) = 58.72 [%]
Global F1 score (train) = 61.09 [%]
Global F1 score (test) = 57.69 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.39      0.22      0.28       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.51      0.43       161
       CAMINAR USUAL SPEED       0.40      0.35      0.38       161
            CAMINAR ZIGZAG       0.43      0.41      0.42       161
          DE PIE BARRIENDO       0.66      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.39      0.41      0.40       161
    DE PIE MOVIENDO LIBROS       0.48      0.49      0.49       161
          DE PIE USANDO PC       0.87      0.87      0.87       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.52      0.36      0.42       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.61      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 22: 58.72 [%]
F1-score capturado en la ejecución 22: 57.69 [%]

=== EJECUCIÓN 23 ===

--- TRAIN (ejecución 23) ---

--- TEST (ejecución 23) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.69 [%]
Global accuracy score (test) = 59.09 [%]
Global F1 score (train) = 61.23 [%]
Global F1 score (test) = 58.01 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.41      0.24      0.30       161
 CAMINAR CON MÓVIL O LIBRO       0.36      0.52      0.42       161
       CAMINAR USUAL SPEED       0.43      0.35      0.38       161
            CAMINAR ZIGZAG       0.45      0.42      0.43       161
          DE PIE BARRIENDO       0.66      0.75      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.39      0.39       161
    DE PIE MOVIENDO LIBROS       0.48      0.50      0.49       161
          DE PIE USANDO PC       0.87      0.87      0.87       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.51      0.36      0.42       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.89      0.73       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.59      0.59      0.58      2415
              weighted avg       0.59      0.59      0.58      2415


Accuracy capturado en la ejecución 23: 59.09 [%]
F1-score capturado en la ejecución 23: 58.01 [%]

=== EJECUCIÓN 24 ===

--- TRAIN (ejecución 24) ---

--- TEST (ejecución 24) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.56 [%]
Global accuracy score (test) = 59.13 [%]
Global F1 score (train) = 61.12 [%]
Global F1 score (test) = 58.12 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.40      0.24      0.30       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.53      0.44       161
       CAMINAR USUAL SPEED       0.39      0.34      0.36       161
            CAMINAR ZIGZAG       0.43      0.42      0.43       161
          DE PIE BARRIENDO       0.65      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.40      0.40      0.40       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.50       161
          DE PIE USANDO PC       0.84      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.55      0.41      0.47       161
         SENTADO USANDO PC       0.49      0.52      0.50       161
      SENTADO VIENDO LA TV       0.46      0.29      0.35       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.59      0.59      0.58      2415
              weighted avg       0.59      0.59      0.58      2415


Accuracy capturado en la ejecución 24: 59.13 [%]
F1-score capturado en la ejecución 24: 58.12 [%]

=== EJECUCIÓN 25 ===

--- TRAIN (ejecución 25) ---

--- TEST (ejecución 25) ---
2025-11-06 14:15:17.481264: 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 14:15:17.492318: 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 00:00:1762434917.505301 1383696 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434917.509491 1383696 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434917.519226 1383696 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434917.519243 1383696 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434917.519244 1383696 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434917.519245 1383696 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:15:17.522334: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69302	validation-mlogloss:2.69372
[1]	train-mlogloss:2.67860	validation-mlogloss:2.67978
[2]	train-mlogloss:2.66492	validation-mlogloss:2.66607
[3]	train-mlogloss:2.65076	validation-mlogloss:2.65265
[4]	train-mlogloss:2.63723	validation-mlogloss:2.63986
[5]	train-mlogloss:2.62345	validation-mlogloss:2.62663
[6]	train-mlogloss:2.61027	validation-mlogloss:2.61372
[7]	train-mlogloss:2.59719	validation-mlogloss:2.60091
[8]	train-mlogloss:2.58455	validation-mlogloss:2.58899
[9]	train-mlogloss:2.57212	validation-mlogloss:2.57698
[10]	train-mlogloss:2.55976	validation-mlogloss:2.56519
[11]	train-mlogloss:2.54771	validation-mlogloss:2.55362
[12]	train-mlogloss:2.53575	validation-mlogloss:2.54183
[13]	train-mlogloss:2.52442	validation-mlogloss:2.53090
[14]	train-mlogloss:2.51317	validation-mlogloss:2.51983
[15]	train-mlogloss:2.50189	validation-mlogloss:2.50916
[16]	train-mlogloss:2.49124	validation-mlogloss:2.49882
[17]	train-mlogloss:2.48020	validation-mlogloss:2.48818
[18]	train-mlogloss:2.46970	validation-mlogloss:2.47804
[19]	train-mlogloss:2.45913	validation-mlogloss:2.46770
[20]	train-mlogloss:2.44890	validation-mlogloss:2.45792
[21]	train-mlogloss:2.43867	validation-mlogloss:2.44815
[22]	train-mlogloss:2.42858	validation-mlogloss:2.43825
[23]	train-mlogloss:2.41864	validation-mlogloss:2.42859
[24]	train-mlogloss:2.40886	validation-mlogloss:2.41915
[25]	train-mlogloss:2.39940	validation-mlogloss:2.40999
[26]	train-mlogloss:2.38984	validation-mlogloss:2.40064
[27]	train-mlogloss:2.38049	validation-mlogloss:2.39156
[28]	train-mlogloss:2.37139	validation-mlogloss:2.38261
[29]	train-mlogloss:2.36230	validation-mlogloss:2.37372
[30]	train-mlogloss:2.35341	validation-mlogloss:2.36512
[31]	train-mlogloss:2.34469	validation-mlogloss:2.35675
[32]	train-mlogloss:2.33632	validation-mlogloss:2.34878
[33]	train-mlogloss:2.32786	validation-mlogloss:2.34044
[34]	train-mlogloss:2.31918	validation-mlogloss:2.33185
[35]	train-mlogloss:2.31087	validation-mlogloss:2.32380
[36]	train-mlogloss:2.30262	validation-mlogloss:2.31559
[37]	train-mlogloss:2.29450	validation-mlogloss:2.30782
[38]	train-mlogloss:2.28655	validation-mlogloss:2.30005
[39]	train-mlogloss:2.27880	validation-mlogloss:2.29237
[40]	train-mlogloss:2.27104	validation-mlogloss:2.28472
[41]	train-mlogloss:2.26314	validation-mlogloss:2.27662
[42]	train-mlogloss:2.25546	validation-mlogloss:2.26921
[43]	train-mlogloss:2.24820	validation-mlogloss:2.26221
[44]	train-mlogloss:2.24088	validation-mlogloss:2.25513
[45]	train-mlogloss:2.23364	validation-mlogloss:2.24816
[46]	train-mlogloss:2.22646	validation-mlogloss:2.24102
[47]	train-mlogloss:2.21922	validation-mlogloss:2.23382
[48]	train-mlogloss:2.21226	validation-mlogloss:2.22708
[49]	train-mlogloss:2.20513	validation-mlogloss:2.21968
[50]	train-mlogloss:2.19830	validation-mlogloss:2.21298
[51]	train-mlogloss:2.19154	validation-mlogloss:2.20657
[52]	train-mlogloss:2.18484	validation-mlogloss:2.20013
[53]	train-mlogloss:2.17812	validation-mlogloss:2.19354
[54]	train-mlogloss:2.17135	validation-mlogloss:2.18668
[55]	train-mlogloss:2.16472	validation-mlogloss:2.17986
[56]	train-mlogloss:2.15802	validation-mlogloss:2.17309
[57]	train-mlogloss:2.15160	validation-mlogloss:2.16665
[58]	train-mlogloss:2.14540	validation-mlogloss:2.16066
[59]	train-mlogloss:2.13900	validation-mlogloss:2.15411
[60]	train-mlogloss:2.13257	validation-mlogloss:2.14760
[61]	train-mlogloss:2.12635	validation-mlogloss:2.14145
[62]	train-mlogloss:2.12037	validation-mlogloss:2.13540
[63]	train-mlogloss:2.11431	validation-mlogloss:2.12924
[64]	train-mlogloss:2.10840	validation-mlogloss:2.12337
[65]	train-mlogloss:2.10236	validation-mlogloss:2.11707
[66]	train-mlogloss:2.09650	validation-mlogloss:2.11142
[67]	train-mlogloss:2.09074	validation-mlogloss:2.10567
[68]	train-mlogloss:2.08490	validation-mlogloss:2.09975
[69]	train-mlogloss:2.07918	validation-mlogloss:2.09399
[70]	train-mlogloss:2.07339	validation-mlogloss:2.08815
[71]	train-mlogloss:2.06777	validation-mlogloss:2.08247
[72]	train-mlogloss:2.06232	validation-mlogloss:2.07713
[73]	train-mlogloss:2.05695	validation-mlogloss:2.07172
[74]	train-mlogloss:2.05151	validation-mlogloss:2.06621
[75]	train-mlogloss:2.04606	validation-mlogloss:2.06062
[76]	train-mlogloss:2.04053	validation-mlogloss:2.05501
[77]	train-mlogloss:2.03522	validation-mlogloss:2.04958
[78]	train-mlogloss:2.02977	validation-mlogloss:2.04390
[79]	train-mlogloss:2.02473	validation-mlogloss:2.03891
[80]	train-mlogloss:2.01953	validation-mlogloss:2.03360
[81]	train-mlogloss:2.01436	validation-mlogloss:2.02840
[82]	train-mlogloss:2.00931	validation-mlogloss:2.02334
[83]	train-mlogloss:2.00410	validation-mlogloss:2.01802
[84]	train-mlogloss:1.99904	validation-mlogloss:2.01289
[85]	train-mlogloss:1.99404	validation-mlogloss:2.00772
[86]	train-mlogloss:1.98896	validation-mlogloss:2.00247
[87]	train-mlogloss:1.98413	validation-mlogloss:1.99744
[88]	train-mlogloss:1.97923	validation-mlogloss:1.99247
[89]	train-mlogloss:1.97457	validation-mlogloss:1.98764
[90]	train-mlogloss:1.96995	validation-mlogloss:1.98286
[91]	train-mlogloss:1.96531	validation-mlogloss:1.97812
[92]	train-mlogloss:1.96068	validation-mlogloss:1.97341
[93]	train-mlogloss:1.95609	validation-mlogloss:1.96863
[94]	train-mlogloss:1.95150	validation-mlogloss:1.96388
[95]	train-mlogloss:1.94692	validation-mlogloss:1.95918
[96]	train-mlogloss:1.94255	validation-mlogloss:1.95475
[97]	train-mlogloss:1.93805	validation-mlogloss:1.95018
[98]	train-mlogloss:1.93364	validation-mlogloss:1.94563
[99]	train-mlogloss:1.92918	validation-mlogloss:1.94102
[100]	train-mlogloss:1.92486	validation-mlogloss:1.93661
[101]	train-mlogloss:1.92046	validation-mlogloss:1.93218
[102]	train-mlogloss:1.91617	validation-mlogloss:1.92774
[103]	train-mlogloss:1.91189	validation-mlogloss:1.92340
[104]	train-mlogloss:1.90765	validation-mlogloss:1.91895
[105]	train-mlogloss:1.90347	validation-mlogloss:1.91477
[106]	train-mlogloss:1.89939	validation-mlogloss:1.91050
[107]	train-mlogloss:1.89524	validation-mlogloss:1.90634
[108]	train-mlogloss:1.89114	validation-mlogloss:1.90212
[109]	train-mlogloss:1.88714	validation-mlogloss:1.89800
[110]	train-mlogloss:1.88328	validation-mlogloss:1.89390
[111]	train-mlogloss:1.87936	validation-mlogloss:1.88987
[112]	train-mlogloss:1.87558	validation-mlogloss:1.88592
[113]	train-mlogloss:1.87169	validation-mlogloss:1.88189
[114]	train-mlogloss:1.86763	validation-mlogloss:1.87780
[115]	train-mlogloss:1.86381	validation-mlogloss:1.87389
[116]	train-mlogloss:1.85993	validation-mlogloss:1.86991
[117]	train-mlogloss:1.85615	validation-mlogloss:1.86600
[118]	train-mlogloss:1.85247	validation-mlogloss:1.86215
[119]	train-mlogloss:1.84880	validation-mlogloss:1.85836
[120]	train-mlogloss:1.84521	validation-mlogloss:1.85469
[121]	train-mlogloss:1.84156	validation-mlogloss:1.85095
[122]	train-mlogloss:1.83794	validation-mlogloss:1.84717
[123]	train-mlogloss:1.83418	validation-mlogloss:1.84337
[124]	train-mlogloss:1.83049	validation-mlogloss:1.83953
[125]	train-mlogloss:1.82698	validation-mlogloss:1.83591
[126]	train-mlogloss:1.82344	validation-mlogloss:1.83225
[127]	train-mlogloss:1.81999	validation-mlogloss:1.82866
[128]	train-mlogloss:1.81642	validation-mlogloss:1.82499
[129]	train-mlogloss:1.81304	validation-mlogloss:1.82146
[130]	train-mlogloss:1.80961	validation-mlogloss:1.81796
[131]	train-mlogloss:1.80636	validation-mlogloss:1.81453
[132]	train-mlogloss:1.80296	validation-mlogloss:1.81109
[133]	train-mlogloss:1.79967	validation-mlogloss:1.80767
[134]	train-mlogloss:1.79643	validation-mlogloss:1.80420
[135]	train-mlogloss:1.79290	validation-mlogloss:1.80059
[136]	train-mlogloss:1.78970	validation-mlogloss:1.79719
[137]	train-mlogloss:1.78626	validation-mlogloss:1.79363
[138]	train-mlogloss:1.78308	validation-mlogloss:1.79032
[139]	train-mlogloss:1.77972	validation-mlogloss:1.78681
[140]	train-mlogloss:1.77657	validation-mlogloss:1.78354
[141]	train-mlogloss:1.77343	validation-mlogloss:1.78025
[142]	train-mlogloss:1.77029	validation-mlogloss:1.77702
[143]	train-mlogloss:1.76730	validation-mlogloss:1.77383
[144]	train-mlogloss:1.76419	validation-mlogloss:1.77049
[145]	train-mlogloss:1.76114	validation-mlogloss:1.76734
[146]	train-mlogloss:1.75810	validation-mlogloss:1.76418
[147]	train-mlogloss:1.75481	validation-mlogloss:1.76078
[148]	train-mlogloss:1.75182	validation-mlogloss:1.75765
[149]	train-mlogloss:1.74897	validation-mlogloss:1.75475
[150]	train-mlogloss:1.74589	validation-mlogloss:1.75148
[151]	train-mlogloss:1.74306	validation-mlogloss:1.74850
[152]	train-mlogloss:1.74020	validation-mlogloss:1.74543
[153]	train-mlogloss:1.73709	validation-mlogloss:1.74215
[154]	train-mlogloss:1.73429	validation-mlogloss:1.73928
[155]	train-mlogloss:1.73148	validation-mlogloss:1.73639
[156]	train-mlogloss:1.72869	validation-mlogloss:1.73352
[157]	train-mlogloss:1.72575	validation-mlogloss:1.73043
[158]	train-mlogloss:1.72301	validation-mlogloss:1.72756
[159]	train-mlogloss:1.72020	validation-mlogloss:1.72463
[160]	train-mlogloss:1.71760	validation-mlogloss:1.72189
[161]	train-mlogloss:1.71493	validation-mlogloss:1.71907
[162]	train-mlogloss:1.71202	validation-mlogloss:1.71598
[163]	train-mlogloss:1.70910	validation-mlogloss:1.71288
[164]	train-mlogloss:1.70630	validation-mlogloss:1.70996
[165]	train-mlogloss:1.70348	validation-mlogloss:1.70697
[166]	train-mlogloss:1.70085	validation-mlogloss:1.70419
[167]	train-mlogloss:1.69829	validation-mlogloss:1.70152
[168]	train-mlogloss:1.69551	validation-mlogloss:1.69860
[169]	train-mlogloss:1.69276	validation-mlogloss:1.69573
[170]	train-mlogloss:1.68999	validation-mlogloss:1.69281
[171]	train-mlogloss:1.68734	validation-mlogloss:1.69003
[172]	train-mlogloss:1.68467	validation-mlogloss:1.68730
[173]	train-mlogloss:1.68198	validation-mlogloss:1.68448
[174]	train-mlogloss:1.67938	validation-mlogloss:1.68179
[175]	train-mlogloss:1.67675	validation-mlogloss:1.67908
[176]	train-mlogloss:1.67413	validation-mlogloss:1.67627
[177]	train-mlogloss:1.67151	validation-mlogloss:1.67358
[178]	train-mlogloss:1.66896	validation-mlogloss:1.67091
[179]	train-mlogloss:1.66641	validation-mlogloss:1.66834
[180]	train-mlogloss:1.66391	validation-mlogloss:1.66568
[181]	train-mlogloss:1.66140	validation-mlogloss:1.66303
[182]	train-mlogloss:1.65887	validation-mlogloss:1.66035
[183]	train-mlogloss:1.65635	validation-mlogloss:1.65760
[184]	train-mlogloss:1.65390	validation-mlogloss:1.65496
[185]	train-mlogloss:1.65147	validation-mlogloss:1.65237
[186]	train-mlogloss:1.64902	validation-mlogloss:1.64990
[187]	train-mlogloss:1.64664	validation-mlogloss:1.64737
[188]	train-mlogloss:1.64429	validation-mlogloss:1.64492
[189]	train-mlogloss:1.64190	validation-mlogloss:1.64244
[190]	train-mlogloss:1.63952	validation-mlogloss:1.63986
[191]	train-mlogloss:1.63707	validation-mlogloss:1.63724
[192]	train-mlogloss:1.63476	validation-mlogloss:1.63480
[193]	train-mlogloss:1.63248	validation-mlogloss:1.63242
[194]	train-mlogloss:1.63017	validation-mlogloss:1.63007
[195]	train-mlogloss:1.62788	validation-mlogloss:1.62767
[196]	train-mlogloss:1.62561	validation-mlogloss:1.62526
[197]	train-mlogloss:1.62335	validation-mlogloss:1.62285
[198]	train-mlogloss:1.62109	validation-mlogloss:1.62052
[199]	train-mlogloss:1.61890	validation-mlogloss:1.61821
[200]	train-mlogloss:1.61668	validation-mlogloss:1.61599
[201]	train-mlogloss:1.61445	validation-mlogloss:1.61367
[202]	train-mlogloss:1.61232	validation-mlogloss:1.61137
[203]	train-mlogloss:1.61019	validation-mlogloss:1.60904
[204]	train-mlogloss:1.60806	validation-mlogloss:1.60686
[205]	train-mlogloss:1.60588	validation-mlogloss:1.60455
[206]	train-mlogloss:1.60376	validation-mlogloss:1.60235
[207]	train-mlogloss:1.60167	validation-mlogloss:1.60013
[208]	train-mlogloss:1.59957	validation-mlogloss:1.59794
[209]	train-mlogloss:1.59749	validation-mlogloss:1.59586
[210]	train-mlogloss:1.59545	validation-mlogloss:1.59378
[211]	train-mlogloss:1.59342	validation-mlogloss:1.59168
[212]	train-mlogloss:1.59142	validation-mlogloss:1.58962
[213]	train-mlogloss:1.58938	validation-mlogloss:1.58750
[214]	train-mlogloss:1.58729	validation-mlogloss:1.58531
[215]	train-mlogloss:1.58527	validation-mlogloss:1.58318
[216]	train-mlogloss:1.58322	validation-mlogloss:1.58111
[217]	train-mlogloss:1.58126	validation-mlogloss:1.57905
[218]	train-mlogloss:1.57929	validation-mlogloss:1.57706
[219]	train-mlogloss:1.57731	validation-mlogloss:1.57505
[220]	train-mlogloss:1.57536	validation-mlogloss:1.57293
[221]	train-mlogloss:1.57345	validation-mlogloss:1.57092
[222]	train-mlogloss:1.57152	validation-mlogloss:1.56890
[223]	train-mlogloss:1.56964	validation-mlogloss:1.56694
[224]	train-mlogloss:1.56775	validation-mlogloss:1.56487
[225]	train-mlogloss:1.56583	validation-mlogloss:1.56275
[226]	train-mlogloss:1.56392	validation-mlogloss:1.56082
[227]	train-mlogloss:1.56203	validation-mlogloss:1.55884
[228]	train-mlogloss:1.56015	validation-mlogloss:1.55684
[229]	train-mlogloss:1.55835	validation-mlogloss:1.55487
[230]	train-mlogloss:1.55650	validation-mlogloss:1.55287
[231]	train-mlogloss:1.55466	validation-mlogloss:1.55086
[232]	train-mlogloss:1.55280	validation-mlogloss:1.54883
[233]	train-mlogloss:1.55099	validation-mlogloss:1.54691
[234]	train-mlogloss:1.54922	validation-mlogloss:1.54494
[235]	train-mlogloss:1.54745	validation-mlogloss:1.54309
[236]	train-mlogloss:1.54559	validation-mlogloss:1.54118
[237]	train-mlogloss:1.54377	validation-mlogloss:1.53922
[238]	train-mlogloss:1.54205	validation-mlogloss:1.53743
[239]	train-mlogloss:1.54033	validation-mlogloss:1.53560
[240]	train-mlogloss:1.53857	validation-mlogloss:1.53379
[241]	train-mlogloss:1.53683	validation-mlogloss:1.53196
[242]	train-mlogloss:1.53509	validation-mlogloss:1.53016
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[610]	train-mlogloss:1.23346	validation-mlogloss:1.23598
[611]	train-mlogloss:1.23310	validation-mlogloss:1.23573
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[712]	train-mlogloss:1.19725	validation-mlogloss:1.21126
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[715]	train-mlogloss:1.19629	validation-mlogloss:1.21066
[716]	train-mlogloss:1.19597	validation-mlogloss:1.21046
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[718]	train-mlogloss:1.19532	validation-mlogloss:1.21000
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[720]	train-mlogloss:1.19471	validation-mlogloss:1.20953
[721]	train-mlogloss:1.19440	validation-mlogloss:1.20933
[722]	train-mlogloss:1.19411	validation-mlogloss:1.20912
[723]	train-mlogloss:1.19381	validation-mlogloss:1.20890
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[725]	train-mlogloss:1.19318	validation-mlogloss:1.20848
[726]	train-mlogloss:1.19283	validation-mlogloss:1.20825
[727]	train-mlogloss:1.19252	validation-mlogloss:1.20808
[728]	train-mlogloss:1.19224	validation-mlogloss:1.20788
[729]	train-mlogloss:1.19194	validation-mlogloss:1.20773
[730]	train-mlogloss:1.19165	validation-mlogloss:1.20754
[731]	train-mlogloss:1.19134	validation-mlogloss:1.20737
[732]	train-mlogloss:1.19101	validation-mlogloss:1.20724
[733]	train-mlogloss:1.19070	validation-mlogloss:1.20714
[734]	train-mlogloss:1.19039	validation-mlogloss:1.20694
[735]	train-mlogloss:1.19002	validation-mlogloss:1.20667
[736]	train-mlogloss:1.18969	validation-mlogloss:1.20648
[737]	train-mlogloss:1.18941	validation-mlogloss:1.20627
[738]	train-mlogloss:1.18913	validation-mlogloss:1.20605
[739]	train-mlogloss:1.18882	validation-mlogloss:1.20584
[740]	train-mlogloss:1.18851	validation-mlogloss:1.20569
[741]	train-mlogloss:1.18820	validation-mlogloss:1.20552
[742]	train-mlogloss:1.18786	validation-mlogloss:1.20531
[743]	train-mlogloss:1.18757	validation-mlogloss:1.20515
[744]	train-mlogloss:1.18731	validation-mlogloss:1.20503
[745]	train-mlogloss:1.18700	validation-mlogloss:1.20486
[746]	train-mlogloss:1.18669	validation-mlogloss:1.20465
[747]	train-mlogloss:1.18640	validation-mlogloss:1.20446
[748]	train-mlogloss:1.18605	validation-mlogloss:1.20429
[749]	train-mlogloss:1.18577	validation-mlogloss:1.20412
[750]	train-mlogloss:1.18542	validation-mlogloss:1.20394
[751]	train-mlogloss:1.18514	validation-mlogloss:1.20381
[752]	train-mlogloss:1.18482	validation-mlogloss:1.20355
[753]	train-mlogloss:1.18455	validation-mlogloss:1.20333
[754]	train-mlogloss:1.18425	validation-mlogloss:1.20315
[755]	train-mlogloss:1.18390	validation-mlogloss:1.20297
[756]	train-mlogloss:1.18363	validation-mlogloss:1.20277
[757]	train-mlogloss:1.18336	validation-mlogloss:1.20266
[758]	train-mlogloss:1.18306	validation-mlogloss:1.20247
[759]	train-mlogloss:1.18272	validation-mlogloss:1.20227
[760]	train-mlogloss:1.18245	validation-mlogloss:1.20214
Saved model to disk.
2025-11-06 14:15:42.254350: 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 14:15:42.265397: 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 00:00:1762434942.278391 1384106 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434942.282449 1384106 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434942.292225 1384106 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434942.292243 1384106 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434942.292245 1384106 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434942.292246 1384106 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:15:42.295368: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69308	validation-mlogloss:2.69340
[1]	train-mlogloss:2.67867	validation-mlogloss:2.67973
[2]	train-mlogloss:2.66429	validation-mlogloss:2.66586
[3]	train-mlogloss:2.65057	validation-mlogloss:2.65262
[4]	train-mlogloss:2.63688	validation-mlogloss:2.64000
[5]	train-mlogloss:2.62332	validation-mlogloss:2.62691
[6]	train-mlogloss:2.61030	validation-mlogloss:2.61429
[7]	train-mlogloss:2.59740	validation-mlogloss:2.60203
[8]	train-mlogloss:2.58452	validation-mlogloss:2.58964
[9]	train-mlogloss:2.57198	validation-mlogloss:2.57747
[10]	train-mlogloss:2.55952	validation-mlogloss:2.56550
[11]	train-mlogloss:2.54738	validation-mlogloss:2.55374
[12]	train-mlogloss:2.53590	validation-mlogloss:2.54277
[13]	train-mlogloss:2.52431	validation-mlogloss:2.53128
[14]	train-mlogloss:2.51274	validation-mlogloss:2.52018
[15]	train-mlogloss:2.50147	validation-mlogloss:2.50924
[16]	train-mlogloss:2.49057	validation-mlogloss:2.49857
[17]	train-mlogloss:2.47959	validation-mlogloss:2.48826
[18]	train-mlogloss:2.46880	validation-mlogloss:2.47777
[19]	train-mlogloss:2.45848	validation-mlogloss:2.46762
[20]	train-mlogloss:2.44776	validation-mlogloss:2.45676
[21]	train-mlogloss:2.43733	validation-mlogloss:2.44681
[22]	train-mlogloss:2.42715	validation-mlogloss:2.43704
[23]	train-mlogloss:2.41731	validation-mlogloss:2.42739
[24]	train-mlogloss:2.40777	validation-mlogloss:2.41805
[25]	train-mlogloss:2.39821	validation-mlogloss:2.40884
[26]	train-mlogloss:2.38866	validation-mlogloss:2.39956
[27]	train-mlogloss:2.37928	validation-mlogloss:2.39066
[28]	train-mlogloss:2.37033	validation-mlogloss:2.38198
[29]	train-mlogloss:2.36135	validation-mlogloss:2.37337
[30]	train-mlogloss:2.35260	validation-mlogloss:2.36464
[31]	train-mlogloss:2.34370	validation-mlogloss:2.35587
[32]	train-mlogloss:2.33518	validation-mlogloss:2.34775
[33]	train-mlogloss:2.32685	validation-mlogloss:2.33964
[34]	train-mlogloss:2.31845	validation-mlogloss:2.33151
[35]	train-mlogloss:2.31031	validation-mlogloss:2.32377
[36]	train-mlogloss:2.30211	validation-mlogloss:2.31579
[37]	train-mlogloss:2.29387	validation-mlogloss:2.30742
[38]	train-mlogloss:2.28593	validation-mlogloss:2.29957
[39]	train-mlogloss:2.27805	validation-mlogloss:2.29180
[40]	train-mlogloss:2.27029	validation-mlogloss:2.28431
[41]	train-mlogloss:2.26273	validation-mlogloss:2.27693
[42]	train-mlogloss:2.25510	validation-mlogloss:2.26948
[43]	train-mlogloss:2.24760	validation-mlogloss:2.26221
[44]	train-mlogloss:2.24025	validation-mlogloss:2.25508
[45]	train-mlogloss:2.23292	validation-mlogloss:2.24783
[46]	train-mlogloss:2.22563	validation-mlogloss:2.24051
[47]	train-mlogloss:2.21819	validation-mlogloss:2.23295
[48]	train-mlogloss:2.21119	validation-mlogloss:2.22612
[49]	train-mlogloss:2.20416	validation-mlogloss:2.21914
[50]	train-mlogloss:2.19707	validation-mlogloss:2.21217
[51]	train-mlogloss:2.19026	validation-mlogloss:2.20535
[52]	train-mlogloss:2.18353	validation-mlogloss:2.19892
[53]	train-mlogloss:2.17677	validation-mlogloss:2.19215
[54]	train-mlogloss:2.16997	validation-mlogloss:2.18523
[55]	train-mlogloss:2.16343	validation-mlogloss:2.17865
[56]	train-mlogloss:2.15690	validation-mlogloss:2.17222
[57]	train-mlogloss:2.15046	validation-mlogloss:2.16577
[58]	train-mlogloss:2.14416	validation-mlogloss:2.15937
[59]	train-mlogloss:2.13804	validation-mlogloss:2.15330
[60]	train-mlogloss:2.13163	validation-mlogloss:2.14662
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[689]	train-mlogloss:1.20380	validation-mlogloss:1.21543
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[692]	train-mlogloss:1.20284	validation-mlogloss:1.21468
[693]	train-mlogloss:1.20252	validation-mlogloss:1.21448
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[730]	train-mlogloss:1.19075	validation-mlogloss:1.20700
[731]	train-mlogloss:1.19043	validation-mlogloss:1.20681
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[733]	train-mlogloss:1.18979	validation-mlogloss:1.20645
[734]	train-mlogloss:1.18947	validation-mlogloss:1.20627
[735]	train-mlogloss:1.18916	validation-mlogloss:1.20609
[736]	train-mlogloss:1.18886	validation-mlogloss:1.20589
[737]	train-mlogloss:1.18855	validation-mlogloss:1.20576
[738]	train-mlogloss:1.18826	validation-mlogloss:1.20555
[739]	train-mlogloss:1.18791	validation-mlogloss:1.20527
[740]	train-mlogloss:1.18760	validation-mlogloss:1.20509
[741]	train-mlogloss:1.18733	validation-mlogloss:1.20498
[742]	train-mlogloss:1.18704	validation-mlogloss:1.20479
[743]	train-mlogloss:1.18675	validation-mlogloss:1.20461
[744]	train-mlogloss:1.18646	validation-mlogloss:1.20443
[745]	train-mlogloss:1.18615	validation-mlogloss:1.20437
[746]	train-mlogloss:1.18587	validation-mlogloss:1.20427
[747]	train-mlogloss:1.18557	validation-mlogloss:1.20408
[748]	train-mlogloss:1.18523	validation-mlogloss:1.20388
[749]	train-mlogloss:1.18490	validation-mlogloss:1.20373
[750]	train-mlogloss:1.18461	validation-mlogloss:1.20352
[751]	train-mlogloss:1.18429	validation-mlogloss:1.20336
[752]	train-mlogloss:1.18401	validation-mlogloss:1.20317
[753]	train-mlogloss:1.18373	validation-mlogloss:1.20300
[754]	train-mlogloss:1.18346	validation-mlogloss:1.20278
[755]	train-mlogloss:1.18314	validation-mlogloss:1.20266
[756]	train-mlogloss:1.18284	validation-mlogloss:1.20251
[757]	train-mlogloss:1.18255	validation-mlogloss:1.20240
[758]	train-mlogloss:1.18225	validation-mlogloss:1.20228
[759]	train-mlogloss:1.18196	validation-mlogloss:1.20207
[760]	train-mlogloss:1.18163	validation-mlogloss:1.20188
Saved model to disk.
2025-11-06 14:16:06.615733: 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 14:16:06.626967: 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 00:00:1762434966.639960 1384510 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434966.643842 1384510 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434966.653958 1384510 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434966.653974 1384510 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434966.653976 1384510 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434966.653978 1384510 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:16:06.657105: 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..
Training a non-convolutional model.
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[1]	train-mlogloss:2.67865	validation-mlogloss:2.68005
[2]	train-mlogloss:2.66497	validation-mlogloss:2.66685
[3]	train-mlogloss:2.65106	validation-mlogloss:2.65342
[4]	train-mlogloss:2.63779	validation-mlogloss:2.64045
[5]	train-mlogloss:2.62442	validation-mlogloss:2.62762
[6]	train-mlogloss:2.61132	validation-mlogloss:2.61516
[7]	train-mlogloss:2.59814	validation-mlogloss:2.60300
[8]	train-mlogloss:2.58547	validation-mlogloss:2.59099
[9]	train-mlogloss:2.57268	validation-mlogloss:2.57872
[10]	train-mlogloss:2.56058	validation-mlogloss:2.56703
[11]	train-mlogloss:2.54840	validation-mlogloss:2.55521
[12]	train-mlogloss:2.53659	validation-mlogloss:2.54330
[13]	train-mlogloss:2.52495	validation-mlogloss:2.53190
[14]	train-mlogloss:2.51355	validation-mlogloss:2.52111
[15]	train-mlogloss:2.50227	validation-mlogloss:2.51034
[16]	train-mlogloss:2.49102	validation-mlogloss:2.49942
[17]	train-mlogloss:2.48015	validation-mlogloss:2.48883
[18]	train-mlogloss:2.46957	validation-mlogloss:2.47861
[19]	train-mlogloss:2.45913	validation-mlogloss:2.46851
[20]	train-mlogloss:2.44897	validation-mlogloss:2.45853
[21]	train-mlogloss:2.43884	validation-mlogloss:2.44883
[22]	train-mlogloss:2.42880	validation-mlogloss:2.43893
[23]	train-mlogloss:2.41883	validation-mlogloss:2.42927
[24]	train-mlogloss:2.40899	validation-mlogloss:2.41997
[25]	train-mlogloss:2.39943	validation-mlogloss:2.41086
[26]	train-mlogloss:2.39010	validation-mlogloss:2.40193
[27]	train-mlogloss:2.38078	validation-mlogloss:2.39282
[28]	train-mlogloss:2.37153	validation-mlogloss:2.38375
[29]	train-mlogloss:2.36242	validation-mlogloss:2.37490
[30]	train-mlogloss:2.35335	validation-mlogloss:2.36589
[31]	train-mlogloss:2.34458	validation-mlogloss:2.35735
[32]	train-mlogloss:2.33586	validation-mlogloss:2.34873
[33]	train-mlogloss:2.32746	validation-mlogloss:2.34043
[34]	train-mlogloss:2.31890	validation-mlogloss:2.33204
[35]	train-mlogloss:2.31033	validation-mlogloss:2.32354
[36]	train-mlogloss:2.30198	validation-mlogloss:2.31532
[37]	train-mlogloss:2.29409	validation-mlogloss:2.30751
[38]	train-mlogloss:2.28593	validation-mlogloss:2.29952
[39]	train-mlogloss:2.27817	validation-mlogloss:2.29207
[40]	train-mlogloss:2.27039	validation-mlogloss:2.28424
[41]	train-mlogloss:2.26251	validation-mlogloss:2.27646
[42]	train-mlogloss:2.25481	validation-mlogloss:2.26899
[43]	train-mlogloss:2.24741	validation-mlogloss:2.26172
[44]	train-mlogloss:2.24004	validation-mlogloss:2.25436
[45]	train-mlogloss:2.23257	validation-mlogloss:2.24712
[46]	train-mlogloss:2.22529	validation-mlogloss:2.24007
[47]	train-mlogloss:2.21818	validation-mlogloss:2.23311
[48]	train-mlogloss:2.21074	validation-mlogloss:2.22574
[49]	train-mlogloss:2.20375	validation-mlogloss:2.21885
[50]	train-mlogloss:2.19677	validation-mlogloss:2.21188
[51]	train-mlogloss:2.18997	validation-mlogloss:2.20519
[52]	train-mlogloss:2.18307	validation-mlogloss:2.19835
[53]	train-mlogloss:2.17650	validation-mlogloss:2.19203
[54]	train-mlogloss:2.16992	validation-mlogloss:2.18539
[55]	train-mlogloss:2.16337	validation-mlogloss:2.17862
[56]	train-mlogloss:2.15667	validation-mlogloss:2.17216
[57]	train-mlogloss:2.15031	validation-mlogloss:2.16600
[58]	train-mlogloss:2.14398	validation-mlogloss:2.15981
[59]	train-mlogloss:2.13765	validation-mlogloss:2.15335
[60]	train-mlogloss:2.13130	validation-mlogloss:2.14699
[61]	train-mlogloss:2.12529	validation-mlogloss:2.14097
[62]	train-mlogloss:2.11907	validation-mlogloss:2.13456
[63]	train-mlogloss:2.11303	validation-mlogloss:2.12862
[64]	train-mlogloss:2.10718	validation-mlogloss:2.12267
[65]	train-mlogloss:2.10130	validation-mlogloss:2.11680
[66]	train-mlogloss:2.09552	validation-mlogloss:2.11101
[67]	train-mlogloss:2.08977	validation-mlogloss:2.10529
[68]	train-mlogloss:2.08398	validation-mlogloss:2.09948
[69]	train-mlogloss:2.07810	validation-mlogloss:2.09344
[70]	train-mlogloss:2.07222	validation-mlogloss:2.08744
[71]	train-mlogloss:2.06671	validation-mlogloss:2.08198
[72]	train-mlogloss:2.06108	validation-mlogloss:2.07625
[73]	train-mlogloss:2.05558	validation-mlogloss:2.07066
[74]	train-mlogloss:2.05009	validation-mlogloss:2.06502
[75]	train-mlogloss:2.04461	validation-mlogloss:2.05934
[76]	train-mlogloss:2.03933	validation-mlogloss:2.05410
[77]	train-mlogloss:2.03384	validation-mlogloss:2.04844
[78]	train-mlogloss:2.02833	validation-mlogloss:2.04286
[79]	train-mlogloss:2.02307	validation-mlogloss:2.03756
[80]	train-mlogloss:2.01804	validation-mlogloss:2.03239
[81]	train-mlogloss:2.01289	validation-mlogloss:2.02712
[82]	train-mlogloss:2.00790	validation-mlogloss:2.02202
[83]	train-mlogloss:2.00287	validation-mlogloss:2.01686
[84]	train-mlogloss:1.99810	validation-mlogloss:2.01219
[85]	train-mlogloss:1.99318	validation-mlogloss:2.00734
[86]	train-mlogloss:1.98821	validation-mlogloss:2.00230
[87]	train-mlogloss:1.98339	validation-mlogloss:1.99734
[88]	train-mlogloss:1.97871	validation-mlogloss:1.99264
[89]	train-mlogloss:1.97402	validation-mlogloss:1.98785
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[91]	train-mlogloss:1.96479	validation-mlogloss:1.97855
[92]	train-mlogloss:1.96030	validation-mlogloss:1.97410
[93]	train-mlogloss:1.95568	validation-mlogloss:1.96938
[94]	train-mlogloss:1.95119	validation-mlogloss:1.96483
[95]	train-mlogloss:1.94657	validation-mlogloss:1.96012
[96]	train-mlogloss:1.94209	validation-mlogloss:1.95561
[97]	train-mlogloss:1.93764	validation-mlogloss:1.95103
[98]	train-mlogloss:1.93333	validation-mlogloss:1.94661
[99]	train-mlogloss:1.92906	validation-mlogloss:1.94216
[100]	train-mlogloss:1.92473	validation-mlogloss:1.93759
[101]	train-mlogloss:1.92039	validation-mlogloss:1.93309
[102]	train-mlogloss:1.91617	validation-mlogloss:1.92863
[103]	train-mlogloss:1.91192	validation-mlogloss:1.92412
[104]	train-mlogloss:1.90768	validation-mlogloss:1.91982
[105]	train-mlogloss:1.90350	validation-mlogloss:1.91546
[106]	train-mlogloss:1.89936	validation-mlogloss:1.91107
[107]	train-mlogloss:1.89532	validation-mlogloss:1.90683
[108]	train-mlogloss:1.89131	validation-mlogloss:1.90270
[109]	train-mlogloss:1.88728	validation-mlogloss:1.89851
[110]	train-mlogloss:1.88322	validation-mlogloss:1.89439
[111]	train-mlogloss:1.87931	validation-mlogloss:1.89036
[112]	train-mlogloss:1.87541	validation-mlogloss:1.88649
[113]	train-mlogloss:1.87141	validation-mlogloss:1.88246
[114]	train-mlogloss:1.86745	validation-mlogloss:1.87824
[115]	train-mlogloss:1.86369	validation-mlogloss:1.87443
[116]	train-mlogloss:1.85986	validation-mlogloss:1.87062
[117]	train-mlogloss:1.85625	validation-mlogloss:1.86674
[118]	train-mlogloss:1.85247	validation-mlogloss:1.86285
[119]	train-mlogloss:1.84869	validation-mlogloss:1.85910
[120]	train-mlogloss:1.84471	validation-mlogloss:1.85489
[121]	train-mlogloss:1.84112	validation-mlogloss:1.85116
[122]	train-mlogloss:1.83753	validation-mlogloss:1.84740
[123]	train-mlogloss:1.83396	validation-mlogloss:1.84380
[124]	train-mlogloss:1.83038	validation-mlogloss:1.83995
[125]	train-mlogloss:1.82681	validation-mlogloss:1.83623
[126]	train-mlogloss:1.82324	validation-mlogloss:1.83257
[127]	train-mlogloss:1.81979	validation-mlogloss:1.82913
[128]	train-mlogloss:1.81628	validation-mlogloss:1.82543
[129]	train-mlogloss:1.81288	validation-mlogloss:1.82183
[130]	train-mlogloss:1.80948	validation-mlogloss:1.81825
[131]	train-mlogloss:1.80587	validation-mlogloss:1.81441
[132]	train-mlogloss:1.80254	validation-mlogloss:1.81090
[133]	train-mlogloss:1.79924	validation-mlogloss:1.80750
[134]	train-mlogloss:1.79592	validation-mlogloss:1.80401
[135]	train-mlogloss:1.79238	validation-mlogloss:1.80028
[136]	train-mlogloss:1.78919	validation-mlogloss:1.79695
[137]	train-mlogloss:1.78581	validation-mlogloss:1.79341
[138]	train-mlogloss:1.78237	validation-mlogloss:1.78977
[139]	train-mlogloss:1.77902	validation-mlogloss:1.78638
[140]	train-mlogloss:1.77566	validation-mlogloss:1.78280
[141]	train-mlogloss:1.77252	validation-mlogloss:1.77954
[142]	train-mlogloss:1.76940	validation-mlogloss:1.77625
[143]	train-mlogloss:1.76610	validation-mlogloss:1.77281
[144]	train-mlogloss:1.76284	validation-mlogloss:1.76926
[145]	train-mlogloss:1.75988	validation-mlogloss:1.76619
[146]	train-mlogloss:1.75694	validation-mlogloss:1.76307
[147]	train-mlogloss:1.75399	validation-mlogloss:1.76004
[148]	train-mlogloss:1.75110	validation-mlogloss:1.75711
[149]	train-mlogloss:1.74798	validation-mlogloss:1.75390
[150]	train-mlogloss:1.74486	validation-mlogloss:1.75055
[151]	train-mlogloss:1.74170	validation-mlogloss:1.74723
[152]	train-mlogloss:1.73867	validation-mlogloss:1.74409
[153]	train-mlogloss:1.73590	validation-mlogloss:1.74128
[154]	train-mlogloss:1.73313	validation-mlogloss:1.73841
[155]	train-mlogloss:1.73008	validation-mlogloss:1.73519
[156]	train-mlogloss:1.72732	validation-mlogloss:1.73237
[157]	train-mlogloss:1.72455	validation-mlogloss:1.72952
[158]	train-mlogloss:1.72190	validation-mlogloss:1.72668
[159]	train-mlogloss:1.71900	validation-mlogloss:1.72365
[160]	train-mlogloss:1.71621	validation-mlogloss:1.72068
[161]	train-mlogloss:1.71351	validation-mlogloss:1.71779
[162]	train-mlogloss:1.71096	validation-mlogloss:1.71510
[163]	train-mlogloss:1.70813	validation-mlogloss:1.71219
[164]	train-mlogloss:1.70527	validation-mlogloss:1.70912
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[166]	train-mlogloss:1.69970	validation-mlogloss:1.70307
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[168]	train-mlogloss:1.69460	validation-mlogloss:1.69787
[169]	train-mlogloss:1.69186	validation-mlogloss:1.69492
[170]	train-mlogloss:1.68913	validation-mlogloss:1.69207
[171]	train-mlogloss:1.68642	validation-mlogloss:1.68913
[172]	train-mlogloss:1.68384	validation-mlogloss:1.68640
[173]	train-mlogloss:1.68112	validation-mlogloss:1.68358
[174]	train-mlogloss:1.67848	validation-mlogloss:1.68079
[175]	train-mlogloss:1.67585	validation-mlogloss:1.67810
[176]	train-mlogloss:1.67324	validation-mlogloss:1.67543
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[743]	train-mlogloss:1.18647	validation-mlogloss:1.20433
[744]	train-mlogloss:1.18619	validation-mlogloss:1.20412
[745]	train-mlogloss:1.18591	validation-mlogloss:1.20394
[746]	train-mlogloss:1.18563	validation-mlogloss:1.20377
[747]	train-mlogloss:1.18537	validation-mlogloss:1.20357
[748]	train-mlogloss:1.18505	validation-mlogloss:1.20338
[749]	train-mlogloss:1.18473	validation-mlogloss:1.20321
[750]	train-mlogloss:1.18440	validation-mlogloss:1.20299
[751]	train-mlogloss:1.18412	validation-mlogloss:1.20278
[752]	train-mlogloss:1.18385	validation-mlogloss:1.20258
[753]	train-mlogloss:1.18351	validation-mlogloss:1.20234
[754]	train-mlogloss:1.18322	validation-mlogloss:1.20211
[755]	train-mlogloss:1.18293	validation-mlogloss:1.20200
[756]	train-mlogloss:1.18266	validation-mlogloss:1.20188
[757]	train-mlogloss:1.18240	validation-mlogloss:1.20180
[758]	train-mlogloss:1.18209	validation-mlogloss:1.20163
[759]	train-mlogloss:1.18183	validation-mlogloss:1.20150
[760]	train-mlogloss:1.18154	validation-mlogloss:1.20133
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.56 [%]
Global accuracy score (test) = 58.39 [%]
Global F1 score (train) = 61.11 [%]
Global F1 score (test) = 57.18 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.34      0.19      0.25       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.53      0.44       161
       CAMINAR USUAL SPEED       0.39      0.35      0.37       161
            CAMINAR ZIGZAG       0.43      0.41      0.42       161
          DE PIE BARRIENDO       0.66      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.41      0.42      0.41       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.50       161
          DE PIE USANDO PC       0.84      0.87      0.85       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.34      0.40       161
         SENTADO USANDO PC       0.48      0.53      0.50       161
      SENTADO VIENDO LA TV       0.41      0.27      0.32       161
   SUBIR Y BAJAR ESCALERAS       0.61      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.58      2415
                 macro avg       0.58      0.58      0.57      2415
              weighted avg       0.58      0.58      0.57      2415


Accuracy capturado en la ejecución 25: 58.39 [%]
F1-score capturado en la ejecución 25: 57.18 [%]

=== EJECUCIÓN 26 ===

--- TRAIN (ejecución 26) ---

--- TEST (ejecución 26) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.53 [%]
Global accuracy score (test) = 58.3 [%]
Global F1 score (train) = 61.07 [%]
Global F1 score (test) = 57.21 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.37      0.22      0.28       161
 CAMINAR CON MÓVIL O LIBRO       0.36      0.52      0.42       161
       CAMINAR USUAL SPEED       0.41      0.34      0.37       161
            CAMINAR ZIGZAG       0.41      0.37      0.39       161
          DE PIE BARRIENDO       0.66      0.73      0.70       161
   DE PIE DOBLANDO TOALLAS       0.40      0.41      0.40       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.49       161
          DE PIE USANDO PC       0.84      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.95      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.34      0.41       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.87      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.58      2415
                 macro avg       0.58      0.58      0.57      2415
              weighted avg       0.58      0.58      0.57      2415


Accuracy capturado en la ejecución 26: 58.3 [%]
F1-score capturado en la ejecución 26: 57.21 [%]

=== EJECUCIÓN 27 ===

--- TRAIN (ejecución 27) ---

--- TEST (ejecución 27) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.61 [%]
Global accuracy score (test) = 58.39 [%]
Global F1 score (train) = 61.19 [%]
Global F1 score (test) = 57.22 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.35      0.20      0.25       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.55      0.45       161
       CAMINAR USUAL SPEED       0.40      0.35      0.37       161
            CAMINAR ZIGZAG       0.44      0.42      0.43       161
          DE PIE BARRIENDO       0.65      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.38      0.39      0.39       161
    DE PIE MOVIENDO LIBROS       0.48      0.50      0.49       161
          DE PIE USANDO PC       0.84      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.81       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.34      0.41       161
         SENTADO USANDO PC       0.49      0.52      0.50       161
      SENTADO VIENDO LA TV       0.41      0.28      0.33       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.58      2415
                 macro avg       0.58      0.58      0.57      2415
              weighted avg       0.58      0.58      0.57      2415


Accuracy capturado en la ejecución 27: 58.39 [%]
F1-score capturado en la ejecución 27: 57.22 [%]

=== EJECUCIÓN 28 ===

--- TRAIN (ejecución 28) ---

--- TEST (ejecución 28) ---
2025-11-06 14:16:30.993102: 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 14:16:31.004402: 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 00:00:1762434991.017559 1384913 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762434991.021721 1384913 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762434991.031352 1384913 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434991.031370 1384913 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434991.031371 1384913 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762434991.031372 1384913 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:16:31.034505: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69320	validation-mlogloss:2.69364
[1]	train-mlogloss:2.67824	validation-mlogloss:2.67949
[2]	train-mlogloss:2.66405	validation-mlogloss:2.66561
[3]	train-mlogloss:2.65027	validation-mlogloss:2.65250
[4]	train-mlogloss:2.63619	validation-mlogloss:2.63888
[5]	train-mlogloss:2.62279	validation-mlogloss:2.62615
[6]	train-mlogloss:2.60964	validation-mlogloss:2.61360
[7]	train-mlogloss:2.59669	validation-mlogloss:2.60111
[8]	train-mlogloss:2.58395	validation-mlogloss:2.58890
[9]	train-mlogloss:2.57176	validation-mlogloss:2.57738
[10]	train-mlogloss:2.55954	validation-mlogloss:2.56570
[11]	train-mlogloss:2.54737	validation-mlogloss:2.55392
[12]	train-mlogloss:2.53548	validation-mlogloss:2.54258
[13]	train-mlogloss:2.52391	validation-mlogloss:2.53138
[14]	train-mlogloss:2.51254	validation-mlogloss:2.52030
[15]	train-mlogloss:2.50157	validation-mlogloss:2.50948
[16]	train-mlogloss:2.49064	validation-mlogloss:2.49897
[17]	train-mlogloss:2.47985	validation-mlogloss:2.48850
[18]	train-mlogloss:2.46916	validation-mlogloss:2.47834
[19]	train-mlogloss:2.45849	validation-mlogloss:2.46798
[20]	train-mlogloss:2.44795	validation-mlogloss:2.45763
[21]	train-mlogloss:2.43794	validation-mlogloss:2.44802
[22]	train-mlogloss:2.42800	validation-mlogloss:2.43864
[23]	train-mlogloss:2.41797	validation-mlogloss:2.42866
[24]	train-mlogloss:2.40828	validation-mlogloss:2.41944
[25]	train-mlogloss:2.39893	validation-mlogloss:2.41062
[26]	train-mlogloss:2.38938	validation-mlogloss:2.40124
[27]	train-mlogloss:2.37997	validation-mlogloss:2.39174
[28]	train-mlogloss:2.37068	validation-mlogloss:2.38267
[29]	train-mlogloss:2.36160	validation-mlogloss:2.37391
[30]	train-mlogloss:2.35271	validation-mlogloss:2.36531
[31]	train-mlogloss:2.34410	validation-mlogloss:2.35687
[32]	train-mlogloss:2.33555	validation-mlogloss:2.34885
[33]	train-mlogloss:2.32687	validation-mlogloss:2.34035
[34]	train-mlogloss:2.31833	validation-mlogloss:2.33216
[35]	train-mlogloss:2.31010	validation-mlogloss:2.32420
[36]	train-mlogloss:2.30201	validation-mlogloss:2.31634
[37]	train-mlogloss:2.29398	validation-mlogloss:2.30840
[38]	train-mlogloss:2.28606	validation-mlogloss:2.30068
[39]	train-mlogloss:2.27791	validation-mlogloss:2.29233
[40]	train-mlogloss:2.27009	validation-mlogloss:2.28471
[41]	train-mlogloss:2.26241	validation-mlogloss:2.27740
[42]	train-mlogloss:2.25477	validation-mlogloss:2.27011
[43]	train-mlogloss:2.24750	validation-mlogloss:2.26310
[44]	train-mlogloss:2.24013	validation-mlogloss:2.25578
[45]	train-mlogloss:2.23281	validation-mlogloss:2.24879
[46]	train-mlogloss:2.22531	validation-mlogloss:2.24101
[47]	train-mlogloss:2.21823	validation-mlogloss:2.23414
[48]	train-mlogloss:2.21113	validation-mlogloss:2.22722
[49]	train-mlogloss:2.20412	validation-mlogloss:2.22036
[50]	train-mlogloss:2.19740	validation-mlogloss:2.21370
[51]	train-mlogloss:2.19059	validation-mlogloss:2.20692
[52]	train-mlogloss:2.18382	validation-mlogloss:2.20000
[53]	train-mlogloss:2.17707	validation-mlogloss:2.19332
[54]	train-mlogloss:2.17017	validation-mlogloss:2.18654
[55]	train-mlogloss:2.16354	validation-mlogloss:2.17995
[56]	train-mlogloss:2.15707	validation-mlogloss:2.17371
[57]	train-mlogloss:2.15078	validation-mlogloss:2.16763
[58]	train-mlogloss:2.14452	validation-mlogloss:2.16114
[59]	train-mlogloss:2.13823	validation-mlogloss:2.15469
[60]	train-mlogloss:2.13192	validation-mlogloss:2.14835
[61]	train-mlogloss:2.12563	validation-mlogloss:2.14178
[62]	train-mlogloss:2.11941	validation-mlogloss:2.13548
[63]	train-mlogloss:2.11348	validation-mlogloss:2.12973
[64]	train-mlogloss:2.10770	validation-mlogloss:2.12408
[65]	train-mlogloss:2.10182	validation-mlogloss:2.11810
[66]	train-mlogloss:2.09602	validation-mlogloss:2.11225
[67]	train-mlogloss:2.09030	validation-mlogloss:2.10664
[68]	train-mlogloss:2.08467	validation-mlogloss:2.10085
[69]	train-mlogloss:2.07880	validation-mlogloss:2.09492
[70]	train-mlogloss:2.07306	validation-mlogloss:2.08888
[71]	train-mlogloss:2.06742	validation-mlogloss:2.08321
[72]	train-mlogloss:2.06197	validation-mlogloss:2.07783
[73]	train-mlogloss:2.05635	validation-mlogloss:2.07202
[74]	train-mlogloss:2.05098	validation-mlogloss:2.06657
[75]	train-mlogloss:2.04567	validation-mlogloss:2.06136
[76]	train-mlogloss:2.04036	validation-mlogloss:2.05594
[77]	train-mlogloss:2.03504	validation-mlogloss:2.05041
[78]	train-mlogloss:2.02985	validation-mlogloss:2.04532
[79]	train-mlogloss:2.02455	validation-mlogloss:2.03975
[80]	train-mlogloss:2.01941	validation-mlogloss:2.03446
[81]	train-mlogloss:2.01403	validation-mlogloss:2.02889
[82]	train-mlogloss:2.00890	validation-mlogloss:2.02357
[83]	train-mlogloss:2.00391	validation-mlogloss:2.01840
[84]	train-mlogloss:1.99880	validation-mlogloss:2.01307
[85]	train-mlogloss:1.99376	validation-mlogloss:2.00795
[86]	train-mlogloss:1.98891	validation-mlogloss:2.00306
[87]	train-mlogloss:1.98415	validation-mlogloss:1.99824
[88]	train-mlogloss:1.97935	validation-mlogloss:1.99352
[89]	train-mlogloss:1.97454	validation-mlogloss:1.98859
[90]	train-mlogloss:1.96971	validation-mlogloss:1.98366
[91]	train-mlogloss:1.96508	validation-mlogloss:1.97891
[92]	train-mlogloss:1.96046	validation-mlogloss:1.97404
[93]	train-mlogloss:1.95589	validation-mlogloss:1.96938
[94]	train-mlogloss:1.95132	validation-mlogloss:1.96477
[95]	train-mlogloss:1.94680	validation-mlogloss:1.96012
[96]	train-mlogloss:1.94226	validation-mlogloss:1.95550
[97]	train-mlogloss:1.93793	validation-mlogloss:1.95100
[98]	train-mlogloss:1.93360	validation-mlogloss:1.94646
[99]	train-mlogloss:1.92925	validation-mlogloss:1.94200
[100]	train-mlogloss:1.92504	validation-mlogloss:1.93760
[101]	train-mlogloss:1.92079	validation-mlogloss:1.93324
[102]	train-mlogloss:1.91658	validation-mlogloss:1.92881
[103]	train-mlogloss:1.91225	validation-mlogloss:1.92434
[104]	train-mlogloss:1.90808	validation-mlogloss:1.92013
[105]	train-mlogloss:1.90392	validation-mlogloss:1.91594
[106]	train-mlogloss:1.89981	validation-mlogloss:1.91166
[107]	train-mlogloss:1.89579	validation-mlogloss:1.90770
[108]	train-mlogloss:1.89169	validation-mlogloss:1.90348
[109]	train-mlogloss:1.88771	validation-mlogloss:1.89949
[110]	train-mlogloss:1.88380	validation-mlogloss:1.89559
[111]	train-mlogloss:1.87978	validation-mlogloss:1.89145
[112]	train-mlogloss:1.87588	validation-mlogloss:1.88749
[113]	train-mlogloss:1.87188	validation-mlogloss:1.88336
[114]	train-mlogloss:1.86796	validation-mlogloss:1.87924
[115]	train-mlogloss:1.86426	validation-mlogloss:1.87532
[116]	train-mlogloss:1.86047	validation-mlogloss:1.87131
[117]	train-mlogloss:1.85664	validation-mlogloss:1.86730
[118]	train-mlogloss:1.85291	validation-mlogloss:1.86355
[119]	train-mlogloss:1.84920	validation-mlogloss:1.85970
[120]	train-mlogloss:1.84557	validation-mlogloss:1.85595
[121]	train-mlogloss:1.84193	validation-mlogloss:1.85215
[122]	train-mlogloss:1.83828	validation-mlogloss:1.84844
[123]	train-mlogloss:1.83469	validation-mlogloss:1.84485
[124]	train-mlogloss:1.83116	validation-mlogloss:1.84116
[125]	train-mlogloss:1.82762	validation-mlogloss:1.83750
[126]	train-mlogloss:1.82403	validation-mlogloss:1.83385
[127]	train-mlogloss:1.82033	validation-mlogloss:1.82997
[128]	train-mlogloss:1.81669	validation-mlogloss:1.82610
[129]	train-mlogloss:1.81328	validation-mlogloss:1.82253
[130]	train-mlogloss:1.80957	validation-mlogloss:1.81862
[131]	train-mlogloss:1.80620	validation-mlogloss:1.81512
[132]	train-mlogloss:1.80263	validation-mlogloss:1.81142
[133]	train-mlogloss:1.79912	validation-mlogloss:1.80768
[134]	train-mlogloss:1.79552	validation-mlogloss:1.80401
[135]	train-mlogloss:1.79228	validation-mlogloss:1.80048
[136]	train-mlogloss:1.78906	validation-mlogloss:1.79707
[137]	train-mlogloss:1.78585	validation-mlogloss:1.79367
[138]	train-mlogloss:1.78263	validation-mlogloss:1.79022
[139]	train-mlogloss:1.77926	validation-mlogloss:1.78666
[140]	train-mlogloss:1.77611	validation-mlogloss:1.78347
[141]	train-mlogloss:1.77302	validation-mlogloss:1.78021
[142]	train-mlogloss:1.76995	validation-mlogloss:1.77715
[143]	train-mlogloss:1.76677	validation-mlogloss:1.77387
[144]	train-mlogloss:1.76377	validation-mlogloss:1.77072
[145]	train-mlogloss:1.76069	validation-mlogloss:1.76748
[146]	train-mlogloss:1.75767	validation-mlogloss:1.76421
[147]	train-mlogloss:1.75449	validation-mlogloss:1.76080
[148]	train-mlogloss:1.75124	validation-mlogloss:1.75745
[149]	train-mlogloss:1.74833	validation-mlogloss:1.75438
[150]	train-mlogloss:1.74542	validation-mlogloss:1.75133
[151]	train-mlogloss:1.74256	validation-mlogloss:1.74834
[152]	train-mlogloss:1.73955	validation-mlogloss:1.74525
[153]	train-mlogloss:1.73657	validation-mlogloss:1.74219
[154]	train-mlogloss:1.73375	validation-mlogloss:1.73922
[155]	train-mlogloss:1.73070	validation-mlogloss:1.73604
[156]	train-mlogloss:1.72785	validation-mlogloss:1.73299
[157]	train-mlogloss:1.72491	validation-mlogloss:1.72999
[158]	train-mlogloss:1.72216	validation-mlogloss:1.72719
[159]	train-mlogloss:1.71922	validation-mlogloss:1.72403
[160]	train-mlogloss:1.71649	validation-mlogloss:1.72126
[161]	train-mlogloss:1.71367	validation-mlogloss:1.71828
[162]	train-mlogloss:1.71082	validation-mlogloss:1.71524
[163]	train-mlogloss:1.70824	validation-mlogloss:1.71240
[164]	train-mlogloss:1.70535	validation-mlogloss:1.70931
[165]	train-mlogloss:1.70252	validation-mlogloss:1.70638
[166]	train-mlogloss:1.69965	validation-mlogloss:1.70334
[167]	train-mlogloss:1.69680	validation-mlogloss:1.70033
[168]	train-mlogloss:1.69410	validation-mlogloss:1.69756
[169]	train-mlogloss:1.69142	validation-mlogloss:1.69461
[170]	train-mlogloss:1.68865	validation-mlogloss:1.69181
[171]	train-mlogloss:1.68601	validation-mlogloss:1.68901
[172]	train-mlogloss:1.68332	validation-mlogloss:1.68614
[173]	train-mlogloss:1.68068	validation-mlogloss:1.68339
[174]	train-mlogloss:1.67798	validation-mlogloss:1.68062
[175]	train-mlogloss:1.67530	validation-mlogloss:1.67786
[176]	train-mlogloss:1.67272	validation-mlogloss:1.67511
[177]	train-mlogloss:1.67010	validation-mlogloss:1.67241
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Saved model to disk.
2025-11-06 14:16:55.151586: 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 14:16:55.162957: 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 00:00:1762435015.177150 1385300 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762435015.181584 1385300 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762435015.192108 1385300 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762435015.192126 1385300 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762435015.192128 1385300 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762435015.192130 1385300 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 14:16:55.195414: 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..
Training a non-convolutional model.
[0]	train-mlogloss:2.69341	validation-mlogloss:2.69367
[1]	train-mlogloss:2.67943	validation-mlogloss:2.67993
[2]	train-mlogloss:2.66500	validation-mlogloss:2.66613
[3]	train-mlogloss:2.65114	validation-mlogloss:2.65274
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[11]	train-mlogloss:2.54788	validation-mlogloss:2.55356
[12]	train-mlogloss:2.53594	validation-mlogloss:2.54222
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[596]	train-mlogloss:1.23859	validation-mlogloss:1.23973
[597]	train-mlogloss:1.23819	validation-mlogloss:1.23943
[598]	train-mlogloss:1.23778	validation-mlogloss:1.23918
[599]	train-mlogloss:1.23732	validation-mlogloss:1.23886
[600]	train-mlogloss:1.23693	validation-mlogloss:1.23852
[601]	train-mlogloss:1.23652	validation-mlogloss:1.23815
[602]	train-mlogloss:1.23615	validation-mlogloss:1.23785
[603]	train-mlogloss:1.23574	validation-mlogloss:1.23753
[604]	train-mlogloss:1.23537	validation-mlogloss:1.23724
[605]	train-mlogloss:1.23498	validation-mlogloss:1.23696
[606]	train-mlogloss:1.23459	validation-mlogloss:1.23673
[607]	train-mlogloss:1.23418	validation-mlogloss:1.23643
[608]	train-mlogloss:1.23380	validation-mlogloss:1.23612
[609]	train-mlogloss:1.23342	validation-mlogloss:1.23586
[610]	train-mlogloss:1.23302	validation-mlogloss:1.23551
[611]	train-mlogloss:1.23261	validation-mlogloss:1.23521
[612]	train-mlogloss:1.23223	validation-mlogloss:1.23496
[613]	train-mlogloss:1.23183	validation-mlogloss:1.23468
[614]	train-mlogloss:1.23138	validation-mlogloss:1.23443
[615]	train-mlogloss:1.23100	validation-mlogloss:1.23419
[616]	train-mlogloss:1.23063	validation-mlogloss:1.23387
[617]	train-mlogloss:1.23023	validation-mlogloss:1.23362
[618]	train-mlogloss:1.22984	validation-mlogloss:1.23326
[619]	train-mlogloss:1.22941	validation-mlogloss:1.23295
[620]	train-mlogloss:1.22901	validation-mlogloss:1.23270
[621]	train-mlogloss:1.22862	validation-mlogloss:1.23246
[622]	train-mlogloss:1.22824	validation-mlogloss:1.23223
[623]	train-mlogloss:1.22788	validation-mlogloss:1.23193
[624]	train-mlogloss:1.22750	validation-mlogloss:1.23165
[625]	train-mlogloss:1.22707	validation-mlogloss:1.23135
[626]	train-mlogloss:1.22669	validation-mlogloss:1.23109
[627]	train-mlogloss:1.22630	validation-mlogloss:1.23071
[628]	train-mlogloss:1.22589	validation-mlogloss:1.23043
[629]	train-mlogloss:1.22553	validation-mlogloss:1.23015
[630]	train-mlogloss:1.22517	validation-mlogloss:1.22986
[631]	train-mlogloss:1.22477	validation-mlogloss:1.22959
[632]	train-mlogloss:1.22437	validation-mlogloss:1.22931
[633]	train-mlogloss:1.22400	validation-mlogloss:1.22911
[634]	train-mlogloss:1.22364	validation-mlogloss:1.22895
[635]	train-mlogloss:1.22327	validation-mlogloss:1.22869
[636]	train-mlogloss:1.22291	validation-mlogloss:1.22842
[637]	train-mlogloss:1.22252	validation-mlogloss:1.22812
[638]	train-mlogloss:1.22211	validation-mlogloss:1.22778
[639]	train-mlogloss:1.22172	validation-mlogloss:1.22757
[640]	train-mlogloss:1.22135	validation-mlogloss:1.22730
[641]	train-mlogloss:1.22101	validation-mlogloss:1.22698
[642]	train-mlogloss:1.22064	validation-mlogloss:1.22670
[643]	train-mlogloss:1.22030	validation-mlogloss:1.22644
[644]	train-mlogloss:1.21997	validation-mlogloss:1.22620
[645]	train-mlogloss:1.21961	validation-mlogloss:1.22596
[646]	train-mlogloss:1.21922	validation-mlogloss:1.22569
[647]	train-mlogloss:1.21884	validation-mlogloss:1.22546
[648]	train-mlogloss:1.21849	validation-mlogloss:1.22517
[649]	train-mlogloss:1.21813	validation-mlogloss:1.22495
[650]	train-mlogloss:1.21776	validation-mlogloss:1.22465
[651]	train-mlogloss:1.21738	validation-mlogloss:1.22436
[652]	train-mlogloss:1.21704	validation-mlogloss:1.22410
[653]	train-mlogloss:1.21657	validation-mlogloss:1.22381
[654]	train-mlogloss:1.21615	validation-mlogloss:1.22354
[655]	train-mlogloss:1.21580	validation-mlogloss:1.22325
[656]	train-mlogloss:1.21541	validation-mlogloss:1.22302
[657]	train-mlogloss:1.21506	validation-mlogloss:1.22286
[658]	train-mlogloss:1.21466	validation-mlogloss:1.22265
[659]	train-mlogloss:1.21433	validation-mlogloss:1.22242
[660]	train-mlogloss:1.21392	validation-mlogloss:1.22209
[661]	train-mlogloss:1.21358	validation-mlogloss:1.22182
[662]	train-mlogloss:1.21318	validation-mlogloss:1.22163
[663]	train-mlogloss:1.21283	validation-mlogloss:1.22144
[664]	train-mlogloss:1.21250	validation-mlogloss:1.22121
[665]	train-mlogloss:1.21213	validation-mlogloss:1.22092
[666]	train-mlogloss:1.21177	validation-mlogloss:1.22073
[667]	train-mlogloss:1.21143	validation-mlogloss:1.22047
[668]	train-mlogloss:1.21108	validation-mlogloss:1.22025
[669]	train-mlogloss:1.21074	validation-mlogloss:1.21996
[670]	train-mlogloss:1.21042	validation-mlogloss:1.21973
[671]	train-mlogloss:1.21009	validation-mlogloss:1.21954
[672]	train-mlogloss:1.20975	validation-mlogloss:1.21929
[673]	train-mlogloss:1.20943	validation-mlogloss:1.21908
[674]	train-mlogloss:1.20910	validation-mlogloss:1.21883
[675]	train-mlogloss:1.20876	validation-mlogloss:1.21857
[676]	train-mlogloss:1.20844	validation-mlogloss:1.21836
[677]	train-mlogloss:1.20811	validation-mlogloss:1.21818
[678]	train-mlogloss:1.20775	validation-mlogloss:1.21787
[679]	train-mlogloss:1.20740	validation-mlogloss:1.21762
[680]	train-mlogloss:1.20707	validation-mlogloss:1.21742
[681]	train-mlogloss:1.20676	validation-mlogloss:1.21714
[682]	train-mlogloss:1.20644	validation-mlogloss:1.21690
[683]	train-mlogloss:1.20608	validation-mlogloss:1.21665
[684]	train-mlogloss:1.20572	validation-mlogloss:1.21652
[685]	train-mlogloss:1.20538	validation-mlogloss:1.21633
[686]	train-mlogloss:1.20507	validation-mlogloss:1.21610
[687]	train-mlogloss:1.20472	validation-mlogloss:1.21593
[688]	train-mlogloss:1.20439	validation-mlogloss:1.21569
[689]	train-mlogloss:1.20407	validation-mlogloss:1.21545
[690]	train-mlogloss:1.20373	validation-mlogloss:1.21517
[691]	train-mlogloss:1.20341	validation-mlogloss:1.21500
[692]	train-mlogloss:1.20305	validation-mlogloss:1.21476
[693]	train-mlogloss:1.20274	validation-mlogloss:1.21453
[694]	train-mlogloss:1.20240	validation-mlogloss:1.21429
[695]	train-mlogloss:1.20204	validation-mlogloss:1.21404
[696]	train-mlogloss:1.20170	validation-mlogloss:1.21374
[697]	train-mlogloss:1.20135	validation-mlogloss:1.21358
[698]	train-mlogloss:1.20103	validation-mlogloss:1.21337
[699]	train-mlogloss:1.20069	validation-mlogloss:1.21313
[700]	train-mlogloss:1.20036	validation-mlogloss:1.21292
[701]	train-mlogloss:1.19999	validation-mlogloss:1.21268
[702]	train-mlogloss:1.19966	validation-mlogloss:1.21245
[703]	train-mlogloss:1.19934	validation-mlogloss:1.21224
[704]	train-mlogloss:1.19900	validation-mlogloss:1.21210
[705]	train-mlogloss:1.19869	validation-mlogloss:1.21185
[706]	train-mlogloss:1.19839	validation-mlogloss:1.21162
[707]	train-mlogloss:1.19808	validation-mlogloss:1.21153
[708]	train-mlogloss:1.19775	validation-mlogloss:1.21142
[709]	train-mlogloss:1.19745	validation-mlogloss:1.21121
[710]	train-mlogloss:1.19714	validation-mlogloss:1.21101
[711]	train-mlogloss:1.19684	validation-mlogloss:1.21081
[712]	train-mlogloss:1.19652	validation-mlogloss:1.21061
[713]	train-mlogloss:1.19618	validation-mlogloss:1.21045
[714]	train-mlogloss:1.19587	validation-mlogloss:1.21032
[715]	train-mlogloss:1.19554	validation-mlogloss:1.21010
[716]	train-mlogloss:1.19520	validation-mlogloss:1.20992
[717]	train-mlogloss:1.19490	validation-mlogloss:1.20967
[718]	train-mlogloss:1.19452	validation-mlogloss:1.20953
[719]	train-mlogloss:1.19419	validation-mlogloss:1.20935
[720]	train-mlogloss:1.19387	validation-mlogloss:1.20914
[721]	train-mlogloss:1.19352	validation-mlogloss:1.20896
[722]	train-mlogloss:1.19321	validation-mlogloss:1.20876
[723]	train-mlogloss:1.19292	validation-mlogloss:1.20862
[724]	train-mlogloss:1.19264	validation-mlogloss:1.20841
[725]	train-mlogloss:1.19228	validation-mlogloss:1.20821
[726]	train-mlogloss:1.19196	validation-mlogloss:1.20800
[727]	train-mlogloss:1.19165	validation-mlogloss:1.20788
[728]	train-mlogloss:1.19133	validation-mlogloss:1.20775
[729]	train-mlogloss:1.19103	validation-mlogloss:1.20761
[730]	train-mlogloss:1.19071	validation-mlogloss:1.20740
[731]	train-mlogloss:1.19039	validation-mlogloss:1.20714
[732]	train-mlogloss:1.19006	validation-mlogloss:1.20692
[733]	train-mlogloss:1.18978	validation-mlogloss:1.20674
[734]	train-mlogloss:1.18948	validation-mlogloss:1.20654
[735]	train-mlogloss:1.18917	validation-mlogloss:1.20635
[736]	train-mlogloss:1.18891	validation-mlogloss:1.20619
[737]	train-mlogloss:1.18856	validation-mlogloss:1.20591
[738]	train-mlogloss:1.18826	validation-mlogloss:1.20575
[739]	train-mlogloss:1.18796	validation-mlogloss:1.20560
[740]	train-mlogloss:1.18767	validation-mlogloss:1.20541
[741]	train-mlogloss:1.18735	validation-mlogloss:1.20524
[742]	train-mlogloss:1.18709	validation-mlogloss:1.20506
[743]	train-mlogloss:1.18682	validation-mlogloss:1.20486
[744]	train-mlogloss:1.18651	validation-mlogloss:1.20470
[745]	train-mlogloss:1.18626	validation-mlogloss:1.20456
[746]	train-mlogloss:1.18597	validation-mlogloss:1.20435
[747]	train-mlogloss:1.18573	validation-mlogloss:1.20420
[748]	train-mlogloss:1.18539	validation-mlogloss:1.20391
[749]	train-mlogloss:1.18508	validation-mlogloss:1.20376
[750]	train-mlogloss:1.18481	validation-mlogloss:1.20348
[751]	train-mlogloss:1.18453	validation-mlogloss:1.20330
[752]	train-mlogloss:1.18424	validation-mlogloss:1.20315
[753]	train-mlogloss:1.18397	validation-mlogloss:1.20297
[754]	train-mlogloss:1.18369	validation-mlogloss:1.20277
[755]	train-mlogloss:1.18337	validation-mlogloss:1.20267
[756]	train-mlogloss:1.18309	validation-mlogloss:1.20253
[757]	train-mlogloss:1.18282	validation-mlogloss:1.20235
[758]	train-mlogloss:1.18249	validation-mlogloss:1.20216
[759]	train-mlogloss:1.18217	validation-mlogloss:1.20201
[760]	train-mlogloss:1.18188	validation-mlogloss:1.20184
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.63 [%]
Global accuracy score (test) = 58.72 [%]
Global F1 score (train) = 61.17 [%]
Global F1 score (test) = 57.5 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.36      0.19      0.25       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.53      0.44       161
       CAMINAR USUAL SPEED       0.40      0.36      0.38       161
            CAMINAR ZIGZAG       0.42      0.41      0.42       161
          DE PIE BARRIENDO       0.66      0.74      0.70       161
   DE PIE DOBLANDO TOALLAS       0.41      0.42      0.41       161
    DE PIE MOVIENDO LIBROS       0.49      0.50      0.50       161
          DE PIE USANDO PC       0.85      0.89      0.87       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.50      0.35      0.41       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.41      0.27      0.32       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 28: 58.72 [%]
F1-score capturado en la ejecución 28: 57.5 [%]

=== EJECUCIÓN 29 ===

--- TRAIN (ejecución 29) ---

--- TEST (ejecución 29) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.55 [%]
Global accuracy score (test) = 58.8 [%]
Global F1 score (train) = 61.1 [%]
Global F1 score (test) = 57.77 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.36      0.23      0.28       161
 CAMINAR CON MÓVIL O LIBRO       0.37      0.51      0.43       161
       CAMINAR USUAL SPEED       0.40      0.34      0.37       161
            CAMINAR ZIGZAG       0.43      0.41      0.42       161
          DE PIE BARRIENDO       0.66      0.73      0.69       161
   DE PIE DOBLANDO TOALLAS       0.40      0.39      0.39       161
    DE PIE MOVIENDO LIBROS       0.49      0.51      0.50       161
          DE PIE USANDO PC       0.87      0.89      0.88       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.53      0.38      0.44       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.43      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.86      0.72       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.59      2415
                 macro avg       0.58      0.59      0.58      2415
              weighted avg       0.58      0.59      0.58      2415


Accuracy capturado en la ejecución 29: 58.8 [%]
F1-score capturado en la ejecución 29: 57.77 [%]

=== EJECUCIÓN 30 ===

--- TRAIN (ejecución 30) ---

--- TEST (ejecución 30) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2415, 42)
(17135, 42)
[[ 8.]
 [ 8.]
 [ 8.]
 ...
 [11.]
 [11.]
 [11.]]
(2415, 1)
[ 8  8  8 ... 12  5  7]
(2415,)
-------------------------------------------------

Global accuracy score (train) = 61.6 [%]
Global accuracy score (test) = 58.47 [%]
Global F1 score (train) = 61.15 [%]
Global F1 score (test) = 57.35 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.35      0.20      0.26       161
 CAMINAR CON MÓVIL O LIBRO       0.38      0.53      0.44       161
       CAMINAR USUAL SPEED       0.40      0.35      0.38       161
            CAMINAR ZIGZAG       0.42      0.39      0.40       161
          DE PIE BARRIENDO       0.66      0.74      0.70       161
   DE PIE DOBLANDO TOALLAS       0.38      0.39      0.39       161
    DE PIE MOVIENDO LIBROS       0.48      0.48      0.48       161
          DE PIE USANDO PC       0.86      0.87      0.86       161
        FASE REPOSO CON K5       0.71      0.96      0.82       161
INCREMENTAL CICLOERGOMETRO       0.99      0.98      0.98       161
           SENTADO LEYENDO       0.52      0.36      0.43       161
         SENTADO USANDO PC       0.49      0.53      0.51       161
      SENTADO VIENDO LA TV       0.42      0.28      0.34       161
   SUBIR Y BAJAR ESCALERAS       0.62      0.87      0.73       161
                    TROTAR       0.98      0.83      0.90       161

                  accuracy                           0.58      2415
                 macro avg       0.58      0.58      0.57      2415
              weighted avg       0.58      0.58      0.57      2415


Accuracy capturado en la ejecución 30: 58.47 [%]
F1-score capturado en la ejecución 30: 57.35 [%]

=== RESUMEN FINAL ===
Accuracies: [58.59, 58.67, 58.47, 58.26, 58.55, 58.63, 58.88, 58.67, 58.84, 58.67, 59.01, 59.01, 58.55, 58.3, 58.8, 58.88, 58.67, 59.01, 58.84, 59.05, 58.34, 58.72, 59.09, 59.13, 58.39, 58.3, 58.39, 58.72, 58.8, 58.47]
F1-scores: [57.49, 57.62, 57.28, 57.1, 57.41, 57.51, 57.76, 57.57, 57.87, 57.53, 57.83, 57.79, 57.41, 57.1, 57.61, 57.82, 57.51, 57.86, 57.71, 57.99, 57.32, 57.69, 58.01, 58.12, 57.18, 57.21, 57.22, 57.5, 57.77, 57.35]
Accuracy mean: 58.6900 | std: 0.2501
F1 mean: 57.5713 | std: 0.2740

Resultados guardados en /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_PI/case_PI_XGB_acc_17_classes/metrics_test.npz
