2025-10-27 11:12:37.381343: 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`.
2025-10-27 11:12:37.394225: 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 00:00:1761559957.407906  522138 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761559957.412212  522138 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761559957.423473  522138 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761559957.423516  522138 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761559957.423519  522138 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761559957.423522  522138 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:12:37.427025: 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(
2025-10-27 11:12:54,765	INFO worker.py:1927 -- Started a local Ray instance.
2025-10-27 11:12:55,418	INFO tune.py:253 -- Initializing Ray automatically. For cluster usage or custom Ray initialization, call `ray.init(...)` before `Tuner(...)`.
2025-10-27 11:12:55,485	INFO trial.py:182 -- Creating a new dirname dir_815ce_7ae0 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,487	INFO trial.py:182 -- Creating a new dirname dir_815ce_fcaa because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,491	INFO trial.py:182 -- Creating a new dirname dir_815ce_97e3 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,495	INFO trial.py:182 -- Creating a new dirname dir_815ce_e462 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,497	INFO trial.py:182 -- Creating a new dirname dir_815ce_2a0a because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,499	INFO trial.py:182 -- Creating a new dirname dir_815ce_f132 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,501	INFO trial.py:182 -- Creating a new dirname dir_815ce_8b50 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,504	INFO trial.py:182 -- Creating a new dirname dir_815ce_354e because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,508	INFO trial.py:182 -- Creating a new dirname dir_815ce_b645 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,511	INFO trial.py:182 -- Creating a new dirname dir_815ce_ecfe because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,513	INFO trial.py:182 -- Creating a new dirname dir_815ce_1a33 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,516	INFO trial.py:182 -- Creating a new dirname dir_815ce_3a0a because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,519	INFO trial.py:182 -- Creating a new dirname dir_815ce_6db5 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,522	INFO trial.py:182 -- Creating a new dirname dir_815ce_c1c3 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,526	INFO trial.py:182 -- Creating a new dirname dir_815ce_f5c7 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,529	INFO trial.py:182 -- Creating a new dirname dir_815ce_2dc3 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,534	INFO trial.py:182 -- Creating a new dirname dir_815ce_cbf5 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,538	INFO trial.py:182 -- Creating a new dirname dir_815ce_f080 because trial dirname 'dir_815ce' already exists.
2025-10-27 11:12:55,541	INFO trial.py:182 -- Creating a new dirname dir_815ce_741c because trial dirname 'dir_815ce' 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_C/case_C_XGB_acc_gyr_17_classes/XGBoost_hyperparameters_tuning
To visualize your results with TensorBoard, run: `tensorboard --logdir /tmp/ray/session_2025-10-27_11-12-53_041501_522138/artifacts/2025-10-27_11-12-55/XGBoost_hyperparameters_tuning/driver_artifacts`

Trial status: 20 PENDING
Current time: 2025-10-27 11:12:55. Total running time: 0s
Logical resource usage: 0/20 CPUs, 0/1 GPUs (0.0/1.0 accelerator_type:G)
╭──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Trial name     status       num_boost_round     max_depth     learning_rate     subsample     colsample_bytree      gamma     min_child_weight     reg_alpha     reg_lambda     random_state │
├──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
│ trial_815ce    PENDING                  591             3        0.0085005       0.528068             0.538545   27.6444                    84       2.77301        5.6084              9789 │
│ trial_815ce    PENDING                  682             2        0.0146801       0.785254             0.713742   28.1164                   148     230.112          6.03871             4262 │
│ trial_815ce    PENDING                  291             2        0.0124667       0.824162             0.57164     5.27421                   62      12.8313       296.871               7779 │
│ trial_815ce    PENDING                  373             2        0.00615249      0.817785             0.660271   13.2957                   157      21.6249       164.981               7724 │
│ trial_815ce    PENDING                  718             3        0.0132957       0.580279             0.509772   29.263                    112      36.2913        67.778               6110 │
│ trial_815ce    PENDING                  626             2        0.0197307       0.760867             0.834172   29.7125                    95     297.768         97.9173               518 │
│ trial_815ce    PENDING                  647             2        0.0191399       0.637997             0.641773   14.3746                   139      72.7003       158.825               5669 │
│ trial_815ce    PENDING                  284             2        0.00785538      0.70404              0.765188   29.8994                   171       2.05829       32.3756              7624 │
│ trial_815ce    PENDING                  402             3        0.0183588       0.507052             0.829074    6.27376                   78      10.5642       623.61                7375 │
│ trial_815ce    PENDING                  756             2        0.0198547       0.539038             0.656365    9.29435                   97      16.981         42.2814              4597 │
│ trial_815ce    PENDING                  743             3        0.00571989      0.512015             0.664965   21.0431                   119      20.2153       476.006               5012 │
│ trial_815ce    PENDING                  445             2        0.011522        0.543758             0.820794   11.8266                   144       2.06773      886.585               5060 │
│ trial_815ce    PENDING                  714             3        0.0184111       0.611159             0.652786    8.01805                   76      15.9429        41.985                274 │
│ trial_815ce    PENDING                  735             2        0.0129654       0.753519             0.546044    7.53437                  109      77.9489       132.385               2413 │
│ trial_815ce    PENDING                  789             3        0.0171509       0.536051             0.50909    24.0376                    63     939.294        903.31                3632 │
│ trial_815ce    PENDING                  224             3        0.0188875       0.765795             0.63462    23.754                    147     293.798        248.333               8671 │
│ trial_815ce    PENDING                  467             3        0.019242        0.80582              0.523636   10.4785                   156      43.0216        47.2207              9252 │
│ trial_815ce    PENDING                  598             3        0.0135708       0.623241             0.761129   14.8588                    71       1.37779       20.6734              6349 │
│ trial_815ce    PENDING                  567             2        0.00814755      0.728638             0.827736    9.36595                  126      57.4077        13.7875              8719 │
│ trial_815ce    PENDING                  217             2        0.0148705       0.565127             0.574846   24.1135                   101     145.722          6.90155             4616 │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.52364 │
│ gamma                        10.4785 │
│ learning_rate                0.01924 │
│ max_depth                          3 │
│ min_child_weight                 156 │
│ num_boost_round                  467 │
│ random_state                    9252 │
│ reg_alpha                    43.0216 │
│ reg_lambda                   47.2207 │
│ subsample                    0.80582 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.65637 │
│ gamma                        9.29435 │
│ learning_rate                0.01985 │
│ max_depth                          2 │
│ min_child_weight                  97 │
│ num_boost_round                  756 │
│ random_state                    4597 │
│ reg_alpha                     16.981 │
│ reg_lambda                   42.2814 │
│ subsample                    0.53904 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.50977 │
│ gamma                         29.263 │
│ learning_rate                 0.0133 │
│ max_depth                          3 │
│ min_child_weight                 112 │
│ num_boost_round                  718 │
│ random_state                    6110 │
│ reg_alpha                    36.2913 │
│ reg_lambda                    67.778 │
│ subsample                    0.58028 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.57164 │
│ gamma                        5.27421 │
│ learning_rate                0.01247 │
│ max_depth                          2 │
│ min_child_weight                  62 │
│ num_boost_round                  291 │
│ random_state                    7779 │
│ reg_alpha                    12.8313 │
│ reg_lambda                   296.871 │
│ subsample                    0.82416 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.82774 │
│ gamma                        9.36595 │
│ learning_rate                0.00815 │
│ max_depth                          2 │
│ min_child_weight                 126 │
│ num_boost_round                  567 │
│ random_state                    8719 │
│ reg_alpha                    57.4077 │
│ reg_lambda                   13.7875 │
│ subsample                    0.72864 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.71374 │
│ gamma                        28.1164 │
│ learning_rate                0.01468 │
│ max_depth                          2 │
│ min_child_weight                 148 │
│ num_boost_round                  682 │
│ random_state                    4262 │
│ reg_alpha                    230.112 │
│ reg_lambda                   6.03871 │
│ subsample                    0.78525 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.76113 │
│ gamma                        14.8588 │
│ learning_rate                0.01357 │
│ max_depth                          3 │
│ min_child_weight                  71 │
│ num_boost_round                  598 │
│ random_state                    6349 │
│ reg_alpha                    1.37779 │
│ reg_lambda                   20.6734 │
│ subsample                    0.62324 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.57485 │
│ gamma                        24.1135 │
│ learning_rate                0.01487 │
│ max_depth                          2 │
│ min_child_weight                 101 │
│ num_boost_round                  217 │
│ random_state                    4616 │
│ reg_alpha                    145.722 │
│ reg_lambda                   6.90155 │
│ subsample                    0.56513 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.53854 │
│ gamma                        27.6444 │
│ learning_rate                 0.0085 │
│ max_depth                          3 │
│ min_child_weight                  84 │
│ num_boost_round                  591 │
│ random_state                    9789 │
│ reg_alpha                    2.77301 │
│ reg_lambda                    5.6084 │
│ subsample                    0.52807 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.83417 │
│ gamma                        29.7125 │
│ learning_rate                0.01973 │
│ max_depth                          2 │
│ min_child_weight                  95 │
│ num_boost_round                  626 │
│ random_state                     518 │
│ reg_alpha                    297.768 │
│ reg_lambda                   97.9173 │
│ subsample                    0.76087 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.82907 │
│ gamma                        6.27376 │
│ learning_rate                0.01836 │
│ max_depth                          3 │
│ min_child_weight                  78 │
│ num_boost_round                  402 │
│ random_state                    7375 │
│ reg_alpha                    10.5642 │
│ reg_lambda                    623.61 │
│ subsample                    0.50705 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.82079 │
│ gamma                        11.8266 │
│ learning_rate                0.01152 │
│ max_depth                          2 │
│ min_child_weight                 144 │
│ num_boost_round                  445 │
│ random_state                    5060 │
│ reg_alpha                    2.06773 │
│ reg_lambda                   886.585 │
│ subsample                    0.54376 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.54604 │
│ gamma                        7.53437 │
│ learning_rate                0.01297 │
│ max_depth                          2 │
│ min_child_weight                 109 │
│ num_boost_round                  735 │
│ random_state                    2413 │
│ reg_alpha                    77.9489 │
│ reg_lambda                   132.385 │
│ subsample                    0.75352 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.63462 │
│ gamma                         23.754 │
│ learning_rate                0.01889 │
│ max_depth                          3 │
│ min_child_weight                 147 │
│ num_boost_round                  224 │
│ random_state                    8671 │
│ reg_alpha                    293.798 │
│ reg_lambda                   248.333 │
│ subsample                     0.7658 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.76519 │
│ gamma                        29.8994 │
│ learning_rate                0.00786 │
│ max_depth                          2 │
│ min_child_weight                 171 │
│ num_boost_round                  284 │
│ random_state                    7624 │
│ reg_alpha                    2.05829 │
│ reg_lambda                   32.3756 │
│ subsample                    0.70404 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.66027 │
│ gamma                        13.2957 │
│ learning_rate                0.00615 │
│ max_depth                          2 │
│ min_child_weight                 157 │
│ num_boost_round                  373 │
│ random_state                    7724 │
│ reg_alpha                    21.6249 │
│ reg_lambda                   164.981 │
│ subsample                    0.81778 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.66497 │
│ gamma                        21.0432 │
│ learning_rate                0.00572 │
│ max_depth                          3 │
│ min_child_weight                 119 │
│ num_boost_round                  743 │
│ random_state                    5012 │
│ reg_alpha                    20.2153 │
│ reg_lambda                   476.006 │
│ subsample                    0.51201 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.65279 │
│ gamma                        8.01805 │
│ learning_rate                0.01841 │
│ max_depth                          3 │
│ min_child_weight                  76 │
│ num_boost_round                  714 │
│ random_state                     274 │
│ reg_alpha                    15.9429 │
│ reg_lambda                    41.985 │
│ subsample                    0.61116 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
[36m(train_xgb_ray_tune pid=524079)[0m 2025-10-27 11:12:58.984679: 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=524075)[0m 2025-10-27 11:12:59.027909: 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=524075)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
[36m(train_xgb_ray_tune pid=524075)[0m E0000 00:00:1761559979.055718  525229 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=524075)[0m E0000 00:00:1761559979.063734  525229 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=524075)[0m W0000 00:00:1761559979.084324  525229 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=524075)[0m W0000 00:00:1761559979.084366  525229 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=524075)[0m W0000 00:00:1761559979.084368  525229 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=524075)[0m W0000 00:00:1761559979.084370  525229 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=524075)[0m 2025-10-27 11:12:59.090268: 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=524075)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.50909 │
│ gamma                        24.0376 │
│ learning_rate                0.01715 │
│ max_depth                          3 │
│ min_child_weight                  63 │
│ num_boost_round                  789 │
│ random_state                    3632 │
│ reg_alpha                    939.294 │
│ reg_lambda                    903.31 │
│ subsample                    0.53605 │
╰──────────────────────────────────────╯
Trial trial_815ce started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_815ce config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.64177 │
│ gamma                        14.3746 │
│ learning_rate                0.01914 │
│ max_depth                          2 │
│ min_child_weight                 139 │
│ num_boost_round                  647 │
│ random_state                    5669 │
│ reg_alpha                    72.7003 │
│ reg_lambda                   158.825 │
│ subsample                      0.638 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=524075)[0m [0]	train-mlogloss:2.68675	validation-mlogloss:2.68598
[36m(train_xgb_ray_tune pid=524075)[0m [1]	train-mlogloss:2.66636	validation-mlogloss:2.66458
[36m(train_xgb_ray_tune pid=524079)[0m [0]	train-mlogloss:2.68698	validation-mlogloss:2.68716
[36m(train_xgb_ray_tune pid=524075)[0m [2]	train-mlogloss:2.64724	validation-mlogloss:2.64494
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:13:07. Total running time: 12s
[36m(train_xgb_ray_tune pid=524060)[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=524060)[0m   _log_deprecation_warning(
[36m(train_xgb_ray_tune pid=524066)[0m 2025-10-27 11:12:59.388157: 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=524066)[0m 2025-10-27 11:12:59.412092: 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=524066)[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=524066)[0m E0000 00:00:1761559979.443453  525363 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=524066)[0m E0000 00:00:1761559979.452127  525363 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=524066)[0m W0000 00:00:1761559979.475312  525363 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=524066)[0m 2025-10-27 11:12:59.481999: 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=524066)[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
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              8.6632 │
│ time_total_s                  8.6632 │
│ training_iteration                 1 │
│ validation_accuracy          0.06818 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=524045)[0m [13]	train-mlogloss:2.56444	validation-mlogloss:2.56139
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Trial trial_815ce completed after 1 iterations at 2025-10-27 11:13:07. Total running time: 12s
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Trial status: 19 RUNNING | 1 TERMINATED
Current time: 2025-10-27 11:13:25. Total running time: 30s
Logical resource usage: 19.0/20 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_815ce    RUNNING                    591             3        0.0085005       0.528068             0.538545   27.6444                    84       2.77301        5.6084              9789                                                     │
│ trial_815ce    RUNNING                    682             2        0.0146801       0.785254             0.713742   28.1164                   148     230.112          6.03871             4262                                                     │
│ trial_815ce    RUNNING                    291             2        0.0124667       0.824162             0.57164     5.27421                   62      12.8313       296.871               7779                                                     │
│ trial_815ce    RUNNING                    373             2        0.00615249      0.817785             0.660271   13.2957                   157      21.6249       164.981               7724                                                     │
│ trial_815ce    RUNNING                    718             3        0.0132957       0.580279             0.509772   29.263                    112      36.2913        67.778               6110                                                     │
│ trial_815ce    RUNNING                    626             2        0.0197307       0.760867             0.834172   29.7125                    95     297.768         97.9173               518                                                     │
│ trial_815ce    RUNNING                    647             2        0.0191399       0.637997             0.641773   14.3746                   139      72.7003       158.825               5669                                                     │
│ trial_815ce    RUNNING                    284             2        0.00785538      0.70404              0.765188   29.8994                   171       2.05829       32.3756              7624                                                     │
│ trial_815ce    RUNNING                    402             3        0.0183588       0.507052             0.829074    6.27376                   78      10.5642       623.61                7375                                                     │
│ trial_815ce    RUNNING                    756             2        0.0198547       0.539038             0.656365    9.29435                   97      16.981         42.2814              4597                                                     │
│ trial_815ce    RUNNING                    743             3        0.00571989      0.512015             0.664965   21.0431                   119      20.2153       476.006               5012                                                     │
│ trial_815ce    RUNNING                    445             2        0.011522        0.543758             0.820794   11.8266                   144       2.06773      886.585               5060                                                     │
│ trial_815ce    RUNNING                    714             3        0.0184111       0.611159             0.652786    8.01805                   76      15.9429        41.985                274                                                     │
│ trial_815ce    RUNNING                    735             2        0.0129654       0.753519             0.546044    7.53437                  109      77.9489       132.385               2413                                                     │
│ trial_815ce    RUNNING                    224             3        0.0188875       0.765795             0.63462    23.754                    147     293.798        248.333               8671                                                     │
│ trial_815ce    RUNNING                    467             3        0.019242        0.80582              0.523636   10.4785                   156      43.0216        47.2207              9252                                                     │
│ trial_815ce    RUNNING                    598             3        0.0135708       0.623241             0.761129   14.8588                    71       1.37779       20.6734              6349                                                     │
│ trial_815ce    RUNNING                    567             2        0.00814755      0.728638             0.827736    9.36595                  126      57.4077        13.7875              8719                                                     │
│ trial_815ce    RUNNING                    217             2        0.0148705       0.565127             0.574846   24.1135                   101     145.722          6.90155             4616                                                     │
│ trial_815ce    TERMINATED                 789             3        0.0171509       0.536051             0.50909    24.0376                    63     939.294        903.31                3632        1             8.6632               0.0681818 │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
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[36m(train_xgb_ray_tune pid=524063)[0m   _log_deprecation_warning(
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:13:46. Total running time: 50s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             47.3779 │
│ time_total_s                 47.3779 │
│ training_iteration                 1 │
│ validation_accuracy          0.40494 │
╰──────────────────────────────────────╯
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Trial trial_815ce completed after 1 iterations at 2025-10-27 11:13:46. Total running time: 50s
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[36m(train_xgb_ray_tune pid=524072)[0m   _log_deprecation_warning(
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:13:46. Total running time: 51s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             47.8721 │
│ time_total_s                 47.8721 │
│ training_iteration                 1 │
│ validation_accuracy          0.44308 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:13:46. Total running time: 51s
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Trial status: 17 RUNNING | 3 TERMINATED
Current time: 2025-10-27 11:13:55. Total running time: 1min 0s
Logical resource usage: 17.0/20 CPUs, 0/1 GPUs (0.0/1.0 accelerator_type:G)
[36m(train_xgb_ray_tune pid=524044)[0m [236]	train-mlogloss:1.70927	validation-mlogloss:1.71211
╭────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ 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_815ce    RUNNING                    591             3        0.0085005       0.528068             0.538545   27.6444                    84       2.77301        5.6084              9789                                                     │
│ trial_815ce    RUNNING                    682             2        0.0146801       0.785254             0.713742   28.1164                   148     230.112          6.03871             4262                                                     │
│ trial_815ce    RUNNING                    291             2        0.0124667       0.824162             0.57164     5.27421                   62      12.8313       296.871               7779                                                     │
│ trial_815ce    RUNNING                    373             2        0.00615249      0.817785             0.660271   13.2957                   157      21.6249       164.981               7724                                                     │
│ trial_815ce    RUNNING                    718             3        0.0132957       0.580279             0.509772   29.263                    112      36.2913        67.778               6110                                                     │
│ trial_815ce    RUNNING                    626             2        0.0197307       0.760867             0.834172   29.7125                    95     297.768         97.9173               518                                                     │
│ trial_815ce    RUNNING                    647             2        0.0191399       0.637997             0.641773   14.3746                   139      72.7003       158.825               5669                                                     │
│ trial_815ce    RUNNING                    284             2        0.00785538      0.70404              0.765188   29.8994                   171       2.05829       32.3756              7624                                                     │
│ trial_815ce    RUNNING                    402             3        0.0183588       0.507052             0.829074    6.27376                   78      10.5642       623.61                7375                                                     │
│ trial_815ce    RUNNING                    756             2        0.0198547       0.539038             0.656365    9.29435                   97      16.981         42.2814              4597                                                     │
│ trial_815ce    RUNNING                    743             3        0.00571989      0.512015             0.664965   21.0431                   119      20.2153       476.006               5012                                                     │
│ trial_815ce    RUNNING                    445             2        0.011522        0.543758             0.820794   11.8266                   144       2.06773      886.585               5060                                                     │
│ trial_815ce    RUNNING                    714             3        0.0184111       0.611159             0.652786    8.01805                   76      15.9429        41.985                274                                                     │
│ trial_815ce    RUNNING                    735             2        0.0129654       0.753519             0.546044    7.53437                  109      77.9489       132.385               2413                                                     │
│ trial_815ce    RUNNING                    467             3        0.019242        0.80582              0.523636   10.4785                   156      43.0216        47.2207              9252                                                     │
│ trial_815ce    RUNNING                    598             3        0.0135708       0.623241             0.761129   14.8588                    71       1.37779       20.6734              6349                                                     │
│ trial_815ce    RUNNING                    567             2        0.00814755      0.728638             0.827736    9.36595                  126      57.4077        13.7875              8719                                                     │
│ trial_815ce    TERMINATED                 789             3        0.0171509       0.536051             0.50909    24.0376                    63     939.294        903.31                3632        1             8.6632               0.0681818 │
│ trial_815ce    TERMINATED                 224             3        0.0188875       0.765795             0.63462    23.754                    147     293.798        248.333               8671        1            47.3779               0.404941  │
│ trial_815ce    TERMINATED                 217             2        0.0148705       0.565127             0.574846   24.1135                   101     145.722          6.90155             4616        1            47.8721               0.443083  │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:07. Total running time: 1min 11s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             68.5358 │
│ time_total_s                 68.5358 │
│ training_iteration                 1 │
│ validation_accuracy          0.48854 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:07. Total running time: 1min 11s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:08. Total running time: 1min 13s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             69.7763 │
│ time_total_s                 69.7763 │
│ training_iteration                 1 │
│ validation_accuracy          0.50059 │
╰──────────────────────────────────────╯
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Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:08. Total running time: 1min 13s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:09. Total running time: 1min 14s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             70.9399 │
│ time_total_s                 70.9399 │
│ training_iteration                 1 │
│ validation_accuracy          0.40277 │
╰──────────────────────────────────────╯
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Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:09. Total running time: 1min 14s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:21. Total running time: 1min 25s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             82.5156 │
│ time_total_s                 82.5156 │
│ training_iteration                 1 │
│ validation_accuracy          0.47826 │
╰──────────────────────────────────────╯
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Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:21. Total running time: 1min 25s
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Trial status: 13 RUNNING | 7 TERMINATED
Current time: 2025-10-27 11:14:25. Total running time: 1min 30s
Logical resource usage: 13.0/20 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_815ce    RUNNING                    591             3        0.0085005       0.528068             0.538545   27.6444                    84       2.77301        5.6084              9789                                                     │
│ trial_815ce    RUNNING                    682             2        0.0146801       0.785254             0.713742   28.1164                   148     230.112          6.03871             4262                                                     │
│ trial_815ce    RUNNING                    718             3        0.0132957       0.580279             0.509772   29.263                    112      36.2913        67.778               6110                                                     │
│ trial_815ce    RUNNING                    647             2        0.0191399       0.637997             0.641773   14.3746                   139      72.7003       158.825               5669                                                     │
│ trial_815ce    RUNNING                    402             3        0.0183588       0.507052             0.829074    6.27376                   78      10.5642       623.61                7375                                                     │
│ trial_815ce    RUNNING                    756             2        0.0198547       0.539038             0.656365    9.29435                   97      16.981         42.2814              4597                                                     │
│ trial_815ce    RUNNING                    743             3        0.00571989      0.512015             0.664965   21.0431                   119      20.2153       476.006               5012                                                     │
│ trial_815ce    RUNNING                    445             2        0.011522        0.543758             0.820794   11.8266                   144       2.06773      886.585               5060                                                     │
│ trial_815ce    RUNNING                    714             3        0.0184111       0.611159             0.652786    8.01805                   76      15.9429        41.985                274                                                     │
│ trial_815ce    RUNNING                    735             2        0.0129654       0.753519             0.546044    7.53437                  109      77.9489       132.385               2413                                                     │
│ trial_815ce    RUNNING                    467             3        0.019242        0.80582              0.523636   10.4785                   156      43.0216        47.2207              9252                                                     │
│ trial_815ce    RUNNING                    598             3        0.0135708       0.623241             0.761129   14.8588                    71       1.37779       20.6734              6349                                                     │
│ trial_815ce    RUNNING                    567             2        0.00814755      0.728638             0.827736    9.36595                  126      57.4077        13.7875              8719                                                     │
│ trial_815ce    TERMINATED                 291             2        0.0124667       0.824162             0.57164     5.27421                   62      12.8313       296.871               7779        1            69.7763               0.500593  │
│ trial_815ce    TERMINATED                 373             2        0.00615249      0.817785             0.660271   13.2957                   157      21.6249       164.981               7724        1            82.5157               0.478261  │
│ trial_815ce    TERMINATED                 626             2        0.0197307       0.760867             0.834172   29.7125                    95     297.768         97.9173               518        1            70.9399               0.402767  │
│ trial_815ce    TERMINATED                 284             2        0.00785538      0.70404              0.765188   29.8994                   171       2.05829       32.3756              7624        1            68.5358               0.488538  │
│ trial_815ce    TERMINATED                 789             3        0.0171509       0.536051             0.50909    24.0376                    63     939.294        903.31                3632        1             8.6632               0.0681818 │
│ trial_815ce    TERMINATED                 224             3        0.0188875       0.765795             0.63462    23.754                    147     293.798        248.333               8671        1            47.3779               0.404941  │
│ trial_815ce    TERMINATED                 217             2        0.0148705       0.565127             0.574846   24.1135                   101     145.722          6.90155             4616        1            47.8721               0.443083  │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:31. Total running time: 1min 36s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             93.2442 │
│ time_total_s                 93.2442 │
│ training_iteration                 1 │
│ validation_accuracy          0.41423 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:31. Total running time: 1min 36s
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[36m(train_xgb_ray_tune pid=524076)[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
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:32. Total running time: 1min 36s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             93.4895 │
│ time_total_s                 93.4895 │
│ training_iteration                 1 │
│ validation_accuracy          0.47095 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:32. Total running time: 1min 36s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:32. Total running time: 1min 37s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             94.0104 │
│ time_total_s                 94.0104 │
│ training_iteration                 1 │
│ validation_accuracy          0.51285 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:32. Total running time: 1min 37s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:33. Total running time: 1min 37s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             94.5969 │
│ time_total_s                 94.5969 │
│ training_iteration                 1 │
│ validation_accuracy          0.53814 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:33. Total running time: 1min 37s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:37. Total running time: 1min 42s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             98.9537 │
│ time_total_s                 98.9537 │
│ training_iteration                 1 │
│ validation_accuracy          0.51621 │
╰──────────────────────────────────────╯
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Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:37. Total running time: 1min 42s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:39. Total running time: 1min 43s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             100.063 │
│ time_total_s                 100.063 │
│ training_iteration                 1 │
│ validation_accuracy          0.47668 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:39. Total running time: 1min 43s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:40. Total running time: 1min 44s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             101.691 │
│ time_total_s                 101.691 │
│ training_iteration                 1 │
│ validation_accuracy          0.48696 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:40. Total running time: 1min 44s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:42. Total running time: 1min 47s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             104.065 │
│ time_total_s                 104.065 │
│ training_iteration                 1 │
│ validation_accuracy          0.53696 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:42. Total running time: 1min 47s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:43. Total running time: 1min 48s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             105.112 │
│ time_total_s                 105.112 │
│ training_iteration                 1 │
│ validation_accuracy          0.51462 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:43. Total running time: 1min 48s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:45. Total running time: 1min 49s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             106.276 │
│ time_total_s                 106.276 │
│ training_iteration                 1 │
│ validation_accuracy             0.55 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:45. Total running time: 1min 49s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:45. Total running time: 1min 50s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             106.806 │
│ time_total_s                 106.806 │
│ training_iteration                 1 │
│ validation_accuracy          0.54209 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:45. Total running time: 1min 50s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:46. Total running time: 1min 50s
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             107.522 │
│ time_total_s                 107.522 │
│ training_iteration                 1 │
│ validation_accuracy          0.50949 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:46. Total running time: 1min 50s
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Trial trial_815ce finished iteration 1 at 2025-10-27 11:14:50. Total running time: 1min 55s
2025-10-27 11:14:50,924	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_C/case_C_XGB_acc_gyr_17_classes/XGBoost_hyperparameters_tuning' in 0.0070s.
[36m(train_xgb_ray_tune pid=524074)[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 5x across cluster][0m
[36m(train_xgb_ray_tune pid=524074)[0m   _log_deprecation_warning([32m [repeated 5x across cluster][0m
╭──────────────────────────────────────╮
│ Trial trial_815ce result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             112.013 │
│ time_total_s                 112.013 │
│ training_iteration                 1 │
│ validation_accuracy          0.46838 │
╰──────────────────────────────────────╯

Trial trial_815ce completed after 1 iterations at 2025-10-27 11:14:50. Total running time: 1min 55s

Trial status: 20 TERMINATED
Current time: 2025-10-27 11:14:50. Total running time: 1min 55s
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_815ce    TERMINATED                 591             3        0.0085005       0.528068             0.538545   27.6444                    84       2.77301        5.6084              9789        1           105.112                0.514625  │
│ trial_815ce    TERMINATED                 682             2        0.0146801       0.785254             0.713742   28.1164                   148     230.112          6.03871             4262        1            93.2442               0.414229  │
│ trial_815ce    TERMINATED                 291             2        0.0124667       0.824162             0.57164     5.27421                   62      12.8313       296.871               7779        1            69.7763               0.500593  │
│ trial_815ce    TERMINATED                 373             2        0.00615249      0.817785             0.660271   13.2957                   157      21.6249       164.981               7724        1            82.5157               0.478261  │
│ trial_815ce    TERMINATED                 718             3        0.0132957       0.580279             0.509772   29.263                    112      36.2913        67.778               6110        1           101.691                0.486957  │
│ trial_815ce    TERMINATED                 626             2        0.0197307       0.760867             0.834172   29.7125                    95     297.768         97.9173               518        1            70.9399               0.402767  │
│ trial_815ce    TERMINATED                 647             2        0.0191399       0.637997             0.641773   14.3746                   139      72.7003       158.825               5669        1           100.063                0.47668   │
│ trial_815ce    TERMINATED                 284             2        0.00785538      0.70404              0.765188   29.8994                   171       2.05829       32.3756              7624        1            68.5358               0.488538  │
│ trial_815ce    TERMINATED                 402             3        0.0183588       0.507052             0.829074    6.27376                   78      10.5642       623.61                7375        1            94.0104               0.512846  │
│ trial_815ce    TERMINATED                 756             2        0.0198547       0.539038             0.656365    9.29435                   97      16.981         42.2814              4597        1           104.065                0.536957  │
│ trial_815ce    TERMINATED                 743             3        0.00571989      0.512015             0.664965   21.0431                   119      20.2153       476.006               5012        1           112.013                0.468379  │
│ trial_815ce    TERMINATED                 445             2        0.011522        0.543758             0.820794   11.8266                   144       2.06773      886.585               5060        1            93.4895               0.470949  │
│ trial_815ce    TERMINATED                 714             3        0.0184111       0.611159             0.652786    8.01805                   76      15.9429        41.985                274        1           106.276                0.55      │
│ trial_815ce    TERMINATED                 735             2        0.0129654       0.753519             0.546044    7.53437                  109      77.9489       132.385               2413        1           107.522                0.509486  │
│ trial_815ce    TERMINATED                 789             3        0.0171509       0.536051             0.50909    24.0376                    63     939.294        903.31                3632        1             8.6632               0.0681818 │
│ trial_815ce    TERMINATED                 224             3        0.0188875       0.765795             0.63462    23.754                    147     293.798        248.333               8671        1            47.3779               0.404941  │
│ trial_815ce    TERMINATED                 467             3        0.019242        0.80582              0.523636   10.4785                   156      43.0216        47.2207              9252        1            94.5968               0.538142  │
│ trial_815ce    TERMINATED                 598             3        0.0135708       0.623241             0.761129   14.8588                    71       1.37779       20.6734              6349        1           106.806                0.542095  │
│ trial_815ce    TERMINATED                 567             2        0.00814755      0.728638             0.827736    9.36595                  126      57.4077        13.7875              8719        1            98.9537               0.516206  │
│ trial_815ce    TERMINATED                 217             2        0.0148705       0.565127             0.574846   24.1135                   101     145.722          6.90155             4616        1            47.8721               0.443083  │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Mejores hiperparámetros XGBoost: {'num_boost_round': 714, 'max_depth': 3, 'learning_rate': 0.018411099842392174, 'subsample': 0.6111587968233705, 'colsample_bytree': 0.6527861709892315, 'gamma': 8.018048111494604, 'min_child_weight': 76, 'reg_alpha': 15.942913979737185, 'reg_lambda': 41.985016118283546, 'random_state': 274}
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[3]	train-mlogloss:2.61895	validation-mlogloss:2.62041
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[661]	train-mlogloss:1.25412	validation-mlogloss:1.34135
[662]	train-mlogloss:1.25409	validation-mlogloss:1.34130
[663]	train-mlogloss:1.25406	validation-mlogloss:1.34130
[664]	train-mlogloss:1.25404	validation-mlogloss:1.34129
[665]	train-mlogloss:1.25398	validation-mlogloss:1.34126
[666]	train-mlogloss:1.25397	validation-mlogloss:1.34125
[667]	train-mlogloss:1.25395	validation-mlogloss:1.34122
[668]	train-mlogloss:1.25383	validation-mlogloss:1.34111
[669]	train-mlogloss:1.25379	validation-mlogloss:1.34105
[670]	train-mlogloss:1.25374	validation-mlogloss:1.34097
[671]	train-mlogloss:1.25368	validation-mlogloss:1.34097
[672]	train-mlogloss:1.25368	validation-mlogloss:1.34097
[673]	train-mlogloss:1.25368	validation-mlogloss:1.34097
[674]	train-mlogloss:1.25368	validation-mlogloss:1.34097
[675]	train-mlogloss:1.25366	validation-mlogloss:1.34096
[676]	train-mlogloss:1.25362	validation-mlogloss:1.34091
[677]	train-mlogloss:1.25357	validation-mlogloss:1.34089
[678]	train-mlogloss:1.25350	validation-mlogloss:1.34085
[679]	train-mlogloss:1.25348	validation-mlogloss:1.34082
[680]	train-mlogloss:1.25338	validation-mlogloss:1.34075
[681]	train-mlogloss:1.25333	validation-mlogloss:1.34073
[682]	train-mlogloss:1.25333	validation-mlogloss:1.34073
[683]	train-mlogloss:1.25331	validation-mlogloss:1.34072
[684]	train-mlogloss:1.25322	validation-mlogloss:1.34071
[685]	train-mlogloss:1.25316	validation-mlogloss:1.34062
[686]	train-mlogloss:1.25294	validation-mlogloss:1.34040
[687]	train-mlogloss:1.25290	validation-mlogloss:1.34037
[688]	train-mlogloss:1.25288	validation-mlogloss:1.34036
[689]	train-mlogloss:1.25274	validation-mlogloss:1.34029
[690]	train-mlogloss:1.25270	validation-mlogloss:1.34028
[691]	train-mlogloss:1.25260	validation-mlogloss:1.34015
[692]	train-mlogloss:1.25258	validation-mlogloss:1.34013
[693]	train-mlogloss:1.25258	validation-mlogloss:1.34014
[694]	train-mlogloss:1.25253	validation-mlogloss:1.34008
[695]	train-mlogloss:1.25251	validation-mlogloss:1.34008
[696]	train-mlogloss:1.25250	validation-mlogloss:1.34008
[697]	train-mlogloss:1.25248	validation-mlogloss:1.34007
[698]	train-mlogloss:1.25248	validation-mlogloss:1.34007
[699]	train-mlogloss:1.25247	validation-mlogloss:1.34006
[700]	train-mlogloss:1.25242	validation-mlogloss:1.34005
[701]	train-mlogloss:1.25240	validation-mlogloss:1.34004
[702]	train-mlogloss:1.25232	validation-mlogloss:1.33993
[703]	train-mlogloss:1.25220	validation-mlogloss:1.33989
[704]	train-mlogloss:1.25219	validation-mlogloss:1.33988
[705]	train-mlogloss:1.25217	validation-mlogloss:1.33986
[706]	train-mlogloss:1.25217	validation-mlogloss:1.33986
[707]	train-mlogloss:1.25214	validation-mlogloss:1.33982
[708]	train-mlogloss:1.25214	validation-mlogloss:1.33982
[709]	train-mlogloss:1.25205	validation-mlogloss:1.33977
[710]	train-mlogloss:1.25199	validation-mlogloss:1.33974
[711]	train-mlogloss:1.25196	validation-mlogloss:1.33971
[712]	train-mlogloss:1.25190	validation-mlogloss:1.33965
[713]	train-mlogloss:1.25190	validation-mlogloss:1.33965
Saved model to disk.
2025-10-27 11:15:25.320142: 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`.
2025-10-27 11:15:25.332694: 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 00:00:1761560125.346470  528123 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560125.351089  528123 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560125.362193  528123 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560125.362219  528123 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560125.362222  528123 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560125.362225  528123 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:15:25.365647: 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:2.68475	validation-mlogloss:2.68530
[1]	train-mlogloss:2.66139	validation-mlogloss:2.66247
[2]	train-mlogloss:2.63947	validation-mlogloss:2.64016
[3]	train-mlogloss:2.61764	validation-mlogloss:2.61841
[4]	train-mlogloss:2.59652	validation-mlogloss:2.59737
[5]	train-mlogloss:2.57689	validation-mlogloss:2.57844
[6]	train-mlogloss:2.55683	validation-mlogloss:2.55917
[7]	train-mlogloss:2.53681	validation-mlogloss:2.53970
[8]	train-mlogloss:2.51789	validation-mlogloss:2.52081
[9]	train-mlogloss:2.49873	validation-mlogloss:2.50182
[10]	train-mlogloss:2.47997	validation-mlogloss:2.48335
[11]	train-mlogloss:2.46177	validation-mlogloss:2.46579
[12]	train-mlogloss:2.44447	validation-mlogloss:2.44922
[13]	train-mlogloss:2.42739	validation-mlogloss:2.43293
[14]	train-mlogloss:2.41042	validation-mlogloss:2.41657
[15]	train-mlogloss:2.39439	validation-mlogloss:2.40139
[16]	train-mlogloss:2.37902	validation-mlogloss:2.38608
[17]	train-mlogloss:2.36362	validation-mlogloss:2.37111
[18]	train-mlogloss:2.34848	validation-mlogloss:2.35655
[19]	train-mlogloss:2.33369	validation-mlogloss:2.34186
[20]	train-mlogloss:2.31937	validation-mlogloss:2.32839
[21]	train-mlogloss:2.30516	validation-mlogloss:2.31441
[22]	train-mlogloss:2.29115	validation-mlogloss:2.30094
[23]	train-mlogloss:2.27735	validation-mlogloss:2.28773
[24]	train-mlogloss:2.26357	validation-mlogloss:2.27433
[25]	train-mlogloss:2.25093	validation-mlogloss:2.26225
[26]	train-mlogloss:2.23789	validation-mlogloss:2.24918
[27]	train-mlogloss:2.22506	validation-mlogloss:2.23662
[28]	train-mlogloss:2.21233	validation-mlogloss:2.22454
[29]	train-mlogloss:2.20026	validation-mlogloss:2.21256
[30]	train-mlogloss:2.18880	validation-mlogloss:2.20159
[31]	train-mlogloss:2.17676	validation-mlogloss:2.18960
[32]	train-mlogloss:2.16513	validation-mlogloss:2.17800
[33]	train-mlogloss:2.15378	validation-mlogloss:2.16708
[34]	train-mlogloss:2.14289	validation-mlogloss:2.15687
[35]	train-mlogloss:2.13209	validation-mlogloss:2.14601
[36]	train-mlogloss:2.12141	validation-mlogloss:2.13575
[37]	train-mlogloss:2.11055	validation-mlogloss:2.12487
[38]	train-mlogloss:2.10017	validation-mlogloss:2.11517
[39]	train-mlogloss:2.09020	validation-mlogloss:2.10518
[40]	train-mlogloss:2.08020	validation-mlogloss:2.09529
[41]	train-mlogloss:2.07037	validation-mlogloss:2.08598
[42]	train-mlogloss:2.06062	validation-mlogloss:2.07658
[43]	train-mlogloss:2.05117	validation-mlogloss:2.06721
[44]	train-mlogloss:2.04177	validation-mlogloss:2.05823
[45]	train-mlogloss:2.03286	validation-mlogloss:2.04941
[46]	train-mlogloss:2.02376	validation-mlogloss:2.04051
[47]	train-mlogloss:2.01489	validation-mlogloss:2.03204
[48]	train-mlogloss:2.00619	validation-mlogloss:2.02375
[49]	train-mlogloss:1.99793	validation-mlogloss:2.01556
[50]	train-mlogloss:1.98904	validation-mlogloss:2.00697
[51]	train-mlogloss:1.98055	validation-mlogloss:1.99864
[52]	train-mlogloss:1.97255	validation-mlogloss:1.99105
[53]	train-mlogloss:1.96457	validation-mlogloss:1.98346
[54]	train-mlogloss:1.95630	validation-mlogloss:1.97550
[55]	train-mlogloss:1.94853	validation-mlogloss:1.96787
[56]	train-mlogloss:1.94057	validation-mlogloss:1.96022
[57]	train-mlogloss:1.93279	validation-mlogloss:1.95271
[58]	train-mlogloss:1.92514	validation-mlogloss:1.94509
[59]	train-mlogloss:1.91744	validation-mlogloss:1.93773
[60]	train-mlogloss:1.91000	validation-mlogloss:1.93067
[61]	train-mlogloss:1.90284	validation-mlogloss:1.92367
[62]	train-mlogloss:1.89553	validation-mlogloss:1.91648
[63]	train-mlogloss:1.88860	validation-mlogloss:1.91000
[64]	train-mlogloss:1.88155	validation-mlogloss:1.90349
[65]	train-mlogloss:1.87479	validation-mlogloss:1.89683
[66]	train-mlogloss:1.86799	validation-mlogloss:1.89009
[67]	train-mlogloss:1.86136	validation-mlogloss:1.88386
[68]	train-mlogloss:1.85501	validation-mlogloss:1.87771
[69]	train-mlogloss:1.84848	validation-mlogloss:1.87155
[70]	train-mlogloss:1.84209	validation-mlogloss:1.86552
[71]	train-mlogloss:1.83576	validation-mlogloss:1.85933
[72]	train-mlogloss:1.82993	validation-mlogloss:1.85368
[73]	train-mlogloss:1.82389	validation-mlogloss:1.84755
[74]	train-mlogloss:1.81773	validation-mlogloss:1.84200
[75]	train-mlogloss:1.81192	validation-mlogloss:1.83646
[76]	train-mlogloss:1.80608	validation-mlogloss:1.83081
[77]	train-mlogloss:1.80041	validation-mlogloss:1.82543
[78]	train-mlogloss:1.79470	validation-mlogloss:1.81990
[79]	train-mlogloss:1.78934	validation-mlogloss:1.81503
[80]	train-mlogloss:1.78388	validation-mlogloss:1.80987
[81]	train-mlogloss:1.77865	validation-mlogloss:1.80481
[82]	train-mlogloss:1.77339	validation-mlogloss:1.79962
[83]	train-mlogloss:1.76809	validation-mlogloss:1.79431
[84]	train-mlogloss:1.76286	validation-mlogloss:1.78899
[85]	train-mlogloss:1.75762	validation-mlogloss:1.78367
[86]	train-mlogloss:1.75265	validation-mlogloss:1.77898
[87]	train-mlogloss:1.74761	validation-mlogloss:1.77406
[88]	train-mlogloss:1.74262	validation-mlogloss:1.76918
[89]	train-mlogloss:1.73769	validation-mlogloss:1.76417
[90]	train-mlogloss:1.73305	validation-mlogloss:1.75948
[91]	train-mlogloss:1.72835	validation-mlogloss:1.75488
[92]	train-mlogloss:1.72356	validation-mlogloss:1.75015
[93]	train-mlogloss:1.71881	validation-mlogloss:1.74574
[94]	train-mlogloss:1.71411	validation-mlogloss:1.74085
[95]	train-mlogloss:1.70954	validation-mlogloss:1.73656
[96]	train-mlogloss:1.70515	validation-mlogloss:1.73227
[97]	train-mlogloss:1.70064	validation-mlogloss:1.72801
[98]	train-mlogloss:1.69627	validation-mlogloss:1.72382
[99]	train-mlogloss:1.69202	validation-mlogloss:1.71968
[100]	train-mlogloss:1.68787	validation-mlogloss:1.71546
[101]	train-mlogloss:1.68350	validation-mlogloss:1.71163
[102]	train-mlogloss:1.67936	validation-mlogloss:1.70759
[103]	train-mlogloss:1.67518	validation-mlogloss:1.70373
[104]	train-mlogloss:1.67111	validation-mlogloss:1.69979
[105]	train-mlogloss:1.66706	validation-mlogloss:1.69606
[106]	train-mlogloss:1.66312	validation-mlogloss:1.69244
[107]	train-mlogloss:1.65928	validation-mlogloss:1.68897
[108]	train-mlogloss:1.65550	validation-mlogloss:1.68545
[109]	train-mlogloss:1.65171	validation-mlogloss:1.68198
[110]	train-mlogloss:1.64803	validation-mlogloss:1.67849
[111]	train-mlogloss:1.64422	validation-mlogloss:1.67487
[112]	train-mlogloss:1.64048	validation-mlogloss:1.67145
[113]	train-mlogloss:1.63680	validation-mlogloss:1.66809
[114]	train-mlogloss:1.63311	validation-mlogloss:1.66470
[115]	train-mlogloss:1.62951	validation-mlogloss:1.66130
[116]	train-mlogloss:1.62578	validation-mlogloss:1.65787
[117]	train-mlogloss:1.62215	validation-mlogloss:1.65459
[118]	train-mlogloss:1.61864	validation-mlogloss:1.65118
[119]	train-mlogloss:1.61512	validation-mlogloss:1.64812
[120]	train-mlogloss:1.61169	validation-mlogloss:1.64489
[121]	train-mlogloss:1.60833	validation-mlogloss:1.64190
[122]	train-mlogloss:1.60507	validation-mlogloss:1.63883
[123]	train-mlogloss:1.60169	validation-mlogloss:1.63563
[124]	train-mlogloss:1.59830	validation-mlogloss:1.63217
[125]	train-mlogloss:1.59495	validation-mlogloss:1.62943
[126]	train-mlogloss:1.59173	validation-mlogloss:1.62643
[127]	train-mlogloss:1.58856	validation-mlogloss:1.62319
[128]	train-mlogloss:1.58546	validation-mlogloss:1.62014
[129]	train-mlogloss:1.58256	validation-mlogloss:1.61749
[130]	train-mlogloss:1.57963	validation-mlogloss:1.61474
[131]	train-mlogloss:1.57657	validation-mlogloss:1.61186
[132]	train-mlogloss:1.57360	validation-mlogloss:1.60916
[133]	train-mlogloss:1.57066	validation-mlogloss:1.60632
[134]	train-mlogloss:1.56763	validation-mlogloss:1.60346
[135]	train-mlogloss:1.56486	validation-mlogloss:1.60088
[136]	train-mlogloss:1.56198	validation-mlogloss:1.59840
[137]	train-mlogloss:1.55911	validation-mlogloss:1.59583
[138]	train-mlogloss:1.55645	validation-mlogloss:1.59334
[139]	train-mlogloss:1.55361	validation-mlogloss:1.59075
[140]	train-mlogloss:1.55086	validation-mlogloss:1.58826
[141]	train-mlogloss:1.54811	validation-mlogloss:1.58582
[142]	train-mlogloss:1.54540	validation-mlogloss:1.58331
[143]	train-mlogloss:1.54263	validation-mlogloss:1.58084
[144]	train-mlogloss:1.54002	validation-mlogloss:1.57819
[145]	train-mlogloss:1.53744	validation-mlogloss:1.57591
[146]	train-mlogloss:1.53481	validation-mlogloss:1.57349
[147]	train-mlogloss:1.53222	validation-mlogloss:1.57121
[148]	train-mlogloss:1.52966	validation-mlogloss:1.56891
[149]	train-mlogloss:1.52714	validation-mlogloss:1.56677
[150]	train-mlogloss:1.52481	validation-mlogloss:1.56462
[151]	train-mlogloss:1.52229	validation-mlogloss:1.56234
[152]	train-mlogloss:1.51975	validation-mlogloss:1.56007
[153]	train-mlogloss:1.51720	validation-mlogloss:1.55787
[154]	train-mlogloss:1.51483	validation-mlogloss:1.55589
[155]	train-mlogloss:1.51251	validation-mlogloss:1.55384
[156]	train-mlogloss:1.51020	validation-mlogloss:1.55169
[157]	train-mlogloss:1.50772	validation-mlogloss:1.54946
[158]	train-mlogloss:1.50549	validation-mlogloss:1.54744
[159]	train-mlogloss:1.50312	validation-mlogloss:1.54521
[160]	train-mlogloss:1.50078	validation-mlogloss:1.54301
[161]	train-mlogloss:1.49842	validation-mlogloss:1.54080
[162]	train-mlogloss:1.49627	validation-mlogloss:1.53883
[163]	train-mlogloss:1.49401	validation-mlogloss:1.53695
[164]	train-mlogloss:1.49179	validation-mlogloss:1.53509
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[169]	train-mlogloss:1.48122	validation-mlogloss:1.52551
[170]	train-mlogloss:1.47920	validation-mlogloss:1.52363
[171]	train-mlogloss:1.47720	validation-mlogloss:1.52183
[172]	train-mlogloss:1.47523	validation-mlogloss:1.52000
[173]	train-mlogloss:1.47335	validation-mlogloss:1.51839
[174]	train-mlogloss:1.47150	validation-mlogloss:1.51672
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[176]	train-mlogloss:1.46761	validation-mlogloss:1.51335
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[186]	train-mlogloss:1.44912	validation-mlogloss:1.49673
[187]	train-mlogloss:1.44721	validation-mlogloss:1.49503
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[191]	train-mlogloss:1.44032	validation-mlogloss:1.48882
[192]	train-mlogloss:1.43861	validation-mlogloss:1.48736
[193]	train-mlogloss:1.43689	validation-mlogloss:1.48582
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[196]	train-mlogloss:1.43211	validation-mlogloss:1.48176
[197]	train-mlogloss:1.43048	validation-mlogloss:1.48033
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[199]	train-mlogloss:1.42722	validation-mlogloss:1.47751
[200]	train-mlogloss:1.42563	validation-mlogloss:1.47609
[201]	train-mlogloss:1.42421	validation-mlogloss:1.47489
[202]	train-mlogloss:1.42269	validation-mlogloss:1.47357
[203]	train-mlogloss:1.42113	validation-mlogloss:1.47225
[204]	train-mlogloss:1.41954	validation-mlogloss:1.47086
[205]	train-mlogloss:1.41803	validation-mlogloss:1.46946
[206]	train-mlogloss:1.41652	validation-mlogloss:1.46829
[207]	train-mlogloss:1.41508	validation-mlogloss:1.46707
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[209]	train-mlogloss:1.41213	validation-mlogloss:1.46465
[210]	train-mlogloss:1.41073	validation-mlogloss:1.46341
[211]	train-mlogloss:1.40932	validation-mlogloss:1.46222
[212]	train-mlogloss:1.40785	validation-mlogloss:1.46108
[213]	train-mlogloss:1.40645	validation-mlogloss:1.45991
[214]	train-mlogloss:1.40507	validation-mlogloss:1.45870
[215]	train-mlogloss:1.40375	validation-mlogloss:1.45756
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[220]	train-mlogloss:1.39691	validation-mlogloss:1.45207
[221]	train-mlogloss:1.39565	validation-mlogloss:1.45094
[222]	train-mlogloss:1.39436	validation-mlogloss:1.44995
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[533]	train-mlogloss:1.26022	validation-mlogloss:1.34579
[534]	train-mlogloss:1.26017	validation-mlogloss:1.34577
[535]	train-mlogloss:1.26015	validation-mlogloss:1.34578
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[552]	train-mlogloss:1.25912	validation-mlogloss:1.34519
[553]	train-mlogloss:1.25906	validation-mlogloss:1.34515
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[555]	train-mlogloss:1.25890	validation-mlogloss:1.34504
[556]	train-mlogloss:1.25883	validation-mlogloss:1.34496
[557]	train-mlogloss:1.25879	validation-mlogloss:1.34496
[558]	train-mlogloss:1.25867	validation-mlogloss:1.34489
[559]	train-mlogloss:1.25867	validation-mlogloss:1.34489
[560]	train-mlogloss:1.25845	validation-mlogloss:1.34481
[561]	train-mlogloss:1.25839	validation-mlogloss:1.34479
[562]	train-mlogloss:1.25833	validation-mlogloss:1.34475
[563]	train-mlogloss:1.25833	validation-mlogloss:1.34475
[564]	train-mlogloss:1.25825	validation-mlogloss:1.34470
[565]	train-mlogloss:1.25817	validation-mlogloss:1.34465
[566]	train-mlogloss:1.25812	validation-mlogloss:1.34463
[567]	train-mlogloss:1.25809	validation-mlogloss:1.34464
[568]	train-mlogloss:1.25806	validation-mlogloss:1.34461
[569]	train-mlogloss:1.25804	validation-mlogloss:1.34458
[570]	train-mlogloss:1.25798	validation-mlogloss:1.34451
[571]	train-mlogloss:1.25795	validation-mlogloss:1.34451
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[576]	train-mlogloss:1.25775	validation-mlogloss:1.34441
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[581]	train-mlogloss:1.25758	validation-mlogloss:1.34440
[582]	train-mlogloss:1.25750	validation-mlogloss:1.34430
[583]	train-mlogloss:1.25750	validation-mlogloss:1.34430
[584]	train-mlogloss:1.25744	validation-mlogloss:1.34429
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[643]	train-mlogloss:1.25458	validation-mlogloss:1.34244
[644]	train-mlogloss:1.25455	validation-mlogloss:1.34246
[645]	train-mlogloss:1.25455	validation-mlogloss:1.34246
[646]	train-mlogloss:1.25455	validation-mlogloss:1.34246
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[650]	train-mlogloss:1.25445	validation-mlogloss:1.34238
[651]	train-mlogloss:1.25445	validation-mlogloss:1.34238
[652]	train-mlogloss:1.25444	validation-mlogloss:1.34238
[653]	train-mlogloss:1.25434	validation-mlogloss:1.34229
[654]	train-mlogloss:1.25427	validation-mlogloss:1.34226
[655]	train-mlogloss:1.25422	validation-mlogloss:1.34221
[656]	train-mlogloss:1.25416	validation-mlogloss:1.34217
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[658]	train-mlogloss:1.25399	validation-mlogloss:1.34213
[659]	train-mlogloss:1.25397	validation-mlogloss:1.34212
[660]	train-mlogloss:1.25394	validation-mlogloss:1.34208
[661]	train-mlogloss:1.25393	validation-mlogloss:1.34208
[662]	train-mlogloss:1.25391	validation-mlogloss:1.34206
[663]	train-mlogloss:1.25384	validation-mlogloss:1.34201
[664]	train-mlogloss:1.25382	validation-mlogloss:1.34200
[665]	train-mlogloss:1.25377	validation-mlogloss:1.34201
[666]	train-mlogloss:1.25375	validation-mlogloss:1.34199
[667]	train-mlogloss:1.25365	validation-mlogloss:1.34192
[668]	train-mlogloss:1.25364	validation-mlogloss:1.34189
[669]	train-mlogloss:1.25362	validation-mlogloss:1.34186
[670]	train-mlogloss:1.25353	validation-mlogloss:1.34182
[671]	train-mlogloss:1.25351	validation-mlogloss:1.34182
[672]	train-mlogloss:1.25350	validation-mlogloss:1.34180
[673]	train-mlogloss:1.25345	validation-mlogloss:1.34177
[674]	train-mlogloss:1.25343	validation-mlogloss:1.34177
[675]	train-mlogloss:1.25338	validation-mlogloss:1.34178
[676]	train-mlogloss:1.25338	validation-mlogloss:1.34178
[677]	train-mlogloss:1.25335	validation-mlogloss:1.34176
[678]	train-mlogloss:1.25327	validation-mlogloss:1.34171
[679]	train-mlogloss:1.25322	validation-mlogloss:1.34167
[680]	train-mlogloss:1.25305	validation-mlogloss:1.34158
[681]	train-mlogloss:1.25296	validation-mlogloss:1.34153
[682]	train-mlogloss:1.25295	validation-mlogloss:1.34152
[683]	train-mlogloss:1.25294	validation-mlogloss:1.34151
[684]	train-mlogloss:1.25284	validation-mlogloss:1.34138
[685]	train-mlogloss:1.25281	validation-mlogloss:1.34138
[686]	train-mlogloss:1.25271	validation-mlogloss:1.34133
[687]	train-mlogloss:1.25271	validation-mlogloss:1.34133
[688]	train-mlogloss:1.25268	validation-mlogloss:1.34128
[689]	train-mlogloss:1.25268	validation-mlogloss:1.34128
[690]	train-mlogloss:1.25260	validation-mlogloss:1.34119
[691]	train-mlogloss:1.25255	validation-mlogloss:1.34115
[692]	train-mlogloss:1.25252	validation-mlogloss:1.34111
[693]	train-mlogloss:1.25251	validation-mlogloss:1.34108
[694]	train-mlogloss:1.25239	validation-mlogloss:1.34098
[695]	train-mlogloss:1.25235	validation-mlogloss:1.34095
[696]	train-mlogloss:1.25235	validation-mlogloss:1.34095
[697]	train-mlogloss:1.25229	validation-mlogloss:1.34093
[698]	train-mlogloss:1.25222	validation-mlogloss:1.34085
[699]	train-mlogloss:1.25222	validation-mlogloss:1.34085
[700]	train-mlogloss:1.25216	validation-mlogloss:1.34082
[701]	train-mlogloss:1.25215	validation-mlogloss:1.34081
[702]	train-mlogloss:1.25213	validation-mlogloss:1.34081
[703]	train-mlogloss:1.25209	validation-mlogloss:1.34079
[704]	train-mlogloss:1.25204	validation-mlogloss:1.34075
[705]	train-mlogloss:1.25196	validation-mlogloss:1.34071
[706]	train-mlogloss:1.25195	validation-mlogloss:1.34072
[707]	train-mlogloss:1.25189	validation-mlogloss:1.34069
[708]	train-mlogloss:1.25174	validation-mlogloss:1.34066
[709]	train-mlogloss:1.25170	validation-mlogloss:1.34064
[710]	train-mlogloss:1.25164	validation-mlogloss:1.34061
[711]	train-mlogloss:1.25157	validation-mlogloss:1.34060
[712]	train-mlogloss:1.25154	validation-mlogloss:1.34060
[713]	train-mlogloss:1.25154	validation-mlogloss:1.34060
Saved model to disk.
2025-10-27 11:16:12.343253: 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`.
2025-10-27 11:16:12.355849: 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 00:00:1761560172.369691  529033 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560172.373846  529033 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560172.385333  529033 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560172.385358  529033 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560172.385362  529033 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560172.385364  529033 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:16:12.388790: 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:2.68409	validation-mlogloss:2.68431
[1]	train-mlogloss:2.66019	validation-mlogloss:2.66076
[2]	train-mlogloss:2.63769	validation-mlogloss:2.63866
[3]	train-mlogloss:2.61717	validation-mlogloss:2.61885
[4]	train-mlogloss:2.59576	validation-mlogloss:2.59780
[5]	train-mlogloss:2.57597	validation-mlogloss:2.57817
[6]	train-mlogloss:2.55508	validation-mlogloss:2.55774
[7]	train-mlogloss:2.53534	validation-mlogloss:2.53843
[8]	train-mlogloss:2.51613	validation-mlogloss:2.51904
[9]	train-mlogloss:2.49700	validation-mlogloss:2.50021
[10]	train-mlogloss:2.47899	validation-mlogloss:2.48267
[11]	train-mlogloss:2.46226	validation-mlogloss:2.46596
[12]	train-mlogloss:2.44446	validation-mlogloss:2.44873
[13]	train-mlogloss:2.42771	validation-mlogloss:2.43273
[14]	train-mlogloss:2.41157	validation-mlogloss:2.41716
[15]	train-mlogloss:2.39493	validation-mlogloss:2.40097
[16]	train-mlogloss:2.37925	validation-mlogloss:2.38602
[17]	train-mlogloss:2.36347	validation-mlogloss:2.37083
[18]	train-mlogloss:2.34789	validation-mlogloss:2.35542
[19]	train-mlogloss:2.33289	validation-mlogloss:2.34111
[20]	train-mlogloss:2.31794	validation-mlogloss:2.32625
[21]	train-mlogloss:2.30350	validation-mlogloss:2.31249
[22]	train-mlogloss:2.28973	validation-mlogloss:2.29899
[23]	train-mlogloss:2.27643	validation-mlogloss:2.28637
[24]	train-mlogloss:2.26285	validation-mlogloss:2.27322
[25]	train-mlogloss:2.24959	validation-mlogloss:2.26029
[26]	train-mlogloss:2.23654	validation-mlogloss:2.24769
[27]	train-mlogloss:2.22394	validation-mlogloss:2.23593
[28]	train-mlogloss:2.21150	validation-mlogloss:2.22372
[29]	train-mlogloss:2.19939	validation-mlogloss:2.21190
[30]	train-mlogloss:2.18768	validation-mlogloss:2.20073
[31]	train-mlogloss:2.17593	validation-mlogloss:2.18916
[32]	train-mlogloss:2.16461	validation-mlogloss:2.17824
[33]	train-mlogloss:2.15336	validation-mlogloss:2.16727
[34]	train-mlogloss:2.14227	validation-mlogloss:2.15692
[35]	train-mlogloss:2.13117	validation-mlogloss:2.14609
[36]	train-mlogloss:2.12062	validation-mlogloss:2.13627
[37]	train-mlogloss:2.11017	validation-mlogloss:2.12642
[38]	train-mlogloss:2.09980	validation-mlogloss:2.11587
[39]	train-mlogloss:2.08969	validation-mlogloss:2.10589
[40]	train-mlogloss:2.07951	validation-mlogloss:2.09592
[41]	train-mlogloss:2.06957	validation-mlogloss:2.08639
[42]	train-mlogloss:2.06022	validation-mlogloss:2.07737
[43]	train-mlogloss:2.05084	validation-mlogloss:2.06816
[44]	train-mlogloss:2.04155	validation-mlogloss:2.05927
[45]	train-mlogloss:2.03259	validation-mlogloss:2.05006
[46]	train-mlogloss:2.02350	validation-mlogloss:2.04185
[47]	train-mlogloss:2.01469	validation-mlogloss:2.03369
[48]	train-mlogloss:2.00602	validation-mlogloss:2.02502
[49]	train-mlogloss:1.99708	validation-mlogloss:2.01616
[50]	train-mlogloss:1.98864	validation-mlogloss:2.00781
[51]	train-mlogloss:1.98028	validation-mlogloss:1.99972
[52]	train-mlogloss:1.97203	validation-mlogloss:1.99200
[53]	train-mlogloss:1.96392	validation-mlogloss:1.98407
[54]	train-mlogloss:1.95600	validation-mlogloss:1.97617
[55]	train-mlogloss:1.94808	validation-mlogloss:1.96911
[56]	train-mlogloss:1.94050	validation-mlogloss:1.96169
[57]	train-mlogloss:1.93280	validation-mlogloss:1.95425
[58]	train-mlogloss:1.92502	validation-mlogloss:1.94668
[59]	train-mlogloss:1.91761	validation-mlogloss:1.93918
[60]	train-mlogloss:1.91032	validation-mlogloss:1.93212
[61]	train-mlogloss:1.90330	validation-mlogloss:1.92554
[62]	train-mlogloss:1.89623	validation-mlogloss:1.91884
[63]	train-mlogloss:1.88921	validation-mlogloss:1.91198
[64]	train-mlogloss:1.88224	validation-mlogloss:1.90550
[65]	train-mlogloss:1.87567	validation-mlogloss:1.89927
[66]	train-mlogloss:1.86924	validation-mlogloss:1.89295
[67]	train-mlogloss:1.86256	validation-mlogloss:1.88641
[68]	train-mlogloss:1.85619	validation-mlogloss:1.88025
[69]	train-mlogloss:1.84989	validation-mlogloss:1.87436
[70]	train-mlogloss:1.84351	validation-mlogloss:1.86831
[71]	train-mlogloss:1.83752	validation-mlogloss:1.86265
[72]	train-mlogloss:1.83133	validation-mlogloss:1.85642
[73]	train-mlogloss:1.82514	validation-mlogloss:1.85035
[74]	train-mlogloss:1.81909	validation-mlogloss:1.84435
[75]	train-mlogloss:1.81325	validation-mlogloss:1.83865
[76]	train-mlogloss:1.80746	validation-mlogloss:1.83299
[77]	train-mlogloss:1.80166	validation-mlogloss:1.82728
[78]	train-mlogloss:1.79624	validation-mlogloss:1.82195
[79]	train-mlogloss:1.79063	validation-mlogloss:1.81657
[80]	train-mlogloss:1.78512	validation-mlogloss:1.81112
[81]	train-mlogloss:1.77979	validation-mlogloss:1.80583
[82]	train-mlogloss:1.77445	validation-mlogloss:1.80100
[83]	train-mlogloss:1.76906	validation-mlogloss:1.79583
[84]	train-mlogloss:1.76383	validation-mlogloss:1.79056
[85]	train-mlogloss:1.75867	validation-mlogloss:1.78543
[86]	train-mlogloss:1.75351	validation-mlogloss:1.78043
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[689]	train-mlogloss:1.25357	validation-mlogloss:1.34089
[690]	train-mlogloss:1.25353	validation-mlogloss:1.34088
[691]	train-mlogloss:1.25353	validation-mlogloss:1.34088
[692]	train-mlogloss:1.25353	validation-mlogloss:1.34088
[693]	train-mlogloss:1.25353	validation-mlogloss:1.34088
[694]	train-mlogloss:1.25351	validation-mlogloss:1.34089
[695]	train-mlogloss:1.25351	validation-mlogloss:1.34089
[696]	train-mlogloss:1.25345	validation-mlogloss:1.34087
[697]	train-mlogloss:1.25340	validation-mlogloss:1.34084
[698]	train-mlogloss:1.25340	validation-mlogloss:1.34084
[699]	train-mlogloss:1.25338	validation-mlogloss:1.34084
[700]	train-mlogloss:1.25325	validation-mlogloss:1.34085
[701]	train-mlogloss:1.25322	validation-mlogloss:1.34083
[702]	train-mlogloss:1.25318	validation-mlogloss:1.34080
[703]	train-mlogloss:1.25316	validation-mlogloss:1.34080
[704]	train-mlogloss:1.25316	validation-mlogloss:1.34080
[705]	train-mlogloss:1.25316	validation-mlogloss:1.34080
[706]	train-mlogloss:1.25315	validation-mlogloss:1.34077
[707]	train-mlogloss:1.25303	validation-mlogloss:1.34069
[708]	train-mlogloss:1.25302	validation-mlogloss:1.34068
[709]	train-mlogloss:1.25297	validation-mlogloss:1.34064
[710]	train-mlogloss:1.25297	validation-mlogloss:1.34065
[711]	train-mlogloss:1.25295	validation-mlogloss:1.34064
[712]	train-mlogloss:1.25288	validation-mlogloss:1.34059
[713]	train-mlogloss:1.25283	validation-mlogloss:1.34054
Saved model to disk.
2025-10-27 11:16:59.357790: 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`.
2025-10-27 11:16:59.370493: 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 00:00:1761560219.384189  530012 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560219.388367  530012 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560219.399636  530012 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560219.399660  530012 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560219.399662  530012 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560219.399665  530012 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:16:59.403065: 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:2.68341	validation-mlogloss:2.68406
[1]	train-mlogloss:2.66043	validation-mlogloss:2.66186
[2]	train-mlogloss:2.63732	validation-mlogloss:2.63891
[3]	train-mlogloss:2.61648	validation-mlogloss:2.61900
[4]	train-mlogloss:2.59627	validation-mlogloss:2.59878
[5]	train-mlogloss:2.57529	validation-mlogloss:2.57856
[6]	train-mlogloss:2.55583	validation-mlogloss:2.55899
[7]	train-mlogloss:2.53648	validation-mlogloss:2.53909
[8]	train-mlogloss:2.51756	validation-mlogloss:2.52061
[9]	train-mlogloss:2.49839	validation-mlogloss:2.50177
[10]	train-mlogloss:2.48029	validation-mlogloss:2.48342
[11]	train-mlogloss:2.46226	validation-mlogloss:2.46566
[12]	train-mlogloss:2.44508	validation-mlogloss:2.44865
[13]	train-mlogloss:2.42828	validation-mlogloss:2.43255
[14]	train-mlogloss:2.41120	validation-mlogloss:2.41633
[15]	train-mlogloss:2.39564	validation-mlogloss:2.40183
[16]	train-mlogloss:2.37909	validation-mlogloss:2.38550
[17]	train-mlogloss:2.36316	validation-mlogloss:2.37035
[18]	train-mlogloss:2.34799	validation-mlogloss:2.35592
[19]	train-mlogloss:2.33322	validation-mlogloss:2.34165
[20]	train-mlogloss:2.31862	validation-mlogloss:2.32718
[21]	train-mlogloss:2.30401	validation-mlogloss:2.31337
[22]	train-mlogloss:2.29067	validation-mlogloss:2.30034
[23]	train-mlogloss:2.27701	validation-mlogloss:2.28679
[24]	train-mlogloss:2.26358	validation-mlogloss:2.27356
[25]	train-mlogloss:2.25035	validation-mlogloss:2.26033
[26]	train-mlogloss:2.23734	validation-mlogloss:2.24742
[27]	train-mlogloss:2.22501	validation-mlogloss:2.23578
[28]	train-mlogloss:2.21238	validation-mlogloss:2.22365
[29]	train-mlogloss:2.20019	validation-mlogloss:2.21198
[30]	train-mlogloss:2.18830	validation-mlogloss:2.20026
[31]	train-mlogloss:2.17643	validation-mlogloss:2.18877
[32]	train-mlogloss:2.16490	validation-mlogloss:2.17805
[33]	train-mlogloss:2.15352	validation-mlogloss:2.16671
[34]	train-mlogloss:2.14269	validation-mlogloss:2.15600
[35]	train-mlogloss:2.13136	validation-mlogloss:2.14517
[36]	train-mlogloss:2.12093	validation-mlogloss:2.13559
[37]	train-mlogloss:2.11001	validation-mlogloss:2.12453
[38]	train-mlogloss:2.09959	validation-mlogloss:2.11481
[39]	train-mlogloss:2.08955	validation-mlogloss:2.10511
[40]	train-mlogloss:2.07987	validation-mlogloss:2.09554
[41]	train-mlogloss:2.07017	validation-mlogloss:2.08595
[42]	train-mlogloss:2.06054	validation-mlogloss:2.07670
[43]	train-mlogloss:2.05121	validation-mlogloss:2.06759
[44]	train-mlogloss:2.04190	validation-mlogloss:2.05833
[45]	train-mlogloss:2.03278	validation-mlogloss:2.04946
[46]	train-mlogloss:2.02387	validation-mlogloss:2.04102
[47]	train-mlogloss:2.01509	validation-mlogloss:2.03252
[48]	train-mlogloss:2.00623	validation-mlogloss:2.02389
[49]	train-mlogloss:1.99751	validation-mlogloss:2.01544
[50]	train-mlogloss:1.98941	validation-mlogloss:2.00774
[51]	train-mlogloss:1.98086	validation-mlogloss:1.99950
[52]	train-mlogloss:1.97264	validation-mlogloss:1.99130
[53]	train-mlogloss:1.96473	validation-mlogloss:1.98352
[54]	train-mlogloss:1.95668	validation-mlogloss:1.97586
[55]	train-mlogloss:1.94873	validation-mlogloss:1.96792
[56]	train-mlogloss:1.94089	validation-mlogloss:1.96054
[57]	train-mlogloss:1.93333	validation-mlogloss:1.95326
[58]	train-mlogloss:1.92590	validation-mlogloss:1.94615
[59]	train-mlogloss:1.91827	validation-mlogloss:1.93908
[60]	train-mlogloss:1.91098	validation-mlogloss:1.93207
[61]	train-mlogloss:1.90389	validation-mlogloss:1.92556
[62]	train-mlogloss:1.89689	validation-mlogloss:1.91870
[63]	train-mlogloss:1.88991	validation-mlogloss:1.91190
[64]	train-mlogloss:1.88301	validation-mlogloss:1.90541
[65]	train-mlogloss:1.87610	validation-mlogloss:1.89871
[66]	train-mlogloss:1.86955	validation-mlogloss:1.89217
[67]	train-mlogloss:1.86304	validation-mlogloss:1.88611
[68]	train-mlogloss:1.85654	validation-mlogloss:1.87969
[69]	train-mlogloss:1.85045	validation-mlogloss:1.87376
[70]	train-mlogloss:1.84427	validation-mlogloss:1.86782
[71]	train-mlogloss:1.83789	validation-mlogloss:1.86138
[72]	train-mlogloss:1.83186	validation-mlogloss:1.85542
[73]	train-mlogloss:1.82600	validation-mlogloss:1.84959
[74]	train-mlogloss:1.82001	validation-mlogloss:1.84374
[75]	train-mlogloss:1.81401	validation-mlogloss:1.83811
[76]	train-mlogloss:1.80823	validation-mlogloss:1.83250
[77]	train-mlogloss:1.80258	validation-mlogloss:1.82717
[78]	train-mlogloss:1.79676	validation-mlogloss:1.82147
[79]	train-mlogloss:1.79118	validation-mlogloss:1.81577
[80]	train-mlogloss:1.78590	validation-mlogloss:1.81062
[81]	train-mlogloss:1.78049	validation-mlogloss:1.80536
[82]	train-mlogloss:1.77507	validation-mlogloss:1.80031
[83]	train-mlogloss:1.76958	validation-mlogloss:1.79520
[84]	train-mlogloss:1.76424	validation-mlogloss:1.79026
[85]	train-mlogloss:1.75918	validation-mlogloss:1.78549
[86]	train-mlogloss:1.75420	validation-mlogloss:1.78065
[87]	train-mlogloss:1.74915	validation-mlogloss:1.77564
[88]	train-mlogloss:1.74425	validation-mlogloss:1.77076
[89]	train-mlogloss:1.73917	validation-mlogloss:1.76598
[90]	train-mlogloss:1.73438	validation-mlogloss:1.76123
[91]	train-mlogloss:1.72949	validation-mlogloss:1.75666
[92]	train-mlogloss:1.72449	validation-mlogloss:1.75183
[93]	train-mlogloss:1.71978	validation-mlogloss:1.74735
[94]	train-mlogloss:1.71493	validation-mlogloss:1.74274
[95]	train-mlogloss:1.71040	validation-mlogloss:1.73837
[96]	train-mlogloss:1.70585	validation-mlogloss:1.73385
[97]	train-mlogloss:1.70139	validation-mlogloss:1.72973
[98]	train-mlogloss:1.69703	validation-mlogloss:1.72552
[99]	train-mlogloss:1.69276	validation-mlogloss:1.72138
[100]	train-mlogloss:1.68853	validation-mlogloss:1.71709
[101]	train-mlogloss:1.68442	validation-mlogloss:1.71331
[102]	train-mlogloss:1.68026	validation-mlogloss:1.70927
[103]	train-mlogloss:1.67617	validation-mlogloss:1.70514
[104]	train-mlogloss:1.67216	validation-mlogloss:1.70124
[105]	train-mlogloss:1.66820	validation-mlogloss:1.69732
[106]	train-mlogloss:1.66400	validation-mlogloss:1.69345
[107]	train-mlogloss:1.65983	validation-mlogloss:1.68944
[108]	train-mlogloss:1.65603	validation-mlogloss:1.68575
[109]	train-mlogloss:1.65224	validation-mlogloss:1.68210
[110]	train-mlogloss:1.64829	validation-mlogloss:1.67848
[111]	train-mlogloss:1.64474	validation-mlogloss:1.67499
[112]	train-mlogloss:1.64118	validation-mlogloss:1.67156
[113]	train-mlogloss:1.63720	validation-mlogloss:1.66775
[114]	train-mlogloss:1.63356	validation-mlogloss:1.66452
[115]	train-mlogloss:1.62992	validation-mlogloss:1.66146
[116]	train-mlogloss:1.62649	validation-mlogloss:1.65805
[117]	train-mlogloss:1.62299	validation-mlogloss:1.65472
[118]	train-mlogloss:1.61954	validation-mlogloss:1.65161
[119]	train-mlogloss:1.61599	validation-mlogloss:1.64836
[120]	train-mlogloss:1.61276	validation-mlogloss:1.64514
[121]	train-mlogloss:1.60937	validation-mlogloss:1.64209
[122]	train-mlogloss:1.60593	validation-mlogloss:1.63896
[123]	train-mlogloss:1.60265	validation-mlogloss:1.63605
[124]	train-mlogloss:1.59936	validation-mlogloss:1.63279
[125]	train-mlogloss:1.59617	validation-mlogloss:1.62990
[126]	train-mlogloss:1.59284	validation-mlogloss:1.62684
[127]	train-mlogloss:1.58983	validation-mlogloss:1.62411
[128]	train-mlogloss:1.58659	validation-mlogloss:1.62115
[129]	train-mlogloss:1.58336	validation-mlogloss:1.61812
[130]	train-mlogloss:1.58029	validation-mlogloss:1.61518
[131]	train-mlogloss:1.57729	validation-mlogloss:1.61244
[132]	train-mlogloss:1.57424	validation-mlogloss:1.60971
[133]	train-mlogloss:1.57114	validation-mlogloss:1.60673
[134]	train-mlogloss:1.56824	validation-mlogloss:1.60393
[135]	train-mlogloss:1.56536	validation-mlogloss:1.60132
[136]	train-mlogloss:1.56245	validation-mlogloss:1.59869
[137]	train-mlogloss:1.55962	validation-mlogloss:1.59607
[138]	train-mlogloss:1.55689	validation-mlogloss:1.59368
[139]	train-mlogloss:1.55418	validation-mlogloss:1.59096
[140]	train-mlogloss:1.55133	validation-mlogloss:1.58799
[141]	train-mlogloss:1.54869	validation-mlogloss:1.58540
[142]	train-mlogloss:1.54604	validation-mlogloss:1.58304
[143]	train-mlogloss:1.54334	validation-mlogloss:1.58044
[144]	train-mlogloss:1.54067	validation-mlogloss:1.57802
[145]	train-mlogloss:1.53798	validation-mlogloss:1.57558
[146]	train-mlogloss:1.53544	validation-mlogloss:1.57326
[147]	train-mlogloss:1.53282	validation-mlogloss:1.57080
[148]	train-mlogloss:1.53033	validation-mlogloss:1.56853
[149]	train-mlogloss:1.52772	validation-mlogloss:1.56645
[150]	train-mlogloss:1.52529	validation-mlogloss:1.56411
[151]	train-mlogloss:1.52283	validation-mlogloss:1.56173
[152]	train-mlogloss:1.52029	validation-mlogloss:1.55945
[153]	train-mlogloss:1.51781	validation-mlogloss:1.55713
[154]	train-mlogloss:1.51547	validation-mlogloss:1.55485
[155]	train-mlogloss:1.51307	validation-mlogloss:1.55261
[156]	train-mlogloss:1.51072	validation-mlogloss:1.55024
[157]	train-mlogloss:1.50831	validation-mlogloss:1.54796
[158]	train-mlogloss:1.50613	validation-mlogloss:1.54587
[159]	train-mlogloss:1.50382	validation-mlogloss:1.54366
[160]	train-mlogloss:1.50155	validation-mlogloss:1.54149
[161]	train-mlogloss:1.49922	validation-mlogloss:1.53947
[162]	train-mlogloss:1.49695	validation-mlogloss:1.53753
[163]	train-mlogloss:1.49476	validation-mlogloss:1.53572
[164]	train-mlogloss:1.49253	validation-mlogloss:1.53371
[165]	train-mlogloss:1.49039	validation-mlogloss:1.53196
[166]	train-mlogloss:1.48827	validation-mlogloss:1.53011
[167]	train-mlogloss:1.48608	validation-mlogloss:1.52813
[168]	train-mlogloss:1.48404	validation-mlogloss:1.52618
[169]	train-mlogloss:1.48200	validation-mlogloss:1.52442
[170]	train-mlogloss:1.47995	validation-mlogloss:1.52262
[171]	train-mlogloss:1.47793	validation-mlogloss:1.52109
[172]	train-mlogloss:1.47595	validation-mlogloss:1.51921
[173]	train-mlogloss:1.47383	validation-mlogloss:1.51745
[174]	train-mlogloss:1.47191	validation-mlogloss:1.51597
[175]	train-mlogloss:1.46987	validation-mlogloss:1.51415
[176]	train-mlogloss:1.46781	validation-mlogloss:1.51236
[177]	train-mlogloss:1.46580	validation-mlogloss:1.51050
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[179]	train-mlogloss:1.46204	validation-mlogloss:1.50726
[180]	train-mlogloss:1.46016	validation-mlogloss:1.50580
[181]	train-mlogloss:1.45827	validation-mlogloss:1.50406
[182]	train-mlogloss:1.45647	validation-mlogloss:1.50237
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[185]	train-mlogloss:1.45101	validation-mlogloss:1.49745
[186]	train-mlogloss:1.44923	validation-mlogloss:1.49583
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[189]	train-mlogloss:1.44414	validation-mlogloss:1.49130
[190]	train-mlogloss:1.44249	validation-mlogloss:1.48989
[191]	train-mlogloss:1.44084	validation-mlogloss:1.48842
[192]	train-mlogloss:1.43919	validation-mlogloss:1.48715
[193]	train-mlogloss:1.43751	validation-mlogloss:1.48586
[194]	train-mlogloss:1.43591	validation-mlogloss:1.48452
[195]	train-mlogloss:1.43439	validation-mlogloss:1.48325
[196]	train-mlogloss:1.43285	validation-mlogloss:1.48206
[197]	train-mlogloss:1.43124	validation-mlogloss:1.48074
[198]	train-mlogloss:1.42965	validation-mlogloss:1.47939
[199]	train-mlogloss:1.42814	validation-mlogloss:1.47804
[200]	train-mlogloss:1.42668	validation-mlogloss:1.47676
[201]	train-mlogloss:1.42507	validation-mlogloss:1.47533
[202]	train-mlogloss:1.42346	validation-mlogloss:1.47399
[203]	train-mlogloss:1.42191	validation-mlogloss:1.47264
[204]	train-mlogloss:1.42040	validation-mlogloss:1.47134
[205]	train-mlogloss:1.41889	validation-mlogloss:1.47005
[206]	train-mlogloss:1.41729	validation-mlogloss:1.46875
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[209]	train-mlogloss:1.41290	validation-mlogloss:1.46479
[210]	train-mlogloss:1.41148	validation-mlogloss:1.46331
[211]	train-mlogloss:1.41006	validation-mlogloss:1.46208
[212]	train-mlogloss:1.40865	validation-mlogloss:1.46081
[213]	train-mlogloss:1.40705	validation-mlogloss:1.45955
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[219]	train-mlogloss:1.39908	validation-mlogloss:1.45265
[220]	train-mlogloss:1.39769	validation-mlogloss:1.45145
[221]	train-mlogloss:1.39633	validation-mlogloss:1.45048
[222]	train-mlogloss:1.39506	validation-mlogloss:1.44942
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[554]	train-mlogloss:1.25885	validation-mlogloss:1.34503
[555]	train-mlogloss:1.25877	validation-mlogloss:1.34496
[556]	train-mlogloss:1.25870	validation-mlogloss:1.34498
[557]	train-mlogloss:1.25853	validation-mlogloss:1.34475
[558]	train-mlogloss:1.25853	validation-mlogloss:1.34475
[559]	train-mlogloss:1.25845	validation-mlogloss:1.34470
[560]	train-mlogloss:1.25836	validation-mlogloss:1.34465
[561]	train-mlogloss:1.25831	validation-mlogloss:1.34462
[562]	train-mlogloss:1.25828	validation-mlogloss:1.34458
[563]	train-mlogloss:1.25827	validation-mlogloss:1.34458
[564]	train-mlogloss:1.25819	validation-mlogloss:1.34456
[565]	train-mlogloss:1.25817	validation-mlogloss:1.34456
[566]	train-mlogloss:1.25804	validation-mlogloss:1.34455
[567]	train-mlogloss:1.25801	validation-mlogloss:1.34451
[568]	train-mlogloss:1.25782	validation-mlogloss:1.34435
[569]	train-mlogloss:1.25776	validation-mlogloss:1.34431
[570]	train-mlogloss:1.25769	validation-mlogloss:1.34427
[571]	train-mlogloss:1.25764	validation-mlogloss:1.34423
[572]	train-mlogloss:1.25756	validation-mlogloss:1.34419
[573]	train-mlogloss:1.25748	validation-mlogloss:1.34413
[574]	train-mlogloss:1.25743	validation-mlogloss:1.34412
[575]	train-mlogloss:1.25738	validation-mlogloss:1.34405
[576]	train-mlogloss:1.25732	validation-mlogloss:1.34400
[577]	train-mlogloss:1.25732	validation-mlogloss:1.34400
[578]	train-mlogloss:1.25726	validation-mlogloss:1.34398
[579]	train-mlogloss:1.25721	validation-mlogloss:1.34393
[580]	train-mlogloss:1.25714	validation-mlogloss:1.34384
[581]	train-mlogloss:1.25707	validation-mlogloss:1.34381
[582]	train-mlogloss:1.25701	validation-mlogloss:1.34379
[583]	train-mlogloss:1.25695	validation-mlogloss:1.34371
[584]	train-mlogloss:1.25691	validation-mlogloss:1.34370
[585]	train-mlogloss:1.25675	validation-mlogloss:1.34360
[586]	train-mlogloss:1.25673	validation-mlogloss:1.34356
[587]	train-mlogloss:1.25671	validation-mlogloss:1.34356
[588]	train-mlogloss:1.25661	validation-mlogloss:1.34350
[589]	train-mlogloss:1.25658	validation-mlogloss:1.34349
[590]	train-mlogloss:1.25649	validation-mlogloss:1.34340
[591]	train-mlogloss:1.25646	validation-mlogloss:1.34335
[592]	train-mlogloss:1.25638	validation-mlogloss:1.34327
[593]	train-mlogloss:1.25636	validation-mlogloss:1.34324
[594]	train-mlogloss:1.25631	validation-mlogloss:1.34321
[595]	train-mlogloss:1.25628	validation-mlogloss:1.34321
[596]	train-mlogloss:1.25621	validation-mlogloss:1.34317
[597]	train-mlogloss:1.25621	validation-mlogloss:1.34317
[598]	train-mlogloss:1.25614	validation-mlogloss:1.34316
[599]	train-mlogloss:1.25613	validation-mlogloss:1.34313
[600]	train-mlogloss:1.25613	validation-mlogloss:1.34313
[601]	train-mlogloss:1.25610	validation-mlogloss:1.34313
[602]	train-mlogloss:1.25606	validation-mlogloss:1.34308
[603]	train-mlogloss:1.25601	validation-mlogloss:1.34305
[604]	train-mlogloss:1.25596	validation-mlogloss:1.34302
[605]	train-mlogloss:1.25587	validation-mlogloss:1.34299
[606]	train-mlogloss:1.25581	validation-mlogloss:1.34293
[607]	train-mlogloss:1.25566	validation-mlogloss:1.34280
[608]	train-mlogloss:1.25564	validation-mlogloss:1.34277
[609]	train-mlogloss:1.25561	validation-mlogloss:1.34275
[610]	train-mlogloss:1.25558	validation-mlogloss:1.34275
[611]	train-mlogloss:1.25555	validation-mlogloss:1.34275
[612]	train-mlogloss:1.25551	validation-mlogloss:1.34274
[613]	train-mlogloss:1.25550	validation-mlogloss:1.34271
[614]	train-mlogloss:1.25547	validation-mlogloss:1.34271
[615]	train-mlogloss:1.25534	validation-mlogloss:1.34262
[616]	train-mlogloss:1.25530	validation-mlogloss:1.34260
[617]	train-mlogloss:1.25530	validation-mlogloss:1.34260
[618]	train-mlogloss:1.25529	validation-mlogloss:1.34259
[619]	train-mlogloss:1.25527	validation-mlogloss:1.34257
[620]	train-mlogloss:1.25525	validation-mlogloss:1.34255
[621]	train-mlogloss:1.25514	validation-mlogloss:1.34246
[622]	train-mlogloss:1.25505	validation-mlogloss:1.34243
[623]	train-mlogloss:1.25494	validation-mlogloss:1.34235
[624]	train-mlogloss:1.25493	validation-mlogloss:1.34235
[625]	train-mlogloss:1.25488	validation-mlogloss:1.34234
[626]	train-mlogloss:1.25485	validation-mlogloss:1.34230
[627]	train-mlogloss:1.25482	validation-mlogloss:1.34226
[628]	train-mlogloss:1.25481	validation-mlogloss:1.34226
[629]	train-mlogloss:1.25472	validation-mlogloss:1.34221
[630]	train-mlogloss:1.25466	validation-mlogloss:1.34222
[631]	train-mlogloss:1.25455	validation-mlogloss:1.34216
[632]	train-mlogloss:1.25448	validation-mlogloss:1.34212
[633]	train-mlogloss:1.25443	validation-mlogloss:1.34214
[634]	train-mlogloss:1.25437	validation-mlogloss:1.34210
[635]	train-mlogloss:1.25433	validation-mlogloss:1.34207
[636]	train-mlogloss:1.25431	validation-mlogloss:1.34207
[637]	train-mlogloss:1.25424	validation-mlogloss:1.34201
[638]	train-mlogloss:1.25418	validation-mlogloss:1.34196
[639]	train-mlogloss:1.25410	validation-mlogloss:1.34186
[640]	train-mlogloss:1.25409	validation-mlogloss:1.34185
[641]	train-mlogloss:1.25408	validation-mlogloss:1.34185
[642]	train-mlogloss:1.25402	validation-mlogloss:1.34188
[643]	train-mlogloss:1.25401	validation-mlogloss:1.34185
[644]	train-mlogloss:1.25394	validation-mlogloss:1.34182
[645]	train-mlogloss:1.25394	validation-mlogloss:1.34182
[646]	train-mlogloss:1.25394	validation-mlogloss:1.34182
[647]	train-mlogloss:1.25387	validation-mlogloss:1.34178
[648]	train-mlogloss:1.25385	validation-mlogloss:1.34178
[649]	train-mlogloss:1.25385	validation-mlogloss:1.34178
[650]	train-mlogloss:1.25382	validation-mlogloss:1.34177
[651]	train-mlogloss:1.25370	validation-mlogloss:1.34172
[652]	train-mlogloss:1.25369	validation-mlogloss:1.34171
[653]	train-mlogloss:1.25360	validation-mlogloss:1.34168
[654]	train-mlogloss:1.25352	validation-mlogloss:1.34161
[655]	train-mlogloss:1.25349	validation-mlogloss:1.34155
[656]	train-mlogloss:1.25349	validation-mlogloss:1.34155
[657]	train-mlogloss:1.25346	validation-mlogloss:1.34156
[658]	train-mlogloss:1.25341	validation-mlogloss:1.34152
[659]	train-mlogloss:1.25333	validation-mlogloss:1.34154
[660]	train-mlogloss:1.25333	validation-mlogloss:1.34154
[661]	train-mlogloss:1.25325	validation-mlogloss:1.34155
[662]	train-mlogloss:1.25322	validation-mlogloss:1.34153
[663]	train-mlogloss:1.25319	validation-mlogloss:1.34153
[664]	train-mlogloss:1.25302	validation-mlogloss:1.34147
[665]	train-mlogloss:1.25294	validation-mlogloss:1.34142
[666]	train-mlogloss:1.25288	validation-mlogloss:1.34136
[667]	train-mlogloss:1.25288	validation-mlogloss:1.34136
[668]	train-mlogloss:1.25280	validation-mlogloss:1.34136
[669]	train-mlogloss:1.25274	validation-mlogloss:1.34139
[670]	train-mlogloss:1.25273	validation-mlogloss:1.34138
[671]	train-mlogloss:1.25270	validation-mlogloss:1.34139
[672]	train-mlogloss:1.25268	validation-mlogloss:1.34138
[673]	train-mlogloss:1.25266	validation-mlogloss:1.34138
[674]	train-mlogloss:1.25261	validation-mlogloss:1.34138
[675]	train-mlogloss:1.25259	validation-mlogloss:1.34137
[676]	train-mlogloss:1.25258	validation-mlogloss:1.34136
[677]	train-mlogloss:1.25258	validation-mlogloss:1.34136
[678]	train-mlogloss:1.25250	validation-mlogloss:1.34126
[679]	train-mlogloss:1.25243	validation-mlogloss:1.34120
[680]	train-mlogloss:1.25243	validation-mlogloss:1.34120
[681]	train-mlogloss:1.25232	validation-mlogloss:1.34113
[682]	train-mlogloss:1.25227	validation-mlogloss:1.34107
[683]	train-mlogloss:1.25221	validation-mlogloss:1.34104
[684]	train-mlogloss:1.25221	validation-mlogloss:1.34104
[685]	train-mlogloss:1.25215	validation-mlogloss:1.34099
[686]	train-mlogloss:1.25215	validation-mlogloss:1.34100
[687]	train-mlogloss:1.25213	validation-mlogloss:1.34099
[688]	train-mlogloss:1.25207	validation-mlogloss:1.34093
[689]	train-mlogloss:1.25206	validation-mlogloss:1.34091
[690]	train-mlogloss:1.25206	validation-mlogloss:1.34091
[691]	train-mlogloss:1.25203	validation-mlogloss:1.34091
[692]	train-mlogloss:1.25202	validation-mlogloss:1.34090
[693]	train-mlogloss:1.25202	validation-mlogloss:1.34090
[694]	train-mlogloss:1.25202	validation-mlogloss:1.34090
[695]	train-mlogloss:1.25201	validation-mlogloss:1.34090
[696]	train-mlogloss:1.25198	validation-mlogloss:1.34090
[697]	train-mlogloss:1.25198	validation-mlogloss:1.34089
[698]	train-mlogloss:1.25198	validation-mlogloss:1.34089
[699]	train-mlogloss:1.25195	validation-mlogloss:1.34089
[700]	train-mlogloss:1.25193	validation-mlogloss:1.34090
[701]	train-mlogloss:1.25193	validation-mlogloss:1.34090
[702]	train-mlogloss:1.25188	validation-mlogloss:1.34085
[703]	train-mlogloss:1.25179	validation-mlogloss:1.34083
[704]	train-mlogloss:1.25173	validation-mlogloss:1.34080
[705]	train-mlogloss:1.25170	validation-mlogloss:1.34075
[706]	train-mlogloss:1.25167	validation-mlogloss:1.34071
[707]	train-mlogloss:1.25164	validation-mlogloss:1.34070
[708]	train-mlogloss:1.25164	validation-mlogloss:1.34070
[709]	train-mlogloss:1.25163	validation-mlogloss:1.34067
[710]	train-mlogloss:1.25157	validation-mlogloss:1.34064
[711]	train-mlogloss:1.25157	validation-mlogloss:1.34064
[712]	train-mlogloss:1.25154	validation-mlogloss:1.34060
[713]	train-mlogloss:1.25146	validation-mlogloss:1.34057
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.69 [%]
Global accuracy score (test) = 50.57 [%]
Global F1 score (train) = 62.76 [%]
Global F1 score (test) = 50.79 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.38      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.46      0.40      0.43       184
       CAMINAR USUAL SPEED       0.29      0.24      0.26       184
            CAMINAR ZIGZAG       0.58      0.54      0.56       184
          DE PIE BARRIENDO       0.55      0.48      0.51       184
   DE PIE DOBLANDO TOALLAS       0.44      0.48      0.46       184
    DE PIE MOVIENDO LIBROS       0.51      0.49      0.50       184
          DE PIE USANDO PC       0.62      0.66      0.64       184
        FASE REPOSO CON K5       0.56      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.87      0.63      0.73       184
           SENTADO LEYENDO       0.33      0.40      0.36       184
         SENTADO USANDO PC       0.41      0.27      0.32       184
      SENTADO VIENDO LA TV       0.43      0.36      0.39       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.67      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.50      2737


Accuracy capturado en la ejecución 1: 50.57 [%]
F1-score capturado en la ejecución 1: 50.79 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.86 [%]
Global accuracy score (test) = 50.02 [%]
Global F1 score (train) = 62.92 [%]
Global F1 score (test) = 50.12 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.39      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.40      0.42       184
       CAMINAR USUAL SPEED       0.29      0.21      0.25       184
            CAMINAR ZIGZAG       0.58      0.55      0.56       184
          DE PIE BARRIENDO       0.56      0.48      0.51       184
   DE PIE DOBLANDO TOALLAS       0.43      0.46      0.44       184
    DE PIE MOVIENDO LIBROS       0.48      0.46      0.47       184
          DE PIE USANDO PC       0.60      0.66      0.63       184
        FASE REPOSO CON K5       0.53      0.78      0.63       184
INCREMENTAL CICLOERGOMETRO       0.87      0.63      0.73       184
           SENTADO LEYENDO       0.34      0.41      0.37       184
         SENTADO USANDO PC       0.39      0.24      0.30       184
      SENTADO VIENDO LA TV       0.46      0.40      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.68      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.51      0.50      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 2: 50.02 [%]
F1-score capturado en la ejecución 2: 50.12 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 63.02 [%]
Global accuracy score (test) = 50.2 [%]
Global F1 score (train) = 63.1 [%]
Global F1 score (test) = 50.41 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.39      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.40      0.43       184
       CAMINAR USUAL SPEED       0.29      0.23      0.26       184
            CAMINAR ZIGZAG       0.60      0.56      0.58       184
          DE PIE BARRIENDO       0.56      0.48      0.52       184
   DE PIE DOBLANDO TOALLAS       0.41      0.46      0.43       184
    DE PIE MOVIENDO LIBROS       0.47      0.42      0.44       184
          DE PIE USANDO PC       0.62      0.66      0.64       184
        FASE REPOSO CON K5       0.54      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.86      0.62      0.72       184
           SENTADO LEYENDO       0.34      0.42      0.37       184
         SENTADO USANDO PC       0.39      0.25      0.31       184
      SENTADO VIENDO LA TV       0.47      0.40      0.43       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.67      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.50      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 3: 50.2 [%]
F1-score capturado en la ejecución 3: 50.41 [%]

=== EJECUCIÓN 4 ===

--- TRAIN (ejecución 4) ---

--- TEST (ejecución 4) ---
2025-10-27 11:17:46.765182: 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`.
2025-10-27 11:17:46.777767: 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 00:00:1761560266.791333  530976 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560266.795696  530976 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560266.806527  530976 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560266.806549  530976 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560266.806552  530976 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560266.806554  530976 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:17:46.809965: 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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[603]	train-mlogloss:1.25619	validation-mlogloss:1.34235
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[645]	train-mlogloss:1.25445	validation-mlogloss:1.34131
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[651]	train-mlogloss:1.25423	validation-mlogloss:1.34115
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[665]	train-mlogloss:1.25381	validation-mlogloss:1.34092
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[677]	train-mlogloss:1.25331	validation-mlogloss:1.34057
[678]	train-mlogloss:1.25327	validation-mlogloss:1.34054
[679]	train-mlogloss:1.25321	validation-mlogloss:1.34053
[680]	train-mlogloss:1.25315	validation-mlogloss:1.34055
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[682]	train-mlogloss:1.25304	validation-mlogloss:1.34050
[683]	train-mlogloss:1.25304	validation-mlogloss:1.34051
[684]	train-mlogloss:1.25302	validation-mlogloss:1.34050
[685]	train-mlogloss:1.25298	validation-mlogloss:1.34045
[686]	train-mlogloss:1.25294	validation-mlogloss:1.34044
[687]	train-mlogloss:1.25294	validation-mlogloss:1.34044
[688]	train-mlogloss:1.25288	validation-mlogloss:1.34038
[689]	train-mlogloss:1.25281	validation-mlogloss:1.34037
[690]	train-mlogloss:1.25280	validation-mlogloss:1.34037
[691]	train-mlogloss:1.25278	validation-mlogloss:1.34034
[692]	train-mlogloss:1.25274	validation-mlogloss:1.34028
[693]	train-mlogloss:1.25267	validation-mlogloss:1.34023
[694]	train-mlogloss:1.25262	validation-mlogloss:1.34023
[695]	train-mlogloss:1.25259	validation-mlogloss:1.34023
[696]	train-mlogloss:1.25258	validation-mlogloss:1.34024
[697]	train-mlogloss:1.25251	validation-mlogloss:1.34018
[698]	train-mlogloss:1.25247	validation-mlogloss:1.34015
[699]	train-mlogloss:1.25247	validation-mlogloss:1.34015
[700]	train-mlogloss:1.25242	validation-mlogloss:1.34014
[701]	train-mlogloss:1.25235	validation-mlogloss:1.34008
[702]	train-mlogloss:1.25235	validation-mlogloss:1.34008
[703]	train-mlogloss:1.25235	validation-mlogloss:1.34009
[704]	train-mlogloss:1.25232	validation-mlogloss:1.34007
[705]	train-mlogloss:1.25229	validation-mlogloss:1.34006
[706]	train-mlogloss:1.25224	validation-mlogloss:1.34007
[707]	train-mlogloss:1.25222	validation-mlogloss:1.34006
[708]	train-mlogloss:1.25216	validation-mlogloss:1.34000
[709]	train-mlogloss:1.25213	validation-mlogloss:1.33997
[710]	train-mlogloss:1.25212	validation-mlogloss:1.33996
[711]	train-mlogloss:1.25206	validation-mlogloss:1.33993
[712]	train-mlogloss:1.25206	validation-mlogloss:1.33993
[713]	train-mlogloss:1.25203	validation-mlogloss:1.33993
Saved model to disk.
2025-10-27 11:18:34.298300: 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`.
2025-10-27 11:18:34.311085: 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 00:00:1761560314.325002  531887 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560314.329470  531887 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560314.340766  531887 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560314.340794  531887 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560314.340805  531887 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560314.340808  531887 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:18:34.344333: 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:2.66068	validation-mlogloss:2.66188
[2]	train-mlogloss:2.63852	validation-mlogloss:2.64036
[3]	train-mlogloss:2.61630	validation-mlogloss:2.61856
[4]	train-mlogloss:2.59604	validation-mlogloss:2.59815
[5]	train-mlogloss:2.57505	validation-mlogloss:2.57745
[6]	train-mlogloss:2.55435	validation-mlogloss:2.55730
[7]	train-mlogloss:2.53560	validation-mlogloss:2.53880
[8]	train-mlogloss:2.51607	validation-mlogloss:2.51915
[9]	train-mlogloss:2.49793	validation-mlogloss:2.50095
[10]	train-mlogloss:2.47996	validation-mlogloss:2.48313
[11]	train-mlogloss:2.46232	validation-mlogloss:2.46554
[12]	train-mlogloss:2.44509	validation-mlogloss:2.44860
[13]	train-mlogloss:2.42844	validation-mlogloss:2.43223
[14]	train-mlogloss:2.41150	validation-mlogloss:2.41597
[15]	train-mlogloss:2.39492	validation-mlogloss:2.40004
[16]	train-mlogloss:2.37877	validation-mlogloss:2.38357
[17]	train-mlogloss:2.36342	validation-mlogloss:2.36911
[18]	train-mlogloss:2.34801	validation-mlogloss:2.35427
[19]	train-mlogloss:2.33335	validation-mlogloss:2.33976
[20]	train-mlogloss:2.31860	validation-mlogloss:2.32552
[21]	train-mlogloss:2.30515	validation-mlogloss:2.31276
[22]	train-mlogloss:2.29151	validation-mlogloss:2.29977
[23]	train-mlogloss:2.27754	validation-mlogloss:2.28613
[24]	train-mlogloss:2.26376	validation-mlogloss:2.27254
[25]	train-mlogloss:2.25070	validation-mlogloss:2.25999
[26]	train-mlogloss:2.23770	validation-mlogloss:2.24728
[27]	train-mlogloss:2.22459	validation-mlogloss:2.23490
[28]	train-mlogloss:2.21231	validation-mlogloss:2.22327
[29]	train-mlogloss:2.20008	validation-mlogloss:2.21163
[30]	train-mlogloss:2.18807	validation-mlogloss:2.20028
[31]	train-mlogloss:2.17640	validation-mlogloss:2.18904
[32]	train-mlogloss:2.16502	validation-mlogloss:2.17825
[33]	train-mlogloss:2.15325	validation-mlogloss:2.16664
[34]	train-mlogloss:2.14209	validation-mlogloss:2.15595
[35]	train-mlogloss:2.13100	validation-mlogloss:2.14483
[36]	train-mlogloss:2.12055	validation-mlogloss:2.13444
[37]	train-mlogloss:2.11009	validation-mlogloss:2.12459
[38]	train-mlogloss:2.09974	validation-mlogloss:2.11488
[39]	train-mlogloss:2.08960	validation-mlogloss:2.10531
[40]	train-mlogloss:2.07968	validation-mlogloss:2.09585
[41]	train-mlogloss:2.06961	validation-mlogloss:2.08586
[42]	train-mlogloss:2.05978	validation-mlogloss:2.07674
[43]	train-mlogloss:2.05009	validation-mlogloss:2.06724
[44]	train-mlogloss:2.04093	validation-mlogloss:2.05806
[45]	train-mlogloss:2.03193	validation-mlogloss:2.04957
[46]	train-mlogloss:2.02289	validation-mlogloss:2.04054
[47]	train-mlogloss:2.01411	validation-mlogloss:2.03226
[48]	train-mlogloss:2.00552	validation-mlogloss:2.02424
[49]	train-mlogloss:1.99687	validation-mlogloss:2.01571
[50]	train-mlogloss:1.98848	validation-mlogloss:2.00763
[51]	train-mlogloss:1.98009	validation-mlogloss:1.99944
[52]	train-mlogloss:1.97171	validation-mlogloss:1.99134
[53]	train-mlogloss:1.96378	validation-mlogloss:1.98381
[54]	train-mlogloss:1.95554	validation-mlogloss:1.97597
[55]	train-mlogloss:1.94781	validation-mlogloss:1.96813
[56]	train-mlogloss:1.94013	validation-mlogloss:1.96076
[57]	train-mlogloss:1.93275	validation-mlogloss:1.95396
[58]	train-mlogloss:1.92553	validation-mlogloss:1.94701
[59]	train-mlogloss:1.91827	validation-mlogloss:1.93973
[60]	train-mlogloss:1.91090	validation-mlogloss:1.93248
[61]	train-mlogloss:1.90365	validation-mlogloss:1.92536
[62]	train-mlogloss:1.89644	validation-mlogloss:1.91831
[63]	train-mlogloss:1.88956	validation-mlogloss:1.91156
[64]	train-mlogloss:1.88266	validation-mlogloss:1.90490
[65]	train-mlogloss:1.87572	validation-mlogloss:1.89846
[66]	train-mlogloss:1.86905	validation-mlogloss:1.89225
[67]	train-mlogloss:1.86232	validation-mlogloss:1.88590
[68]	train-mlogloss:1.85577	validation-mlogloss:1.87966
[69]	train-mlogloss:1.84946	validation-mlogloss:1.87357
[70]	train-mlogloss:1.84313	validation-mlogloss:1.86764
[71]	train-mlogloss:1.83700	validation-mlogloss:1.86172
[72]	train-mlogloss:1.83117	validation-mlogloss:1.85600
[73]	train-mlogloss:1.82539	validation-mlogloss:1.85030
[74]	train-mlogloss:1.81955	validation-mlogloss:1.84453
[75]	train-mlogloss:1.81348	validation-mlogloss:1.83829
[76]	train-mlogloss:1.80752	validation-mlogloss:1.83246
[77]	train-mlogloss:1.80180	validation-mlogloss:1.82699
[78]	train-mlogloss:1.79624	validation-mlogloss:1.82165
[79]	train-mlogloss:1.79069	validation-mlogloss:1.81621
[80]	train-mlogloss:1.78493	validation-mlogloss:1.81058
[81]	train-mlogloss:1.77973	validation-mlogloss:1.80551
[82]	train-mlogloss:1.77434	validation-mlogloss:1.80072
[83]	train-mlogloss:1.76908	validation-mlogloss:1.79587
[84]	train-mlogloss:1.76398	validation-mlogloss:1.79091
[85]	train-mlogloss:1.75882	validation-mlogloss:1.78619
[86]	train-mlogloss:1.75398	validation-mlogloss:1.78140
[87]	train-mlogloss:1.74911	validation-mlogloss:1.77662
[88]	train-mlogloss:1.74413	validation-mlogloss:1.77203
[89]	train-mlogloss:1.73921	validation-mlogloss:1.76726
[90]	train-mlogloss:1.73425	validation-mlogloss:1.76254
[91]	train-mlogloss:1.72953	validation-mlogloss:1.75795
[92]	train-mlogloss:1.72504	validation-mlogloss:1.75344
[93]	train-mlogloss:1.72046	validation-mlogloss:1.74926
[94]	train-mlogloss:1.71582	validation-mlogloss:1.74458
[95]	train-mlogloss:1.71119	validation-mlogloss:1.74023
[96]	train-mlogloss:1.70676	validation-mlogloss:1.73603
[97]	train-mlogloss:1.70218	validation-mlogloss:1.73176
[98]	train-mlogloss:1.69770	validation-mlogloss:1.72765
[99]	train-mlogloss:1.69315	validation-mlogloss:1.72330
[100]	train-mlogloss:1.68871	validation-mlogloss:1.71923
[101]	train-mlogloss:1.68447	validation-mlogloss:1.71524
[102]	train-mlogloss:1.68043	validation-mlogloss:1.71123
[103]	train-mlogloss:1.67636	validation-mlogloss:1.70738
[104]	train-mlogloss:1.67228	validation-mlogloss:1.70346
[105]	train-mlogloss:1.66827	validation-mlogloss:1.69973
[106]	train-mlogloss:1.66430	validation-mlogloss:1.69595
[107]	train-mlogloss:1.66024	validation-mlogloss:1.69199
[108]	train-mlogloss:1.65647	validation-mlogloss:1.68814
[109]	train-mlogloss:1.65267	validation-mlogloss:1.68464
[110]	train-mlogloss:1.64880	validation-mlogloss:1.68081
[111]	train-mlogloss:1.64497	validation-mlogloss:1.67714
[112]	train-mlogloss:1.64119	validation-mlogloss:1.67336
[113]	train-mlogloss:1.63746	validation-mlogloss:1.66982
[114]	train-mlogloss:1.63376	validation-mlogloss:1.66621
[115]	train-mlogloss:1.63029	validation-mlogloss:1.66293
[116]	train-mlogloss:1.62687	validation-mlogloss:1.65964
[117]	train-mlogloss:1.62343	validation-mlogloss:1.65650
[118]	train-mlogloss:1.62006	validation-mlogloss:1.65350
[119]	train-mlogloss:1.61657	validation-mlogloss:1.65009
[120]	train-mlogloss:1.61309	validation-mlogloss:1.64680
[121]	train-mlogloss:1.60974	validation-mlogloss:1.64346
[122]	train-mlogloss:1.60632	validation-mlogloss:1.64035
[123]	train-mlogloss:1.60305	validation-mlogloss:1.63730
[124]	train-mlogloss:1.59974	validation-mlogloss:1.63440
[125]	train-mlogloss:1.59638	validation-mlogloss:1.63123
[126]	train-mlogloss:1.59329	validation-mlogloss:1.62817
[127]	train-mlogloss:1.59030	validation-mlogloss:1.62545
[128]	train-mlogloss:1.58731	validation-mlogloss:1.62290
[129]	train-mlogloss:1.58420	validation-mlogloss:1.61981
[130]	train-mlogloss:1.58112	validation-mlogloss:1.61702
[131]	train-mlogloss:1.57813	validation-mlogloss:1.61417
[132]	train-mlogloss:1.57511	validation-mlogloss:1.61147
[133]	train-mlogloss:1.57211	validation-mlogloss:1.60852
[134]	train-mlogloss:1.56906	validation-mlogloss:1.60559
[135]	train-mlogloss:1.56598	validation-mlogloss:1.60285
[136]	train-mlogloss:1.56310	validation-mlogloss:1.60034
[137]	train-mlogloss:1.56025	validation-mlogloss:1.59775
[138]	train-mlogloss:1.55739	validation-mlogloss:1.59529
[139]	train-mlogloss:1.55445	validation-mlogloss:1.59249
[140]	train-mlogloss:1.55173	validation-mlogloss:1.59002
[141]	train-mlogloss:1.54897	validation-mlogloss:1.58745
[142]	train-mlogloss:1.54624	validation-mlogloss:1.58500
[143]	train-mlogloss:1.54345	validation-mlogloss:1.58232
[144]	train-mlogloss:1.54086	validation-mlogloss:1.57981
[145]	train-mlogloss:1.53830	validation-mlogloss:1.57752
[146]	train-mlogloss:1.53574	validation-mlogloss:1.57516
[147]	train-mlogloss:1.53313	validation-mlogloss:1.57293
[148]	train-mlogloss:1.53056	validation-mlogloss:1.57064
[149]	train-mlogloss:1.52794	validation-mlogloss:1.56827
[150]	train-mlogloss:1.52539	validation-mlogloss:1.56590
[151]	train-mlogloss:1.52310	validation-mlogloss:1.56379
[152]	train-mlogloss:1.52073	validation-mlogloss:1.56153
[153]	train-mlogloss:1.51845	validation-mlogloss:1.55937
[154]	train-mlogloss:1.51602	validation-mlogloss:1.55708
[155]	train-mlogloss:1.51362	validation-mlogloss:1.55487
[156]	train-mlogloss:1.51112	validation-mlogloss:1.55249
[157]	train-mlogloss:1.50900	validation-mlogloss:1.55049
[158]	train-mlogloss:1.50675	validation-mlogloss:1.54849
[159]	train-mlogloss:1.50453	validation-mlogloss:1.54650
[160]	train-mlogloss:1.50223	validation-mlogloss:1.54431
[161]	train-mlogloss:1.49998	validation-mlogloss:1.54202
[162]	train-mlogloss:1.49775	validation-mlogloss:1.54016
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[552]	train-mlogloss:1.25974	validation-mlogloss:1.34427
[553]	train-mlogloss:1.25967	validation-mlogloss:1.34422
[554]	train-mlogloss:1.25959	validation-mlogloss:1.34417
[555]	train-mlogloss:1.25950	validation-mlogloss:1.34409
[556]	train-mlogloss:1.25948	validation-mlogloss:1.34405
[557]	train-mlogloss:1.25945	validation-mlogloss:1.34402
[558]	train-mlogloss:1.25943	validation-mlogloss:1.34400
[559]	train-mlogloss:1.25935	validation-mlogloss:1.34394
[560]	train-mlogloss:1.25927	validation-mlogloss:1.34388
[561]	train-mlogloss:1.25921	validation-mlogloss:1.34381
[562]	train-mlogloss:1.25907	validation-mlogloss:1.34380
[563]	train-mlogloss:1.25907	validation-mlogloss:1.34380
[564]	train-mlogloss:1.25906	validation-mlogloss:1.34379
[565]	train-mlogloss:1.25903	validation-mlogloss:1.34376
[566]	train-mlogloss:1.25903	validation-mlogloss:1.34376
[567]	train-mlogloss:1.25901	validation-mlogloss:1.34378
[568]	train-mlogloss:1.25898	validation-mlogloss:1.34377
[569]	train-mlogloss:1.25894	validation-mlogloss:1.34372
[570]	train-mlogloss:1.25894	validation-mlogloss:1.34372
[571]	train-mlogloss:1.25884	validation-mlogloss:1.34363
[572]	train-mlogloss:1.25878	validation-mlogloss:1.34357
[573]	train-mlogloss:1.25875	validation-mlogloss:1.34354
[574]	train-mlogloss:1.25868	validation-mlogloss:1.34349
[575]	train-mlogloss:1.25855	validation-mlogloss:1.34343
[576]	train-mlogloss:1.25855	validation-mlogloss:1.34343
[577]	train-mlogloss:1.25833	validation-mlogloss:1.34335
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[580]	train-mlogloss:1.25825	validation-mlogloss:1.34329
[581]	train-mlogloss:1.25823	validation-mlogloss:1.34325
[582]	train-mlogloss:1.25812	validation-mlogloss:1.34320
[583]	train-mlogloss:1.25805	validation-mlogloss:1.34314
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[585]	train-mlogloss:1.25802	validation-mlogloss:1.34312
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[603]	train-mlogloss:1.25726	validation-mlogloss:1.34284
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[638]	train-mlogloss:1.25581	validation-mlogloss:1.34178
[639]	train-mlogloss:1.25565	validation-mlogloss:1.34170
[640]	train-mlogloss:1.25565	validation-mlogloss:1.34170
[641]	train-mlogloss:1.25561	validation-mlogloss:1.34165
[642]	train-mlogloss:1.25557	validation-mlogloss:1.34162
[643]	train-mlogloss:1.25557	validation-mlogloss:1.34162
[644]	train-mlogloss:1.25554	validation-mlogloss:1.34160
[645]	train-mlogloss:1.25551	validation-mlogloss:1.34161
[646]	train-mlogloss:1.25548	validation-mlogloss:1.34158
[647]	train-mlogloss:1.25544	validation-mlogloss:1.34159
[648]	train-mlogloss:1.25539	validation-mlogloss:1.34159
[649]	train-mlogloss:1.25534	validation-mlogloss:1.34161
[650]	train-mlogloss:1.25529	validation-mlogloss:1.34158
[651]	train-mlogloss:1.25525	validation-mlogloss:1.34155
[652]	train-mlogloss:1.25521	validation-mlogloss:1.34155
[653]	train-mlogloss:1.25510	validation-mlogloss:1.34149
[654]	train-mlogloss:1.25504	validation-mlogloss:1.34145
[655]	train-mlogloss:1.25501	validation-mlogloss:1.34145
[656]	train-mlogloss:1.25492	validation-mlogloss:1.34140
[657]	train-mlogloss:1.25489	validation-mlogloss:1.34136
[658]	train-mlogloss:1.25489	validation-mlogloss:1.34136
[659]	train-mlogloss:1.25484	validation-mlogloss:1.34135
[660]	train-mlogloss:1.25472	validation-mlogloss:1.34122
[661]	train-mlogloss:1.25470	validation-mlogloss:1.34120
[662]	train-mlogloss:1.25459	validation-mlogloss:1.34116
[663]	train-mlogloss:1.25456	validation-mlogloss:1.34114
[664]	train-mlogloss:1.25451	validation-mlogloss:1.34115
[665]	train-mlogloss:1.25445	validation-mlogloss:1.34109
[666]	train-mlogloss:1.25444	validation-mlogloss:1.34107
[667]	train-mlogloss:1.25444	validation-mlogloss:1.34107
[668]	train-mlogloss:1.25442	validation-mlogloss:1.34107
[669]	train-mlogloss:1.25441	validation-mlogloss:1.34107
[670]	train-mlogloss:1.25439	validation-mlogloss:1.34105
[671]	train-mlogloss:1.25433	validation-mlogloss:1.34102
[672]	train-mlogloss:1.25431	validation-mlogloss:1.34101
[673]	train-mlogloss:1.25425	validation-mlogloss:1.34091
[674]	train-mlogloss:1.25420	validation-mlogloss:1.34090
[675]	train-mlogloss:1.25411	validation-mlogloss:1.34080
[676]	train-mlogloss:1.25409	validation-mlogloss:1.34080
[677]	train-mlogloss:1.25403	validation-mlogloss:1.34079
[678]	train-mlogloss:1.25396	validation-mlogloss:1.34076
[679]	train-mlogloss:1.25390	validation-mlogloss:1.34070
[680]	train-mlogloss:1.25390	validation-mlogloss:1.34070
[681]	train-mlogloss:1.25390	validation-mlogloss:1.34070
[682]	train-mlogloss:1.25390	validation-mlogloss:1.34070
[683]	train-mlogloss:1.25384	validation-mlogloss:1.34068
[684]	train-mlogloss:1.25380	validation-mlogloss:1.34067
[685]	train-mlogloss:1.25379	validation-mlogloss:1.34065
[686]	train-mlogloss:1.25379	validation-mlogloss:1.34064
[687]	train-mlogloss:1.25379	validation-mlogloss:1.34064
[688]	train-mlogloss:1.25374	validation-mlogloss:1.34063
[689]	train-mlogloss:1.25371	validation-mlogloss:1.34063
[690]	train-mlogloss:1.25364	validation-mlogloss:1.34055
[691]	train-mlogloss:1.25363	validation-mlogloss:1.34054
[692]	train-mlogloss:1.25359	validation-mlogloss:1.34053
[693]	train-mlogloss:1.25359	validation-mlogloss:1.34053
[694]	train-mlogloss:1.25355	validation-mlogloss:1.34051
[695]	train-mlogloss:1.25347	validation-mlogloss:1.34045
[696]	train-mlogloss:1.25342	validation-mlogloss:1.34041
[697]	train-mlogloss:1.25340	validation-mlogloss:1.34040
[698]	train-mlogloss:1.25339	validation-mlogloss:1.34041
[699]	train-mlogloss:1.25339	validation-mlogloss:1.34041
[700]	train-mlogloss:1.25338	validation-mlogloss:1.34039
[701]	train-mlogloss:1.25336	validation-mlogloss:1.34037
[702]	train-mlogloss:1.25323	validation-mlogloss:1.34034
[703]	train-mlogloss:1.25322	validation-mlogloss:1.34035
[704]	train-mlogloss:1.25315	validation-mlogloss:1.34032
[705]	train-mlogloss:1.25312	validation-mlogloss:1.34027
[706]	train-mlogloss:1.25312	validation-mlogloss:1.34027
[707]	train-mlogloss:1.25309	validation-mlogloss:1.34024
[708]	train-mlogloss:1.25309	validation-mlogloss:1.34024
[709]	train-mlogloss:1.25305	validation-mlogloss:1.34018
[710]	train-mlogloss:1.25298	validation-mlogloss:1.34008
[711]	train-mlogloss:1.25297	validation-mlogloss:1.34006
[712]	train-mlogloss:1.25297	validation-mlogloss:1.34006
[713]	train-mlogloss:1.25294	validation-mlogloss:1.34001
Saved model to disk.
2025-10-27 11:19:22.424503: 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`.
2025-10-27 11:19:22.437061: 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 00:00:1761560362.451166  532832 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560362.455587  532832 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560362.466784  532832 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560362.466807  532832 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560362.466811  532832 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560362.466814  532832 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:19:22.470039: 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:2.68424	validation-mlogloss:2.68426
[1]	train-mlogloss:2.66198	validation-mlogloss:2.66220
[2]	train-mlogloss:2.64015	validation-mlogloss:2.64083
[3]	train-mlogloss:2.61703	validation-mlogloss:2.61837
[4]	train-mlogloss:2.59631	validation-mlogloss:2.59819
[5]	train-mlogloss:2.57674	validation-mlogloss:2.57889
[6]	train-mlogloss:2.55636	validation-mlogloss:2.55942
[7]	train-mlogloss:2.53671	validation-mlogloss:2.53984
[8]	train-mlogloss:2.51737	validation-mlogloss:2.52069
[9]	train-mlogloss:2.49865	validation-mlogloss:2.50158
[10]	train-mlogloss:2.48008	validation-mlogloss:2.48335
[11]	train-mlogloss:2.46270	validation-mlogloss:2.46614
[12]	train-mlogloss:2.44606	validation-mlogloss:2.45017
[13]	train-mlogloss:2.42938	validation-mlogloss:2.43418
[14]	train-mlogloss:2.41173	validation-mlogloss:2.41726
[15]	train-mlogloss:2.39508	validation-mlogloss:2.40136
[16]	train-mlogloss:2.37953	validation-mlogloss:2.38691
[17]	train-mlogloss:2.36415	validation-mlogloss:2.37218
[18]	train-mlogloss:2.34910	validation-mlogloss:2.35742
[19]	train-mlogloss:2.33410	validation-mlogloss:2.34284
[20]	train-mlogloss:2.31972	validation-mlogloss:2.32851
[21]	train-mlogloss:2.30559	validation-mlogloss:2.31457
[22]	train-mlogloss:2.29165	validation-mlogloss:2.30059
[23]	train-mlogloss:2.27744	validation-mlogloss:2.28750
[24]	train-mlogloss:2.26399	validation-mlogloss:2.27444
[25]	train-mlogloss:2.25086	validation-mlogloss:2.26203
[26]	train-mlogloss:2.23784	validation-mlogloss:2.24938
[27]	train-mlogloss:2.22514	validation-mlogloss:2.23672
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[630]	train-mlogloss:1.25412	validation-mlogloss:1.34204
[631]	train-mlogloss:1.25408	validation-mlogloss:1.34201
[632]	train-mlogloss:1.25406	validation-mlogloss:1.34201
[633]	train-mlogloss:1.25400	validation-mlogloss:1.34198
[634]	train-mlogloss:1.25393	validation-mlogloss:1.34192
[635]	train-mlogloss:1.25391	validation-mlogloss:1.34193
[636]	train-mlogloss:1.25385	validation-mlogloss:1.34188
[637]	train-mlogloss:1.25385	validation-mlogloss:1.34188
[638]	train-mlogloss:1.25377	validation-mlogloss:1.34183
[639]	train-mlogloss:1.25373	validation-mlogloss:1.34183
[640]	train-mlogloss:1.25370	validation-mlogloss:1.34180
[641]	train-mlogloss:1.25368	validation-mlogloss:1.34181
[642]	train-mlogloss:1.25367	validation-mlogloss:1.34179
[643]	train-mlogloss:1.25367	validation-mlogloss:1.34179
[644]	train-mlogloss:1.25359	validation-mlogloss:1.34173
[645]	train-mlogloss:1.25349	validation-mlogloss:1.34173
[646]	train-mlogloss:1.25346	validation-mlogloss:1.34171
[647]	train-mlogloss:1.25339	validation-mlogloss:1.34165
[648]	train-mlogloss:1.25337	validation-mlogloss:1.34167
[649]	train-mlogloss:1.25330	validation-mlogloss:1.34170
[650]	train-mlogloss:1.25329	validation-mlogloss:1.34171
[651]	train-mlogloss:1.25319	validation-mlogloss:1.34166
[652]	train-mlogloss:1.25318	validation-mlogloss:1.34167
[653]	train-mlogloss:1.25310	validation-mlogloss:1.34164
[654]	train-mlogloss:1.25307	validation-mlogloss:1.34164
[655]	train-mlogloss:1.25303	validation-mlogloss:1.34164
[656]	train-mlogloss:1.25303	validation-mlogloss:1.34164
[657]	train-mlogloss:1.25301	validation-mlogloss:1.34164
[658]	train-mlogloss:1.25300	validation-mlogloss:1.34161
[659]	train-mlogloss:1.25293	validation-mlogloss:1.34153
[660]	train-mlogloss:1.25290	validation-mlogloss:1.34153
[661]	train-mlogloss:1.25290	validation-mlogloss:1.34153
[662]	train-mlogloss:1.25279	validation-mlogloss:1.34141
[663]	train-mlogloss:1.25274	validation-mlogloss:1.34137
[664]	train-mlogloss:1.25271	validation-mlogloss:1.34139
[665]	train-mlogloss:1.25271	validation-mlogloss:1.34139
[666]	train-mlogloss:1.25263	validation-mlogloss:1.34136
[667]	train-mlogloss:1.25263	validation-mlogloss:1.34136
[668]	train-mlogloss:1.25260	validation-mlogloss:1.34135
[669]	train-mlogloss:1.25257	validation-mlogloss:1.34132
[670]	train-mlogloss:1.25252	validation-mlogloss:1.34132
[671]	train-mlogloss:1.25250	validation-mlogloss:1.34132
[672]	train-mlogloss:1.25248	validation-mlogloss:1.34130
[673]	train-mlogloss:1.25246	validation-mlogloss:1.34129
[674]	train-mlogloss:1.25243	validation-mlogloss:1.34125
[675]	train-mlogloss:1.25239	validation-mlogloss:1.34125
[676]	train-mlogloss:1.25237	validation-mlogloss:1.34124
[677]	train-mlogloss:1.25236	validation-mlogloss:1.34124
[678]	train-mlogloss:1.25232	validation-mlogloss:1.34121
[679]	train-mlogloss:1.25231	validation-mlogloss:1.34120
[680]	train-mlogloss:1.25224	validation-mlogloss:1.34113
[681]	train-mlogloss:1.25215	validation-mlogloss:1.34107
[682]	train-mlogloss:1.25211	validation-mlogloss:1.34108
[683]	train-mlogloss:1.25208	validation-mlogloss:1.34106
[684]	train-mlogloss:1.25207	validation-mlogloss:1.34105
[685]	train-mlogloss:1.25205	validation-mlogloss:1.34104
[686]	train-mlogloss:1.25203	validation-mlogloss:1.34105
[687]	train-mlogloss:1.25203	validation-mlogloss:1.34105
[688]	train-mlogloss:1.25201	validation-mlogloss:1.34106
[689]	train-mlogloss:1.25201	validation-mlogloss:1.34106
[690]	train-mlogloss:1.25195	validation-mlogloss:1.34102
[691]	train-mlogloss:1.25183	validation-mlogloss:1.34099
[692]	train-mlogloss:1.25183	validation-mlogloss:1.34099
[693]	train-mlogloss:1.25180	validation-mlogloss:1.34100
[694]	train-mlogloss:1.25171	validation-mlogloss:1.34099
[695]	train-mlogloss:1.25164	validation-mlogloss:1.34098
[696]	train-mlogloss:1.25163	validation-mlogloss:1.34096
[697]	train-mlogloss:1.25157	validation-mlogloss:1.34091
[698]	train-mlogloss:1.25151	validation-mlogloss:1.34084
[699]	train-mlogloss:1.25148	validation-mlogloss:1.34081
[700]	train-mlogloss:1.25147	validation-mlogloss:1.34080
[701]	train-mlogloss:1.25143	validation-mlogloss:1.34076
[702]	train-mlogloss:1.25141	validation-mlogloss:1.34075
[703]	train-mlogloss:1.25132	validation-mlogloss:1.34065
[704]	train-mlogloss:1.25128	validation-mlogloss:1.34065
[705]	train-mlogloss:1.25120	validation-mlogloss:1.34061
[706]	train-mlogloss:1.25119	validation-mlogloss:1.34061
[707]	train-mlogloss:1.25119	validation-mlogloss:1.34061
[708]	train-mlogloss:1.25118	validation-mlogloss:1.34061
[709]	train-mlogloss:1.25115	validation-mlogloss:1.34061
[710]	train-mlogloss:1.25113	validation-mlogloss:1.34061
[711]	train-mlogloss:1.25113	validation-mlogloss:1.34061
[712]	train-mlogloss:1.25113	validation-mlogloss:1.34061
[713]	train-mlogloss:1.25112	validation-mlogloss:1.34062
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.83 [%]
Global accuracy score (test) = 50.53 [%]
Global F1 score (train) = 62.9 [%]
Global F1 score (test) = 50.69 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.29      0.40      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.40      0.42       184
       CAMINAR USUAL SPEED       0.31      0.24      0.27       184
            CAMINAR ZIGZAG       0.60      0.56      0.58       184
          DE PIE BARRIENDO       0.56      0.51      0.53       184
   DE PIE DOBLANDO TOALLAS       0.42      0.47      0.44       184
    DE PIE MOVIENDO LIBROS       0.47      0.45      0.46       184
          DE PIE USANDO PC       0.62      0.67      0.64       184
        FASE REPOSO CON K5       0.56      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.89      0.62      0.73       184
           SENTADO LEYENDO       0.32      0.40      0.36       184
         SENTADO USANDO PC       0.41      0.24      0.31       184
      SENTADO VIENDO LA TV       0.44      0.38      0.41       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.68      0.60       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.50      2737


Accuracy capturado en la ejecución 4: 50.53 [%]
F1-score capturado en la ejecución 4: 50.69 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.75 [%]
Global accuracy score (test) = 50.6 [%]
Global F1 score (train) = 62.8 [%]
Global F1 score (test) = 50.81 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.29      0.40      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.40      0.41       184
       CAMINAR USUAL SPEED       0.28      0.22      0.24       184
            CAMINAR ZIGZAG       0.62      0.56      0.59       184
          DE PIE BARRIENDO       0.56      0.49      0.52       184
   DE PIE DOBLANDO TOALLAS       0.44      0.47      0.46       184
    DE PIE MOVIENDO LIBROS       0.48      0.48      0.48       184
          DE PIE USANDO PC       0.63      0.66      0.65       184
        FASE REPOSO CON K5       0.55      0.79      0.64       184
INCREMENTAL CICLOERGOMETRO       0.90      0.63      0.74       184
           SENTADO LEYENDO       0.34      0.43      0.38       184
         SENTADO USANDO PC       0.38      0.24      0.30       184
      SENTADO VIENDO LA TV       0.46      0.38      0.41       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.67      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 5: 50.6 [%]
F1-score capturado en la ejecución 5: 50.81 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.77 [%]
Global accuracy score (test) = 50.2 [%]
Global F1 score (train) = 62.82 [%]
Global F1 score (test) = 50.42 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.26      0.38      0.31       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.40      0.42       184
       CAMINAR USUAL SPEED       0.27      0.20      0.23       184
            CAMINAR ZIGZAG       0.62      0.53      0.57       184
          DE PIE BARRIENDO       0.55      0.49      0.52       184
   DE PIE DOBLANDO TOALLAS       0.42      0.47      0.44       184
    DE PIE MOVIENDO LIBROS       0.48      0.43      0.46       184
          DE PIE USANDO PC       0.63      0.67      0.65       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.88      0.64      0.74       184
           SENTADO LEYENDO       0.35      0.43      0.38       184
         SENTADO USANDO PC       0.39      0.26      0.31       184
      SENTADO VIENDO LA TV       0.46      0.39      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.68      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.50      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 6: 50.2 [%]
F1-score capturado en la ejecución 6: 50.42 [%]

=== EJECUCIÓN 7 ===

--- TRAIN (ejecución 7) ---

--- TEST (ejecución 7) ---
2025-10-27 11:20:09.590606: 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`.
2025-10-27 11:20:09.603276: 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 00:00:1761560409.616926  533763 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560409.621277  533763 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560409.632192  533763 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560409.632217  533763 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560409.632220  533763 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560409.632222  533763 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:20:09.635628: 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:2.68348	validation-mlogloss:2.68409
[1]	train-mlogloss:2.65985	validation-mlogloss:2.66026
[2]	train-mlogloss:2.63699	validation-mlogloss:2.63768
[3]	train-mlogloss:2.61444	validation-mlogloss:2.61572
[4]	train-mlogloss:2.59296	validation-mlogloss:2.59448
[5]	train-mlogloss:2.57282	validation-mlogloss:2.57523
[6]	train-mlogloss:2.55385	validation-mlogloss:2.55636
[7]	train-mlogloss:2.53503	validation-mlogloss:2.53829
[8]	train-mlogloss:2.51550	validation-mlogloss:2.51917
[9]	train-mlogloss:2.49726	validation-mlogloss:2.50167
[10]	train-mlogloss:2.47895	validation-mlogloss:2.48375
[11]	train-mlogloss:2.46100	validation-mlogloss:2.46618
[12]	train-mlogloss:2.44354	validation-mlogloss:2.44899
[13]	train-mlogloss:2.42677	validation-mlogloss:2.43250
[14]	train-mlogloss:2.41022	validation-mlogloss:2.41661
[15]	train-mlogloss:2.39410	validation-mlogloss:2.40094
[16]	train-mlogloss:2.37861	validation-mlogloss:2.38598
[17]	train-mlogloss:2.36344	validation-mlogloss:2.37073
[18]	train-mlogloss:2.34815	validation-mlogloss:2.35600
[19]	train-mlogloss:2.33317	validation-mlogloss:2.34150
[20]	train-mlogloss:2.31859	validation-mlogloss:2.32696
[21]	train-mlogloss:2.30423	validation-mlogloss:2.31383
[22]	train-mlogloss:2.28998	validation-mlogloss:2.29957
[23]	train-mlogloss:2.27618	validation-mlogloss:2.28575
[24]	train-mlogloss:2.26250	validation-mlogloss:2.27200
[25]	train-mlogloss:2.24901	validation-mlogloss:2.25843
[26]	train-mlogloss:2.23592	validation-mlogloss:2.24574
[27]	train-mlogloss:2.22306	validation-mlogloss:2.23367
[28]	train-mlogloss:2.21070	validation-mlogloss:2.22162
[29]	train-mlogloss:2.19852	validation-mlogloss:2.20985
[30]	train-mlogloss:2.18702	validation-mlogloss:2.19880
[31]	train-mlogloss:2.17509	validation-mlogloss:2.18780
[32]	train-mlogloss:2.16328	validation-mlogloss:2.17633
[33]	train-mlogloss:2.15214	validation-mlogloss:2.16573
[34]	train-mlogloss:2.14134	validation-mlogloss:2.15517
[35]	train-mlogloss:2.13032	validation-mlogloss:2.14488
[36]	train-mlogloss:2.11958	validation-mlogloss:2.13415
[37]	train-mlogloss:2.10892	validation-mlogloss:2.12375
[38]	train-mlogloss:2.09847	validation-mlogloss:2.11362
[39]	train-mlogloss:2.08881	validation-mlogloss:2.10459
[40]	train-mlogloss:2.07917	validation-mlogloss:2.09494
[41]	train-mlogloss:2.06914	validation-mlogloss:2.08541
[42]	train-mlogloss:2.05937	validation-mlogloss:2.07621
[43]	train-mlogloss:2.04973	validation-mlogloss:2.06660
[44]	train-mlogloss:2.04030	validation-mlogloss:2.05696
[45]	train-mlogloss:2.03096	validation-mlogloss:2.04785
[46]	train-mlogloss:2.02188	validation-mlogloss:2.03867
[47]	train-mlogloss:2.01299	validation-mlogloss:2.02988
[48]	train-mlogloss:2.00441	validation-mlogloss:2.02148
[49]	train-mlogloss:1.99597	validation-mlogloss:2.01348
[50]	train-mlogloss:1.98741	validation-mlogloss:2.00533
[51]	train-mlogloss:1.97895	validation-mlogloss:1.99740
[52]	train-mlogloss:1.97076	validation-mlogloss:1.98929
[53]	train-mlogloss:1.96279	validation-mlogloss:1.98132
[54]	train-mlogloss:1.95510	validation-mlogloss:1.97375
[55]	train-mlogloss:1.94729	validation-mlogloss:1.96582
[56]	train-mlogloss:1.93954	validation-mlogloss:1.95816
[57]	train-mlogloss:1.93167	validation-mlogloss:1.95047
[58]	train-mlogloss:1.92434	validation-mlogloss:1.94342
[59]	train-mlogloss:1.91695	validation-mlogloss:1.93610
[60]	train-mlogloss:1.90964	validation-mlogloss:1.92943
[61]	train-mlogloss:1.90251	validation-mlogloss:1.92257
[62]	train-mlogloss:1.89520	validation-mlogloss:1.91548
[63]	train-mlogloss:1.88809	validation-mlogloss:1.90841
[64]	train-mlogloss:1.88114	validation-mlogloss:1.90206
[65]	train-mlogloss:1.87450	validation-mlogloss:1.89572
[66]	train-mlogloss:1.86785	validation-mlogloss:1.88910
[67]	train-mlogloss:1.86135	validation-mlogloss:1.88282
[68]	train-mlogloss:1.85495	validation-mlogloss:1.87648
[69]	train-mlogloss:1.84846	validation-mlogloss:1.87016
[70]	train-mlogloss:1.84228	validation-mlogloss:1.86416
[71]	train-mlogloss:1.83604	validation-mlogloss:1.85812
[72]	train-mlogloss:1.82982	validation-mlogloss:1.85212
[73]	train-mlogloss:1.82386	validation-mlogloss:1.84626
[74]	train-mlogloss:1.81775	validation-mlogloss:1.84042
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[677]	train-mlogloss:1.25290	validation-mlogloss:1.33837
[678]	train-mlogloss:1.25290	validation-mlogloss:1.33837
[679]	train-mlogloss:1.25288	validation-mlogloss:1.33835
[680]	train-mlogloss:1.25288	validation-mlogloss:1.33835
[681]	train-mlogloss:1.25286	validation-mlogloss:1.33834
[682]	train-mlogloss:1.25286	validation-mlogloss:1.33834
[683]	train-mlogloss:1.25281	validation-mlogloss:1.33833
[684]	train-mlogloss:1.25269	validation-mlogloss:1.33829
[685]	train-mlogloss:1.25265	validation-mlogloss:1.33823
[686]	train-mlogloss:1.25255	validation-mlogloss:1.33813
[687]	train-mlogloss:1.25246	validation-mlogloss:1.33807
[688]	train-mlogloss:1.25243	validation-mlogloss:1.33806
[689]	train-mlogloss:1.25237	validation-mlogloss:1.33801
[690]	train-mlogloss:1.25233	validation-mlogloss:1.33799
[691]	train-mlogloss:1.25233	validation-mlogloss:1.33799
[692]	train-mlogloss:1.25228	validation-mlogloss:1.33798
[693]	train-mlogloss:1.25227	validation-mlogloss:1.33798
[694]	train-mlogloss:1.25220	validation-mlogloss:1.33792
[695]	train-mlogloss:1.25213	validation-mlogloss:1.33786
[696]	train-mlogloss:1.25213	validation-mlogloss:1.33786
[697]	train-mlogloss:1.25207	validation-mlogloss:1.33781
[698]	train-mlogloss:1.25203	validation-mlogloss:1.33777
[699]	train-mlogloss:1.25192	validation-mlogloss:1.33770
[700]	train-mlogloss:1.25191	validation-mlogloss:1.33769
[701]	train-mlogloss:1.25187	validation-mlogloss:1.33768
[702]	train-mlogloss:1.25185	validation-mlogloss:1.33767
[703]	train-mlogloss:1.25184	validation-mlogloss:1.33765
[704]	train-mlogloss:1.25181	validation-mlogloss:1.33765
[705]	train-mlogloss:1.25181	validation-mlogloss:1.33765
[706]	train-mlogloss:1.25175	validation-mlogloss:1.33764
[707]	train-mlogloss:1.25163	validation-mlogloss:1.33750
[708]	train-mlogloss:1.25152	validation-mlogloss:1.33749
[709]	train-mlogloss:1.25150	validation-mlogloss:1.33746
[710]	train-mlogloss:1.25150	validation-mlogloss:1.33746
[711]	train-mlogloss:1.25146	validation-mlogloss:1.33743
[712]	train-mlogloss:1.25142	validation-mlogloss:1.33741
[713]	train-mlogloss:1.25139	validation-mlogloss:1.33738
Saved model to disk.
2025-10-27 11:20:56.405989: 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`.
2025-10-27 11:20:56.418461: 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 00:00:1761560456.432069  534672 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560456.436405  534672 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560456.447380  534672 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560456.447403  534672 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560456.447406  534672 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560456.447408  534672 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:20:56.450812: 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:2.68328	validation-mlogloss:2.68402
[1]	train-mlogloss:2.65971	validation-mlogloss:2.66100
[2]	train-mlogloss:2.63704	validation-mlogloss:2.63843
[3]	train-mlogloss:2.61532	validation-mlogloss:2.61754
[4]	train-mlogloss:2.59395	validation-mlogloss:2.59591
[5]	train-mlogloss:2.57342	validation-mlogloss:2.57608
[6]	train-mlogloss:2.55330	validation-mlogloss:2.55617
[7]	train-mlogloss:2.53455	validation-mlogloss:2.53767
[8]	train-mlogloss:2.51521	validation-mlogloss:2.51866
[9]	train-mlogloss:2.49718	validation-mlogloss:2.50045
[10]	train-mlogloss:2.48021	validation-mlogloss:2.48420
[11]	train-mlogloss:2.46345	validation-mlogloss:2.46790
[12]	train-mlogloss:2.44661	validation-mlogloss:2.45184
[13]	train-mlogloss:2.42958	validation-mlogloss:2.43522
[14]	train-mlogloss:2.41293	validation-mlogloss:2.41881
[15]	train-mlogloss:2.39628	validation-mlogloss:2.40247
[16]	train-mlogloss:2.38076	validation-mlogloss:2.38758
[17]	train-mlogloss:2.36590	validation-mlogloss:2.37345
[18]	train-mlogloss:2.35029	validation-mlogloss:2.35850
[19]	train-mlogloss:2.33526	validation-mlogloss:2.34412
[20]	train-mlogloss:2.32078	validation-mlogloss:2.32948
[21]	train-mlogloss:2.30636	validation-mlogloss:2.31520
[22]	train-mlogloss:2.29273	validation-mlogloss:2.30143
[23]	train-mlogloss:2.27906	validation-mlogloss:2.28812
[24]	train-mlogloss:2.26519	validation-mlogloss:2.27502
[25]	train-mlogloss:2.25236	validation-mlogloss:2.26302
[26]	train-mlogloss:2.23939	validation-mlogloss:2.25007
[27]	train-mlogloss:2.22639	validation-mlogloss:2.23794
[28]	train-mlogloss:2.21387	validation-mlogloss:2.22607
[29]	train-mlogloss:2.20154	validation-mlogloss:2.21423
[30]	train-mlogloss:2.18929	validation-mlogloss:2.20274
[31]	train-mlogloss:2.17718	validation-mlogloss:2.19085
[32]	train-mlogloss:2.16566	validation-mlogloss:2.17942
[33]	train-mlogloss:2.15462	validation-mlogloss:2.16806
[34]	train-mlogloss:2.14352	validation-mlogloss:2.15761
[35]	train-mlogloss:2.13213	validation-mlogloss:2.14667
[36]	train-mlogloss:2.12134	validation-mlogloss:2.13672
[37]	train-mlogloss:2.11057	validation-mlogloss:2.12615
[38]	train-mlogloss:2.10027	validation-mlogloss:2.11603
[39]	train-mlogloss:2.09046	validation-mlogloss:2.10635
[40]	train-mlogloss:2.08063	validation-mlogloss:2.09696
[41]	train-mlogloss:2.07066	validation-mlogloss:2.08799
[42]	train-mlogloss:2.06104	validation-mlogloss:2.07897
[43]	train-mlogloss:2.05146	validation-mlogloss:2.06987
[44]	train-mlogloss:2.04237	validation-mlogloss:2.06096
[45]	train-mlogloss:2.03303	validation-mlogloss:2.05200
[46]	train-mlogloss:2.02399	validation-mlogloss:2.04331
[47]	train-mlogloss:2.01509	validation-mlogloss:2.03467
[48]	train-mlogloss:2.00627	validation-mlogloss:2.02606
[49]	train-mlogloss:1.99755	validation-mlogloss:2.01770
[50]	train-mlogloss:1.98925	validation-mlogloss:2.00955
[51]	train-mlogloss:1.98058	validation-mlogloss:2.00083
[52]	train-mlogloss:1.97252	validation-mlogloss:1.99268
[53]	train-mlogloss:1.96433	validation-mlogloss:1.98455
[54]	train-mlogloss:1.95622	validation-mlogloss:1.97668
[55]	train-mlogloss:1.94879	validation-mlogloss:1.96909
[56]	train-mlogloss:1.94084	validation-mlogloss:1.96160
[57]	train-mlogloss:1.93329	validation-mlogloss:1.95442
[58]	train-mlogloss:1.92593	validation-mlogloss:1.94692
[59]	train-mlogloss:1.91846	validation-mlogloss:1.93967
[60]	train-mlogloss:1.91129	validation-mlogloss:1.93275
[61]	train-mlogloss:1.90400	validation-mlogloss:1.92573
[62]	train-mlogloss:1.89699	validation-mlogloss:1.91888
[63]	train-mlogloss:1.88994	validation-mlogloss:1.91197
[64]	train-mlogloss:1.88326	validation-mlogloss:1.90542
[65]	train-mlogloss:1.87620	validation-mlogloss:1.89866
[66]	train-mlogloss:1.86934	validation-mlogloss:1.89228
[67]	train-mlogloss:1.86271	validation-mlogloss:1.88595
[68]	train-mlogloss:1.85622	validation-mlogloss:1.87982
[69]	train-mlogloss:1.84989	validation-mlogloss:1.87376
[70]	train-mlogloss:1.84355	validation-mlogloss:1.86767
[71]	train-mlogloss:1.83722	validation-mlogloss:1.86134
[72]	train-mlogloss:1.83114	validation-mlogloss:1.85533
[73]	train-mlogloss:1.82492	validation-mlogloss:1.84931
[74]	train-mlogloss:1.81894	validation-mlogloss:1.84354
[75]	train-mlogloss:1.81315	validation-mlogloss:1.83780
[76]	train-mlogloss:1.80750	validation-mlogloss:1.83208
[77]	train-mlogloss:1.80171	validation-mlogloss:1.82630
[78]	train-mlogloss:1.79603	validation-mlogloss:1.82076
[79]	train-mlogloss:1.79037	validation-mlogloss:1.81527
[80]	train-mlogloss:1.78472	validation-mlogloss:1.80993
[81]	train-mlogloss:1.77924	validation-mlogloss:1.80493
[82]	train-mlogloss:1.77400	validation-mlogloss:1.80004
[83]	train-mlogloss:1.76859	validation-mlogloss:1.79483
[84]	train-mlogloss:1.76335	validation-mlogloss:1.78969
[85]	train-mlogloss:1.75805	validation-mlogloss:1.78460
[86]	train-mlogloss:1.75295	validation-mlogloss:1.77987
[87]	train-mlogloss:1.74797	validation-mlogloss:1.77524
[88]	train-mlogloss:1.74307	validation-mlogloss:1.77052
[89]	train-mlogloss:1.73808	validation-mlogloss:1.76577
[90]	train-mlogloss:1.73323	validation-mlogloss:1.76093
[91]	train-mlogloss:1.72830	validation-mlogloss:1.75633
[92]	train-mlogloss:1.72385	validation-mlogloss:1.75220
[93]	train-mlogloss:1.71920	validation-mlogloss:1.74793
[94]	train-mlogloss:1.71454	validation-mlogloss:1.74343
[95]	train-mlogloss:1.71005	validation-mlogloss:1.73911
[96]	train-mlogloss:1.70564	validation-mlogloss:1.73473
[97]	train-mlogloss:1.70117	validation-mlogloss:1.73045
[98]	train-mlogloss:1.69689	validation-mlogloss:1.72647
[99]	train-mlogloss:1.69252	validation-mlogloss:1.72238
[100]	train-mlogloss:1.68826	validation-mlogloss:1.71819
[101]	train-mlogloss:1.68399	validation-mlogloss:1.71431
[102]	train-mlogloss:1.67994	validation-mlogloss:1.71048
[103]	train-mlogloss:1.67577	validation-mlogloss:1.70638
[104]	train-mlogloss:1.67180	validation-mlogloss:1.70276
[105]	train-mlogloss:1.66777	validation-mlogloss:1.69904
[106]	train-mlogloss:1.66399	validation-mlogloss:1.69532
[107]	train-mlogloss:1.65977	validation-mlogloss:1.69150
[108]	train-mlogloss:1.65590	validation-mlogloss:1.68790
[109]	train-mlogloss:1.65201	validation-mlogloss:1.68415
[110]	train-mlogloss:1.64819	validation-mlogloss:1.68050
[111]	train-mlogloss:1.64436	validation-mlogloss:1.67688
[112]	train-mlogloss:1.64056	validation-mlogloss:1.67297
[113]	train-mlogloss:1.63683	validation-mlogloss:1.66950
[114]	train-mlogloss:1.63314	validation-mlogloss:1.66614
[115]	train-mlogloss:1.62950	validation-mlogloss:1.66264
[116]	train-mlogloss:1.62596	validation-mlogloss:1.65924
[117]	train-mlogloss:1.62245	validation-mlogloss:1.65581
[118]	train-mlogloss:1.61898	validation-mlogloss:1.65226
[119]	train-mlogloss:1.61552	validation-mlogloss:1.64907
[120]	train-mlogloss:1.61226	validation-mlogloss:1.64604
[121]	train-mlogloss:1.60885	validation-mlogloss:1.64287
[122]	train-mlogloss:1.60536	validation-mlogloss:1.63965
[123]	train-mlogloss:1.60188	validation-mlogloss:1.63651
[124]	train-mlogloss:1.59863	validation-mlogloss:1.63341
[125]	train-mlogloss:1.59562	validation-mlogloss:1.63047
[126]	train-mlogloss:1.59246	validation-mlogloss:1.62745
[127]	train-mlogloss:1.58933	validation-mlogloss:1.62444
[128]	train-mlogloss:1.58616	validation-mlogloss:1.62137
[129]	train-mlogloss:1.58305	validation-mlogloss:1.61838
[130]	train-mlogloss:1.57990	validation-mlogloss:1.61542
[131]	train-mlogloss:1.57682	validation-mlogloss:1.61265
[132]	train-mlogloss:1.57372	validation-mlogloss:1.60962
[133]	train-mlogloss:1.57078	validation-mlogloss:1.60705
[134]	train-mlogloss:1.56791	validation-mlogloss:1.60446
[135]	train-mlogloss:1.56496	validation-mlogloss:1.60178
[136]	train-mlogloss:1.56210	validation-mlogloss:1.59899
[137]	train-mlogloss:1.55928	validation-mlogloss:1.59636
[138]	train-mlogloss:1.55645	validation-mlogloss:1.59377
[139]	train-mlogloss:1.55361	validation-mlogloss:1.59123
[140]	train-mlogloss:1.55096	validation-mlogloss:1.58875
[141]	train-mlogloss:1.54833	validation-mlogloss:1.58603
[142]	train-mlogloss:1.54562	validation-mlogloss:1.58347
[143]	train-mlogloss:1.54293	validation-mlogloss:1.58094
[144]	train-mlogloss:1.54012	validation-mlogloss:1.57826
[145]	train-mlogloss:1.53734	validation-mlogloss:1.57589
[146]	train-mlogloss:1.53464	validation-mlogloss:1.57345
[147]	train-mlogloss:1.53209	validation-mlogloss:1.57123
[148]	train-mlogloss:1.52951	validation-mlogloss:1.56900
[149]	train-mlogloss:1.52715	validation-mlogloss:1.56672
[150]	train-mlogloss:1.52462	validation-mlogloss:1.56438
[151]	train-mlogloss:1.52204	validation-mlogloss:1.56203
[152]	train-mlogloss:1.51957	validation-mlogloss:1.55961
[153]	train-mlogloss:1.51715	validation-mlogloss:1.55733
[154]	train-mlogloss:1.51468	validation-mlogloss:1.55506
[155]	train-mlogloss:1.51222	validation-mlogloss:1.55281
[156]	train-mlogloss:1.50979	validation-mlogloss:1.55048
[157]	train-mlogloss:1.50750	validation-mlogloss:1.54831
[158]	train-mlogloss:1.50512	validation-mlogloss:1.54611
[159]	train-mlogloss:1.50270	validation-mlogloss:1.54409
[160]	train-mlogloss:1.50044	validation-mlogloss:1.54205
[161]	train-mlogloss:1.49821	validation-mlogloss:1.53993
[162]	train-mlogloss:1.49603	validation-mlogloss:1.53810
[163]	train-mlogloss:1.49355	validation-mlogloss:1.53588
[164]	train-mlogloss:1.49139	validation-mlogloss:1.53399
[165]	train-mlogloss:1.48919	validation-mlogloss:1.53200
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[168]	train-mlogloss:1.48284	validation-mlogloss:1.52649
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[170]	train-mlogloss:1.47849	validation-mlogloss:1.52279
[171]	train-mlogloss:1.47646	validation-mlogloss:1.52098
[172]	train-mlogloss:1.47443	validation-mlogloss:1.51921
[173]	train-mlogloss:1.47242	validation-mlogloss:1.51741
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[182]	train-mlogloss:1.45523	validation-mlogloss:1.50196
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[189]	train-mlogloss:1.44285	validation-mlogloss:1.49099
[190]	train-mlogloss:1.44114	validation-mlogloss:1.48964
[191]	train-mlogloss:1.43948	validation-mlogloss:1.48829
[192]	train-mlogloss:1.43788	validation-mlogloss:1.48681
[193]	train-mlogloss:1.43622	validation-mlogloss:1.48531
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[195]	train-mlogloss:1.43299	validation-mlogloss:1.48257
[196]	train-mlogloss:1.43128	validation-mlogloss:1.48107
[197]	train-mlogloss:1.42963	validation-mlogloss:1.47962
[198]	train-mlogloss:1.42802	validation-mlogloss:1.47821
[199]	train-mlogloss:1.42642	validation-mlogloss:1.47666
[200]	train-mlogloss:1.42492	validation-mlogloss:1.47526
[201]	train-mlogloss:1.42325	validation-mlogloss:1.47405
[202]	train-mlogloss:1.42170	validation-mlogloss:1.47275
[203]	train-mlogloss:1.42015	validation-mlogloss:1.47138
[204]	train-mlogloss:1.41861	validation-mlogloss:1.47013
[205]	train-mlogloss:1.41716	validation-mlogloss:1.46886
[206]	train-mlogloss:1.41569	validation-mlogloss:1.46769
[207]	train-mlogloss:1.41414	validation-mlogloss:1.46650
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[209]	train-mlogloss:1.41136	validation-mlogloss:1.46397
[210]	train-mlogloss:1.41001	validation-mlogloss:1.46271
[211]	train-mlogloss:1.40850	validation-mlogloss:1.46134
[212]	train-mlogloss:1.40705	validation-mlogloss:1.46005
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[215]	train-mlogloss:1.40285	validation-mlogloss:1.45633
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[219]	train-mlogloss:1.39728	validation-mlogloss:1.45205
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[221]	train-mlogloss:1.39455	validation-mlogloss:1.44993
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[562]	train-mlogloss:1.25833	validation-mlogloss:1.34297
[563]	train-mlogloss:1.25828	validation-mlogloss:1.34296
[564]	train-mlogloss:1.25820	validation-mlogloss:1.34287
[565]	train-mlogloss:1.25818	validation-mlogloss:1.34284
[566]	train-mlogloss:1.25814	validation-mlogloss:1.34280
[567]	train-mlogloss:1.25803	validation-mlogloss:1.34275
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[569]	train-mlogloss:1.25793	validation-mlogloss:1.34262
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[571]	train-mlogloss:1.25790	validation-mlogloss:1.34260
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[581]	train-mlogloss:1.25731	validation-mlogloss:1.34239
[582]	train-mlogloss:1.25719	validation-mlogloss:1.34233
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[642]	train-mlogloss:1.25397	validation-mlogloss:1.34035
[643]	train-mlogloss:1.25384	validation-mlogloss:1.34026
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[645]	train-mlogloss:1.25378	validation-mlogloss:1.34020
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[650]	train-mlogloss:1.25368	validation-mlogloss:1.34018
[651]	train-mlogloss:1.25361	validation-mlogloss:1.34009
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[653]	train-mlogloss:1.25359	validation-mlogloss:1.34008
[654]	train-mlogloss:1.25353	validation-mlogloss:1.34003
[655]	train-mlogloss:1.25352	validation-mlogloss:1.34002
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[663]	train-mlogloss:1.25299	validation-mlogloss:1.33961
[664]	train-mlogloss:1.25295	validation-mlogloss:1.33958
[665]	train-mlogloss:1.25291	validation-mlogloss:1.33954
[666]	train-mlogloss:1.25287	validation-mlogloss:1.33953
[667]	train-mlogloss:1.25287	validation-mlogloss:1.33953
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[670]	train-mlogloss:1.25281	validation-mlogloss:1.33951
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[672]	train-mlogloss:1.25273	validation-mlogloss:1.33947
[673]	train-mlogloss:1.25266	validation-mlogloss:1.33941
[674]	train-mlogloss:1.25263	validation-mlogloss:1.33938
[675]	train-mlogloss:1.25263	validation-mlogloss:1.33938
[676]	train-mlogloss:1.25260	validation-mlogloss:1.33934
[677]	train-mlogloss:1.25254	validation-mlogloss:1.33928
[678]	train-mlogloss:1.25253	validation-mlogloss:1.33927
[679]	train-mlogloss:1.25251	validation-mlogloss:1.33925
[680]	train-mlogloss:1.25251	validation-mlogloss:1.33925
[681]	train-mlogloss:1.25251	validation-mlogloss:1.33924
[682]	train-mlogloss:1.25247	validation-mlogloss:1.33925
[683]	train-mlogloss:1.25238	validation-mlogloss:1.33921
[684]	train-mlogloss:1.25235	validation-mlogloss:1.33918
[685]	train-mlogloss:1.25234	validation-mlogloss:1.33918
[686]	train-mlogloss:1.25222	validation-mlogloss:1.33913
[687]	train-mlogloss:1.25222	validation-mlogloss:1.33913
[688]	train-mlogloss:1.25222	validation-mlogloss:1.33913
[689]	train-mlogloss:1.25219	validation-mlogloss:1.33914
[690]	train-mlogloss:1.25216	validation-mlogloss:1.33912
[691]	train-mlogloss:1.25215	validation-mlogloss:1.33911
[692]	train-mlogloss:1.25215	validation-mlogloss:1.33911
[693]	train-mlogloss:1.25212	validation-mlogloss:1.33910
[694]	train-mlogloss:1.25212	validation-mlogloss:1.33910
[695]	train-mlogloss:1.25207	validation-mlogloss:1.33906
[696]	train-mlogloss:1.25202	validation-mlogloss:1.33905
[697]	train-mlogloss:1.25194	validation-mlogloss:1.33896
[698]	train-mlogloss:1.25193	validation-mlogloss:1.33896
[699]	train-mlogloss:1.25193	validation-mlogloss:1.33896
[700]	train-mlogloss:1.25193	validation-mlogloss:1.33897
[701]	train-mlogloss:1.25189	validation-mlogloss:1.33896
[702]	train-mlogloss:1.25184	validation-mlogloss:1.33891
[703]	train-mlogloss:1.25183	validation-mlogloss:1.33894
[704]	train-mlogloss:1.25183	validation-mlogloss:1.33894
[705]	train-mlogloss:1.25175	validation-mlogloss:1.33889
[706]	train-mlogloss:1.25171	validation-mlogloss:1.33889
[707]	train-mlogloss:1.25171	validation-mlogloss:1.33889
[708]	train-mlogloss:1.25169	validation-mlogloss:1.33888
[709]	train-mlogloss:1.25168	validation-mlogloss:1.33886
[710]	train-mlogloss:1.25162	validation-mlogloss:1.33883
[711]	train-mlogloss:1.25160	validation-mlogloss:1.33883
[712]	train-mlogloss:1.25160	validation-mlogloss:1.33883
[713]	train-mlogloss:1.25159	validation-mlogloss:1.33881
Saved model to disk.
2025-10-27 11:21:44.093399: 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`.
2025-10-27 11:21:44.106211: 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 00:00:1761560504.120096  535626 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560504.124339  535626 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560504.135599  535626 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560504.135623  535626 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560504.135626  535626 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560504.135629  535626 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:21:44.139019: 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:2.68493	validation-mlogloss:2.68524
[1]	train-mlogloss:2.66148	validation-mlogloss:2.66219
[2]	train-mlogloss:2.63974	validation-mlogloss:2.64096
[3]	train-mlogloss:2.61849	validation-mlogloss:2.62053
[4]	train-mlogloss:2.59694	validation-mlogloss:2.59866
[5]	train-mlogloss:2.57760	validation-mlogloss:2.57950
[6]	train-mlogloss:2.55771	validation-mlogloss:2.56011
[7]	train-mlogloss:2.53805	validation-mlogloss:2.54097
[8]	train-mlogloss:2.51849	validation-mlogloss:2.52210
[9]	train-mlogloss:2.49868	validation-mlogloss:2.50297
[10]	train-mlogloss:2.48037	validation-mlogloss:2.48562
[11]	train-mlogloss:2.46295	validation-mlogloss:2.46832
[12]	train-mlogloss:2.44534	validation-mlogloss:2.45080
[13]	train-mlogloss:2.42874	validation-mlogloss:2.43463
[14]	train-mlogloss:2.41163	validation-mlogloss:2.41769
[15]	train-mlogloss:2.39519	validation-mlogloss:2.40177
[16]	train-mlogloss:2.38036	validation-mlogloss:2.38726
[17]	train-mlogloss:2.36472	validation-mlogloss:2.37241
[18]	train-mlogloss:2.34880	validation-mlogloss:2.35703
[19]	train-mlogloss:2.33402	validation-mlogloss:2.34240
[20]	train-mlogloss:2.31942	validation-mlogloss:2.32828
[21]	train-mlogloss:2.30522	validation-mlogloss:2.31466
[22]	train-mlogloss:2.29134	validation-mlogloss:2.30085
[23]	train-mlogloss:2.27750	validation-mlogloss:2.28787
[24]	train-mlogloss:2.26391	validation-mlogloss:2.27509
[25]	train-mlogloss:2.25073	validation-mlogloss:2.26220
[26]	train-mlogloss:2.23754	validation-mlogloss:2.24927
[27]	train-mlogloss:2.22493	validation-mlogloss:2.23693
[28]	train-mlogloss:2.21245	validation-mlogloss:2.22414
[29]	train-mlogloss:2.20029	validation-mlogloss:2.21209
[30]	train-mlogloss:2.18849	validation-mlogloss:2.20100
[31]	train-mlogloss:2.17712	validation-mlogloss:2.18998
[32]	train-mlogloss:2.16584	validation-mlogloss:2.17936
[33]	train-mlogloss:2.15468	validation-mlogloss:2.16897
[34]	train-mlogloss:2.14375	validation-mlogloss:2.15869
[35]	train-mlogloss:2.13258	validation-mlogloss:2.14768
[36]	train-mlogloss:2.12182	validation-mlogloss:2.13699
[37]	train-mlogloss:2.11116	validation-mlogloss:2.12667
[38]	train-mlogloss:2.10093	validation-mlogloss:2.11677
[39]	train-mlogloss:2.09099	validation-mlogloss:2.10698
[40]	train-mlogloss:2.08130	validation-mlogloss:2.09713
[41]	train-mlogloss:2.07131	validation-mlogloss:2.08743
[42]	train-mlogloss:2.06197	validation-mlogloss:2.07774
[43]	train-mlogloss:2.05235	validation-mlogloss:2.06875
[44]	train-mlogloss:2.04302	validation-mlogloss:2.05960
[45]	train-mlogloss:2.03383	validation-mlogloss:2.05059
[46]	train-mlogloss:2.02504	validation-mlogloss:2.04200
[47]	train-mlogloss:2.01603	validation-mlogloss:2.03330
[48]	train-mlogloss:2.00721	validation-mlogloss:2.02476
[49]	train-mlogloss:1.99830	validation-mlogloss:2.01595
[50]	train-mlogloss:1.98972	validation-mlogloss:2.00768
[51]	train-mlogloss:1.98116	validation-mlogloss:1.99951
[52]	train-mlogloss:1.97303	validation-mlogloss:1.99119
[53]	train-mlogloss:1.96483	validation-mlogloss:1.98362
[54]	train-mlogloss:1.95668	validation-mlogloss:1.97595
[55]	train-mlogloss:1.94872	validation-mlogloss:1.96831
[56]	train-mlogloss:1.94117	validation-mlogloss:1.96100
[57]	train-mlogloss:1.93335	validation-mlogloss:1.95345
[58]	train-mlogloss:1.92580	validation-mlogloss:1.94626
[59]	train-mlogloss:1.91845	validation-mlogloss:1.93920
[60]	train-mlogloss:1.91140	validation-mlogloss:1.93213
[61]	train-mlogloss:1.90399	validation-mlogloss:1.92506
[62]	train-mlogloss:1.89690	validation-mlogloss:1.91820
[63]	train-mlogloss:1.88988	validation-mlogloss:1.91166
[64]	train-mlogloss:1.88297	validation-mlogloss:1.90506
[65]	train-mlogloss:1.87626	validation-mlogloss:1.89841
[66]	train-mlogloss:1.86968	validation-mlogloss:1.89185
[67]	train-mlogloss:1.86291	validation-mlogloss:1.88508
[68]	train-mlogloss:1.85663	validation-mlogloss:1.87905
[69]	train-mlogloss:1.85041	validation-mlogloss:1.87311
[70]	train-mlogloss:1.84418	validation-mlogloss:1.86704
[71]	train-mlogloss:1.83784	validation-mlogloss:1.86099
[72]	train-mlogloss:1.83158	validation-mlogloss:1.85501
[73]	train-mlogloss:1.82569	validation-mlogloss:1.84918
[74]	train-mlogloss:1.81988	validation-mlogloss:1.84340
[75]	train-mlogloss:1.81412	validation-mlogloss:1.83784
[76]	train-mlogloss:1.80829	validation-mlogloss:1.83210
[77]	train-mlogloss:1.80253	validation-mlogloss:1.82666
[78]	train-mlogloss:1.79696	validation-mlogloss:1.82155
[79]	train-mlogloss:1.79140	validation-mlogloss:1.81624
[80]	train-mlogloss:1.78593	validation-mlogloss:1.81098
[81]	train-mlogloss:1.78051	validation-mlogloss:1.80574
[82]	train-mlogloss:1.77516	validation-mlogloss:1.80037
[83]	train-mlogloss:1.76977	validation-mlogloss:1.79511
[84]	train-mlogloss:1.76464	validation-mlogloss:1.79000
[85]	train-mlogloss:1.75937	validation-mlogloss:1.78506
[86]	train-mlogloss:1.75453	validation-mlogloss:1.78041
[87]	train-mlogloss:1.74961	validation-mlogloss:1.77523
[88]	train-mlogloss:1.74464	validation-mlogloss:1.77087
[89]	train-mlogloss:1.73975	validation-mlogloss:1.76597
[90]	train-mlogloss:1.73483	validation-mlogloss:1.76129
[91]	train-mlogloss:1.72997	validation-mlogloss:1.75657
[92]	train-mlogloss:1.72519	validation-mlogloss:1.75199
[93]	train-mlogloss:1.72047	validation-mlogloss:1.74756
[94]	train-mlogloss:1.71573	validation-mlogloss:1.74293
[95]	train-mlogloss:1.71117	validation-mlogloss:1.73850
[96]	train-mlogloss:1.70654	validation-mlogloss:1.73413
[97]	train-mlogloss:1.70216	validation-mlogloss:1.72990
[98]	train-mlogloss:1.69782	validation-mlogloss:1.72564
[99]	train-mlogloss:1.69333	validation-mlogloss:1.72134
[100]	train-mlogloss:1.68903	validation-mlogloss:1.71736
[101]	train-mlogloss:1.68467	validation-mlogloss:1.71320
[102]	train-mlogloss:1.68053	validation-mlogloss:1.70942
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[706]	train-mlogloss:1.25261	validation-mlogloss:1.34140
[707]	train-mlogloss:1.25255	validation-mlogloss:1.34133
[708]	train-mlogloss:1.25254	validation-mlogloss:1.34132
[709]	train-mlogloss:1.25251	validation-mlogloss:1.34131
[710]	train-mlogloss:1.25249	validation-mlogloss:1.34130
[711]	train-mlogloss:1.25241	validation-mlogloss:1.34131
[712]	train-mlogloss:1.25241	validation-mlogloss:1.34131
[713]	train-mlogloss:1.25234	validation-mlogloss:1.34127
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.82 [%]
Global accuracy score (test) = 50.2 [%]
Global F1 score (train) = 62.89 [%]
Global F1 score (test) = 50.34 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.27      0.40      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.42      0.40      0.41       184
       CAMINAR USUAL SPEED       0.25      0.17      0.21       184
            CAMINAR ZIGZAG       0.59      0.53      0.56       184
          DE PIE BARRIENDO       0.54      0.48      0.51       184
   DE PIE DOBLANDO TOALLAS       0.43      0.47      0.45       184
    DE PIE MOVIENDO LIBROS       0.48      0.45      0.47       184
          DE PIE USANDO PC       0.60      0.66      0.63       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.88      0.64      0.74       184
           SENTADO LEYENDO       0.36      0.42      0.39       184
         SENTADO USANDO PC       0.43      0.29      0.34       184
      SENTADO VIENDO LA TV       0.46      0.39      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.67      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.50      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 7: 50.2 [%]
F1-score capturado en la ejecución 7: 50.34 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.7 [%]
Global accuracy score (test) = 50.31 [%]
Global F1 score (train) = 62.75 [%]
Global F1 score (test) = 50.48 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.27      0.38      0.31       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.39      0.41       184
       CAMINAR USUAL SPEED       0.30      0.23      0.26       184
            CAMINAR ZIGZAG       0.59      0.53      0.56       184
          DE PIE BARRIENDO       0.53      0.50      0.52       184
   DE PIE DOBLANDO TOALLAS       0.46      0.48      0.47       184
    DE PIE MOVIENDO LIBROS       0.48      0.45      0.46       184
          DE PIE USANDO PC       0.63      0.66      0.65       184
        FASE REPOSO CON K5       0.55      0.78      0.64       184
INCREMENTAL CICLOERGOMETRO       0.87      0.64      0.74       184
           SENTADO LEYENDO       0.34      0.43      0.38       184
         SENTADO USANDO PC       0.38      0.23      0.29       184
      SENTADO VIENDO LA TV       0.46      0.39      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.52      0.67      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.51      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 8: 50.31 [%]
F1-score capturado en la ejecución 8: 50.48 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.84 [%]
Global accuracy score (test) = 50.68 [%]
Global F1 score (train) = 62.91 [%]
Global F1 score (test) = 50.93 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.39      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.47      0.46      0.47       184
       CAMINAR USUAL SPEED       0.31      0.24      0.27       184
            CAMINAR ZIGZAG       0.58      0.54      0.56       184
          DE PIE BARRIENDO       0.56      0.49      0.53       184
   DE PIE DOBLANDO TOALLAS       0.41      0.45      0.43       184
    DE PIE MOVIENDO LIBROS       0.46      0.45      0.45       184
          DE PIE USANDO PC       0.64      0.67      0.65       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.90      0.63      0.74       184
           SENTADO LEYENDO       0.34      0.42      0.38       184
         SENTADO USANDO PC       0.40      0.26      0.32       184
      SENTADO VIENDO LA TV       0.45      0.38      0.41       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.66      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 9: 50.68 [%]
F1-score capturado en la ejecución 9: 50.93 [%]

=== EJECUCIÓN 10 ===

--- TRAIN (ejecución 10) ---

--- TEST (ejecución 10) ---
2025-10-27 11:22:31.218889: 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`.
2025-10-27 11:22:31.231374: 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 00:00:1761560551.245186  536564 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560551.249337  536564 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560551.260430  536564 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560551.260454  536564 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560551.260457  536564 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560551.260460  536564 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:22:31.263812: 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:2.68311	validation-mlogloss:2.68357
[1]	train-mlogloss:2.66048	validation-mlogloss:2.66125
[2]	train-mlogloss:2.63830	validation-mlogloss:2.63949
[3]	train-mlogloss:2.61580	validation-mlogloss:2.61745
[4]	train-mlogloss:2.59534	validation-mlogloss:2.59756
[5]	train-mlogloss:2.57514	validation-mlogloss:2.57801
[6]	train-mlogloss:2.55535	validation-mlogloss:2.55814
[7]	train-mlogloss:2.53600	validation-mlogloss:2.53932
[8]	train-mlogloss:2.51774	validation-mlogloss:2.52127
[9]	train-mlogloss:2.50006	validation-mlogloss:2.50391
[10]	train-mlogloss:2.48283	validation-mlogloss:2.48770
[11]	train-mlogloss:2.46460	validation-mlogloss:2.46957
[12]	train-mlogloss:2.44747	validation-mlogloss:2.45321
[13]	train-mlogloss:2.43008	validation-mlogloss:2.43709
[14]	train-mlogloss:2.41328	validation-mlogloss:2.42142
[15]	train-mlogloss:2.39678	validation-mlogloss:2.40533
[16]	train-mlogloss:2.38083	validation-mlogloss:2.39016
[17]	train-mlogloss:2.36485	validation-mlogloss:2.37466
[18]	train-mlogloss:2.34933	validation-mlogloss:2.35926
[19]	train-mlogloss:2.33448	validation-mlogloss:2.34491
[20]	train-mlogloss:2.32008	validation-mlogloss:2.33108
[21]	train-mlogloss:2.30583	validation-mlogloss:2.31746
[22]	train-mlogloss:2.29172	validation-mlogloss:2.30351
[23]	train-mlogloss:2.27792	validation-mlogloss:2.28988
[24]	train-mlogloss:2.26436	validation-mlogloss:2.27642
[25]	train-mlogloss:2.25104	validation-mlogloss:2.26351
[26]	train-mlogloss:2.23821	validation-mlogloss:2.25072
[27]	train-mlogloss:2.22550	validation-mlogloss:2.23813
[28]	train-mlogloss:2.21289	validation-mlogloss:2.22569
[29]	train-mlogloss:2.20062	validation-mlogloss:2.21416
[30]	train-mlogloss:2.18914	validation-mlogloss:2.20274
[31]	train-mlogloss:2.17737	validation-mlogloss:2.19152
[32]	train-mlogloss:2.16627	validation-mlogloss:2.18079
[33]	train-mlogloss:2.15475	validation-mlogloss:2.17004
[34]	train-mlogloss:2.14343	validation-mlogloss:2.15922
[35]	train-mlogloss:2.13256	validation-mlogloss:2.14863
[36]	train-mlogloss:2.12197	validation-mlogloss:2.13767
[37]	train-mlogloss:2.11120	validation-mlogloss:2.12730
[38]	train-mlogloss:2.10071	validation-mlogloss:2.11731
[39]	train-mlogloss:2.09035	validation-mlogloss:2.10687
[40]	train-mlogloss:2.08032	validation-mlogloss:2.09700
[41]	train-mlogloss:2.07047	validation-mlogloss:2.08748
[42]	train-mlogloss:2.06114	validation-mlogloss:2.07881
[43]	train-mlogloss:2.05159	validation-mlogloss:2.06936
[44]	train-mlogloss:2.04200	validation-mlogloss:2.06065
[45]	train-mlogloss:2.03275	validation-mlogloss:2.05154
[46]	train-mlogloss:2.02370	validation-mlogloss:2.04292
[47]	train-mlogloss:2.01500	validation-mlogloss:2.03451
[48]	train-mlogloss:2.00643	validation-mlogloss:2.02610
[49]	train-mlogloss:1.99765	validation-mlogloss:2.01727
[50]	train-mlogloss:1.98931	validation-mlogloss:2.00932
[51]	train-mlogloss:1.98113	validation-mlogloss:2.00185
[52]	train-mlogloss:1.97266	validation-mlogloss:1.99367
[53]	train-mlogloss:1.96439	validation-mlogloss:1.98543
[54]	train-mlogloss:1.95661	validation-mlogloss:1.97824
[55]	train-mlogloss:1.94888	validation-mlogloss:1.97028
[56]	train-mlogloss:1.94123	validation-mlogloss:1.96269
[57]	train-mlogloss:1.93392	validation-mlogloss:1.95559
[58]	train-mlogloss:1.92641	validation-mlogloss:1.94828
[59]	train-mlogloss:1.91918	validation-mlogloss:1.94109
[60]	train-mlogloss:1.91203	validation-mlogloss:1.93377
[61]	train-mlogloss:1.90479	validation-mlogloss:1.92674
[62]	train-mlogloss:1.89775	validation-mlogloss:1.92031
[63]	train-mlogloss:1.89067	validation-mlogloss:1.91333
[64]	train-mlogloss:1.88386	validation-mlogloss:1.90678
[65]	train-mlogloss:1.87694	validation-mlogloss:1.90029
[66]	train-mlogloss:1.87041	validation-mlogloss:1.89417
[67]	train-mlogloss:1.86357	validation-mlogloss:1.88753
[68]	train-mlogloss:1.85706	validation-mlogloss:1.88125
[69]	train-mlogloss:1.85048	validation-mlogloss:1.87495
[70]	train-mlogloss:1.84414	validation-mlogloss:1.86891
[71]	train-mlogloss:1.83824	validation-mlogloss:1.86324
[72]	train-mlogloss:1.83204	validation-mlogloss:1.85749
[73]	train-mlogloss:1.82600	validation-mlogloss:1.85179
[74]	train-mlogloss:1.82014	validation-mlogloss:1.84622
[75]	train-mlogloss:1.81444	validation-mlogloss:1.84076
[76]	train-mlogloss:1.80876	validation-mlogloss:1.83520
[77]	train-mlogloss:1.80297	validation-mlogloss:1.82973
[78]	train-mlogloss:1.79741	validation-mlogloss:1.82403
[79]	train-mlogloss:1.79169	validation-mlogloss:1.81806
[80]	train-mlogloss:1.78608	validation-mlogloss:1.81249
[81]	train-mlogloss:1.78062	validation-mlogloss:1.80718
[82]	train-mlogloss:1.77536	validation-mlogloss:1.80209
[83]	train-mlogloss:1.77008	validation-mlogloss:1.79699
[84]	train-mlogloss:1.76488	validation-mlogloss:1.79204
[85]	train-mlogloss:1.75986	validation-mlogloss:1.78752
[86]	train-mlogloss:1.75486	validation-mlogloss:1.78269
[87]	train-mlogloss:1.74975	validation-mlogloss:1.77798
[88]	train-mlogloss:1.74479	validation-mlogloss:1.77302
[89]	train-mlogloss:1.74005	validation-mlogloss:1.76832
[90]	train-mlogloss:1.73528	validation-mlogloss:1.76375
[91]	train-mlogloss:1.73037	validation-mlogloss:1.75899
[92]	train-mlogloss:1.72572	validation-mlogloss:1.75460
[93]	train-mlogloss:1.72098	validation-mlogloss:1.74980
[94]	train-mlogloss:1.71644	validation-mlogloss:1.74548
[95]	train-mlogloss:1.71184	validation-mlogloss:1.74110
[96]	train-mlogloss:1.70713	validation-mlogloss:1.73661
[97]	train-mlogloss:1.70269	validation-mlogloss:1.73221
[98]	train-mlogloss:1.69840	validation-mlogloss:1.72803
[99]	train-mlogloss:1.69403	validation-mlogloss:1.72384
[100]	train-mlogloss:1.68986	validation-mlogloss:1.71984
[101]	train-mlogloss:1.68556	validation-mlogloss:1.71560
[102]	train-mlogloss:1.68128	validation-mlogloss:1.71144
[103]	train-mlogloss:1.67714	validation-mlogloss:1.70746
[104]	train-mlogloss:1.67304	validation-mlogloss:1.70365
[105]	train-mlogloss:1.66898	validation-mlogloss:1.69971
[106]	train-mlogloss:1.66488	validation-mlogloss:1.69578
[107]	train-mlogloss:1.66102	validation-mlogloss:1.69192
[108]	train-mlogloss:1.65716	validation-mlogloss:1.68838
[109]	train-mlogloss:1.65326	validation-mlogloss:1.68487
[110]	train-mlogloss:1.64956	validation-mlogloss:1.68129
[111]	train-mlogloss:1.64570	validation-mlogloss:1.67772
[112]	train-mlogloss:1.64188	validation-mlogloss:1.67413
[113]	train-mlogloss:1.63816	validation-mlogloss:1.67044
[114]	train-mlogloss:1.63453	validation-mlogloss:1.66703
[115]	train-mlogloss:1.63097	validation-mlogloss:1.66353
[116]	train-mlogloss:1.62736	validation-mlogloss:1.66029
[117]	train-mlogloss:1.62391	validation-mlogloss:1.65711
[118]	train-mlogloss:1.62051	validation-mlogloss:1.65367
[119]	train-mlogloss:1.61708	validation-mlogloss:1.65045
[120]	train-mlogloss:1.61370	validation-mlogloss:1.64742
[121]	train-mlogloss:1.61036	validation-mlogloss:1.64404
[122]	train-mlogloss:1.60704	validation-mlogloss:1.64080
[123]	train-mlogloss:1.60386	validation-mlogloss:1.63789
[124]	train-mlogloss:1.60052	validation-mlogloss:1.63486
[125]	train-mlogloss:1.59716	validation-mlogloss:1.63165
[126]	train-mlogloss:1.59396	validation-mlogloss:1.62866
[127]	train-mlogloss:1.59059	validation-mlogloss:1.62551
[128]	train-mlogloss:1.58738	validation-mlogloss:1.62252
[129]	train-mlogloss:1.58426	validation-mlogloss:1.61968
[130]	train-mlogloss:1.58127	validation-mlogloss:1.61708
[131]	train-mlogloss:1.57814	validation-mlogloss:1.61422
[132]	train-mlogloss:1.57501	validation-mlogloss:1.61108
[133]	train-mlogloss:1.57211	validation-mlogloss:1.60842
[134]	train-mlogloss:1.56904	validation-mlogloss:1.60565
[135]	train-mlogloss:1.56633	validation-mlogloss:1.60289
[136]	train-mlogloss:1.56340	validation-mlogloss:1.60018
[137]	train-mlogloss:1.56071	validation-mlogloss:1.59768
[138]	train-mlogloss:1.55793	validation-mlogloss:1.59496
[139]	train-mlogloss:1.55506	validation-mlogloss:1.59215
[140]	train-mlogloss:1.55223	validation-mlogloss:1.58972
[141]	train-mlogloss:1.54943	validation-mlogloss:1.58707
[142]	train-mlogloss:1.54682	validation-mlogloss:1.58473
[143]	train-mlogloss:1.54408	validation-mlogloss:1.58236
[144]	train-mlogloss:1.54144	validation-mlogloss:1.58004
[145]	train-mlogloss:1.53877	validation-mlogloss:1.57741
[146]	train-mlogloss:1.53617	validation-mlogloss:1.57502
[147]	train-mlogloss:1.53359	validation-mlogloss:1.57258
[148]	train-mlogloss:1.53102	validation-mlogloss:1.57023
[149]	train-mlogloss:1.52850	validation-mlogloss:1.56790
[150]	train-mlogloss:1.52606	validation-mlogloss:1.56570
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[556]	train-mlogloss:1.25986	validation-mlogloss:1.34600
[557]	train-mlogloss:1.25977	validation-mlogloss:1.34590
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[559]	train-mlogloss:1.25973	validation-mlogloss:1.34587
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[562]	train-mlogloss:1.25962	validation-mlogloss:1.34580
[563]	train-mlogloss:1.25962	validation-mlogloss:1.34580
[564]	train-mlogloss:1.25960	validation-mlogloss:1.34577
[565]	train-mlogloss:1.25960	validation-mlogloss:1.34578
[566]	train-mlogloss:1.25950	validation-mlogloss:1.34572
[567]	train-mlogloss:1.25937	validation-mlogloss:1.34575
[568]	train-mlogloss:1.25934	validation-mlogloss:1.34574
[569]	train-mlogloss:1.25933	validation-mlogloss:1.34572
[570]	train-mlogloss:1.25922	validation-mlogloss:1.34557
[571]	train-mlogloss:1.25916	validation-mlogloss:1.34549
[572]	train-mlogloss:1.25911	validation-mlogloss:1.34549
[573]	train-mlogloss:1.25904	validation-mlogloss:1.34544
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[575]	train-mlogloss:1.25899	validation-mlogloss:1.34542
[576]	train-mlogloss:1.25889	validation-mlogloss:1.34538
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[579]	train-mlogloss:1.25870	validation-mlogloss:1.34529
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[581]	train-mlogloss:1.25861	validation-mlogloss:1.34522
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[642]	train-mlogloss:1.25580	validation-mlogloss:1.34351
[643]	train-mlogloss:1.25576	validation-mlogloss:1.34350
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[651]	train-mlogloss:1.25546	validation-mlogloss:1.34331
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[655]	train-mlogloss:1.25524	validation-mlogloss:1.34313
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[659]	train-mlogloss:1.25519	validation-mlogloss:1.34317
[660]	train-mlogloss:1.25513	validation-mlogloss:1.34306
[661]	train-mlogloss:1.25509	validation-mlogloss:1.34304
[662]	train-mlogloss:1.25504	validation-mlogloss:1.34297
[663]	train-mlogloss:1.25494	validation-mlogloss:1.34293
[664]	train-mlogloss:1.25494	validation-mlogloss:1.34293
[665]	train-mlogloss:1.25488	validation-mlogloss:1.34290
[666]	train-mlogloss:1.25483	validation-mlogloss:1.34290
[667]	train-mlogloss:1.25483	validation-mlogloss:1.34290
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[669]	train-mlogloss:1.25476	validation-mlogloss:1.34281
[670]	train-mlogloss:1.25471	validation-mlogloss:1.34274
[671]	train-mlogloss:1.25466	validation-mlogloss:1.34270
[672]	train-mlogloss:1.25466	validation-mlogloss:1.34270
[673]	train-mlogloss:1.25461	validation-mlogloss:1.34268
[674]	train-mlogloss:1.25461	validation-mlogloss:1.34268
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[676]	train-mlogloss:1.25453	validation-mlogloss:1.34260
[677]	train-mlogloss:1.25452	validation-mlogloss:1.34260
[678]	train-mlogloss:1.25448	validation-mlogloss:1.34257
[679]	train-mlogloss:1.25447	validation-mlogloss:1.34255
[680]	train-mlogloss:1.25443	validation-mlogloss:1.34253
[681]	train-mlogloss:1.25440	validation-mlogloss:1.34251
[682]	train-mlogloss:1.25439	validation-mlogloss:1.34250
[683]	train-mlogloss:1.25436	validation-mlogloss:1.34248
[684]	train-mlogloss:1.25436	validation-mlogloss:1.34249
[685]	train-mlogloss:1.25427	validation-mlogloss:1.34245
[686]	train-mlogloss:1.25422	validation-mlogloss:1.34246
[687]	train-mlogloss:1.25421	validation-mlogloss:1.34243
[688]	train-mlogloss:1.25421	validation-mlogloss:1.34243
[689]	train-mlogloss:1.25416	validation-mlogloss:1.34236
[690]	train-mlogloss:1.25416	validation-mlogloss:1.34236
[691]	train-mlogloss:1.25416	validation-mlogloss:1.34236
[692]	train-mlogloss:1.25413	validation-mlogloss:1.34234
[693]	train-mlogloss:1.25407	validation-mlogloss:1.34236
[694]	train-mlogloss:1.25399	validation-mlogloss:1.34234
[695]	train-mlogloss:1.25395	validation-mlogloss:1.34229
[696]	train-mlogloss:1.25392	validation-mlogloss:1.34226
[697]	train-mlogloss:1.25391	validation-mlogloss:1.34225
[698]	train-mlogloss:1.25383	validation-mlogloss:1.34224
[699]	train-mlogloss:1.25376	validation-mlogloss:1.34220
[700]	train-mlogloss:1.25373	validation-mlogloss:1.34215
[701]	train-mlogloss:1.25370	validation-mlogloss:1.34213
[702]	train-mlogloss:1.25368	validation-mlogloss:1.34211
[703]	train-mlogloss:1.25364	validation-mlogloss:1.34208
[704]	train-mlogloss:1.25363	validation-mlogloss:1.34208
[705]	train-mlogloss:1.25354	validation-mlogloss:1.34203
[706]	train-mlogloss:1.25354	validation-mlogloss:1.34203
[707]	train-mlogloss:1.25354	validation-mlogloss:1.34203
[708]	train-mlogloss:1.25346	validation-mlogloss:1.34207
[709]	train-mlogloss:1.25346	validation-mlogloss:1.34207
[710]	train-mlogloss:1.25346	validation-mlogloss:1.34207
[711]	train-mlogloss:1.25337	validation-mlogloss:1.34203
[712]	train-mlogloss:1.25334	validation-mlogloss:1.34202
[713]	train-mlogloss:1.25331	validation-mlogloss:1.34200
Saved model to disk.
2025-10-27 11:23:19.051537: 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`.
2025-10-27 11:23:19.064324: 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 00:00:1761560599.078113  537471 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560599.082492  537471 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560599.093400  537471 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560599.093424  537471 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560599.093428  537471 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560599.093430  537471 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:23:19.096849: 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:2.68404	validation-mlogloss:2.68394
[1]	train-mlogloss:2.66015	validation-mlogloss:2.66074
[2]	train-mlogloss:2.63882	validation-mlogloss:2.63979
[3]	train-mlogloss:2.61781	validation-mlogloss:2.61888
[4]	train-mlogloss:2.59580	validation-mlogloss:2.59691
[5]	train-mlogloss:2.57410	validation-mlogloss:2.57569
[6]	train-mlogloss:2.55364	validation-mlogloss:2.55557
[7]	train-mlogloss:2.53429	validation-mlogloss:2.53665
[8]	train-mlogloss:2.51457	validation-mlogloss:2.51732
[9]	train-mlogloss:2.49539	validation-mlogloss:2.49854
[10]	train-mlogloss:2.47694	validation-mlogloss:2.48053
[11]	train-mlogloss:2.45931	validation-mlogloss:2.46332
[12]	train-mlogloss:2.44186	validation-mlogloss:2.44733
[13]	train-mlogloss:2.42460	validation-mlogloss:2.43057
[14]	train-mlogloss:2.40843	validation-mlogloss:2.41464
[15]	train-mlogloss:2.39183	validation-mlogloss:2.39877
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[619]	train-mlogloss:1.25609	validation-mlogloss:1.34087
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[623]	train-mlogloss:1.25596	validation-mlogloss:1.34082
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[631]	train-mlogloss:1.25546	validation-mlogloss:1.34047
[632]	train-mlogloss:1.25538	validation-mlogloss:1.34038
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[634]	train-mlogloss:1.25532	validation-mlogloss:1.34029
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[637]	train-mlogloss:1.25518	validation-mlogloss:1.34022
[638]	train-mlogloss:1.25518	validation-mlogloss:1.34022
[639]	train-mlogloss:1.25511	validation-mlogloss:1.34015
[640]	train-mlogloss:1.25510	validation-mlogloss:1.34014
[641]	train-mlogloss:1.25508	validation-mlogloss:1.34012
[642]	train-mlogloss:1.25503	validation-mlogloss:1.34009
[643]	train-mlogloss:1.25498	validation-mlogloss:1.34004
[644]	train-mlogloss:1.25495	validation-mlogloss:1.33998
[645]	train-mlogloss:1.25495	validation-mlogloss:1.33998
[646]	train-mlogloss:1.25492	validation-mlogloss:1.33997
[647]	train-mlogloss:1.25491	validation-mlogloss:1.33997
[648]	train-mlogloss:1.25486	validation-mlogloss:1.33997
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[650]	train-mlogloss:1.25478	validation-mlogloss:1.33988
[651]	train-mlogloss:1.25477	validation-mlogloss:1.33986
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[662]	train-mlogloss:1.25430	validation-mlogloss:1.33962
[663]	train-mlogloss:1.25430	validation-mlogloss:1.33962
[664]	train-mlogloss:1.25424	validation-mlogloss:1.33958
[665]	train-mlogloss:1.25412	validation-mlogloss:1.33953
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[674]	train-mlogloss:1.25380	validation-mlogloss:1.33935
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[678]	train-mlogloss:1.25356	validation-mlogloss:1.33912
[679]	train-mlogloss:1.25353	validation-mlogloss:1.33907
[680]	train-mlogloss:1.25347	validation-mlogloss:1.33910
[681]	train-mlogloss:1.25344	validation-mlogloss:1.33909
[682]	train-mlogloss:1.25343	validation-mlogloss:1.33907
[683]	train-mlogloss:1.25336	validation-mlogloss:1.33904
[684]	train-mlogloss:1.25332	validation-mlogloss:1.33901
[685]	train-mlogloss:1.25329	validation-mlogloss:1.33901
[686]	train-mlogloss:1.25329	validation-mlogloss:1.33901
[687]	train-mlogloss:1.25329	validation-mlogloss:1.33901
[688]	train-mlogloss:1.25323	validation-mlogloss:1.33898
[689]	train-mlogloss:1.25313	validation-mlogloss:1.33891
[690]	train-mlogloss:1.25307	validation-mlogloss:1.33892
[691]	train-mlogloss:1.25307	validation-mlogloss:1.33892
[692]	train-mlogloss:1.25305	validation-mlogloss:1.33892
[693]	train-mlogloss:1.25305	validation-mlogloss:1.33892
[694]	train-mlogloss:1.25304	validation-mlogloss:1.33890
[695]	train-mlogloss:1.25289	validation-mlogloss:1.33879
[696]	train-mlogloss:1.25283	validation-mlogloss:1.33873
[697]	train-mlogloss:1.25283	validation-mlogloss:1.33873
[698]	train-mlogloss:1.25283	validation-mlogloss:1.33873
[699]	train-mlogloss:1.25281	validation-mlogloss:1.33872
[700]	train-mlogloss:1.25274	validation-mlogloss:1.33869
[701]	train-mlogloss:1.25267	validation-mlogloss:1.33865
[702]	train-mlogloss:1.25264	validation-mlogloss:1.33860
[703]	train-mlogloss:1.25264	validation-mlogloss:1.33860
[704]	train-mlogloss:1.25259	validation-mlogloss:1.33856
[705]	train-mlogloss:1.25257	validation-mlogloss:1.33852
[706]	train-mlogloss:1.25257	validation-mlogloss:1.33852
[707]	train-mlogloss:1.25252	validation-mlogloss:1.33851
[708]	train-mlogloss:1.25250	validation-mlogloss:1.33846
[709]	train-mlogloss:1.25245	validation-mlogloss:1.33841
[710]	train-mlogloss:1.25243	validation-mlogloss:1.33842
[711]	train-mlogloss:1.25243	validation-mlogloss:1.33842
[712]	train-mlogloss:1.25241	validation-mlogloss:1.33838
[713]	train-mlogloss:1.25235	validation-mlogloss:1.33834
Saved model to disk.
2025-10-27 11:24:06.287794: 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`.
2025-10-27 11:24:06.300331: 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 00:00:1761560646.313964  538426 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560646.318279  538426 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560646.329104  538426 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560646.329127  538426 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560646.329131  538426 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560646.329133  538426 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:24:06.332503: 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:2.66225	validation-mlogloss:2.66353
[2]	train-mlogloss:2.64085	validation-mlogloss:2.64259
[3]	train-mlogloss:2.61875	validation-mlogloss:2.62144
[4]	train-mlogloss:2.59738	validation-mlogloss:2.60031
[5]	train-mlogloss:2.57725	validation-mlogloss:2.58058
[6]	train-mlogloss:2.55682	validation-mlogloss:2.56063
[7]	train-mlogloss:2.53803	validation-mlogloss:2.54214
[8]	train-mlogloss:2.51845	validation-mlogloss:2.52290
[9]	train-mlogloss:2.49954	validation-mlogloss:2.50436
[10]	train-mlogloss:2.48175	validation-mlogloss:2.48662
[11]	train-mlogloss:2.46340	validation-mlogloss:2.46848
[12]	train-mlogloss:2.44590	validation-mlogloss:2.45139
[13]	train-mlogloss:2.42822	validation-mlogloss:2.43496
[14]	train-mlogloss:2.41136	validation-mlogloss:2.41904
[15]	train-mlogloss:2.39515	validation-mlogloss:2.40337
[16]	train-mlogloss:2.37900	validation-mlogloss:2.38751
[17]	train-mlogloss:2.36320	validation-mlogloss:2.37136
[18]	train-mlogloss:2.34740	validation-mlogloss:2.35613
[19]	train-mlogloss:2.33258	validation-mlogloss:2.34174
[20]	train-mlogloss:2.31824	validation-mlogloss:2.32776
[21]	train-mlogloss:2.30374	validation-mlogloss:2.31378
[22]	train-mlogloss:2.28951	validation-mlogloss:2.30003
[23]	train-mlogloss:2.27578	validation-mlogloss:2.28693
[24]	train-mlogloss:2.26236	validation-mlogloss:2.27407
[25]	train-mlogloss:2.24960	validation-mlogloss:2.26148
[26]	train-mlogloss:2.23659	validation-mlogloss:2.24921
[27]	train-mlogloss:2.22424	validation-mlogloss:2.23681
[28]	train-mlogloss:2.21163	validation-mlogloss:2.22426
[29]	train-mlogloss:2.19952	validation-mlogloss:2.21253
[30]	train-mlogloss:2.18780	validation-mlogloss:2.20128
[31]	train-mlogloss:2.17627	validation-mlogloss:2.18996
[32]	train-mlogloss:2.16460	validation-mlogloss:2.17886
[33]	train-mlogloss:2.15331	validation-mlogloss:2.16798
[34]	train-mlogloss:2.14230	validation-mlogloss:2.15716
[35]	train-mlogloss:2.13126	validation-mlogloss:2.14621
[36]	train-mlogloss:2.12071	validation-mlogloss:2.13616
[37]	train-mlogloss:2.11026	validation-mlogloss:2.12590
[38]	train-mlogloss:2.09985	validation-mlogloss:2.11581
[39]	train-mlogloss:2.08984	validation-mlogloss:2.10629
[40]	train-mlogloss:2.07995	validation-mlogloss:2.09646
[41]	train-mlogloss:2.07023	validation-mlogloss:2.08761
[42]	train-mlogloss:2.06043	validation-mlogloss:2.07811
[43]	train-mlogloss:2.05108	validation-mlogloss:2.06913
[44]	train-mlogloss:2.04187	validation-mlogloss:2.05999
[45]	train-mlogloss:2.03262	validation-mlogloss:2.05089
[46]	train-mlogloss:2.02385	validation-mlogloss:2.04223
[47]	train-mlogloss:2.01500	validation-mlogloss:2.03350
[48]	train-mlogloss:2.00641	validation-mlogloss:2.02511
[49]	train-mlogloss:1.99778	validation-mlogloss:2.01695
[50]	train-mlogloss:1.98933	validation-mlogloss:2.00904
[51]	train-mlogloss:1.98097	validation-mlogloss:2.00126
[52]	train-mlogloss:1.97279	validation-mlogloss:1.99341
[53]	train-mlogloss:1.96476	validation-mlogloss:1.98538
[54]	train-mlogloss:1.95656	validation-mlogloss:1.97736
[55]	train-mlogloss:1.94878	validation-mlogloss:1.96992
[56]	train-mlogloss:1.94120	validation-mlogloss:1.96251
[57]	train-mlogloss:1.93379	validation-mlogloss:1.95510
[58]	train-mlogloss:1.92646	validation-mlogloss:1.94782
[59]	train-mlogloss:1.91931	validation-mlogloss:1.94123
[60]	train-mlogloss:1.91193	validation-mlogloss:1.93433
[61]	train-mlogloss:1.90467	validation-mlogloss:1.92743
[62]	train-mlogloss:1.89756	validation-mlogloss:1.92066
[63]	train-mlogloss:1.89068	validation-mlogloss:1.91381
[64]	train-mlogloss:1.88382	validation-mlogloss:1.90706
[65]	train-mlogloss:1.87691	validation-mlogloss:1.90032
[66]	train-mlogloss:1.87006	validation-mlogloss:1.89364
[67]	train-mlogloss:1.86337	validation-mlogloss:1.88707
[68]	train-mlogloss:1.85696	validation-mlogloss:1.88086
[69]	train-mlogloss:1.85053	validation-mlogloss:1.87460
[70]	train-mlogloss:1.84432	validation-mlogloss:1.86837
[71]	train-mlogloss:1.83781	validation-mlogloss:1.86197
[72]	train-mlogloss:1.83145	validation-mlogloss:1.85589
[73]	train-mlogloss:1.82558	validation-mlogloss:1.85002
[74]	train-mlogloss:1.81960	validation-mlogloss:1.84445
[75]	train-mlogloss:1.81393	validation-mlogloss:1.83895
[76]	train-mlogloss:1.80824	validation-mlogloss:1.83334
[77]	train-mlogloss:1.80243	validation-mlogloss:1.82748
[78]	train-mlogloss:1.79695	validation-mlogloss:1.82203
[79]	train-mlogloss:1.79124	validation-mlogloss:1.81663
[80]	train-mlogloss:1.78551	validation-mlogloss:1.81100
[81]	train-mlogloss:1.78015	validation-mlogloss:1.80592
[82]	train-mlogloss:1.77479	validation-mlogloss:1.80073
[83]	train-mlogloss:1.76966	validation-mlogloss:1.79577
[84]	train-mlogloss:1.76426	validation-mlogloss:1.79075
[85]	train-mlogloss:1.75910	validation-mlogloss:1.78572
[86]	train-mlogloss:1.75402	validation-mlogloss:1.78086
[87]	train-mlogloss:1.74899	validation-mlogloss:1.77590
[88]	train-mlogloss:1.74421	validation-mlogloss:1.77120
[89]	train-mlogloss:1.73944	validation-mlogloss:1.76668
[90]	train-mlogloss:1.73463	validation-mlogloss:1.76225
[91]	train-mlogloss:1.72976	validation-mlogloss:1.75753
[92]	train-mlogloss:1.72506	validation-mlogloss:1.75309
[93]	train-mlogloss:1.72039	validation-mlogloss:1.74882
[94]	train-mlogloss:1.71574	validation-mlogloss:1.74434
[95]	train-mlogloss:1.71129	validation-mlogloss:1.74016
[96]	train-mlogloss:1.70679	validation-mlogloss:1.73589
[97]	train-mlogloss:1.70219	validation-mlogloss:1.73143
[98]	train-mlogloss:1.69791	validation-mlogloss:1.72719
[99]	train-mlogloss:1.69355	validation-mlogloss:1.72310
[100]	train-mlogloss:1.68941	validation-mlogloss:1.71892
[101]	train-mlogloss:1.68531	validation-mlogloss:1.71507
[102]	train-mlogloss:1.68131	validation-mlogloss:1.71113
[103]	train-mlogloss:1.67712	validation-mlogloss:1.70724
[104]	train-mlogloss:1.67318	validation-mlogloss:1.70333
[105]	train-mlogloss:1.66894	validation-mlogloss:1.69910
[106]	train-mlogloss:1.66489	validation-mlogloss:1.69525
[107]	train-mlogloss:1.66079	validation-mlogloss:1.69167
[108]	train-mlogloss:1.65685	validation-mlogloss:1.68783
[109]	train-mlogloss:1.65296	validation-mlogloss:1.68400
[110]	train-mlogloss:1.64908	validation-mlogloss:1.68025
[111]	train-mlogloss:1.64524	validation-mlogloss:1.67683
[112]	train-mlogloss:1.64153	validation-mlogloss:1.67308
[113]	train-mlogloss:1.63785	validation-mlogloss:1.66969
[114]	train-mlogloss:1.63427	validation-mlogloss:1.66636
[115]	train-mlogloss:1.63073	validation-mlogloss:1.66288
[116]	train-mlogloss:1.62713	validation-mlogloss:1.65956
[117]	train-mlogloss:1.62372	validation-mlogloss:1.65624
[118]	train-mlogloss:1.62028	validation-mlogloss:1.65276
[119]	train-mlogloss:1.61674	validation-mlogloss:1.64947
[120]	train-mlogloss:1.61338	validation-mlogloss:1.64645
[121]	train-mlogloss:1.60997	validation-mlogloss:1.64319
[122]	train-mlogloss:1.60662	validation-mlogloss:1.64003
[123]	train-mlogloss:1.60336	validation-mlogloss:1.63698
[124]	train-mlogloss:1.60003	validation-mlogloss:1.63394
[125]	train-mlogloss:1.59666	validation-mlogloss:1.63084
[126]	train-mlogloss:1.59352	validation-mlogloss:1.62795
[127]	train-mlogloss:1.59016	validation-mlogloss:1.62476
[128]	train-mlogloss:1.58695	validation-mlogloss:1.62172
[129]	train-mlogloss:1.58373	validation-mlogloss:1.61865
[130]	train-mlogloss:1.58065	validation-mlogloss:1.61587
[131]	train-mlogloss:1.57744	validation-mlogloss:1.61290
[132]	train-mlogloss:1.57442	validation-mlogloss:1.61006
[133]	train-mlogloss:1.57154	validation-mlogloss:1.60753
[134]	train-mlogloss:1.56861	validation-mlogloss:1.60468
[135]	train-mlogloss:1.56565	validation-mlogloss:1.60184
[136]	train-mlogloss:1.56279	validation-mlogloss:1.59922
[137]	train-mlogloss:1.55998	validation-mlogloss:1.59667
[138]	train-mlogloss:1.55728	validation-mlogloss:1.59431
[139]	train-mlogloss:1.55462	validation-mlogloss:1.59181
[140]	train-mlogloss:1.55200	validation-mlogloss:1.58945
[141]	train-mlogloss:1.54911	validation-mlogloss:1.58682
[142]	train-mlogloss:1.54635	validation-mlogloss:1.58430
[143]	train-mlogloss:1.54343	validation-mlogloss:1.58154
[144]	train-mlogloss:1.54090	validation-mlogloss:1.57919
[145]	train-mlogloss:1.53830	validation-mlogloss:1.57693
[146]	train-mlogloss:1.53561	validation-mlogloss:1.57479
[147]	train-mlogloss:1.53310	validation-mlogloss:1.57265
[148]	train-mlogloss:1.53059	validation-mlogloss:1.57019
[149]	train-mlogloss:1.52816	validation-mlogloss:1.56783
[150]	train-mlogloss:1.52578	validation-mlogloss:1.56579
[151]	train-mlogloss:1.52324	validation-mlogloss:1.56341
[152]	train-mlogloss:1.52088	validation-mlogloss:1.56111
[153]	train-mlogloss:1.51846	validation-mlogloss:1.55914
[154]	train-mlogloss:1.51588	validation-mlogloss:1.55687
[155]	train-mlogloss:1.51351	validation-mlogloss:1.55509
[156]	train-mlogloss:1.51113	validation-mlogloss:1.55286
[157]	train-mlogloss:1.50872	validation-mlogloss:1.55071
[158]	train-mlogloss:1.50625	validation-mlogloss:1.54845
[159]	train-mlogloss:1.50398	validation-mlogloss:1.54622
[160]	train-mlogloss:1.50177	validation-mlogloss:1.54431
[161]	train-mlogloss:1.49971	validation-mlogloss:1.54233
[162]	train-mlogloss:1.49761	validation-mlogloss:1.54044
[163]	train-mlogloss:1.49532	validation-mlogloss:1.53837
[164]	train-mlogloss:1.49313	validation-mlogloss:1.53662
[165]	train-mlogloss:1.49105	validation-mlogloss:1.53495
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[167]	train-mlogloss:1.48685	validation-mlogloss:1.53090
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[169]	train-mlogloss:1.48261	validation-mlogloss:1.52699
[170]	train-mlogloss:1.48059	validation-mlogloss:1.52527
[171]	train-mlogloss:1.47850	validation-mlogloss:1.52336
[172]	train-mlogloss:1.47647	validation-mlogloss:1.52123
[173]	train-mlogloss:1.47442	validation-mlogloss:1.51941
[174]	train-mlogloss:1.47228	validation-mlogloss:1.51764
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[176]	train-mlogloss:1.46857	validation-mlogloss:1.51442
[177]	train-mlogloss:1.46651	validation-mlogloss:1.51244
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[483]	train-mlogloss:1.26516	validation-mlogloss:1.34891
[484]	train-mlogloss:1.26503	validation-mlogloss:1.34886
[485]	train-mlogloss:1.26490	validation-mlogloss:1.34875
[486]	train-mlogloss:1.26485	validation-mlogloss:1.34874
[487]	train-mlogloss:1.26467	validation-mlogloss:1.34865
[488]	train-mlogloss:1.26460	validation-mlogloss:1.34861
[489]	train-mlogloss:1.26449	validation-mlogloss:1.34854
[490]	train-mlogloss:1.26438	validation-mlogloss:1.34842
[491]	train-mlogloss:1.26427	validation-mlogloss:1.34836
[492]	train-mlogloss:1.26418	validation-mlogloss:1.34834
[493]	train-mlogloss:1.26414	validation-mlogloss:1.34834
[494]	train-mlogloss:1.26399	validation-mlogloss:1.34830
[495]	train-mlogloss:1.26391	validation-mlogloss:1.34832
[496]	train-mlogloss:1.26371	validation-mlogloss:1.34820
[497]	train-mlogloss:1.26371	validation-mlogloss:1.34820
[498]	train-mlogloss:1.26363	validation-mlogloss:1.34813
[499]	train-mlogloss:1.26346	validation-mlogloss:1.34802
[500]	train-mlogloss:1.26338	validation-mlogloss:1.34793
[501]	train-mlogloss:1.26327	validation-mlogloss:1.34784
[502]	train-mlogloss:1.26318	validation-mlogloss:1.34784
[503]	train-mlogloss:1.26311	validation-mlogloss:1.34778
[504]	train-mlogloss:1.26300	validation-mlogloss:1.34768
[505]	train-mlogloss:1.26293	validation-mlogloss:1.34763
[506]	train-mlogloss:1.26288	validation-mlogloss:1.34760
[507]	train-mlogloss:1.26274	validation-mlogloss:1.34751
[508]	train-mlogloss:1.26266	validation-mlogloss:1.34750
[509]	train-mlogloss:1.26262	validation-mlogloss:1.34747
[510]	train-mlogloss:1.26251	validation-mlogloss:1.34737
[511]	train-mlogloss:1.26242	validation-mlogloss:1.34737
[512]	train-mlogloss:1.26233	validation-mlogloss:1.34730
[513]	train-mlogloss:1.26232	validation-mlogloss:1.34727
[514]	train-mlogloss:1.26226	validation-mlogloss:1.34730
[515]	train-mlogloss:1.26219	validation-mlogloss:1.34731
[516]	train-mlogloss:1.26212	validation-mlogloss:1.34728
[517]	train-mlogloss:1.26203	validation-mlogloss:1.34721
[518]	train-mlogloss:1.26194	validation-mlogloss:1.34716
[519]	train-mlogloss:1.26182	validation-mlogloss:1.34709
[520]	train-mlogloss:1.26171	validation-mlogloss:1.34701
[521]	train-mlogloss:1.26167	validation-mlogloss:1.34701
[522]	train-mlogloss:1.26166	validation-mlogloss:1.34701
[523]	train-mlogloss:1.26162	validation-mlogloss:1.34699
[524]	train-mlogloss:1.26149	validation-mlogloss:1.34689
[525]	train-mlogloss:1.26138	validation-mlogloss:1.34684
[526]	train-mlogloss:1.26137	validation-mlogloss:1.34683
[527]	train-mlogloss:1.26137	validation-mlogloss:1.34682
[528]	train-mlogloss:1.26122	validation-mlogloss:1.34681
[529]	train-mlogloss:1.26118	validation-mlogloss:1.34678
[530]	train-mlogloss:1.26116	validation-mlogloss:1.34678
[531]	train-mlogloss:1.26113	validation-mlogloss:1.34675
[532]	train-mlogloss:1.26107	validation-mlogloss:1.34666
[533]	train-mlogloss:1.26104	validation-mlogloss:1.34663
[534]	train-mlogloss:1.26102	validation-mlogloss:1.34660
[535]	train-mlogloss:1.26097	validation-mlogloss:1.34659
[536]	train-mlogloss:1.26084	validation-mlogloss:1.34654
[537]	train-mlogloss:1.26080	validation-mlogloss:1.34649
[538]	train-mlogloss:1.26078	validation-mlogloss:1.34647
[539]	train-mlogloss:1.26075	validation-mlogloss:1.34644
[540]	train-mlogloss:1.26074	validation-mlogloss:1.34645
[541]	train-mlogloss:1.26072	validation-mlogloss:1.34643
[542]	train-mlogloss:1.26062	validation-mlogloss:1.34637
[543]	train-mlogloss:1.26056	validation-mlogloss:1.34637
[544]	train-mlogloss:1.26050	validation-mlogloss:1.34633
[545]	train-mlogloss:1.26045	validation-mlogloss:1.34629
[546]	train-mlogloss:1.26042	validation-mlogloss:1.34629
[547]	train-mlogloss:1.26032	validation-mlogloss:1.34628
[548]	train-mlogloss:1.26031	validation-mlogloss:1.34626
[549]	train-mlogloss:1.26021	validation-mlogloss:1.34615
[550]	train-mlogloss:1.26018	validation-mlogloss:1.34613
[551]	train-mlogloss:1.26007	validation-mlogloss:1.34612
[552]	train-mlogloss:1.25997	validation-mlogloss:1.34605
[553]	train-mlogloss:1.25992	validation-mlogloss:1.34601
[554]	train-mlogloss:1.25982	validation-mlogloss:1.34590
[555]	train-mlogloss:1.25970	validation-mlogloss:1.34580
[556]	train-mlogloss:1.25967	validation-mlogloss:1.34578
[557]	train-mlogloss:1.25961	validation-mlogloss:1.34570
[558]	train-mlogloss:1.25959	validation-mlogloss:1.34568
[559]	train-mlogloss:1.25956	validation-mlogloss:1.34565
[560]	train-mlogloss:1.25951	validation-mlogloss:1.34560
[561]	train-mlogloss:1.25943	validation-mlogloss:1.34551
[562]	train-mlogloss:1.25938	validation-mlogloss:1.34548
[563]	train-mlogloss:1.25931	validation-mlogloss:1.34542
[564]	train-mlogloss:1.25931	validation-mlogloss:1.34542
[565]	train-mlogloss:1.25920	validation-mlogloss:1.34538
[566]	train-mlogloss:1.25902	validation-mlogloss:1.34535
[567]	train-mlogloss:1.25894	validation-mlogloss:1.34532
[568]	train-mlogloss:1.25889	validation-mlogloss:1.34530
[569]	train-mlogloss:1.25887	validation-mlogloss:1.34526
[570]	train-mlogloss:1.25887	validation-mlogloss:1.34526
[571]	train-mlogloss:1.25882	validation-mlogloss:1.34521
[572]	train-mlogloss:1.25878	validation-mlogloss:1.34519
[573]	train-mlogloss:1.25872	validation-mlogloss:1.34520
[574]	train-mlogloss:1.25865	validation-mlogloss:1.34517
[575]	train-mlogloss:1.25859	validation-mlogloss:1.34515
[576]	train-mlogloss:1.25855	validation-mlogloss:1.34510
[577]	train-mlogloss:1.25852	validation-mlogloss:1.34506
[578]	train-mlogloss:1.25846	validation-mlogloss:1.34506
[579]	train-mlogloss:1.25839	validation-mlogloss:1.34501
[580]	train-mlogloss:1.25836	validation-mlogloss:1.34501
[581]	train-mlogloss:1.25825	validation-mlogloss:1.34494
[582]	train-mlogloss:1.25823	validation-mlogloss:1.34495
[583]	train-mlogloss:1.25819	validation-mlogloss:1.34491
[584]	train-mlogloss:1.25819	validation-mlogloss:1.34491
[585]	train-mlogloss:1.25812	validation-mlogloss:1.34482
[586]	train-mlogloss:1.25809	validation-mlogloss:1.34480
[587]	train-mlogloss:1.25803	validation-mlogloss:1.34475
[588]	train-mlogloss:1.25798	validation-mlogloss:1.34470
[589]	train-mlogloss:1.25795	validation-mlogloss:1.34468
[590]	train-mlogloss:1.25795	validation-mlogloss:1.34468
[591]	train-mlogloss:1.25784	validation-mlogloss:1.34463
[592]	train-mlogloss:1.25782	validation-mlogloss:1.34460
[593]	train-mlogloss:1.25775	validation-mlogloss:1.34458
[594]	train-mlogloss:1.25764	validation-mlogloss:1.34459
[595]	train-mlogloss:1.25758	validation-mlogloss:1.34454
[596]	train-mlogloss:1.25756	validation-mlogloss:1.34451
[597]	train-mlogloss:1.25753	validation-mlogloss:1.34450
[598]	train-mlogloss:1.25750	validation-mlogloss:1.34448
[599]	train-mlogloss:1.25737	validation-mlogloss:1.34442
[600]	train-mlogloss:1.25735	validation-mlogloss:1.34441
[601]	train-mlogloss:1.25734	validation-mlogloss:1.34440
[602]	train-mlogloss:1.25734	validation-mlogloss:1.34440
[603]	train-mlogloss:1.25733	validation-mlogloss:1.34438
[604]	train-mlogloss:1.25729	validation-mlogloss:1.34433
[605]	train-mlogloss:1.25728	validation-mlogloss:1.34433
[606]	train-mlogloss:1.25726	validation-mlogloss:1.34434
[607]	train-mlogloss:1.25726	validation-mlogloss:1.34434
[608]	train-mlogloss:1.25719	validation-mlogloss:1.34429
[609]	train-mlogloss:1.25719	validation-mlogloss:1.34430
[610]	train-mlogloss:1.25718	validation-mlogloss:1.34430
[611]	train-mlogloss:1.25712	validation-mlogloss:1.34420
[612]	train-mlogloss:1.25706	validation-mlogloss:1.34420
[613]	train-mlogloss:1.25706	validation-mlogloss:1.34420
[614]	train-mlogloss:1.25696	validation-mlogloss:1.34415
[615]	train-mlogloss:1.25696	validation-mlogloss:1.34415
[616]	train-mlogloss:1.25689	validation-mlogloss:1.34410
[617]	train-mlogloss:1.25687	validation-mlogloss:1.34408
[618]	train-mlogloss:1.25681	validation-mlogloss:1.34402
[619]	train-mlogloss:1.25675	validation-mlogloss:1.34402
[620]	train-mlogloss:1.25674	validation-mlogloss:1.34402
[621]	train-mlogloss:1.25665	validation-mlogloss:1.34402
[622]	train-mlogloss:1.25662	validation-mlogloss:1.34400
[623]	train-mlogloss:1.25662	validation-mlogloss:1.34400
[624]	train-mlogloss:1.25657	validation-mlogloss:1.34397
[625]	train-mlogloss:1.25657	validation-mlogloss:1.34397
[626]	train-mlogloss:1.25653	validation-mlogloss:1.34390
[627]	train-mlogloss:1.25645	validation-mlogloss:1.34390
[628]	train-mlogloss:1.25635	validation-mlogloss:1.34378
[629]	train-mlogloss:1.25632	validation-mlogloss:1.34376
[630]	train-mlogloss:1.25629	validation-mlogloss:1.34375
[631]	train-mlogloss:1.25626	validation-mlogloss:1.34370
[632]	train-mlogloss:1.25616	validation-mlogloss:1.34365
[633]	train-mlogloss:1.25616	validation-mlogloss:1.34365
[634]	train-mlogloss:1.25611	validation-mlogloss:1.34361
[635]	train-mlogloss:1.25609	validation-mlogloss:1.34355
[636]	train-mlogloss:1.25605	validation-mlogloss:1.34352
[637]	train-mlogloss:1.25602	validation-mlogloss:1.34348
[638]	train-mlogloss:1.25594	validation-mlogloss:1.34343
[639]	train-mlogloss:1.25589	validation-mlogloss:1.34342
[640]	train-mlogloss:1.25586	validation-mlogloss:1.34341
[641]	train-mlogloss:1.25584	validation-mlogloss:1.34339
[642]	train-mlogloss:1.25574	validation-mlogloss:1.34331
[643]	train-mlogloss:1.25571	validation-mlogloss:1.34328
[644]	train-mlogloss:1.25569	validation-mlogloss:1.34330
[645]	train-mlogloss:1.25568	validation-mlogloss:1.34328
[646]	train-mlogloss:1.25560	validation-mlogloss:1.34329
[647]	train-mlogloss:1.25558	validation-mlogloss:1.34327
[648]	train-mlogloss:1.25550	validation-mlogloss:1.34323
[649]	train-mlogloss:1.25545	validation-mlogloss:1.34322
[650]	train-mlogloss:1.25542	validation-mlogloss:1.34324
[651]	train-mlogloss:1.25538	validation-mlogloss:1.34319
[652]	train-mlogloss:1.25538	validation-mlogloss:1.34319
[653]	train-mlogloss:1.25533	validation-mlogloss:1.34313
[654]	train-mlogloss:1.25533	validation-mlogloss:1.34313
[655]	train-mlogloss:1.25530	validation-mlogloss:1.34311
[656]	train-mlogloss:1.25530	validation-mlogloss:1.34311
[657]	train-mlogloss:1.25527	validation-mlogloss:1.34309
[658]	train-mlogloss:1.25523	validation-mlogloss:1.34305
[659]	train-mlogloss:1.25523	validation-mlogloss:1.34305
[660]	train-mlogloss:1.25517	validation-mlogloss:1.34298
[661]	train-mlogloss:1.25517	validation-mlogloss:1.34298
[662]	train-mlogloss:1.25517	validation-mlogloss:1.34298
[663]	train-mlogloss:1.25517	validation-mlogloss:1.34298
[664]	train-mlogloss:1.25516	validation-mlogloss:1.34298
[665]	train-mlogloss:1.25514	validation-mlogloss:1.34297
[666]	train-mlogloss:1.25509	validation-mlogloss:1.34296
[667]	train-mlogloss:1.25504	validation-mlogloss:1.34294
[668]	train-mlogloss:1.25502	validation-mlogloss:1.34290
[669]	train-mlogloss:1.25495	validation-mlogloss:1.34287
[670]	train-mlogloss:1.25494	validation-mlogloss:1.34286
[671]	train-mlogloss:1.25490	validation-mlogloss:1.34285
[672]	train-mlogloss:1.25484	validation-mlogloss:1.34281
[673]	train-mlogloss:1.25482	validation-mlogloss:1.34280
[674]	train-mlogloss:1.25482	validation-mlogloss:1.34279
[675]	train-mlogloss:1.25478	validation-mlogloss:1.34275
[676]	train-mlogloss:1.25475	validation-mlogloss:1.34274
[677]	train-mlogloss:1.25475	validation-mlogloss:1.34275
[678]	train-mlogloss:1.25474	validation-mlogloss:1.34275
[679]	train-mlogloss:1.25473	validation-mlogloss:1.34274
[680]	train-mlogloss:1.25464	validation-mlogloss:1.34272
[681]	train-mlogloss:1.25462	validation-mlogloss:1.34272
[682]	train-mlogloss:1.25457	validation-mlogloss:1.34269
[683]	train-mlogloss:1.25455	validation-mlogloss:1.34267
[684]	train-mlogloss:1.25452	validation-mlogloss:1.34264
[685]	train-mlogloss:1.25447	validation-mlogloss:1.34260
[686]	train-mlogloss:1.25446	validation-mlogloss:1.34258
[687]	train-mlogloss:1.25440	validation-mlogloss:1.34255
[688]	train-mlogloss:1.25437	validation-mlogloss:1.34254
[689]	train-mlogloss:1.25427	validation-mlogloss:1.34243
[690]	train-mlogloss:1.25422	validation-mlogloss:1.34240
[691]	train-mlogloss:1.25422	validation-mlogloss:1.34241
[692]	train-mlogloss:1.25413	validation-mlogloss:1.34242
[693]	train-mlogloss:1.25413	validation-mlogloss:1.34242
[694]	train-mlogloss:1.25413	validation-mlogloss:1.34242
[695]	train-mlogloss:1.25407	validation-mlogloss:1.34239
[696]	train-mlogloss:1.25401	validation-mlogloss:1.34236
[697]	train-mlogloss:1.25400	validation-mlogloss:1.34234
[698]	train-mlogloss:1.25400	validation-mlogloss:1.34234
[699]	train-mlogloss:1.25395	validation-mlogloss:1.34230
[700]	train-mlogloss:1.25395	validation-mlogloss:1.34230
[701]	train-mlogloss:1.25395	validation-mlogloss:1.34230
[702]	train-mlogloss:1.25393	validation-mlogloss:1.34229
[703]	train-mlogloss:1.25387	validation-mlogloss:1.34221
[704]	train-mlogloss:1.25386	validation-mlogloss:1.34221
[705]	train-mlogloss:1.25381	validation-mlogloss:1.34219
[706]	train-mlogloss:1.25377	validation-mlogloss:1.34212
[707]	train-mlogloss:1.25377	validation-mlogloss:1.34212
[708]	train-mlogloss:1.25372	validation-mlogloss:1.34206
[709]	train-mlogloss:1.25366	validation-mlogloss:1.34202
[710]	train-mlogloss:1.25363	validation-mlogloss:1.34203
[711]	train-mlogloss:1.25359	validation-mlogloss:1.34200
[712]	train-mlogloss:1.25354	validation-mlogloss:1.34196
[713]	train-mlogloss:1.25352	validation-mlogloss:1.34193
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.9 [%]
Global accuracy score (test) = 50.75 [%]
Global F1 score (train) = 62.99 [%]
Global F1 score (test) = 50.9 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.27      0.38      0.31       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.40      0.42       184
       CAMINAR USUAL SPEED       0.28      0.21      0.24       184
            CAMINAR ZIGZAG       0.60      0.54      0.57       184
          DE PIE BARRIENDO       0.54      0.48      0.51       184
   DE PIE DOBLANDO TOALLAS       0.45      0.47      0.46       184
    DE PIE MOVIENDO LIBROS       0.49      0.48      0.49       184
          DE PIE USANDO PC       0.61      0.67      0.64       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.86      0.64      0.74       184
           SENTADO LEYENDO       0.35      0.41      0.38       184
         SENTADO USANDO PC       0.43      0.28      0.34       184
      SENTADO VIENDO LA TV       0.46      0.40      0.43       184
   SUBIR Y BAJAR ESCALERAS       0.52      0.68      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 10: 50.75 [%]
F1-score capturado en la ejecución 10: 50.9 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.89 [%]
Global accuracy score (test) = 50.38 [%]
Global F1 score (train) = 62.97 [%]
Global F1 score (test) = 50.53 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.38      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.39      0.41       184
       CAMINAR USUAL SPEED       0.30      0.23      0.26       184
            CAMINAR ZIGZAG       0.59      0.55      0.57       184
          DE PIE BARRIENDO       0.55      0.49      0.52       184
   DE PIE DOBLANDO TOALLAS       0.44      0.48      0.46       184
    DE PIE MOVIENDO LIBROS       0.50      0.46      0.48       184
          DE PIE USANDO PC       0.60      0.67      0.63       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.87      0.64      0.73       184
           SENTADO LEYENDO       0.34      0.41      0.38       184
         SENTADO USANDO PC       0.38      0.24      0.30       184
      SENTADO VIENDO LA TV       0.46      0.39      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.67      0.60       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 11: 50.38 [%]
F1-score capturado en la ejecución 11: 50.53 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.88 [%]
Global accuracy score (test) = 51.04 [%]
Global F1 score (train) = 62.96 [%]
Global F1 score (test) = 51.23 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.29      0.40      0.34       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.41      0.42       184
       CAMINAR USUAL SPEED       0.28      0.20      0.23       184
            CAMINAR ZIGZAG       0.61      0.55      0.58       184
          DE PIE BARRIENDO       0.54      0.49      0.51       184
   DE PIE DOBLANDO TOALLAS       0.45      0.48      0.47       184
    DE PIE MOVIENDO LIBROS       0.49      0.48      0.48       184
          DE PIE USANDO PC       0.63      0.67      0.65       184
        FASE REPOSO CON K5       0.55      0.78      0.65       184
INCREMENTAL CICLOERGOMETRO       0.89      0.64      0.75       184
           SENTADO LEYENDO       0.35      0.42      0.38       184
         SENTADO USANDO PC       0.43      0.28      0.34       184
      SENTADO VIENDO LA TV       0.45      0.40      0.43       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.67      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 12: 51.04 [%]
F1-score capturado en la ejecución 12: 51.23 [%]

=== EJECUCIÓN 13 ===

--- TRAIN (ejecución 13) ---

--- TEST (ejecución 13) ---
2025-10-27 11:24:53.840464: 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`.
2025-10-27 11:24:53.853312: 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 00:00:1761560693.867102  539347 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560693.871233  539347 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560693.882574  539347 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560693.882606  539347 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560693.882609  539347 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560693.882611  539347 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:24:53.886027: 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:2.68468	validation-mlogloss:2.68479
[1]	train-mlogloss:2.66199	validation-mlogloss:2.66223
[2]	train-mlogloss:2.64132	validation-mlogloss:2.64169
[3]	train-mlogloss:2.61853	validation-mlogloss:2.61937
[4]	train-mlogloss:2.59675	validation-mlogloss:2.59867
[5]	train-mlogloss:2.57616	validation-mlogloss:2.57871
[6]	train-mlogloss:2.55743	validation-mlogloss:2.56055
[7]	train-mlogloss:2.53717	validation-mlogloss:2.54022
[8]	train-mlogloss:2.51699	validation-mlogloss:2.52043
[9]	train-mlogloss:2.49846	validation-mlogloss:2.50170
[10]	train-mlogloss:2.47992	validation-mlogloss:2.48351
[11]	train-mlogloss:2.46200	validation-mlogloss:2.46546
[12]	train-mlogloss:2.44450	validation-mlogloss:2.44809
[13]	train-mlogloss:2.42686	validation-mlogloss:2.43067
[14]	train-mlogloss:2.41028	validation-mlogloss:2.41446
[15]	train-mlogloss:2.39416	validation-mlogloss:2.39940
[16]	train-mlogloss:2.37799	validation-mlogloss:2.38403
[17]	train-mlogloss:2.36211	validation-mlogloss:2.36899
[18]	train-mlogloss:2.34684	validation-mlogloss:2.35386
[19]	train-mlogloss:2.33231	validation-mlogloss:2.33974
[20]	train-mlogloss:2.31769	validation-mlogloss:2.32592
[21]	train-mlogloss:2.30395	validation-mlogloss:2.31250
[22]	train-mlogloss:2.28968	validation-mlogloss:2.29952
[23]	train-mlogloss:2.27618	validation-mlogloss:2.28577
[24]	train-mlogloss:2.26274	validation-mlogloss:2.27278
[25]	train-mlogloss:2.24966	validation-mlogloss:2.26041
[26]	train-mlogloss:2.23635	validation-mlogloss:2.24769
[27]	train-mlogloss:2.22369	validation-mlogloss:2.23560
[28]	train-mlogloss:2.21124	validation-mlogloss:2.22336
[29]	train-mlogloss:2.19899	validation-mlogloss:2.21106
[30]	train-mlogloss:2.18707	validation-mlogloss:2.19938
[31]	train-mlogloss:2.17527	validation-mlogloss:2.18804
[32]	train-mlogloss:2.16382	validation-mlogloss:2.17714
[33]	train-mlogloss:2.15282	validation-mlogloss:2.16628
[34]	train-mlogloss:2.14162	validation-mlogloss:2.15521
[35]	train-mlogloss:2.13073	validation-mlogloss:2.14431
[36]	train-mlogloss:2.11993	validation-mlogloss:2.13408
[37]	train-mlogloss:2.10945	validation-mlogloss:2.12421
[38]	train-mlogloss:2.09901	validation-mlogloss:2.11388
[39]	train-mlogloss:2.08902	validation-mlogloss:2.10449
[40]	train-mlogloss:2.07940	validation-mlogloss:2.09534
[41]	train-mlogloss:2.06964	validation-mlogloss:2.08620
[42]	train-mlogloss:2.05998	validation-mlogloss:2.07677
[43]	train-mlogloss:2.05079	validation-mlogloss:2.06797
[44]	train-mlogloss:2.04182	validation-mlogloss:2.05967
[45]	train-mlogloss:2.03265	validation-mlogloss:2.05060
[46]	train-mlogloss:2.02356	validation-mlogloss:2.04143
[47]	train-mlogloss:2.01454	validation-mlogloss:2.03270
[48]	train-mlogloss:2.00564	validation-mlogloss:2.02405
[49]	train-mlogloss:1.99709	validation-mlogloss:2.01566
[50]	train-mlogloss:1.98876	validation-mlogloss:2.00753
[51]	train-mlogloss:1.98026	validation-mlogloss:1.99939
[52]	train-mlogloss:1.97178	validation-mlogloss:1.99079
[53]	train-mlogloss:1.96381	validation-mlogloss:1.98318
[54]	train-mlogloss:1.95595	validation-mlogloss:1.97564
[55]	train-mlogloss:1.94802	validation-mlogloss:1.96817
[56]	train-mlogloss:1.94014	validation-mlogloss:1.96059
[57]	train-mlogloss:1.93274	validation-mlogloss:1.95327
[58]	train-mlogloss:1.92553	validation-mlogloss:1.94586
[59]	train-mlogloss:1.91806	validation-mlogloss:1.93844
[60]	train-mlogloss:1.91076	validation-mlogloss:1.93134
[61]	train-mlogloss:1.90349	validation-mlogloss:1.92445
[62]	train-mlogloss:1.89628	validation-mlogloss:1.91746
[63]	train-mlogloss:1.88933	validation-mlogloss:1.91100
[64]	train-mlogloss:1.88249	validation-mlogloss:1.90419
[65]	train-mlogloss:1.87589	validation-mlogloss:1.89774
[66]	train-mlogloss:1.86914	validation-mlogloss:1.89113
[67]	train-mlogloss:1.86252	validation-mlogloss:1.88457
[68]	train-mlogloss:1.85591	validation-mlogloss:1.87811
[69]	train-mlogloss:1.84935	validation-mlogloss:1.87179
[70]	train-mlogloss:1.84300	validation-mlogloss:1.86556
[71]	train-mlogloss:1.83692	validation-mlogloss:1.85970
[72]	train-mlogloss:1.83096	validation-mlogloss:1.85372
[73]	train-mlogloss:1.82500	validation-mlogloss:1.84787
[74]	train-mlogloss:1.81905	validation-mlogloss:1.84241
[75]	train-mlogloss:1.81330	validation-mlogloss:1.83660
[76]	train-mlogloss:1.80742	validation-mlogloss:1.83069
[77]	train-mlogloss:1.80163	validation-mlogloss:1.82495
[78]	train-mlogloss:1.79594	validation-mlogloss:1.81937
[79]	train-mlogloss:1.79033	validation-mlogloss:1.81381
[80]	train-mlogloss:1.78476	validation-mlogloss:1.80854
[81]	train-mlogloss:1.77938	validation-mlogloss:1.80326
[82]	train-mlogloss:1.77394	validation-mlogloss:1.79791
[83]	train-mlogloss:1.76860	validation-mlogloss:1.79278
[84]	train-mlogloss:1.76330	validation-mlogloss:1.78769
[85]	train-mlogloss:1.75818	validation-mlogloss:1.78263
[86]	train-mlogloss:1.75320	validation-mlogloss:1.77784
[87]	train-mlogloss:1.74829	validation-mlogloss:1.77324
[88]	train-mlogloss:1.74320	validation-mlogloss:1.76810
[89]	train-mlogloss:1.73833	validation-mlogloss:1.76350
[90]	train-mlogloss:1.73339	validation-mlogloss:1.75860
[91]	train-mlogloss:1.72864	validation-mlogloss:1.75402
[92]	train-mlogloss:1.72379	validation-mlogloss:1.74950
[93]	train-mlogloss:1.71911	validation-mlogloss:1.74501
[94]	train-mlogloss:1.71445	validation-mlogloss:1.74060
[95]	train-mlogloss:1.71006	validation-mlogloss:1.73629
[96]	train-mlogloss:1.70562	validation-mlogloss:1.73213
[97]	train-mlogloss:1.70127	validation-mlogloss:1.72789
[98]	train-mlogloss:1.69706	validation-mlogloss:1.72402
[99]	train-mlogloss:1.69271	validation-mlogloss:1.72009
[100]	train-mlogloss:1.68853	validation-mlogloss:1.71608
[101]	train-mlogloss:1.68437	validation-mlogloss:1.71228
[102]	train-mlogloss:1.68012	validation-mlogloss:1.70831
[103]	train-mlogloss:1.67599	validation-mlogloss:1.70454
[104]	train-mlogloss:1.67166	validation-mlogloss:1.70052
[105]	train-mlogloss:1.66761	validation-mlogloss:1.69677
[106]	train-mlogloss:1.66360	validation-mlogloss:1.69295
[107]	train-mlogloss:1.65974	validation-mlogloss:1.68908
[108]	train-mlogloss:1.65577	validation-mlogloss:1.68532
[109]	train-mlogloss:1.65197	validation-mlogloss:1.68164
[110]	train-mlogloss:1.64805	validation-mlogloss:1.67775
[111]	train-mlogloss:1.64432	validation-mlogloss:1.67427
[112]	train-mlogloss:1.64050	validation-mlogloss:1.67050
[113]	train-mlogloss:1.63677	validation-mlogloss:1.66703
[114]	train-mlogloss:1.63316	validation-mlogloss:1.66353
[115]	train-mlogloss:1.62948	validation-mlogloss:1.66027
[116]	train-mlogloss:1.62599	validation-mlogloss:1.65690
[117]	train-mlogloss:1.62256	validation-mlogloss:1.65360
[118]	train-mlogloss:1.61912	validation-mlogloss:1.65034
[119]	train-mlogloss:1.61566	validation-mlogloss:1.64713
[120]	train-mlogloss:1.61228	validation-mlogloss:1.64400
[121]	train-mlogloss:1.60884	validation-mlogloss:1.64063
[122]	train-mlogloss:1.60553	validation-mlogloss:1.63755
[123]	train-mlogloss:1.60225	validation-mlogloss:1.63434
[124]	train-mlogloss:1.59905	validation-mlogloss:1.63139
[125]	train-mlogloss:1.59569	validation-mlogloss:1.62821
[126]	train-mlogloss:1.59251	validation-mlogloss:1.62540
[127]	train-mlogloss:1.58924	validation-mlogloss:1.62238
[128]	train-mlogloss:1.58612	validation-mlogloss:1.61947
[129]	train-mlogloss:1.58306	validation-mlogloss:1.61658
[130]	train-mlogloss:1.58001	validation-mlogloss:1.61380
[131]	train-mlogloss:1.57698	validation-mlogloss:1.61118
[132]	train-mlogloss:1.57413	validation-mlogloss:1.60831
[133]	train-mlogloss:1.57112	validation-mlogloss:1.60557
[134]	train-mlogloss:1.56813	validation-mlogloss:1.60291
[135]	train-mlogloss:1.56514	validation-mlogloss:1.60025
[136]	train-mlogloss:1.56223	validation-mlogloss:1.59751
[137]	train-mlogloss:1.55923	validation-mlogloss:1.59479
[138]	train-mlogloss:1.55647	validation-mlogloss:1.59209
[139]	train-mlogloss:1.55368	validation-mlogloss:1.58948
[140]	train-mlogloss:1.55080	validation-mlogloss:1.58682
[141]	train-mlogloss:1.54805	validation-mlogloss:1.58425
[142]	train-mlogloss:1.54525	validation-mlogloss:1.58156
[143]	train-mlogloss:1.54247	validation-mlogloss:1.57898
[144]	train-mlogloss:1.53965	validation-mlogloss:1.57635
[145]	train-mlogloss:1.53703	validation-mlogloss:1.57392
[146]	train-mlogloss:1.53438	validation-mlogloss:1.57162
[147]	train-mlogloss:1.53177	validation-mlogloss:1.56922
[148]	train-mlogloss:1.52923	validation-mlogloss:1.56689
[149]	train-mlogloss:1.52672	validation-mlogloss:1.56449
[150]	train-mlogloss:1.52430	validation-mlogloss:1.56215
[151]	train-mlogloss:1.52186	validation-mlogloss:1.56009
[152]	train-mlogloss:1.51932	validation-mlogloss:1.55768
[153]	train-mlogloss:1.51692	validation-mlogloss:1.55551
[154]	train-mlogloss:1.51449	validation-mlogloss:1.55330
[155]	train-mlogloss:1.51216	validation-mlogloss:1.55116
[156]	train-mlogloss:1.50968	validation-mlogloss:1.54914
[157]	train-mlogloss:1.50722	validation-mlogloss:1.54692
[158]	train-mlogloss:1.50491	validation-mlogloss:1.54473
[159]	train-mlogloss:1.50257	validation-mlogloss:1.54263
[160]	train-mlogloss:1.50034	validation-mlogloss:1.54052
[161]	train-mlogloss:1.49808	validation-mlogloss:1.53864
[162]	train-mlogloss:1.49585	validation-mlogloss:1.53679
[163]	train-mlogloss:1.49355	validation-mlogloss:1.53484
[164]	train-mlogloss:1.49133	validation-mlogloss:1.53297
[165]	train-mlogloss:1.48911	validation-mlogloss:1.53107
[166]	train-mlogloss:1.48686	validation-mlogloss:1.52920
[167]	train-mlogloss:1.48467	validation-mlogloss:1.52711
[168]	train-mlogloss:1.48262	validation-mlogloss:1.52531
[169]	train-mlogloss:1.48049	validation-mlogloss:1.52330
[170]	train-mlogloss:1.47834	validation-mlogloss:1.52144
[171]	train-mlogloss:1.47625	validation-mlogloss:1.51952
[172]	train-mlogloss:1.47430	validation-mlogloss:1.51782
[173]	train-mlogloss:1.47241	validation-mlogloss:1.51624
[174]	train-mlogloss:1.47034	validation-mlogloss:1.51444
[175]	train-mlogloss:1.46848	validation-mlogloss:1.51275
[176]	train-mlogloss:1.46649	validation-mlogloss:1.51084
[177]	train-mlogloss:1.46460	validation-mlogloss:1.50925
[178]	train-mlogloss:1.46277	validation-mlogloss:1.50758
[179]	train-mlogloss:1.46095	validation-mlogloss:1.50585
[180]	train-mlogloss:1.45905	validation-mlogloss:1.50412
[181]	train-mlogloss:1.45715	validation-mlogloss:1.50246
[182]	train-mlogloss:1.45520	validation-mlogloss:1.50073
[183]	train-mlogloss:1.45337	validation-mlogloss:1.49905
[184]	train-mlogloss:1.45158	validation-mlogloss:1.49764
[185]	train-mlogloss:1.44975	validation-mlogloss:1.49589
[186]	train-mlogloss:1.44805	validation-mlogloss:1.49427
[187]	train-mlogloss:1.44628	validation-mlogloss:1.49256
[188]	train-mlogloss:1.44451	validation-mlogloss:1.49099
[189]	train-mlogloss:1.44283	validation-mlogloss:1.48962
[190]	train-mlogloss:1.44099	validation-mlogloss:1.48795
[191]	train-mlogloss:1.43927	validation-mlogloss:1.48642
[192]	train-mlogloss:1.43761	validation-mlogloss:1.48525
[193]	train-mlogloss:1.43592	validation-mlogloss:1.48376
[194]	train-mlogloss:1.43432	validation-mlogloss:1.48239
[195]	train-mlogloss:1.43266	validation-mlogloss:1.48105
[196]	train-mlogloss:1.43113	validation-mlogloss:1.47969
[197]	train-mlogloss:1.42958	validation-mlogloss:1.47822
[198]	train-mlogloss:1.42796	validation-mlogloss:1.47689
[199]	train-mlogloss:1.42647	validation-mlogloss:1.47541
[200]	train-mlogloss:1.42492	validation-mlogloss:1.47422
[201]	train-mlogloss:1.42339	validation-mlogloss:1.47288
[202]	train-mlogloss:1.42182	validation-mlogloss:1.47148
[203]	train-mlogloss:1.42020	validation-mlogloss:1.47023
[204]	train-mlogloss:1.41881	validation-mlogloss:1.46901
[205]	train-mlogloss:1.41729	validation-mlogloss:1.46781
[206]	train-mlogloss:1.41589	validation-mlogloss:1.46652
[207]	train-mlogloss:1.41444	validation-mlogloss:1.46525
[208]	train-mlogloss:1.41305	validation-mlogloss:1.46386
[209]	train-mlogloss:1.41163	validation-mlogloss:1.46266
[210]	train-mlogloss:1.41027	validation-mlogloss:1.46145
[211]	train-mlogloss:1.40901	validation-mlogloss:1.46019
[212]	train-mlogloss:1.40752	validation-mlogloss:1.45890
[213]	train-mlogloss:1.40609	validation-mlogloss:1.45788
[214]	train-mlogloss:1.40460	validation-mlogloss:1.45662
[215]	train-mlogloss:1.40336	validation-mlogloss:1.45543
[216]	train-mlogloss:1.40196	validation-mlogloss:1.45430
[217]	train-mlogloss:1.40056	validation-mlogloss:1.45317
[218]	train-mlogloss:1.39918	validation-mlogloss:1.45194
[219]	train-mlogloss:1.39777	validation-mlogloss:1.45085
[220]	train-mlogloss:1.39644	validation-mlogloss:1.44973
[221]	train-mlogloss:1.39524	validation-mlogloss:1.44858
[222]	train-mlogloss:1.39396	validation-mlogloss:1.44754
[223]	train-mlogloss:1.39272	validation-mlogloss:1.44644
[224]	train-mlogloss:1.39141	validation-mlogloss:1.44535
[225]	train-mlogloss:1.39018	validation-mlogloss:1.44428
[226]	train-mlogloss:1.38889	validation-mlogloss:1.44318
[227]	train-mlogloss:1.38765	validation-mlogloss:1.44210
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[534]	train-mlogloss:1.25997	validation-mlogloss:1.34346
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[537]	train-mlogloss:1.25967	validation-mlogloss:1.34320
[538]	train-mlogloss:1.25962	validation-mlogloss:1.34318
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[543]	train-mlogloss:1.25927	validation-mlogloss:1.34294
[544]	train-mlogloss:1.25916	validation-mlogloss:1.34289
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[556]	train-mlogloss:1.25872	validation-mlogloss:1.34257
[557]	train-mlogloss:1.25870	validation-mlogloss:1.34255
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[562]	train-mlogloss:1.25852	validation-mlogloss:1.34249
[563]	train-mlogloss:1.25844	validation-mlogloss:1.34243
[564]	train-mlogloss:1.25839	validation-mlogloss:1.34238
[565]	train-mlogloss:1.25832	validation-mlogloss:1.34227
[566]	train-mlogloss:1.25825	validation-mlogloss:1.34227
[567]	train-mlogloss:1.25824	validation-mlogloss:1.34225
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[569]	train-mlogloss:1.25822	validation-mlogloss:1.34226
[570]	train-mlogloss:1.25815	validation-mlogloss:1.34217
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[572]	train-mlogloss:1.25814	validation-mlogloss:1.34217
[573]	train-mlogloss:1.25814	validation-mlogloss:1.34217
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[579]	train-mlogloss:1.25777	validation-mlogloss:1.34197
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[582]	train-mlogloss:1.25763	validation-mlogloss:1.34194
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[626]	train-mlogloss:1.25510	validation-mlogloss:1.34036
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[638]	train-mlogloss:1.25446	validation-mlogloss:1.33998
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[643]	train-mlogloss:1.25427	validation-mlogloss:1.33992
[644]	train-mlogloss:1.25417	validation-mlogloss:1.33982
[645]	train-mlogloss:1.25413	validation-mlogloss:1.33977
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[650]	train-mlogloss:1.25398	validation-mlogloss:1.33974
[651]	train-mlogloss:1.25390	validation-mlogloss:1.33967
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[658]	train-mlogloss:1.25351	validation-mlogloss:1.33959
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[661]	train-mlogloss:1.25341	validation-mlogloss:1.33952
[662]	train-mlogloss:1.25341	validation-mlogloss:1.33952
[663]	train-mlogloss:1.25340	validation-mlogloss:1.33952
[664]	train-mlogloss:1.25340	validation-mlogloss:1.33953
[665]	train-mlogloss:1.25337	validation-mlogloss:1.33948
[666]	train-mlogloss:1.25331	validation-mlogloss:1.33947
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[669]	train-mlogloss:1.25316	validation-mlogloss:1.33935
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[671]	train-mlogloss:1.25306	validation-mlogloss:1.33930
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[673]	train-mlogloss:1.25296	validation-mlogloss:1.33918
[674]	train-mlogloss:1.25292	validation-mlogloss:1.33916
[675]	train-mlogloss:1.25292	validation-mlogloss:1.33916
[676]	train-mlogloss:1.25288	validation-mlogloss:1.33913
[677]	train-mlogloss:1.25288	validation-mlogloss:1.33913
[678]	train-mlogloss:1.25282	validation-mlogloss:1.33911
[679]	train-mlogloss:1.25277	validation-mlogloss:1.33906
[680]	train-mlogloss:1.25277	validation-mlogloss:1.33906
[681]	train-mlogloss:1.25273	validation-mlogloss:1.33907
[682]	train-mlogloss:1.25273	validation-mlogloss:1.33907
[683]	train-mlogloss:1.25263	validation-mlogloss:1.33902
[684]	train-mlogloss:1.25260	validation-mlogloss:1.33900
[685]	train-mlogloss:1.25257	validation-mlogloss:1.33896
[686]	train-mlogloss:1.25245	validation-mlogloss:1.33888
[687]	train-mlogloss:1.25239	validation-mlogloss:1.33884
[688]	train-mlogloss:1.25237	validation-mlogloss:1.33882
[689]	train-mlogloss:1.25233	validation-mlogloss:1.33877
[690]	train-mlogloss:1.25231	validation-mlogloss:1.33875
[691]	train-mlogloss:1.25228	validation-mlogloss:1.33874
[692]	train-mlogloss:1.25220	validation-mlogloss:1.33868
[693]	train-mlogloss:1.25215	validation-mlogloss:1.33863
[694]	train-mlogloss:1.25212	validation-mlogloss:1.33863
[695]	train-mlogloss:1.25210	validation-mlogloss:1.33860
[696]	train-mlogloss:1.25209	validation-mlogloss:1.33860
[697]	train-mlogloss:1.25207	validation-mlogloss:1.33858
[698]	train-mlogloss:1.25207	validation-mlogloss:1.33858
[699]	train-mlogloss:1.25206	validation-mlogloss:1.33860
[700]	train-mlogloss:1.25206	validation-mlogloss:1.33860
[701]	train-mlogloss:1.25203	validation-mlogloss:1.33857
[702]	train-mlogloss:1.25203	validation-mlogloss:1.33858
[703]	train-mlogloss:1.25192	validation-mlogloss:1.33845
[704]	train-mlogloss:1.25191	validation-mlogloss:1.33842
[705]	train-mlogloss:1.25191	validation-mlogloss:1.33842
[706]	train-mlogloss:1.25183	validation-mlogloss:1.33836
[707]	train-mlogloss:1.25176	validation-mlogloss:1.33830
[708]	train-mlogloss:1.25172	validation-mlogloss:1.33829
[709]	train-mlogloss:1.25167	validation-mlogloss:1.33831
[710]	train-mlogloss:1.25167	validation-mlogloss:1.33831
[711]	train-mlogloss:1.25165	validation-mlogloss:1.33829
[712]	train-mlogloss:1.25157	validation-mlogloss:1.33825
[713]	train-mlogloss:1.25154	validation-mlogloss:1.33822
Saved model to disk.
2025-10-27 11:25:41.420319: 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`.
2025-10-27 11:25:41.432963: 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 00:00:1761560741.446634  540285 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560741.450804  540285 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560741.461979  540285 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560741.462001  540285 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560741.462004  540285 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560741.462007  540285 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:25:41.465453: 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:2.68409	validation-mlogloss:2.68452
[1]	train-mlogloss:2.66126	validation-mlogloss:2.66233
[2]	train-mlogloss:2.63945	validation-mlogloss:2.64190
[3]	train-mlogloss:2.61707	validation-mlogloss:2.62000
[4]	train-mlogloss:2.59535	validation-mlogloss:2.59830
[5]	train-mlogloss:2.57485	validation-mlogloss:2.57853
[6]	train-mlogloss:2.55562	validation-mlogloss:2.55944
[7]	train-mlogloss:2.53575	validation-mlogloss:2.53968
[8]	train-mlogloss:2.51762	validation-mlogloss:2.52145
[9]	train-mlogloss:2.49899	validation-mlogloss:2.50243
[10]	train-mlogloss:2.48027	validation-mlogloss:2.48425
[11]	train-mlogloss:2.46214	validation-mlogloss:2.46614
[12]	train-mlogloss:2.44500	validation-mlogloss:2.44956
[13]	train-mlogloss:2.42855	validation-mlogloss:2.43357
[14]	train-mlogloss:2.41240	validation-mlogloss:2.41742
[15]	train-mlogloss:2.39637	validation-mlogloss:2.40155
[16]	train-mlogloss:2.38079	validation-mlogloss:2.38620
[17]	train-mlogloss:2.36458	validation-mlogloss:2.37055
[18]	train-mlogloss:2.34924	validation-mlogloss:2.35544
[19]	train-mlogloss:2.33413	validation-mlogloss:2.34044
[20]	train-mlogloss:2.31943	validation-mlogloss:2.32640
[21]	train-mlogloss:2.30502	validation-mlogloss:2.31202
[22]	train-mlogloss:2.29023	validation-mlogloss:2.29800
[23]	train-mlogloss:2.27660	validation-mlogloss:2.28488
[24]	train-mlogloss:2.26269	validation-mlogloss:2.27174
[25]	train-mlogloss:2.24936	validation-mlogloss:2.25830
[26]	train-mlogloss:2.23690	validation-mlogloss:2.24544
[27]	train-mlogloss:2.22427	validation-mlogloss:2.23325
[28]	train-mlogloss:2.21173	validation-mlogloss:2.22090
[29]	train-mlogloss:2.19968	validation-mlogloss:2.20966
[30]	train-mlogloss:2.18760	validation-mlogloss:2.19832
[31]	train-mlogloss:2.17613	validation-mlogloss:2.18741
[32]	train-mlogloss:2.16470	validation-mlogloss:2.17676
[33]	train-mlogloss:2.15335	validation-mlogloss:2.16592
[34]	train-mlogloss:2.14230	validation-mlogloss:2.15557
[35]	train-mlogloss:2.13141	validation-mlogloss:2.14506
[36]	train-mlogloss:2.12052	validation-mlogloss:2.13438
[37]	train-mlogloss:2.11004	validation-mlogloss:2.12367
[38]	train-mlogloss:2.09952	validation-mlogloss:2.11336
[39]	train-mlogloss:2.08923	validation-mlogloss:2.10365
[40]	train-mlogloss:2.07897	validation-mlogloss:2.09372
[41]	train-mlogloss:2.06905	validation-mlogloss:2.08378
[42]	train-mlogloss:2.05955	validation-mlogloss:2.07483
[43]	train-mlogloss:2.04984	validation-mlogloss:2.06580
[44]	train-mlogloss:2.04040	validation-mlogloss:2.05656
[45]	train-mlogloss:2.03133	validation-mlogloss:2.04774
[46]	train-mlogloss:2.02230	validation-mlogloss:2.03857
[47]	train-mlogloss:2.01327	validation-mlogloss:2.02979
[48]	train-mlogloss:2.00454	validation-mlogloss:2.02130
[49]	train-mlogloss:1.99565	validation-mlogloss:2.01289
[50]	train-mlogloss:1.98729	validation-mlogloss:2.00494
[51]	train-mlogloss:1.97881	validation-mlogloss:1.99669
[52]	train-mlogloss:1.97074	validation-mlogloss:1.98908
[53]	train-mlogloss:1.96247	validation-mlogloss:1.98099
[54]	train-mlogloss:1.95483	validation-mlogloss:1.97373
[55]	train-mlogloss:1.94697	validation-mlogloss:1.96575
[56]	train-mlogloss:1.93932	validation-mlogloss:1.95817
[57]	train-mlogloss:1.93180	validation-mlogloss:1.95123
[58]	train-mlogloss:1.92430	validation-mlogloss:1.94400
[59]	train-mlogloss:1.91705	validation-mlogloss:1.93717
[60]	train-mlogloss:1.90980	validation-mlogloss:1.93030
[61]	train-mlogloss:1.90269	validation-mlogloss:1.92334
[62]	train-mlogloss:1.89562	validation-mlogloss:1.91622
[63]	train-mlogloss:1.88880	validation-mlogloss:1.90997
[64]	train-mlogloss:1.88209	validation-mlogloss:1.90373
[65]	train-mlogloss:1.87540	validation-mlogloss:1.89722
[66]	train-mlogloss:1.86869	validation-mlogloss:1.89082
[67]	train-mlogloss:1.86217	validation-mlogloss:1.88460
[68]	train-mlogloss:1.85578	validation-mlogloss:1.87812
[69]	train-mlogloss:1.84947	validation-mlogloss:1.87193
[70]	train-mlogloss:1.84307	validation-mlogloss:1.86579
[71]	train-mlogloss:1.83708	validation-mlogloss:1.86025
[72]	train-mlogloss:1.83113	validation-mlogloss:1.85436
[73]	train-mlogloss:1.82543	validation-mlogloss:1.84888
[74]	train-mlogloss:1.81935	validation-mlogloss:1.84308
[75]	train-mlogloss:1.81327	validation-mlogloss:1.83731
[76]	train-mlogloss:1.80750	validation-mlogloss:1.83166
[77]	train-mlogloss:1.80182	validation-mlogloss:1.82604
[78]	train-mlogloss:1.79623	validation-mlogloss:1.82083
[79]	train-mlogloss:1.79069	validation-mlogloss:1.81548
[80]	train-mlogloss:1.78523	validation-mlogloss:1.81029
[81]	train-mlogloss:1.77981	validation-mlogloss:1.80515
[82]	train-mlogloss:1.77420	validation-mlogloss:1.79970
[83]	train-mlogloss:1.76900	validation-mlogloss:1.79466
[84]	train-mlogloss:1.76386	validation-mlogloss:1.78958
[85]	train-mlogloss:1.75881	validation-mlogloss:1.78436
[86]	train-mlogloss:1.75379	validation-mlogloss:1.77964
[87]	train-mlogloss:1.74880	validation-mlogloss:1.77482
[88]	train-mlogloss:1.74383	validation-mlogloss:1.77002
[89]	train-mlogloss:1.73883	validation-mlogloss:1.76502
[90]	train-mlogloss:1.73398	validation-mlogloss:1.76033
[91]	train-mlogloss:1.72944	validation-mlogloss:1.75606
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[695]	train-mlogloss:1.25335	validation-mlogloss:1.34051
[696]	train-mlogloss:1.25332	validation-mlogloss:1.34047
[697]	train-mlogloss:1.25330	validation-mlogloss:1.34045
[698]	train-mlogloss:1.25330	validation-mlogloss:1.34045
[699]	train-mlogloss:1.25330	validation-mlogloss:1.34045
[700]	train-mlogloss:1.25325	validation-mlogloss:1.34046
[701]	train-mlogloss:1.25321	validation-mlogloss:1.34044
[702]	train-mlogloss:1.25321	validation-mlogloss:1.34044
[703]	train-mlogloss:1.25320	validation-mlogloss:1.34042
[704]	train-mlogloss:1.25315	validation-mlogloss:1.34039
[705]	train-mlogloss:1.25312	validation-mlogloss:1.34034
[706]	train-mlogloss:1.25309	validation-mlogloss:1.34032
[707]	train-mlogloss:1.25302	validation-mlogloss:1.34031
[708]	train-mlogloss:1.25295	validation-mlogloss:1.34027
[709]	train-mlogloss:1.25286	validation-mlogloss:1.34018
[710]	train-mlogloss:1.25283	validation-mlogloss:1.34015
[711]	train-mlogloss:1.25279	validation-mlogloss:1.34010
[712]	train-mlogloss:1.25274	validation-mlogloss:1.34006
[713]	train-mlogloss:1.25274	validation-mlogloss:1.34006
Saved model to disk.
2025-10-27 11:26:28.903250: 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`.
2025-10-27 11:26:28.915933: 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 00:00:1761560788.929793  541242 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560788.934169  541242 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560788.945061  541242 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560788.945085  541242 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560788.945088  541242 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560788.945091  541242 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:26:28.948496: 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:2.68325	validation-mlogloss:2.68399
[1]	train-mlogloss:2.66158	validation-mlogloss:2.66335
[2]	train-mlogloss:2.63948	validation-mlogloss:2.64157
[3]	train-mlogloss:2.61778	validation-mlogloss:2.62063
[4]	train-mlogloss:2.59751	validation-mlogloss:2.60111
[5]	train-mlogloss:2.57719	validation-mlogloss:2.58177
[6]	train-mlogloss:2.55741	validation-mlogloss:2.56216
[7]	train-mlogloss:2.53858	validation-mlogloss:2.54413
[8]	train-mlogloss:2.51960	validation-mlogloss:2.52484
[9]	train-mlogloss:2.50176	validation-mlogloss:2.50718
[10]	train-mlogloss:2.48321	validation-mlogloss:2.48877
[11]	train-mlogloss:2.46531	validation-mlogloss:2.47102
[12]	train-mlogloss:2.44826	validation-mlogloss:2.45413
[13]	train-mlogloss:2.43098	validation-mlogloss:2.43713
[14]	train-mlogloss:2.41416	validation-mlogloss:2.42064
[15]	train-mlogloss:2.39825	validation-mlogloss:2.40514
[16]	train-mlogloss:2.38193	validation-mlogloss:2.38926
[17]	train-mlogloss:2.36648	validation-mlogloss:2.37383
[18]	train-mlogloss:2.35119	validation-mlogloss:2.35917
[19]	train-mlogloss:2.33633	validation-mlogloss:2.34525
[20]	train-mlogloss:2.32104	validation-mlogloss:2.33109
[21]	train-mlogloss:2.30662	validation-mlogloss:2.31682
[22]	train-mlogloss:2.29241	validation-mlogloss:2.30297
[23]	train-mlogloss:2.27924	validation-mlogloss:2.28999
[24]	train-mlogloss:2.26557	validation-mlogloss:2.27665
[25]	train-mlogloss:2.25220	validation-mlogloss:2.26420
[26]	train-mlogloss:2.23913	validation-mlogloss:2.25174
[27]	train-mlogloss:2.22634	validation-mlogloss:2.23949
[28]	train-mlogloss:2.21394	validation-mlogloss:2.22742
[29]	train-mlogloss:2.20175	validation-mlogloss:2.21523
[30]	train-mlogloss:2.18988	validation-mlogloss:2.20373
[31]	train-mlogloss:2.17786	validation-mlogloss:2.19200
[32]	train-mlogloss:2.16590	validation-mlogloss:2.18065
[33]	train-mlogloss:2.15440	validation-mlogloss:2.16964
[34]	train-mlogloss:2.14296	validation-mlogloss:2.15882
[35]	train-mlogloss:2.13230	validation-mlogloss:2.14830
[36]	train-mlogloss:2.12136	validation-mlogloss:2.13720
[37]	train-mlogloss:2.11127	validation-mlogloss:2.12743
[38]	train-mlogloss:2.10075	validation-mlogloss:2.11736
[39]	train-mlogloss:2.09051	validation-mlogloss:2.10749
[40]	train-mlogloss:2.08032	validation-mlogloss:2.09744
[41]	train-mlogloss:2.07056	validation-mlogloss:2.08821
[42]	train-mlogloss:2.06106	validation-mlogloss:2.07918
[43]	train-mlogloss:2.05153	validation-mlogloss:2.06990
[44]	train-mlogloss:2.04207	validation-mlogloss:2.06095
[45]	train-mlogloss:2.03260	validation-mlogloss:2.05176
[46]	train-mlogloss:2.02357	validation-mlogloss:2.04296
[47]	train-mlogloss:2.01450	validation-mlogloss:2.03436
[48]	train-mlogloss:2.00571	validation-mlogloss:2.02590
[49]	train-mlogloss:1.99703	validation-mlogloss:2.01760
[50]	train-mlogloss:1.98848	validation-mlogloss:2.00905
[51]	train-mlogloss:1.98045	validation-mlogloss:2.00142
[52]	train-mlogloss:1.97223	validation-mlogloss:1.99368
[53]	train-mlogloss:1.96417	validation-mlogloss:1.98591
[54]	train-mlogloss:1.95601	validation-mlogloss:1.97843
[55]	train-mlogloss:1.94815	validation-mlogloss:1.97082
[56]	train-mlogloss:1.94018	validation-mlogloss:1.96282
[57]	train-mlogloss:1.93267	validation-mlogloss:1.95555
[58]	train-mlogloss:1.92544	validation-mlogloss:1.94854
[59]	train-mlogloss:1.91791	validation-mlogloss:1.94090
[60]	train-mlogloss:1.91077	validation-mlogloss:1.93403
[61]	train-mlogloss:1.90356	validation-mlogloss:1.92692
[62]	train-mlogloss:1.89642	validation-mlogloss:1.92030
[63]	train-mlogloss:1.88937	validation-mlogloss:1.91329
[64]	train-mlogloss:1.88250	validation-mlogloss:1.90676
[65]	train-mlogloss:1.87578	validation-mlogloss:1.90040
[66]	train-mlogloss:1.86922	validation-mlogloss:1.89399
[67]	train-mlogloss:1.86276	validation-mlogloss:1.88745
[68]	train-mlogloss:1.85641	validation-mlogloss:1.88156
[69]	train-mlogloss:1.84980	validation-mlogloss:1.87543
[70]	train-mlogloss:1.84351	validation-mlogloss:1.86894
[71]	train-mlogloss:1.83719	validation-mlogloss:1.86285
[72]	train-mlogloss:1.83096	validation-mlogloss:1.85667
[73]	train-mlogloss:1.82492	validation-mlogloss:1.85088
[74]	train-mlogloss:1.81889	validation-mlogloss:1.84475
[75]	train-mlogloss:1.81309	validation-mlogloss:1.83900
[76]	train-mlogloss:1.80741	validation-mlogloss:1.83367
[77]	train-mlogloss:1.80173	validation-mlogloss:1.82816
[78]	train-mlogloss:1.79604	validation-mlogloss:1.82263
[79]	train-mlogloss:1.79044	validation-mlogloss:1.81740
[80]	train-mlogloss:1.78488	validation-mlogloss:1.81224
[81]	train-mlogloss:1.77926	validation-mlogloss:1.80700
[82]	train-mlogloss:1.77406	validation-mlogloss:1.80167
[83]	train-mlogloss:1.76880	validation-mlogloss:1.79658
[84]	train-mlogloss:1.76358	validation-mlogloss:1.79131
[85]	train-mlogloss:1.75847	validation-mlogloss:1.78628
[86]	train-mlogloss:1.75346	validation-mlogloss:1.78147
[87]	train-mlogloss:1.74850	validation-mlogloss:1.77635
[88]	train-mlogloss:1.74347	validation-mlogloss:1.77156
[89]	train-mlogloss:1.73850	validation-mlogloss:1.76669
[90]	train-mlogloss:1.73385	validation-mlogloss:1.76218
[91]	train-mlogloss:1.72904	validation-mlogloss:1.75753
[92]	train-mlogloss:1.72442	validation-mlogloss:1.75284
[93]	train-mlogloss:1.71978	validation-mlogloss:1.74841
[94]	train-mlogloss:1.71504	validation-mlogloss:1.74383
[95]	train-mlogloss:1.71056	validation-mlogloss:1.73973
[96]	train-mlogloss:1.70601	validation-mlogloss:1.73555
[97]	train-mlogloss:1.70162	validation-mlogloss:1.73135
[98]	train-mlogloss:1.69708	validation-mlogloss:1.72708
[99]	train-mlogloss:1.69272	validation-mlogloss:1.72314
[100]	train-mlogloss:1.68856	validation-mlogloss:1.71908
[101]	train-mlogloss:1.68435	validation-mlogloss:1.71487
[102]	train-mlogloss:1.68016	validation-mlogloss:1.71089
[103]	train-mlogloss:1.67592	validation-mlogloss:1.70682
[104]	train-mlogloss:1.67181	validation-mlogloss:1.70281
[105]	train-mlogloss:1.66771	validation-mlogloss:1.69903
[106]	train-mlogloss:1.66372	validation-mlogloss:1.69522
[107]	train-mlogloss:1.65945	validation-mlogloss:1.69125
[108]	train-mlogloss:1.65570	validation-mlogloss:1.68761
[109]	train-mlogloss:1.65196	validation-mlogloss:1.68397
[110]	train-mlogloss:1.64803	validation-mlogloss:1.68015
[111]	train-mlogloss:1.64415	validation-mlogloss:1.67654
[112]	train-mlogloss:1.64046	validation-mlogloss:1.67263
[113]	train-mlogloss:1.63673	validation-mlogloss:1.66926
[114]	train-mlogloss:1.63309	validation-mlogloss:1.66583
[115]	train-mlogloss:1.62966	validation-mlogloss:1.66249
[116]	train-mlogloss:1.62599	validation-mlogloss:1.65898
[117]	train-mlogloss:1.62237	validation-mlogloss:1.65580
[118]	train-mlogloss:1.61895	validation-mlogloss:1.65260
[119]	train-mlogloss:1.61561	validation-mlogloss:1.64952
[120]	train-mlogloss:1.61228	validation-mlogloss:1.64632
[121]	train-mlogloss:1.60900	validation-mlogloss:1.64327
[122]	train-mlogloss:1.60559	validation-mlogloss:1.64012
[123]	train-mlogloss:1.60214	validation-mlogloss:1.63682
[124]	train-mlogloss:1.59873	validation-mlogloss:1.63367
[125]	train-mlogloss:1.59547	validation-mlogloss:1.63058
[126]	train-mlogloss:1.59242	validation-mlogloss:1.62764
[127]	train-mlogloss:1.58912	validation-mlogloss:1.62457
[128]	train-mlogloss:1.58606	validation-mlogloss:1.62161
[129]	train-mlogloss:1.58291	validation-mlogloss:1.61878
[130]	train-mlogloss:1.57993	validation-mlogloss:1.61623
[131]	train-mlogloss:1.57681	validation-mlogloss:1.61330
[132]	train-mlogloss:1.57393	validation-mlogloss:1.61058
[133]	train-mlogloss:1.57082	validation-mlogloss:1.60773
[134]	train-mlogloss:1.56784	validation-mlogloss:1.60516
[135]	train-mlogloss:1.56508	validation-mlogloss:1.60258
[136]	train-mlogloss:1.56217	validation-mlogloss:1.59977
[137]	train-mlogloss:1.55942	validation-mlogloss:1.59711
[138]	train-mlogloss:1.55658	validation-mlogloss:1.59453
[139]	train-mlogloss:1.55366	validation-mlogloss:1.59193
[140]	train-mlogloss:1.55094	validation-mlogloss:1.58957
[141]	train-mlogloss:1.54835	validation-mlogloss:1.58719
[142]	train-mlogloss:1.54583	validation-mlogloss:1.58489
[143]	train-mlogloss:1.54316	validation-mlogloss:1.58237
[144]	train-mlogloss:1.54053	validation-mlogloss:1.57991
[145]	train-mlogloss:1.53784	validation-mlogloss:1.57750
[146]	train-mlogloss:1.53528	validation-mlogloss:1.57524
[147]	train-mlogloss:1.53262	validation-mlogloss:1.57258
[148]	train-mlogloss:1.52991	validation-mlogloss:1.56983
[149]	train-mlogloss:1.52736	validation-mlogloss:1.56762
[150]	train-mlogloss:1.52501	validation-mlogloss:1.56538
[151]	train-mlogloss:1.52252	validation-mlogloss:1.56305
[152]	train-mlogloss:1.52023	validation-mlogloss:1.56091
[153]	train-mlogloss:1.51772	validation-mlogloss:1.55857
[154]	train-mlogloss:1.51518	validation-mlogloss:1.55632
[155]	train-mlogloss:1.51276	validation-mlogloss:1.55415
[156]	train-mlogloss:1.51034	validation-mlogloss:1.55199
[157]	train-mlogloss:1.50805	validation-mlogloss:1.54978
[158]	train-mlogloss:1.50566	validation-mlogloss:1.54769
[159]	train-mlogloss:1.50333	validation-mlogloss:1.54564
[160]	train-mlogloss:1.50113	validation-mlogloss:1.54382
[161]	train-mlogloss:1.49898	validation-mlogloss:1.54187
[162]	train-mlogloss:1.49680	validation-mlogloss:1.54004
[163]	train-mlogloss:1.49448	validation-mlogloss:1.53801
[164]	train-mlogloss:1.49238	validation-mlogloss:1.53604
[165]	train-mlogloss:1.49017	validation-mlogloss:1.53397
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[167]	train-mlogloss:1.48582	validation-mlogloss:1.53020
[168]	train-mlogloss:1.48359	validation-mlogloss:1.52810
[169]	train-mlogloss:1.48140	validation-mlogloss:1.52619
[170]	train-mlogloss:1.47926	validation-mlogloss:1.52432
[171]	train-mlogloss:1.47723	validation-mlogloss:1.52241
[172]	train-mlogloss:1.47508	validation-mlogloss:1.52052
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[174]	train-mlogloss:1.47102	validation-mlogloss:1.51707
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[177]	train-mlogloss:1.46522	validation-mlogloss:1.51185
[178]	train-mlogloss:1.46339	validation-mlogloss:1.51029
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[180]	train-mlogloss:1.45957	validation-mlogloss:1.50700
[181]	train-mlogloss:1.45771	validation-mlogloss:1.50522
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[183]	train-mlogloss:1.45405	validation-mlogloss:1.50182
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[185]	train-mlogloss:1.45056	validation-mlogloss:1.49876
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[187]	train-mlogloss:1.44704	validation-mlogloss:1.49552
[188]	train-mlogloss:1.44522	validation-mlogloss:1.49384
[189]	train-mlogloss:1.44345	validation-mlogloss:1.49237
[190]	train-mlogloss:1.44172	validation-mlogloss:1.49077
[191]	train-mlogloss:1.43992	validation-mlogloss:1.48914
[192]	train-mlogloss:1.43820	validation-mlogloss:1.48765
[193]	train-mlogloss:1.43648	validation-mlogloss:1.48596
[194]	train-mlogloss:1.43479	validation-mlogloss:1.48440
[195]	train-mlogloss:1.43310	validation-mlogloss:1.48301
[196]	train-mlogloss:1.43141	validation-mlogloss:1.48144
[197]	train-mlogloss:1.42972	validation-mlogloss:1.47980
[198]	train-mlogloss:1.42809	validation-mlogloss:1.47843
[199]	train-mlogloss:1.42654	validation-mlogloss:1.47718
[200]	train-mlogloss:1.42503	validation-mlogloss:1.47602
[201]	train-mlogloss:1.42347	validation-mlogloss:1.47464
[202]	train-mlogloss:1.42210	validation-mlogloss:1.47344
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[204]	train-mlogloss:1.41906	validation-mlogloss:1.47107
[205]	train-mlogloss:1.41756	validation-mlogloss:1.46976
[206]	train-mlogloss:1.41597	validation-mlogloss:1.46851
[207]	train-mlogloss:1.41453	validation-mlogloss:1.46728
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[209]	train-mlogloss:1.41172	validation-mlogloss:1.46473
[210]	train-mlogloss:1.41027	validation-mlogloss:1.46350
[211]	train-mlogloss:1.40893	validation-mlogloss:1.46223
[212]	train-mlogloss:1.40742	validation-mlogloss:1.46090
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[214]	train-mlogloss:1.40464	validation-mlogloss:1.45857
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[218]	train-mlogloss:1.39910	validation-mlogloss:1.45403
[219]	train-mlogloss:1.39773	validation-mlogloss:1.45285
[220]	train-mlogloss:1.39644	validation-mlogloss:1.45159
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[222]	train-mlogloss:1.39387	validation-mlogloss:1.44944
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[559]	train-mlogloss:1.25758	validation-mlogloss:1.34318
[560]	train-mlogloss:1.25751	validation-mlogloss:1.34314
[561]	train-mlogloss:1.25748	validation-mlogloss:1.34313
[562]	train-mlogloss:1.25743	validation-mlogloss:1.34312
[563]	train-mlogloss:1.25735	validation-mlogloss:1.34307
[564]	train-mlogloss:1.25726	validation-mlogloss:1.34301
[565]	train-mlogloss:1.25723	validation-mlogloss:1.34300
[566]	train-mlogloss:1.25722	validation-mlogloss:1.34300
[567]	train-mlogloss:1.25715	validation-mlogloss:1.34296
[568]	train-mlogloss:1.25710	validation-mlogloss:1.34290
[569]	train-mlogloss:1.25704	validation-mlogloss:1.34283
[570]	train-mlogloss:1.25704	validation-mlogloss:1.34283
[571]	train-mlogloss:1.25697	validation-mlogloss:1.34285
[572]	train-mlogloss:1.25690	validation-mlogloss:1.34282
[573]	train-mlogloss:1.25683	validation-mlogloss:1.34270
[574]	train-mlogloss:1.25677	validation-mlogloss:1.34262
[575]	train-mlogloss:1.25675	validation-mlogloss:1.34259
[576]	train-mlogloss:1.25661	validation-mlogloss:1.34253
[577]	train-mlogloss:1.25661	validation-mlogloss:1.34253
[578]	train-mlogloss:1.25656	validation-mlogloss:1.34251
[579]	train-mlogloss:1.25643	validation-mlogloss:1.34241
[580]	train-mlogloss:1.25643	validation-mlogloss:1.34241
[581]	train-mlogloss:1.25636	validation-mlogloss:1.34235
[582]	train-mlogloss:1.25630	validation-mlogloss:1.34232
[583]	train-mlogloss:1.25627	validation-mlogloss:1.34230
[584]	train-mlogloss:1.25623	validation-mlogloss:1.34228
[585]	train-mlogloss:1.25619	validation-mlogloss:1.34225
[586]	train-mlogloss:1.25614	validation-mlogloss:1.34223
[587]	train-mlogloss:1.25604	validation-mlogloss:1.34217
[588]	train-mlogloss:1.25593	validation-mlogloss:1.34204
[589]	train-mlogloss:1.25591	validation-mlogloss:1.34201
[590]	train-mlogloss:1.25588	validation-mlogloss:1.34198
[591]	train-mlogloss:1.25585	validation-mlogloss:1.34199
[592]	train-mlogloss:1.25585	validation-mlogloss:1.34199
[593]	train-mlogloss:1.25583	validation-mlogloss:1.34197
[594]	train-mlogloss:1.25579	validation-mlogloss:1.34191
[595]	train-mlogloss:1.25577	validation-mlogloss:1.34190
[596]	train-mlogloss:1.25574	validation-mlogloss:1.34191
[597]	train-mlogloss:1.25571	validation-mlogloss:1.34189
[598]	train-mlogloss:1.25567	validation-mlogloss:1.34188
[599]	train-mlogloss:1.25563	validation-mlogloss:1.34187
[600]	train-mlogloss:1.25556	validation-mlogloss:1.34184
[601]	train-mlogloss:1.25556	validation-mlogloss:1.34184
[602]	train-mlogloss:1.25545	validation-mlogloss:1.34179
[603]	train-mlogloss:1.25536	validation-mlogloss:1.34179
[604]	train-mlogloss:1.25522	validation-mlogloss:1.34169
[605]	train-mlogloss:1.25521	validation-mlogloss:1.34168
[606]	train-mlogloss:1.25519	validation-mlogloss:1.34169
[607]	train-mlogloss:1.25515	validation-mlogloss:1.34166
[608]	train-mlogloss:1.25513	validation-mlogloss:1.34163
[609]	train-mlogloss:1.25507	validation-mlogloss:1.34156
[610]	train-mlogloss:1.25501	validation-mlogloss:1.34155
[611]	train-mlogloss:1.25495	validation-mlogloss:1.34155
[612]	train-mlogloss:1.25495	validation-mlogloss:1.34155
[613]	train-mlogloss:1.25493	validation-mlogloss:1.34155
[614]	train-mlogloss:1.25487	validation-mlogloss:1.34150
[615]	train-mlogloss:1.25479	validation-mlogloss:1.34143
[616]	train-mlogloss:1.25476	validation-mlogloss:1.34141
[617]	train-mlogloss:1.25471	validation-mlogloss:1.34140
[618]	train-mlogloss:1.25463	validation-mlogloss:1.34133
[619]	train-mlogloss:1.25459	validation-mlogloss:1.34132
[620]	train-mlogloss:1.25455	validation-mlogloss:1.34132
[621]	train-mlogloss:1.25455	validation-mlogloss:1.34132
[622]	train-mlogloss:1.25445	validation-mlogloss:1.34125
[623]	train-mlogloss:1.25441	validation-mlogloss:1.34121
[624]	train-mlogloss:1.25439	validation-mlogloss:1.34121
[625]	train-mlogloss:1.25433	validation-mlogloss:1.34115
[626]	train-mlogloss:1.25432	validation-mlogloss:1.34114
[627]	train-mlogloss:1.25431	validation-mlogloss:1.34114
[628]	train-mlogloss:1.25428	validation-mlogloss:1.34109
[629]	train-mlogloss:1.25428	validation-mlogloss:1.34109
[630]	train-mlogloss:1.25426	validation-mlogloss:1.34108
[631]	train-mlogloss:1.25425	validation-mlogloss:1.34109
[632]	train-mlogloss:1.25418	validation-mlogloss:1.34107
[633]	train-mlogloss:1.25412	validation-mlogloss:1.34098
[634]	train-mlogloss:1.25404	validation-mlogloss:1.34094
[635]	train-mlogloss:1.25391	validation-mlogloss:1.34088
[636]	train-mlogloss:1.25386	validation-mlogloss:1.34084
[637]	train-mlogloss:1.25386	validation-mlogloss:1.34084
[638]	train-mlogloss:1.25383	validation-mlogloss:1.34083
[639]	train-mlogloss:1.25383	validation-mlogloss:1.34083
[640]	train-mlogloss:1.25371	validation-mlogloss:1.34082
[641]	train-mlogloss:1.25367	validation-mlogloss:1.34079
[642]	train-mlogloss:1.25357	validation-mlogloss:1.34068
[643]	train-mlogloss:1.25354	validation-mlogloss:1.34066
[644]	train-mlogloss:1.25354	validation-mlogloss:1.34066
[645]	train-mlogloss:1.25342	validation-mlogloss:1.34057
[646]	train-mlogloss:1.25342	validation-mlogloss:1.34057
[647]	train-mlogloss:1.25342	validation-mlogloss:1.34057
[648]	train-mlogloss:1.25341	validation-mlogloss:1.34056
[649]	train-mlogloss:1.25334	validation-mlogloss:1.34054
[650]	train-mlogloss:1.25328	validation-mlogloss:1.34054
[651]	train-mlogloss:1.25325	validation-mlogloss:1.34054
[652]	train-mlogloss:1.25319	validation-mlogloss:1.34051
[653]	train-mlogloss:1.25315	validation-mlogloss:1.34048
[654]	train-mlogloss:1.25312	validation-mlogloss:1.34043
[655]	train-mlogloss:1.25305	validation-mlogloss:1.34039
[656]	train-mlogloss:1.25296	validation-mlogloss:1.34033
[657]	train-mlogloss:1.25296	validation-mlogloss:1.34033
[658]	train-mlogloss:1.25292	validation-mlogloss:1.34028
[659]	train-mlogloss:1.25292	validation-mlogloss:1.34028
[660]	train-mlogloss:1.25292	validation-mlogloss:1.34029
[661]	train-mlogloss:1.25291	validation-mlogloss:1.34029
[662]	train-mlogloss:1.25283	validation-mlogloss:1.34026
[663]	train-mlogloss:1.25274	validation-mlogloss:1.34023
[664]	train-mlogloss:1.25273	validation-mlogloss:1.34025
[665]	train-mlogloss:1.25271	validation-mlogloss:1.34024
[666]	train-mlogloss:1.25257	validation-mlogloss:1.34012
[667]	train-mlogloss:1.25255	validation-mlogloss:1.34010
[668]	train-mlogloss:1.25248	validation-mlogloss:1.33999
[669]	train-mlogloss:1.25247	validation-mlogloss:1.33998
[670]	train-mlogloss:1.25239	validation-mlogloss:1.33993
[671]	train-mlogloss:1.25234	validation-mlogloss:1.33989
[672]	train-mlogloss:1.25234	validation-mlogloss:1.33989
[673]	train-mlogloss:1.25234	validation-mlogloss:1.33989
[674]	train-mlogloss:1.25233	validation-mlogloss:1.33988
[675]	train-mlogloss:1.25224	validation-mlogloss:1.33981
[676]	train-mlogloss:1.25223	validation-mlogloss:1.33982
[677]	train-mlogloss:1.25218	validation-mlogloss:1.33984
[678]	train-mlogloss:1.25216	validation-mlogloss:1.33983
[679]	train-mlogloss:1.25213	validation-mlogloss:1.33981
[680]	train-mlogloss:1.25211	validation-mlogloss:1.33979
[681]	train-mlogloss:1.25210	validation-mlogloss:1.33979
[682]	train-mlogloss:1.25210	validation-mlogloss:1.33980
[683]	train-mlogloss:1.25208	validation-mlogloss:1.33977
[684]	train-mlogloss:1.25208	validation-mlogloss:1.33977
[685]	train-mlogloss:1.25207	validation-mlogloss:1.33978
[686]	train-mlogloss:1.25207	validation-mlogloss:1.33978
[687]	train-mlogloss:1.25202	validation-mlogloss:1.33975
[688]	train-mlogloss:1.25195	validation-mlogloss:1.33973
[689]	train-mlogloss:1.25192	validation-mlogloss:1.33975
[690]	train-mlogloss:1.25188	validation-mlogloss:1.33976
[691]	train-mlogloss:1.25187	validation-mlogloss:1.33975
[692]	train-mlogloss:1.25180	validation-mlogloss:1.33974
[693]	train-mlogloss:1.25177	validation-mlogloss:1.33971
[694]	train-mlogloss:1.25175	validation-mlogloss:1.33971
[695]	train-mlogloss:1.25174	validation-mlogloss:1.33970
[696]	train-mlogloss:1.25171	validation-mlogloss:1.33968
[697]	train-mlogloss:1.25166	validation-mlogloss:1.33966
[698]	train-mlogloss:1.25161	validation-mlogloss:1.33962
[699]	train-mlogloss:1.25161	validation-mlogloss:1.33962
[700]	train-mlogloss:1.25160	validation-mlogloss:1.33962
[701]	train-mlogloss:1.25158	validation-mlogloss:1.33962
[702]	train-mlogloss:1.25153	validation-mlogloss:1.33957
[703]	train-mlogloss:1.25147	validation-mlogloss:1.33954
[704]	train-mlogloss:1.25141	validation-mlogloss:1.33952
[705]	train-mlogloss:1.25140	validation-mlogloss:1.33950
[706]	train-mlogloss:1.25138	validation-mlogloss:1.33951
[707]	train-mlogloss:1.25132	validation-mlogloss:1.33948
[708]	train-mlogloss:1.25132	validation-mlogloss:1.33948
[709]	train-mlogloss:1.25127	validation-mlogloss:1.33945
[710]	train-mlogloss:1.25121	validation-mlogloss:1.33942
[711]	train-mlogloss:1.25118	validation-mlogloss:1.33940
[712]	train-mlogloss:1.25113	validation-mlogloss:1.33935
[713]	train-mlogloss:1.25111	validation-mlogloss:1.33935
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.61 [%]
Global accuracy score (test) = 50.24 [%]
Global F1 score (train) = 62.68 [%]
Global F1 score (test) = 50.48 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.26      0.38      0.31       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.39      0.42       184
       CAMINAR USUAL SPEED       0.27      0.21      0.24       184
            CAMINAR ZIGZAG       0.59      0.55      0.57       184
          DE PIE BARRIENDO       0.57      0.50      0.53       184
   DE PIE DOBLANDO TOALLAS       0.41      0.46      0.43       184
    DE PIE MOVIENDO LIBROS       0.47      0.43      0.45       184
          DE PIE USANDO PC       0.61      0.66      0.64       184
        FASE REPOSO CON K5       0.54      0.79      0.64       184
INCREMENTAL CICLOERGOMETRO       0.88      0.64      0.74       184
           SENTADO LEYENDO       0.36      0.42      0.39       184
         SENTADO USANDO PC       0.40      0.27      0.32       184
      SENTADO VIENDO LA TV       0.48      0.40      0.44       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.66      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.50      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 13: 50.24 [%]
F1-score capturado en la ejecución 13: 50.48 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.83 [%]
Global accuracy score (test) = 50.64 [%]
Global F1 score (train) = 62.87 [%]
Global F1 score (test) = 50.91 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.27      0.36      0.31       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.43      0.44       184
       CAMINAR USUAL SPEED       0.30      0.24      0.26       184
            CAMINAR ZIGZAG       0.60      0.54      0.57       184
          DE PIE BARRIENDO       0.55      0.50      0.52       184
   DE PIE DOBLANDO TOALLAS       0.43      0.47      0.45       184
    DE PIE MOVIENDO LIBROS       0.48      0.46      0.47       184
          DE PIE USANDO PC       0.62      0.66      0.64       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.90      0.62      0.74       184
           SENTADO LEYENDO       0.36      0.43      0.39       184
         SENTADO USANDO PC       0.39      0.27      0.32       184
      SENTADO VIENDO LA TV       0.46      0.37      0.41       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.66      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 14: 50.64 [%]
F1-score capturado en la ejecución 14: 50.91 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.72 [%]
Global accuracy score (test) = 50.35 [%]
Global F1 score (train) = 62.76 [%]
Global F1 score (test) = 50.47 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.39      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.40      0.41       184
       CAMINAR USUAL SPEED       0.26      0.21      0.23       184
            CAMINAR ZIGZAG       0.60      0.54      0.57       184
          DE PIE BARRIENDO       0.54      0.49      0.51       184
   DE PIE DOBLANDO TOALLAS       0.43      0.45      0.44       184
    DE PIE MOVIENDO LIBROS       0.49      0.47      0.48       184
          DE PIE USANDO PC       0.61      0.67      0.64       184
        FASE REPOSO CON K5       0.55      0.80      0.65       184
INCREMENTAL CICLOERGOMETRO       0.87      0.64      0.73       184
           SENTADO LEYENDO       0.35      0.41      0.38       184
         SENTADO USANDO PC       0.39      0.25      0.30       184
      SENTADO VIENDO LA TV       0.47      0.40      0.43       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.67      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.51      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 15: 50.35 [%]
F1-score capturado en la ejecución 15: 50.47 [%]

=== EJECUCIÓN 16 ===

--- TRAIN (ejecución 16) ---

--- TEST (ejecución 16) ---
2025-10-27 11:27:16.284620: 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`.
2025-10-27 11:27:16.297420: 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 00:00:1761560836.311187  542165 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560836.315566  542165 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560836.326416  542165 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560836.326439  542165 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560836.326442  542165 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560836.326444  542165 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:27:16.329842: 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:2.68506	validation-mlogloss:2.68588
[1]	train-mlogloss:2.66131	validation-mlogloss:2.66336
[2]	train-mlogloss:2.63824	validation-mlogloss:2.64120
[3]	train-mlogloss:2.61769	validation-mlogloss:2.62150
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[631]	train-mlogloss:1.25519	validation-mlogloss:1.34320
[632]	train-mlogloss:1.25511	validation-mlogloss:1.34311
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[645]	train-mlogloss:1.25430	validation-mlogloss:1.34273
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[651]	train-mlogloss:1.25412	validation-mlogloss:1.34263
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[663]	train-mlogloss:1.25364	validation-mlogloss:1.34248
[664]	train-mlogloss:1.25364	validation-mlogloss:1.34248
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[677]	train-mlogloss:1.25307	validation-mlogloss:1.34201
[678]	train-mlogloss:1.25303	validation-mlogloss:1.34197
[679]	train-mlogloss:1.25301	validation-mlogloss:1.34195
[680]	train-mlogloss:1.25300	validation-mlogloss:1.34193
[681]	train-mlogloss:1.25296	validation-mlogloss:1.34190
[682]	train-mlogloss:1.25287	validation-mlogloss:1.34185
[683]	train-mlogloss:1.25282	validation-mlogloss:1.34183
[684]	train-mlogloss:1.25279	validation-mlogloss:1.34178
[685]	train-mlogloss:1.25273	validation-mlogloss:1.34171
[686]	train-mlogloss:1.25270	validation-mlogloss:1.34170
[687]	train-mlogloss:1.25270	validation-mlogloss:1.34170
[688]	train-mlogloss:1.25265	validation-mlogloss:1.34167
[689]	train-mlogloss:1.25256	validation-mlogloss:1.34159
[690]	train-mlogloss:1.25255	validation-mlogloss:1.34158
[691]	train-mlogloss:1.25253	validation-mlogloss:1.34156
[692]	train-mlogloss:1.25253	validation-mlogloss:1.34156
[693]	train-mlogloss:1.25253	validation-mlogloss:1.34156
[694]	train-mlogloss:1.25250	validation-mlogloss:1.34157
[695]	train-mlogloss:1.25246	validation-mlogloss:1.34153
[696]	train-mlogloss:1.25243	validation-mlogloss:1.34148
[697]	train-mlogloss:1.25243	validation-mlogloss:1.34148
[698]	train-mlogloss:1.25232	validation-mlogloss:1.34136
[699]	train-mlogloss:1.25230	validation-mlogloss:1.34135
[700]	train-mlogloss:1.25229	validation-mlogloss:1.34135
[701]	train-mlogloss:1.25228	validation-mlogloss:1.34135
[702]	train-mlogloss:1.25228	validation-mlogloss:1.34135
[703]	train-mlogloss:1.25218	validation-mlogloss:1.34131
[704]	train-mlogloss:1.25215	validation-mlogloss:1.34130
[705]	train-mlogloss:1.25207	validation-mlogloss:1.34121
[706]	train-mlogloss:1.25204	validation-mlogloss:1.34119
[707]	train-mlogloss:1.25196	validation-mlogloss:1.34114
[708]	train-mlogloss:1.25193	validation-mlogloss:1.34112
[709]	train-mlogloss:1.25190	validation-mlogloss:1.34109
[710]	train-mlogloss:1.25190	validation-mlogloss:1.34109
[711]	train-mlogloss:1.25187	validation-mlogloss:1.34105
[712]	train-mlogloss:1.25182	validation-mlogloss:1.34101
[713]	train-mlogloss:1.25176	validation-mlogloss:1.34096
Saved model to disk.
2025-10-27 11:28:03.363728: 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`.
2025-10-27 11:28:03.376553: 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 00:00:1761560883.390477  543082 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560883.394874  543082 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560883.406191  543082 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560883.406222  543082 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560883.406226  543082 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560883.406228  543082 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:28:03.409690: 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:2.66177	validation-mlogloss:2.66237
[2]	train-mlogloss:2.63944	validation-mlogloss:2.64066
[3]	train-mlogloss:2.61635	validation-mlogloss:2.61851
[4]	train-mlogloss:2.59580	validation-mlogloss:2.59793
[5]	train-mlogloss:2.57603	validation-mlogloss:2.57880
[6]	train-mlogloss:2.55677	validation-mlogloss:2.55951
[7]	train-mlogloss:2.53674	validation-mlogloss:2.53965
[8]	train-mlogloss:2.51760	validation-mlogloss:2.52105
[9]	train-mlogloss:2.49880	validation-mlogloss:2.50260
[10]	train-mlogloss:2.48041	validation-mlogloss:2.48434
[11]	train-mlogloss:2.46207	validation-mlogloss:2.46629
[12]	train-mlogloss:2.44534	validation-mlogloss:2.45041
[13]	train-mlogloss:2.42814	validation-mlogloss:2.43341
[14]	train-mlogloss:2.41138	validation-mlogloss:2.41670
[15]	train-mlogloss:2.39509	validation-mlogloss:2.40054
[16]	train-mlogloss:2.37899	validation-mlogloss:2.38461
[17]	train-mlogloss:2.36308	validation-mlogloss:2.36963
[18]	train-mlogloss:2.34753	validation-mlogloss:2.35482
[19]	train-mlogloss:2.33247	validation-mlogloss:2.34019
[20]	train-mlogloss:2.31847	validation-mlogloss:2.32657
[21]	train-mlogloss:2.30423	validation-mlogloss:2.31250
[22]	train-mlogloss:2.28998	validation-mlogloss:2.29858
[23]	train-mlogloss:2.27631	validation-mlogloss:2.28529
[24]	train-mlogloss:2.26278	validation-mlogloss:2.27223
[25]	train-mlogloss:2.24929	validation-mlogloss:2.25970
[26]	train-mlogloss:2.23599	validation-mlogloss:2.24691
[27]	train-mlogloss:2.22329	validation-mlogloss:2.23455
[28]	train-mlogloss:2.21075	validation-mlogloss:2.22211
[29]	train-mlogloss:2.19888	validation-mlogloss:2.21065
[30]	train-mlogloss:2.18689	validation-mlogloss:2.19865
[31]	train-mlogloss:2.17492	validation-mlogloss:2.18743
[32]	train-mlogloss:2.16341	validation-mlogloss:2.17680
[33]	train-mlogloss:2.15198	validation-mlogloss:2.16616
[34]	train-mlogloss:2.14091	validation-mlogloss:2.15525
[35]	train-mlogloss:2.12977	validation-mlogloss:2.14464
[36]	train-mlogloss:2.11920	validation-mlogloss:2.13417
[37]	train-mlogloss:2.10876	validation-mlogloss:2.12380
[38]	train-mlogloss:2.09830	validation-mlogloss:2.11360
[39]	train-mlogloss:2.08832	validation-mlogloss:2.10356
[40]	train-mlogloss:2.07833	validation-mlogloss:2.09373
[41]	train-mlogloss:2.06854	validation-mlogloss:2.08398
[42]	train-mlogloss:2.05924	validation-mlogloss:2.07513
[43]	train-mlogloss:2.05002	validation-mlogloss:2.06622
[44]	train-mlogloss:2.04038	validation-mlogloss:2.05729
[45]	train-mlogloss:2.03092	validation-mlogloss:2.04796
[46]	train-mlogloss:2.02211	validation-mlogloss:2.03949
[47]	train-mlogloss:2.01353	validation-mlogloss:2.03116
[48]	train-mlogloss:2.00488	validation-mlogloss:2.02282
[49]	train-mlogloss:1.99636	validation-mlogloss:2.01409
[50]	train-mlogloss:1.98782	validation-mlogloss:2.00560
[51]	train-mlogloss:1.97914	validation-mlogloss:1.99702
[52]	train-mlogloss:1.97076	validation-mlogloss:1.98883
[53]	train-mlogloss:1.96264	validation-mlogloss:1.98094
[54]	train-mlogloss:1.95483	validation-mlogloss:1.97358
[55]	train-mlogloss:1.94686	validation-mlogloss:1.96574
[56]	train-mlogloss:1.93941	validation-mlogloss:1.95817
[57]	train-mlogloss:1.93175	validation-mlogloss:1.95082
[58]	train-mlogloss:1.92421	validation-mlogloss:1.94371
[59]	train-mlogloss:1.91679	validation-mlogloss:1.93653
[60]	train-mlogloss:1.90947	validation-mlogloss:1.92953
[61]	train-mlogloss:1.90246	validation-mlogloss:1.92279
[62]	train-mlogloss:1.89577	validation-mlogloss:1.91647
[63]	train-mlogloss:1.88888	validation-mlogloss:1.90987
[64]	train-mlogloss:1.88201	validation-mlogloss:1.90310
[65]	train-mlogloss:1.87545	validation-mlogloss:1.89689
[66]	train-mlogloss:1.86866	validation-mlogloss:1.89065
[67]	train-mlogloss:1.86240	validation-mlogloss:1.88479
[68]	train-mlogloss:1.85596	validation-mlogloss:1.87865
[69]	train-mlogloss:1.84963	validation-mlogloss:1.87261
[70]	train-mlogloss:1.84337	validation-mlogloss:1.86645
[71]	train-mlogloss:1.83735	validation-mlogloss:1.86064
[72]	train-mlogloss:1.83139	validation-mlogloss:1.85478
[73]	train-mlogloss:1.82534	validation-mlogloss:1.84894
[74]	train-mlogloss:1.81968	validation-mlogloss:1.84340
[75]	train-mlogloss:1.81365	validation-mlogloss:1.83755
[76]	train-mlogloss:1.80768	validation-mlogloss:1.83172
[77]	train-mlogloss:1.80212	validation-mlogloss:1.82632
[78]	train-mlogloss:1.79668	validation-mlogloss:1.82086
[79]	train-mlogloss:1.79100	validation-mlogloss:1.81557
[80]	train-mlogloss:1.78542	validation-mlogloss:1.81021
[81]	train-mlogloss:1.77990	validation-mlogloss:1.80489
[82]	train-mlogloss:1.77446	validation-mlogloss:1.79988
[83]	train-mlogloss:1.76908	validation-mlogloss:1.79481
[84]	train-mlogloss:1.76390	validation-mlogloss:1.79005
[85]	train-mlogloss:1.75865	validation-mlogloss:1.78495
[86]	train-mlogloss:1.75341	validation-mlogloss:1.78015
[87]	train-mlogloss:1.74852	validation-mlogloss:1.77536
[88]	train-mlogloss:1.74364	validation-mlogloss:1.77091
[89]	train-mlogloss:1.73867	validation-mlogloss:1.76608
[90]	train-mlogloss:1.73382	validation-mlogloss:1.76126
[91]	train-mlogloss:1.72901	validation-mlogloss:1.75662
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[93]	train-mlogloss:1.71989	validation-mlogloss:1.74793
[94]	train-mlogloss:1.71526	validation-mlogloss:1.74337
[95]	train-mlogloss:1.71067	validation-mlogloss:1.73905
[96]	train-mlogloss:1.70597	validation-mlogloss:1.73482
[97]	train-mlogloss:1.70167	validation-mlogloss:1.73097
[98]	train-mlogloss:1.69719	validation-mlogloss:1.72669
[99]	train-mlogloss:1.69273	validation-mlogloss:1.72272
[100]	train-mlogloss:1.68839	validation-mlogloss:1.71882
[101]	train-mlogloss:1.68417	validation-mlogloss:1.71461
[102]	train-mlogloss:1.68023	validation-mlogloss:1.71099
[103]	train-mlogloss:1.67599	validation-mlogloss:1.70712
[104]	train-mlogloss:1.67198	validation-mlogloss:1.70297
[105]	train-mlogloss:1.66803	validation-mlogloss:1.69920
[106]	train-mlogloss:1.66416	validation-mlogloss:1.69564
[107]	train-mlogloss:1.66032	validation-mlogloss:1.69198
[108]	train-mlogloss:1.65626	validation-mlogloss:1.68798
[109]	train-mlogloss:1.65240	validation-mlogloss:1.68437
[110]	train-mlogloss:1.64846	validation-mlogloss:1.68068
[111]	train-mlogloss:1.64459	validation-mlogloss:1.67714
[112]	train-mlogloss:1.64082	validation-mlogloss:1.67354
[113]	train-mlogloss:1.63715	validation-mlogloss:1.66999
[114]	train-mlogloss:1.63347	validation-mlogloss:1.66652
[115]	train-mlogloss:1.62979	validation-mlogloss:1.66319
[116]	train-mlogloss:1.62616	validation-mlogloss:1.65969
[117]	train-mlogloss:1.62255	validation-mlogloss:1.65630
[118]	train-mlogloss:1.61900	validation-mlogloss:1.65284
[119]	train-mlogloss:1.61565	validation-mlogloss:1.64976
[120]	train-mlogloss:1.61222	validation-mlogloss:1.64653
[121]	train-mlogloss:1.60890	validation-mlogloss:1.64337
[122]	train-mlogloss:1.60539	validation-mlogloss:1.64025
[123]	train-mlogloss:1.60206	validation-mlogloss:1.63715
[124]	train-mlogloss:1.59880	validation-mlogloss:1.63407
[125]	train-mlogloss:1.59576	validation-mlogloss:1.63113
[126]	train-mlogloss:1.59244	validation-mlogloss:1.62828
[127]	train-mlogloss:1.58931	validation-mlogloss:1.62536
[128]	train-mlogloss:1.58606	validation-mlogloss:1.62221
[129]	train-mlogloss:1.58269	validation-mlogloss:1.61915
[130]	train-mlogloss:1.57969	validation-mlogloss:1.61619
[131]	train-mlogloss:1.57653	validation-mlogloss:1.61326
[132]	train-mlogloss:1.57360	validation-mlogloss:1.61045
[133]	train-mlogloss:1.57066	validation-mlogloss:1.60755
[134]	train-mlogloss:1.56761	validation-mlogloss:1.60463
[135]	train-mlogloss:1.56468	validation-mlogloss:1.60187
[136]	train-mlogloss:1.56177	validation-mlogloss:1.59914
[137]	train-mlogloss:1.55890	validation-mlogloss:1.59659
[138]	train-mlogloss:1.55602	validation-mlogloss:1.59409
[139]	train-mlogloss:1.55327	validation-mlogloss:1.59181
[140]	train-mlogloss:1.55066	validation-mlogloss:1.58936
[141]	train-mlogloss:1.54780	validation-mlogloss:1.58709
[142]	train-mlogloss:1.54494	validation-mlogloss:1.58453
[143]	train-mlogloss:1.54213	validation-mlogloss:1.58184
[144]	train-mlogloss:1.53955	validation-mlogloss:1.57938
[145]	train-mlogloss:1.53689	validation-mlogloss:1.57669
[146]	train-mlogloss:1.53437	validation-mlogloss:1.57419
[147]	train-mlogloss:1.53183	validation-mlogloss:1.57182
[148]	train-mlogloss:1.52937	validation-mlogloss:1.56951
[149]	train-mlogloss:1.52689	validation-mlogloss:1.56723
[150]	train-mlogloss:1.52439	validation-mlogloss:1.56480
[151]	train-mlogloss:1.52194	validation-mlogloss:1.56245
[152]	train-mlogloss:1.51949	validation-mlogloss:1.56030
[153]	train-mlogloss:1.51691	validation-mlogloss:1.55797
[154]	train-mlogloss:1.51448	validation-mlogloss:1.55599
[155]	train-mlogloss:1.51203	validation-mlogloss:1.55365
[156]	train-mlogloss:1.50948	validation-mlogloss:1.55113
[157]	train-mlogloss:1.50710	validation-mlogloss:1.54912
[158]	train-mlogloss:1.50493	validation-mlogloss:1.54713
[159]	train-mlogloss:1.50267	validation-mlogloss:1.54524
[160]	train-mlogloss:1.50039	validation-mlogloss:1.54310
[161]	train-mlogloss:1.49803	validation-mlogloss:1.54103
[162]	train-mlogloss:1.49562	validation-mlogloss:1.53890
[163]	train-mlogloss:1.49345	validation-mlogloss:1.53703
[164]	train-mlogloss:1.49124	validation-mlogloss:1.53507
[165]	train-mlogloss:1.48897	validation-mlogloss:1.53327
[166]	train-mlogloss:1.48695	validation-mlogloss:1.53129
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[536]	train-mlogloss:1.26053	validation-mlogloss:1.34608
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[542]	train-mlogloss:1.26022	validation-mlogloss:1.34592
[543]	train-mlogloss:1.26019	validation-mlogloss:1.34589
[544]	train-mlogloss:1.26019	validation-mlogloss:1.34589
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[549]	train-mlogloss:1.26001	validation-mlogloss:1.34577
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[552]	train-mlogloss:1.25986	validation-mlogloss:1.34568
[553]	train-mlogloss:1.25977	validation-mlogloss:1.34558
[554]	train-mlogloss:1.25975	validation-mlogloss:1.34558
[555]	train-mlogloss:1.25969	validation-mlogloss:1.34556
[556]	train-mlogloss:1.25962	validation-mlogloss:1.34551
[557]	train-mlogloss:1.25948	validation-mlogloss:1.34539
[558]	train-mlogloss:1.25939	validation-mlogloss:1.34531
[559]	train-mlogloss:1.25931	validation-mlogloss:1.34523
[560]	train-mlogloss:1.25921	validation-mlogloss:1.34517
[561]	train-mlogloss:1.25918	validation-mlogloss:1.34516
[562]	train-mlogloss:1.25918	validation-mlogloss:1.34516
[563]	train-mlogloss:1.25910	validation-mlogloss:1.34514
[564]	train-mlogloss:1.25902	validation-mlogloss:1.34504
[565]	train-mlogloss:1.25895	validation-mlogloss:1.34505
[566]	train-mlogloss:1.25886	validation-mlogloss:1.34496
[567]	train-mlogloss:1.25886	validation-mlogloss:1.34496
[568]	train-mlogloss:1.25880	validation-mlogloss:1.34494
[569]	train-mlogloss:1.25873	validation-mlogloss:1.34488
[570]	train-mlogloss:1.25870	validation-mlogloss:1.34484
[571]	train-mlogloss:1.25858	validation-mlogloss:1.34473
[572]	train-mlogloss:1.25858	validation-mlogloss:1.34473
[573]	train-mlogloss:1.25851	validation-mlogloss:1.34473
[574]	train-mlogloss:1.25824	validation-mlogloss:1.34464
[575]	train-mlogloss:1.25824	validation-mlogloss:1.34464
[576]	train-mlogloss:1.25811	validation-mlogloss:1.34456
[577]	train-mlogloss:1.25811	validation-mlogloss:1.34456
[578]	train-mlogloss:1.25802	validation-mlogloss:1.34452
[579]	train-mlogloss:1.25801	validation-mlogloss:1.34452
[580]	train-mlogloss:1.25794	validation-mlogloss:1.34443
[581]	train-mlogloss:1.25790	validation-mlogloss:1.34439
[582]	train-mlogloss:1.25785	validation-mlogloss:1.34435
[583]	train-mlogloss:1.25775	validation-mlogloss:1.34428
[584]	train-mlogloss:1.25771	validation-mlogloss:1.34427
[585]	train-mlogloss:1.25766	validation-mlogloss:1.34424
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[592]	train-mlogloss:1.25755	validation-mlogloss:1.34420
[593]	train-mlogloss:1.25748	validation-mlogloss:1.34416
[594]	train-mlogloss:1.25745	validation-mlogloss:1.34415
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[596]	train-mlogloss:1.25736	validation-mlogloss:1.34409
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[598]	train-mlogloss:1.25731	validation-mlogloss:1.34403
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[600]	train-mlogloss:1.25717	validation-mlogloss:1.34395
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[603]	train-mlogloss:1.25707	validation-mlogloss:1.34389
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[624]	train-mlogloss:1.25621	validation-mlogloss:1.34320
[625]	train-mlogloss:1.25615	validation-mlogloss:1.34320
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[627]	train-mlogloss:1.25608	validation-mlogloss:1.34316
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[636]	train-mlogloss:1.25583	validation-mlogloss:1.34306
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[638]	train-mlogloss:1.25577	validation-mlogloss:1.34308
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[640]	train-mlogloss:1.25559	validation-mlogloss:1.34299
[641]	train-mlogloss:1.25550	validation-mlogloss:1.34300
[642]	train-mlogloss:1.25549	validation-mlogloss:1.34298
[643]	train-mlogloss:1.25549	validation-mlogloss:1.34298
[644]	train-mlogloss:1.25539	validation-mlogloss:1.34297
[645]	train-mlogloss:1.25535	validation-mlogloss:1.34295
[646]	train-mlogloss:1.25535	validation-mlogloss:1.34296
[647]	train-mlogloss:1.25521	validation-mlogloss:1.34283
[648]	train-mlogloss:1.25520	validation-mlogloss:1.34281
[649]	train-mlogloss:1.25507	validation-mlogloss:1.34275
[650]	train-mlogloss:1.25504	validation-mlogloss:1.34270
[651]	train-mlogloss:1.25499	validation-mlogloss:1.34264
[652]	train-mlogloss:1.25499	validation-mlogloss:1.34264
[653]	train-mlogloss:1.25496	validation-mlogloss:1.34260
[654]	train-mlogloss:1.25489	validation-mlogloss:1.34260
[655]	train-mlogloss:1.25484	validation-mlogloss:1.34254
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[658]	train-mlogloss:1.25461	validation-mlogloss:1.34247
[659]	train-mlogloss:1.25454	validation-mlogloss:1.34249
[660]	train-mlogloss:1.25454	validation-mlogloss:1.34249
[661]	train-mlogloss:1.25451	validation-mlogloss:1.34249
[662]	train-mlogloss:1.25444	validation-mlogloss:1.34250
[663]	train-mlogloss:1.25439	validation-mlogloss:1.34238
[664]	train-mlogloss:1.25433	validation-mlogloss:1.34237
[665]	train-mlogloss:1.25431	validation-mlogloss:1.34233
[666]	train-mlogloss:1.25429	validation-mlogloss:1.34234
[667]	train-mlogloss:1.25426	validation-mlogloss:1.34233
[668]	train-mlogloss:1.25424	validation-mlogloss:1.34232
[669]	train-mlogloss:1.25424	validation-mlogloss:1.34232
[670]	train-mlogloss:1.25424	validation-mlogloss:1.34232
[671]	train-mlogloss:1.25418	validation-mlogloss:1.34224
[672]	train-mlogloss:1.25407	validation-mlogloss:1.34220
[673]	train-mlogloss:1.25404	validation-mlogloss:1.34218
[674]	train-mlogloss:1.25397	validation-mlogloss:1.34214
[675]	train-mlogloss:1.25394	validation-mlogloss:1.34210
[676]	train-mlogloss:1.25391	validation-mlogloss:1.34209
[677]	train-mlogloss:1.25389	validation-mlogloss:1.34208
[678]	train-mlogloss:1.25383	validation-mlogloss:1.34203
[679]	train-mlogloss:1.25380	validation-mlogloss:1.34202
[680]	train-mlogloss:1.25376	validation-mlogloss:1.34201
[681]	train-mlogloss:1.25374	validation-mlogloss:1.34199
[682]	train-mlogloss:1.25367	validation-mlogloss:1.34192
[683]	train-mlogloss:1.25363	validation-mlogloss:1.34186
[684]	train-mlogloss:1.25363	validation-mlogloss:1.34186
[685]	train-mlogloss:1.25363	validation-mlogloss:1.34186
[686]	train-mlogloss:1.25359	validation-mlogloss:1.34181
[687]	train-mlogloss:1.25355	validation-mlogloss:1.34179
[688]	train-mlogloss:1.25349	validation-mlogloss:1.34173
[689]	train-mlogloss:1.25342	validation-mlogloss:1.34168
[690]	train-mlogloss:1.25339	validation-mlogloss:1.34165
[691]	train-mlogloss:1.25339	validation-mlogloss:1.34165
[692]	train-mlogloss:1.25336	validation-mlogloss:1.34164
[693]	train-mlogloss:1.25336	validation-mlogloss:1.34164
[694]	train-mlogloss:1.25328	validation-mlogloss:1.34156
[695]	train-mlogloss:1.25328	validation-mlogloss:1.34156
[696]	train-mlogloss:1.25327	validation-mlogloss:1.34154
[697]	train-mlogloss:1.25327	validation-mlogloss:1.34154
[698]	train-mlogloss:1.25322	validation-mlogloss:1.34152
[699]	train-mlogloss:1.25319	validation-mlogloss:1.34149
[700]	train-mlogloss:1.25313	validation-mlogloss:1.34149
[701]	train-mlogloss:1.25312	validation-mlogloss:1.34147
[702]	train-mlogloss:1.25310	validation-mlogloss:1.34145
[703]	train-mlogloss:1.25303	validation-mlogloss:1.34141
[704]	train-mlogloss:1.25301	validation-mlogloss:1.34141
[705]	train-mlogloss:1.25298	validation-mlogloss:1.34138
[706]	train-mlogloss:1.25293	validation-mlogloss:1.34136
[707]	train-mlogloss:1.25293	validation-mlogloss:1.34136
[708]	train-mlogloss:1.25286	validation-mlogloss:1.34129
[709]	train-mlogloss:1.25286	validation-mlogloss:1.34129
[710]	train-mlogloss:1.25281	validation-mlogloss:1.34126
[711]	train-mlogloss:1.25276	validation-mlogloss:1.34122
[712]	train-mlogloss:1.25271	validation-mlogloss:1.34117
[713]	train-mlogloss:1.25267	validation-mlogloss:1.34116
Saved model to disk.
2025-10-27 11:28:50.451004: 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`.
2025-10-27 11:28:50.463750: 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 00:00:1761560930.477602  544039 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560930.482053  544039 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560930.493537  544039 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560930.493573  544039 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560930.493577  544039 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560930.493580  544039 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:28:50.497089: 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:2.68481	validation-mlogloss:2.68455
[1]	train-mlogloss:2.66211	validation-mlogloss:2.66246
[2]	train-mlogloss:2.63943	validation-mlogloss:2.64056
[3]	train-mlogloss:2.61698	validation-mlogloss:2.61872
[4]	train-mlogloss:2.59447	validation-mlogloss:2.59632
[5]	train-mlogloss:2.57325	validation-mlogloss:2.57551
[6]	train-mlogloss:2.55361	validation-mlogloss:2.55611
[7]	train-mlogloss:2.53413	validation-mlogloss:2.53664
[8]	train-mlogloss:2.51493	validation-mlogloss:2.51784
[9]	train-mlogloss:2.49637	validation-mlogloss:2.49993
[10]	train-mlogloss:2.47836	validation-mlogloss:2.48237
[11]	train-mlogloss:2.46082	validation-mlogloss:2.46517
[12]	train-mlogloss:2.44316	validation-mlogloss:2.44792
[13]	train-mlogloss:2.42609	validation-mlogloss:2.43091
[14]	train-mlogloss:2.40956	validation-mlogloss:2.41535
[15]	train-mlogloss:2.39303	validation-mlogloss:2.40001
[16]	train-mlogloss:2.37787	validation-mlogloss:2.38528
[17]	train-mlogloss:2.36230	validation-mlogloss:2.36999
[18]	train-mlogloss:2.34687	validation-mlogloss:2.35511
[19]	train-mlogloss:2.33227	validation-mlogloss:2.34147
[20]	train-mlogloss:2.31838	validation-mlogloss:2.32801
[21]	train-mlogloss:2.30412	validation-mlogloss:2.31407
[22]	train-mlogloss:2.29046	validation-mlogloss:2.30056
[23]	train-mlogloss:2.27671	validation-mlogloss:2.28735
[24]	train-mlogloss:2.26347	validation-mlogloss:2.27417
[25]	train-mlogloss:2.25058	validation-mlogloss:2.26139
[26]	train-mlogloss:2.23784	validation-mlogloss:2.24861
[27]	train-mlogloss:2.22533	validation-mlogloss:2.23638
[28]	train-mlogloss:2.21231	validation-mlogloss:2.22345
[29]	train-mlogloss:2.20012	validation-mlogloss:2.21108
[30]	train-mlogloss:2.18802	validation-mlogloss:2.19958
[31]	train-mlogloss:2.17640	validation-mlogloss:2.18772
[32]	train-mlogloss:2.16512	validation-mlogloss:2.17670
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[635]	train-mlogloss:1.25503	validation-mlogloss:1.34162
[636]	train-mlogloss:1.25502	validation-mlogloss:1.34162
[637]	train-mlogloss:1.25499	validation-mlogloss:1.34159
[638]	train-mlogloss:1.25496	validation-mlogloss:1.34161
[639]	train-mlogloss:1.25494	validation-mlogloss:1.34160
[640]	train-mlogloss:1.25488	validation-mlogloss:1.34158
[641]	train-mlogloss:1.25486	validation-mlogloss:1.34154
[642]	train-mlogloss:1.25483	validation-mlogloss:1.34150
[643]	train-mlogloss:1.25483	validation-mlogloss:1.34150
[644]	train-mlogloss:1.25477	validation-mlogloss:1.34150
[645]	train-mlogloss:1.25472	validation-mlogloss:1.34149
[646]	train-mlogloss:1.25470	validation-mlogloss:1.34146
[647]	train-mlogloss:1.25467	validation-mlogloss:1.34147
[648]	train-mlogloss:1.25459	validation-mlogloss:1.34141
[649]	train-mlogloss:1.25456	validation-mlogloss:1.34138
[650]	train-mlogloss:1.25452	validation-mlogloss:1.34137
[651]	train-mlogloss:1.25445	validation-mlogloss:1.34130
[652]	train-mlogloss:1.25434	validation-mlogloss:1.34130
[653]	train-mlogloss:1.25433	validation-mlogloss:1.34130
[654]	train-mlogloss:1.25424	validation-mlogloss:1.34124
[655]	train-mlogloss:1.25421	validation-mlogloss:1.34121
[656]	train-mlogloss:1.25418	validation-mlogloss:1.34117
[657]	train-mlogloss:1.25412	validation-mlogloss:1.34105
[658]	train-mlogloss:1.25408	validation-mlogloss:1.34099
[659]	train-mlogloss:1.25406	validation-mlogloss:1.34100
[660]	train-mlogloss:1.25403	validation-mlogloss:1.34099
[661]	train-mlogloss:1.25397	validation-mlogloss:1.34091
[662]	train-mlogloss:1.25394	validation-mlogloss:1.34088
[663]	train-mlogloss:1.25384	validation-mlogloss:1.34082
[664]	train-mlogloss:1.25378	validation-mlogloss:1.34080
[665]	train-mlogloss:1.25374	validation-mlogloss:1.34077
[666]	train-mlogloss:1.25366	validation-mlogloss:1.34073
[667]	train-mlogloss:1.25356	validation-mlogloss:1.34067
[668]	train-mlogloss:1.25356	validation-mlogloss:1.34067
[669]	train-mlogloss:1.25356	validation-mlogloss:1.34067
[670]	train-mlogloss:1.25350	validation-mlogloss:1.34060
[671]	train-mlogloss:1.25346	validation-mlogloss:1.34063
[672]	train-mlogloss:1.25343	validation-mlogloss:1.34063
[673]	train-mlogloss:1.25341	validation-mlogloss:1.34062
[674]	train-mlogloss:1.25337	validation-mlogloss:1.34061
[675]	train-mlogloss:1.25333	validation-mlogloss:1.34055
[676]	train-mlogloss:1.25330	validation-mlogloss:1.34052
[677]	train-mlogloss:1.25328	validation-mlogloss:1.34053
[678]	train-mlogloss:1.25328	validation-mlogloss:1.34053
[679]	train-mlogloss:1.25327	validation-mlogloss:1.34053
[680]	train-mlogloss:1.25324	validation-mlogloss:1.34053
[681]	train-mlogloss:1.25318	validation-mlogloss:1.34048
[682]	train-mlogloss:1.25311	validation-mlogloss:1.34042
[683]	train-mlogloss:1.25308	validation-mlogloss:1.34038
[684]	train-mlogloss:1.25308	validation-mlogloss:1.34038
[685]	train-mlogloss:1.25301	validation-mlogloss:1.34030
[686]	train-mlogloss:1.25301	validation-mlogloss:1.34030
[687]	train-mlogloss:1.25301	validation-mlogloss:1.34030
[688]	train-mlogloss:1.25299	validation-mlogloss:1.34029
[689]	train-mlogloss:1.25295	validation-mlogloss:1.34023
[690]	train-mlogloss:1.25293	validation-mlogloss:1.34021
[691]	train-mlogloss:1.25290	validation-mlogloss:1.34017
[692]	train-mlogloss:1.25283	validation-mlogloss:1.34014
[693]	train-mlogloss:1.25275	validation-mlogloss:1.34005
[694]	train-mlogloss:1.25273	validation-mlogloss:1.34004
[695]	train-mlogloss:1.25272	validation-mlogloss:1.34002
[696]	train-mlogloss:1.25266	validation-mlogloss:1.33998
[697]	train-mlogloss:1.25266	validation-mlogloss:1.33998
[698]	train-mlogloss:1.25265	validation-mlogloss:1.33997
[699]	train-mlogloss:1.25265	validation-mlogloss:1.33997
[700]	train-mlogloss:1.25264	validation-mlogloss:1.33998
[701]	train-mlogloss:1.25263	validation-mlogloss:1.33998
[702]	train-mlogloss:1.25263	validation-mlogloss:1.33999
[703]	train-mlogloss:1.25263	validation-mlogloss:1.33999
[704]	train-mlogloss:1.25260	validation-mlogloss:1.33998
[705]	train-mlogloss:1.25255	validation-mlogloss:1.33991
[706]	train-mlogloss:1.25252	validation-mlogloss:1.33989
[707]	train-mlogloss:1.25250	validation-mlogloss:1.33986
[708]	train-mlogloss:1.25249	validation-mlogloss:1.33985
[709]	train-mlogloss:1.25242	validation-mlogloss:1.33983
[710]	train-mlogloss:1.25242	validation-mlogloss:1.33983
[711]	train-mlogloss:1.25242	validation-mlogloss:1.33983
[712]	train-mlogloss:1.25240	validation-mlogloss:1.33982
[713]	train-mlogloss:1.25240	validation-mlogloss:1.33982
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.95 [%]
Global accuracy score (test) = 50.6 [%]
Global F1 score (train) = 63.03 [%]
Global F1 score (test) = 50.73 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.40      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.46      0.42      0.44       184
       CAMINAR USUAL SPEED       0.28      0.20      0.24       184
            CAMINAR ZIGZAG       0.58      0.54      0.56       184
          DE PIE BARRIENDO       0.55      0.50      0.52       184
   DE PIE DOBLANDO TOALLAS       0.43      0.46      0.45       184
    DE PIE MOVIENDO LIBROS       0.47      0.44      0.46       184
          DE PIE USANDO PC       0.63      0.67      0.65       184
        FASE REPOSO CON K5       0.54      0.79      0.64       184
INCREMENTAL CICLOERGOMETRO       0.88      0.62      0.73       184
           SENTADO LEYENDO       0.35      0.43      0.39       184
         SENTADO USANDO PC       0.41      0.27      0.32       184
      SENTADO VIENDO LA TV       0.46      0.38      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.69      0.61       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.50      2737


Accuracy capturado en la ejecución 16: 50.6 [%]
F1-score capturado en la ejecución 16: 50.73 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.78 [%]
Global accuracy score (test) = 50.86 [%]
Global F1 score (train) = 62.84 [%]
Global F1 score (test) = 50.99 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.27      0.39      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.40      0.42       184
       CAMINAR USUAL SPEED       0.24      0.16      0.19       184
            CAMINAR ZIGZAG       0.60      0.56      0.58       184
          DE PIE BARRIENDO       0.56      0.51      0.53       184
   DE PIE DOBLANDO TOALLAS       0.46      0.50      0.48       184
    DE PIE MOVIENDO LIBROS       0.49      0.46      0.48       184
          DE PIE USANDO PC       0.63      0.67      0.65       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.87      0.63      0.73       184
           SENTADO LEYENDO       0.37      0.45      0.40       184
         SENTADO USANDO PC       0.44      0.29      0.35       184
      SENTADO VIENDO LA TV       0.47      0.39      0.43       184
   SUBIR Y BAJAR ESCALERAS       0.52      0.66      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 17: 50.86 [%]
F1-score capturado en la ejecución 17: 50.99 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 2  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.66 [%]
Global accuracy score (test) = 50.35 [%]
Global F1 score (train) = 62.71 [%]
Global F1 score (test) = 50.46 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.40      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.39      0.41       184
       CAMINAR USUAL SPEED       0.33      0.22      0.26       184
            CAMINAR ZIGZAG       0.57      0.55      0.56       184
          DE PIE BARRIENDO       0.54      0.49      0.52       184
   DE PIE DOBLANDO TOALLAS       0.43      0.46      0.44       184
    DE PIE MOVIENDO LIBROS       0.46      0.43      0.45       184
          DE PIE USANDO PC       0.61      0.67      0.64       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.90      0.61      0.73       184
           SENTADO LEYENDO       0.35      0.42      0.38       184
         SENTADO USANDO PC       0.42      0.26      0.32       184
      SENTADO VIENDO LA TV       0.46      0.39      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.52      0.68      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.51      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 18: 50.35 [%]
F1-score capturado en la ejecución 18: 50.46 [%]

=== EJECUCIÓN 19 ===

--- TRAIN (ejecución 19) ---

--- TEST (ejecución 19) ---
2025-10-27 11:29:37.926715: 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`.
2025-10-27 11:29:37.939578: 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 00:00:1761560977.953650  544955 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761560977.957944  544955 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761560977.969120  544955 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560977.969143  544955 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560977.969147  544955 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761560977.969149  544955 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:29:37.972562: 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:2.68604	validation-mlogloss:2.68603
[1]	train-mlogloss:2.66277	validation-mlogloss:2.66270
[2]	train-mlogloss:2.63924	validation-mlogloss:2.63985
[3]	train-mlogloss:2.61675	validation-mlogloss:2.61786
[4]	train-mlogloss:2.59494	validation-mlogloss:2.59634
[5]	train-mlogloss:2.57444	validation-mlogloss:2.57629
[6]	train-mlogloss:2.55433	validation-mlogloss:2.55667
[7]	train-mlogloss:2.53474	validation-mlogloss:2.53749
[8]	train-mlogloss:2.51667	validation-mlogloss:2.51962
[9]	train-mlogloss:2.49863	validation-mlogloss:2.50198
[10]	train-mlogloss:2.48080	validation-mlogloss:2.48439
[11]	train-mlogloss:2.46292	validation-mlogloss:2.46648
[12]	train-mlogloss:2.44545	validation-mlogloss:2.44898
[13]	train-mlogloss:2.42857	validation-mlogloss:2.43198
[14]	train-mlogloss:2.41203	validation-mlogloss:2.41607
[15]	train-mlogloss:2.39567	validation-mlogloss:2.40028
[16]	train-mlogloss:2.37934	validation-mlogloss:2.38442
[17]	train-mlogloss:2.36425	validation-mlogloss:2.36965
[18]	train-mlogloss:2.34928	validation-mlogloss:2.35531
[19]	train-mlogloss:2.33399	validation-mlogloss:2.34031
[20]	train-mlogloss:2.31898	validation-mlogloss:2.32594
[21]	train-mlogloss:2.30446	validation-mlogloss:2.31216
[22]	train-mlogloss:2.29009	validation-mlogloss:2.29789
[23]	train-mlogloss:2.27633	validation-mlogloss:2.28452
[24]	train-mlogloss:2.26289	validation-mlogloss:2.27181
[25]	train-mlogloss:2.24982	validation-mlogloss:2.25940
[26]	train-mlogloss:2.23717	validation-mlogloss:2.24726
[27]	train-mlogloss:2.22459	validation-mlogloss:2.23504
[28]	train-mlogloss:2.21205	validation-mlogloss:2.22292
[29]	train-mlogloss:2.19979	validation-mlogloss:2.21132
[30]	train-mlogloss:2.18800	validation-mlogloss:2.19917
[31]	train-mlogloss:2.17623	validation-mlogloss:2.18824
[32]	train-mlogloss:2.16463	validation-mlogloss:2.17706
[33]	train-mlogloss:2.15344	validation-mlogloss:2.16601
[34]	train-mlogloss:2.14215	validation-mlogloss:2.15495
[35]	train-mlogloss:2.13135	validation-mlogloss:2.14480
[36]	train-mlogloss:2.12064	validation-mlogloss:2.13457
[37]	train-mlogloss:2.11017	validation-mlogloss:2.12468
[38]	train-mlogloss:2.09973	validation-mlogloss:2.11443
[39]	train-mlogloss:2.08958	validation-mlogloss:2.10520
[40]	train-mlogloss:2.07949	validation-mlogloss:2.09512
[41]	train-mlogloss:2.06960	validation-mlogloss:2.08543
[42]	train-mlogloss:2.05977	validation-mlogloss:2.07586
[43]	train-mlogloss:2.05026	validation-mlogloss:2.06650
[44]	train-mlogloss:2.04114	validation-mlogloss:2.05763
[45]	train-mlogloss:2.03200	validation-mlogloss:2.04877
[46]	train-mlogloss:2.02279	validation-mlogloss:2.04001
[47]	train-mlogloss:2.01390	validation-mlogloss:2.03166
[48]	train-mlogloss:2.00534	validation-mlogloss:2.02300
[49]	train-mlogloss:1.99680	validation-mlogloss:2.01454
[50]	train-mlogloss:1.98825	validation-mlogloss:2.00676
[51]	train-mlogloss:1.97969	validation-mlogloss:1.99851
[52]	train-mlogloss:1.97129	validation-mlogloss:1.99036
[53]	train-mlogloss:1.96324	validation-mlogloss:1.98284
[54]	train-mlogloss:1.95531	validation-mlogloss:1.97491
[55]	train-mlogloss:1.94754	validation-mlogloss:1.96780
[56]	train-mlogloss:1.93984	validation-mlogloss:1.95994
[57]	train-mlogloss:1.93209	validation-mlogloss:1.95231
[58]	train-mlogloss:1.92446	validation-mlogloss:1.94479
[59]	train-mlogloss:1.91716	validation-mlogloss:1.93766
[60]	train-mlogloss:1.91001	validation-mlogloss:1.93054
[61]	train-mlogloss:1.90296	validation-mlogloss:1.92371
[62]	train-mlogloss:1.89576	validation-mlogloss:1.91701
[63]	train-mlogloss:1.88873	validation-mlogloss:1.91051
[64]	train-mlogloss:1.88181	validation-mlogloss:1.90371
[65]	train-mlogloss:1.87516	validation-mlogloss:1.89734
[66]	train-mlogloss:1.86859	validation-mlogloss:1.89107
[67]	train-mlogloss:1.86188	validation-mlogloss:1.88447
[68]	train-mlogloss:1.85541	validation-mlogloss:1.87838
[69]	train-mlogloss:1.84905	validation-mlogloss:1.87187
[70]	train-mlogloss:1.84269	validation-mlogloss:1.86565
[71]	train-mlogloss:1.83632	validation-mlogloss:1.85939
[72]	train-mlogloss:1.83024	validation-mlogloss:1.85368
[73]	train-mlogloss:1.82417	validation-mlogloss:1.84776
[74]	train-mlogloss:1.81802	validation-mlogloss:1.84175
[75]	train-mlogloss:1.81217	validation-mlogloss:1.83606
[76]	train-mlogloss:1.80627	validation-mlogloss:1.83058
[77]	train-mlogloss:1.80065	validation-mlogloss:1.82514
[78]	train-mlogloss:1.79499	validation-mlogloss:1.81968
[79]	train-mlogloss:1.78967	validation-mlogloss:1.81451
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[682]	train-mlogloss:1.25241	validation-mlogloss:1.34042
[683]	train-mlogloss:1.25237	validation-mlogloss:1.34037
[684]	train-mlogloss:1.25224	validation-mlogloss:1.34027
[685]	train-mlogloss:1.25223	validation-mlogloss:1.34026
[686]	train-mlogloss:1.25221	validation-mlogloss:1.34025
[687]	train-mlogloss:1.25220	validation-mlogloss:1.34025
[688]	train-mlogloss:1.25218	validation-mlogloss:1.34024
[689]	train-mlogloss:1.25211	validation-mlogloss:1.34019
[690]	train-mlogloss:1.25208	validation-mlogloss:1.34015
[691]	train-mlogloss:1.25196	validation-mlogloss:1.34008
[692]	train-mlogloss:1.25195	validation-mlogloss:1.34005
[693]	train-mlogloss:1.25192	validation-mlogloss:1.34002
[694]	train-mlogloss:1.25192	validation-mlogloss:1.34002
[695]	train-mlogloss:1.25186	validation-mlogloss:1.34000
[696]	train-mlogloss:1.25185	validation-mlogloss:1.33999
[697]	train-mlogloss:1.25181	validation-mlogloss:1.33998
[698]	train-mlogloss:1.25181	validation-mlogloss:1.33999
[699]	train-mlogloss:1.25177	validation-mlogloss:1.33997
[700]	train-mlogloss:1.25177	validation-mlogloss:1.33997
[701]	train-mlogloss:1.25177	validation-mlogloss:1.33997
[702]	train-mlogloss:1.25177	validation-mlogloss:1.33997
[703]	train-mlogloss:1.25176	validation-mlogloss:1.33993
[704]	train-mlogloss:1.25176	validation-mlogloss:1.33993
[705]	train-mlogloss:1.25173	validation-mlogloss:1.33991
[706]	train-mlogloss:1.25165	validation-mlogloss:1.33983
[707]	train-mlogloss:1.25162	validation-mlogloss:1.33982
[708]	train-mlogloss:1.25161	validation-mlogloss:1.33980
[709]	train-mlogloss:1.25157	validation-mlogloss:1.33977
[710]	train-mlogloss:1.25154	validation-mlogloss:1.33978
[711]	train-mlogloss:1.25150	validation-mlogloss:1.33973
[712]	train-mlogloss:1.25146	validation-mlogloss:1.33972
[713]	train-mlogloss:1.25142	validation-mlogloss:1.33970
Saved model to disk.
2025-10-27 11:30:25.974133: 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`.
2025-10-27 11:30:25.986726: 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 00:00:1761561026.000648  545944 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561026.005101  545944 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561026.016270  545944 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561026.016295  545944 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561026.016298  545944 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561026.016302  545944 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:30:26.019781: 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:2.68366	validation-mlogloss:2.68408
[1]	train-mlogloss:2.66125	validation-mlogloss:2.66179
[2]	train-mlogloss:2.63887	validation-mlogloss:2.64002
[3]	train-mlogloss:2.61635	validation-mlogloss:2.61786
[4]	train-mlogloss:2.59456	validation-mlogloss:2.59682
[5]	train-mlogloss:2.57423	validation-mlogloss:2.57683
[6]	train-mlogloss:2.55367	validation-mlogloss:2.55698
[7]	train-mlogloss:2.53434	validation-mlogloss:2.53812
[8]	train-mlogloss:2.51496	validation-mlogloss:2.51919
[9]	train-mlogloss:2.49609	validation-mlogloss:2.50047
[10]	train-mlogloss:2.47880	validation-mlogloss:2.48330
[11]	train-mlogloss:2.46106	validation-mlogloss:2.46594
[12]	train-mlogloss:2.44397	validation-mlogloss:2.44905
[13]	train-mlogloss:2.42712	validation-mlogloss:2.43275
[14]	train-mlogloss:2.41007	validation-mlogloss:2.41612
[15]	train-mlogloss:2.39352	validation-mlogloss:2.40013
[16]	train-mlogloss:2.37784	validation-mlogloss:2.38489
[17]	train-mlogloss:2.36253	validation-mlogloss:2.37031
[18]	train-mlogloss:2.34724	validation-mlogloss:2.35506
[19]	train-mlogloss:2.33239	validation-mlogloss:2.34069
[20]	train-mlogloss:2.31774	validation-mlogloss:2.32668
[21]	train-mlogloss:2.30350	validation-mlogloss:2.31256
[22]	train-mlogloss:2.28973	validation-mlogloss:2.29935
[23]	train-mlogloss:2.27625	validation-mlogloss:2.28610
[24]	train-mlogloss:2.26275	validation-mlogloss:2.27333
[25]	train-mlogloss:2.24956	validation-mlogloss:2.26031
[26]	train-mlogloss:2.23681	validation-mlogloss:2.24805
[27]	train-mlogloss:2.22451	validation-mlogloss:2.23668
[28]	train-mlogloss:2.21212	validation-mlogloss:2.22488
[29]	train-mlogloss:2.20030	validation-mlogloss:2.21367
[30]	train-mlogloss:2.18833	validation-mlogloss:2.20158
[31]	train-mlogloss:2.17615	validation-mlogloss:2.18968
[32]	train-mlogloss:2.16447	validation-mlogloss:2.17864
[33]	train-mlogloss:2.15308	validation-mlogloss:2.16789
[34]	train-mlogloss:2.14223	validation-mlogloss:2.15751
[35]	train-mlogloss:2.13130	validation-mlogloss:2.14719
[36]	train-mlogloss:2.12022	validation-mlogloss:2.13624
[37]	train-mlogloss:2.10971	validation-mlogloss:2.12644
[38]	train-mlogloss:2.09975	validation-mlogloss:2.11738
[39]	train-mlogloss:2.08950	validation-mlogloss:2.10748
[40]	train-mlogloss:2.07940	validation-mlogloss:2.09740
[41]	train-mlogloss:2.06976	validation-mlogloss:2.08838
[42]	train-mlogloss:2.06004	validation-mlogloss:2.07897
[43]	train-mlogloss:2.05047	validation-mlogloss:2.06950
[44]	train-mlogloss:2.04120	validation-mlogloss:2.06008
[45]	train-mlogloss:2.03228	validation-mlogloss:2.05113
[46]	train-mlogloss:2.02323	validation-mlogloss:2.04184
[47]	train-mlogloss:2.01427	validation-mlogloss:2.03326
[48]	train-mlogloss:2.00535	validation-mlogloss:2.02467
[49]	train-mlogloss:1.99679	validation-mlogloss:2.01655
[50]	train-mlogloss:1.98823	validation-mlogloss:2.00795
[51]	train-mlogloss:1.98019	validation-mlogloss:1.99989
[52]	train-mlogloss:1.97204	validation-mlogloss:1.99269
[53]	train-mlogloss:1.96381	validation-mlogloss:1.98485
[54]	train-mlogloss:1.95595	validation-mlogloss:1.97703
[55]	train-mlogloss:1.94819	validation-mlogloss:1.96941
[56]	train-mlogloss:1.94057	validation-mlogloss:1.96203
[57]	train-mlogloss:1.93301	validation-mlogloss:1.95425
[58]	train-mlogloss:1.92545	validation-mlogloss:1.94670
[59]	train-mlogloss:1.91788	validation-mlogloss:1.93930
[60]	train-mlogloss:1.91073	validation-mlogloss:1.93244
[61]	train-mlogloss:1.90356	validation-mlogloss:1.92544
[62]	train-mlogloss:1.89660	validation-mlogloss:1.91872
[63]	train-mlogloss:1.88946	validation-mlogloss:1.91213
[64]	train-mlogloss:1.88269	validation-mlogloss:1.90537
[65]	train-mlogloss:1.87591	validation-mlogloss:1.89852
[66]	train-mlogloss:1.86913	validation-mlogloss:1.89212
[67]	train-mlogloss:1.86242	validation-mlogloss:1.88583
[68]	train-mlogloss:1.85599	validation-mlogloss:1.87973
[69]	train-mlogloss:1.84949	validation-mlogloss:1.87363
[70]	train-mlogloss:1.84336	validation-mlogloss:1.86779
[71]	train-mlogloss:1.83732	validation-mlogloss:1.86154
[72]	train-mlogloss:1.83099	validation-mlogloss:1.85544
[73]	train-mlogloss:1.82511	validation-mlogloss:1.84980
[74]	train-mlogloss:1.81909	validation-mlogloss:1.84414
[75]	train-mlogloss:1.81304	validation-mlogloss:1.83817
[76]	train-mlogloss:1.80739	validation-mlogloss:1.83271
[77]	train-mlogloss:1.80165	validation-mlogloss:1.82745
[78]	train-mlogloss:1.79595	validation-mlogloss:1.82176
[79]	train-mlogloss:1.79043	validation-mlogloss:1.81653
[80]	train-mlogloss:1.78504	validation-mlogloss:1.81138
[81]	train-mlogloss:1.77976	validation-mlogloss:1.80600
[82]	train-mlogloss:1.77453	validation-mlogloss:1.80104
[83]	train-mlogloss:1.76909	validation-mlogloss:1.79564
[84]	train-mlogloss:1.76401	validation-mlogloss:1.79067
[85]	train-mlogloss:1.75903	validation-mlogloss:1.78590
[86]	train-mlogloss:1.75399	validation-mlogloss:1.78102
[87]	train-mlogloss:1.74910	validation-mlogloss:1.77607
[88]	train-mlogloss:1.74415	validation-mlogloss:1.77152
[89]	train-mlogloss:1.73919	validation-mlogloss:1.76679
[90]	train-mlogloss:1.73436	validation-mlogloss:1.76231
[91]	train-mlogloss:1.72971	validation-mlogloss:1.75765
[92]	train-mlogloss:1.72501	validation-mlogloss:1.75338
[93]	train-mlogloss:1.72028	validation-mlogloss:1.74864
[94]	train-mlogloss:1.71554	validation-mlogloss:1.74392
[95]	train-mlogloss:1.71112	validation-mlogloss:1.73959
[96]	train-mlogloss:1.70658	validation-mlogloss:1.73502
[97]	train-mlogloss:1.70219	validation-mlogloss:1.73085
[98]	train-mlogloss:1.69785	validation-mlogloss:1.72666
[99]	train-mlogloss:1.69383	validation-mlogloss:1.72253
[100]	train-mlogloss:1.68945	validation-mlogloss:1.71844
[101]	train-mlogloss:1.68496	validation-mlogloss:1.71449
[102]	train-mlogloss:1.68077	validation-mlogloss:1.71039
[103]	train-mlogloss:1.67659	validation-mlogloss:1.70656
[104]	train-mlogloss:1.67258	validation-mlogloss:1.70262
[105]	train-mlogloss:1.66847	validation-mlogloss:1.69862
[106]	train-mlogloss:1.66449	validation-mlogloss:1.69472
[107]	train-mlogloss:1.66052	validation-mlogloss:1.69102
[108]	train-mlogloss:1.65662	validation-mlogloss:1.68737
[109]	train-mlogloss:1.65287	validation-mlogloss:1.68375
[110]	train-mlogloss:1.64909	validation-mlogloss:1.68007
[111]	train-mlogloss:1.64540	validation-mlogloss:1.67644
[112]	train-mlogloss:1.64175	validation-mlogloss:1.67298
[113]	train-mlogloss:1.63809	validation-mlogloss:1.66946
[114]	train-mlogloss:1.63460	validation-mlogloss:1.66615
[115]	train-mlogloss:1.63086	validation-mlogloss:1.66263
[116]	train-mlogloss:1.62716	validation-mlogloss:1.65920
[117]	train-mlogloss:1.62360	validation-mlogloss:1.65600
[118]	train-mlogloss:1.62020	validation-mlogloss:1.65283
[119]	train-mlogloss:1.61667	validation-mlogloss:1.64962
[120]	train-mlogloss:1.61351	validation-mlogloss:1.64655
[121]	train-mlogloss:1.60998	validation-mlogloss:1.64335
[122]	train-mlogloss:1.60669	validation-mlogloss:1.64015
[123]	train-mlogloss:1.60329	validation-mlogloss:1.63693
[124]	train-mlogloss:1.60013	validation-mlogloss:1.63390
[125]	train-mlogloss:1.59694	validation-mlogloss:1.63087
[126]	train-mlogloss:1.59356	validation-mlogloss:1.62793
[127]	train-mlogloss:1.59050	validation-mlogloss:1.62495
[128]	train-mlogloss:1.58729	validation-mlogloss:1.62211
[129]	train-mlogloss:1.58401	validation-mlogloss:1.61930
[130]	train-mlogloss:1.58079	validation-mlogloss:1.61629
[131]	train-mlogloss:1.57769	validation-mlogloss:1.61345
[132]	train-mlogloss:1.57458	validation-mlogloss:1.61077
[133]	train-mlogloss:1.57166	validation-mlogloss:1.60803
[134]	train-mlogloss:1.56872	validation-mlogloss:1.60528
[135]	train-mlogloss:1.56595	validation-mlogloss:1.60275
[136]	train-mlogloss:1.56314	validation-mlogloss:1.60003
[137]	train-mlogloss:1.56019	validation-mlogloss:1.59746
[138]	train-mlogloss:1.55723	validation-mlogloss:1.59485
[139]	train-mlogloss:1.55437	validation-mlogloss:1.59205
[140]	train-mlogloss:1.55156	validation-mlogloss:1.58937
[141]	train-mlogloss:1.54890	validation-mlogloss:1.58685
[142]	train-mlogloss:1.54641	validation-mlogloss:1.58460
[143]	train-mlogloss:1.54371	validation-mlogloss:1.58224
[144]	train-mlogloss:1.54097	validation-mlogloss:1.57981
[145]	train-mlogloss:1.53829	validation-mlogloss:1.57741
[146]	train-mlogloss:1.53571	validation-mlogloss:1.57507
[147]	train-mlogloss:1.53306	validation-mlogloss:1.57269
[148]	train-mlogloss:1.53059	validation-mlogloss:1.57051
[149]	train-mlogloss:1.52800	validation-mlogloss:1.56791
[150]	train-mlogloss:1.52563	validation-mlogloss:1.56579
[151]	train-mlogloss:1.52327	validation-mlogloss:1.56372
[152]	train-mlogloss:1.52072	validation-mlogloss:1.56135
[153]	train-mlogloss:1.51847	validation-mlogloss:1.55910
[154]	train-mlogloss:1.51595	validation-mlogloss:1.55684
[155]	train-mlogloss:1.51352	validation-mlogloss:1.55478
[156]	train-mlogloss:1.51115	validation-mlogloss:1.55267
[157]	train-mlogloss:1.50898	validation-mlogloss:1.55072
[158]	train-mlogloss:1.50659	validation-mlogloss:1.54852
[159]	train-mlogloss:1.50420	validation-mlogloss:1.54638
[160]	train-mlogloss:1.50199	validation-mlogloss:1.54448
[161]	train-mlogloss:1.49966	validation-mlogloss:1.54231
[162]	train-mlogloss:1.49745	validation-mlogloss:1.54049
[163]	train-mlogloss:1.49533	validation-mlogloss:1.53860
[164]	train-mlogloss:1.49309	validation-mlogloss:1.53644
[165]	train-mlogloss:1.49100	validation-mlogloss:1.53445
[166]	train-mlogloss:1.48884	validation-mlogloss:1.53241
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[168]	train-mlogloss:1.48469	validation-mlogloss:1.52875
[169]	train-mlogloss:1.48264	validation-mlogloss:1.52706
[170]	train-mlogloss:1.48062	validation-mlogloss:1.52516
[171]	train-mlogloss:1.47860	validation-mlogloss:1.52344
[172]	train-mlogloss:1.47650	validation-mlogloss:1.52159
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[174]	train-mlogloss:1.47268	validation-mlogloss:1.51808
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[179]	train-mlogloss:1.46274	validation-mlogloss:1.50952
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[181]	train-mlogloss:1.45887	validation-mlogloss:1.50594
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[183]	train-mlogloss:1.45525	validation-mlogloss:1.50269
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[185]	train-mlogloss:1.45176	validation-mlogloss:1.49964
[186]	train-mlogloss:1.44992	validation-mlogloss:1.49808
[187]	train-mlogloss:1.44825	validation-mlogloss:1.49665
[188]	train-mlogloss:1.44647	validation-mlogloss:1.49512
[189]	train-mlogloss:1.44469	validation-mlogloss:1.49349
[190]	train-mlogloss:1.44296	validation-mlogloss:1.49197
[191]	train-mlogloss:1.44127	validation-mlogloss:1.49047
[192]	train-mlogloss:1.43958	validation-mlogloss:1.48903
[193]	train-mlogloss:1.43781	validation-mlogloss:1.48751
[194]	train-mlogloss:1.43621	validation-mlogloss:1.48613
[195]	train-mlogloss:1.43456	validation-mlogloss:1.48480
[196]	train-mlogloss:1.43298	validation-mlogloss:1.48334
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[198]	train-mlogloss:1.42974	validation-mlogloss:1.48052
[199]	train-mlogloss:1.42825	validation-mlogloss:1.47914
[200]	train-mlogloss:1.42664	validation-mlogloss:1.47795
[201]	train-mlogloss:1.42511	validation-mlogloss:1.47670
[202]	train-mlogloss:1.42369	validation-mlogloss:1.47546
[203]	train-mlogloss:1.42205	validation-mlogloss:1.47401
[204]	train-mlogloss:1.42051	validation-mlogloss:1.47267
[205]	train-mlogloss:1.41897	validation-mlogloss:1.47143
[206]	train-mlogloss:1.41748	validation-mlogloss:1.46998
[207]	train-mlogloss:1.41593	validation-mlogloss:1.46889
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[209]	train-mlogloss:1.41299	validation-mlogloss:1.46641
[210]	train-mlogloss:1.41153	validation-mlogloss:1.46516
[211]	train-mlogloss:1.41008	validation-mlogloss:1.46388
[212]	train-mlogloss:1.40871	validation-mlogloss:1.46268
[213]	train-mlogloss:1.40733	validation-mlogloss:1.46155
[214]	train-mlogloss:1.40589	validation-mlogloss:1.46060
[215]	train-mlogloss:1.40443	validation-mlogloss:1.45951
[216]	train-mlogloss:1.40310	validation-mlogloss:1.45825
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[219]	train-mlogloss:1.39900	validation-mlogloss:1.45466
[220]	train-mlogloss:1.39776	validation-mlogloss:1.45366
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[222]	train-mlogloss:1.39505	validation-mlogloss:1.45149
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[224]	train-mlogloss:1.39253	validation-mlogloss:1.44945
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[239]	train-mlogloss:1.37453	validation-mlogloss:1.43477
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[558]	train-mlogloss:1.25834	validation-mlogloss:1.34571
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[562]	train-mlogloss:1.25805	validation-mlogloss:1.34559
[563]	train-mlogloss:1.25795	validation-mlogloss:1.34548
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[644]	train-mlogloss:1.25439	validation-mlogloss:1.34289
[645]	train-mlogloss:1.25433	validation-mlogloss:1.34285
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[653]	train-mlogloss:1.25388	validation-mlogloss:1.34265
[654]	train-mlogloss:1.25388	validation-mlogloss:1.34265
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[663]	train-mlogloss:1.25356	validation-mlogloss:1.34250
[664]	train-mlogloss:1.25353	validation-mlogloss:1.34248
[665]	train-mlogloss:1.25351	validation-mlogloss:1.34249
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[669]	train-mlogloss:1.25334	validation-mlogloss:1.34239
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[672]	train-mlogloss:1.25316	validation-mlogloss:1.34219
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[674]	train-mlogloss:1.25302	validation-mlogloss:1.34211
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[677]	train-mlogloss:1.25293	validation-mlogloss:1.34205
[678]	train-mlogloss:1.25290	validation-mlogloss:1.34204
[679]	train-mlogloss:1.25288	validation-mlogloss:1.34205
[680]	train-mlogloss:1.25288	validation-mlogloss:1.34205
[681]	train-mlogloss:1.25287	validation-mlogloss:1.34203
[682]	train-mlogloss:1.25287	validation-mlogloss:1.34204
[683]	train-mlogloss:1.25285	validation-mlogloss:1.34204
[684]	train-mlogloss:1.25283	validation-mlogloss:1.34202
[685]	train-mlogloss:1.25281	validation-mlogloss:1.34199
[686]	train-mlogloss:1.25276	validation-mlogloss:1.34195
[687]	train-mlogloss:1.25276	validation-mlogloss:1.34195
[688]	train-mlogloss:1.25276	validation-mlogloss:1.34195
[689]	train-mlogloss:1.25274	validation-mlogloss:1.34195
[690]	train-mlogloss:1.25270	validation-mlogloss:1.34191
[691]	train-mlogloss:1.25269	validation-mlogloss:1.34192
[692]	train-mlogloss:1.25267	validation-mlogloss:1.34193
[693]	train-mlogloss:1.25264	validation-mlogloss:1.34192
[694]	train-mlogloss:1.25264	validation-mlogloss:1.34191
[695]	train-mlogloss:1.25256	validation-mlogloss:1.34184
[696]	train-mlogloss:1.25245	validation-mlogloss:1.34174
[697]	train-mlogloss:1.25245	validation-mlogloss:1.34174
[698]	train-mlogloss:1.25245	validation-mlogloss:1.34173
[699]	train-mlogloss:1.25245	validation-mlogloss:1.34174
[700]	train-mlogloss:1.25242	validation-mlogloss:1.34173
[701]	train-mlogloss:1.25233	validation-mlogloss:1.34173
[702]	train-mlogloss:1.25233	validation-mlogloss:1.34173
[703]	train-mlogloss:1.25233	validation-mlogloss:1.34173
[704]	train-mlogloss:1.25227	validation-mlogloss:1.34170
[705]	train-mlogloss:1.25224	validation-mlogloss:1.34169
[706]	train-mlogloss:1.25216	validation-mlogloss:1.34171
[707]	train-mlogloss:1.25212	validation-mlogloss:1.34167
[708]	train-mlogloss:1.25212	validation-mlogloss:1.34167
[709]	train-mlogloss:1.25211	validation-mlogloss:1.34166
[710]	train-mlogloss:1.25204	validation-mlogloss:1.34164
[711]	train-mlogloss:1.25196	validation-mlogloss:1.34161
[712]	train-mlogloss:1.25192	validation-mlogloss:1.34161
[713]	train-mlogloss:1.25190	validation-mlogloss:1.34161
Saved model to disk.
2025-10-27 11:31:13.359810: 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`.
2025-10-27 11:31:13.372529: 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 00:00:1761561073.386226  546871 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561073.390581  546871 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561073.401627  546871 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561073.401652  546871 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561073.401655  546871 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561073.401657  546871 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:31:13.405064: 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:2.68388	validation-mlogloss:2.68362
[1]	train-mlogloss:2.66147	validation-mlogloss:2.66185
[2]	train-mlogloss:2.63965	validation-mlogloss:2.64088
[3]	train-mlogloss:2.61756	validation-mlogloss:2.61932
[4]	train-mlogloss:2.59687	validation-mlogloss:2.59923
[5]	train-mlogloss:2.57624	validation-mlogloss:2.57924
[6]	train-mlogloss:2.55525	validation-mlogloss:2.55889
[7]	train-mlogloss:2.53609	validation-mlogloss:2.54019
[8]	train-mlogloss:2.51697	validation-mlogloss:2.52081
[9]	train-mlogloss:2.49810	validation-mlogloss:2.50199
[10]	train-mlogloss:2.48057	validation-mlogloss:2.48481
[11]	train-mlogloss:2.46191	validation-mlogloss:2.46697
[12]	train-mlogloss:2.44415	validation-mlogloss:2.44959
[13]	train-mlogloss:2.42775	validation-mlogloss:2.43381
[14]	train-mlogloss:2.41098	validation-mlogloss:2.41749
[15]	train-mlogloss:2.39441	validation-mlogloss:2.40172
[16]	train-mlogloss:2.37912	validation-mlogloss:2.38736
[17]	train-mlogloss:2.36449	validation-mlogloss:2.37358
[18]	train-mlogloss:2.34912	validation-mlogloss:2.35791
[19]	train-mlogloss:2.33393	validation-mlogloss:2.34309
[20]	train-mlogloss:2.31955	validation-mlogloss:2.32920
[21]	train-mlogloss:2.30484	validation-mlogloss:2.31495
[22]	train-mlogloss:2.29049	validation-mlogloss:2.30202
[23]	train-mlogloss:2.27681	validation-mlogloss:2.28824
[24]	train-mlogloss:2.26309	validation-mlogloss:2.27524
[25]	train-mlogloss:2.24984	validation-mlogloss:2.26199
[26]	train-mlogloss:2.23654	validation-mlogloss:2.24885
[27]	train-mlogloss:2.22385	validation-mlogloss:2.23661
[28]	train-mlogloss:2.21138	validation-mlogloss:2.22427
[29]	train-mlogloss:2.19950	validation-mlogloss:2.21230
[30]	train-mlogloss:2.18749	validation-mlogloss:2.20132
[31]	train-mlogloss:2.17559	validation-mlogloss:2.18955
[32]	train-mlogloss:2.16393	validation-mlogloss:2.17817
[33]	train-mlogloss:2.15260	validation-mlogloss:2.16699
[34]	train-mlogloss:2.14140	validation-mlogloss:2.15614
[35]	train-mlogloss:2.13076	validation-mlogloss:2.14589
[36]	train-mlogloss:2.11993	validation-mlogloss:2.13566
[37]	train-mlogloss:2.10969	validation-mlogloss:2.12627
[38]	train-mlogloss:2.09962	validation-mlogloss:2.11635
[39]	train-mlogloss:2.08926	validation-mlogloss:2.10619
[40]	train-mlogloss:2.07914	validation-mlogloss:2.09633
[41]	train-mlogloss:2.06944	validation-mlogloss:2.08640
[42]	train-mlogloss:2.05948	validation-mlogloss:2.07679
[43]	train-mlogloss:2.04976	validation-mlogloss:2.06714
[44]	train-mlogloss:2.04056	validation-mlogloss:2.05799
[45]	train-mlogloss:2.03141	validation-mlogloss:2.04926
[46]	train-mlogloss:2.02241	validation-mlogloss:2.04090
[47]	train-mlogloss:2.01342	validation-mlogloss:2.03248
[48]	train-mlogloss:2.00458	validation-mlogloss:2.02408
[49]	train-mlogloss:1.99598	validation-mlogloss:2.01598
[50]	train-mlogloss:1.98752	validation-mlogloss:2.00793
[51]	train-mlogloss:1.97911	validation-mlogloss:1.99952
[52]	train-mlogloss:1.97082	validation-mlogloss:1.99145
[53]	train-mlogloss:1.96290	validation-mlogloss:1.98394
[54]	train-mlogloss:1.95523	validation-mlogloss:1.97725
[55]	train-mlogloss:1.94729	validation-mlogloss:1.96963
[56]	train-mlogloss:1.93964	validation-mlogloss:1.96230
[57]	train-mlogloss:1.93188	validation-mlogloss:1.95460
[58]	train-mlogloss:1.92451	validation-mlogloss:1.94729
[59]	train-mlogloss:1.91713	validation-mlogloss:1.94000
[60]	train-mlogloss:1.90990	validation-mlogloss:1.93275
[61]	train-mlogloss:1.90278	validation-mlogloss:1.92585
[62]	train-mlogloss:1.89588	validation-mlogloss:1.91943
[63]	train-mlogloss:1.88912	validation-mlogloss:1.91248
[64]	train-mlogloss:1.88201	validation-mlogloss:1.90548
[65]	train-mlogloss:1.87514	validation-mlogloss:1.89908
[66]	train-mlogloss:1.86856	validation-mlogloss:1.89297
[67]	train-mlogloss:1.86182	validation-mlogloss:1.88651
[68]	train-mlogloss:1.85506	validation-mlogloss:1.88006
[69]	train-mlogloss:1.84860	validation-mlogloss:1.87372
[70]	train-mlogloss:1.84234	validation-mlogloss:1.86760
[71]	train-mlogloss:1.83624	validation-mlogloss:1.86159
[72]	train-mlogloss:1.83013	validation-mlogloss:1.85577
[73]	train-mlogloss:1.82424	validation-mlogloss:1.85015
[74]	train-mlogloss:1.81833	validation-mlogloss:1.84423
[75]	train-mlogloss:1.81232	validation-mlogloss:1.83838
[76]	train-mlogloss:1.80645	validation-mlogloss:1.83268
[77]	train-mlogloss:1.80061	validation-mlogloss:1.82711
[78]	train-mlogloss:1.79488	validation-mlogloss:1.82171
[79]	train-mlogloss:1.78945	validation-mlogloss:1.81640
[80]	train-mlogloss:1.78385	validation-mlogloss:1.81088
[81]	train-mlogloss:1.77840	validation-mlogloss:1.80564
[82]	train-mlogloss:1.77316	validation-mlogloss:1.80060
[83]	train-mlogloss:1.76799	validation-mlogloss:1.79564
[84]	train-mlogloss:1.76271	validation-mlogloss:1.79023
[85]	train-mlogloss:1.75769	validation-mlogloss:1.78533
[86]	train-mlogloss:1.75270	validation-mlogloss:1.78086
[87]	train-mlogloss:1.74764	validation-mlogloss:1.77613
[88]	train-mlogloss:1.74278	validation-mlogloss:1.77133
[89]	train-mlogloss:1.73790	validation-mlogloss:1.76676
[90]	train-mlogloss:1.73281	validation-mlogloss:1.76190
[91]	train-mlogloss:1.72825	validation-mlogloss:1.75717
[92]	train-mlogloss:1.72352	validation-mlogloss:1.75271
[93]	train-mlogloss:1.71870	validation-mlogloss:1.74797
[94]	train-mlogloss:1.71410	validation-mlogloss:1.74353
[95]	train-mlogloss:1.70956	validation-mlogloss:1.73908
[96]	train-mlogloss:1.70519	validation-mlogloss:1.73488
[97]	train-mlogloss:1.70091	validation-mlogloss:1.73072
[98]	train-mlogloss:1.69658	validation-mlogloss:1.72636
[99]	train-mlogloss:1.69228	validation-mlogloss:1.72205
[100]	train-mlogloss:1.68807	validation-mlogloss:1.71802
[101]	train-mlogloss:1.68387	validation-mlogloss:1.71398
[102]	train-mlogloss:1.67968	validation-mlogloss:1.71008
[103]	train-mlogloss:1.67537	validation-mlogloss:1.70593
[104]	train-mlogloss:1.67130	validation-mlogloss:1.70231
[105]	train-mlogloss:1.66718	validation-mlogloss:1.69846
[106]	train-mlogloss:1.66305	validation-mlogloss:1.69443
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[710]	train-mlogloss:1.25239	validation-mlogloss:1.33962
[711]	train-mlogloss:1.25239	validation-mlogloss:1.33962
[712]	train-mlogloss:1.25232	validation-mlogloss:1.33957
[713]	train-mlogloss:1.25230	validation-mlogloss:1.33956
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.83 [%]
Global accuracy score (test) = 50.31 [%]
Global F1 score (train) = 62.89 [%]
Global F1 score (test) = 50.47 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.39      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.40      0.42       184
       CAMINAR USUAL SPEED       0.27      0.20      0.23       184
            CAMINAR ZIGZAG       0.61      0.56      0.58       184
          DE PIE BARRIENDO       0.54      0.50      0.52       184
   DE PIE DOBLANDO TOALLAS       0.43      0.47      0.45       184
    DE PIE MOVIENDO LIBROS       0.49      0.46      0.47       184
          DE PIE USANDO PC       0.62      0.66      0.64       184
        FASE REPOSO CON K5       0.55      0.79      0.64       184
INCREMENTAL CICLOERGOMETRO       0.88      0.62      0.73       184
           SENTADO LEYENDO       0.34      0.42      0.38       184
         SENTADO USANDO PC       0.40      0.26      0.32       184
      SENTADO VIENDO LA TV       0.45      0.37      0.40       184
   SUBIR Y BAJAR ESCALERAS       0.52      0.67      0.58       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.51      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 19: 50.31 [%]
F1-score capturado en la ejecución 19: 50.47 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.89 [%]
Global accuracy score (test) = 50.42 [%]
Global F1 score (train) = 62.95 [%]
Global F1 score (test) = 50.58 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.27      0.38      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.39      0.41       184
       CAMINAR USUAL SPEED       0.25      0.18      0.21       184
            CAMINAR ZIGZAG       0.57      0.53      0.55       184
          DE PIE BARRIENDO       0.54      0.49      0.51       184
   DE PIE DOBLANDO TOALLAS       0.45      0.47      0.46       184
    DE PIE MOVIENDO LIBROS       0.48      0.48      0.48       184
          DE PIE USANDO PC       0.60      0.66      0.63       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.90      0.61      0.73       184
           SENTADO LEYENDO       0.36      0.42      0.39       184
         SENTADO USANDO PC       0.42      0.27      0.33       184
      SENTADO VIENDO LA TV       0.47      0.42      0.44       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.68      0.60       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 20: 50.42 [%]
F1-score capturado en la ejecución 20: 50.58 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.91 [%]
Global accuracy score (test) = 50.16 [%]
Global F1 score (train) = 62.96 [%]
Global F1 score (test) = 50.36 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.29      0.39      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.42      0.39      0.40       184
       CAMINAR USUAL SPEED       0.28      0.22      0.25       184
            CAMINAR ZIGZAG       0.60      0.56      0.58       184
          DE PIE BARRIENDO       0.56      0.49      0.52       184
   DE PIE DOBLANDO TOALLAS       0.43      0.47      0.45       184
    DE PIE MOVIENDO LIBROS       0.47      0.42      0.45       184
          DE PIE USANDO PC       0.64      0.66      0.65       184
        FASE REPOSO CON K5       0.54      0.79      0.64       184
INCREMENTAL CICLOERGOMETRO       0.88      0.62      0.73       184
           SENTADO LEYENDO       0.34      0.41      0.37       184
         SENTADO USANDO PC       0.40      0.27      0.32       184
      SENTADO VIENDO LA TV       0.45      0.38      0.41       184
   SUBIR Y BAJAR ESCALERAS       0.52      0.68      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.50      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 21: 50.16 [%]
F1-score capturado en la ejecución 21: 50.36 [%]

=== EJECUCIÓN 22 ===

--- TRAIN (ejecución 22) ---

--- TEST (ejecución 22) ---
2025-10-27 11:32:00.913990: 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`.
2025-10-27 11:32:00.927193: 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 00:00:1761561120.941652  547804 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561120.946019  547804 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561120.957594  547804 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561120.957618  547804 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561120.957621  547804 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561120.957623  547804 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:32:00.960831: 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:2.68374	validation-mlogloss:2.68409
[1]	train-mlogloss:2.65989	validation-mlogloss:2.66032
[2]	train-mlogloss:2.63785	validation-mlogloss:2.63894
[3]	train-mlogloss:2.61473	validation-mlogloss:2.61636
[4]	train-mlogloss:2.59377	validation-mlogloss:2.59535
[5]	train-mlogloss:2.57291	validation-mlogloss:2.57473
[6]	train-mlogloss:2.55281	validation-mlogloss:2.55507
[7]	train-mlogloss:2.53408	validation-mlogloss:2.53699
[8]	train-mlogloss:2.51470	validation-mlogloss:2.51811
[9]	train-mlogloss:2.49585	validation-mlogloss:2.49978
[10]	train-mlogloss:2.47774	validation-mlogloss:2.48195
[11]	train-mlogloss:2.46033	validation-mlogloss:2.46500
[12]	train-mlogloss:2.44310	validation-mlogloss:2.44832
[13]	train-mlogloss:2.42585	validation-mlogloss:2.43191
[14]	train-mlogloss:2.40964	validation-mlogloss:2.41577
[15]	train-mlogloss:2.39330	validation-mlogloss:2.40050
[16]	train-mlogloss:2.37728	validation-mlogloss:2.38477
[17]	train-mlogloss:2.36250	validation-mlogloss:2.37045
[18]	train-mlogloss:2.34799	validation-mlogloss:2.35727
[19]	train-mlogloss:2.33322	validation-mlogloss:2.34256
[20]	train-mlogloss:2.31875	validation-mlogloss:2.32855
[21]	train-mlogloss:2.30451	validation-mlogloss:2.31487
[22]	train-mlogloss:2.29047	validation-mlogloss:2.30141
[23]	train-mlogloss:2.27659	validation-mlogloss:2.28809
[24]	train-mlogloss:2.26291	validation-mlogloss:2.27443
[25]	train-mlogloss:2.24964	validation-mlogloss:2.26178
[26]	train-mlogloss:2.23679	validation-mlogloss:2.24915
[27]	train-mlogloss:2.22411	validation-mlogloss:2.23677
[28]	train-mlogloss:2.21156	validation-mlogloss:2.22480
[29]	train-mlogloss:2.19911	validation-mlogloss:2.21269
[30]	train-mlogloss:2.18714	validation-mlogloss:2.20124
[31]	train-mlogloss:2.17541	validation-mlogloss:2.18960
[32]	train-mlogloss:2.16417	validation-mlogloss:2.17847
[33]	train-mlogloss:2.15268	validation-mlogloss:2.16740
[34]	train-mlogloss:2.14145	validation-mlogloss:2.15706
[35]	train-mlogloss:2.13056	validation-mlogloss:2.14654
[36]	train-mlogloss:2.11969	validation-mlogloss:2.13597
[37]	train-mlogloss:2.10937	validation-mlogloss:2.12556
[38]	train-mlogloss:2.09914	validation-mlogloss:2.11539
[39]	train-mlogloss:2.08887	validation-mlogloss:2.10538
[40]	train-mlogloss:2.07918	validation-mlogloss:2.09582
[41]	train-mlogloss:2.06932	validation-mlogloss:2.08635
[42]	train-mlogloss:2.05989	validation-mlogloss:2.07710
[43]	train-mlogloss:2.05013	validation-mlogloss:2.06794
[44]	train-mlogloss:2.04090	validation-mlogloss:2.05918
[45]	train-mlogloss:2.03156	validation-mlogloss:2.05008
[46]	train-mlogloss:2.02238	validation-mlogloss:2.04125
[47]	train-mlogloss:2.01380	validation-mlogloss:2.03249
[48]	train-mlogloss:2.00518	validation-mlogloss:2.02384
[49]	train-mlogloss:1.99651	validation-mlogloss:2.01520
[50]	train-mlogloss:1.98823	validation-mlogloss:2.00717
[51]	train-mlogloss:1.97998	validation-mlogloss:1.99927
[52]	train-mlogloss:1.97162	validation-mlogloss:1.99141
[53]	train-mlogloss:1.96356	validation-mlogloss:1.98352
[54]	train-mlogloss:1.95592	validation-mlogloss:1.97611
[55]	train-mlogloss:1.94792	validation-mlogloss:1.96829
[56]	train-mlogloss:1.94024	validation-mlogloss:1.96121
[57]	train-mlogloss:1.93270	validation-mlogloss:1.95386
[58]	train-mlogloss:1.92517	validation-mlogloss:1.94661
[59]	train-mlogloss:1.91802	validation-mlogloss:1.93970
[60]	train-mlogloss:1.91076	validation-mlogloss:1.93265
[61]	train-mlogloss:1.90354	validation-mlogloss:1.92599
[62]	train-mlogloss:1.89629	validation-mlogloss:1.91901
[63]	train-mlogloss:1.88918	validation-mlogloss:1.91212
[64]	train-mlogloss:1.88256	validation-mlogloss:1.90568
[65]	train-mlogloss:1.87586	validation-mlogloss:1.89957
[66]	train-mlogloss:1.86917	validation-mlogloss:1.89309
[67]	train-mlogloss:1.86246	validation-mlogloss:1.88640
[68]	train-mlogloss:1.85578	validation-mlogloss:1.87978
[69]	train-mlogloss:1.84960	validation-mlogloss:1.87408
[70]	train-mlogloss:1.84328	validation-mlogloss:1.86799
[71]	train-mlogloss:1.83706	validation-mlogloss:1.86202
[72]	train-mlogloss:1.83089	validation-mlogloss:1.85610
[73]	train-mlogloss:1.82472	validation-mlogloss:1.84991
[74]	train-mlogloss:1.81901	validation-mlogloss:1.84472
[75]	train-mlogloss:1.81304	validation-mlogloss:1.83880
[76]	train-mlogloss:1.80715	validation-mlogloss:1.83315
[77]	train-mlogloss:1.80168	validation-mlogloss:1.82764
[78]	train-mlogloss:1.79607	validation-mlogloss:1.82242
[79]	train-mlogloss:1.79036	validation-mlogloss:1.81695
[80]	train-mlogloss:1.78496	validation-mlogloss:1.81161
[81]	train-mlogloss:1.77939	validation-mlogloss:1.80652
[82]	train-mlogloss:1.77398	validation-mlogloss:1.80127
[83]	train-mlogloss:1.76858	validation-mlogloss:1.79617
[84]	train-mlogloss:1.76351	validation-mlogloss:1.79129
[85]	train-mlogloss:1.75851	validation-mlogloss:1.78650
[86]	train-mlogloss:1.75354	validation-mlogloss:1.78182
[87]	train-mlogloss:1.74869	validation-mlogloss:1.77697
[88]	train-mlogloss:1.74372	validation-mlogloss:1.77213
[89]	train-mlogloss:1.73897	validation-mlogloss:1.76730
[90]	train-mlogloss:1.73424	validation-mlogloss:1.76301
[91]	train-mlogloss:1.72923	validation-mlogloss:1.75823
[92]	train-mlogloss:1.72461	validation-mlogloss:1.75353
[93]	train-mlogloss:1.71981	validation-mlogloss:1.74904
[94]	train-mlogloss:1.71510	validation-mlogloss:1.74438
[95]	train-mlogloss:1.71045	validation-mlogloss:1.73992
[96]	train-mlogloss:1.70593	validation-mlogloss:1.73559
[97]	train-mlogloss:1.70149	validation-mlogloss:1.73114
[98]	train-mlogloss:1.69698	validation-mlogloss:1.72695
[99]	train-mlogloss:1.69270	validation-mlogloss:1.72289
[100]	train-mlogloss:1.68835	validation-mlogloss:1.71882
[101]	train-mlogloss:1.68406	validation-mlogloss:1.71486
[102]	train-mlogloss:1.67985	validation-mlogloss:1.71101
[103]	train-mlogloss:1.67573	validation-mlogloss:1.70704
[104]	train-mlogloss:1.67164	validation-mlogloss:1.70332
[105]	train-mlogloss:1.66769	validation-mlogloss:1.69959
[106]	train-mlogloss:1.66371	validation-mlogloss:1.69599
[107]	train-mlogloss:1.65960	validation-mlogloss:1.69219
[108]	train-mlogloss:1.65562	validation-mlogloss:1.68833
[109]	train-mlogloss:1.65175	validation-mlogloss:1.68457
[110]	train-mlogloss:1.64781	validation-mlogloss:1.68092
[111]	train-mlogloss:1.64402	validation-mlogloss:1.67731
[112]	train-mlogloss:1.64031	validation-mlogloss:1.67381
[113]	train-mlogloss:1.63651	validation-mlogloss:1.67038
[114]	train-mlogloss:1.63281	validation-mlogloss:1.66691
[115]	train-mlogloss:1.62934	validation-mlogloss:1.66377
[116]	train-mlogloss:1.62592	validation-mlogloss:1.66040
[117]	train-mlogloss:1.62250	validation-mlogloss:1.65723
[118]	train-mlogloss:1.61914	validation-mlogloss:1.65374
[119]	train-mlogloss:1.61573	validation-mlogloss:1.65058
[120]	train-mlogloss:1.61236	validation-mlogloss:1.64730
[121]	train-mlogloss:1.60883	validation-mlogloss:1.64379
[122]	train-mlogloss:1.60552	validation-mlogloss:1.64077
[123]	train-mlogloss:1.60216	validation-mlogloss:1.63785
[124]	train-mlogloss:1.59890	validation-mlogloss:1.63468
[125]	train-mlogloss:1.59557	validation-mlogloss:1.63161
[126]	train-mlogloss:1.59224	validation-mlogloss:1.62826
[127]	train-mlogloss:1.58886	validation-mlogloss:1.62523
[128]	train-mlogloss:1.58559	validation-mlogloss:1.62211
[129]	train-mlogloss:1.58249	validation-mlogloss:1.61929
[130]	train-mlogloss:1.57947	validation-mlogloss:1.61634
[131]	train-mlogloss:1.57652	validation-mlogloss:1.61370
[132]	train-mlogloss:1.57341	validation-mlogloss:1.61079
[133]	train-mlogloss:1.57044	validation-mlogloss:1.60800
[134]	train-mlogloss:1.56752	validation-mlogloss:1.60503
[135]	train-mlogloss:1.56455	validation-mlogloss:1.60236
[136]	train-mlogloss:1.56170	validation-mlogloss:1.59979
[137]	train-mlogloss:1.55882	validation-mlogloss:1.59692
[138]	train-mlogloss:1.55594	validation-mlogloss:1.59433
[139]	train-mlogloss:1.55318	validation-mlogloss:1.59172
[140]	train-mlogloss:1.55054	validation-mlogloss:1.58920
[141]	train-mlogloss:1.54773	validation-mlogloss:1.58652
[142]	train-mlogloss:1.54521	validation-mlogloss:1.58436
[143]	train-mlogloss:1.54253	validation-mlogloss:1.58186
[144]	train-mlogloss:1.53988	validation-mlogloss:1.57945
[145]	train-mlogloss:1.53736	validation-mlogloss:1.57704
[146]	train-mlogloss:1.53472	validation-mlogloss:1.57446
[147]	train-mlogloss:1.53211	validation-mlogloss:1.57206
[148]	train-mlogloss:1.52954	validation-mlogloss:1.56964
[149]	train-mlogloss:1.52712	validation-mlogloss:1.56731
[150]	train-mlogloss:1.52456	validation-mlogloss:1.56508
[151]	train-mlogloss:1.52216	validation-mlogloss:1.56273
[152]	train-mlogloss:1.51967	validation-mlogloss:1.56059
[153]	train-mlogloss:1.51739	validation-mlogloss:1.55842
[154]	train-mlogloss:1.51500	validation-mlogloss:1.55641
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[534]	train-mlogloss:1.25979	validation-mlogloss:1.34366
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[536]	train-mlogloss:1.25957	validation-mlogloss:1.34354
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[539]	train-mlogloss:1.25924	validation-mlogloss:1.34335
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[542]	train-mlogloss:1.25904	validation-mlogloss:1.34325
[543]	train-mlogloss:1.25901	validation-mlogloss:1.34320
[544]	train-mlogloss:1.25898	validation-mlogloss:1.34321
[545]	train-mlogloss:1.25891	validation-mlogloss:1.34311
[546]	train-mlogloss:1.25879	validation-mlogloss:1.34304
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[551]	train-mlogloss:1.25857	validation-mlogloss:1.34272
[552]	train-mlogloss:1.25854	validation-mlogloss:1.34271
[553]	train-mlogloss:1.25854	validation-mlogloss:1.34271
[554]	train-mlogloss:1.25844	validation-mlogloss:1.34261
[555]	train-mlogloss:1.25839	validation-mlogloss:1.34259
[556]	train-mlogloss:1.25824	validation-mlogloss:1.34262
[557]	train-mlogloss:1.25821	validation-mlogloss:1.34262
[558]	train-mlogloss:1.25815	validation-mlogloss:1.34255
[559]	train-mlogloss:1.25813	validation-mlogloss:1.34255
[560]	train-mlogloss:1.25809	validation-mlogloss:1.34249
[561]	train-mlogloss:1.25799	validation-mlogloss:1.34240
[562]	train-mlogloss:1.25799	validation-mlogloss:1.34240
[563]	train-mlogloss:1.25794	validation-mlogloss:1.34241
[564]	train-mlogloss:1.25794	validation-mlogloss:1.34241
[565]	train-mlogloss:1.25790	validation-mlogloss:1.34238
[566]	train-mlogloss:1.25785	validation-mlogloss:1.34240
[567]	train-mlogloss:1.25778	validation-mlogloss:1.34234
[568]	train-mlogloss:1.25775	validation-mlogloss:1.34233
[569]	train-mlogloss:1.25771	validation-mlogloss:1.34229
[570]	train-mlogloss:1.25760	validation-mlogloss:1.34223
[571]	train-mlogloss:1.25752	validation-mlogloss:1.34216
[572]	train-mlogloss:1.25742	validation-mlogloss:1.34208
[573]	train-mlogloss:1.25737	validation-mlogloss:1.34208
[574]	train-mlogloss:1.25735	validation-mlogloss:1.34206
[575]	train-mlogloss:1.25733	validation-mlogloss:1.34204
[576]	train-mlogloss:1.25733	validation-mlogloss:1.34204
[577]	train-mlogloss:1.25720	validation-mlogloss:1.34203
[578]	train-mlogloss:1.25720	validation-mlogloss:1.34203
[579]	train-mlogloss:1.25713	validation-mlogloss:1.34202
[580]	train-mlogloss:1.25706	validation-mlogloss:1.34195
[581]	train-mlogloss:1.25703	validation-mlogloss:1.34193
[582]	train-mlogloss:1.25696	validation-mlogloss:1.34190
[583]	train-mlogloss:1.25689	validation-mlogloss:1.34188
[584]	train-mlogloss:1.25683	validation-mlogloss:1.34183
[585]	train-mlogloss:1.25680	validation-mlogloss:1.34178
[586]	train-mlogloss:1.25673	validation-mlogloss:1.34179
[587]	train-mlogloss:1.25669	validation-mlogloss:1.34176
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[589]	train-mlogloss:1.25660	validation-mlogloss:1.34172
[590]	train-mlogloss:1.25654	validation-mlogloss:1.34168
[591]	train-mlogloss:1.25644	validation-mlogloss:1.34161
[592]	train-mlogloss:1.25642	validation-mlogloss:1.34161
[593]	train-mlogloss:1.25635	validation-mlogloss:1.34157
[594]	train-mlogloss:1.25630	validation-mlogloss:1.34156
[595]	train-mlogloss:1.25624	validation-mlogloss:1.34157
[596]	train-mlogloss:1.25623	validation-mlogloss:1.34157
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[603]	train-mlogloss:1.25590	validation-mlogloss:1.34156
[604]	train-mlogloss:1.25582	validation-mlogloss:1.34147
[605]	train-mlogloss:1.25574	validation-mlogloss:1.34145
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[622]	train-mlogloss:1.25493	validation-mlogloss:1.34084
[623]	train-mlogloss:1.25493	validation-mlogloss:1.34085
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[632]	train-mlogloss:1.25458	validation-mlogloss:1.34054
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[635]	train-mlogloss:1.25446	validation-mlogloss:1.34051
[636]	train-mlogloss:1.25438	validation-mlogloss:1.34043
[637]	train-mlogloss:1.25422	validation-mlogloss:1.34040
[638]	train-mlogloss:1.25415	validation-mlogloss:1.34042
[639]	train-mlogloss:1.25408	validation-mlogloss:1.34044
[640]	train-mlogloss:1.25402	validation-mlogloss:1.34039
[641]	train-mlogloss:1.25399	validation-mlogloss:1.34039
[642]	train-mlogloss:1.25393	validation-mlogloss:1.34038
[643]	train-mlogloss:1.25382	validation-mlogloss:1.34029
[644]	train-mlogloss:1.25376	validation-mlogloss:1.34023
[645]	train-mlogloss:1.25371	validation-mlogloss:1.34019
[646]	train-mlogloss:1.25366	validation-mlogloss:1.34017
[647]	train-mlogloss:1.25365	validation-mlogloss:1.34016
[648]	train-mlogloss:1.25354	validation-mlogloss:1.34006
[649]	train-mlogloss:1.25354	validation-mlogloss:1.34006
[650]	train-mlogloss:1.25353	validation-mlogloss:1.34004
[651]	train-mlogloss:1.25350	validation-mlogloss:1.34005
[652]	train-mlogloss:1.25346	validation-mlogloss:1.34000
[653]	train-mlogloss:1.25339	validation-mlogloss:1.33996
[654]	train-mlogloss:1.25337	validation-mlogloss:1.33992
[655]	train-mlogloss:1.25337	validation-mlogloss:1.33992
[656]	train-mlogloss:1.25329	validation-mlogloss:1.33987
[657]	train-mlogloss:1.25329	validation-mlogloss:1.33987
[658]	train-mlogloss:1.25323	validation-mlogloss:1.33984
[659]	train-mlogloss:1.25321	validation-mlogloss:1.33982
[660]	train-mlogloss:1.25317	validation-mlogloss:1.33975
[661]	train-mlogloss:1.25314	validation-mlogloss:1.33975
[662]	train-mlogloss:1.25306	validation-mlogloss:1.33967
[663]	train-mlogloss:1.25306	validation-mlogloss:1.33967
[664]	train-mlogloss:1.25298	validation-mlogloss:1.33962
[665]	train-mlogloss:1.25295	validation-mlogloss:1.33961
[666]	train-mlogloss:1.25295	validation-mlogloss:1.33961
[667]	train-mlogloss:1.25292	validation-mlogloss:1.33960
[668]	train-mlogloss:1.25287	validation-mlogloss:1.33959
[669]	train-mlogloss:1.25286	validation-mlogloss:1.33958
[670]	train-mlogloss:1.25283	validation-mlogloss:1.33955
[671]	train-mlogloss:1.25280	validation-mlogloss:1.33952
[672]	train-mlogloss:1.25278	validation-mlogloss:1.33951
[673]	train-mlogloss:1.25278	validation-mlogloss:1.33951
[674]	train-mlogloss:1.25274	validation-mlogloss:1.33944
[675]	train-mlogloss:1.25264	validation-mlogloss:1.33938
[676]	train-mlogloss:1.25261	validation-mlogloss:1.33937
[677]	train-mlogloss:1.25257	validation-mlogloss:1.33935
[678]	train-mlogloss:1.25255	validation-mlogloss:1.33938
[679]	train-mlogloss:1.25253	validation-mlogloss:1.33936
[680]	train-mlogloss:1.25248	validation-mlogloss:1.33929
[681]	train-mlogloss:1.25246	validation-mlogloss:1.33928
[682]	train-mlogloss:1.25246	validation-mlogloss:1.33928
[683]	train-mlogloss:1.25245	validation-mlogloss:1.33928
[684]	train-mlogloss:1.25243	validation-mlogloss:1.33927
[685]	train-mlogloss:1.25241	validation-mlogloss:1.33927
[686]	train-mlogloss:1.25241	validation-mlogloss:1.33927
[687]	train-mlogloss:1.25235	validation-mlogloss:1.33924
[688]	train-mlogloss:1.25231	validation-mlogloss:1.33920
[689]	train-mlogloss:1.25223	validation-mlogloss:1.33914
[690]	train-mlogloss:1.25218	validation-mlogloss:1.33907
[691]	train-mlogloss:1.25218	validation-mlogloss:1.33907
[692]	train-mlogloss:1.25218	validation-mlogloss:1.33907
[693]	train-mlogloss:1.25213	validation-mlogloss:1.33903
[694]	train-mlogloss:1.25213	validation-mlogloss:1.33904
[695]	train-mlogloss:1.25208	validation-mlogloss:1.33903
[696]	train-mlogloss:1.25208	validation-mlogloss:1.33903
[697]	train-mlogloss:1.25207	validation-mlogloss:1.33902
[698]	train-mlogloss:1.25206	validation-mlogloss:1.33903
[699]	train-mlogloss:1.25193	validation-mlogloss:1.33901
[700]	train-mlogloss:1.25185	validation-mlogloss:1.33900
[701]	train-mlogloss:1.25185	validation-mlogloss:1.33900
[702]	train-mlogloss:1.25180	validation-mlogloss:1.33894
[703]	train-mlogloss:1.25179	validation-mlogloss:1.33895
[704]	train-mlogloss:1.25178	validation-mlogloss:1.33897
[705]	train-mlogloss:1.25176	validation-mlogloss:1.33894
[706]	train-mlogloss:1.25173	validation-mlogloss:1.33892
[707]	train-mlogloss:1.25168	validation-mlogloss:1.33887
[708]	train-mlogloss:1.25165	validation-mlogloss:1.33886
[709]	train-mlogloss:1.25162	validation-mlogloss:1.33885
[710]	train-mlogloss:1.25160	validation-mlogloss:1.33883
[711]	train-mlogloss:1.25159	validation-mlogloss:1.33882
[712]	train-mlogloss:1.25159	validation-mlogloss:1.33882
[713]	train-mlogloss:1.25154	validation-mlogloss:1.33877
Saved model to disk.
2025-10-27 11:32:48.018286: 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`.
2025-10-27 11:32:48.030742: 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 00:00:1761561168.044431  548770 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561168.048842  548770 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561168.060045  548770 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561168.060070  548770 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561168.060075  548770 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561168.060106  548770 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:32:48.063498: 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:2.68540	validation-mlogloss:2.68633
[1]	train-mlogloss:2.66320	validation-mlogloss:2.66417
[2]	train-mlogloss:2.64134	validation-mlogloss:2.64310
[3]	train-mlogloss:2.61986	validation-mlogloss:2.62212
[4]	train-mlogloss:2.59917	validation-mlogloss:2.60202
[5]	train-mlogloss:2.57793	validation-mlogloss:2.58104
[6]	train-mlogloss:2.55837	validation-mlogloss:2.56177
[7]	train-mlogloss:2.53795	validation-mlogloss:2.54203
[8]	train-mlogloss:2.51849	validation-mlogloss:2.52289
[9]	train-mlogloss:2.50037	validation-mlogloss:2.50532
[10]	train-mlogloss:2.48186	validation-mlogloss:2.48738
[11]	train-mlogloss:2.46454	validation-mlogloss:2.47060
[12]	train-mlogloss:2.44706	validation-mlogloss:2.45359
[13]	train-mlogloss:2.43026	validation-mlogloss:2.43738
[14]	train-mlogloss:2.41308	validation-mlogloss:2.42084
[15]	train-mlogloss:2.39675	validation-mlogloss:2.40486
[16]	train-mlogloss:2.38090	validation-mlogloss:2.38899
[17]	train-mlogloss:2.36520	validation-mlogloss:2.37401
[18]	train-mlogloss:2.34987	validation-mlogloss:2.35894
[19]	train-mlogloss:2.33527	validation-mlogloss:2.34417
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[644]	train-mlogloss:1.25583	validation-mlogloss:1.34252
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[646]	train-mlogloss:1.25579	validation-mlogloss:1.34248
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[650]	train-mlogloss:1.25570	validation-mlogloss:1.34237
[651]	train-mlogloss:1.25568	validation-mlogloss:1.34240
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[663]	train-mlogloss:1.25497	validation-mlogloss:1.34200
[664]	train-mlogloss:1.25489	validation-mlogloss:1.34193
[665]	train-mlogloss:1.25486	validation-mlogloss:1.34193
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[673]	train-mlogloss:1.25460	validation-mlogloss:1.34170
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[678]	train-mlogloss:1.25441	validation-mlogloss:1.34158
[679]	train-mlogloss:1.25441	validation-mlogloss:1.34158
[680]	train-mlogloss:1.25429	validation-mlogloss:1.34150
[681]	train-mlogloss:1.25426	validation-mlogloss:1.34150
[682]	train-mlogloss:1.25426	validation-mlogloss:1.34150
[683]	train-mlogloss:1.25422	validation-mlogloss:1.34148
[684]	train-mlogloss:1.25422	validation-mlogloss:1.34148
[685]	train-mlogloss:1.25414	validation-mlogloss:1.34145
[686]	train-mlogloss:1.25411	validation-mlogloss:1.34141
[687]	train-mlogloss:1.25398	validation-mlogloss:1.34133
[688]	train-mlogloss:1.25394	validation-mlogloss:1.34129
[689]	train-mlogloss:1.25392	validation-mlogloss:1.34128
[690]	train-mlogloss:1.25390	validation-mlogloss:1.34128
[691]	train-mlogloss:1.25381	validation-mlogloss:1.34124
[692]	train-mlogloss:1.25381	validation-mlogloss:1.34124
[693]	train-mlogloss:1.25381	validation-mlogloss:1.34124
[694]	train-mlogloss:1.25381	validation-mlogloss:1.34124
[695]	train-mlogloss:1.25381	validation-mlogloss:1.34124
[696]	train-mlogloss:1.25377	validation-mlogloss:1.34121
[697]	train-mlogloss:1.25371	validation-mlogloss:1.34117
[698]	train-mlogloss:1.25370	validation-mlogloss:1.34116
[699]	train-mlogloss:1.25370	validation-mlogloss:1.34116
[700]	train-mlogloss:1.25365	validation-mlogloss:1.34111
[701]	train-mlogloss:1.25358	validation-mlogloss:1.34103
[702]	train-mlogloss:1.25358	validation-mlogloss:1.34103
[703]	train-mlogloss:1.25357	validation-mlogloss:1.34102
[704]	train-mlogloss:1.25357	validation-mlogloss:1.34102
[705]	train-mlogloss:1.25350	validation-mlogloss:1.34101
[706]	train-mlogloss:1.25348	validation-mlogloss:1.34101
[707]	train-mlogloss:1.25345	validation-mlogloss:1.34099
[708]	train-mlogloss:1.25345	validation-mlogloss:1.34099
[709]	train-mlogloss:1.25343	validation-mlogloss:1.34095
[710]	train-mlogloss:1.25335	validation-mlogloss:1.34093
[711]	train-mlogloss:1.25331	validation-mlogloss:1.34088
[712]	train-mlogloss:1.25326	validation-mlogloss:1.34087
[713]	train-mlogloss:1.25324	validation-mlogloss:1.34087
Saved model to disk.
2025-10-27 11:33:35.518820: 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`.
2025-10-27 11:33:35.531689: 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 00:00:1761561215.545612  549706 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561215.549988  549706 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561215.560794  549706 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561215.560818  549706 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561215.560822  549706 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561215.560824  549706 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:33:35.564211: 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:2.66224	validation-mlogloss:2.66256
[2]	train-mlogloss:2.63962	validation-mlogloss:2.64035
[3]	train-mlogloss:2.61773	validation-mlogloss:2.61821
[4]	train-mlogloss:2.59567	validation-mlogloss:2.59629
[5]	train-mlogloss:2.57554	validation-mlogloss:2.57683
[6]	train-mlogloss:2.55562	validation-mlogloss:2.55727
[7]	train-mlogloss:2.53562	validation-mlogloss:2.53800
[8]	train-mlogloss:2.51637	validation-mlogloss:2.51923
[9]	train-mlogloss:2.49870	validation-mlogloss:2.50126
[10]	train-mlogloss:2.48108	validation-mlogloss:2.48367
[11]	train-mlogloss:2.46333	validation-mlogloss:2.46675
[12]	train-mlogloss:2.44623	validation-mlogloss:2.45021
[13]	train-mlogloss:2.42913	validation-mlogloss:2.43348
[14]	train-mlogloss:2.41234	validation-mlogloss:2.41691
[15]	train-mlogloss:2.39632	validation-mlogloss:2.40187
[16]	train-mlogloss:2.38039	validation-mlogloss:2.38616
[17]	train-mlogloss:2.36532	validation-mlogloss:2.37188
[18]	train-mlogloss:2.34980	validation-mlogloss:2.35680
[19]	train-mlogloss:2.33493	validation-mlogloss:2.34289
[20]	train-mlogloss:2.32005	validation-mlogloss:2.32845
[21]	train-mlogloss:2.30506	validation-mlogloss:2.31405
[22]	train-mlogloss:2.29101	validation-mlogloss:2.30018
[23]	train-mlogloss:2.27740	validation-mlogloss:2.28625
[24]	train-mlogloss:2.26409	validation-mlogloss:2.27342
[25]	train-mlogloss:2.25071	validation-mlogloss:2.26050
[26]	train-mlogloss:2.23734	validation-mlogloss:2.24704
[27]	train-mlogloss:2.22476	validation-mlogloss:2.23461
[28]	train-mlogloss:2.21250	validation-mlogloss:2.22308
[29]	train-mlogloss:2.20038	validation-mlogloss:2.21127
[30]	train-mlogloss:2.18832	validation-mlogloss:2.19951
[31]	train-mlogloss:2.17658	validation-mlogloss:2.18821
[32]	train-mlogloss:2.16523	validation-mlogloss:2.17763
[33]	train-mlogloss:2.15380	validation-mlogloss:2.16663
[34]	train-mlogloss:2.14284	validation-mlogloss:2.15588
[35]	train-mlogloss:2.13171	validation-mlogloss:2.14493
[36]	train-mlogloss:2.12088	validation-mlogloss:2.13459
[37]	train-mlogloss:2.11017	validation-mlogloss:2.12461
[38]	train-mlogloss:2.09983	validation-mlogloss:2.11450
[39]	train-mlogloss:2.08969	validation-mlogloss:2.10513
[40]	train-mlogloss:2.07949	validation-mlogloss:2.09553
[41]	train-mlogloss:2.06970	validation-mlogloss:2.08617
[42]	train-mlogloss:2.05976	validation-mlogloss:2.07693
[43]	train-mlogloss:2.05036	validation-mlogloss:2.06820
[44]	train-mlogloss:2.04114	validation-mlogloss:2.05929
[45]	train-mlogloss:2.03233	validation-mlogloss:2.05062
[46]	train-mlogloss:2.02333	validation-mlogloss:2.04175
[47]	train-mlogloss:2.01422	validation-mlogloss:2.03322
[48]	train-mlogloss:2.00524	validation-mlogloss:2.02478
[49]	train-mlogloss:1.99650	validation-mlogloss:2.01647
[50]	train-mlogloss:1.98789	validation-mlogloss:2.00795
[51]	train-mlogloss:1.97940	validation-mlogloss:1.99985
[52]	train-mlogloss:1.97102	validation-mlogloss:1.99190
[53]	train-mlogloss:1.96298	validation-mlogloss:1.98391
[54]	train-mlogloss:1.95493	validation-mlogloss:1.97615
[55]	train-mlogloss:1.94683	validation-mlogloss:1.96850
[56]	train-mlogloss:1.93885	validation-mlogloss:1.96056
[57]	train-mlogloss:1.93153	validation-mlogloss:1.95368
[58]	train-mlogloss:1.92412	validation-mlogloss:1.94653
[59]	train-mlogloss:1.91676	validation-mlogloss:1.93904
[60]	train-mlogloss:1.90960	validation-mlogloss:1.93222
[61]	train-mlogloss:1.90244	validation-mlogloss:1.92481
[62]	train-mlogloss:1.89546	validation-mlogloss:1.91790
[63]	train-mlogloss:1.88841	validation-mlogloss:1.91101
[64]	train-mlogloss:1.88115	validation-mlogloss:1.90397
[65]	train-mlogloss:1.87434	validation-mlogloss:1.89725
[66]	train-mlogloss:1.86770	validation-mlogloss:1.89074
[67]	train-mlogloss:1.86097	validation-mlogloss:1.88412
[68]	train-mlogloss:1.85419	validation-mlogloss:1.87769
[69]	train-mlogloss:1.84801	validation-mlogloss:1.87184
[70]	train-mlogloss:1.84160	validation-mlogloss:1.86569
[71]	train-mlogloss:1.83546	validation-mlogloss:1.85995
[72]	train-mlogloss:1.82947	validation-mlogloss:1.85426
[73]	train-mlogloss:1.82333	validation-mlogloss:1.84832
[74]	train-mlogloss:1.81742	validation-mlogloss:1.84269
[75]	train-mlogloss:1.81152	validation-mlogloss:1.83682
[76]	train-mlogloss:1.80562	validation-mlogloss:1.83123
[77]	train-mlogloss:1.79978	validation-mlogloss:1.82543
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[79]	train-mlogloss:1.78854	validation-mlogloss:1.81443
[80]	train-mlogloss:1.78307	validation-mlogloss:1.80905
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[82]	train-mlogloss:1.77225	validation-mlogloss:1.79838
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[85]	train-mlogloss:1.75695	validation-mlogloss:1.78360
[86]	train-mlogloss:1.75185	validation-mlogloss:1.77849
[87]	train-mlogloss:1.74692	validation-mlogloss:1.77397
[88]	train-mlogloss:1.74211	validation-mlogloss:1.76930
[89]	train-mlogloss:1.73709	validation-mlogloss:1.76462
[90]	train-mlogloss:1.73227	validation-mlogloss:1.76011
[91]	train-mlogloss:1.72723	validation-mlogloss:1.75552
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[93]	train-mlogloss:1.71811	validation-mlogloss:1.74675
[94]	train-mlogloss:1.71360	validation-mlogloss:1.74218
[95]	train-mlogloss:1.70886	validation-mlogloss:1.73765
[96]	train-mlogloss:1.70445	validation-mlogloss:1.73330
[97]	train-mlogloss:1.69998	validation-mlogloss:1.72921
[98]	train-mlogloss:1.69558	validation-mlogloss:1.72502
[99]	train-mlogloss:1.69112	validation-mlogloss:1.72059
[100]	train-mlogloss:1.68685	validation-mlogloss:1.71660
[101]	train-mlogloss:1.68247	validation-mlogloss:1.71233
[102]	train-mlogloss:1.67842	validation-mlogloss:1.70800
[103]	train-mlogloss:1.67441	validation-mlogloss:1.70416
[104]	train-mlogloss:1.67026	validation-mlogloss:1.70034
[105]	train-mlogloss:1.66628	validation-mlogloss:1.69671
[106]	train-mlogloss:1.66243	validation-mlogloss:1.69300
[107]	train-mlogloss:1.65852	validation-mlogloss:1.68896
[108]	train-mlogloss:1.65469	validation-mlogloss:1.68534
[109]	train-mlogloss:1.65090	validation-mlogloss:1.68181
[110]	train-mlogloss:1.64705	validation-mlogloss:1.67804
[111]	train-mlogloss:1.64325	validation-mlogloss:1.67449
[112]	train-mlogloss:1.63946	validation-mlogloss:1.67079
[113]	train-mlogloss:1.63580	validation-mlogloss:1.66720
[114]	train-mlogloss:1.63217	validation-mlogloss:1.66384
[115]	train-mlogloss:1.62866	validation-mlogloss:1.66078
[116]	train-mlogloss:1.62509	validation-mlogloss:1.65740
[117]	train-mlogloss:1.62161	validation-mlogloss:1.65407
[118]	train-mlogloss:1.61815	validation-mlogloss:1.65085
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[121]	train-mlogloss:1.60801	validation-mlogloss:1.64108
[122]	train-mlogloss:1.60469	validation-mlogloss:1.63801
[123]	train-mlogloss:1.60137	validation-mlogloss:1.63487
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[125]	train-mlogloss:1.59489	validation-mlogloss:1.62881
[126]	train-mlogloss:1.59154	validation-mlogloss:1.62562
[127]	train-mlogloss:1.58840	validation-mlogloss:1.62278
[128]	train-mlogloss:1.58522	validation-mlogloss:1.61984
[129]	train-mlogloss:1.58206	validation-mlogloss:1.61699
[130]	train-mlogloss:1.57905	validation-mlogloss:1.61418
[131]	train-mlogloss:1.57604	validation-mlogloss:1.61131
[132]	train-mlogloss:1.57292	validation-mlogloss:1.60834
[133]	train-mlogloss:1.56998	validation-mlogloss:1.60567
[134]	train-mlogloss:1.56699	validation-mlogloss:1.60267
[135]	train-mlogloss:1.56396	validation-mlogloss:1.59992
[136]	train-mlogloss:1.56103	validation-mlogloss:1.59709
[137]	train-mlogloss:1.55816	validation-mlogloss:1.59446
[138]	train-mlogloss:1.55528	validation-mlogloss:1.59166
[139]	train-mlogloss:1.55258	validation-mlogloss:1.58902
[140]	train-mlogloss:1.54969	validation-mlogloss:1.58638
[141]	train-mlogloss:1.54688	validation-mlogloss:1.58382
[142]	train-mlogloss:1.54412	validation-mlogloss:1.58127
[143]	train-mlogloss:1.54152	validation-mlogloss:1.57894
[144]	train-mlogloss:1.53890	validation-mlogloss:1.57667
[145]	train-mlogloss:1.53623	validation-mlogloss:1.57421
[146]	train-mlogloss:1.53352	validation-mlogloss:1.57163
[147]	train-mlogloss:1.53085	validation-mlogloss:1.56919
[148]	train-mlogloss:1.52823	validation-mlogloss:1.56685
[149]	train-mlogloss:1.52564	validation-mlogloss:1.56446
[150]	train-mlogloss:1.52310	validation-mlogloss:1.56216
[151]	train-mlogloss:1.52071	validation-mlogloss:1.55988
[152]	train-mlogloss:1.51834	validation-mlogloss:1.55766
[153]	train-mlogloss:1.51603	validation-mlogloss:1.55562
[154]	train-mlogloss:1.51367	validation-mlogloss:1.55322
[155]	train-mlogloss:1.51140	validation-mlogloss:1.55104
[156]	train-mlogloss:1.50907	validation-mlogloss:1.54907
[157]	train-mlogloss:1.50685	validation-mlogloss:1.54700
[158]	train-mlogloss:1.50447	validation-mlogloss:1.54497
[159]	train-mlogloss:1.50212	validation-mlogloss:1.54280
[160]	train-mlogloss:1.49990	validation-mlogloss:1.54080
[161]	train-mlogloss:1.49767	validation-mlogloss:1.53886
[162]	train-mlogloss:1.49538	validation-mlogloss:1.53673
[163]	train-mlogloss:1.49326	validation-mlogloss:1.53484
[164]	train-mlogloss:1.49110	validation-mlogloss:1.53273
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[486]	train-mlogloss:1.26342	validation-mlogloss:1.34682
[487]	train-mlogloss:1.26331	validation-mlogloss:1.34671
[488]	train-mlogloss:1.26316	validation-mlogloss:1.34666
[489]	train-mlogloss:1.26304	validation-mlogloss:1.34661
[490]	train-mlogloss:1.26293	validation-mlogloss:1.34659
[491]	train-mlogloss:1.26289	validation-mlogloss:1.34657
[492]	train-mlogloss:1.26287	validation-mlogloss:1.34654
[493]	train-mlogloss:1.26273	validation-mlogloss:1.34647
[494]	train-mlogloss:1.26267	validation-mlogloss:1.34651
[495]	train-mlogloss:1.26251	validation-mlogloss:1.34643
[496]	train-mlogloss:1.26239	validation-mlogloss:1.34638
[497]	train-mlogloss:1.26228	validation-mlogloss:1.34629
[498]	train-mlogloss:1.26221	validation-mlogloss:1.34627
[499]	train-mlogloss:1.26216	validation-mlogloss:1.34628
[500]	train-mlogloss:1.26204	validation-mlogloss:1.34619
[501]	train-mlogloss:1.26203	validation-mlogloss:1.34618
[502]	train-mlogloss:1.26195	validation-mlogloss:1.34615
[503]	train-mlogloss:1.26189	validation-mlogloss:1.34613
[504]	train-mlogloss:1.26177	validation-mlogloss:1.34602
[505]	train-mlogloss:1.26162	validation-mlogloss:1.34591
[506]	train-mlogloss:1.26154	validation-mlogloss:1.34581
[507]	train-mlogloss:1.26146	validation-mlogloss:1.34571
[508]	train-mlogloss:1.26141	validation-mlogloss:1.34568
[509]	train-mlogloss:1.26138	validation-mlogloss:1.34565
[510]	train-mlogloss:1.26125	validation-mlogloss:1.34561
[511]	train-mlogloss:1.26111	validation-mlogloss:1.34561
[512]	train-mlogloss:1.26099	validation-mlogloss:1.34551
[513]	train-mlogloss:1.26076	validation-mlogloss:1.34530
[514]	train-mlogloss:1.26073	validation-mlogloss:1.34530
[515]	train-mlogloss:1.26065	validation-mlogloss:1.34524
[516]	train-mlogloss:1.26058	validation-mlogloss:1.34524
[517]	train-mlogloss:1.26049	validation-mlogloss:1.34520
[518]	train-mlogloss:1.26038	validation-mlogloss:1.34518
[519]	train-mlogloss:1.26031	validation-mlogloss:1.34511
[520]	train-mlogloss:1.26026	validation-mlogloss:1.34507
[521]	train-mlogloss:1.26013	validation-mlogloss:1.34505
[522]	train-mlogloss:1.26008	validation-mlogloss:1.34504
[523]	train-mlogloss:1.26006	validation-mlogloss:1.34504
[524]	train-mlogloss:1.25988	validation-mlogloss:1.34497
[525]	train-mlogloss:1.25980	validation-mlogloss:1.34491
[526]	train-mlogloss:1.25974	validation-mlogloss:1.34486
[527]	train-mlogloss:1.25972	validation-mlogloss:1.34485
[528]	train-mlogloss:1.25957	validation-mlogloss:1.34474
[529]	train-mlogloss:1.25952	validation-mlogloss:1.34469
[530]	train-mlogloss:1.25952	validation-mlogloss:1.34469
[531]	train-mlogloss:1.25941	validation-mlogloss:1.34460
[532]	train-mlogloss:1.25938	validation-mlogloss:1.34463
[533]	train-mlogloss:1.25929	validation-mlogloss:1.34461
[534]	train-mlogloss:1.25925	validation-mlogloss:1.34455
[535]	train-mlogloss:1.25923	validation-mlogloss:1.34453
[536]	train-mlogloss:1.25916	validation-mlogloss:1.34446
[537]	train-mlogloss:1.25916	validation-mlogloss:1.34446
[538]	train-mlogloss:1.25915	validation-mlogloss:1.34445
[539]	train-mlogloss:1.25908	validation-mlogloss:1.34439
[540]	train-mlogloss:1.25901	validation-mlogloss:1.34432
[541]	train-mlogloss:1.25887	validation-mlogloss:1.34428
[542]	train-mlogloss:1.25884	validation-mlogloss:1.34424
[543]	train-mlogloss:1.25875	validation-mlogloss:1.34418
[544]	train-mlogloss:1.25875	validation-mlogloss:1.34418
[545]	train-mlogloss:1.25871	validation-mlogloss:1.34416
[546]	train-mlogloss:1.25863	validation-mlogloss:1.34414
[547]	train-mlogloss:1.25849	validation-mlogloss:1.34417
[548]	train-mlogloss:1.25846	validation-mlogloss:1.34414
[549]	train-mlogloss:1.25840	validation-mlogloss:1.34405
[550]	train-mlogloss:1.25840	validation-mlogloss:1.34405
[551]	train-mlogloss:1.25838	validation-mlogloss:1.34402
[552]	train-mlogloss:1.25833	validation-mlogloss:1.34398
[553]	train-mlogloss:1.25827	validation-mlogloss:1.34393
[554]	train-mlogloss:1.25827	validation-mlogloss:1.34393
[555]	train-mlogloss:1.25811	validation-mlogloss:1.34394
[556]	train-mlogloss:1.25809	validation-mlogloss:1.34392
[557]	train-mlogloss:1.25806	validation-mlogloss:1.34393
[558]	train-mlogloss:1.25790	validation-mlogloss:1.34383
[559]	train-mlogloss:1.25789	validation-mlogloss:1.34381
[560]	train-mlogloss:1.25779	validation-mlogloss:1.34379
[561]	train-mlogloss:1.25778	validation-mlogloss:1.34377
[562]	train-mlogloss:1.25770	validation-mlogloss:1.34370
[563]	train-mlogloss:1.25768	validation-mlogloss:1.34366
[564]	train-mlogloss:1.25761	validation-mlogloss:1.34363
[565]	train-mlogloss:1.25760	validation-mlogloss:1.34362
[566]	train-mlogloss:1.25752	validation-mlogloss:1.34355
[567]	train-mlogloss:1.25738	validation-mlogloss:1.34344
[568]	train-mlogloss:1.25725	validation-mlogloss:1.34336
[569]	train-mlogloss:1.25723	validation-mlogloss:1.34337
[570]	train-mlogloss:1.25721	validation-mlogloss:1.34332
[571]	train-mlogloss:1.25711	validation-mlogloss:1.34329
[572]	train-mlogloss:1.25703	validation-mlogloss:1.34322
[573]	train-mlogloss:1.25701	validation-mlogloss:1.34320
[574]	train-mlogloss:1.25695	validation-mlogloss:1.34317
[575]	train-mlogloss:1.25688	validation-mlogloss:1.34312
[576]	train-mlogloss:1.25686	validation-mlogloss:1.34313
[577]	train-mlogloss:1.25674	validation-mlogloss:1.34305
[578]	train-mlogloss:1.25666	validation-mlogloss:1.34300
[579]	train-mlogloss:1.25662	validation-mlogloss:1.34294
[580]	train-mlogloss:1.25657	validation-mlogloss:1.34291
[581]	train-mlogloss:1.25656	validation-mlogloss:1.34290
[582]	train-mlogloss:1.25654	validation-mlogloss:1.34289
[583]	train-mlogloss:1.25651	validation-mlogloss:1.34289
[584]	train-mlogloss:1.25641	validation-mlogloss:1.34282
[585]	train-mlogloss:1.25641	validation-mlogloss:1.34282
[586]	train-mlogloss:1.25630	validation-mlogloss:1.34278
[587]	train-mlogloss:1.25626	validation-mlogloss:1.34275
[588]	train-mlogloss:1.25625	validation-mlogloss:1.34273
[589]	train-mlogloss:1.25621	validation-mlogloss:1.34270
[590]	train-mlogloss:1.25619	validation-mlogloss:1.34267
[591]	train-mlogloss:1.25606	validation-mlogloss:1.34262
[592]	train-mlogloss:1.25605	validation-mlogloss:1.34261
[593]	train-mlogloss:1.25603	validation-mlogloss:1.34260
[594]	train-mlogloss:1.25596	validation-mlogloss:1.34259
[595]	train-mlogloss:1.25590	validation-mlogloss:1.34255
[596]	train-mlogloss:1.25583	validation-mlogloss:1.34252
[597]	train-mlogloss:1.25578	validation-mlogloss:1.34247
[598]	train-mlogloss:1.25575	validation-mlogloss:1.34244
[599]	train-mlogloss:1.25575	validation-mlogloss:1.34244
[600]	train-mlogloss:1.25564	validation-mlogloss:1.34234
[601]	train-mlogloss:1.25555	validation-mlogloss:1.34237
[602]	train-mlogloss:1.25541	validation-mlogloss:1.34221
[603]	train-mlogloss:1.25541	validation-mlogloss:1.34221
[604]	train-mlogloss:1.25533	validation-mlogloss:1.34217
[605]	train-mlogloss:1.25532	validation-mlogloss:1.34217
[606]	train-mlogloss:1.25525	validation-mlogloss:1.34216
[607]	train-mlogloss:1.25525	validation-mlogloss:1.34216
[608]	train-mlogloss:1.25525	validation-mlogloss:1.34216
[609]	train-mlogloss:1.25518	validation-mlogloss:1.34215
[610]	train-mlogloss:1.25513	validation-mlogloss:1.34212
[611]	train-mlogloss:1.25505	validation-mlogloss:1.34203
[612]	train-mlogloss:1.25491	validation-mlogloss:1.34200
[613]	train-mlogloss:1.25484	validation-mlogloss:1.34197
[614]	train-mlogloss:1.25473	validation-mlogloss:1.34192
[615]	train-mlogloss:1.25470	validation-mlogloss:1.34190
[616]	train-mlogloss:1.25470	validation-mlogloss:1.34190
[617]	train-mlogloss:1.25465	validation-mlogloss:1.34190
[618]	train-mlogloss:1.25463	validation-mlogloss:1.34188
[619]	train-mlogloss:1.25457	validation-mlogloss:1.34181
[620]	train-mlogloss:1.25437	validation-mlogloss:1.34168
[621]	train-mlogloss:1.25437	validation-mlogloss:1.34168
[622]	train-mlogloss:1.25431	validation-mlogloss:1.34163
[623]	train-mlogloss:1.25423	validation-mlogloss:1.34158
[624]	train-mlogloss:1.25417	validation-mlogloss:1.34155
[625]	train-mlogloss:1.25409	validation-mlogloss:1.34146
[626]	train-mlogloss:1.25402	validation-mlogloss:1.34139
[627]	train-mlogloss:1.25398	validation-mlogloss:1.34139
[628]	train-mlogloss:1.25397	validation-mlogloss:1.34138
[629]	train-mlogloss:1.25391	validation-mlogloss:1.34136
[630]	train-mlogloss:1.25390	validation-mlogloss:1.34136
[631]	train-mlogloss:1.25380	validation-mlogloss:1.34134
[632]	train-mlogloss:1.25380	validation-mlogloss:1.34134
[633]	train-mlogloss:1.25372	validation-mlogloss:1.34133
[634]	train-mlogloss:1.25369	validation-mlogloss:1.34130
[635]	train-mlogloss:1.25368	validation-mlogloss:1.34130
[636]	train-mlogloss:1.25368	validation-mlogloss:1.34129
[637]	train-mlogloss:1.25364	validation-mlogloss:1.34128
[638]	train-mlogloss:1.25359	validation-mlogloss:1.34126
[639]	train-mlogloss:1.25359	validation-mlogloss:1.34126
[640]	train-mlogloss:1.25353	validation-mlogloss:1.34123
[641]	train-mlogloss:1.25351	validation-mlogloss:1.34122
[642]	train-mlogloss:1.25345	validation-mlogloss:1.34119
[643]	train-mlogloss:1.25344	validation-mlogloss:1.34117
[644]	train-mlogloss:1.25330	validation-mlogloss:1.34106
[645]	train-mlogloss:1.25323	validation-mlogloss:1.34104
[646]	train-mlogloss:1.25318	validation-mlogloss:1.34100
[647]	train-mlogloss:1.25316	validation-mlogloss:1.34101
[648]	train-mlogloss:1.25311	validation-mlogloss:1.34095
[649]	train-mlogloss:1.25302	validation-mlogloss:1.34089
[650]	train-mlogloss:1.25299	validation-mlogloss:1.34088
[651]	train-mlogloss:1.25299	validation-mlogloss:1.34088
[652]	train-mlogloss:1.25297	validation-mlogloss:1.34088
[653]	train-mlogloss:1.25295	validation-mlogloss:1.34085
[654]	train-mlogloss:1.25295	validation-mlogloss:1.34085
[655]	train-mlogloss:1.25294	validation-mlogloss:1.34085
[656]	train-mlogloss:1.25294	validation-mlogloss:1.34085
[657]	train-mlogloss:1.25284	validation-mlogloss:1.34081
[658]	train-mlogloss:1.25277	validation-mlogloss:1.34071
[659]	train-mlogloss:1.25273	validation-mlogloss:1.34070
[660]	train-mlogloss:1.25266	validation-mlogloss:1.34069
[661]	train-mlogloss:1.25266	validation-mlogloss:1.34069
[662]	train-mlogloss:1.25256	validation-mlogloss:1.34060
[663]	train-mlogloss:1.25255	validation-mlogloss:1.34060
[664]	train-mlogloss:1.25250	validation-mlogloss:1.34056
[665]	train-mlogloss:1.25243	validation-mlogloss:1.34054
[666]	train-mlogloss:1.25239	validation-mlogloss:1.34051
[667]	train-mlogloss:1.25230	validation-mlogloss:1.34044
[668]	train-mlogloss:1.25229	validation-mlogloss:1.34044
[669]	train-mlogloss:1.25221	validation-mlogloss:1.34045
[670]	train-mlogloss:1.25220	validation-mlogloss:1.34045
[671]	train-mlogloss:1.25214	validation-mlogloss:1.34040
[672]	train-mlogloss:1.25210	validation-mlogloss:1.34038
[673]	train-mlogloss:1.25209	validation-mlogloss:1.34037
[674]	train-mlogloss:1.25204	validation-mlogloss:1.34032
[675]	train-mlogloss:1.25202	validation-mlogloss:1.34034
[676]	train-mlogloss:1.25197	validation-mlogloss:1.34032
[677]	train-mlogloss:1.25190	validation-mlogloss:1.34024
[678]	train-mlogloss:1.25186	validation-mlogloss:1.34023
[679]	train-mlogloss:1.25184	validation-mlogloss:1.34023
[680]	train-mlogloss:1.25182	validation-mlogloss:1.34021
[681]	train-mlogloss:1.25178	validation-mlogloss:1.34016
[682]	train-mlogloss:1.25178	validation-mlogloss:1.34016
[683]	train-mlogloss:1.25176	validation-mlogloss:1.34017
[684]	train-mlogloss:1.25172	validation-mlogloss:1.34013
[685]	train-mlogloss:1.25170	validation-mlogloss:1.34012
[686]	train-mlogloss:1.25170	validation-mlogloss:1.34013
[687]	train-mlogloss:1.25170	validation-mlogloss:1.34013
[688]	train-mlogloss:1.25163	validation-mlogloss:1.34012
[689]	train-mlogloss:1.25158	validation-mlogloss:1.34012
[690]	train-mlogloss:1.25152	validation-mlogloss:1.34009
[691]	train-mlogloss:1.25149	validation-mlogloss:1.34009
[692]	train-mlogloss:1.25141	validation-mlogloss:1.34007
[693]	train-mlogloss:1.25140	validation-mlogloss:1.34006
[694]	train-mlogloss:1.25140	validation-mlogloss:1.34006
[695]	train-mlogloss:1.25140	validation-mlogloss:1.34006
[696]	train-mlogloss:1.25140	validation-mlogloss:1.34006
[697]	train-mlogloss:1.25135	validation-mlogloss:1.34003
[698]	train-mlogloss:1.25130	validation-mlogloss:1.33998
[699]	train-mlogloss:1.25127	validation-mlogloss:1.33996
[700]	train-mlogloss:1.25118	validation-mlogloss:1.33986
[701]	train-mlogloss:1.25113	validation-mlogloss:1.33985
[702]	train-mlogloss:1.25109	validation-mlogloss:1.33980
[703]	train-mlogloss:1.25102	validation-mlogloss:1.33973
[704]	train-mlogloss:1.25100	validation-mlogloss:1.33969
[705]	train-mlogloss:1.25100	validation-mlogloss:1.33969
[706]	train-mlogloss:1.25100	validation-mlogloss:1.33969
[707]	train-mlogloss:1.25094	validation-mlogloss:1.33965
[708]	train-mlogloss:1.25088	validation-mlogloss:1.33962
[709]	train-mlogloss:1.25076	validation-mlogloss:1.33956
[710]	train-mlogloss:1.25068	validation-mlogloss:1.33959
[711]	train-mlogloss:1.25063	validation-mlogloss:1.33955
[712]	train-mlogloss:1.25063	validation-mlogloss:1.33955
[713]	train-mlogloss:1.25057	validation-mlogloss:1.33947
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.9 [%]
Global accuracy score (test) = 51.08 [%]
Global F1 score (train) = 62.97 [%]
Global F1 score (test) = 51.26 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.29      0.39      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.43      0.44       184
       CAMINAR USUAL SPEED       0.28      0.22      0.25       184
            CAMINAR ZIGZAG       0.59      0.53      0.56       184
          DE PIE BARRIENDO       0.54      0.51      0.52       184
   DE PIE DOBLANDO TOALLAS       0.44      0.47      0.46       184
    DE PIE MOVIENDO LIBROS       0.50      0.48      0.49       184
          DE PIE USANDO PC       0.61      0.66      0.64       184
        FASE REPOSO CON K5       0.56      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.88      0.63      0.73       184
           SENTADO LEYENDO       0.36      0.43      0.40       184
         SENTADO USANDO PC       0.40      0.26      0.32       184
      SENTADO VIENDO LA TV       0.47      0.40      0.43       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.67      0.60       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 22: 51.08 [%]
F1-score capturado en la ejecución 22: 51.26 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.69 [%]
Global accuracy score (test) = 50.68 [%]
Global F1 score (train) = 62.76 [%]
Global F1 score (test) = 50.86 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.29      0.38      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.42      0.38      0.40       184
       CAMINAR USUAL SPEED       0.27      0.21      0.24       184
            CAMINAR ZIGZAG       0.59      0.55      0.57       184
          DE PIE BARRIENDO       0.56      0.49      0.52       184
   DE PIE DOBLANDO TOALLAS       0.45      0.48      0.46       184
    DE PIE MOVIENDO LIBROS       0.49      0.47      0.48       184
          DE PIE USANDO PC       0.64      0.66      0.65       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.90      0.63      0.74       184
           SENTADO LEYENDO       0.35      0.42      0.38       184
         SENTADO USANDO PC       0.42      0.29      0.34       184
      SENTADO VIENDO LA TV       0.45      0.38      0.41       184
   SUBIR Y BAJAR ESCALERAS       0.52      0.68      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 23: 50.68 [%]
F1-score capturado en la ejecución 23: 50.86 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.77 [%]
Global accuracy score (test) = 50.68 [%]
Global F1 score (train) = 62.83 [%]
Global F1 score (test) = 50.85 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.39      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.39      0.42       184
       CAMINAR USUAL SPEED       0.29      0.23      0.25       184
            CAMINAR ZIGZAG       0.58      0.54      0.56       184
          DE PIE BARRIENDO       0.55      0.49      0.52       184
   DE PIE DOBLANDO TOALLAS       0.44      0.47      0.46       184
    DE PIE MOVIENDO LIBROS       0.49      0.47      0.48       184
          DE PIE USANDO PC       0.60      0.67      0.63       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.87      0.64      0.74       184
           SENTADO LEYENDO       0.36      0.43      0.39       184
         SENTADO USANDO PC       0.43      0.26      0.32       184
      SENTADO VIENDO LA TV       0.47      0.39      0.43       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.66      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 24: 50.68 [%]
F1-score capturado en la ejecución 24: 50.85 [%]

=== EJECUCIÓN 25 ===

--- TRAIN (ejecución 25) ---

--- TEST (ejecución 25) ---
2025-10-27 11:34:23.121512: 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`.
2025-10-27 11:34:23.134152: 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 00:00:1761561263.147846  550636 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561263.152059  550636 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561263.163168  550636 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561263.163190  550636 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561263.163193  550636 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561263.163196  550636 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:34:23.166555: 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:2.68489	validation-mlogloss:2.68531
[1]	train-mlogloss:2.66144	validation-mlogloss:2.66267
[2]	train-mlogloss:2.63983	validation-mlogloss:2.64304
[3]	train-mlogloss:2.61861	validation-mlogloss:2.62243
[4]	train-mlogloss:2.59788	validation-mlogloss:2.60226
[5]	train-mlogloss:2.57693	validation-mlogloss:2.58125
[6]	train-mlogloss:2.55610	validation-mlogloss:2.56050
[7]	train-mlogloss:2.53604	validation-mlogloss:2.54093
[8]	train-mlogloss:2.51648	validation-mlogloss:2.52189
[9]	train-mlogloss:2.49749	validation-mlogloss:2.50330
[10]	train-mlogloss:2.47943	validation-mlogloss:2.48480
[11]	train-mlogloss:2.46186	validation-mlogloss:2.46717
[12]	train-mlogloss:2.44425	validation-mlogloss:2.44974
[13]	train-mlogloss:2.42772	validation-mlogloss:2.43383
[14]	train-mlogloss:2.41095	validation-mlogloss:2.41785
[15]	train-mlogloss:2.39428	validation-mlogloss:2.40185
[16]	train-mlogloss:2.37862	validation-mlogloss:2.38681
[17]	train-mlogloss:2.36267	validation-mlogloss:2.37156
[18]	train-mlogloss:2.34713	validation-mlogloss:2.35625
[19]	train-mlogloss:2.33274	validation-mlogloss:2.34238
[20]	train-mlogloss:2.31792	validation-mlogloss:2.32822
[21]	train-mlogloss:2.30345	validation-mlogloss:2.31392
[22]	train-mlogloss:2.28958	validation-mlogloss:2.30036
[23]	train-mlogloss:2.27572	validation-mlogloss:2.28705
[24]	train-mlogloss:2.26231	validation-mlogloss:2.27411
[25]	train-mlogloss:2.24925	validation-mlogloss:2.26134
[26]	train-mlogloss:2.23640	validation-mlogloss:2.24907
[27]	train-mlogloss:2.22411	validation-mlogloss:2.23723
[28]	train-mlogloss:2.21153	validation-mlogloss:2.22549
[29]	train-mlogloss:2.19918	validation-mlogloss:2.21309
[30]	train-mlogloss:2.18733	validation-mlogloss:2.20149
[31]	train-mlogloss:2.17565	validation-mlogloss:2.19008
[32]	train-mlogloss:2.16437	validation-mlogloss:2.17914
[33]	train-mlogloss:2.15332	validation-mlogloss:2.16809
[34]	train-mlogloss:2.14182	validation-mlogloss:2.15683
[35]	train-mlogloss:2.13101	validation-mlogloss:2.14655
[36]	train-mlogloss:2.12048	validation-mlogloss:2.13628
[37]	train-mlogloss:2.10992	validation-mlogloss:2.12611
[38]	train-mlogloss:2.09959	validation-mlogloss:2.11696
[39]	train-mlogloss:2.08921	validation-mlogloss:2.10663
[40]	train-mlogloss:2.07931	validation-mlogloss:2.09687
[41]	train-mlogloss:2.06937	validation-mlogloss:2.08741
[42]	train-mlogloss:2.06026	validation-mlogloss:2.07852
[43]	train-mlogloss:2.05084	validation-mlogloss:2.06970
[44]	train-mlogloss:2.04115	validation-mlogloss:2.06037
[45]	train-mlogloss:2.03198	validation-mlogloss:2.05155
[46]	train-mlogloss:2.02291	validation-mlogloss:2.04267
[47]	train-mlogloss:2.01391	validation-mlogloss:2.03415
[48]	train-mlogloss:2.00538	validation-mlogloss:2.02608
[49]	train-mlogloss:1.99688	validation-mlogloss:2.01793
[50]	train-mlogloss:1.98843	validation-mlogloss:2.00967
[51]	train-mlogloss:1.98006	validation-mlogloss:2.00158
[52]	train-mlogloss:1.97182	validation-mlogloss:1.99363
[53]	train-mlogloss:1.96344	validation-mlogloss:1.98566
[54]	train-mlogloss:1.95553	validation-mlogloss:1.97799
[55]	train-mlogloss:1.94757	validation-mlogloss:1.97042
[56]	train-mlogloss:1.93996	validation-mlogloss:1.96313
[57]	train-mlogloss:1.93223	validation-mlogloss:1.95565
[58]	train-mlogloss:1.92470	validation-mlogloss:1.94810
[59]	train-mlogloss:1.91719	validation-mlogloss:1.94101
[60]	train-mlogloss:1.91006	validation-mlogloss:1.93404
[61]	train-mlogloss:1.90278	validation-mlogloss:1.92699
[62]	train-mlogloss:1.89583	validation-mlogloss:1.92020
[63]	train-mlogloss:1.88891	validation-mlogloss:1.91346
[64]	train-mlogloss:1.88185	validation-mlogloss:1.90663
[65]	train-mlogloss:1.87501	validation-mlogloss:1.89993
[66]	train-mlogloss:1.86833	validation-mlogloss:1.89335
[67]	train-mlogloss:1.86183	validation-mlogloss:1.88707
[68]	train-mlogloss:1.85558	validation-mlogloss:1.88109
[69]	train-mlogloss:1.84928	validation-mlogloss:1.87459
[70]	train-mlogloss:1.84318	validation-mlogloss:1.86862
[71]	train-mlogloss:1.83698	validation-mlogloss:1.86262
[72]	train-mlogloss:1.83069	validation-mlogloss:1.85681
[73]	train-mlogloss:1.82461	validation-mlogloss:1.85057
[74]	train-mlogloss:1.81869	validation-mlogloss:1.84469
[75]	train-mlogloss:1.81286	validation-mlogloss:1.83921
[76]	train-mlogloss:1.80722	validation-mlogloss:1.83369
[77]	train-mlogloss:1.80166	validation-mlogloss:1.82832
[78]	train-mlogloss:1.79585	validation-mlogloss:1.82269
[79]	train-mlogloss:1.79015	validation-mlogloss:1.81720
[80]	train-mlogloss:1.78468	validation-mlogloss:1.81204
[81]	train-mlogloss:1.77939	validation-mlogloss:1.80694
[82]	train-mlogloss:1.77402	validation-mlogloss:1.80177
[83]	train-mlogloss:1.76871	validation-mlogloss:1.79672
[84]	train-mlogloss:1.76350	validation-mlogloss:1.79176
[85]	train-mlogloss:1.75825	validation-mlogloss:1.78670
[86]	train-mlogloss:1.75318	validation-mlogloss:1.78195
[87]	train-mlogloss:1.74829	validation-mlogloss:1.77727
[88]	train-mlogloss:1.74332	validation-mlogloss:1.77241
[89]	train-mlogloss:1.73858	validation-mlogloss:1.76765
[90]	train-mlogloss:1.73396	validation-mlogloss:1.76303
[91]	train-mlogloss:1.72946	validation-mlogloss:1.75856
[92]	train-mlogloss:1.72455	validation-mlogloss:1.75410
[93]	train-mlogloss:1.71991	validation-mlogloss:1.74938
[94]	train-mlogloss:1.71534	validation-mlogloss:1.74541
[95]	train-mlogloss:1.71074	validation-mlogloss:1.74114
[96]	train-mlogloss:1.70620	validation-mlogloss:1.73659
[97]	train-mlogloss:1.70159	validation-mlogloss:1.73202
[98]	train-mlogloss:1.69706	validation-mlogloss:1.72778
[99]	train-mlogloss:1.69291	validation-mlogloss:1.72359
[100]	train-mlogloss:1.68860	validation-mlogloss:1.71952
[101]	train-mlogloss:1.68430	validation-mlogloss:1.71537
[102]	train-mlogloss:1.68000	validation-mlogloss:1.71134
[103]	train-mlogloss:1.67585	validation-mlogloss:1.70741
[104]	train-mlogloss:1.67179	validation-mlogloss:1.70361
[105]	train-mlogloss:1.66783	validation-mlogloss:1.70014
[106]	train-mlogloss:1.66383	validation-mlogloss:1.69654
[107]	train-mlogloss:1.65985	validation-mlogloss:1.69273
[108]	train-mlogloss:1.65595	validation-mlogloss:1.68913
[109]	train-mlogloss:1.65198	validation-mlogloss:1.68546
[110]	train-mlogloss:1.64828	validation-mlogloss:1.68186
[111]	train-mlogloss:1.64452	validation-mlogloss:1.67844
[112]	train-mlogloss:1.64078	validation-mlogloss:1.67474
[113]	train-mlogloss:1.63724	validation-mlogloss:1.67127
[114]	train-mlogloss:1.63354	validation-mlogloss:1.66780
[115]	train-mlogloss:1.62991	validation-mlogloss:1.66441
[116]	train-mlogloss:1.62645	validation-mlogloss:1.66129
[117]	train-mlogloss:1.62282	validation-mlogloss:1.65782
[118]	train-mlogloss:1.61926	validation-mlogloss:1.65462
[119]	train-mlogloss:1.61584	validation-mlogloss:1.65148
[120]	train-mlogloss:1.61231	validation-mlogloss:1.64801
[121]	train-mlogloss:1.60893	validation-mlogloss:1.64487
[122]	train-mlogloss:1.60559	validation-mlogloss:1.64157
[123]	train-mlogloss:1.60220	validation-mlogloss:1.63826
[124]	train-mlogloss:1.59897	validation-mlogloss:1.63499
[125]	train-mlogloss:1.59584	validation-mlogloss:1.63180
[126]	train-mlogloss:1.59276	validation-mlogloss:1.62892
[127]	train-mlogloss:1.58960	validation-mlogloss:1.62571
[128]	train-mlogloss:1.58632	validation-mlogloss:1.62260
[129]	train-mlogloss:1.58331	validation-mlogloss:1.61981
[130]	train-mlogloss:1.58034	validation-mlogloss:1.61703
[131]	train-mlogloss:1.57744	validation-mlogloss:1.61406
[132]	train-mlogloss:1.57450	validation-mlogloss:1.61130
[133]	train-mlogloss:1.57150	validation-mlogloss:1.60838
[134]	train-mlogloss:1.56858	validation-mlogloss:1.60572
[135]	train-mlogloss:1.56577	validation-mlogloss:1.60323
[136]	train-mlogloss:1.56277	validation-mlogloss:1.60048
[137]	train-mlogloss:1.55993	validation-mlogloss:1.59782
[138]	train-mlogloss:1.55721	validation-mlogloss:1.59531
[139]	train-mlogloss:1.55436	validation-mlogloss:1.59284
[140]	train-mlogloss:1.55163	validation-mlogloss:1.59025
[141]	train-mlogloss:1.54899	validation-mlogloss:1.58786
[142]	train-mlogloss:1.54622	validation-mlogloss:1.58514
[143]	train-mlogloss:1.54340	validation-mlogloss:1.58252
[144]	train-mlogloss:1.54075	validation-mlogloss:1.58035
[145]	train-mlogloss:1.53827	validation-mlogloss:1.57818
[146]	train-mlogloss:1.53551	validation-mlogloss:1.57583
[147]	train-mlogloss:1.53293	validation-mlogloss:1.57352
[148]	train-mlogloss:1.53046	validation-mlogloss:1.57117
[149]	train-mlogloss:1.52810	validation-mlogloss:1.56892
[150]	train-mlogloss:1.52553	validation-mlogloss:1.56642
[151]	train-mlogloss:1.52297	validation-mlogloss:1.56401
[152]	train-mlogloss:1.52047	validation-mlogloss:1.56167
[153]	train-mlogloss:1.51798	validation-mlogloss:1.55949
[154]	train-mlogloss:1.51566	validation-mlogloss:1.55724
[155]	train-mlogloss:1.51337	validation-mlogloss:1.55503
[156]	train-mlogloss:1.51094	validation-mlogloss:1.55277
[157]	train-mlogloss:1.50873	validation-mlogloss:1.55065
[158]	train-mlogloss:1.50621	validation-mlogloss:1.54851
[159]	train-mlogloss:1.50399	validation-mlogloss:1.54643
[160]	train-mlogloss:1.50183	validation-mlogloss:1.54452
[161]	train-mlogloss:1.49952	validation-mlogloss:1.54241
[162]	train-mlogloss:1.49713	validation-mlogloss:1.54023
[163]	train-mlogloss:1.49498	validation-mlogloss:1.53795
[164]	train-mlogloss:1.49271	validation-mlogloss:1.53588
[165]	train-mlogloss:1.49041	validation-mlogloss:1.53373
[166]	train-mlogloss:1.48822	validation-mlogloss:1.53179
[167]	train-mlogloss:1.48611	validation-mlogloss:1.52987
[168]	train-mlogloss:1.48405	validation-mlogloss:1.52789
[169]	train-mlogloss:1.48193	validation-mlogloss:1.52585
[170]	train-mlogloss:1.47989	validation-mlogloss:1.52406
[171]	train-mlogloss:1.47796	validation-mlogloss:1.52237
[172]	train-mlogloss:1.47587	validation-mlogloss:1.52059
[173]	train-mlogloss:1.47389	validation-mlogloss:1.51881
[174]	train-mlogloss:1.47183	validation-mlogloss:1.51679
[175]	train-mlogloss:1.46986	validation-mlogloss:1.51498
[176]	train-mlogloss:1.46790	validation-mlogloss:1.51305
[177]	train-mlogloss:1.46595	validation-mlogloss:1.51121
[178]	train-mlogloss:1.46431	validation-mlogloss:1.50965
[179]	train-mlogloss:1.46245	validation-mlogloss:1.50792
[180]	train-mlogloss:1.46047	validation-mlogloss:1.50605
[181]	train-mlogloss:1.45860	validation-mlogloss:1.50451
[182]	train-mlogloss:1.45666	validation-mlogloss:1.50282
[183]	train-mlogloss:1.45488	validation-mlogloss:1.50131
[184]	train-mlogloss:1.45311	validation-mlogloss:1.49951
[185]	train-mlogloss:1.45109	validation-mlogloss:1.49782
[186]	train-mlogloss:1.44946	validation-mlogloss:1.49649
[187]	train-mlogloss:1.44760	validation-mlogloss:1.49472
[188]	train-mlogloss:1.44586	validation-mlogloss:1.49308
[189]	train-mlogloss:1.44414	validation-mlogloss:1.49142
[190]	train-mlogloss:1.44243	validation-mlogloss:1.48980
[191]	train-mlogloss:1.44070	validation-mlogloss:1.48838
[192]	train-mlogloss:1.43896	validation-mlogloss:1.48684
[193]	train-mlogloss:1.43724	validation-mlogloss:1.48530
[194]	train-mlogloss:1.43554	validation-mlogloss:1.48398
[195]	train-mlogloss:1.43385	validation-mlogloss:1.48242
[196]	train-mlogloss:1.43239	validation-mlogloss:1.48108
[197]	train-mlogloss:1.43058	validation-mlogloss:1.47959
[198]	train-mlogloss:1.42899	validation-mlogloss:1.47818
[199]	train-mlogloss:1.42737	validation-mlogloss:1.47679
[200]	train-mlogloss:1.42574	validation-mlogloss:1.47536
[201]	train-mlogloss:1.42415	validation-mlogloss:1.47400
[202]	train-mlogloss:1.42259	validation-mlogloss:1.47272
[203]	train-mlogloss:1.42098	validation-mlogloss:1.47145
[204]	train-mlogloss:1.41950	validation-mlogloss:1.47010
[205]	train-mlogloss:1.41787	validation-mlogloss:1.46870
[206]	train-mlogloss:1.41641	validation-mlogloss:1.46751
[207]	train-mlogloss:1.41500	validation-mlogloss:1.46636
[208]	train-mlogloss:1.41364	validation-mlogloss:1.46498
[209]	train-mlogloss:1.41212	validation-mlogloss:1.46368
[210]	train-mlogloss:1.41070	validation-mlogloss:1.46251
[211]	train-mlogloss:1.40931	validation-mlogloss:1.46139
[212]	train-mlogloss:1.40786	validation-mlogloss:1.46024
[213]	train-mlogloss:1.40653	validation-mlogloss:1.45901
[214]	train-mlogloss:1.40513	validation-mlogloss:1.45789
[215]	train-mlogloss:1.40366	validation-mlogloss:1.45678
[216]	train-mlogloss:1.40236	validation-mlogloss:1.45570
[217]	train-mlogloss:1.40091	validation-mlogloss:1.45437
[218]	train-mlogloss:1.39972	validation-mlogloss:1.45324
[219]	train-mlogloss:1.39851	validation-mlogloss:1.45219
[220]	train-mlogloss:1.39730	validation-mlogloss:1.45117
[221]	train-mlogloss:1.39602	validation-mlogloss:1.45027
[222]	train-mlogloss:1.39477	validation-mlogloss:1.44925
[223]	train-mlogloss:1.39350	validation-mlogloss:1.44813
[224]	train-mlogloss:1.39231	validation-mlogloss:1.44709
[225]	train-mlogloss:1.39118	validation-mlogloss:1.44601
[226]	train-mlogloss:1.38983	validation-mlogloss:1.44484
[227]	train-mlogloss:1.38871	validation-mlogloss:1.44394
[228]	train-mlogloss:1.38745	validation-mlogloss:1.44290
[229]	train-mlogloss:1.38614	validation-mlogloss:1.44184
[230]	train-mlogloss:1.38486	validation-mlogloss:1.44080
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[561]	train-mlogloss:1.26027	validation-mlogloss:1.34440
[562]	train-mlogloss:1.26023	validation-mlogloss:1.34440
[563]	train-mlogloss:1.26020	validation-mlogloss:1.34438
[564]	train-mlogloss:1.26014	validation-mlogloss:1.34436
[565]	train-mlogloss:1.26010	validation-mlogloss:1.34430
[566]	train-mlogloss:1.26007	validation-mlogloss:1.34425
[567]	train-mlogloss:1.26000	validation-mlogloss:1.34424
[568]	train-mlogloss:1.25996	validation-mlogloss:1.34419
[569]	train-mlogloss:1.25990	validation-mlogloss:1.34414
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[571]	train-mlogloss:1.25972	validation-mlogloss:1.34401
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[644]	train-mlogloss:1.25599	validation-mlogloss:1.34160
[645]	train-mlogloss:1.25589	validation-mlogloss:1.34152
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[650]	train-mlogloss:1.25575	validation-mlogloss:1.34141
[651]	train-mlogloss:1.25564	validation-mlogloss:1.34135
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[653]	train-mlogloss:1.25558	validation-mlogloss:1.34132
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[655]	train-mlogloss:1.25549	validation-mlogloss:1.34123
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[659]	train-mlogloss:1.25538	validation-mlogloss:1.34117
[660]	train-mlogloss:1.25533	validation-mlogloss:1.34116
[661]	train-mlogloss:1.25529	validation-mlogloss:1.34113
[662]	train-mlogloss:1.25523	validation-mlogloss:1.34110
[663]	train-mlogloss:1.25519	validation-mlogloss:1.34110
[664]	train-mlogloss:1.25515	validation-mlogloss:1.34104
[665]	train-mlogloss:1.25512	validation-mlogloss:1.34098
[666]	train-mlogloss:1.25503	validation-mlogloss:1.34101
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[670]	train-mlogloss:1.25493	validation-mlogloss:1.34096
[671]	train-mlogloss:1.25492	validation-mlogloss:1.34094
[672]	train-mlogloss:1.25485	validation-mlogloss:1.34086
[673]	train-mlogloss:1.25482	validation-mlogloss:1.34084
[674]	train-mlogloss:1.25479	validation-mlogloss:1.34078
[675]	train-mlogloss:1.25479	validation-mlogloss:1.34079
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[677]	train-mlogloss:1.25466	validation-mlogloss:1.34072
[678]	train-mlogloss:1.25459	validation-mlogloss:1.34071
[679]	train-mlogloss:1.25458	validation-mlogloss:1.34070
[680]	train-mlogloss:1.25453	validation-mlogloss:1.34071
[681]	train-mlogloss:1.25450	validation-mlogloss:1.34067
[682]	train-mlogloss:1.25442	validation-mlogloss:1.34066
[683]	train-mlogloss:1.25440	validation-mlogloss:1.34065
[684]	train-mlogloss:1.25435	validation-mlogloss:1.34065
[685]	train-mlogloss:1.25432	validation-mlogloss:1.34065
[686]	train-mlogloss:1.25428	validation-mlogloss:1.34061
[687]	train-mlogloss:1.25426	validation-mlogloss:1.34061
[688]	train-mlogloss:1.25425	validation-mlogloss:1.34060
[689]	train-mlogloss:1.25419	validation-mlogloss:1.34057
[690]	train-mlogloss:1.25419	validation-mlogloss:1.34058
[691]	train-mlogloss:1.25416	validation-mlogloss:1.34053
[692]	train-mlogloss:1.25414	validation-mlogloss:1.34049
[693]	train-mlogloss:1.25410	validation-mlogloss:1.34049
[694]	train-mlogloss:1.25402	validation-mlogloss:1.34044
[695]	train-mlogloss:1.25395	validation-mlogloss:1.34043
[696]	train-mlogloss:1.25394	validation-mlogloss:1.34044
[697]	train-mlogloss:1.25393	validation-mlogloss:1.34042
[698]	train-mlogloss:1.25389	validation-mlogloss:1.34039
[699]	train-mlogloss:1.25384	validation-mlogloss:1.34031
[700]	train-mlogloss:1.25381	validation-mlogloss:1.34029
[701]	train-mlogloss:1.25370	validation-mlogloss:1.34015
[702]	train-mlogloss:1.25365	validation-mlogloss:1.34009
[703]	train-mlogloss:1.25363	validation-mlogloss:1.34009
[704]	train-mlogloss:1.25362	validation-mlogloss:1.34009
[705]	train-mlogloss:1.25357	validation-mlogloss:1.34005
[706]	train-mlogloss:1.25347	validation-mlogloss:1.34001
[707]	train-mlogloss:1.25347	validation-mlogloss:1.34002
[708]	train-mlogloss:1.25345	validation-mlogloss:1.33999
[709]	train-mlogloss:1.25338	validation-mlogloss:1.33997
[710]	train-mlogloss:1.25333	validation-mlogloss:1.33994
[711]	train-mlogloss:1.25330	validation-mlogloss:1.33994
[712]	train-mlogloss:1.25328	validation-mlogloss:1.33992
[713]	train-mlogloss:1.25327	validation-mlogloss:1.33991
Saved model to disk.
2025-10-27 11:35:10.395648: 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`.
2025-10-27 11:35:10.408342: 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 00:00:1761561310.422273  551604 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561310.426803  551604 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561310.438061  551604 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561310.438084  551604 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561310.438087  551604 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561310.438089  551604 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:35:10.441458: 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:2.68547	validation-mlogloss:2.68506
[1]	train-mlogloss:2.66278	validation-mlogloss:2.66268
[2]	train-mlogloss:2.64086	validation-mlogloss:2.64082
[3]	train-mlogloss:2.61828	validation-mlogloss:2.61899
[4]	train-mlogloss:2.59647	validation-mlogloss:2.59747
[5]	train-mlogloss:2.57612	validation-mlogloss:2.57771
[6]	train-mlogloss:2.55685	validation-mlogloss:2.55884
[7]	train-mlogloss:2.53719	validation-mlogloss:2.53939
[8]	train-mlogloss:2.51873	validation-mlogloss:2.52117
[9]	train-mlogloss:2.50043	validation-mlogloss:2.50329
[10]	train-mlogloss:2.48128	validation-mlogloss:2.48437
[11]	train-mlogloss:2.46321	validation-mlogloss:2.46658
[12]	train-mlogloss:2.44569	validation-mlogloss:2.44930
[13]	train-mlogloss:2.42847	validation-mlogloss:2.43197
[14]	train-mlogloss:2.41143	validation-mlogloss:2.41536
[15]	train-mlogloss:2.39465	validation-mlogloss:2.39901
[16]	train-mlogloss:2.37830	validation-mlogloss:2.38388
[17]	train-mlogloss:2.36277	validation-mlogloss:2.36904
[18]	train-mlogloss:2.34733	validation-mlogloss:2.35451
[19]	train-mlogloss:2.33306	validation-mlogloss:2.34058
[20]	train-mlogloss:2.31876	validation-mlogloss:2.32638
[21]	train-mlogloss:2.30506	validation-mlogloss:2.31291
[22]	train-mlogloss:2.29072	validation-mlogloss:2.29929
[23]	train-mlogloss:2.27736	validation-mlogloss:2.28659
[24]	train-mlogloss:2.26395	validation-mlogloss:2.27381
[25]	train-mlogloss:2.25072	validation-mlogloss:2.26116
[26]	train-mlogloss:2.23770	validation-mlogloss:2.24915
[27]	train-mlogloss:2.22494	validation-mlogloss:2.23657
[28]	train-mlogloss:2.21221	validation-mlogloss:2.22434
[29]	train-mlogloss:2.19954	validation-mlogloss:2.21199
[30]	train-mlogloss:2.18728	validation-mlogloss:2.20051
[31]	train-mlogloss:2.17545	validation-mlogloss:2.18887
[32]	train-mlogloss:2.16381	validation-mlogloss:2.17739
[33]	train-mlogloss:2.15244	validation-mlogloss:2.16642
[34]	train-mlogloss:2.14137	validation-mlogloss:2.15607
[35]	train-mlogloss:2.13044	validation-mlogloss:2.14526
[36]	train-mlogloss:2.11958	validation-mlogloss:2.13446
[37]	train-mlogloss:2.10930	validation-mlogloss:2.12475
[38]	train-mlogloss:2.09904	validation-mlogloss:2.11482
[39]	train-mlogloss:2.08897	validation-mlogloss:2.10523
[40]	train-mlogloss:2.07861	validation-mlogloss:2.09495
[41]	train-mlogloss:2.06840	validation-mlogloss:2.08516
[42]	train-mlogloss:2.05895	validation-mlogloss:2.07636
[43]	train-mlogloss:2.04953	validation-mlogloss:2.06717
[44]	train-mlogloss:2.03988	validation-mlogloss:2.05793
[45]	train-mlogloss:2.03092	validation-mlogloss:2.04940
[46]	train-mlogloss:2.02175	validation-mlogloss:2.04031
[47]	train-mlogloss:2.01304	validation-mlogloss:2.03179
[48]	train-mlogloss:2.00423	validation-mlogloss:2.02324
[49]	train-mlogloss:1.99552	validation-mlogloss:2.01496
[50]	train-mlogloss:1.98687	validation-mlogloss:2.00665
[51]	train-mlogloss:1.97850	validation-mlogloss:1.99856
[52]	train-mlogloss:1.97023	validation-mlogloss:1.99074
[53]	train-mlogloss:1.96209	validation-mlogloss:1.98280
[54]	train-mlogloss:1.95409	validation-mlogloss:1.97512
[55]	train-mlogloss:1.94623	validation-mlogloss:1.96767
[56]	train-mlogloss:1.93880	validation-mlogloss:1.96039
[57]	train-mlogloss:1.93101	validation-mlogloss:1.95279
[58]	train-mlogloss:1.92333	validation-mlogloss:1.94561
[59]	train-mlogloss:1.91590	validation-mlogloss:1.93832
[60]	train-mlogloss:1.90867	validation-mlogloss:1.93123
[61]	train-mlogloss:1.90169	validation-mlogloss:1.92430
[62]	train-mlogloss:1.89479	validation-mlogloss:1.91776
[63]	train-mlogloss:1.88787	validation-mlogloss:1.91085
[64]	train-mlogloss:1.88114	validation-mlogloss:1.90413
[65]	train-mlogloss:1.87435	validation-mlogloss:1.89753
[66]	train-mlogloss:1.86785	validation-mlogloss:1.89124
[67]	train-mlogloss:1.86132	validation-mlogloss:1.88496
[68]	train-mlogloss:1.85505	validation-mlogloss:1.87885
[69]	train-mlogloss:1.84891	validation-mlogloss:1.87275
[70]	train-mlogloss:1.84241	validation-mlogloss:1.86639
[71]	train-mlogloss:1.83631	validation-mlogloss:1.86062
[72]	train-mlogloss:1.83010	validation-mlogloss:1.85444
[73]	train-mlogloss:1.82411	validation-mlogloss:1.84878
[74]	train-mlogloss:1.81830	validation-mlogloss:1.84331
[75]	train-mlogloss:1.81236	validation-mlogloss:1.83732
[76]	train-mlogloss:1.80668	validation-mlogloss:1.83163
[77]	train-mlogloss:1.80099	validation-mlogloss:1.82602
[78]	train-mlogloss:1.79535	validation-mlogloss:1.82043
[79]	train-mlogloss:1.78960	validation-mlogloss:1.81502
[80]	train-mlogloss:1.78407	validation-mlogloss:1.81000
[81]	train-mlogloss:1.77852	validation-mlogloss:1.80445
[82]	train-mlogloss:1.77294	validation-mlogloss:1.79893
[83]	train-mlogloss:1.76771	validation-mlogloss:1.79379
[84]	train-mlogloss:1.76271	validation-mlogloss:1.78874
[85]	train-mlogloss:1.75737	validation-mlogloss:1.78371
[86]	train-mlogloss:1.75221	validation-mlogloss:1.77881
[87]	train-mlogloss:1.74723	validation-mlogloss:1.77405
[88]	train-mlogloss:1.74244	validation-mlogloss:1.76942
[89]	train-mlogloss:1.73749	validation-mlogloss:1.76443
[90]	train-mlogloss:1.73274	validation-mlogloss:1.75985
[91]	train-mlogloss:1.72780	validation-mlogloss:1.75496
[92]	train-mlogloss:1.72316	validation-mlogloss:1.75058
[93]	train-mlogloss:1.71839	validation-mlogloss:1.74592
[94]	train-mlogloss:1.71375	validation-mlogloss:1.74162
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[698]	train-mlogloss:1.25212	validation-mlogloss:1.34091
[699]	train-mlogloss:1.25209	validation-mlogloss:1.34086
[700]	train-mlogloss:1.25200	validation-mlogloss:1.34077
[701]	train-mlogloss:1.25200	validation-mlogloss:1.34077
[702]	train-mlogloss:1.25200	validation-mlogloss:1.34077
[703]	train-mlogloss:1.25195	validation-mlogloss:1.34071
[704]	train-mlogloss:1.25190	validation-mlogloss:1.34067
[705]	train-mlogloss:1.25189	validation-mlogloss:1.34064
[706]	train-mlogloss:1.25185	validation-mlogloss:1.34061
[707]	train-mlogloss:1.25178	validation-mlogloss:1.34054
[708]	train-mlogloss:1.25173	validation-mlogloss:1.34049
[709]	train-mlogloss:1.25173	validation-mlogloss:1.34049
[710]	train-mlogloss:1.25169	validation-mlogloss:1.34047
[711]	train-mlogloss:1.25169	validation-mlogloss:1.34046
[712]	train-mlogloss:1.25168	validation-mlogloss:1.34047
[713]	train-mlogloss:1.25168	validation-mlogloss:1.34047
Saved model to disk.
2025-10-27 11:35:57.588598: 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`.
2025-10-27 11:35:57.601550: 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 00:00:1761561357.615938  552524 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561357.620408  552524 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561357.631363  552524 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561357.631390  552524 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561357.631394  552524 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561357.631396  552524 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:35:57.634811: 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:2.68333	validation-mlogloss:2.68390
[1]	train-mlogloss:2.65903	validation-mlogloss:2.66007
[2]	train-mlogloss:2.63616	validation-mlogloss:2.63816
[3]	train-mlogloss:2.61559	validation-mlogloss:2.61822
[4]	train-mlogloss:2.59490	validation-mlogloss:2.59858
[5]	train-mlogloss:2.57445	validation-mlogloss:2.57804
[6]	train-mlogloss:2.55476	validation-mlogloss:2.55871
[7]	train-mlogloss:2.53556	validation-mlogloss:2.53961
[8]	train-mlogloss:2.51588	validation-mlogloss:2.52064
[9]	train-mlogloss:2.49744	validation-mlogloss:2.50267
[10]	train-mlogloss:2.47918	validation-mlogloss:2.48461
[11]	train-mlogloss:2.46046	validation-mlogloss:2.46642
[12]	train-mlogloss:2.44283	validation-mlogloss:2.44889
[13]	train-mlogloss:2.42577	validation-mlogloss:2.43139
[14]	train-mlogloss:2.40913	validation-mlogloss:2.41493
[15]	train-mlogloss:2.39328	validation-mlogloss:2.39920
[16]	train-mlogloss:2.37721	validation-mlogloss:2.38394
[17]	train-mlogloss:2.36175	validation-mlogloss:2.36930
[18]	train-mlogloss:2.34606	validation-mlogloss:2.35406
[19]	train-mlogloss:2.33110	validation-mlogloss:2.33928
[20]	train-mlogloss:2.31651	validation-mlogloss:2.32488
[21]	train-mlogloss:2.30225	validation-mlogloss:2.31074
[22]	train-mlogloss:2.28811	validation-mlogloss:2.29815
[23]	train-mlogloss:2.27502	validation-mlogloss:2.28517
[24]	train-mlogloss:2.26126	validation-mlogloss:2.27249
[25]	train-mlogloss:2.24834	validation-mlogloss:2.25992
[26]	train-mlogloss:2.23569	validation-mlogloss:2.24799
[27]	train-mlogloss:2.22304	validation-mlogloss:2.23530
[28]	train-mlogloss:2.21070	validation-mlogloss:2.22339
[29]	train-mlogloss:2.19860	validation-mlogloss:2.21168
[30]	train-mlogloss:2.18656	validation-mlogloss:2.20008
[31]	train-mlogloss:2.17497	validation-mlogloss:2.18856
[32]	train-mlogloss:2.16367	validation-mlogloss:2.17803
[33]	train-mlogloss:2.15257	validation-mlogloss:2.16738
[34]	train-mlogloss:2.14171	validation-mlogloss:2.15698
[35]	train-mlogloss:2.13072	validation-mlogloss:2.14653
[36]	train-mlogloss:2.12008	validation-mlogloss:2.13630
[37]	train-mlogloss:2.10964	validation-mlogloss:2.12633
[38]	train-mlogloss:2.09917	validation-mlogloss:2.11593
[39]	train-mlogloss:2.08916	validation-mlogloss:2.10632
[40]	train-mlogloss:2.07910	validation-mlogloss:2.09667
[41]	train-mlogloss:2.06945	validation-mlogloss:2.08740
[42]	train-mlogloss:2.05995	validation-mlogloss:2.07783
[43]	train-mlogloss:2.05091	validation-mlogloss:2.06893
[44]	train-mlogloss:2.04177	validation-mlogloss:2.05968
[45]	train-mlogloss:2.03249	validation-mlogloss:2.05111
[46]	train-mlogloss:2.02347	validation-mlogloss:2.04221
[47]	train-mlogloss:2.01431	validation-mlogloss:2.03342
[48]	train-mlogloss:2.00569	validation-mlogloss:2.02480
[49]	train-mlogloss:1.99700	validation-mlogloss:2.01629
[50]	train-mlogloss:1.98869	validation-mlogloss:2.00811
[51]	train-mlogloss:1.98067	validation-mlogloss:2.00045
[52]	train-mlogloss:1.97248	validation-mlogloss:1.99235
[53]	train-mlogloss:1.96444	validation-mlogloss:1.98443
[54]	train-mlogloss:1.95649	validation-mlogloss:1.97694
[55]	train-mlogloss:1.94868	validation-mlogloss:1.96950
[56]	train-mlogloss:1.94073	validation-mlogloss:1.96164
[57]	train-mlogloss:1.93319	validation-mlogloss:1.95440
[58]	train-mlogloss:1.92548	validation-mlogloss:1.94721
[59]	train-mlogloss:1.91821	validation-mlogloss:1.93985
[60]	train-mlogloss:1.91108	validation-mlogloss:1.93288
[61]	train-mlogloss:1.90386	validation-mlogloss:1.92550
[62]	train-mlogloss:1.89694	validation-mlogloss:1.91871
[63]	train-mlogloss:1.88993	validation-mlogloss:1.91208
[64]	train-mlogloss:1.88309	validation-mlogloss:1.90565
[65]	train-mlogloss:1.87649	validation-mlogloss:1.89950
[66]	train-mlogloss:1.86989	validation-mlogloss:1.89315
[67]	train-mlogloss:1.86322	validation-mlogloss:1.88666
[68]	train-mlogloss:1.85658	validation-mlogloss:1.88012
[69]	train-mlogloss:1.85017	validation-mlogloss:1.87391
[70]	train-mlogloss:1.84390	validation-mlogloss:1.86785
[71]	train-mlogloss:1.83768	validation-mlogloss:1.86179
[72]	train-mlogloss:1.83186	validation-mlogloss:1.85577
[73]	train-mlogloss:1.82596	validation-mlogloss:1.85001
[74]	train-mlogloss:1.82007	validation-mlogloss:1.84436
[75]	train-mlogloss:1.81409	validation-mlogloss:1.83866
[76]	train-mlogloss:1.80817	validation-mlogloss:1.83278
[77]	train-mlogloss:1.80258	validation-mlogloss:1.82747
[78]	train-mlogloss:1.79708	validation-mlogloss:1.82221
[79]	train-mlogloss:1.79160	validation-mlogloss:1.81710
[80]	train-mlogloss:1.78602	validation-mlogloss:1.81168
[81]	train-mlogloss:1.78068	validation-mlogloss:1.80630
[82]	train-mlogloss:1.77522	validation-mlogloss:1.80095
[83]	train-mlogloss:1.76999	validation-mlogloss:1.79608
[84]	train-mlogloss:1.76500	validation-mlogloss:1.79120
[85]	train-mlogloss:1.76000	validation-mlogloss:1.78653
[86]	train-mlogloss:1.75485	validation-mlogloss:1.78190
[87]	train-mlogloss:1.74972	validation-mlogloss:1.77666
[88]	train-mlogloss:1.74472	validation-mlogloss:1.77176
[89]	train-mlogloss:1.73998	validation-mlogloss:1.76733
[90]	train-mlogloss:1.73522	validation-mlogloss:1.76284
[91]	train-mlogloss:1.73036	validation-mlogloss:1.75826
[92]	train-mlogloss:1.72567	validation-mlogloss:1.75367
[93]	train-mlogloss:1.72100	validation-mlogloss:1.74927
[94]	train-mlogloss:1.71638	validation-mlogloss:1.74484
[95]	train-mlogloss:1.71190	validation-mlogloss:1.74049
[96]	train-mlogloss:1.70734	validation-mlogloss:1.73619
[97]	train-mlogloss:1.70294	validation-mlogloss:1.73200
[98]	train-mlogloss:1.69842	validation-mlogloss:1.72786
[99]	train-mlogloss:1.69412	validation-mlogloss:1.72368
[100]	train-mlogloss:1.68964	validation-mlogloss:1.71944
[101]	train-mlogloss:1.68545	validation-mlogloss:1.71543
[102]	train-mlogloss:1.68135	validation-mlogloss:1.71156
[103]	train-mlogloss:1.67733	validation-mlogloss:1.70756
[104]	train-mlogloss:1.67318	validation-mlogloss:1.70348
[105]	train-mlogloss:1.66920	validation-mlogloss:1.69980
[106]	train-mlogloss:1.66523	validation-mlogloss:1.69584
[107]	train-mlogloss:1.66142	validation-mlogloss:1.69196
[108]	train-mlogloss:1.65757	validation-mlogloss:1.68844
[109]	train-mlogloss:1.65358	validation-mlogloss:1.68441
[110]	train-mlogloss:1.64972	validation-mlogloss:1.68085
[111]	train-mlogloss:1.64577	validation-mlogloss:1.67714
[112]	train-mlogloss:1.64190	validation-mlogloss:1.67356
[113]	train-mlogloss:1.63823	validation-mlogloss:1.67022
[114]	train-mlogloss:1.63450	validation-mlogloss:1.66678
[115]	train-mlogloss:1.63100	validation-mlogloss:1.66344
[116]	train-mlogloss:1.62723	validation-mlogloss:1.65980
[117]	train-mlogloss:1.62374	validation-mlogloss:1.65663
[118]	train-mlogloss:1.62017	validation-mlogloss:1.65336
[119]	train-mlogloss:1.61659	validation-mlogloss:1.65006
[120]	train-mlogloss:1.61296	validation-mlogloss:1.64648
[121]	train-mlogloss:1.60958	validation-mlogloss:1.64336
[122]	train-mlogloss:1.60632	validation-mlogloss:1.64019
[123]	train-mlogloss:1.60289	validation-mlogloss:1.63691
[124]	train-mlogloss:1.59976	validation-mlogloss:1.63388
[125]	train-mlogloss:1.59658	validation-mlogloss:1.63099
[126]	train-mlogloss:1.59346	validation-mlogloss:1.62817
[127]	train-mlogloss:1.59018	validation-mlogloss:1.62507
[128]	train-mlogloss:1.58699	validation-mlogloss:1.62237
[129]	train-mlogloss:1.58397	validation-mlogloss:1.61951
[130]	train-mlogloss:1.58087	validation-mlogloss:1.61658
[131]	train-mlogloss:1.57784	validation-mlogloss:1.61382
[132]	train-mlogloss:1.57476	validation-mlogloss:1.61129
[133]	train-mlogloss:1.57171	validation-mlogloss:1.60846
[134]	train-mlogloss:1.56872	validation-mlogloss:1.60563
[135]	train-mlogloss:1.56599	validation-mlogloss:1.60293
[136]	train-mlogloss:1.56301	validation-mlogloss:1.59996
[137]	train-mlogloss:1.56020	validation-mlogloss:1.59761
[138]	train-mlogloss:1.55742	validation-mlogloss:1.59505
[139]	train-mlogloss:1.55460	validation-mlogloss:1.59229
[140]	train-mlogloss:1.55177	validation-mlogloss:1.58990
[141]	train-mlogloss:1.54896	validation-mlogloss:1.58747
[142]	train-mlogloss:1.54627	validation-mlogloss:1.58506
[143]	train-mlogloss:1.54355	validation-mlogloss:1.58275
[144]	train-mlogloss:1.54092	validation-mlogloss:1.58024
[145]	train-mlogloss:1.53833	validation-mlogloss:1.57774
[146]	train-mlogloss:1.53569	validation-mlogloss:1.57518
[147]	train-mlogloss:1.53310	validation-mlogloss:1.57263
[148]	train-mlogloss:1.53052	validation-mlogloss:1.57012
[149]	train-mlogloss:1.52797	validation-mlogloss:1.56786
[150]	train-mlogloss:1.52537	validation-mlogloss:1.56529
[151]	train-mlogloss:1.52273	validation-mlogloss:1.56295
[152]	train-mlogloss:1.52024	validation-mlogloss:1.56065
[153]	train-mlogloss:1.51787	validation-mlogloss:1.55865
[154]	train-mlogloss:1.51551	validation-mlogloss:1.55633
[155]	train-mlogloss:1.51315	validation-mlogloss:1.55422
[156]	train-mlogloss:1.51088	validation-mlogloss:1.55230
[157]	train-mlogloss:1.50851	validation-mlogloss:1.55018
[158]	train-mlogloss:1.50612	validation-mlogloss:1.54812
[159]	train-mlogloss:1.50383	validation-mlogloss:1.54612
[160]	train-mlogloss:1.50162	validation-mlogloss:1.54405
[161]	train-mlogloss:1.49940	validation-mlogloss:1.54210
[162]	train-mlogloss:1.49713	validation-mlogloss:1.54014
[163]	train-mlogloss:1.49487	validation-mlogloss:1.53831
[164]	train-mlogloss:1.49277	validation-mlogloss:1.53644
[165]	train-mlogloss:1.49049	validation-mlogloss:1.53450
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[167]	train-mlogloss:1.48625	validation-mlogloss:1.53065
[168]	train-mlogloss:1.48408	validation-mlogloss:1.52882
[169]	train-mlogloss:1.48193	validation-mlogloss:1.52674
[170]	train-mlogloss:1.47998	validation-mlogloss:1.52512
[171]	train-mlogloss:1.47791	validation-mlogloss:1.52308
[172]	train-mlogloss:1.47598	validation-mlogloss:1.52142
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[174]	train-mlogloss:1.47200	validation-mlogloss:1.51798
[175]	train-mlogloss:1.47000	validation-mlogloss:1.51624
[176]	train-mlogloss:1.46791	validation-mlogloss:1.51445
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[178]	train-mlogloss:1.46382	validation-mlogloss:1.51086
[179]	train-mlogloss:1.46187	validation-mlogloss:1.50911
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[190]	train-mlogloss:1.44201	validation-mlogloss:1.49210
[191]	train-mlogloss:1.44037	validation-mlogloss:1.49070
[192]	train-mlogloss:1.43860	validation-mlogloss:1.48930
[193]	train-mlogloss:1.43701	validation-mlogloss:1.48784
[194]	train-mlogloss:1.43537	validation-mlogloss:1.48634
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[197]	train-mlogloss:1.43045	validation-mlogloss:1.48213
[198]	train-mlogloss:1.42885	validation-mlogloss:1.48065
[199]	train-mlogloss:1.42737	validation-mlogloss:1.47941
[200]	train-mlogloss:1.42581	validation-mlogloss:1.47796
[201]	train-mlogloss:1.42428	validation-mlogloss:1.47665
[202]	train-mlogloss:1.42286	validation-mlogloss:1.47544
[203]	train-mlogloss:1.42134	validation-mlogloss:1.47405
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[205]	train-mlogloss:1.41842	validation-mlogloss:1.47162
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[209]	train-mlogloss:1.41245	validation-mlogloss:1.46642
[210]	train-mlogloss:1.41108	validation-mlogloss:1.46536
[211]	train-mlogloss:1.40980	validation-mlogloss:1.46440
[212]	train-mlogloss:1.40832	validation-mlogloss:1.46319
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[563]	train-mlogloss:1.25937	validation-mlogloss:1.34523
[564]	train-mlogloss:1.25931	validation-mlogloss:1.34518
[565]	train-mlogloss:1.25923	validation-mlogloss:1.34512
[566]	train-mlogloss:1.25921	validation-mlogloss:1.34512
[567]	train-mlogloss:1.25919	validation-mlogloss:1.34512
[568]	train-mlogloss:1.25910	validation-mlogloss:1.34502
[569]	train-mlogloss:1.25905	validation-mlogloss:1.34498
[570]	train-mlogloss:1.25902	validation-mlogloss:1.34499
[571]	train-mlogloss:1.25901	validation-mlogloss:1.34498
[572]	train-mlogloss:1.25879	validation-mlogloss:1.34491
[573]	train-mlogloss:1.25876	validation-mlogloss:1.34489
[574]	train-mlogloss:1.25870	validation-mlogloss:1.34484
[575]	train-mlogloss:1.25870	validation-mlogloss:1.34484
[576]	train-mlogloss:1.25864	validation-mlogloss:1.34483
[577]	train-mlogloss:1.25861	validation-mlogloss:1.34483
[578]	train-mlogloss:1.25855	validation-mlogloss:1.34479
[579]	train-mlogloss:1.25854	validation-mlogloss:1.34477
[580]	train-mlogloss:1.25845	validation-mlogloss:1.34475
[581]	train-mlogloss:1.25840	validation-mlogloss:1.34475
[582]	train-mlogloss:1.25838	validation-mlogloss:1.34475
[583]	train-mlogloss:1.25834	validation-mlogloss:1.34472
[584]	train-mlogloss:1.25831	validation-mlogloss:1.34467
[585]	train-mlogloss:1.25827	validation-mlogloss:1.34465
[586]	train-mlogloss:1.25821	validation-mlogloss:1.34460
[587]	train-mlogloss:1.25818	validation-mlogloss:1.34458
[588]	train-mlogloss:1.25816	validation-mlogloss:1.34458
[589]	train-mlogloss:1.25805	validation-mlogloss:1.34450
[590]	train-mlogloss:1.25795	validation-mlogloss:1.34442
[591]	train-mlogloss:1.25790	validation-mlogloss:1.34442
[592]	train-mlogloss:1.25777	validation-mlogloss:1.34439
[593]	train-mlogloss:1.25773	validation-mlogloss:1.34434
[594]	train-mlogloss:1.25765	validation-mlogloss:1.34430
[595]	train-mlogloss:1.25759	validation-mlogloss:1.34427
[596]	train-mlogloss:1.25756	validation-mlogloss:1.34426
[597]	train-mlogloss:1.25754	validation-mlogloss:1.34427
[598]	train-mlogloss:1.25754	validation-mlogloss:1.34427
[599]	train-mlogloss:1.25748	validation-mlogloss:1.34428
[600]	train-mlogloss:1.25737	validation-mlogloss:1.34423
[601]	train-mlogloss:1.25731	validation-mlogloss:1.34420
[602]	train-mlogloss:1.25723	validation-mlogloss:1.34418
[603]	train-mlogloss:1.25718	validation-mlogloss:1.34415
[604]	train-mlogloss:1.25714	validation-mlogloss:1.34412
[605]	train-mlogloss:1.25709	validation-mlogloss:1.34409
[606]	train-mlogloss:1.25704	validation-mlogloss:1.34408
[607]	train-mlogloss:1.25701	validation-mlogloss:1.34406
[608]	train-mlogloss:1.25696	validation-mlogloss:1.34401
[609]	train-mlogloss:1.25691	validation-mlogloss:1.34399
[610]	train-mlogloss:1.25683	validation-mlogloss:1.34392
[611]	train-mlogloss:1.25683	validation-mlogloss:1.34392
[612]	train-mlogloss:1.25674	validation-mlogloss:1.34389
[613]	train-mlogloss:1.25669	validation-mlogloss:1.34385
[614]	train-mlogloss:1.25667	validation-mlogloss:1.34385
[615]	train-mlogloss:1.25664	validation-mlogloss:1.34381
[616]	train-mlogloss:1.25655	validation-mlogloss:1.34374
[617]	train-mlogloss:1.25654	validation-mlogloss:1.34373
[618]	train-mlogloss:1.25646	validation-mlogloss:1.34369
[619]	train-mlogloss:1.25640	validation-mlogloss:1.34364
[620]	train-mlogloss:1.25636	validation-mlogloss:1.34363
[621]	train-mlogloss:1.25628	validation-mlogloss:1.34356
[622]	train-mlogloss:1.25624	validation-mlogloss:1.34352
[623]	train-mlogloss:1.25620	validation-mlogloss:1.34347
[624]	train-mlogloss:1.25618	validation-mlogloss:1.34347
[625]	train-mlogloss:1.25612	validation-mlogloss:1.34342
[626]	train-mlogloss:1.25612	validation-mlogloss:1.34342
[627]	train-mlogloss:1.25612	validation-mlogloss:1.34342
[628]	train-mlogloss:1.25607	validation-mlogloss:1.34341
[629]	train-mlogloss:1.25607	validation-mlogloss:1.34341
[630]	train-mlogloss:1.25601	validation-mlogloss:1.34336
[631]	train-mlogloss:1.25594	validation-mlogloss:1.34332
[632]	train-mlogloss:1.25577	validation-mlogloss:1.34330
[633]	train-mlogloss:1.25570	validation-mlogloss:1.34331
[634]	train-mlogloss:1.25569	validation-mlogloss:1.34331
[635]	train-mlogloss:1.25561	validation-mlogloss:1.34334
[636]	train-mlogloss:1.25558	validation-mlogloss:1.34332
[637]	train-mlogloss:1.25548	validation-mlogloss:1.34327
[638]	train-mlogloss:1.25545	validation-mlogloss:1.34326
[639]	train-mlogloss:1.25545	validation-mlogloss:1.34326
[640]	train-mlogloss:1.25543	validation-mlogloss:1.34324
[641]	train-mlogloss:1.25542	validation-mlogloss:1.34325
[642]	train-mlogloss:1.25541	validation-mlogloss:1.34324
[643]	train-mlogloss:1.25540	validation-mlogloss:1.34324
[644]	train-mlogloss:1.25537	validation-mlogloss:1.34322
[645]	train-mlogloss:1.25531	validation-mlogloss:1.34319
[646]	train-mlogloss:1.25517	validation-mlogloss:1.34308
[647]	train-mlogloss:1.25516	validation-mlogloss:1.34307
[648]	train-mlogloss:1.25510	validation-mlogloss:1.34306
[649]	train-mlogloss:1.25506	validation-mlogloss:1.34302
[650]	train-mlogloss:1.25499	validation-mlogloss:1.34295
[651]	train-mlogloss:1.25497	validation-mlogloss:1.34296
[652]	train-mlogloss:1.25492	validation-mlogloss:1.34293
[653]	train-mlogloss:1.25492	validation-mlogloss:1.34293
[654]	train-mlogloss:1.25486	validation-mlogloss:1.34292
[655]	train-mlogloss:1.25479	validation-mlogloss:1.34285
[656]	train-mlogloss:1.25479	validation-mlogloss:1.34285
[657]	train-mlogloss:1.25472	validation-mlogloss:1.34280
[658]	train-mlogloss:1.25471	validation-mlogloss:1.34278
[659]	train-mlogloss:1.25471	validation-mlogloss:1.34278
[660]	train-mlogloss:1.25469	validation-mlogloss:1.34276
[661]	train-mlogloss:1.25464	validation-mlogloss:1.34271
[662]	train-mlogloss:1.25461	validation-mlogloss:1.34270
[663]	train-mlogloss:1.25455	validation-mlogloss:1.34269
[664]	train-mlogloss:1.25448	validation-mlogloss:1.34265
[665]	train-mlogloss:1.25441	validation-mlogloss:1.34259
[666]	train-mlogloss:1.25431	validation-mlogloss:1.34253
[667]	train-mlogloss:1.25426	validation-mlogloss:1.34253
[668]	train-mlogloss:1.25426	validation-mlogloss:1.34253
[669]	train-mlogloss:1.25419	validation-mlogloss:1.34249
[670]	train-mlogloss:1.25411	validation-mlogloss:1.34242
[671]	train-mlogloss:1.25404	validation-mlogloss:1.34238
[672]	train-mlogloss:1.25401	validation-mlogloss:1.34235
[673]	train-mlogloss:1.25401	validation-mlogloss:1.34235
[674]	train-mlogloss:1.25396	validation-mlogloss:1.34234
[675]	train-mlogloss:1.25396	validation-mlogloss:1.34234
[676]	train-mlogloss:1.25396	validation-mlogloss:1.34234
[677]	train-mlogloss:1.25387	validation-mlogloss:1.34225
[678]	train-mlogloss:1.25383	validation-mlogloss:1.34224
[679]	train-mlogloss:1.25375	validation-mlogloss:1.34221
[680]	train-mlogloss:1.25373	validation-mlogloss:1.34220
[681]	train-mlogloss:1.25366	validation-mlogloss:1.34211
[682]	train-mlogloss:1.25358	validation-mlogloss:1.34209
[683]	train-mlogloss:1.25356	validation-mlogloss:1.34206
[684]	train-mlogloss:1.25353	validation-mlogloss:1.34205
[685]	train-mlogloss:1.25353	validation-mlogloss:1.34205
[686]	train-mlogloss:1.25346	validation-mlogloss:1.34201
[687]	train-mlogloss:1.25337	validation-mlogloss:1.34191
[688]	train-mlogloss:1.25336	validation-mlogloss:1.34189
[689]	train-mlogloss:1.25324	validation-mlogloss:1.34177
[690]	train-mlogloss:1.25324	validation-mlogloss:1.34177
[691]	train-mlogloss:1.25320	validation-mlogloss:1.34173
[692]	train-mlogloss:1.25320	validation-mlogloss:1.34173
[693]	train-mlogloss:1.25318	validation-mlogloss:1.34173
[694]	train-mlogloss:1.25310	validation-mlogloss:1.34171
[695]	train-mlogloss:1.25304	validation-mlogloss:1.34163
[696]	train-mlogloss:1.25303	validation-mlogloss:1.34164
[697]	train-mlogloss:1.25303	validation-mlogloss:1.34164
[698]	train-mlogloss:1.25296	validation-mlogloss:1.34161
[699]	train-mlogloss:1.25292	validation-mlogloss:1.34157
[700]	train-mlogloss:1.25284	validation-mlogloss:1.34152
[701]	train-mlogloss:1.25278	validation-mlogloss:1.34147
[702]	train-mlogloss:1.25278	validation-mlogloss:1.34147
[703]	train-mlogloss:1.25276	validation-mlogloss:1.34147
[704]	train-mlogloss:1.25275	validation-mlogloss:1.34148
[705]	train-mlogloss:1.25267	validation-mlogloss:1.34143
[706]	train-mlogloss:1.25261	validation-mlogloss:1.34136
[707]	train-mlogloss:1.25256	validation-mlogloss:1.34131
[708]	train-mlogloss:1.25254	validation-mlogloss:1.34130
[709]	train-mlogloss:1.25248	validation-mlogloss:1.34129
[710]	train-mlogloss:1.25245	validation-mlogloss:1.34128
[711]	train-mlogloss:1.25245	validation-mlogloss:1.34128
[712]	train-mlogloss:1.25242	validation-mlogloss:1.34121
[713]	train-mlogloss:1.25242	validation-mlogloss:1.34121
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.81 [%]
Global accuracy score (test) = 50.64 [%]
Global F1 score (train) = 62.84 [%]
Global F1 score (test) = 50.84 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.39      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.47      0.42      0.44       184
       CAMINAR USUAL SPEED       0.28      0.22      0.25       184
            CAMINAR ZIGZAG       0.58      0.55      0.57       184
          DE PIE BARRIENDO       0.52      0.48      0.50       184
   DE PIE DOBLANDO TOALLAS       0.45      0.47      0.46       184
    DE PIE MOVIENDO LIBROS       0.49      0.46      0.47       184
          DE PIE USANDO PC       0.62      0.67      0.64       184
        FASE REPOSO CON K5       0.54      0.79      0.64       184
INCREMENTAL CICLOERGOMETRO       0.88      0.61      0.72       184
           SENTADO LEYENDO       0.35      0.41      0.38       184
         SENTADO USANDO PC       0.41      0.26      0.32       184
      SENTADO VIENDO LA TV       0.46      0.41      0.43       184
   SUBIR Y BAJAR ESCALERAS       0.55      0.68      0.61       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 25: 50.64 [%]
F1-score capturado en la ejecución 25: 50.84 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.74 [%]
Global accuracy score (test) = 50.16 [%]
Global F1 score (train) = 62.83 [%]
Global F1 score (test) = 50.3 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.29      0.40      0.34       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.40      0.42       184
       CAMINAR USUAL SPEED       0.24      0.18      0.21       184
            CAMINAR ZIGZAG       0.60      0.56      0.58       184
          DE PIE BARRIENDO       0.54      0.49      0.52       184
   DE PIE DOBLANDO TOALLAS       0.43      0.45      0.44       184
    DE PIE MOVIENDO LIBROS       0.49      0.47      0.48       184
          DE PIE USANDO PC       0.62      0.66      0.64       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.88      0.63      0.73       184
           SENTADO LEYENDO       0.32      0.39      0.35       184
         SENTADO USANDO PC       0.38      0.26      0.31       184
      SENTADO VIENDO LA TV       0.46      0.39      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.52      0.68      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.51      0.50      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 26: 50.16 [%]
F1-score capturado en la ejecución 26: 50.3 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.81 [%]
Global accuracy score (test) = 50.75 [%]
Global F1 score (train) = 62.87 [%]
Global F1 score (test) = 50.92 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.38      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.40      0.42       184
       CAMINAR USUAL SPEED       0.30      0.23      0.26       184
            CAMINAR ZIGZAG       0.59      0.53      0.56       184
          DE PIE BARRIENDO       0.55      0.51      0.53       184
   DE PIE DOBLANDO TOALLAS       0.43      0.45      0.44       184
    DE PIE MOVIENDO LIBROS       0.49      0.47      0.48       184
          DE PIE USANDO PC       0.60      0.66      0.63       184
        FASE REPOSO CON K5       0.55      0.78      0.65       184
INCREMENTAL CICLOERGOMETRO       0.89      0.64      0.74       184
           SENTADO LEYENDO       0.37      0.46      0.41       184
         SENTADO USANDO PC       0.41      0.27      0.32       184
      SENTADO VIENDO LA TV       0.47      0.39      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.52      0.68      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.51      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.51      0.51      2737


Accuracy capturado en la ejecución 27: 50.75 [%]
F1-score capturado en la ejecución 27: 50.92 [%]

=== EJECUCIÓN 28 ===

--- TRAIN (ejecución 28) ---

--- TEST (ejecución 28) ---
2025-10-27 11:36:44.934433: 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`.
2025-10-27 11:36:44.947048: 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 00:00:1761561404.960732  553442 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561404.965097  553442 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561404.976144  553442 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561404.976169  553442 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561404.976172  553442 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561404.976174  553442 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:36:44.979625: 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:2.68395	validation-mlogloss:2.68467
[1]	train-mlogloss:2.66133	validation-mlogloss:2.66229
[2]	train-mlogloss:2.63911	validation-mlogloss:2.64085
[3]	train-mlogloss:2.61631	validation-mlogloss:2.61872
[4]	train-mlogloss:2.59636	validation-mlogloss:2.59907
[5]	train-mlogloss:2.57560	validation-mlogloss:2.57877
[6]	train-mlogloss:2.55592	validation-mlogloss:2.55919
[7]	train-mlogloss:2.53581	validation-mlogloss:2.53895
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[631]	train-mlogloss:1.25611	validation-mlogloss:1.33953
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[634]	train-mlogloss:1.25590	validation-mlogloss:1.33943
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[636]	train-mlogloss:1.25571	validation-mlogloss:1.33939
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[639]	train-mlogloss:1.25564	validation-mlogloss:1.33935
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[641]	train-mlogloss:1.25557	validation-mlogloss:1.33928
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[643]	train-mlogloss:1.25552	validation-mlogloss:1.33924
[644]	train-mlogloss:1.25547	validation-mlogloss:1.33921
[645]	train-mlogloss:1.25547	validation-mlogloss:1.33921
[646]	train-mlogloss:1.25544	validation-mlogloss:1.33920
[647]	train-mlogloss:1.25538	validation-mlogloss:1.33912
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[649]	train-mlogloss:1.25514	validation-mlogloss:1.33893
[650]	train-mlogloss:1.25513	validation-mlogloss:1.33891
[651]	train-mlogloss:1.25509	validation-mlogloss:1.33890
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[654]	train-mlogloss:1.25490	validation-mlogloss:1.33884
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[663]	train-mlogloss:1.25463	validation-mlogloss:1.33875
[664]	train-mlogloss:1.25458	validation-mlogloss:1.33870
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[666]	train-mlogloss:1.25454	validation-mlogloss:1.33866
[667]	train-mlogloss:1.25454	validation-mlogloss:1.33867
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[673]	train-mlogloss:1.25413	validation-mlogloss:1.33840
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[679]	train-mlogloss:1.25400	validation-mlogloss:1.33836
[680]	train-mlogloss:1.25395	validation-mlogloss:1.33831
[681]	train-mlogloss:1.25389	validation-mlogloss:1.33831
[682]	train-mlogloss:1.25386	validation-mlogloss:1.33828
[683]	train-mlogloss:1.25377	validation-mlogloss:1.33824
[684]	train-mlogloss:1.25373	validation-mlogloss:1.33820
[685]	train-mlogloss:1.25371	validation-mlogloss:1.33821
[686]	train-mlogloss:1.25369	validation-mlogloss:1.33818
[687]	train-mlogloss:1.25364	validation-mlogloss:1.33813
[688]	train-mlogloss:1.25364	validation-mlogloss:1.33813
[689]	train-mlogloss:1.25356	validation-mlogloss:1.33805
[690]	train-mlogloss:1.25356	validation-mlogloss:1.33805
[691]	train-mlogloss:1.25353	validation-mlogloss:1.33804
[692]	train-mlogloss:1.25352	validation-mlogloss:1.33803
[693]	train-mlogloss:1.25348	validation-mlogloss:1.33802
[694]	train-mlogloss:1.25347	validation-mlogloss:1.33801
[695]	train-mlogloss:1.25345	validation-mlogloss:1.33799
[696]	train-mlogloss:1.25341	validation-mlogloss:1.33796
[697]	train-mlogloss:1.25341	validation-mlogloss:1.33796
[698]	train-mlogloss:1.25336	validation-mlogloss:1.33789
[699]	train-mlogloss:1.25336	validation-mlogloss:1.33789
[700]	train-mlogloss:1.25318	validation-mlogloss:1.33783
[701]	train-mlogloss:1.25317	validation-mlogloss:1.33780
[702]	train-mlogloss:1.25317	validation-mlogloss:1.33780
[703]	train-mlogloss:1.25312	validation-mlogloss:1.33774
[704]	train-mlogloss:1.25309	validation-mlogloss:1.33773
[705]	train-mlogloss:1.25307	validation-mlogloss:1.33770
[706]	train-mlogloss:1.25306	validation-mlogloss:1.33771
[707]	train-mlogloss:1.25306	validation-mlogloss:1.33771
[708]	train-mlogloss:1.25302	validation-mlogloss:1.33768
[709]	train-mlogloss:1.25298	validation-mlogloss:1.33763
[710]	train-mlogloss:1.25295	validation-mlogloss:1.33761
[711]	train-mlogloss:1.25292	validation-mlogloss:1.33758
[712]	train-mlogloss:1.25287	validation-mlogloss:1.33756
[713]	train-mlogloss:1.25286	validation-mlogloss:1.33755
Saved model to disk.
2025-10-27 11:37:32.620834: 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`.
2025-10-27 11:37:32.633381: 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 00:00:1761561452.647015  554405 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761561452.651358  554405 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761561452.662384  554405 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561452.662406  554405 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561452.662409  554405 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761561452.662412  554405 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 11:37:32.665780: 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:2.66101	validation-mlogloss:2.66216
[2]	train-mlogloss:2.63803	validation-mlogloss:2.63961
[3]	train-mlogloss:2.61636	validation-mlogloss:2.61815
[4]	train-mlogloss:2.59555	validation-mlogloss:2.59804
[5]	train-mlogloss:2.57490	validation-mlogloss:2.57778
[6]	train-mlogloss:2.55524	validation-mlogloss:2.55908
[7]	train-mlogloss:2.53530	validation-mlogloss:2.53967
[8]	train-mlogloss:2.51553	validation-mlogloss:2.52003
[9]	train-mlogloss:2.49740	validation-mlogloss:2.50218
[10]	train-mlogloss:2.47915	validation-mlogloss:2.48436
[11]	train-mlogloss:2.46180	validation-mlogloss:2.46690
[12]	train-mlogloss:2.44573	validation-mlogloss:2.45088
[13]	train-mlogloss:2.42831	validation-mlogloss:2.43484
[14]	train-mlogloss:2.41152	validation-mlogloss:2.41832
[15]	train-mlogloss:2.39490	validation-mlogloss:2.40190
[16]	train-mlogloss:2.37889	validation-mlogloss:2.38636
[17]	train-mlogloss:2.36334	validation-mlogloss:2.37100
[18]	train-mlogloss:2.34781	validation-mlogloss:2.35597
[19]	train-mlogloss:2.33323	validation-mlogloss:2.34164
[20]	train-mlogloss:2.31896	validation-mlogloss:2.32752
[21]	train-mlogloss:2.30473	validation-mlogloss:2.31368
[22]	train-mlogloss:2.29052	validation-mlogloss:2.30006
[23]	train-mlogloss:2.27675	validation-mlogloss:2.28673
[24]	train-mlogloss:2.26337	validation-mlogloss:2.27371
[25]	train-mlogloss:2.25009	validation-mlogloss:2.26072
[26]	train-mlogloss:2.23676	validation-mlogloss:2.24799
[27]	train-mlogloss:2.22408	validation-mlogloss:2.23557
[28]	train-mlogloss:2.21160	validation-mlogloss:2.22382
[29]	train-mlogloss:2.19945	validation-mlogloss:2.21175
[30]	train-mlogloss:2.18740	validation-mlogloss:2.20016
[31]	train-mlogloss:2.17564	validation-mlogloss:2.18893
[32]	train-mlogloss:2.16425	validation-mlogloss:2.17779
[33]	train-mlogloss:2.15334	validation-mlogloss:2.16752
[34]	train-mlogloss:2.14195	validation-mlogloss:2.15617
[35]	train-mlogloss:2.13156	validation-mlogloss:2.14642
[36]	train-mlogloss:2.12091	validation-mlogloss:2.13660
[37]	train-mlogloss:2.10995	validation-mlogloss:2.12584
[38]	train-mlogloss:2.09966	validation-mlogloss:2.11558
[39]	train-mlogloss:2.08941	validation-mlogloss:2.10540
[40]	train-mlogloss:2.07927	validation-mlogloss:2.09574
[41]	train-mlogloss:2.06951	validation-mlogloss:2.08658
[42]	train-mlogloss:2.05987	validation-mlogloss:2.07724
[43]	train-mlogloss:2.05045	validation-mlogloss:2.06770
[44]	train-mlogloss:2.04137	validation-mlogloss:2.05879
[45]	train-mlogloss:2.03207	validation-mlogloss:2.04967
[46]	train-mlogloss:2.02320	validation-mlogloss:2.04106
[47]	train-mlogloss:2.01435	validation-mlogloss:2.03220
[48]	train-mlogloss:2.00524	validation-mlogloss:2.02317
[49]	train-mlogloss:1.99665	validation-mlogloss:2.01460
[50]	train-mlogloss:1.98816	validation-mlogloss:2.00669
[51]	train-mlogloss:1.97972	validation-mlogloss:1.99854
[52]	train-mlogloss:1.97163	validation-mlogloss:1.99037
[53]	train-mlogloss:1.96363	validation-mlogloss:1.98291
[54]	train-mlogloss:1.95564	validation-mlogloss:1.97528
[55]	train-mlogloss:1.94767	validation-mlogloss:1.96748
[56]	train-mlogloss:1.93991	validation-mlogloss:1.96009
[57]	train-mlogloss:1.93227	validation-mlogloss:1.95296
[58]	train-mlogloss:1.92497	validation-mlogloss:1.94556
[59]	train-mlogloss:1.91763	validation-mlogloss:1.93828
[60]	train-mlogloss:1.91047	validation-mlogloss:1.93144
[61]	train-mlogloss:1.90310	validation-mlogloss:1.92423
[62]	train-mlogloss:1.89587	validation-mlogloss:1.91691
[63]	train-mlogloss:1.88909	validation-mlogloss:1.91044
[64]	train-mlogloss:1.88228	validation-mlogloss:1.90386
[65]	train-mlogloss:1.87540	validation-mlogloss:1.89721
[66]	train-mlogloss:1.86878	validation-mlogloss:1.89066
[67]	train-mlogloss:1.86211	validation-mlogloss:1.88417
[68]	train-mlogloss:1.85566	validation-mlogloss:1.87804
[69]	train-mlogloss:1.84937	validation-mlogloss:1.87227
[70]	train-mlogloss:1.84317	validation-mlogloss:1.86620
[71]	train-mlogloss:1.83700	validation-mlogloss:1.86024
[72]	train-mlogloss:1.83066	validation-mlogloss:1.85417
[73]	train-mlogloss:1.82465	validation-mlogloss:1.84833
[74]	train-mlogloss:1.81892	validation-mlogloss:1.84268
[75]	train-mlogloss:1.81329	validation-mlogloss:1.83720
[76]	train-mlogloss:1.80756	validation-mlogloss:1.83169
[77]	train-mlogloss:1.80174	validation-mlogloss:1.82572
[78]	train-mlogloss:1.79605	validation-mlogloss:1.82006
[79]	train-mlogloss:1.79042	validation-mlogloss:1.81445
[80]	train-mlogloss:1.78503	validation-mlogloss:1.80921
[81]	train-mlogloss:1.77967	validation-mlogloss:1.80396
[82]	train-mlogloss:1.77422	validation-mlogloss:1.79875
[83]	train-mlogloss:1.76904	validation-mlogloss:1.79396
[84]	train-mlogloss:1.76384	validation-mlogloss:1.78873
[85]	train-mlogloss:1.75884	validation-mlogloss:1.78380
[86]	train-mlogloss:1.75397	validation-mlogloss:1.77904
[87]	train-mlogloss:1.74911	validation-mlogloss:1.77431
[88]	train-mlogloss:1.74411	validation-mlogloss:1.76962
[89]	train-mlogloss:1.73911	validation-mlogloss:1.76524
[90]	train-mlogloss:1.73404	validation-mlogloss:1.76083
[91]	train-mlogloss:1.72922	validation-mlogloss:1.75631
[92]	train-mlogloss:1.72428	validation-mlogloss:1.75154
[93]	train-mlogloss:1.71953	validation-mlogloss:1.74668
[94]	train-mlogloss:1.71481	validation-mlogloss:1.74233
[95]	train-mlogloss:1.71018	validation-mlogloss:1.73787
[96]	train-mlogloss:1.70594	validation-mlogloss:1.73381
[97]	train-mlogloss:1.70150	validation-mlogloss:1.72948
[98]	train-mlogloss:1.69704	validation-mlogloss:1.72523
[99]	train-mlogloss:1.69262	validation-mlogloss:1.72096
[100]	train-mlogloss:1.68827	validation-mlogloss:1.71699
[101]	train-mlogloss:1.68403	validation-mlogloss:1.71305
[102]	train-mlogloss:1.67983	validation-mlogloss:1.70900
[103]	train-mlogloss:1.67589	validation-mlogloss:1.70511
[104]	train-mlogloss:1.67188	validation-mlogloss:1.70099
[105]	train-mlogloss:1.66784	validation-mlogloss:1.69696
[106]	train-mlogloss:1.66381	validation-mlogloss:1.69312
[107]	train-mlogloss:1.65994	validation-mlogloss:1.68944
[108]	train-mlogloss:1.65599	validation-mlogloss:1.68566
[109]	train-mlogloss:1.65217	validation-mlogloss:1.68205
[110]	train-mlogloss:1.64834	validation-mlogloss:1.67862
[111]	train-mlogloss:1.64449	validation-mlogloss:1.67497
[112]	train-mlogloss:1.64085	validation-mlogloss:1.67150
[113]	train-mlogloss:1.63703	validation-mlogloss:1.66805
[114]	train-mlogloss:1.63360	validation-mlogloss:1.66460
[115]	train-mlogloss:1.63002	validation-mlogloss:1.66120
[116]	train-mlogloss:1.62655	validation-mlogloss:1.65812
[117]	train-mlogloss:1.62315	validation-mlogloss:1.65487
[118]	train-mlogloss:1.61971	validation-mlogloss:1.65168
[119]	train-mlogloss:1.61626	validation-mlogloss:1.64833
[120]	train-mlogloss:1.61276	validation-mlogloss:1.64513
[121]	train-mlogloss:1.60940	validation-mlogloss:1.64220
[122]	train-mlogloss:1.60595	validation-mlogloss:1.63891
[123]	train-mlogloss:1.60259	validation-mlogloss:1.63579
[124]	train-mlogloss:1.59928	validation-mlogloss:1.63283
[125]	train-mlogloss:1.59613	validation-mlogloss:1.62983
[126]	train-mlogloss:1.59291	validation-mlogloss:1.62668
[127]	train-mlogloss:1.58977	validation-mlogloss:1.62391
[128]	train-mlogloss:1.58659	validation-mlogloss:1.62090
[129]	train-mlogloss:1.58349	validation-mlogloss:1.61800
[130]	train-mlogloss:1.58048	validation-mlogloss:1.61527
[131]	train-mlogloss:1.57745	validation-mlogloss:1.61224
[132]	train-mlogloss:1.57442	validation-mlogloss:1.60938
[133]	train-mlogloss:1.57142	validation-mlogloss:1.60670
[134]	train-mlogloss:1.56842	validation-mlogloss:1.60368
[135]	train-mlogloss:1.56561	validation-mlogloss:1.60093
[136]	train-mlogloss:1.56269	validation-mlogloss:1.59840
[137]	train-mlogloss:1.55997	validation-mlogloss:1.59590
[138]	train-mlogloss:1.55732	validation-mlogloss:1.59368
[139]	train-mlogloss:1.55451	validation-mlogloss:1.59107
[140]	train-mlogloss:1.55171	validation-mlogloss:1.58844
[141]	train-mlogloss:1.54892	validation-mlogloss:1.58575
[142]	train-mlogloss:1.54634	validation-mlogloss:1.58323
[143]	train-mlogloss:1.54368	validation-mlogloss:1.58089
[144]	train-mlogloss:1.54115	validation-mlogloss:1.57859
[145]	train-mlogloss:1.53850	validation-mlogloss:1.57613
[146]	train-mlogloss:1.53608	validation-mlogloss:1.57388
[147]	train-mlogloss:1.53349	validation-mlogloss:1.57165
[148]	train-mlogloss:1.53095	validation-mlogloss:1.56928
[149]	train-mlogloss:1.52863	validation-mlogloss:1.56716
[150]	train-mlogloss:1.52616	validation-mlogloss:1.56504
[151]	train-mlogloss:1.52361	validation-mlogloss:1.56265
[152]	train-mlogloss:1.52109	validation-mlogloss:1.56027
[153]	train-mlogloss:1.51876	validation-mlogloss:1.55813
[154]	train-mlogloss:1.51644	validation-mlogloss:1.55599
[155]	train-mlogloss:1.51422	validation-mlogloss:1.55389
[156]	train-mlogloss:1.51162	validation-mlogloss:1.55164
[157]	train-mlogloss:1.50919	validation-mlogloss:1.54928
[158]	train-mlogloss:1.50689	validation-mlogloss:1.54720
[159]	train-mlogloss:1.50456	validation-mlogloss:1.54517
[160]	train-mlogloss:1.50235	validation-mlogloss:1.54302
[161]	train-mlogloss:1.50005	validation-mlogloss:1.54088
[162]	train-mlogloss:1.49769	validation-mlogloss:1.53880
[163]	train-mlogloss:1.49567	validation-mlogloss:1.53690
[164]	train-mlogloss:1.49348	validation-mlogloss:1.53496
[165]	train-mlogloss:1.49129	validation-mlogloss:1.53299
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[167]	train-mlogloss:1.48691	validation-mlogloss:1.52900
[168]	train-mlogloss:1.48491	validation-mlogloss:1.52719
[169]	train-mlogloss:1.48280	validation-mlogloss:1.52543
[170]	train-mlogloss:1.48090	validation-mlogloss:1.52367
[171]	train-mlogloss:1.47887	validation-mlogloss:1.52210
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[475]	train-mlogloss:1.26596	validation-mlogloss:1.34792
[476]	train-mlogloss:1.26585	validation-mlogloss:1.34787
[477]	train-mlogloss:1.26580	validation-mlogloss:1.34782
[478]	train-mlogloss:1.26566	validation-mlogloss:1.34783
[479]	train-mlogloss:1.26558	validation-mlogloss:1.34779
[480]	train-mlogloss:1.26546	validation-mlogloss:1.34770
[481]	train-mlogloss:1.26538	validation-mlogloss:1.34762
[482]	train-mlogloss:1.26523	validation-mlogloss:1.34757
[483]	train-mlogloss:1.26513	validation-mlogloss:1.34749
[484]	train-mlogloss:1.26501	validation-mlogloss:1.34745
[485]	train-mlogloss:1.26487	validation-mlogloss:1.34727
[486]	train-mlogloss:1.26474	validation-mlogloss:1.34719
[487]	train-mlogloss:1.26468	validation-mlogloss:1.34712
[488]	train-mlogloss:1.26463	validation-mlogloss:1.34712
[489]	train-mlogloss:1.26461	validation-mlogloss:1.34711
[490]	train-mlogloss:1.26456	validation-mlogloss:1.34706
[491]	train-mlogloss:1.26445	validation-mlogloss:1.34696
[492]	train-mlogloss:1.26438	validation-mlogloss:1.34695
[493]	train-mlogloss:1.26434	validation-mlogloss:1.34690
[494]	train-mlogloss:1.26425	validation-mlogloss:1.34681
[495]	train-mlogloss:1.26413	validation-mlogloss:1.34676
[496]	train-mlogloss:1.26403	validation-mlogloss:1.34670
[497]	train-mlogloss:1.26397	validation-mlogloss:1.34666
[498]	train-mlogloss:1.26387	validation-mlogloss:1.34662
[499]	train-mlogloss:1.26376	validation-mlogloss:1.34658
[500]	train-mlogloss:1.26362	validation-mlogloss:1.34653
[501]	train-mlogloss:1.26350	validation-mlogloss:1.34642
[502]	train-mlogloss:1.26349	validation-mlogloss:1.34641
[503]	train-mlogloss:1.26330	validation-mlogloss:1.34628
[504]	train-mlogloss:1.26316	validation-mlogloss:1.34609
[505]	train-mlogloss:1.26303	validation-mlogloss:1.34599
[506]	train-mlogloss:1.26290	validation-mlogloss:1.34589
[507]	train-mlogloss:1.26280	validation-mlogloss:1.34579
[508]	train-mlogloss:1.26277	validation-mlogloss:1.34575
[509]	train-mlogloss:1.26268	validation-mlogloss:1.34566
[510]	train-mlogloss:1.26259	validation-mlogloss:1.34562
[511]	train-mlogloss:1.26257	validation-mlogloss:1.34562
[512]	train-mlogloss:1.26248	validation-mlogloss:1.34561
[513]	train-mlogloss:1.26239	validation-mlogloss:1.34557
[514]	train-mlogloss:1.26232	validation-mlogloss:1.34554
[515]	train-mlogloss:1.26229	validation-mlogloss:1.34553
[516]	train-mlogloss:1.26221	validation-mlogloss:1.34543
[517]	train-mlogloss:1.26207	validation-mlogloss:1.34529
[518]	train-mlogloss:1.26200	validation-mlogloss:1.34522
[519]	train-mlogloss:1.26197	validation-mlogloss:1.34520
[520]	train-mlogloss:1.26181	validation-mlogloss:1.34513
[521]	train-mlogloss:1.26180	validation-mlogloss:1.34512
[522]	train-mlogloss:1.26166	validation-mlogloss:1.34498
[523]	train-mlogloss:1.26158	validation-mlogloss:1.34494
[524]	train-mlogloss:1.26151	validation-mlogloss:1.34490
[525]	train-mlogloss:1.26144	validation-mlogloss:1.34487
[526]	train-mlogloss:1.26141	validation-mlogloss:1.34486
[527]	train-mlogloss:1.26136	validation-mlogloss:1.34481
[528]	train-mlogloss:1.26134	validation-mlogloss:1.34477
[529]	train-mlogloss:1.26132	validation-mlogloss:1.34476
[530]	train-mlogloss:1.26119	validation-mlogloss:1.34461
[531]	train-mlogloss:1.26113	validation-mlogloss:1.34461
[532]	train-mlogloss:1.26100	validation-mlogloss:1.34450
[533]	train-mlogloss:1.26088	validation-mlogloss:1.34444
[534]	train-mlogloss:1.26087	validation-mlogloss:1.34443
[535]	train-mlogloss:1.26073	validation-mlogloss:1.34434
[536]	train-mlogloss:1.26061	validation-mlogloss:1.34430
[537]	train-mlogloss:1.26049	validation-mlogloss:1.34422
[538]	train-mlogloss:1.26044	validation-mlogloss:1.34423
[539]	train-mlogloss:1.26040	validation-mlogloss:1.34423
[540]	train-mlogloss:1.26029	validation-mlogloss:1.34414
[541]	train-mlogloss:1.26023	validation-mlogloss:1.34409
[542]	train-mlogloss:1.26015	validation-mlogloss:1.34400
[543]	train-mlogloss:1.26013	validation-mlogloss:1.34399
[544]	train-mlogloss:1.26008	validation-mlogloss:1.34397
[545]	train-mlogloss:1.26003	validation-mlogloss:1.34395
[546]	train-mlogloss:1.25991	validation-mlogloss:1.34393
[547]	train-mlogloss:1.25990	validation-mlogloss:1.34393
[548]	train-mlogloss:1.25984	validation-mlogloss:1.34390
[549]	train-mlogloss:1.25976	validation-mlogloss:1.34384
[550]	train-mlogloss:1.25971	validation-mlogloss:1.34378
[551]	train-mlogloss:1.25966	validation-mlogloss:1.34373
[552]	train-mlogloss:1.25960	validation-mlogloss:1.34373
[553]	train-mlogloss:1.25954	validation-mlogloss:1.34369
[554]	train-mlogloss:1.25945	validation-mlogloss:1.34363
[555]	train-mlogloss:1.25942	validation-mlogloss:1.34360
[556]	train-mlogloss:1.25940	validation-mlogloss:1.34358
[557]	train-mlogloss:1.25928	validation-mlogloss:1.34347
[558]	train-mlogloss:1.25925	validation-mlogloss:1.34346
[559]	train-mlogloss:1.25921	validation-mlogloss:1.34341
[560]	train-mlogloss:1.25921	validation-mlogloss:1.34341
[561]	train-mlogloss:1.25919	validation-mlogloss:1.34339
[562]	train-mlogloss:1.25916	validation-mlogloss:1.34335
[563]	train-mlogloss:1.25912	validation-mlogloss:1.34334
[564]	train-mlogloss:1.25907	validation-mlogloss:1.34331
[565]	train-mlogloss:1.25904	validation-mlogloss:1.34331
[566]	train-mlogloss:1.25903	validation-mlogloss:1.34333
[567]	train-mlogloss:1.25888	validation-mlogloss:1.34324
[568]	train-mlogloss:1.25881	validation-mlogloss:1.34326
[569]	train-mlogloss:1.25875	validation-mlogloss:1.34321
[570]	train-mlogloss:1.25875	validation-mlogloss:1.34321
[571]	train-mlogloss:1.25873	validation-mlogloss:1.34318
[572]	train-mlogloss:1.25872	validation-mlogloss:1.34318
[573]	train-mlogloss:1.25865	validation-mlogloss:1.34319
[574]	train-mlogloss:1.25861	validation-mlogloss:1.34316
[575]	train-mlogloss:1.25858	validation-mlogloss:1.34312
[576]	train-mlogloss:1.25857	validation-mlogloss:1.34310
[577]	train-mlogloss:1.25852	validation-mlogloss:1.34307
[578]	train-mlogloss:1.25852	validation-mlogloss:1.34307
[579]	train-mlogloss:1.25847	validation-mlogloss:1.34300
[580]	train-mlogloss:1.25842	validation-mlogloss:1.34297
[581]	train-mlogloss:1.25832	validation-mlogloss:1.34293
[582]	train-mlogloss:1.25828	validation-mlogloss:1.34288
[583]	train-mlogloss:1.25825	validation-mlogloss:1.34287
[584]	train-mlogloss:1.25816	validation-mlogloss:1.34281
[585]	train-mlogloss:1.25813	validation-mlogloss:1.34280
[586]	train-mlogloss:1.25813	validation-mlogloss:1.34280
[587]	train-mlogloss:1.25810	validation-mlogloss:1.34280
[588]	train-mlogloss:1.25808	validation-mlogloss:1.34280
[589]	train-mlogloss:1.25807	validation-mlogloss:1.34280
[590]	train-mlogloss:1.25804	validation-mlogloss:1.34278
[591]	train-mlogloss:1.25801	validation-mlogloss:1.34275
[592]	train-mlogloss:1.25787	validation-mlogloss:1.34267
[593]	train-mlogloss:1.25781	validation-mlogloss:1.34262
[594]	train-mlogloss:1.25776	validation-mlogloss:1.34262
[595]	train-mlogloss:1.25771	validation-mlogloss:1.34257
[596]	train-mlogloss:1.25771	validation-mlogloss:1.34257
[597]	train-mlogloss:1.25761	validation-mlogloss:1.34247
[598]	train-mlogloss:1.25761	validation-mlogloss:1.34247
[599]	train-mlogloss:1.25759	validation-mlogloss:1.34245
[600]	train-mlogloss:1.25751	validation-mlogloss:1.34240
[601]	train-mlogloss:1.25750	validation-mlogloss:1.34239
[602]	train-mlogloss:1.25745	validation-mlogloss:1.34233
[603]	train-mlogloss:1.25742	validation-mlogloss:1.34233
[604]	train-mlogloss:1.25734	validation-mlogloss:1.34222
[605]	train-mlogloss:1.25722	validation-mlogloss:1.34214
[606]	train-mlogloss:1.25706	validation-mlogloss:1.34200
[607]	train-mlogloss:1.25705	validation-mlogloss:1.34197
[608]	train-mlogloss:1.25702	validation-mlogloss:1.34196
[609]	train-mlogloss:1.25697	validation-mlogloss:1.34195
[610]	train-mlogloss:1.25690	validation-mlogloss:1.34188
[611]	train-mlogloss:1.25690	validation-mlogloss:1.34188
[612]	train-mlogloss:1.25686	validation-mlogloss:1.34187
[613]	train-mlogloss:1.25683	validation-mlogloss:1.34183
[614]	train-mlogloss:1.25675	validation-mlogloss:1.34174
[615]	train-mlogloss:1.25656	validation-mlogloss:1.34157
[616]	train-mlogloss:1.25655	validation-mlogloss:1.34159
[617]	train-mlogloss:1.25653	validation-mlogloss:1.34160
[618]	train-mlogloss:1.25652	validation-mlogloss:1.34156
[619]	train-mlogloss:1.25647	validation-mlogloss:1.34156
[620]	train-mlogloss:1.25637	validation-mlogloss:1.34148
[621]	train-mlogloss:1.25626	validation-mlogloss:1.34139
[622]	train-mlogloss:1.25621	validation-mlogloss:1.34138
[623]	train-mlogloss:1.25615	validation-mlogloss:1.34131
[624]	train-mlogloss:1.25615	validation-mlogloss:1.34131
[625]	train-mlogloss:1.25606	validation-mlogloss:1.34138
[626]	train-mlogloss:1.25600	validation-mlogloss:1.34134
[627]	train-mlogloss:1.25599	validation-mlogloss:1.34131
[628]	train-mlogloss:1.25596	validation-mlogloss:1.34130
[629]	train-mlogloss:1.25596	validation-mlogloss:1.34130
[630]	train-mlogloss:1.25589	validation-mlogloss:1.34128
[631]	train-mlogloss:1.25588	validation-mlogloss:1.34125
[632]	train-mlogloss:1.25588	validation-mlogloss:1.34125
[633]	train-mlogloss:1.25579	validation-mlogloss:1.34119
[634]	train-mlogloss:1.25570	validation-mlogloss:1.34114
[635]	train-mlogloss:1.25563	validation-mlogloss:1.34103
[636]	train-mlogloss:1.25558	validation-mlogloss:1.34103
[637]	train-mlogloss:1.25554	validation-mlogloss:1.34102
[638]	train-mlogloss:1.25544	validation-mlogloss:1.34100
[639]	train-mlogloss:1.25531	validation-mlogloss:1.34097
[640]	train-mlogloss:1.25528	validation-mlogloss:1.34096
[641]	train-mlogloss:1.25528	validation-mlogloss:1.34096
[642]	train-mlogloss:1.25528	validation-mlogloss:1.34096
[643]	train-mlogloss:1.25522	validation-mlogloss:1.34094
[644]	train-mlogloss:1.25521	validation-mlogloss:1.34090
[645]	train-mlogloss:1.25516	validation-mlogloss:1.34089
[646]	train-mlogloss:1.25509	validation-mlogloss:1.34085
[647]	train-mlogloss:1.25507	validation-mlogloss:1.34085
[648]	train-mlogloss:1.25506	validation-mlogloss:1.34084
[649]	train-mlogloss:1.25500	validation-mlogloss:1.34083
[650]	train-mlogloss:1.25499	validation-mlogloss:1.34082
[651]	train-mlogloss:1.25494	validation-mlogloss:1.34079
[652]	train-mlogloss:1.25490	validation-mlogloss:1.34075
[653]	train-mlogloss:1.25488	validation-mlogloss:1.34075
[654]	train-mlogloss:1.25474	validation-mlogloss:1.34069
[655]	train-mlogloss:1.25470	validation-mlogloss:1.34065
[656]	train-mlogloss:1.25465	validation-mlogloss:1.34057
[657]	train-mlogloss:1.25463	validation-mlogloss:1.34055
[658]	train-mlogloss:1.25459	validation-mlogloss:1.34053
[659]	train-mlogloss:1.25453	validation-mlogloss:1.34045
[660]	train-mlogloss:1.25449	validation-mlogloss:1.34046
[661]	train-mlogloss:1.25448	validation-mlogloss:1.34045
[662]	train-mlogloss:1.25442	validation-mlogloss:1.34043
[663]	train-mlogloss:1.25434	validation-mlogloss:1.34038
[664]	train-mlogloss:1.25434	validation-mlogloss:1.34038
[665]	train-mlogloss:1.25431	validation-mlogloss:1.34038
[666]	train-mlogloss:1.25421	validation-mlogloss:1.34033
[667]	train-mlogloss:1.25421	validation-mlogloss:1.34033
[668]	train-mlogloss:1.25418	validation-mlogloss:1.34028
[669]	train-mlogloss:1.25415	validation-mlogloss:1.34027
[670]	train-mlogloss:1.25411	validation-mlogloss:1.34026
[671]	train-mlogloss:1.25403	validation-mlogloss:1.34022
[672]	train-mlogloss:1.25401	validation-mlogloss:1.34022
[673]	train-mlogloss:1.25401	validation-mlogloss:1.34022
[674]	train-mlogloss:1.25398	validation-mlogloss:1.34022
[675]	train-mlogloss:1.25395	validation-mlogloss:1.34021
[676]	train-mlogloss:1.25389	validation-mlogloss:1.34017
[677]	train-mlogloss:1.25386	validation-mlogloss:1.34017
[678]	train-mlogloss:1.25386	validation-mlogloss:1.34017
[679]	train-mlogloss:1.25379	validation-mlogloss:1.34011
[680]	train-mlogloss:1.25374	validation-mlogloss:1.34006
[681]	train-mlogloss:1.25373	validation-mlogloss:1.34006
[682]	train-mlogloss:1.25370	validation-mlogloss:1.34006
[683]	train-mlogloss:1.25368	validation-mlogloss:1.34004
[684]	train-mlogloss:1.25362	validation-mlogloss:1.34005
[685]	train-mlogloss:1.25362	validation-mlogloss:1.34005
[686]	train-mlogloss:1.25362	validation-mlogloss:1.34005
[687]	train-mlogloss:1.25360	validation-mlogloss:1.34004
[688]	train-mlogloss:1.25357	validation-mlogloss:1.34002
[689]	train-mlogloss:1.25350	validation-mlogloss:1.34002
[690]	train-mlogloss:1.25339	validation-mlogloss:1.33999
[691]	train-mlogloss:1.25338	validation-mlogloss:1.33998
[692]	train-mlogloss:1.25333	validation-mlogloss:1.33997
[693]	train-mlogloss:1.25333	validation-mlogloss:1.33997
[694]	train-mlogloss:1.25333	validation-mlogloss:1.33997
[695]	train-mlogloss:1.25328	validation-mlogloss:1.33994
[696]	train-mlogloss:1.25323	validation-mlogloss:1.33990
[697]	train-mlogloss:1.25322	validation-mlogloss:1.33991
[698]	train-mlogloss:1.25316	validation-mlogloss:1.33986
[699]	train-mlogloss:1.25315	validation-mlogloss:1.33987
[700]	train-mlogloss:1.25310	validation-mlogloss:1.33982
[701]	train-mlogloss:1.25309	validation-mlogloss:1.33979
[702]	train-mlogloss:1.25309	validation-mlogloss:1.33979
[703]	train-mlogloss:1.25309	validation-mlogloss:1.33979
[704]	train-mlogloss:1.25306	validation-mlogloss:1.33977
[705]	train-mlogloss:1.25301	validation-mlogloss:1.33977
[706]	train-mlogloss:1.25298	validation-mlogloss:1.33977
[707]	train-mlogloss:1.25295	validation-mlogloss:1.33972
[708]	train-mlogloss:1.25292	validation-mlogloss:1.33970
[709]	train-mlogloss:1.25291	validation-mlogloss:1.33970
[710]	train-mlogloss:1.25289	validation-mlogloss:1.33969
[711]	train-mlogloss:1.25276	validation-mlogloss:1.33971
[712]	train-mlogloss:1.25273	validation-mlogloss:1.33969
[713]	train-mlogloss:1.25270	validation-mlogloss:1.33963
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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13  2 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.75 [%]
Global accuracy score (test) = 50.42 [%]
Global F1 score (train) = 62.81 [%]
Global F1 score (test) = 50.64 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.39      0.32       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.39      0.41       184
       CAMINAR USUAL SPEED       0.29      0.23      0.26       184
            CAMINAR ZIGZAG       0.58      0.53      0.56       184
          DE PIE BARRIENDO       0.55      0.48      0.51       184
   DE PIE DOBLANDO TOALLAS       0.43      0.48      0.45       184
    DE PIE MOVIENDO LIBROS       0.48      0.45      0.46       184
          DE PIE USANDO PC       0.63      0.67      0.65       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.86      0.61      0.72       184
           SENTADO LEYENDO       0.36      0.43      0.39       184
         SENTADO USANDO PC       0.41      0.26      0.32       184
      SENTADO VIENDO LA TV       0.47      0.40      0.43       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.67      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.52      0.50      0.50      2737


Accuracy capturado en la ejecución 28: 50.42 [%]
F1-score capturado en la ejecución 28: 50.64 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.61 [%]
Global accuracy score (test) = 50.49 [%]
Global F1 score (train) = 62.65 [%]
Global F1 score (test) = 50.6 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.40      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.42      0.44       184
       CAMINAR USUAL SPEED       0.29      0.20      0.24       184
            CAMINAR ZIGZAG       0.59      0.53      0.56       184
          DE PIE BARRIENDO       0.55      0.51      0.53       184
   DE PIE DOBLANDO TOALLAS       0.42      0.45      0.43       184
    DE PIE MOVIENDO LIBROS       0.46      0.43      0.44       184
          DE PIE USANDO PC       0.61      0.67      0.64       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.88      0.64      0.74       184
           SENTADO LEYENDO       0.36      0.42      0.39       184
         SENTADO USANDO PC       0.42      0.26      0.32       184
      SENTADO VIENDO LA TV       0.45      0.40      0.42       184
   SUBIR Y BAJAR ESCALERAS       0.53      0.68      0.60       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.51      0.51      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 29: 50.49 [%]
F1-score capturado en la ejecución 29: 50.6 [%]

=== 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.
(2737, 91)
(18331, 91)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[13 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 62.76 [%]
Global accuracy score (test) = 50.13 [%]
Global F1 score (train) = 62.81 [%]
Global F1 score (test) = 50.28 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.28      0.40      0.33       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.39      0.41       184
       CAMINAR USUAL SPEED       0.27      0.19      0.22       184
            CAMINAR ZIGZAG       0.60      0.54      0.57       184
          DE PIE BARRIENDO       0.56      0.51      0.53       184
   DE PIE DOBLANDO TOALLAS       0.41      0.45      0.43       184
    DE PIE MOVIENDO LIBROS       0.47      0.45      0.46       184
          DE PIE USANDO PC       0.63      0.67      0.65       184
        FASE REPOSO CON K5       0.55      0.79      0.65       184
INCREMENTAL CICLOERGOMETRO       0.88      0.62      0.73       184
           SENTADO LEYENDO       0.33      0.41      0.37       184
         SENTADO USANDO PC       0.43      0.28      0.34       184
      SENTADO VIENDO LA TV       0.43      0.36      0.39       184
   SUBIR Y BAJAR ESCALERAS       0.51      0.68      0.59       184
                    TROTAR       0.93      0.81      0.87       161

                  accuracy                           0.50      2737
                 macro avg       0.52      0.50      0.50      2737
              weighted avg       0.51      0.50      0.50      2737


Accuracy capturado en la ejecución 30: 50.13 [%]
F1-score capturado en la ejecución 30: 50.28 [%]

=== RESUMEN FINAL ===
Accuracies: [50.57, 50.02, 50.2, 50.53, 50.6, 50.2, 50.2, 50.31, 50.68, 50.75, 50.38, 51.04, 50.24, 50.64, 50.35, 50.6, 50.86, 50.35, 50.31, 50.42, 50.16, 51.08, 50.68, 50.68, 50.64, 50.16, 50.75, 50.42, 50.49, 50.13]
F1-scores: [50.79, 50.12, 50.41, 50.69, 50.81, 50.42, 50.34, 50.48, 50.93, 50.9, 50.53, 51.23, 50.48, 50.91, 50.47, 50.73, 50.99, 50.46, 50.47, 50.58, 50.36, 51.26, 50.86, 50.85, 50.84, 50.3, 50.92, 50.64, 50.6, 50.28]
Accuracy mean: 50.4813 | std: 0.2655
F1 mean: 50.6550 | std: 0.2763

Resultados guardados en /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_C/case_C_XGB_acc_gyr_17_classes/metrics_test.npz
