2025-11-04 10:32:48.826346: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:32:48.837610: 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 00:00:1762248768.850677 1048346 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248768.854687 1048346 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248768.864698 1048346 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248768.864722 1048346 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248768.864724 1048346 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248768.864726 1048346 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:32:48.867841: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
/home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/tune/impl/tuner_internal.py:144: RayDeprecationWarning: The `RunConfig` class should be imported from `ray.tune` when passing it to the Tuner. Please update your imports. See this issue for more context and migration options: https://github.com/ray-project/ray/issues/49454. Disable these warnings by setting the environment variable: RAY_TRAIN_ENABLE_V2_MIGRATION_WARNINGS=0
  _log_deprecation_warning(
2025-11-04 10:32:55,114	INFO worker.py:1927 -- Started a local Ray instance.
2025-11-04 10:32:55,800	INFO tune.py:253 -- Initializing Ray automatically. For cluster usage or custom Ray initialization, call `ray.init(...)` before `Tuner(...)`.
2025-11-04 10:32:55,873	INFO trial.py:182 -- Creating a new dirname dir_3e61e_dd5e because trial dirname 'dir_3e61e' already exists.
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2025-11-04 10:32:55,906	INFO trial.py:182 -- Creating a new dirname dir_3e61e_14e9 because trial dirname 'dir_3e61e' already exists.
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1 GPU(s) detected and VRAM set to crossover mode..
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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_superclasses_CPA_METs/XGBoost_hyperparameters_tuning
To visualize your results with TensorBoard, run: `tensorboard --logdir /tmp/ray/session_2025-11-04_10-32-54_305049_1048346/artifacts/2025-11-04_10-32-55/XGBoost_hyperparameters_tuning/driver_artifacts`

Trial status: 20 PENDING
Current time: 2025-11-04 10:32:56. 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_3e61e    PENDING                  608             2        0.0195196       0.547785             0.807243   22.4428                    70      58.886         49.7709              7080 │
│ trial_3e61e    PENDING                  278             3        0.0152949       0.750992             0.831092   28.3893                    81     919.466         18.9778              1744 │
│ trial_3e61e    PENDING                  588             3        0.0146662       0.531688             0.643934    6.20981                  146       5.97029       26.442               5860 │
│ trial_3e61e    PENDING                  576             2        0.0198779       0.618591             0.659284   16.4909                   126      25.2645        24.7553              2569 │
│ trial_3e61e    PENDING                  517             2        0.00901737      0.584256             0.525248   22.0358                   111     397.932          7.34405             4069 │
│ trial_3e61e    PENDING                  376             3        0.018019        0.761167             0.623623    5.2294                   135      17.9044       163.812               6412 │
│ trial_3e61e    PENDING                  571             2        0.0183267       0.761875             0.662762   18.6245                   183       5.85826       77.48                7694 │
│ trial_3e61e    PENDING                  728             2        0.00620727      0.587246             0.688072   13.1042                   194     129.418        348.485               6073 │
│ trial_3e61e    PENDING                  503             3        0.0167579       0.700313             0.731405   10.7857                   121       4.21667       22.5949              6614 │
│ trial_3e61e    PENDING                  251             2        0.00589301      0.791274             0.641109   14.7318                   138      12.1911        59.7902              5962 │
│ trial_3e61e    PENDING                  375             2        0.0191749       0.797987             0.526235   16.8837                   148     277.867         21.2496              8750 │
│ trial_3e61e    PENDING                  552             3        0.00518694      0.743033             0.814563   24.1402                   133      55.5009       220.28                9343 │
│ trial_3e61e    PENDING                  757             3        0.0138236       0.587692             0.709206   25.104                     62       3.11279       23.2571              5613 │
│ trial_3e61e    PENDING                  542             3        0.00705996      0.565602             0.623176    6.66706                  150     107.565        101.116               3953 │
│ trial_3e61e    PENDING                  253             3        0.0101395       0.785125             0.642466   28.4619                   186     497.357        117.888               2414 │
│ trial_3e61e    PENDING                  443             3        0.0152383       0.638747             0.501683    6.21693                  161     876.274         12.0761              5987 │
│ trial_3e61e    PENDING                  289             3        0.0196544       0.61134              0.559905    8.51114                  121     622.376        105.44                3210 │
│ trial_3e61e    PENDING                  439             2        0.0106674       0.7374               0.840622   23.4996                    87     363.963        324.87                5050 │
│ trial_3e61e    PENDING                  397             2        0.0134191       0.515726             0.553979    5.02458                   81      33.3285        26.1677              3722 │
│ trial_3e61e    PENDING                  672             3        0.00727831      0.514721             0.670695   11.7282                    73     747.188        139.556               3798 │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.64393 │
│ gamma                        6.20981 │
│ learning_rate                0.01467 │
│ max_depth                          3 │
│ min_child_weight                 146 │
│ num_boost_round                  588 │
│ random_state                    5860 │
│ reg_alpha                    5.97029 │
│ reg_lambda                    26.442 │
│ subsample                    0.53169 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.52623 │
│ gamma                        16.8837 │
│ learning_rate                0.01917 │
│ max_depth                          2 │
│ min_child_weight                 148 │
│ num_boost_round                  375 │
│ random_state                    8750 │
│ reg_alpha                    277.867 │
│ reg_lambda                   21.2496 │
│ subsample                    0.79799 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.64111 │
│ gamma                        14.7318 │
│ learning_rate                0.00589 │
│ max_depth                          2 │
│ min_child_weight                 138 │
│ num_boost_round                  251 │
│ random_state                    5962 │
│ reg_alpha                    12.1911 │
│ reg_lambda                   59.7902 │
│ subsample                    0.79127 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.70921 │
│ gamma                         25.104 │
│ learning_rate                0.01382 │
│ max_depth                          3 │
│ min_child_weight                  62 │
│ num_boost_round                  757 │
│ random_state                    5613 │
│ reg_alpha                    3.11279 │
│ reg_lambda                   23.2571 │
│ subsample                    0.58769 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.80724 │
│ gamma                        22.4428 │
│ learning_rate                0.01952 │
│ max_depth                          2 │
│ min_child_weight                  70 │
│ num_boost_round                  608 │
│ random_state                    7080 │
│ reg_alpha                     58.886 │
│ reg_lambda                   49.7709 │
│ subsample                    0.54778 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.55991 │
│ gamma                        8.51114 │
│ learning_rate                0.01965 │
│ max_depth                          3 │
│ min_child_weight                 121 │
│ num_boost_round                  289 │
│ random_state                    3210 │
│ reg_alpha                    622.376 │
│ reg_lambda                    105.44 │
│ subsample                    0.61134 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.52525 │
│ gamma                        22.0358 │
│ learning_rate                0.00902 │
│ max_depth                          2 │
│ min_child_weight                 111 │
│ num_boost_round                  517 │
│ random_state                    4069 │
│ reg_alpha                    397.932 │
│ reg_lambda                   7.34405 │
│ subsample                    0.58426 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.66276 │
│ gamma                        18.6245 │
│ learning_rate                0.01833 │
│ max_depth                          2 │
│ min_child_weight                 183 │
│ num_boost_round                  571 │
│ random_state                    7694 │
│ reg_alpha                    5.85826 │
│ reg_lambda                     77.48 │
│ subsample                    0.76187 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.68807 │
│ gamma                        13.1042 │
│ learning_rate                0.00621 │
│ max_depth                          2 │
│ min_child_weight                 194 │
│ num_boost_round                  728 │
│ random_state                    6073 │
│ reg_alpha                    129.418 │
│ reg_lambda                   348.485 │
│ subsample                    0.58725 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.65928 │
│ gamma                        16.4909 │
│ learning_rate                0.01988 │
│ max_depth                          2 │
│ min_child_weight                 126 │
│ num_boost_round                  576 │
│ random_state                    2569 │
│ reg_alpha                    25.2645 │
│ reg_lambda                   24.7553 │
│ subsample                    0.61859 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.62362 │
│ gamma                         5.2294 │
│ learning_rate                0.01802 │
│ max_depth                          3 │
│ min_child_weight                 135 │
│ num_boost_round                  376 │
│ random_state                    6412 │
│ reg_alpha                    17.9044 │
│ reg_lambda                   163.812 │
│ subsample                    0.76117 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
[36m(train_xgb_ray_tune pid=1050009)[0m 2025-11-04 10:32:58.970303: 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=1050018)[0m 2025-11-04 10:32:59.051568: 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=1050018)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
[36m(train_xgb_ray_tune pid=1050018)[0m E0000 00:00:1762248779.075829 1051162 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=1050018)[0m E0000 00:00:1762248779.083909 1051162 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=1050013)[0m W0000 00:00:1762248779.066665 1051155 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=1050013)[0m W0000 00:00:1762248779.066695 1051155 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=1050013)[0m W0000 00:00:1762248779.066697 1051155 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=1050013)[0m W0000 00:00:1762248779.066700 1051155 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=1050013)[0m 2025-11-04 10:32:59.072190: 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=1050013)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.73141 │
│ gamma                        10.7858 │
│ learning_rate                0.01676 │
│ max_depth                          3 │
│ min_child_weight                 121 │
│ num_boost_round                  503 │
│ random_state                    6614 │
│ reg_alpha                    4.21667 │
│ reg_lambda                   22.5949 │
│ subsample                    0.70031 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.6707 │
│ gamma                        11.7282 │
│ learning_rate                0.00728 │
│ max_depth                          3 │
│ min_child_weight                  73 │
│ num_boost_round                  672 │
│ random_state                    3798 │
│ reg_alpha                    747.188 │
│ reg_lambda                   139.556 │
│ subsample                    0.51472 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.81456 │
│ gamma                        24.1402 │
│ learning_rate                0.00519 │
│ max_depth                          3 │
│ min_child_weight                 133 │
│ num_boost_round                  552 │
│ random_state                    9343 │
│ reg_alpha                    55.5009 │
│ reg_lambda                    220.28 │
│ subsample                    0.74303 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.55398 │
│ gamma                        5.02458 │
│ learning_rate                0.01342 │
│ max_depth                          2 │
│ min_child_weight                  81 │
│ num_boost_round                  397 │
│ random_state                    3722 │
│ reg_alpha                    33.3285 │
│ reg_lambda                   26.1677 │
│ subsample                    0.51573 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.84062 │
│ gamma                        23.4996 │
│ learning_rate                0.01067 │
│ max_depth                          2 │
│ min_child_weight                  87 │
│ num_boost_round                  439 │
│ random_state                    5050 │
│ reg_alpha                    363.963 │
│ reg_lambda                    324.87 │
│ subsample                     0.7374 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.64247 │
│ gamma                        28.4619 │
│ learning_rate                0.01014 │
│ max_depth                          3 │
│ min_child_weight                 186 │
│ num_boost_round                  253 │
│ random_state                    2414 │
│ reg_alpha                    497.357 │
│ reg_lambda                   117.888 │
│ subsample                    0.78512 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.83109 │
│ gamma                        28.3893 │
│ learning_rate                0.01529 │
│ max_depth                          3 │
│ min_child_weight                  81 │
│ num_boost_round                  278 │
│ random_state                    1744 │
│ reg_alpha                    919.466 │
│ reg_lambda                   18.9778 │
│ subsample                    0.75099 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.50168 │
│ gamma                        6.21693 │
│ learning_rate                0.01524 │
│ max_depth                          3 │
│ min_child_weight                 161 │
│ num_boost_round                  443 │
│ random_state                    5987 │
│ reg_alpha                    876.274 │
│ reg_lambda                   12.0761 │
│ subsample                    0.63875 │
╰──────────────────────────────────────╯
Trial trial_3e61e started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_3e61e config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.62318 │
│ gamma                        6.66706 │
│ learning_rate                0.00706 │
│ max_depth                          3 │
│ min_child_weight                 150 │
│ num_boost_round                  542 │
│ random_state                    3953 │
│ reg_alpha                    107.565 │
│ reg_lambda                   101.116 │
│ subsample                     0.5656 │
╰──────────────────────────────────────╯
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[36m(train_xgb_ray_tune pid=1050016)[0m   _log_deprecation_warning(
[36m(train_xgb_ray_tune pid=1050008)[0m 2025-11-04 10:32:59.465587: 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
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[36m(train_xgb_ray_tune pid=1050004)[0m E0000 00:00:1762248779.585284 1051288 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=1050008)[0m W0000 00:00:1762248779.542570 1051265 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=1050008)[0m 2025-11-04 10:32:59.548292: 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=1050008)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.[32m [repeated 19x across cluster][0m
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:04. Total running time: 8s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             5.32581 │
│ time_total_s                 5.32581 │
│ training_iteration                 1 │
│ validation_accuracy          0.46103 │
╰──────────────────────────────────────╯
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Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:04. Total running time: 8s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:05. Total running time: 9s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             6.62104 │
│ time_total_s                 6.62104 │
│ training_iteration                 1 │
│ validation_accuracy          0.46103 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1050011)[0m [188]	train-mlogloss:1.23424	validation-mlogloss:1.22644

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:05. Total running time: 9s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:06. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.64662 │
│ time_total_s                 7.64662 │
│ training_iteration                 1 │
│ validation_accuracy           0.4526 │
╰──────────────────────────────────────╯
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Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:06. Total running time: 10s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:06. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.26146 │
│ time_total_s                 8.26146 │
│ training_iteration                 1 │
│ validation_accuracy          0.46103 │
╰──────────────────────────────────────╯
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Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:06. Total running time: 11s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:07. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.61305 │
│ time_total_s                 8.61305 │
│ training_iteration                 1 │
│ validation_accuracy          0.57549 │
╰──────────────────────────────────────╯
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Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:07. Total running time: 11s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:08. Total running time: 12s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             9.44722 │
│ time_total_s                 9.44722 │
│ training_iteration                 1 │
│ validation_accuracy          0.65063 │
╰──────────────────────────────────────╯
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Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:08. Total running time: 12s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:08. Total running time: 12s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             9.43546 │
│ time_total_s                 9.43546 │
│ training_iteration                 1 │
│ validation_accuracy          0.66046 │
╰──────────────────────────────────────╯
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Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:08. Total running time: 12s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:09. Total running time: 13s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             10.7899 │
│ time_total_s                 10.7899 │
│ training_iteration                 1 │
│ validation_accuracy          0.55548 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:09. Total running time: 13s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:09. Total running time: 13s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             10.6391 │
│ time_total_s                 10.6391 │
│ training_iteration                 1 │
│ validation_accuracy          0.69101 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:09. Total running time: 13s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:10. Total running time: 14s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             11.0466 │
│ time_total_s                 11.0466 │
│ training_iteration                 1 │
│ validation_accuracy          0.64396 │
╰──────────────────────────────────────╯
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Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:10. Total running time: 14s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:10. Total running time: 15s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s               12.08 │
│ time_total_s                   12.08 │
│ training_iteration                 1 │
│ validation_accuracy          0.67591 │
╰──────────────────────────────────────╯
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Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:10. Total running time: 15s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:11. Total running time: 15s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             12.3744 │
│ time_total_s                 12.3744 │
│ training_iteration                 1 │
│ validation_accuracy          0.69593 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:11. Total running time: 15s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:11. Total running time: 15s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             12.5411 │
│ time_total_s                 12.5411 │
│ training_iteration                 1 │
│ validation_accuracy           0.7184 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:11. Total running time: 15s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:11. Total running time: 15s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             12.9752 │
│ time_total_s                 12.9752 │
│ training_iteration                 1 │
│ validation_accuracy          0.65765 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:11. Total running time: 15s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:11. Total running time: 15s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             12.9678 │
│ time_total_s                 12.9678 │
│ training_iteration                 1 │
│ validation_accuracy          0.65169 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:11. Total running time: 15s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:12. Total running time: 16s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             13.2888 │
│ time_total_s                 13.2888 │
│ training_iteration                 1 │
│ validation_accuracy          0.71103 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:12. Total running time: 16s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:12. Total running time: 16s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             13.2271 │
│ time_total_s                 13.2271 │
│ training_iteration                 1 │
│ validation_accuracy          0.66362 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:12. Total running time: 16s
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Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:12. Total running time: 16s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             13.7518 │
│ time_total_s                 13.7518 │
│ training_iteration                 1 │
│ validation_accuracy          0.69803 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:12. Total running time: 16s
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[36m(train_xgb_ray_tune pid=1050009)[0m [581]	train-mlogloss:0.66253	validation-mlogloss:0.68926
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[36m(train_xgb_ray_tune pid=1050020)[0m [543]	train-mlogloss:0.90877	validation-mlogloss:0.89935
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2025-11-04 10:33:12,692	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_superclasses_CPA_METs/XGBoost_hyperparameters_tuning' in 0.0179s.
[36m(train_xgb_ray_tune pid=1050020)[0m [549]	train-mlogloss:0.90728	validation-mlogloss:0.89796
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[36m(train_xgb_ray_tune pid=1050020)[0m [551]	train-mlogloss:0.90690	validation-mlogloss:0.89761

Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:12. Total running time: 16s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             13.7386 │
│ time_total_s                 13.7386 │
│ training_iteration                 1 │
│ validation_accuracy          0.66397 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:12. Total running time: 16s

Trial trial_3e61e finished iteration 1 at 2025-11-04 10:33:12. Total running time: 16s
╭──────────────────────────────────────╮
│ Trial trial_3e61e result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             14.0934 │
│ time_total_s                 14.0934 │
│ training_iteration                 1 │
│ validation_accuracy          0.71805 │
╰──────────────────────────────────────╯

Trial trial_3e61e completed after 1 iterations at 2025-11-04 10:33:12. Total running time: 16s

Trial status: 20 TERMINATED
Current time: 2025-11-04 10:33:12. Total running time: 16s
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_3e61e    TERMINATED                 608             2        0.0195196       0.547785             0.807243   22.4428                    70      58.886         49.7709              7080        1           12.9752                 0.657654 │
│ trial_3e61e    TERMINATED                 278             3        0.0152949       0.750992             0.831092   28.3893                    81     919.466         18.9778              1744        1            6.62104                0.461025 │
│ trial_3e61e    TERMINATED                 588             3        0.0146662       0.531688             0.643934    6.20981                  146       5.97029       26.442               5860        1           14.0934                 0.718048 │
│ trial_3e61e    TERMINATED                 576             2        0.0198779       0.618591             0.659284   16.4909                   126      25.2645        24.7553              2569        1           12.08                   0.675913 │
│ trial_3e61e    TERMINATED                 517             2        0.00901737      0.584256             0.525248   22.0358                   111     397.932          7.34405             4069        1           10.7899                 0.555478 │
│ trial_3e61e    TERMINATED                 376             3        0.018019        0.761167             0.623623    5.2294                   135      17.9044       163.812               6412        1           12.5411                 0.718399 │
│ trial_3e61e    TERMINATED                 571             2        0.0183267       0.761875             0.662762   18.6245                   183       5.85826       77.48                7694        1           12.3744                 0.695927 │
│ trial_3e61e    TERMINATED                 728             2        0.00620727      0.587246             0.688072   13.1042                   194     129.418        348.485               6073        1           12.9678                 0.651685 │
│ trial_3e61e    TERMINATED                 503             3        0.0167579       0.700313             0.731405   10.7857                   121       4.21667       22.5949              6614        1           13.2888                 0.711025 │
│ trial_3e61e    TERMINATED                 251             2        0.00589301      0.791274             0.641109   14.7318                   138      12.1911        59.7902              5962        1            9.43546                0.660463 │
│ trial_3e61e    TERMINATED                 375             2        0.0191749       0.797987             0.526235   16.8837                   148     277.867         21.2496              8750        1            9.44722                0.650632 │
│ trial_3e61e    TERMINATED                 552             3        0.00518694      0.743033             0.814563   24.1402                   133      55.5009       220.28                9343        1           13.7386                 0.663975 │
│ trial_3e61e    TERMINATED                 757             3        0.0138236       0.587692             0.709206   25.104                     62       3.11279       23.2571              5613        1           13.7518                 0.698034 │
│ trial_3e61e    TERMINATED                 542             3        0.00705996      0.565602             0.623176    6.66706                  150     107.565        101.116               3953        1           13.2271                 0.663624 │
│ trial_3e61e    TERMINATED                 253             3        0.0101395       0.785125             0.642466   28.4619                   186     497.357        117.888               2414        1            8.61305                0.575492 │
│ trial_3e61e    TERMINATED                 443             3        0.0152383       0.638747             0.501683    6.21693                  161     876.274         12.0761              5987        1            7.64662                0.452598 │
│ trial_3e61e    TERMINATED                 289             3        0.0196544       0.61134              0.559905    8.51114                  121     622.376        105.44                3210        1            8.26146                0.461025 │
│ trial_3e61e    TERMINATED                 439             2        0.0106674       0.7374               0.840622   23.4996                    87     363.963        324.87                5050        1           11.0466                 0.643961 │
│ trial_3e61e    TERMINATED                 397             2        0.0134191       0.515726             0.553979    5.02458                   81      33.3285        26.1677              3722        1           10.6391                 0.691011 │
│ trial_3e61e    TERMINATED                 672             3        0.00727831      0.514721             0.670695   11.7282                    73     747.188        139.556               3798        1            5.32581                0.461025 │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Mejores hiperparámetros XGBoost: {'num_boost_round': 376, 'max_depth': 3, 'learning_rate': 0.018019002856647443, 'subsample': 0.7611665890244015, 'colsample_bytree': 0.623623021333269, 'gamma': 5.229398570026093, 'min_child_weight': 135, 'reg_alpha': 17.90439148036489, 'reg_lambda': 163.81167608500917, 'random_state': 6412}
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[373]	train-mlogloss:0.70553	validation-mlogloss:0.71933
[374]	train-mlogloss:0.70509	validation-mlogloss:0.71908
[375]	train-mlogloss:0.70486	validation-mlogloss:0.71889
Saved model to disk.
[36m(train_xgb_ray_tune pid=1050009)[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 12x across cluster][0m
[36m(train_xgb_ray_tune pid=1050009)[0m   _log_deprecation_warning([32m [repeated 12x across cluster][0m
2025-11-04 10:33:25.428273: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:33:25.439979: 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 00:00:1762248805.453279 1051787 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248805.457435 1051787 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248805.467572 1051787 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248805.467590 1051787 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248805.467592 1051787 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248805.467593 1051787 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:33:25.470716: 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..
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Training a non-convolutional model.
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[23]	train-mlogloss:1.20018	validation-mlogloss:1.19374
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[26]	train-mlogloss:1.18271	validation-mlogloss:1.17649
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[326]	train-mlogloss:0.71533	validation-mlogloss:0.72036
[327]	train-mlogloss:0.71491	validation-mlogloss:0.72002
[328]	train-mlogloss:0.71445	validation-mlogloss:0.71969
[329]	train-mlogloss:0.71408	validation-mlogloss:0.71939
[330]	train-mlogloss:0.71363	validation-mlogloss:0.71901
[331]	train-mlogloss:0.71329	validation-mlogloss:0.71878
[332]	train-mlogloss:0.71292	validation-mlogloss:0.71850
[333]	train-mlogloss:0.71254	validation-mlogloss:0.71826
[334]	train-mlogloss:0.71216	validation-mlogloss:0.71794
[335]	train-mlogloss:0.71175	validation-mlogloss:0.71762
[336]	train-mlogloss:0.71132	validation-mlogloss:0.71731
[337]	train-mlogloss:0.71095	validation-mlogloss:0.71702
[338]	train-mlogloss:0.71066	validation-mlogloss:0.71674
[339]	train-mlogloss:0.71029	validation-mlogloss:0.71651
[340]	train-mlogloss:0.70994	validation-mlogloss:0.71632
[341]	train-mlogloss:0.70965	validation-mlogloss:0.71611
[342]	train-mlogloss:0.70932	validation-mlogloss:0.71585
[343]	train-mlogloss:0.70899	validation-mlogloss:0.71551
[344]	train-mlogloss:0.70872	validation-mlogloss:0.71529
[345]	train-mlogloss:0.70832	validation-mlogloss:0.71502
[346]	train-mlogloss:0.70791	validation-mlogloss:0.71464
[347]	train-mlogloss:0.70762	validation-mlogloss:0.71432
[348]	train-mlogloss:0.70733	validation-mlogloss:0.71417
[349]	train-mlogloss:0.70700	validation-mlogloss:0.71387
[350]	train-mlogloss:0.70656	validation-mlogloss:0.71357
[351]	train-mlogloss:0.70613	validation-mlogloss:0.71325
[352]	train-mlogloss:0.70579	validation-mlogloss:0.71291
[353]	train-mlogloss:0.70548	validation-mlogloss:0.71277
[354]	train-mlogloss:0.70521	validation-mlogloss:0.71249
[355]	train-mlogloss:0.70485	validation-mlogloss:0.71224
[356]	train-mlogloss:0.70453	validation-mlogloss:0.71200
[357]	train-mlogloss:0.70426	validation-mlogloss:0.71174
[358]	train-mlogloss:0.70382	validation-mlogloss:0.71148
[359]	train-mlogloss:0.70352	validation-mlogloss:0.71123
[360]	train-mlogloss:0.70318	validation-mlogloss:0.71098
[361]	train-mlogloss:0.70285	validation-mlogloss:0.71080
[362]	train-mlogloss:0.70240	validation-mlogloss:0.71043
[363]	train-mlogloss:0.70203	validation-mlogloss:0.71020
[364]	train-mlogloss:0.70175	validation-mlogloss:0.70994
[365]	train-mlogloss:0.70144	validation-mlogloss:0.70963
[366]	train-mlogloss:0.70111	validation-mlogloss:0.70937
[367]	train-mlogloss:0.70076	validation-mlogloss:0.70906
[368]	train-mlogloss:0.70038	validation-mlogloss:0.70877
[369]	train-mlogloss:0.69998	validation-mlogloss:0.70836
[370]	train-mlogloss:0.69967	validation-mlogloss:0.70804
[371]	train-mlogloss:0.69935	validation-mlogloss:0.70785
[372]	train-mlogloss:0.69904	validation-mlogloss:0.70765
[373]	train-mlogloss:0.69882	validation-mlogloss:0.70748
[374]	train-mlogloss:0.69857	validation-mlogloss:0.70726
[375]	train-mlogloss:0.69832	validation-mlogloss:0.70701
Saved model to disk.

=== EJECUCIÓN 1 ===

--- TRAIN (ejecución 1) ---

--- TEST (ejecución 1) ---
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.7 [%]
Global accuracy score (test) = 72.49 [%]
Global F1 score (train) = 73.61 [%]
Global F1 score (test) = 72.78 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.48      0.55       400
MODERATE-INTENSITY       0.59      0.84      0.69       400
         SEDENTARY       0.84      0.85      0.84       400
VIGOROUS-INTENSITY       0.96      0.73      0.83       345

          accuracy                           0.72      1545
         macro avg       0.75      0.73      0.73      1545
      weighted avg       0.75      0.72      0.72      1545


Accuracy capturado en la ejecución 1: 72.49 [%]
F1-score capturado en la ejecución 1: 72.78 [%]

=== EJECUCIÓN 2 ===

--- TRAIN (ejecución 2) ---

--- TEST (ejecución 2) ---
2025-11-04 10:33:41.473412: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:33:41.484419: 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 00:00:1762248821.497119 1052091 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248821.500995 1052091 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248821.510667 1052091 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248821.510683 1052091 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248821.510685 1052091 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248821.510686 1052091 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:33:41.513633: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37730	validation-mlogloss:1.37692
[1]	train-mlogloss:1.36784	validation-mlogloss:1.36697
[2]	train-mlogloss:1.35854	validation-mlogloss:1.35689
[3]	train-mlogloss:1.34925	validation-mlogloss:1.34712
[4]	train-mlogloss:1.34027	validation-mlogloss:1.33775
[5]	train-mlogloss:1.33139	validation-mlogloss:1.32842
[6]	train-mlogloss:1.32318	validation-mlogloss:1.31999
[7]	train-mlogloss:1.31463	validation-mlogloss:1.31124
[8]	train-mlogloss:1.30626	validation-mlogloss:1.30242
[9]	train-mlogloss:1.29822	validation-mlogloss:1.29378
[10]	train-mlogloss:1.29067	validation-mlogloss:1.28602
[11]	train-mlogloss:1.28323	validation-mlogloss:1.27842
[12]	train-mlogloss:1.27558	validation-mlogloss:1.27043
[13]	train-mlogloss:1.26841	validation-mlogloss:1.26345
[14]	train-mlogloss:1.26138	validation-mlogloss:1.25620
[15]	train-mlogloss:1.25437	validation-mlogloss:1.24876
[16]	train-mlogloss:1.24744	validation-mlogloss:1.24183
[17]	train-mlogloss:1.24033	validation-mlogloss:1.23447
[18]	train-mlogloss:1.23378	validation-mlogloss:1.22805
[19]	train-mlogloss:1.22703	validation-mlogloss:1.22134
[20]	train-mlogloss:1.22056	validation-mlogloss:1.21448
[21]	train-mlogloss:1.21418	validation-mlogloss:1.20794
[22]	train-mlogloss:1.20768	validation-mlogloss:1.20126
[23]	train-mlogloss:1.20163	validation-mlogloss:1.19543
[24]	train-mlogloss:1.19543	validation-mlogloss:1.18878
[25]	train-mlogloss:1.18958	validation-mlogloss:1.18281
[26]	train-mlogloss:1.18382	validation-mlogloss:1.17694
[27]	train-mlogloss:1.17783	validation-mlogloss:1.17050
[28]	train-mlogloss:1.17206	validation-mlogloss:1.16453
[29]	train-mlogloss:1.16630	validation-mlogloss:1.15858
[30]	train-mlogloss:1.16085	validation-mlogloss:1.15308
[31]	train-mlogloss:1.15542	validation-mlogloss:1.14763
[32]	train-mlogloss:1.15045	validation-mlogloss:1.14259
[33]	train-mlogloss:1.14546	validation-mlogloss:1.13787
[34]	train-mlogloss:1.14039	validation-mlogloss:1.13276
[35]	train-mlogloss:1.13509	validation-mlogloss:1.12715
[36]	train-mlogloss:1.13036	validation-mlogloss:1.12214
[37]	train-mlogloss:1.12549	validation-mlogloss:1.11712
[38]	train-mlogloss:1.12040	validation-mlogloss:1.11213
[39]	train-mlogloss:1.11555	validation-mlogloss:1.10718
[40]	train-mlogloss:1.11109	validation-mlogloss:1.10268
[41]	train-mlogloss:1.10642	validation-mlogloss:1.09798
[42]	train-mlogloss:1.10168	validation-mlogloss:1.09311
[43]	train-mlogloss:1.09733	validation-mlogloss:1.08872
[44]	train-mlogloss:1.09294	validation-mlogloss:1.08415
[45]	train-mlogloss:1.08860	validation-mlogloss:1.07965
[46]	train-mlogloss:1.08458	validation-mlogloss:1.07549
[47]	train-mlogloss:1.08038	validation-mlogloss:1.07130
[48]	train-mlogloss:1.07640	validation-mlogloss:1.06729
[49]	train-mlogloss:1.07234	validation-mlogloss:1.06303
[50]	train-mlogloss:1.06839	validation-mlogloss:1.05897
[51]	train-mlogloss:1.06450	validation-mlogloss:1.05478
[52]	train-mlogloss:1.06056	validation-mlogloss:1.05060
[53]	train-mlogloss:1.05665	validation-mlogloss:1.04676
[54]	train-mlogloss:1.05303	validation-mlogloss:1.04320
[55]	train-mlogloss:1.04940	validation-mlogloss:1.03951
[56]	train-mlogloss:1.04546	validation-mlogloss:1.03568
[57]	train-mlogloss:1.04184	validation-mlogloss:1.03208
[58]	train-mlogloss:1.03847	validation-mlogloss:1.02861
[59]	train-mlogloss:1.03510	validation-mlogloss:1.02524
[60]	train-mlogloss:1.03152	validation-mlogloss:1.02152
[61]	train-mlogloss:1.02834	validation-mlogloss:1.01838
[62]	train-mlogloss:1.02506	validation-mlogloss:1.01509
[63]	train-mlogloss:1.02156	validation-mlogloss:1.01133
[64]	train-mlogloss:1.01817	validation-mlogloss:1.00773
[65]	train-mlogloss:1.01516	validation-mlogloss:1.00455
[66]	train-mlogloss:1.01198	validation-mlogloss:1.00138
[67]	train-mlogloss:1.00873	validation-mlogloss:0.99792
[68]	train-mlogloss:1.00562	validation-mlogloss:0.99457
[69]	train-mlogloss:1.00267	validation-mlogloss:0.99137
[70]	train-mlogloss:0.99946	validation-mlogloss:0.98820
[71]	train-mlogloss:0.99648	validation-mlogloss:0.98527
[72]	train-mlogloss:0.99362	validation-mlogloss:0.98227
[73]	train-mlogloss:0.99077	validation-mlogloss:0.97947
[74]	train-mlogloss:0.98795	validation-mlogloss:0.97659
[75]	train-mlogloss:0.98522	validation-mlogloss:0.97372
[76]	train-mlogloss:0.98235	validation-mlogloss:0.97093
[77]	train-mlogloss:0.97944	validation-mlogloss:0.96789
[78]	train-mlogloss:0.97680	validation-mlogloss:0.96514
[79]	train-mlogloss:0.97435	validation-mlogloss:0.96257
[80]	train-mlogloss:0.97174	validation-mlogloss:0.95987
[81]	train-mlogloss:0.96891	validation-mlogloss:0.95698
[82]	train-mlogloss:0.96624	validation-mlogloss:0.95428
[83]	train-mlogloss:0.96372	validation-mlogloss:0.95157
[84]	train-mlogloss:0.96124	validation-mlogloss:0.94912
[85]	train-mlogloss:0.95888	validation-mlogloss:0.94675
[86]	train-mlogloss:0.95648	validation-mlogloss:0.94433
[87]	train-mlogloss:0.95399	validation-mlogloss:0.94193
[88]	train-mlogloss:0.95174	validation-mlogloss:0.93943
[89]	train-mlogloss:0.94921	validation-mlogloss:0.93670
[90]	train-mlogloss:0.94694	validation-mlogloss:0.93445
[91]	train-mlogloss:0.94464	validation-mlogloss:0.93208
[92]	train-mlogloss:0.94253	validation-mlogloss:0.92996
[93]	train-mlogloss:0.94030	validation-mlogloss:0.92785
[94]	train-mlogloss:0.93805	validation-mlogloss:0.92558
[95]	train-mlogloss:0.93600	validation-mlogloss:0.92347
[96]	train-mlogloss:0.93396	validation-mlogloss:0.92150
[97]	train-mlogloss:0.93188	validation-mlogloss:0.91919
[98]	train-mlogloss:0.92985	validation-mlogloss:0.91721
[99]	train-mlogloss:0.92769	validation-mlogloss:0.91502
[100]	train-mlogloss:0.92573	validation-mlogloss:0.91303
[101]	train-mlogloss:0.92370	validation-mlogloss:0.91101
[102]	train-mlogloss:0.92177	validation-mlogloss:0.90894
[103]	train-mlogloss:0.91967	validation-mlogloss:0.90677
[104]	train-mlogloss:0.91768	validation-mlogloss:0.90470
[105]	train-mlogloss:0.91580	validation-mlogloss:0.90275
[106]	train-mlogloss:0.91395	validation-mlogloss:0.90076
[107]	train-mlogloss:0.91193	validation-mlogloss:0.89867
[108]	train-mlogloss:0.91005	validation-mlogloss:0.89692
[109]	train-mlogloss:0.90810	validation-mlogloss:0.89493
[110]	train-mlogloss:0.90642	validation-mlogloss:0.89327
[111]	train-mlogloss:0.90480	validation-mlogloss:0.89169
[112]	train-mlogloss:0.90308	validation-mlogloss:0.88984
[113]	train-mlogloss:0.90141	validation-mlogloss:0.88821
[114]	train-mlogloss:0.89954	validation-mlogloss:0.88619
[115]	train-mlogloss:0.89790	validation-mlogloss:0.88451
[116]	train-mlogloss:0.89628	validation-mlogloss:0.88295
[117]	train-mlogloss:0.89447	validation-mlogloss:0.88106
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.23 [%]
Global accuracy score (test) = 71.59 [%]
Global F1 score (train) = 73.22 [%]
Global F1 score (test) = 72.08 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.48      0.54       400
MODERATE-INTENSITY       0.58      0.82      0.68       400
         SEDENTARY       0.85      0.81      0.83       400
VIGOROUS-INTENSITY       0.95      0.75      0.83       345

          accuracy                           0.72      1545
         macro avg       0.74      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 2: 71.59 [%]
F1-score capturado en la ejecución 2: 72.08 [%]

=== EJECUCIÓN 3 ===

--- TRAIN (ejecución 3) ---

--- TEST (ejecución 3) ---
2025-11-04 10:33:57.380018: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:33:57.391969: 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 00:00:1762248837.406000 1052395 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248837.410212 1052395 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248837.420790 1052395 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248837.420806 1052395 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248837.420808 1052395 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248837.420809 1052395 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:33:57.424140: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37653	validation-mlogloss:1.37603
[1]	train-mlogloss:1.36700	validation-mlogloss:1.36626
[2]	train-mlogloss:1.35756	validation-mlogloss:1.35648
[3]	train-mlogloss:1.34885	validation-mlogloss:1.34769
[4]	train-mlogloss:1.33967	validation-mlogloss:1.33819
[5]	train-mlogloss:1.33120	validation-mlogloss:1.32935
[6]	train-mlogloss:1.32248	validation-mlogloss:1.32033
[7]	train-mlogloss:1.31441	validation-mlogloss:1.31193
[8]	train-mlogloss:1.30638	validation-mlogloss:1.30370
[9]	train-mlogloss:1.29801	validation-mlogloss:1.29504
[10]	train-mlogloss:1.29045	validation-mlogloss:1.28743
[11]	train-mlogloss:1.28284	validation-mlogloss:1.27972
[12]	train-mlogloss:1.27514	validation-mlogloss:1.27165
[13]	train-mlogloss:1.26785	validation-mlogloss:1.26430
[14]	train-mlogloss:1.26031	validation-mlogloss:1.25660
[15]	train-mlogloss:1.25300	validation-mlogloss:1.24888
[16]	train-mlogloss:1.24564	validation-mlogloss:1.24146
[17]	train-mlogloss:1.23877	validation-mlogloss:1.23426
[18]	train-mlogloss:1.23159	validation-mlogloss:1.22712
[19]	train-mlogloss:1.22507	validation-mlogloss:1.22032
[20]	train-mlogloss:1.21845	validation-mlogloss:1.21336
[21]	train-mlogloss:1.21235	validation-mlogloss:1.20728
[22]	train-mlogloss:1.20581	validation-mlogloss:1.20062
[23]	train-mlogloss:1.19973	validation-mlogloss:1.19470
[24]	train-mlogloss:1.19349	validation-mlogloss:1.18827
[25]	train-mlogloss:1.18767	validation-mlogloss:1.18260
[26]	train-mlogloss:1.18171	validation-mlogloss:1.17671
[27]	train-mlogloss:1.17607	validation-mlogloss:1.17094
[28]	train-mlogloss:1.17064	validation-mlogloss:1.16538
[29]	train-mlogloss:1.16515	validation-mlogloss:1.15972
[30]	train-mlogloss:1.15953	validation-mlogloss:1.15405
[31]	train-mlogloss:1.15414	validation-mlogloss:1.14875
[32]	train-mlogloss:1.14872	validation-mlogloss:1.14315
[33]	train-mlogloss:1.14334	validation-mlogloss:1.13770
[34]	train-mlogloss:1.13812	validation-mlogloss:1.13237
[35]	train-mlogloss:1.13330	validation-mlogloss:1.12758
[36]	train-mlogloss:1.12866	validation-mlogloss:1.12314
[37]	train-mlogloss:1.12399	validation-mlogloss:1.11861
[38]	train-mlogloss:1.11921	validation-mlogloss:1.11372
[39]	train-mlogloss:1.11430	validation-mlogloss:1.10867
[40]	train-mlogloss:1.10931	validation-mlogloss:1.10347
[41]	train-mlogloss:1.10489	validation-mlogloss:1.09917
[42]	train-mlogloss:1.10033	validation-mlogloss:1.09472
[43]	train-mlogloss:1.09588	validation-mlogloss:1.09021
[44]	train-mlogloss:1.09139	validation-mlogloss:1.08559
[45]	train-mlogloss:1.08723	validation-mlogloss:1.08140
[46]	train-mlogloss:1.08284	validation-mlogloss:1.07687
[47]	train-mlogloss:1.07862	validation-mlogloss:1.07251
[48]	train-mlogloss:1.07460	validation-mlogloss:1.06832
[49]	train-mlogloss:1.07069	validation-mlogloss:1.06425
[50]	train-mlogloss:1.06702	validation-mlogloss:1.06063
[51]	train-mlogloss:1.06339	validation-mlogloss:1.05697
[52]	train-mlogloss:1.05960	validation-mlogloss:1.05339
[53]	train-mlogloss:1.05606	validation-mlogloss:1.04991
[54]	train-mlogloss:1.05229	validation-mlogloss:1.04610
[55]	train-mlogloss:1.04842	validation-mlogloss:1.04204
[56]	train-mlogloss:1.04483	validation-mlogloss:1.03834
[57]	train-mlogloss:1.04123	validation-mlogloss:1.03462
[58]	train-mlogloss:1.03762	validation-mlogloss:1.03094
[59]	train-mlogloss:1.03412	validation-mlogloss:1.02754
[60]	train-mlogloss:1.03044	validation-mlogloss:1.02357
[61]	train-mlogloss:1.02689	validation-mlogloss:1.02000
[62]	train-mlogloss:1.02351	validation-mlogloss:1.01659
[63]	train-mlogloss:1.02010	validation-mlogloss:1.01319
[64]	train-mlogloss:1.01692	validation-mlogloss:1.00987
[65]	train-mlogloss:1.01387	validation-mlogloss:1.00680
[66]	train-mlogloss:1.01044	validation-mlogloss:1.00327
[67]	train-mlogloss:1.00726	validation-mlogloss:1.00011
[68]	train-mlogloss:1.00405	validation-mlogloss:0.99674
[69]	train-mlogloss:1.00114	validation-mlogloss:0.99381
[70]	train-mlogloss:0.99785	validation-mlogloss:0.99048
[71]	train-mlogloss:0.99498	validation-mlogloss:0.98771
[72]	train-mlogloss:0.99199	validation-mlogloss:0.98481
[73]	train-mlogloss:0.98911	validation-mlogloss:0.98195
[74]	train-mlogloss:0.98633	validation-mlogloss:0.97923
[75]	train-mlogloss:0.98352	validation-mlogloss:0.97650
[76]	train-mlogloss:0.98077	validation-mlogloss:0.97382
[77]	train-mlogloss:0.97810	validation-mlogloss:0.97119
[78]	train-mlogloss:0.97545	validation-mlogloss:0.96834
[79]	train-mlogloss:0.97300	validation-mlogloss:0.96579
[80]	train-mlogloss:0.97059	validation-mlogloss:0.96341
[81]	train-mlogloss:0.96805	validation-mlogloss:0.96069
[82]	train-mlogloss:0.96554	validation-mlogloss:0.95817
[83]	train-mlogloss:0.96300	validation-mlogloss:0.95559
[84]	train-mlogloss:0.96063	validation-mlogloss:0.95315
[85]	train-mlogloss:0.95798	validation-mlogloss:0.95038
[86]	train-mlogloss:0.95555	validation-mlogloss:0.94810
[87]	train-mlogloss:0.95328	validation-mlogloss:0.94568
[88]	train-mlogloss:0.95088	validation-mlogloss:0.94337
[89]	train-mlogloss:0.94861	validation-mlogloss:0.94104
[90]	train-mlogloss:0.94613	validation-mlogloss:0.93855
[91]	train-mlogloss:0.94381	validation-mlogloss:0.93625
[92]	train-mlogloss:0.94155	validation-mlogloss:0.93391
[93]	train-mlogloss:0.93940	validation-mlogloss:0.93187
[94]	train-mlogloss:0.93718	validation-mlogloss:0.92963
[95]	train-mlogloss:0.93502	validation-mlogloss:0.92747
[96]	train-mlogloss:0.93288	validation-mlogloss:0.92535
[97]	train-mlogloss:0.93084	validation-mlogloss:0.92321
[98]	train-mlogloss:0.92871	validation-mlogloss:0.92119
[99]	train-mlogloss:0.92652	validation-mlogloss:0.91884
[100]	train-mlogloss:0.92452	validation-mlogloss:0.91681
[101]	train-mlogloss:0.92256	validation-mlogloss:0.91487
[102]	train-mlogloss:0.92051	validation-mlogloss:0.91283
[103]	train-mlogloss:0.91866	validation-mlogloss:0.91087
[104]	train-mlogloss:0.91659	validation-mlogloss:0.90898
[105]	train-mlogloss:0.91474	validation-mlogloss:0.90716
[106]	train-mlogloss:0.91289	validation-mlogloss:0.90528
[107]	train-mlogloss:0.91097	validation-mlogloss:0.90328
[108]	train-mlogloss:0.90912	validation-mlogloss:0.90143
[109]	train-mlogloss:0.90741	validation-mlogloss:0.89985
[110]	train-mlogloss:0.90553	validation-mlogloss:0.89801
[111]	train-mlogloss:0.90372	validation-mlogloss:0.89608
[112]	train-mlogloss:0.90201	validation-mlogloss:0.89445
[113]	train-mlogloss:0.90019	validation-mlogloss:0.89264
[114]	train-mlogloss:0.89860	validation-mlogloss:0.89126
[115]	train-mlogloss:0.89683	validation-mlogloss:0.88941
[116]	train-mlogloss:0.89511	validation-mlogloss:0.88773
[117]	train-mlogloss:0.89330	validation-mlogloss:0.88593
[118]	train-mlogloss:0.89171	validation-mlogloss:0.88445
[119]	train-mlogloss:0.88991	validation-mlogloss:0.88273
[120]	train-mlogloss:0.88817	validation-mlogloss:0.88106
[121]	train-mlogloss:0.88642	validation-mlogloss:0.87932
[122]	train-mlogloss:0.88482	validation-mlogloss:0.87761
[123]	train-mlogloss:0.88324	validation-mlogloss:0.87613
[124]	train-mlogloss:0.88161	validation-mlogloss:0.87447
[125]	train-mlogloss:0.88002	validation-mlogloss:0.87299
[126]	train-mlogloss:0.87844	validation-mlogloss:0.87155
[127]	train-mlogloss:0.87691	validation-mlogloss:0.87010
[128]	train-mlogloss:0.87530	validation-mlogloss:0.86853
[129]	train-mlogloss:0.87389	validation-mlogloss:0.86723
[130]	train-mlogloss:0.87234	validation-mlogloss:0.86567
[131]	train-mlogloss:0.87081	validation-mlogloss:0.86405
[132]	train-mlogloss:0.86942	validation-mlogloss:0.86273
[133]	train-mlogloss:0.86798	validation-mlogloss:0.86126
[134]	train-mlogloss:0.86656	validation-mlogloss:0.85997
[135]	train-mlogloss:0.86513	validation-mlogloss:0.85864
[136]	train-mlogloss:0.86379	validation-mlogloss:0.85739
[137]	train-mlogloss:0.86239	validation-mlogloss:0.85609
[138]	train-mlogloss:0.86116	validation-mlogloss:0.85503
[139]	train-mlogloss:0.85984	validation-mlogloss:0.85368
[140]	train-mlogloss:0.85848	validation-mlogloss:0.85233
[141]	train-mlogloss:0.85707	validation-mlogloss:0.85087
[142]	train-mlogloss:0.85579	validation-mlogloss:0.84969
[143]	train-mlogloss:0.85446	validation-mlogloss:0.84846
[144]	train-mlogloss:0.85317	validation-mlogloss:0.84712
[145]	train-mlogloss:0.85187	validation-mlogloss:0.84578
[146]	train-mlogloss:0.85067	validation-mlogloss:0.84448
[147]	train-mlogloss:0.84938	validation-mlogloss:0.84326
[148]	train-mlogloss:0.84814	validation-mlogloss:0.84204
[149]	train-mlogloss:0.84687	validation-mlogloss:0.84078
[150]	train-mlogloss:0.84554	validation-mlogloss:0.83937
[151]	train-mlogloss:0.84427	validation-mlogloss:0.83790
[152]	train-mlogloss:0.84301	validation-mlogloss:0.83662
[153]	train-mlogloss:0.84182	validation-mlogloss:0.83537
[154]	train-mlogloss:0.84062	validation-mlogloss:0.83426
[155]	train-mlogloss:0.83949	validation-mlogloss:0.83322
[156]	train-mlogloss:0.83818	validation-mlogloss:0.83201
[157]	train-mlogloss:0.83705	validation-mlogloss:0.83097
[158]	train-mlogloss:0.83588	validation-mlogloss:0.82971
[159]	train-mlogloss:0.83475	validation-mlogloss:0.82863
[160]	train-mlogloss:0.83364	validation-mlogloss:0.82731
[161]	train-mlogloss:0.83243	validation-mlogloss:0.82604
[162]	train-mlogloss:0.83125	validation-mlogloss:0.82491
[163]	train-mlogloss:0.83027	validation-mlogloss:0.82393
[164]	train-mlogloss:0.82914	validation-mlogloss:0.82273
[165]	train-mlogloss:0.82796	validation-mlogloss:0.82148
[166]	train-mlogloss:0.82698	validation-mlogloss:0.82065
[167]	train-mlogloss:0.82587	validation-mlogloss:0.81957
[168]	train-mlogloss:0.82476	validation-mlogloss:0.81841
[169]	train-mlogloss:0.82371	validation-mlogloss:0.81745
[170]	train-mlogloss:0.82261	validation-mlogloss:0.81638
[171]	train-mlogloss:0.82157	validation-mlogloss:0.81541
[172]	train-mlogloss:0.82053	validation-mlogloss:0.81437
[173]	train-mlogloss:0.81952	validation-mlogloss:0.81344
[174]	train-mlogloss:0.81865	validation-mlogloss:0.81266
[175]	train-mlogloss:0.81761	validation-mlogloss:0.81167
[176]	train-mlogloss:0.81664	validation-mlogloss:0.81074
[177]	train-mlogloss:0.81569	validation-mlogloss:0.80996
[178]	train-mlogloss:0.81461	validation-mlogloss:0.80884
[179]	train-mlogloss:0.81357	validation-mlogloss:0.80778
[180]	train-mlogloss:0.81252	validation-mlogloss:0.80670
[181]	train-mlogloss:0.81162	validation-mlogloss:0.80572
[182]	train-mlogloss:0.81066	validation-mlogloss:0.80472
[183]	train-mlogloss:0.80955	validation-mlogloss:0.80368
[184]	train-mlogloss:0.80864	validation-mlogloss:0.80280
[185]	train-mlogloss:0.80773	validation-mlogloss:0.80193
[186]	train-mlogloss:0.80668	validation-mlogloss:0.80090
[187]	train-mlogloss:0.80567	validation-mlogloss:0.79989
[188]	train-mlogloss:0.80479	validation-mlogloss:0.79911
[189]	train-mlogloss:0.80382	validation-mlogloss:0.79824
[190]	train-mlogloss:0.80285	validation-mlogloss:0.79725
[191]	train-mlogloss:0.80200	validation-mlogloss:0.79640
[192]	train-mlogloss:0.80109	validation-mlogloss:0.79551
[193]	train-mlogloss:0.80016	validation-mlogloss:0.79455
[194]	train-mlogloss:0.79919	validation-mlogloss:0.79368
[195]	train-mlogloss:0.79839	validation-mlogloss:0.79293
[196]	train-mlogloss:0.79746	validation-mlogloss:0.79199
[197]	train-mlogloss:0.79657	validation-mlogloss:0.79124
[198]	train-mlogloss:0.79571	validation-mlogloss:0.79036
[199]	train-mlogloss:0.79481	validation-mlogloss:0.78953
[200]	train-mlogloss:0.79391	validation-mlogloss:0.78866
[201]	train-mlogloss:0.79319	validation-mlogloss:0.78808
[202]	train-mlogloss:0.79247	validation-mlogloss:0.78749
[203]	train-mlogloss:0.79162	validation-mlogloss:0.78665
[204]	train-mlogloss:0.79079	validation-mlogloss:0.78589
[205]	train-mlogloss:0.78991	validation-mlogloss:0.78513
[206]	train-mlogloss:0.78921	validation-mlogloss:0.78448
[207]	train-mlogloss:0.78833	validation-mlogloss:0.78355
[208]	train-mlogloss:0.78753	validation-mlogloss:0.78273
[209]	train-mlogloss:0.78668	validation-mlogloss:0.78198
[210]	train-mlogloss:0.78588	validation-mlogloss:0.78126
[211]	train-mlogloss:0.78503	validation-mlogloss:0.78056
[212]	train-mlogloss:0.78416	validation-mlogloss:0.77970
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[265]	train-mlogloss:0.74887	validation-mlogloss:0.74774
[266]	train-mlogloss:0.74831	validation-mlogloss:0.74722
[267]	train-mlogloss:0.74767	validation-mlogloss:0.74662
[268]	train-mlogloss:0.74711	validation-mlogloss:0.74620
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[271]	train-mlogloss:0.74536	validation-mlogloss:0.74441
[272]	train-mlogloss:0.74476	validation-mlogloss:0.74379
[273]	train-mlogloss:0.74425	validation-mlogloss:0.74341
[274]	train-mlogloss:0.74371	validation-mlogloss:0.74292
[275]	train-mlogloss:0.74313	validation-mlogloss:0.74242
[276]	train-mlogloss:0.74261	validation-mlogloss:0.74200
[277]	train-mlogloss:0.74203	validation-mlogloss:0.74163
[278]	train-mlogloss:0.74152	validation-mlogloss:0.74126
[279]	train-mlogloss:0.74107	validation-mlogloss:0.74092
[280]	train-mlogloss:0.74055	validation-mlogloss:0.74044
[281]	train-mlogloss:0.74002	validation-mlogloss:0.73995
[282]	train-mlogloss:0.73957	validation-mlogloss:0.73949
[283]	train-mlogloss:0.73896	validation-mlogloss:0.73898
[284]	train-mlogloss:0.73842	validation-mlogloss:0.73850
[285]	train-mlogloss:0.73800	validation-mlogloss:0.73816
[286]	train-mlogloss:0.73751	validation-mlogloss:0.73781
[287]	train-mlogloss:0.73702	validation-mlogloss:0.73732
[288]	train-mlogloss:0.73652	validation-mlogloss:0.73684
[289]	train-mlogloss:0.73607	validation-mlogloss:0.73644
[290]	train-mlogloss:0.73557	validation-mlogloss:0.73600
[291]	train-mlogloss:0.73507	validation-mlogloss:0.73555
[292]	train-mlogloss:0.73465	validation-mlogloss:0.73525
[293]	train-mlogloss:0.73419	validation-mlogloss:0.73493
[294]	train-mlogloss:0.73365	validation-mlogloss:0.73450
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[296]	train-mlogloss:0.73268	validation-mlogloss:0.73366
[297]	train-mlogloss:0.73223	validation-mlogloss:0.73325
[298]	train-mlogloss:0.73176	validation-mlogloss:0.73293
[299]	train-mlogloss:0.73130	validation-mlogloss:0.73260
[300]	train-mlogloss:0.73089	validation-mlogloss:0.73230
[301]	train-mlogloss:0.73046	validation-mlogloss:0.73203
[302]	train-mlogloss:0.72998	validation-mlogloss:0.73154
[303]	train-mlogloss:0.72959	validation-mlogloss:0.73128
[304]	train-mlogloss:0.72908	validation-mlogloss:0.73090
[305]	train-mlogloss:0.72870	validation-mlogloss:0.73058
[306]	train-mlogloss:0.72825	validation-mlogloss:0.73016
[307]	train-mlogloss:0.72791	validation-mlogloss:0.72981
[308]	train-mlogloss:0.72747	validation-mlogloss:0.72955
[309]	train-mlogloss:0.72705	validation-mlogloss:0.72928
[310]	train-mlogloss:0.72653	validation-mlogloss:0.72875
[311]	train-mlogloss:0.72621	validation-mlogloss:0.72849
[312]	train-mlogloss:0.72576	validation-mlogloss:0.72813
[313]	train-mlogloss:0.72538	validation-mlogloss:0.72777
[314]	train-mlogloss:0.72498	validation-mlogloss:0.72746
[315]	train-mlogloss:0.72459	validation-mlogloss:0.72716
[316]	train-mlogloss:0.72408	validation-mlogloss:0.72675
[317]	train-mlogloss:0.72371	validation-mlogloss:0.72640
[318]	train-mlogloss:0.72326	validation-mlogloss:0.72612
[319]	train-mlogloss:0.72288	validation-mlogloss:0.72587
[320]	train-mlogloss:0.72240	validation-mlogloss:0.72550
[321]	train-mlogloss:0.72201	validation-mlogloss:0.72517
[322]	train-mlogloss:0.72164	validation-mlogloss:0.72490
[323]	train-mlogloss:0.72118	validation-mlogloss:0.72449
[324]	train-mlogloss:0.72078	validation-mlogloss:0.72406
[325]	train-mlogloss:0.72040	validation-mlogloss:0.72379
[326]	train-mlogloss:0.71995	validation-mlogloss:0.72342
[327]	train-mlogloss:0.71954	validation-mlogloss:0.72303
[328]	train-mlogloss:0.71917	validation-mlogloss:0.72273
[329]	train-mlogloss:0.71869	validation-mlogloss:0.72243
[330]	train-mlogloss:0.71839	validation-mlogloss:0.72221
[331]	train-mlogloss:0.71804	validation-mlogloss:0.72198
[332]	train-mlogloss:0.71767	validation-mlogloss:0.72161
[333]	train-mlogloss:0.71717	validation-mlogloss:0.72119
[334]	train-mlogloss:0.71683	validation-mlogloss:0.72093
[335]	train-mlogloss:0.71649	validation-mlogloss:0.72063
[336]	train-mlogloss:0.71610	validation-mlogloss:0.72033
[337]	train-mlogloss:0.71575	validation-mlogloss:0.72003
[338]	train-mlogloss:0.71546	validation-mlogloss:0.71981
[339]	train-mlogloss:0.71501	validation-mlogloss:0.71936
[340]	train-mlogloss:0.71469	validation-mlogloss:0.71910
[341]	train-mlogloss:0.71430	validation-mlogloss:0.71880
[342]	train-mlogloss:0.71401	validation-mlogloss:0.71855
[343]	train-mlogloss:0.71362	validation-mlogloss:0.71823
[344]	train-mlogloss:0.71328	validation-mlogloss:0.71792
[345]	train-mlogloss:0.71294	validation-mlogloss:0.71768
[346]	train-mlogloss:0.71260	validation-mlogloss:0.71740
[347]	train-mlogloss:0.71227	validation-mlogloss:0.71707
[348]	train-mlogloss:0.71194	validation-mlogloss:0.71679
[349]	train-mlogloss:0.71162	validation-mlogloss:0.71653
[350]	train-mlogloss:0.71137	validation-mlogloss:0.71631
[351]	train-mlogloss:0.71108	validation-mlogloss:0.71616
[352]	train-mlogloss:0.71073	validation-mlogloss:0.71589
[353]	train-mlogloss:0.71041	validation-mlogloss:0.71561
[354]	train-mlogloss:0.71004	validation-mlogloss:0.71533
[355]	train-mlogloss:0.70983	validation-mlogloss:0.71513
[356]	train-mlogloss:0.70949	validation-mlogloss:0.71493
[357]	train-mlogloss:0.70918	validation-mlogloss:0.71472
[358]	train-mlogloss:0.70886	validation-mlogloss:0.71447
[359]	train-mlogloss:0.70863	validation-mlogloss:0.71433
[360]	train-mlogloss:0.70838	validation-mlogloss:0.71413
[361]	train-mlogloss:0.70804	validation-mlogloss:0.71389
[362]	train-mlogloss:0.70775	validation-mlogloss:0.71361
[363]	train-mlogloss:0.70756	validation-mlogloss:0.71353
[364]	train-mlogloss:0.70718	validation-mlogloss:0.71326
[365]	train-mlogloss:0.70684	validation-mlogloss:0.71299
[366]	train-mlogloss:0.70656	validation-mlogloss:0.71274
[367]	train-mlogloss:0.70624	validation-mlogloss:0.71246
[368]	train-mlogloss:0.70599	validation-mlogloss:0.71222
[369]	train-mlogloss:0.70574	validation-mlogloss:0.71195
[370]	train-mlogloss:0.70539	validation-mlogloss:0.71154
[371]	train-mlogloss:0.70511	validation-mlogloss:0.71133
[372]	train-mlogloss:0.70477	validation-mlogloss:0.71108
[373]	train-mlogloss:0.70453	validation-mlogloss:0.71086
[374]	train-mlogloss:0.70422	validation-mlogloss:0.71062
[375]	train-mlogloss:0.70391	validation-mlogloss:0.71038
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.25 [%]
Global accuracy score (test) = 70.49 [%]
Global F1 score (train) = 73.11 [%]
Global F1 score (test) = 70.62 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.43      0.50       400
MODERATE-INTENSITY       0.57      0.84      0.68       400
         SEDENTARY       0.82      0.82      0.82       400
VIGOROUS-INTENSITY       0.94      0.73      0.82       345

          accuracy                           0.70      1545
         macro avg       0.73      0.71      0.71      1545
      weighted avg       0.72      0.70      0.70      1545


Accuracy capturado en la ejecución 3: 70.49 [%]
F1-score capturado en la ejecución 3: 70.62 [%]

=== EJECUCIÓN 4 ===

--- TRAIN (ejecución 4) ---

--- TEST (ejecución 4) ---
2025-11-04 10:34:13.312702: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:34:13.323792: 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 00:00:1762248853.336939 1052695 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248853.340845 1052695 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248853.351015 1052695 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248853.351032 1052695 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248853.351041 1052695 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248853.351042 1052695 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:34:13.354005: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37688	validation-mlogloss:1.37628
[1]	train-mlogloss:1.36738	validation-mlogloss:1.36649
[2]	train-mlogloss:1.35805	validation-mlogloss:1.35670
[3]	train-mlogloss:1.34934	validation-mlogloss:1.34720
[4]	train-mlogloss:1.34125	validation-mlogloss:1.33872
[5]	train-mlogloss:1.33278	validation-mlogloss:1.33006
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[304]	train-mlogloss:0.72814	validation-mlogloss:0.72878
[305]	train-mlogloss:0.72771	validation-mlogloss:0.72840
[306]	train-mlogloss:0.72729	validation-mlogloss:0.72806
[307]	train-mlogloss:0.72689	validation-mlogloss:0.72771
[308]	train-mlogloss:0.72646	validation-mlogloss:0.72734
[309]	train-mlogloss:0.72606	validation-mlogloss:0.72700
[310]	train-mlogloss:0.72560	validation-mlogloss:0.72659
[311]	train-mlogloss:0.72513	validation-mlogloss:0.72618
[312]	train-mlogloss:0.72477	validation-mlogloss:0.72586
[313]	train-mlogloss:0.72433	validation-mlogloss:0.72552
[314]	train-mlogloss:0.72395	validation-mlogloss:0.72517
[315]	train-mlogloss:0.72346	validation-mlogloss:0.72467
[316]	train-mlogloss:0.72310	validation-mlogloss:0.72444
[317]	train-mlogloss:0.72266	validation-mlogloss:0.72412
[318]	train-mlogloss:0.72232	validation-mlogloss:0.72384
[319]	train-mlogloss:0.72196	validation-mlogloss:0.72352
[320]	train-mlogloss:0.72152	validation-mlogloss:0.72319
[321]	train-mlogloss:0.72114	validation-mlogloss:0.72286
[322]	train-mlogloss:0.72075	validation-mlogloss:0.72252
[323]	train-mlogloss:0.72044	validation-mlogloss:0.72229
[324]	train-mlogloss:0.71999	validation-mlogloss:0.72195
[325]	train-mlogloss:0.71964	validation-mlogloss:0.72162
[326]	train-mlogloss:0.71924	validation-mlogloss:0.72137
[327]	train-mlogloss:0.71884	validation-mlogloss:0.72096
[328]	train-mlogloss:0.71844	validation-mlogloss:0.72066
[329]	train-mlogloss:0.71806	validation-mlogloss:0.72036
[330]	train-mlogloss:0.71771	validation-mlogloss:0.72010
[331]	train-mlogloss:0.71720	validation-mlogloss:0.71969
[332]	train-mlogloss:0.71687	validation-mlogloss:0.71943
[333]	train-mlogloss:0.71643	validation-mlogloss:0.71906
[334]	train-mlogloss:0.71603	validation-mlogloss:0.71870
[335]	train-mlogloss:0.71568	validation-mlogloss:0.71839
[336]	train-mlogloss:0.71548	validation-mlogloss:0.71819
[337]	train-mlogloss:0.71520	validation-mlogloss:0.71797
[338]	train-mlogloss:0.71484	validation-mlogloss:0.71763
[339]	train-mlogloss:0.71452	validation-mlogloss:0.71740
[340]	train-mlogloss:0.71421	validation-mlogloss:0.71714
[341]	train-mlogloss:0.71394	validation-mlogloss:0.71691
[342]	train-mlogloss:0.71364	validation-mlogloss:0.71669
[343]	train-mlogloss:0.71326	validation-mlogloss:0.71638
[344]	train-mlogloss:0.71283	validation-mlogloss:0.71606
[345]	train-mlogloss:0.71247	validation-mlogloss:0.71578
[346]	train-mlogloss:0.71216	validation-mlogloss:0.71543
[347]	train-mlogloss:0.71185	validation-mlogloss:0.71513
[348]	train-mlogloss:0.71156	validation-mlogloss:0.71491
[349]	train-mlogloss:0.71111	validation-mlogloss:0.71458
[350]	train-mlogloss:0.71072	validation-mlogloss:0.71425
[351]	train-mlogloss:0.71029	validation-mlogloss:0.71398
[352]	train-mlogloss:0.71004	validation-mlogloss:0.71379
[353]	train-mlogloss:0.70964	validation-mlogloss:0.71356
[354]	train-mlogloss:0.70910	validation-mlogloss:0.71323
[355]	train-mlogloss:0.70880	validation-mlogloss:0.71300
[356]	train-mlogloss:0.70844	validation-mlogloss:0.71275
[357]	train-mlogloss:0.70813	validation-mlogloss:0.71253
[358]	train-mlogloss:0.70782	validation-mlogloss:0.71233
[359]	train-mlogloss:0.70755	validation-mlogloss:0.71216
[360]	train-mlogloss:0.70724	validation-mlogloss:0.71197
[361]	train-mlogloss:0.70701	validation-mlogloss:0.71176
[362]	train-mlogloss:0.70664	validation-mlogloss:0.71155
[363]	train-mlogloss:0.70623	validation-mlogloss:0.71134
[364]	train-mlogloss:0.70592	validation-mlogloss:0.71111
[365]	train-mlogloss:0.70555	validation-mlogloss:0.71086
[366]	train-mlogloss:0.70524	validation-mlogloss:0.71058
[367]	train-mlogloss:0.70496	validation-mlogloss:0.71038
[368]	train-mlogloss:0.70470	validation-mlogloss:0.71021
[369]	train-mlogloss:0.70437	validation-mlogloss:0.70992
[370]	train-mlogloss:0.70405	validation-mlogloss:0.70965
[371]	train-mlogloss:0.70375	validation-mlogloss:0.70938
[372]	train-mlogloss:0.70342	validation-mlogloss:0.70916
[373]	train-mlogloss:0.70325	validation-mlogloss:0.70902
[374]	train-mlogloss:0.70292	validation-mlogloss:0.70880
[375]	train-mlogloss:0.70261	validation-mlogloss:0.70851
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.45 [%]
Global accuracy score (test) = 71.65 [%]
Global F1 score (train) = 73.38 [%]
Global F1 score (test) = 71.75 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.45      0.52       400
MODERATE-INTENSITY       0.58      0.85      0.69       400
         SEDENTARY       0.84      0.84      0.84       400
VIGOROUS-INTENSITY       0.94      0.73      0.82       345

          accuracy                           0.72      1545
         macro avg       0.74      0.72      0.72      1545
      weighted avg       0.74      0.72      0.71      1545


Accuracy capturado en la ejecución 4: 71.65 [%]
F1-score capturado en la ejecución 4: 71.75 [%]

=== EJECUCIÓN 5 ===

--- TRAIN (ejecución 5) ---

--- TEST (ejecución 5) ---
2025-11-04 10:34:29.276111: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:34:29.287701: 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 00:00:1762248869.300794 1053037 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248869.304871 1053037 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248869.314777 1053037 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248869.314795 1053037 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248869.314796 1053037 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248869.314798 1053037 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:34:29.317881: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37671	validation-mlogloss:1.37634
[1]	train-mlogloss:1.36778	validation-mlogloss:1.36709
[2]	train-mlogloss:1.35864	validation-mlogloss:1.35752
[3]	train-mlogloss:1.34970	validation-mlogloss:1.34796
[4]	train-mlogloss:1.34092	validation-mlogloss:1.33860
[5]	train-mlogloss:1.33222	validation-mlogloss:1.32914
[6]	train-mlogloss:1.32395	validation-mlogloss:1.32063
[7]	train-mlogloss:1.31568	validation-mlogloss:1.31214
[8]	train-mlogloss:1.30735	validation-mlogloss:1.30369
[9]	train-mlogloss:1.29975	validation-mlogloss:1.29616
[10]	train-mlogloss:1.29192	validation-mlogloss:1.28800
[11]	train-mlogloss:1.28424	validation-mlogloss:1.28015
[12]	train-mlogloss:1.27637	validation-mlogloss:1.27202
[13]	train-mlogloss:1.26921	validation-mlogloss:1.26481
[14]	train-mlogloss:1.26221	validation-mlogloss:1.25755
[15]	train-mlogloss:1.25507	validation-mlogloss:1.25030
[16]	train-mlogloss:1.24809	validation-mlogloss:1.24327
[17]	train-mlogloss:1.24095	validation-mlogloss:1.23590
[18]	train-mlogloss:1.23463	validation-mlogloss:1.22930
[19]	train-mlogloss:1.22806	validation-mlogloss:1.22258
[20]	train-mlogloss:1.22130	validation-mlogloss:1.21557
[21]	train-mlogloss:1.21509	validation-mlogloss:1.20915
[22]	train-mlogloss:1.20892	validation-mlogloss:1.20298
[23]	train-mlogloss:1.20257	validation-mlogloss:1.19621
[24]	train-mlogloss:1.19632	validation-mlogloss:1.18971
[25]	train-mlogloss:1.19023	validation-mlogloss:1.18322
[26]	train-mlogloss:1.18457	validation-mlogloss:1.17728
[27]	train-mlogloss:1.17865	validation-mlogloss:1.17124
[28]	train-mlogloss:1.17317	validation-mlogloss:1.16552
[29]	train-mlogloss:1.16749	validation-mlogloss:1.15966
[30]	train-mlogloss:1.16196	validation-mlogloss:1.15386
[31]	train-mlogloss:1.15653	validation-mlogloss:1.14835
[32]	train-mlogloss:1.15133	validation-mlogloss:1.14328
[33]	train-mlogloss:1.14593	validation-mlogloss:1.13751
[34]	train-mlogloss:1.14100	validation-mlogloss:1.13248
[35]	train-mlogloss:1.13585	validation-mlogloss:1.12721
[36]	train-mlogloss:1.13112	validation-mlogloss:1.12257
[37]	train-mlogloss:1.12632	validation-mlogloss:1.11794
[38]	train-mlogloss:1.12153	validation-mlogloss:1.11312
[39]	train-mlogloss:1.11663	validation-mlogloss:1.10823
[40]	train-mlogloss:1.11200	validation-mlogloss:1.10362
[41]	train-mlogloss:1.10732	validation-mlogloss:1.09885
[42]	train-mlogloss:1.10277	validation-mlogloss:1.09417
[43]	train-mlogloss:1.09836	validation-mlogloss:1.08982
[44]	train-mlogloss:1.09404	validation-mlogloss:1.08549
[45]	train-mlogloss:1.08977	validation-mlogloss:1.08112
[46]	train-mlogloss:1.08544	validation-mlogloss:1.07662
[47]	train-mlogloss:1.08143	validation-mlogloss:1.07271
[48]	train-mlogloss:1.07720	validation-mlogloss:1.06845
[49]	train-mlogloss:1.07324	validation-mlogloss:1.06418
[50]	train-mlogloss:1.06918	validation-mlogloss:1.05997
[51]	train-mlogloss:1.06529	validation-mlogloss:1.05614
[52]	train-mlogloss:1.06137	validation-mlogloss:1.05197
[53]	train-mlogloss:1.05754	validation-mlogloss:1.04817
[54]	train-mlogloss:1.05382	validation-mlogloss:1.04434
[55]	train-mlogloss:1.05026	validation-mlogloss:1.04074
[56]	train-mlogloss:1.04663	validation-mlogloss:1.03717
[57]	train-mlogloss:1.04308	validation-mlogloss:1.03371
[58]	train-mlogloss:1.03961	validation-mlogloss:1.03024
[59]	train-mlogloss:1.03613	validation-mlogloss:1.02660
[60]	train-mlogloss:1.03272	validation-mlogloss:1.02312
[61]	train-mlogloss:1.02922	validation-mlogloss:1.01960
[62]	train-mlogloss:1.02583	validation-mlogloss:1.01624
[63]	train-mlogloss:1.02250	validation-mlogloss:1.01276
[64]	train-mlogloss:1.01923	validation-mlogloss:1.00942
[65]	train-mlogloss:1.01605	validation-mlogloss:1.00611
[66]	train-mlogloss:1.01299	validation-mlogloss:1.00304
[67]	train-mlogloss:1.01008	validation-mlogloss:0.99993
[68]	train-mlogloss:1.00701	validation-mlogloss:0.99664
[69]	train-mlogloss:1.00383	validation-mlogloss:0.99341
[70]	train-mlogloss:1.00078	validation-mlogloss:0.99007
[71]	train-mlogloss:0.99809	validation-mlogloss:0.98733
[72]	train-mlogloss:0.99503	validation-mlogloss:0.98404
[73]	train-mlogloss:0.99214	validation-mlogloss:0.98111
[74]	train-mlogloss:0.98922	validation-mlogloss:0.97836
[75]	train-mlogloss:0.98647	validation-mlogloss:0.97549
[76]	train-mlogloss:0.98363	validation-mlogloss:0.97263
[77]	train-mlogloss:0.98098	validation-mlogloss:0.96994
[78]	train-mlogloss:0.97828	validation-mlogloss:0.96713
[79]	train-mlogloss:0.97575	validation-mlogloss:0.96477
[80]	train-mlogloss:0.97324	validation-mlogloss:0.96225
[81]	train-mlogloss:0.97068	validation-mlogloss:0.95952
[82]	train-mlogloss:0.96816	validation-mlogloss:0.95699
[83]	train-mlogloss:0.96569	validation-mlogloss:0.95455
[84]	train-mlogloss:0.96323	validation-mlogloss:0.95189
[85]	train-mlogloss:0.96076	validation-mlogloss:0.94936
[86]	train-mlogloss:0.95816	validation-mlogloss:0.94661
[87]	train-mlogloss:0.95584	validation-mlogloss:0.94427
[88]	train-mlogloss:0.95345	validation-mlogloss:0.94196
[89]	train-mlogloss:0.95129	validation-mlogloss:0.93976
[90]	train-mlogloss:0.94912	validation-mlogloss:0.93749
[91]	train-mlogloss:0.94688	validation-mlogloss:0.93523
[92]	train-mlogloss:0.94447	validation-mlogloss:0.93284
[93]	train-mlogloss:0.94237	validation-mlogloss:0.93061
[94]	train-mlogloss:0.94025	validation-mlogloss:0.92837
[95]	train-mlogloss:0.93812	validation-mlogloss:0.92604
[96]	train-mlogloss:0.93591	validation-mlogloss:0.92390
[97]	train-mlogloss:0.93381	validation-mlogloss:0.92195
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
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This activity can't be balanced (in a downsampling way)
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 72.72 [%]
Global accuracy score (test) = 71.07 [%]
Global F1 score (train) = 72.6 [%]
Global F1 score (test) = 71.27 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.45      0.51       400
MODERATE-INTENSITY       0.58      0.82      0.68       400
         SEDENTARY       0.84      0.84      0.84       400
VIGOROUS-INTENSITY       0.92      0.73      0.82       345

          accuracy                           0.71      1545
         macro avg       0.73      0.71      0.71      1545
      weighted avg       0.73      0.71      0.71      1545


Accuracy capturado en la ejecución 5: 71.07 [%]
F1-score capturado en la ejecución 5: 71.27 [%]

=== EJECUCIÓN 6 ===

--- TRAIN (ejecución 6) ---

--- TEST (ejecución 6) ---
2025-11-04 10:34:45.422416: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:34:45.433631: 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 00:00:1762248885.446799 1053342 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248885.450919 1053342 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248885.460819 1053342 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248885.460839 1053342 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248885.460840 1053342 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248885.460841 1053342 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:34:45.463998: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37685	validation-mlogloss:1.37682
[1]	train-mlogloss:1.36733	validation-mlogloss:1.36714
[2]	train-mlogloss:1.35819	validation-mlogloss:1.35754
[3]	train-mlogloss:1.34920	validation-mlogloss:1.34835
[4]	train-mlogloss:1.34025	validation-mlogloss:1.33924
[5]	train-mlogloss:1.33208	validation-mlogloss:1.33065
[6]	train-mlogloss:1.32340	validation-mlogloss:1.32184
[7]	train-mlogloss:1.31498	validation-mlogloss:1.31342
[8]	train-mlogloss:1.30682	validation-mlogloss:1.30494
[9]	train-mlogloss:1.29879	validation-mlogloss:1.29695
[10]	train-mlogloss:1.29106	validation-mlogloss:1.28903
[11]	train-mlogloss:1.28320	validation-mlogloss:1.28121
[12]	train-mlogloss:1.27596	validation-mlogloss:1.27424
[13]	train-mlogloss:1.26859	validation-mlogloss:1.26678
[14]	train-mlogloss:1.26128	validation-mlogloss:1.25942
[15]	train-mlogloss:1.25410	validation-mlogloss:1.25186
[16]	train-mlogloss:1.24699	validation-mlogloss:1.24444
[17]	train-mlogloss:1.24043	validation-mlogloss:1.23786
[18]	train-mlogloss:1.23348	validation-mlogloss:1.23050
[19]	train-mlogloss:1.22697	validation-mlogloss:1.22415
[20]	train-mlogloss:1.22085	validation-mlogloss:1.21831
[21]	train-mlogloss:1.21435	validation-mlogloss:1.21144
[22]	train-mlogloss:1.20787	validation-mlogloss:1.20480
[23]	train-mlogloss:1.20150	validation-mlogloss:1.19817
[24]	train-mlogloss:1.19568	validation-mlogloss:1.19218
[25]	train-mlogloss:1.18967	validation-mlogloss:1.18624
[26]	train-mlogloss:1.18352	validation-mlogloss:1.18007
[27]	train-mlogloss:1.17765	validation-mlogloss:1.17399
[28]	train-mlogloss:1.17180	validation-mlogloss:1.16796
[29]	train-mlogloss:1.16617	validation-mlogloss:1.16207
[30]	train-mlogloss:1.16059	validation-mlogloss:1.15636
[31]	train-mlogloss:1.15507	validation-mlogloss:1.15082
[32]	train-mlogloss:1.14992	validation-mlogloss:1.14564
[33]	train-mlogloss:1.14486	validation-mlogloss:1.14024
[34]	train-mlogloss:1.13963	validation-mlogloss:1.13490
[35]	train-mlogloss:1.13451	validation-mlogloss:1.12967
[36]	train-mlogloss:1.12953	validation-mlogloss:1.12469
[37]	train-mlogloss:1.12459	validation-mlogloss:1.11951
[38]	train-mlogloss:1.11981	validation-mlogloss:1.11480
[39]	train-mlogloss:1.11524	validation-mlogloss:1.11016
[40]	train-mlogloss:1.11057	validation-mlogloss:1.10535
[41]	train-mlogloss:1.10618	validation-mlogloss:1.10104
[42]	train-mlogloss:1.10143	validation-mlogloss:1.09617
[43]	train-mlogloss:1.09662	validation-mlogloss:1.09136
[44]	train-mlogloss:1.09205	validation-mlogloss:1.08671
[45]	train-mlogloss:1.08760	validation-mlogloss:1.08235
[46]	train-mlogloss:1.08365	validation-mlogloss:1.07833
[47]	train-mlogloss:1.07938	validation-mlogloss:1.07398
[48]	train-mlogloss:1.07530	validation-mlogloss:1.07002
[49]	train-mlogloss:1.07116	validation-mlogloss:1.06585
[50]	train-mlogloss:1.06706	validation-mlogloss:1.06183
[51]	train-mlogloss:1.06326	validation-mlogloss:1.05801
[52]	train-mlogloss:1.05941	validation-mlogloss:1.05417
[53]	train-mlogloss:1.05556	validation-mlogloss:1.05023
[54]	train-mlogloss:1.05179	validation-mlogloss:1.04617
[55]	train-mlogloss:1.04805	validation-mlogloss:1.04247
[56]	train-mlogloss:1.04448	validation-mlogloss:1.03889
[57]	train-mlogloss:1.04089	validation-mlogloss:1.03513
[58]	train-mlogloss:1.03727	validation-mlogloss:1.03171
[59]	train-mlogloss:1.03386	validation-mlogloss:1.02816
[60]	train-mlogloss:1.03045	validation-mlogloss:1.02476
[61]	train-mlogloss:1.02705	validation-mlogloss:1.02142
[62]	train-mlogloss:1.02343	validation-mlogloss:1.01784
[63]	train-mlogloss:1.02009	validation-mlogloss:1.01456
[64]	train-mlogloss:1.01657	validation-mlogloss:1.01128
[65]	train-mlogloss:1.01338	validation-mlogloss:1.00797
[66]	train-mlogloss:1.01025	validation-mlogloss:1.00506
[67]	train-mlogloss:1.00687	validation-mlogloss:1.00157
[68]	train-mlogloss:1.00378	validation-mlogloss:0.99847
[69]	train-mlogloss:1.00089	validation-mlogloss:0.99543
[70]	train-mlogloss:0.99793	validation-mlogloss:0.99263
[71]	train-mlogloss:0.99505	validation-mlogloss:0.98969
[72]	train-mlogloss:0.99215	validation-mlogloss:0.98685
[73]	train-mlogloss:0.98919	validation-mlogloss:0.98406
[74]	train-mlogloss:0.98642	validation-mlogloss:0.98117
[75]	train-mlogloss:0.98365	validation-mlogloss:0.97835
[76]	train-mlogloss:0.98075	validation-mlogloss:0.97565
[77]	train-mlogloss:0.97804	validation-mlogloss:0.97289
[78]	train-mlogloss:0.97530	validation-mlogloss:0.97023
[79]	train-mlogloss:0.97258	validation-mlogloss:0.96745
[80]	train-mlogloss:0.96998	validation-mlogloss:0.96491
[81]	train-mlogloss:0.96719	validation-mlogloss:0.96206
[82]	train-mlogloss:0.96456	validation-mlogloss:0.95923
[83]	train-mlogloss:0.96208	validation-mlogloss:0.95677
[84]	train-mlogloss:0.95963	validation-mlogloss:0.95445
[85]	train-mlogloss:0.95716	validation-mlogloss:0.95195
[86]	train-mlogloss:0.95475	validation-mlogloss:0.94940
[87]	train-mlogloss:0.95220	validation-mlogloss:0.94699
[88]	train-mlogloss:0.94981	validation-mlogloss:0.94467
[89]	train-mlogloss:0.94737	validation-mlogloss:0.94229
[90]	train-mlogloss:0.94525	validation-mlogloss:0.94022
[91]	train-mlogloss:0.94314	validation-mlogloss:0.93826
[92]	train-mlogloss:0.94092	validation-mlogloss:0.93600
[93]	train-mlogloss:0.93864	validation-mlogloss:0.93381
[94]	train-mlogloss:0.93646	validation-mlogloss:0.93158
[95]	train-mlogloss:0.93430	validation-mlogloss:0.92947
[96]	train-mlogloss:0.93221	validation-mlogloss:0.92739
[97]	train-mlogloss:0.93016	validation-mlogloss:0.92553
[98]	train-mlogloss:0.92803	validation-mlogloss:0.92336
[99]	train-mlogloss:0.92603	validation-mlogloss:0.92126
[100]	train-mlogloss:0.92392	validation-mlogloss:0.91921
[101]	train-mlogloss:0.92192	validation-mlogloss:0.91727
[102]	train-mlogloss:0.91981	validation-mlogloss:0.91514
[103]	train-mlogloss:0.91777	validation-mlogloss:0.91303
[104]	train-mlogloss:0.91598	validation-mlogloss:0.91121
[105]	train-mlogloss:0.91402	validation-mlogloss:0.90921
[106]	train-mlogloss:0.91214	validation-mlogloss:0.90734
[107]	train-mlogloss:0.91003	validation-mlogloss:0.90518
[108]	train-mlogloss:0.90809	validation-mlogloss:0.90340
[109]	train-mlogloss:0.90624	validation-mlogloss:0.90153
[110]	train-mlogloss:0.90434	validation-mlogloss:0.89965
[111]	train-mlogloss:0.90225	validation-mlogloss:0.89757
[112]	train-mlogloss:0.90039	validation-mlogloss:0.89579
[113]	train-mlogloss:0.89867	validation-mlogloss:0.89416
[114]	train-mlogloss:0.89680	validation-mlogloss:0.89245
[115]	train-mlogloss:0.89500	validation-mlogloss:0.89063
[116]	train-mlogloss:0.89331	validation-mlogloss:0.88899
[117]	train-mlogloss:0.89145	validation-mlogloss:0.88708
[118]	train-mlogloss:0.88981	validation-mlogloss:0.88538
[119]	train-mlogloss:0.88793	validation-mlogloss:0.88362
[120]	train-mlogloss:0.88631	validation-mlogloss:0.88213
[121]	train-mlogloss:0.88468	validation-mlogloss:0.88044
[122]	train-mlogloss:0.88297	validation-mlogloss:0.87882
[123]	train-mlogloss:0.88148	validation-mlogloss:0.87738
[124]	train-mlogloss:0.87976	validation-mlogloss:0.87562
[125]	train-mlogloss:0.87810	validation-mlogloss:0.87387
[126]	train-mlogloss:0.87660	validation-mlogloss:0.87239
[127]	train-mlogloss:0.87503	validation-mlogloss:0.87073
[128]	train-mlogloss:0.87369	validation-mlogloss:0.86944
[129]	train-mlogloss:0.87228	validation-mlogloss:0.86795
[130]	train-mlogloss:0.87061	validation-mlogloss:0.86639
[131]	train-mlogloss:0.86886	validation-mlogloss:0.86477
[132]	train-mlogloss:0.86716	validation-mlogloss:0.86318
[133]	train-mlogloss:0.86569	validation-mlogloss:0.86168
[134]	train-mlogloss:0.86431	validation-mlogloss:0.86034
[135]	train-mlogloss:0.86293	validation-mlogloss:0.85914
[136]	train-mlogloss:0.86149	validation-mlogloss:0.85765
[137]	train-mlogloss:0.86019	validation-mlogloss:0.85623
[138]	train-mlogloss:0.85884	validation-mlogloss:0.85494
[139]	train-mlogloss:0.85740	validation-mlogloss:0.85348
[140]	train-mlogloss:0.85610	validation-mlogloss:0.85239
[141]	train-mlogloss:0.85485	validation-mlogloss:0.85127
[142]	train-mlogloss:0.85349	validation-mlogloss:0.85000
[143]	train-mlogloss:0.85216	validation-mlogloss:0.84885
[144]	train-mlogloss:0.85080	validation-mlogloss:0.84738
[145]	train-mlogloss:0.84927	validation-mlogloss:0.84594
[146]	train-mlogloss:0.84799	validation-mlogloss:0.84464
[147]	train-mlogloss:0.84677	validation-mlogloss:0.84358
[148]	train-mlogloss:0.84567	validation-mlogloss:0.84255
[149]	train-mlogloss:0.84432	validation-mlogloss:0.84122
[150]	train-mlogloss:0.84309	validation-mlogloss:0.84011
[151]	train-mlogloss:0.84195	validation-mlogloss:0.83905
[152]	train-mlogloss:0.84070	validation-mlogloss:0.83790
[153]	train-mlogloss:0.83933	validation-mlogloss:0.83667
[154]	train-mlogloss:0.83790	validation-mlogloss:0.83551
[155]	train-mlogloss:0.83672	validation-mlogloss:0.83423
[156]	train-mlogloss:0.83541	validation-mlogloss:0.83288
[157]	train-mlogloss:0.83412	validation-mlogloss:0.83166
[158]	train-mlogloss:0.83282	validation-mlogloss:0.83041
[159]	train-mlogloss:0.83161	validation-mlogloss:0.82932
[160]	train-mlogloss:0.83033	validation-mlogloss:0.82821
[161]	train-mlogloss:0.82929	validation-mlogloss:0.82711
[162]	train-mlogloss:0.82813	validation-mlogloss:0.82616
[163]	train-mlogloss:0.82685	validation-mlogloss:0.82496
[164]	train-mlogloss:0.82564	validation-mlogloss:0.82392
[165]	train-mlogloss:0.82451	validation-mlogloss:0.82284
[166]	train-mlogloss:0.82341	validation-mlogloss:0.82188
[167]	train-mlogloss:0.82230	validation-mlogloss:0.82098
[168]	train-mlogloss:0.82104	validation-mlogloss:0.81990
[169]	train-mlogloss:0.81989	validation-mlogloss:0.81874
[170]	train-mlogloss:0.81884	validation-mlogloss:0.81769
[171]	train-mlogloss:0.81769	validation-mlogloss:0.81665
[172]	train-mlogloss:0.81655	validation-mlogloss:0.81543
[173]	train-mlogloss:0.81539	validation-mlogloss:0.81445
[174]	train-mlogloss:0.81434	validation-mlogloss:0.81350
[175]	train-mlogloss:0.81338	validation-mlogloss:0.81260
[176]	train-mlogloss:0.81236	validation-mlogloss:0.81165
[177]	train-mlogloss:0.81121	validation-mlogloss:0.81054
[178]	train-mlogloss:0.81024	validation-mlogloss:0.80965
[179]	train-mlogloss:0.80919	validation-mlogloss:0.80874
[180]	train-mlogloss:0.80805	validation-mlogloss:0.80774
[181]	train-mlogloss:0.80708	validation-mlogloss:0.80691
[182]	train-mlogloss:0.80598	validation-mlogloss:0.80593
[183]	train-mlogloss:0.80483	validation-mlogloss:0.80484
[184]	train-mlogloss:0.80381	validation-mlogloss:0.80380
[185]	train-mlogloss:0.80276	validation-mlogloss:0.80292
[186]	train-mlogloss:0.80183	validation-mlogloss:0.80217
[187]	train-mlogloss:0.80094	validation-mlogloss:0.80140
[188]	train-mlogloss:0.79995	validation-mlogloss:0.80044
[189]	train-mlogloss:0.79887	validation-mlogloss:0.79944
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[191]	train-mlogloss:0.79721	validation-mlogloss:0.79793
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[302]	train-mlogloss:0.72380	validation-mlogloss:0.73512
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[306]	train-mlogloss:0.72185	validation-mlogloss:0.73361
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[309]	train-mlogloss:0.72054	validation-mlogloss:0.73253
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[311]	train-mlogloss:0.71955	validation-mlogloss:0.73170
[312]	train-mlogloss:0.71908	validation-mlogloss:0.73133
[313]	train-mlogloss:0.71858	validation-mlogloss:0.73092
[314]	train-mlogloss:0.71822	validation-mlogloss:0.73074
[315]	train-mlogloss:0.71773	validation-mlogloss:0.73042
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[318]	train-mlogloss:0.71654	validation-mlogloss:0.72955
[319]	train-mlogloss:0.71612	validation-mlogloss:0.72932
[320]	train-mlogloss:0.71576	validation-mlogloss:0.72898
[321]	train-mlogloss:0.71540	validation-mlogloss:0.72871
[322]	train-mlogloss:0.71505	validation-mlogloss:0.72842
[323]	train-mlogloss:0.71472	validation-mlogloss:0.72817
[324]	train-mlogloss:0.71433	validation-mlogloss:0.72781
[325]	train-mlogloss:0.71398	validation-mlogloss:0.72748
[326]	train-mlogloss:0.71355	validation-mlogloss:0.72717
[327]	train-mlogloss:0.71314	validation-mlogloss:0.72678
[328]	train-mlogloss:0.71281	validation-mlogloss:0.72641
[329]	train-mlogloss:0.71246	validation-mlogloss:0.72612
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[331]	train-mlogloss:0.71174	validation-mlogloss:0.72553
[332]	train-mlogloss:0.71148	validation-mlogloss:0.72532
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[338]	train-mlogloss:0.70925	validation-mlogloss:0.72352
[339]	train-mlogloss:0.70880	validation-mlogloss:0.72329
[340]	train-mlogloss:0.70844	validation-mlogloss:0.72303
[341]	train-mlogloss:0.70812	validation-mlogloss:0.72276
[342]	train-mlogloss:0.70769	validation-mlogloss:0.72244
[343]	train-mlogloss:0.70742	validation-mlogloss:0.72228
[344]	train-mlogloss:0.70716	validation-mlogloss:0.72205
[345]	train-mlogloss:0.70678	validation-mlogloss:0.72175
[346]	train-mlogloss:0.70640	validation-mlogloss:0.72150
[347]	train-mlogloss:0.70605	validation-mlogloss:0.72127
[348]	train-mlogloss:0.70569	validation-mlogloss:0.72099
[349]	train-mlogloss:0.70535	validation-mlogloss:0.72071
[350]	train-mlogloss:0.70504	validation-mlogloss:0.72050
[351]	train-mlogloss:0.70479	validation-mlogloss:0.72030
[352]	train-mlogloss:0.70458	validation-mlogloss:0.72011
[353]	train-mlogloss:0.70437	validation-mlogloss:0.71996
[354]	train-mlogloss:0.70409	validation-mlogloss:0.71977
[355]	train-mlogloss:0.70368	validation-mlogloss:0.71947
[356]	train-mlogloss:0.70340	validation-mlogloss:0.71924
[357]	train-mlogloss:0.70317	validation-mlogloss:0.71903
[358]	train-mlogloss:0.70281	validation-mlogloss:0.71877
[359]	train-mlogloss:0.70251	validation-mlogloss:0.71859
[360]	train-mlogloss:0.70217	validation-mlogloss:0.71841
[361]	train-mlogloss:0.70179	validation-mlogloss:0.71812
[362]	train-mlogloss:0.70151	validation-mlogloss:0.71788
[363]	train-mlogloss:0.70116	validation-mlogloss:0.71754
[364]	train-mlogloss:0.70082	validation-mlogloss:0.71730
[365]	train-mlogloss:0.70053	validation-mlogloss:0.71711
[366]	train-mlogloss:0.70027	validation-mlogloss:0.71690
[367]	train-mlogloss:0.70000	validation-mlogloss:0.71673
[368]	train-mlogloss:0.69974	validation-mlogloss:0.71644
[369]	train-mlogloss:0.69947	validation-mlogloss:0.71620
[370]	train-mlogloss:0.69917	validation-mlogloss:0.71597
[371]	train-mlogloss:0.69883	validation-mlogloss:0.71572
[372]	train-mlogloss:0.69852	validation-mlogloss:0.71555
[373]	train-mlogloss:0.69822	validation-mlogloss:0.71528
[374]	train-mlogloss:0.69800	validation-mlogloss:0.71511
[375]	train-mlogloss:0.69776	validation-mlogloss:0.71487
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.75 [%]
Global accuracy score (test) = 72.88 [%]
Global F1 score (train) = 73.65 [%]
Global F1 score (test) = 72.95 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.46      0.54       400
MODERATE-INTENSITY       0.59      0.85      0.70       400
         SEDENTARY       0.84      0.85      0.85       400
VIGOROUS-INTENSITY       0.94      0.75      0.84       345

          accuracy                           0.73      1545
         macro avg       0.75      0.73      0.73      1545
      weighted avg       0.75      0.73      0.73      1545


Accuracy capturado en la ejecución 6: 72.88 [%]
F1-score capturado en la ejecución 6: 72.95 [%]

=== EJECUCIÓN 7 ===

--- TRAIN (ejecución 7) ---

--- TEST (ejecución 7) ---
2025-11-04 10:35:01.327105: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:35:01.338548: 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 00:00:1762248901.351636 1053646 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248901.355808 1053646 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248901.365585 1053646 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248901.365600 1053646 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248901.365602 1053646 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248901.365603 1053646 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:35:01.368706: 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..
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37642	validation-mlogloss:1.37614
[1]	train-mlogloss:1.36686	validation-mlogloss:1.36615
[2]	train-mlogloss:1.35761	validation-mlogloss:1.35684
[3]	train-mlogloss:1.34879	validation-mlogloss:1.34797
[4]	train-mlogloss:1.33978	validation-mlogloss:1.33867
[5]	train-mlogloss:1.33090	validation-mlogloss:1.32931
[6]	train-mlogloss:1.32224	validation-mlogloss:1.32022
[7]	train-mlogloss:1.31393	validation-mlogloss:1.31154
[8]	train-mlogloss:1.30612	validation-mlogloss:1.30376
[9]	train-mlogloss:1.29800	validation-mlogloss:1.29534
[10]	train-mlogloss:1.29037	validation-mlogloss:1.28758
[11]	train-mlogloss:1.28257	validation-mlogloss:1.27950
[12]	train-mlogloss:1.27478	validation-mlogloss:1.27143
[13]	train-mlogloss:1.26735	validation-mlogloss:1.26394
[14]	train-mlogloss:1.25985	validation-mlogloss:1.25631
[15]	train-mlogloss:1.25302	validation-mlogloss:1.24950
[16]	train-mlogloss:1.24639	validation-mlogloss:1.24267
[17]	train-mlogloss:1.23962	validation-mlogloss:1.23575
[18]	train-mlogloss:1.23271	validation-mlogloss:1.22863
[19]	train-mlogloss:1.22590	validation-mlogloss:1.22147
[20]	train-mlogloss:1.21940	validation-mlogloss:1.21490
[21]	train-mlogloss:1.21317	validation-mlogloss:1.20857
[22]	train-mlogloss:1.20687	validation-mlogloss:1.20199
[23]	train-mlogloss:1.20101	validation-mlogloss:1.19635
[24]	train-mlogloss:1.19485	validation-mlogloss:1.19004
[25]	train-mlogloss:1.18874	validation-mlogloss:1.18400
[26]	train-mlogloss:1.18299	validation-mlogloss:1.17822
[27]	train-mlogloss:1.17746	validation-mlogloss:1.17264
[28]	train-mlogloss:1.17206	validation-mlogloss:1.16727
[29]	train-mlogloss:1.16686	validation-mlogloss:1.16174
[30]	train-mlogloss:1.16152	validation-mlogloss:1.15635
[31]	train-mlogloss:1.15638	validation-mlogloss:1.15139
[32]	train-mlogloss:1.15097	validation-mlogloss:1.14588
[33]	train-mlogloss:1.14574	validation-mlogloss:1.14056
[34]	train-mlogloss:1.14075	validation-mlogloss:1.13555
[35]	train-mlogloss:1.13592	validation-mlogloss:1.13072
[36]	train-mlogloss:1.13072	validation-mlogloss:1.12537
[37]	train-mlogloss:1.12572	validation-mlogloss:1.12042
[38]	train-mlogloss:1.12085	validation-mlogloss:1.11554
[39]	train-mlogloss:1.11595	validation-mlogloss:1.11071
[40]	train-mlogloss:1.11153	validation-mlogloss:1.10636
[41]	train-mlogloss:1.10704	validation-mlogloss:1.10173
[42]	train-mlogloss:1.10253	validation-mlogloss:1.09713
[43]	train-mlogloss:1.09805	validation-mlogloss:1.09257
[44]	train-mlogloss:1.09377	validation-mlogloss:1.08826
[45]	train-mlogloss:1.08935	validation-mlogloss:1.08369
[46]	train-mlogloss:1.08512	validation-mlogloss:1.07932
[47]	train-mlogloss:1.08088	validation-mlogloss:1.07501
[48]	train-mlogloss:1.07678	validation-mlogloss:1.07069
[49]	train-mlogloss:1.07289	validation-mlogloss:1.06696
[50]	train-mlogloss:1.06888	validation-mlogloss:1.06269
[51]	train-mlogloss:1.06511	validation-mlogloss:1.05888
[52]	train-mlogloss:1.06123	validation-mlogloss:1.05511
[53]	train-mlogloss:1.05733	validation-mlogloss:1.05106
[54]	train-mlogloss:1.05360	validation-mlogloss:1.04728
[55]	train-mlogloss:1.04995	validation-mlogloss:1.04369
[56]	train-mlogloss:1.04648	validation-mlogloss:1.04019
[57]	train-mlogloss:1.04279	validation-mlogloss:1.03649
[58]	train-mlogloss:1.03923	validation-mlogloss:1.03292
[59]	train-mlogloss:1.03593	validation-mlogloss:1.02963
[60]	train-mlogloss:1.03244	validation-mlogloss:1.02608
[61]	train-mlogloss:1.02915	validation-mlogloss:1.02293
[62]	train-mlogloss:1.02612	validation-mlogloss:1.01978
[63]	train-mlogloss:1.02280	validation-mlogloss:1.01659
[64]	train-mlogloss:1.01951	validation-mlogloss:1.01313
[65]	train-mlogloss:1.01628	validation-mlogloss:1.00996
[66]	train-mlogloss:1.01316	validation-mlogloss:1.00678
[67]	train-mlogloss:1.01004	validation-mlogloss:1.00384
[68]	train-mlogloss:1.00703	validation-mlogloss:1.00077
[69]	train-mlogloss:1.00404	validation-mlogloss:0.99790
[70]	train-mlogloss:1.00087	validation-mlogloss:0.99459
[71]	train-mlogloss:0.99787	validation-mlogloss:0.99136
[72]	train-mlogloss:0.99504	validation-mlogloss:0.98844
[73]	train-mlogloss:0.99234	validation-mlogloss:0.98595
[74]	train-mlogloss:0.98969	validation-mlogloss:0.98314
[75]	train-mlogloss:0.98713	validation-mlogloss:0.98069
[76]	train-mlogloss:0.98433	validation-mlogloss:0.97777
[77]	train-mlogloss:0.98167	validation-mlogloss:0.97503
[78]	train-mlogloss:0.97915	validation-mlogloss:0.97249
[79]	train-mlogloss:0.97643	validation-mlogloss:0.96965
[80]	train-mlogloss:0.97373	validation-mlogloss:0.96673
[81]	train-mlogloss:0.97117	validation-mlogloss:0.96403
[82]	train-mlogloss:0.96863	validation-mlogloss:0.96153
[83]	train-mlogloss:0.96631	validation-mlogloss:0.95939
[84]	train-mlogloss:0.96399	validation-mlogloss:0.95706
[85]	train-mlogloss:0.96169	validation-mlogloss:0.95472
[86]	train-mlogloss:0.95930	validation-mlogloss:0.95219
[87]	train-mlogloss:0.95688	validation-mlogloss:0.94974
[88]	train-mlogloss:0.95457	validation-mlogloss:0.94734
[89]	train-mlogloss:0.95240	validation-mlogloss:0.94528
[90]	train-mlogloss:0.95009	validation-mlogloss:0.94290
[91]	train-mlogloss:0.94786	validation-mlogloss:0.94056
[92]	train-mlogloss:0.94546	validation-mlogloss:0.93823
[93]	train-mlogloss:0.94327	validation-mlogloss:0.93595
[94]	train-mlogloss:0.94109	validation-mlogloss:0.93375
[95]	train-mlogloss:0.93902	validation-mlogloss:0.93177
[96]	train-mlogloss:0.93681	validation-mlogloss:0.92960
[97]	train-mlogloss:0.93463	validation-mlogloss:0.92728
[98]	train-mlogloss:0.93242	validation-mlogloss:0.92492
[99]	train-mlogloss:0.93049	validation-mlogloss:0.92306
[100]	train-mlogloss:0.92837	validation-mlogloss:0.92078
[101]	train-mlogloss:0.92629	validation-mlogloss:0.91870
[102]	train-mlogloss:0.92420	validation-mlogloss:0.91655
[103]	train-mlogloss:0.92238	validation-mlogloss:0.91468
[104]	train-mlogloss:0.92050	validation-mlogloss:0.91268
[105]	train-mlogloss:0.91855	validation-mlogloss:0.91085
[106]	train-mlogloss:0.91673	validation-mlogloss:0.90909
[107]	train-mlogloss:0.91483	validation-mlogloss:0.90726
[108]	train-mlogloss:0.91296	validation-mlogloss:0.90535
[109]	train-mlogloss:0.91113	validation-mlogloss:0.90340
[110]	train-mlogloss:0.90915	validation-mlogloss:0.90134
[111]	train-mlogloss:0.90724	validation-mlogloss:0.89933
[112]	train-mlogloss:0.90549	validation-mlogloss:0.89761
[113]	train-mlogloss:0.90370	validation-mlogloss:0.89583
[114]	train-mlogloss:0.90200	validation-mlogloss:0.89398
[115]	train-mlogloss:0.90032	validation-mlogloss:0.89217
[116]	train-mlogloss:0.89840	validation-mlogloss:0.89024
[117]	train-mlogloss:0.89668	validation-mlogloss:0.88854
[118]	train-mlogloss:0.89493	validation-mlogloss:0.88672
[119]	train-mlogloss:0.89310	validation-mlogloss:0.88502
[120]	train-mlogloss:0.89155	validation-mlogloss:0.88348
[121]	train-mlogloss:0.88993	validation-mlogloss:0.88181
[122]	train-mlogloss:0.88848	validation-mlogloss:0.88049
[123]	train-mlogloss:0.88690	validation-mlogloss:0.87896
[124]	train-mlogloss:0.88528	validation-mlogloss:0.87728
[125]	train-mlogloss:0.88375	validation-mlogloss:0.87567
[126]	train-mlogloss:0.88219	validation-mlogloss:0.87417
[127]	train-mlogloss:0.88064	validation-mlogloss:0.87270
[128]	train-mlogloss:0.87902	validation-mlogloss:0.87117
[129]	train-mlogloss:0.87758	validation-mlogloss:0.86976
[130]	train-mlogloss:0.87599	validation-mlogloss:0.86812
[131]	train-mlogloss:0.87469	validation-mlogloss:0.86693
[132]	train-mlogloss:0.87321	validation-mlogloss:0.86543
[133]	train-mlogloss:0.87168	validation-mlogloss:0.86380
[134]	train-mlogloss:0.87032	validation-mlogloss:0.86252
[135]	train-mlogloss:0.86875	validation-mlogloss:0.86093
[136]	train-mlogloss:0.86722	validation-mlogloss:0.85940
[137]	train-mlogloss:0.86589	validation-mlogloss:0.85821
[138]	train-mlogloss:0.86454	validation-mlogloss:0.85691
[139]	train-mlogloss:0.86310	validation-mlogloss:0.85550
[140]	train-mlogloss:0.86170	validation-mlogloss:0.85421
[141]	train-mlogloss:0.86045	validation-mlogloss:0.85286
[142]	train-mlogloss:0.85903	validation-mlogloss:0.85148
[143]	train-mlogloss:0.85761	validation-mlogloss:0.85012
[144]	train-mlogloss:0.85634	validation-mlogloss:0.84891
[145]	train-mlogloss:0.85505	validation-mlogloss:0.84768
[146]	train-mlogloss:0.85380	validation-mlogloss:0.84654
[147]	train-mlogloss:0.85256	validation-mlogloss:0.84534
[148]	train-mlogloss:0.85130	validation-mlogloss:0.84401
[149]	train-mlogloss:0.85000	validation-mlogloss:0.84267
[150]	train-mlogloss:0.84873	validation-mlogloss:0.84151
[151]	train-mlogloss:0.84763	validation-mlogloss:0.84064
[152]	train-mlogloss:0.84636	validation-mlogloss:0.83931
[153]	train-mlogloss:0.84513	validation-mlogloss:0.83808
[154]	train-mlogloss:0.84391	validation-mlogloss:0.83683
[155]	train-mlogloss:0.84276	validation-mlogloss:0.83585
[156]	train-mlogloss:0.84160	validation-mlogloss:0.83467
[157]	train-mlogloss:0.84037	validation-mlogloss:0.83344
[158]	train-mlogloss:0.83918	validation-mlogloss:0.83249
[159]	train-mlogloss:0.83807	validation-mlogloss:0.83150
[160]	train-mlogloss:0.83688	validation-mlogloss:0.83027
[161]	train-mlogloss:0.83577	validation-mlogloss:0.82934
[162]	train-mlogloss:0.83470	validation-mlogloss:0.82836
[163]	train-mlogloss:0.83359	validation-mlogloss:0.82726
[164]	train-mlogloss:0.83241	validation-mlogloss:0.82607
[165]	train-mlogloss:0.83131	validation-mlogloss:0.82497
[166]	train-mlogloss:0.83017	validation-mlogloss:0.82379
[167]	train-mlogloss:0.82909	validation-mlogloss:0.82288
[168]	train-mlogloss:0.82806	validation-mlogloss:0.82188
[169]	train-mlogloss:0.82696	validation-mlogloss:0.82085
[170]	train-mlogloss:0.82574	validation-mlogloss:0.81957
[171]	train-mlogloss:0.82470	validation-mlogloss:0.81864
[172]	train-mlogloss:0.82368	validation-mlogloss:0.81751
[173]	train-mlogloss:0.82259	validation-mlogloss:0.81656
[174]	train-mlogloss:0.82161	validation-mlogloss:0.81570
[175]	train-mlogloss:0.82063	validation-mlogloss:0.81479
[176]	train-mlogloss:0.81961	validation-mlogloss:0.81381
[177]	train-mlogloss:0.81866	validation-mlogloss:0.81291
[178]	train-mlogloss:0.81762	validation-mlogloss:0.81184
[179]	train-mlogloss:0.81670	validation-mlogloss:0.81097
[180]	train-mlogloss:0.81569	validation-mlogloss:0.80990
[181]	train-mlogloss:0.81490	validation-mlogloss:0.80916
[182]	train-mlogloss:0.81395	validation-mlogloss:0.80823
[183]	train-mlogloss:0.81286	validation-mlogloss:0.80723
[184]	train-mlogloss:0.81190	validation-mlogloss:0.80631
[185]	train-mlogloss:0.81084	validation-mlogloss:0.80538
[186]	train-mlogloss:0.80979	validation-mlogloss:0.80445
[187]	train-mlogloss:0.80872	validation-mlogloss:0.80341
[188]	train-mlogloss:0.80771	validation-mlogloss:0.80243
[189]	train-mlogloss:0.80679	validation-mlogloss:0.80152
[190]	train-mlogloss:0.80592	validation-mlogloss:0.80062
[191]	train-mlogloss:0.80501	validation-mlogloss:0.79976
[192]	train-mlogloss:0.80409	validation-mlogloss:0.79895
[193]	train-mlogloss:0.80310	validation-mlogloss:0.79798
[194]	train-mlogloss:0.80225	validation-mlogloss:0.79710
[195]	train-mlogloss:0.80130	validation-mlogloss:0.79630
[196]	train-mlogloss:0.80040	validation-mlogloss:0.79543
[197]	train-mlogloss:0.79949	validation-mlogloss:0.79458
[198]	train-mlogloss:0.79858	validation-mlogloss:0.79377
[199]	train-mlogloss:0.79766	validation-mlogloss:0.79284
[200]	train-mlogloss:0.79673	validation-mlogloss:0.79189
[201]	train-mlogloss:0.79584	validation-mlogloss:0.79114
[202]	train-mlogloss:0.79495	validation-mlogloss:0.79031
[203]	train-mlogloss:0.79392	validation-mlogloss:0.78932
[204]	train-mlogloss:0.79325	validation-mlogloss:0.78870
[205]	train-mlogloss:0.79237	validation-mlogloss:0.78790
[206]	train-mlogloss:0.79154	validation-mlogloss:0.78707
[207]	train-mlogloss:0.79069	validation-mlogloss:0.78630
[208]	train-mlogloss:0.78976	validation-mlogloss:0.78558
[209]	train-mlogloss:0.78896	validation-mlogloss:0.78486
[210]	train-mlogloss:0.78813	validation-mlogloss:0.78393
[211]	train-mlogloss:0.78739	validation-mlogloss:0.78325
[212]	train-mlogloss:0.78666	validation-mlogloss:0.78264
[213]	train-mlogloss:0.78585	validation-mlogloss:0.78192
[214]	train-mlogloss:0.78508	validation-mlogloss:0.78130
[215]	train-mlogloss:0.78435	validation-mlogloss:0.78050
[216]	train-mlogloss:0.78358	validation-mlogloss:0.77983
[217]	train-mlogloss:0.78283	validation-mlogloss:0.77917
[218]	train-mlogloss:0.78203	validation-mlogloss:0.77840
[219]	train-mlogloss:0.78129	validation-mlogloss:0.77777
[220]	train-mlogloss:0.78049	validation-mlogloss:0.77698
[221]	train-mlogloss:0.77980	validation-mlogloss:0.77637
[222]	train-mlogloss:0.77898	validation-mlogloss:0.77559
[223]	train-mlogloss:0.77824	validation-mlogloss:0.77490
[224]	train-mlogloss:0.77753	validation-mlogloss:0.77414
[225]	train-mlogloss:0.77682	validation-mlogloss:0.77341
[226]	train-mlogloss:0.77624	validation-mlogloss:0.77286
[227]	train-mlogloss:0.77554	validation-mlogloss:0.77231
[228]	train-mlogloss:0.77489	validation-mlogloss:0.77164
[229]	train-mlogloss:0.77415	validation-mlogloss:0.77101
[230]	train-mlogloss:0.77344	validation-mlogloss:0.77039
[231]	train-mlogloss:0.77267	validation-mlogloss:0.76976
[232]	train-mlogloss:0.77198	validation-mlogloss:0.76909
[233]	train-mlogloss:0.77139	validation-mlogloss:0.76852
[234]	train-mlogloss:0.77073	validation-mlogloss:0.76789
[235]	train-mlogloss:0.76997	validation-mlogloss:0.76718
[236]	train-mlogloss:0.76929	validation-mlogloss:0.76657
[237]	train-mlogloss:0.76870	validation-mlogloss:0.76607
[238]	train-mlogloss:0.76803	validation-mlogloss:0.76536
[239]	train-mlogloss:0.76731	validation-mlogloss:0.76469
[240]	train-mlogloss:0.76672	validation-mlogloss:0.76422
[241]	train-mlogloss:0.76609	validation-mlogloss:0.76356
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[259]	train-mlogloss:0.75489	validation-mlogloss:0.75312
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[272]	train-mlogloss:0.74747	validation-mlogloss:0.74649
[273]	train-mlogloss:0.74692	validation-mlogloss:0.74591
[274]	train-mlogloss:0.74637	validation-mlogloss:0.74545
[275]	train-mlogloss:0.74586	validation-mlogloss:0.74504
[276]	train-mlogloss:0.74537	validation-mlogloss:0.74458
[277]	train-mlogloss:0.74487	validation-mlogloss:0.74419
[278]	train-mlogloss:0.74432	validation-mlogloss:0.74370
[279]	train-mlogloss:0.74380	validation-mlogloss:0.74319
[280]	train-mlogloss:0.74334	validation-mlogloss:0.74283
[281]	train-mlogloss:0.74287	validation-mlogloss:0.74235
[282]	train-mlogloss:0.74233	validation-mlogloss:0.74189
[283]	train-mlogloss:0.74173	validation-mlogloss:0.74135
[284]	train-mlogloss:0.74123	validation-mlogloss:0.74091
[285]	train-mlogloss:0.74071	validation-mlogloss:0.74039
[286]	train-mlogloss:0.74022	validation-mlogloss:0.73991
[287]	train-mlogloss:0.73967	validation-mlogloss:0.73941
[288]	train-mlogloss:0.73912	validation-mlogloss:0.73894
[289]	train-mlogloss:0.73860	validation-mlogloss:0.73859
[290]	train-mlogloss:0.73816	validation-mlogloss:0.73817
[291]	train-mlogloss:0.73769	validation-mlogloss:0.73779
[292]	train-mlogloss:0.73725	validation-mlogloss:0.73752
[293]	train-mlogloss:0.73679	validation-mlogloss:0.73719
[294]	train-mlogloss:0.73633	validation-mlogloss:0.73677
[295]	train-mlogloss:0.73572	validation-mlogloss:0.73621
[296]	train-mlogloss:0.73525	validation-mlogloss:0.73583
[297]	train-mlogloss:0.73478	validation-mlogloss:0.73545
[298]	train-mlogloss:0.73436	validation-mlogloss:0.73505
[299]	train-mlogloss:0.73378	validation-mlogloss:0.73456
[300]	train-mlogloss:0.73340	validation-mlogloss:0.73430
[301]	train-mlogloss:0.73296	validation-mlogloss:0.73397
[302]	train-mlogloss:0.73263	validation-mlogloss:0.73370
[303]	train-mlogloss:0.73216	validation-mlogloss:0.73332
[304]	train-mlogloss:0.73169	validation-mlogloss:0.73283
[305]	train-mlogloss:0.73120	validation-mlogloss:0.73243
[306]	train-mlogloss:0.73064	validation-mlogloss:0.73195
[307]	train-mlogloss:0.73026	validation-mlogloss:0.73160
[308]	train-mlogloss:0.72981	validation-mlogloss:0.73124
[309]	train-mlogloss:0.72937	validation-mlogloss:0.73086
[310]	train-mlogloss:0.72892	validation-mlogloss:0.73049
[311]	train-mlogloss:0.72843	validation-mlogloss:0.73005
[312]	train-mlogloss:0.72790	validation-mlogloss:0.72969
[313]	train-mlogloss:0.72748	validation-mlogloss:0.72921
[314]	train-mlogloss:0.72704	validation-mlogloss:0.72891
[315]	train-mlogloss:0.72667	validation-mlogloss:0.72865
[316]	train-mlogloss:0.72624	validation-mlogloss:0.72839
[317]	train-mlogloss:0.72580	validation-mlogloss:0.72801
[318]	train-mlogloss:0.72540	validation-mlogloss:0.72756
[319]	train-mlogloss:0.72496	validation-mlogloss:0.72720
[320]	train-mlogloss:0.72459	validation-mlogloss:0.72699
[321]	train-mlogloss:0.72418	validation-mlogloss:0.72661
[322]	train-mlogloss:0.72385	validation-mlogloss:0.72635
[323]	train-mlogloss:0.72344	validation-mlogloss:0.72602
[324]	train-mlogloss:0.72304	validation-mlogloss:0.72561
[325]	train-mlogloss:0.72256	validation-mlogloss:0.72536
[326]	train-mlogloss:0.72208	validation-mlogloss:0.72495
[327]	train-mlogloss:0.72175	validation-mlogloss:0.72474
[328]	train-mlogloss:0.72131	validation-mlogloss:0.72440
[329]	train-mlogloss:0.72094	validation-mlogloss:0.72415
[330]	train-mlogloss:0.72062	validation-mlogloss:0.72389
[331]	train-mlogloss:0.72020	validation-mlogloss:0.72358
[332]	train-mlogloss:0.71988	validation-mlogloss:0.72336
[333]	train-mlogloss:0.71945	validation-mlogloss:0.72298
[334]	train-mlogloss:0.71907	validation-mlogloss:0.72261
[335]	train-mlogloss:0.71872	validation-mlogloss:0.72228
[336]	train-mlogloss:0.71838	validation-mlogloss:0.72202
[337]	train-mlogloss:0.71808	validation-mlogloss:0.72173
[338]	train-mlogloss:0.71771	validation-mlogloss:0.72135
[339]	train-mlogloss:0.71739	validation-mlogloss:0.72110
[340]	train-mlogloss:0.71709	validation-mlogloss:0.72090
[341]	train-mlogloss:0.71675	validation-mlogloss:0.72060
[342]	train-mlogloss:0.71637	validation-mlogloss:0.72029
[343]	train-mlogloss:0.71601	validation-mlogloss:0.72008
[344]	train-mlogloss:0.71566	validation-mlogloss:0.71978
[345]	train-mlogloss:0.71536	validation-mlogloss:0.71955
[346]	train-mlogloss:0.71507	validation-mlogloss:0.71929
[347]	train-mlogloss:0.71469	validation-mlogloss:0.71901
[348]	train-mlogloss:0.71437	validation-mlogloss:0.71874
[349]	train-mlogloss:0.71409	validation-mlogloss:0.71851
[350]	train-mlogloss:0.71371	validation-mlogloss:0.71827
[351]	train-mlogloss:0.71335	validation-mlogloss:0.71797
[352]	train-mlogloss:0.71303	validation-mlogloss:0.71768
[353]	train-mlogloss:0.71266	validation-mlogloss:0.71733
[354]	train-mlogloss:0.71226	validation-mlogloss:0.71711
[355]	train-mlogloss:0.71185	validation-mlogloss:0.71675
[356]	train-mlogloss:0.71149	validation-mlogloss:0.71644
[357]	train-mlogloss:0.71121	validation-mlogloss:0.71620
[358]	train-mlogloss:0.71078	validation-mlogloss:0.71584
[359]	train-mlogloss:0.71056	validation-mlogloss:0.71564
[360]	train-mlogloss:0.71020	validation-mlogloss:0.71542
[361]	train-mlogloss:0.70988	validation-mlogloss:0.71519
[362]	train-mlogloss:0.70965	validation-mlogloss:0.71503
[363]	train-mlogloss:0.70944	validation-mlogloss:0.71483
[364]	train-mlogloss:0.70906	validation-mlogloss:0.71451
[365]	train-mlogloss:0.70873	validation-mlogloss:0.71422
[366]	train-mlogloss:0.70834	validation-mlogloss:0.71398
[367]	train-mlogloss:0.70806	validation-mlogloss:0.71373
[368]	train-mlogloss:0.70778	validation-mlogloss:0.71350
[369]	train-mlogloss:0.70742	validation-mlogloss:0.71334
[370]	train-mlogloss:0.70719	validation-mlogloss:0.71318
[371]	train-mlogloss:0.70689	validation-mlogloss:0.71301
[372]	train-mlogloss:0.70661	validation-mlogloss:0.71287
[373]	train-mlogloss:0.70630	validation-mlogloss:0.71259
[374]	train-mlogloss:0.70606	validation-mlogloss:0.71239
[375]	train-mlogloss:0.70579	validation-mlogloss:0.71217
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 1 ... 2 2 0]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.55 [%]
Global accuracy score (test) = 71.2 [%]
Global F1 score (train) = 73.57 [%]
Global F1 score (test) = 71.75 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.49      0.53       400
MODERATE-INTENSITY       0.58      0.79      0.67       400
         SEDENTARY       0.85      0.83      0.84       400
VIGOROUS-INTENSITY       0.95      0.74      0.83       345

          accuracy                           0.71      1545
         macro avg       0.74      0.71      0.72      1545
      weighted avg       0.73      0.71      0.71      1545


Accuracy capturado en la ejecución 7: 71.2 [%]
F1-score capturado en la ejecución 7: 71.75 [%]

=== EJECUCIÓN 8 ===

--- TRAIN (ejecución 8) ---

--- TEST (ejecución 8) ---
2025-11-04 10:35:17.444535: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:35:17.455998: 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 00:00:1762248917.469285 1053957 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248917.473456 1053957 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248917.483259 1053957 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248917.483275 1053957 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248917.483277 1053957 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248917.483278 1053957 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:35:17.486406: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37643	validation-mlogloss:1.37644
[1]	train-mlogloss:1.36722	validation-mlogloss:1.36697
[2]	train-mlogloss:1.35766	validation-mlogloss:1.35693
[3]	train-mlogloss:1.34848	validation-mlogloss:1.34742
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[5]	train-mlogloss:1.33104	validation-mlogloss:1.32947
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[8]	train-mlogloss:1.30596	validation-mlogloss:1.30353
[9]	train-mlogloss:1.29816	validation-mlogloss:1.29527
[10]	train-mlogloss:1.29045	validation-mlogloss:1.28705
[11]	train-mlogloss:1.28236	validation-mlogloss:1.27870
[12]	train-mlogloss:1.27491	validation-mlogloss:1.27123
[13]	train-mlogloss:1.26756	validation-mlogloss:1.26345
[14]	train-mlogloss:1.26012	validation-mlogloss:1.25597
[15]	train-mlogloss:1.25329	validation-mlogloss:1.24912
[16]	train-mlogloss:1.24619	validation-mlogloss:1.24189
[17]	train-mlogloss:1.23943	validation-mlogloss:1.23496
[18]	train-mlogloss:1.23250	validation-mlogloss:1.22788
[19]	train-mlogloss:1.22571	validation-mlogloss:1.22073
[20]	train-mlogloss:1.21899	validation-mlogloss:1.21398
[21]	train-mlogloss:1.21296	validation-mlogloss:1.20808
[22]	train-mlogloss:1.20683	validation-mlogloss:1.20180
[23]	train-mlogloss:1.20101	validation-mlogloss:1.19579
[24]	train-mlogloss:1.19474	validation-mlogloss:1.18941
[25]	train-mlogloss:1.18857	validation-mlogloss:1.18298
[26]	train-mlogloss:1.18305	validation-mlogloss:1.17739
[27]	train-mlogloss:1.17732	validation-mlogloss:1.17129
[28]	train-mlogloss:1.17172	validation-mlogloss:1.16533
[29]	train-mlogloss:1.16650	validation-mlogloss:1.16019
[30]	train-mlogloss:1.16099	validation-mlogloss:1.15456
[31]	train-mlogloss:1.15578	validation-mlogloss:1.14938
[32]	train-mlogloss:1.15017	validation-mlogloss:1.14373
[33]	train-mlogloss:1.14501	validation-mlogloss:1.13841
[34]	train-mlogloss:1.13995	validation-mlogloss:1.13324
[35]	train-mlogloss:1.13513	validation-mlogloss:1.12844
[36]	train-mlogloss:1.13033	validation-mlogloss:1.12363
[37]	train-mlogloss:1.12543	validation-mlogloss:1.11866
[38]	train-mlogloss:1.12060	validation-mlogloss:1.11384
[39]	train-mlogloss:1.11575	validation-mlogloss:1.10868
[40]	train-mlogloss:1.11112	validation-mlogloss:1.10388
[41]	train-mlogloss:1.10634	validation-mlogloss:1.09885
[42]	train-mlogloss:1.10176	validation-mlogloss:1.09407
[43]	train-mlogloss:1.09737	validation-mlogloss:1.08969
[44]	train-mlogloss:1.09337	validation-mlogloss:1.08572
[45]	train-mlogloss:1.08912	validation-mlogloss:1.08159
[46]	train-mlogloss:1.08512	validation-mlogloss:1.07741
[47]	train-mlogloss:1.08099	validation-mlogloss:1.07336
[48]	train-mlogloss:1.07717	validation-mlogloss:1.06968
[49]	train-mlogloss:1.07306	validation-mlogloss:1.06545
[50]	train-mlogloss:1.06902	validation-mlogloss:1.06120
[51]	train-mlogloss:1.06507	validation-mlogloss:1.05719
[52]	train-mlogloss:1.06134	validation-mlogloss:1.05333
[53]	train-mlogloss:1.05758	validation-mlogloss:1.04938
[54]	train-mlogloss:1.05399	validation-mlogloss:1.04561
[55]	train-mlogloss:1.05055	validation-mlogloss:1.04221
[56]	train-mlogloss:1.04690	validation-mlogloss:1.03836
[57]	train-mlogloss:1.04322	validation-mlogloss:1.03454
[58]	train-mlogloss:1.03971	validation-mlogloss:1.03076
[59]	train-mlogloss:1.03630	validation-mlogloss:1.02717
[60]	train-mlogloss:1.03283	validation-mlogloss:1.02363
[61]	train-mlogloss:1.02946	validation-mlogloss:1.02034
[62]	train-mlogloss:1.02617	validation-mlogloss:1.01711
[63]	train-mlogloss:1.02284	validation-mlogloss:1.01366
[64]	train-mlogloss:1.01962	validation-mlogloss:1.01020
[65]	train-mlogloss:1.01625	validation-mlogloss:1.00670
[66]	train-mlogloss:1.01320	validation-mlogloss:1.00353
[67]	train-mlogloss:1.01006	validation-mlogloss:1.00046
[68]	train-mlogloss:1.00704	validation-mlogloss:0.99725
[69]	train-mlogloss:1.00420	validation-mlogloss:0.99427
[70]	train-mlogloss:1.00148	validation-mlogloss:0.99153
[71]	train-mlogloss:0.99875	validation-mlogloss:0.98882
[72]	train-mlogloss:0.99590	validation-mlogloss:0.98602
[73]	train-mlogloss:0.99307	validation-mlogloss:0.98303
[74]	train-mlogloss:0.99031	validation-mlogloss:0.98021
[75]	train-mlogloss:0.98746	validation-mlogloss:0.97718
[76]	train-mlogloss:0.98459	validation-mlogloss:0.97432
[77]	train-mlogloss:0.98186	validation-mlogloss:0.97165
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[375]	train-mlogloss:0.70522	validation-mlogloss:0.70540
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 0 ... 2 2 0]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.52 [%]
Global accuracy score (test) = 69.45 [%]
Global F1 score (train) = 73.34 [%]
Global F1 score (test) = 70.04 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.54      0.44      0.48       400
MODERATE-INTENSITY       0.56      0.77      0.64       400
         SEDENTARY       0.85      0.84      0.84       400
VIGOROUS-INTENSITY       0.95      0.74      0.83       345

          accuracy                           0.69      1545
         macro avg       0.72      0.70      0.70      1545
      weighted avg       0.71      0.69      0.70      1545


Accuracy capturado en la ejecución 8: 69.45 [%]
F1-score capturado en la ejecución 8: 70.04 [%]

=== EJECUCIÓN 9 ===

--- TRAIN (ejecución 9) ---

--- TEST (ejecución 9) ---
2025-11-04 10:35:33.539725: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:35:33.551239: 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 00:00:1762248933.564369 1054260 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248933.568500 1054260 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248933.578272 1054260 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248933.578287 1054260 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248933.578289 1054260 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248933.578290 1054260 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:35:33.581414: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37663	validation-mlogloss:1.37619
[1]	train-mlogloss:1.36686	validation-mlogloss:1.36614
[2]	train-mlogloss:1.35773	validation-mlogloss:1.35678
[3]	train-mlogloss:1.34870	validation-mlogloss:1.34728
[4]	train-mlogloss:1.33971	validation-mlogloss:1.33812
[5]	train-mlogloss:1.33074	validation-mlogloss:1.32898
[6]	train-mlogloss:1.32209	validation-mlogloss:1.32007
[7]	train-mlogloss:1.31359	validation-mlogloss:1.31145
[8]	train-mlogloss:1.30515	validation-mlogloss:1.30251
[9]	train-mlogloss:1.29695	validation-mlogloss:1.29410
[10]	train-mlogloss:1.28899	validation-mlogloss:1.28577
[11]	train-mlogloss:1.28113	validation-mlogloss:1.27760
[12]	train-mlogloss:1.27348	validation-mlogloss:1.26977
[13]	train-mlogloss:1.26648	validation-mlogloss:1.26262
[14]	train-mlogloss:1.25942	validation-mlogloss:1.25526
[15]	train-mlogloss:1.25243	validation-mlogloss:1.24810
[16]	train-mlogloss:1.24536	validation-mlogloss:1.24087
[17]	train-mlogloss:1.23838	validation-mlogloss:1.23363
[18]	train-mlogloss:1.23169	validation-mlogloss:1.22702
[19]	train-mlogloss:1.22500	validation-mlogloss:1.21990
[20]	train-mlogloss:1.21864	validation-mlogloss:1.21370
[21]	train-mlogloss:1.21239	validation-mlogloss:1.20745
[22]	train-mlogloss:1.20590	validation-mlogloss:1.20088
[23]	train-mlogloss:1.19962	validation-mlogloss:1.19452
[24]	train-mlogloss:1.19351	validation-mlogloss:1.18845
[25]	train-mlogloss:1.18749	validation-mlogloss:1.18241
[26]	train-mlogloss:1.18177	validation-mlogloss:1.17661
[27]	train-mlogloss:1.17576	validation-mlogloss:1.17052
[28]	train-mlogloss:1.17004	validation-mlogloss:1.16466
[29]	train-mlogloss:1.16441	validation-mlogloss:1.15888
[30]	train-mlogloss:1.15897	validation-mlogloss:1.15344
[31]	train-mlogloss:1.15369	validation-mlogloss:1.14810
[32]	train-mlogloss:1.14845	validation-mlogloss:1.14278
[33]	train-mlogloss:1.14310	validation-mlogloss:1.13717
[34]	train-mlogloss:1.13791	validation-mlogloss:1.13179
[35]	train-mlogloss:1.13276	validation-mlogloss:1.12632
[36]	train-mlogloss:1.12792	validation-mlogloss:1.12138
[37]	train-mlogloss:1.12348	validation-mlogloss:1.11681
[38]	train-mlogloss:1.11886	validation-mlogloss:1.11214
[39]	train-mlogloss:1.11412	validation-mlogloss:1.10717
[40]	train-mlogloss:1.10958	validation-mlogloss:1.10258
[41]	train-mlogloss:1.10514	validation-mlogloss:1.09808
[42]	train-mlogloss:1.10058	validation-mlogloss:1.09341
[43]	train-mlogloss:1.09608	validation-mlogloss:1.08868
[44]	train-mlogloss:1.09174	validation-mlogloss:1.08431
[45]	train-mlogloss:1.08729	validation-mlogloss:1.07969
[46]	train-mlogloss:1.08326	validation-mlogloss:1.07560
[47]	train-mlogloss:1.07909	validation-mlogloss:1.07137
[48]	train-mlogloss:1.07487	validation-mlogloss:1.06715
[49]	train-mlogloss:1.07080	validation-mlogloss:1.06293
[50]	train-mlogloss:1.06686	validation-mlogloss:1.05879
[51]	train-mlogloss:1.06288	validation-mlogloss:1.05478
[52]	train-mlogloss:1.05898	validation-mlogloss:1.05082
[53]	train-mlogloss:1.05541	validation-mlogloss:1.04722
[54]	train-mlogloss:1.05166	validation-mlogloss:1.04326
[55]	train-mlogloss:1.04791	validation-mlogloss:1.03936
[56]	train-mlogloss:1.04418	validation-mlogloss:1.03536
[57]	train-mlogloss:1.04052	validation-mlogloss:1.03152
[58]	train-mlogloss:1.03695	validation-mlogloss:1.02795
[59]	train-mlogloss:1.03353	validation-mlogloss:1.02445
[60]	train-mlogloss:1.03002	validation-mlogloss:1.02079
[61]	train-mlogloss:1.02657	validation-mlogloss:1.01704
[62]	train-mlogloss:1.02303	validation-mlogloss:1.01357
[63]	train-mlogloss:1.01969	validation-mlogloss:1.01007
[64]	train-mlogloss:1.01653	validation-mlogloss:1.00681
[65]	train-mlogloss:1.01323	validation-mlogloss:1.00338
[66]	train-mlogloss:1.01007	validation-mlogloss:1.00024
[67]	train-mlogloss:1.00702	validation-mlogloss:0.99715
[68]	train-mlogloss:1.00388	validation-mlogloss:0.99386
[69]	train-mlogloss:1.00092	validation-mlogloss:0.99077
[70]	train-mlogloss:0.99789	validation-mlogloss:0.98789
[71]	train-mlogloss:0.99473	validation-mlogloss:0.98466
[72]	train-mlogloss:0.99201	validation-mlogloss:0.98202
[73]	train-mlogloss:0.98918	validation-mlogloss:0.97901
[74]	train-mlogloss:0.98618	validation-mlogloss:0.97591
[75]	train-mlogloss:0.98334	validation-mlogloss:0.97297
[76]	train-mlogloss:0.98051	validation-mlogloss:0.97028
[77]	train-mlogloss:0.97798	validation-mlogloss:0.96768
[78]	train-mlogloss:0.97506	validation-mlogloss:0.96456
[79]	train-mlogloss:0.97243	validation-mlogloss:0.96178
[80]	train-mlogloss:0.96965	validation-mlogloss:0.95899
[81]	train-mlogloss:0.96714	validation-mlogloss:0.95626
[82]	train-mlogloss:0.96473	validation-mlogloss:0.95385
[83]	train-mlogloss:0.96203	validation-mlogloss:0.95120
[84]	train-mlogloss:0.95943	validation-mlogloss:0.94848
[85]	train-mlogloss:0.95701	validation-mlogloss:0.94594
[86]	train-mlogloss:0.95459	validation-mlogloss:0.94339
[87]	train-mlogloss:0.95223	validation-mlogloss:0.94102
[88]	train-mlogloss:0.94998	validation-mlogloss:0.93870
[89]	train-mlogloss:0.94755	validation-mlogloss:0.93617
[90]	train-mlogloss:0.94525	validation-mlogloss:0.93382
[91]	train-mlogloss:0.94304	validation-mlogloss:0.93143
[92]	train-mlogloss:0.94086	validation-mlogloss:0.92922
[93]	train-mlogloss:0.93874	validation-mlogloss:0.92703
[94]	train-mlogloss:0.93658	validation-mlogloss:0.92496
[95]	train-mlogloss:0.93435	validation-mlogloss:0.92263
[96]	train-mlogloss:0.93214	validation-mlogloss:0.92040
[97]	train-mlogloss:0.93009	validation-mlogloss:0.91835
[98]	train-mlogloss:0.92804	validation-mlogloss:0.91625
[99]	train-mlogloss:0.92574	validation-mlogloss:0.91391
[100]	train-mlogloss:0.92383	validation-mlogloss:0.91199
[101]	train-mlogloss:0.92162	validation-mlogloss:0.90966
[102]	train-mlogloss:0.91979	validation-mlogloss:0.90777
[103]	train-mlogloss:0.91781	validation-mlogloss:0.90586
[104]	train-mlogloss:0.91582	validation-mlogloss:0.90386
[105]	train-mlogloss:0.91402	validation-mlogloss:0.90218
[106]	train-mlogloss:0.91205	validation-mlogloss:0.90035
[107]	train-mlogloss:0.91024	validation-mlogloss:0.89880
[108]	train-mlogloss:0.90840	validation-mlogloss:0.89689
[109]	train-mlogloss:0.90648	validation-mlogloss:0.89488
[110]	train-mlogloss:0.90471	validation-mlogloss:0.89318
[111]	train-mlogloss:0.90282	validation-mlogloss:0.89124
[112]	train-mlogloss:0.90085	validation-mlogloss:0.88933
[113]	train-mlogloss:0.89911	validation-mlogloss:0.88753
[114]	train-mlogloss:0.89727	validation-mlogloss:0.88578
[115]	train-mlogloss:0.89553	validation-mlogloss:0.88384
[116]	train-mlogloss:0.89393	validation-mlogloss:0.88214
[117]	train-mlogloss:0.89219	validation-mlogloss:0.88034
[118]	train-mlogloss:0.89056	validation-mlogloss:0.87862
[119]	train-mlogloss:0.88891	validation-mlogloss:0.87689
[120]	train-mlogloss:0.88721	validation-mlogloss:0.87519
[121]	train-mlogloss:0.88559	validation-mlogloss:0.87359
[122]	train-mlogloss:0.88388	validation-mlogloss:0.87192
[123]	train-mlogloss:0.88224	validation-mlogloss:0.87033
[124]	train-mlogloss:0.88059	validation-mlogloss:0.86867
[125]	train-mlogloss:0.87917	validation-mlogloss:0.86743
[126]	train-mlogloss:0.87766	validation-mlogloss:0.86594
[127]	train-mlogloss:0.87622	validation-mlogloss:0.86456
[128]	train-mlogloss:0.87485	validation-mlogloss:0.86317
[129]	train-mlogloss:0.87327	validation-mlogloss:0.86153
[130]	train-mlogloss:0.87189	validation-mlogloss:0.86019
[131]	train-mlogloss:0.87054	validation-mlogloss:0.85885
[132]	train-mlogloss:0.86914	validation-mlogloss:0.85756
[133]	train-mlogloss:0.86769	validation-mlogloss:0.85603
[134]	train-mlogloss:0.86620	validation-mlogloss:0.85451
[135]	train-mlogloss:0.86469	validation-mlogloss:0.85299
[136]	train-mlogloss:0.86328	validation-mlogloss:0.85155
[137]	train-mlogloss:0.86186	validation-mlogloss:0.84997
[138]	train-mlogloss:0.86052	validation-mlogloss:0.84867
[139]	train-mlogloss:0.85918	validation-mlogloss:0.84722
[140]	train-mlogloss:0.85802	validation-mlogloss:0.84605
[141]	train-mlogloss:0.85664	validation-mlogloss:0.84472
[142]	train-mlogloss:0.85515	validation-mlogloss:0.84331
[143]	train-mlogloss:0.85374	validation-mlogloss:0.84204
[144]	train-mlogloss:0.85240	validation-mlogloss:0.84066
[145]	train-mlogloss:0.85107	validation-mlogloss:0.83940
[146]	train-mlogloss:0.84975	validation-mlogloss:0.83812
[147]	train-mlogloss:0.84835	validation-mlogloss:0.83674
[148]	train-mlogloss:0.84679	validation-mlogloss:0.83536
[149]	train-mlogloss:0.84549	validation-mlogloss:0.83406
[150]	train-mlogloss:0.84433	validation-mlogloss:0.83300
[151]	train-mlogloss:0.84306	validation-mlogloss:0.83165
[152]	train-mlogloss:0.84173	validation-mlogloss:0.83021
[153]	train-mlogloss:0.84045	validation-mlogloss:0.82895
[154]	train-mlogloss:0.83927	validation-mlogloss:0.82789
[155]	train-mlogloss:0.83802	validation-mlogloss:0.82674
[156]	train-mlogloss:0.83678	validation-mlogloss:0.82547
[157]	train-mlogloss:0.83550	validation-mlogloss:0.82413
[158]	train-mlogloss:0.83424	validation-mlogloss:0.82292
[159]	train-mlogloss:0.83307	validation-mlogloss:0.82169
[160]	train-mlogloss:0.83188	validation-mlogloss:0.82051
[161]	train-mlogloss:0.83061	validation-mlogloss:0.81942
[162]	train-mlogloss:0.82955	validation-mlogloss:0.81838
[163]	train-mlogloss:0.82835	validation-mlogloss:0.81705
[164]	train-mlogloss:0.82730	validation-mlogloss:0.81612
[165]	train-mlogloss:0.82623	validation-mlogloss:0.81520
[166]	train-mlogloss:0.82500	validation-mlogloss:0.81401
[167]	train-mlogloss:0.82390	validation-mlogloss:0.81289
[168]	train-mlogloss:0.82277	validation-mlogloss:0.81188
[169]	train-mlogloss:0.82169	validation-mlogloss:0.81082
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[171]	train-mlogloss:0.81960	validation-mlogloss:0.80896
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[339]	train-mlogloss:0.71179	validation-mlogloss:0.71385
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[341]	train-mlogloss:0.71098	validation-mlogloss:0.71324
[342]	train-mlogloss:0.71057	validation-mlogloss:0.71296
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[345]	train-mlogloss:0.70967	validation-mlogloss:0.71232
[346]	train-mlogloss:0.70928	validation-mlogloss:0.71208
[347]	train-mlogloss:0.70896	validation-mlogloss:0.71180
[348]	train-mlogloss:0.70861	validation-mlogloss:0.71153
[349]	train-mlogloss:0.70833	validation-mlogloss:0.71129
[350]	train-mlogloss:0.70797	validation-mlogloss:0.71101
[351]	train-mlogloss:0.70763	validation-mlogloss:0.71073
[352]	train-mlogloss:0.70731	validation-mlogloss:0.71049
[353]	train-mlogloss:0.70699	validation-mlogloss:0.71022
[354]	train-mlogloss:0.70667	validation-mlogloss:0.70989
[355]	train-mlogloss:0.70644	validation-mlogloss:0.70969
[356]	train-mlogloss:0.70610	validation-mlogloss:0.70939
[357]	train-mlogloss:0.70581	validation-mlogloss:0.70914
[358]	train-mlogloss:0.70547	validation-mlogloss:0.70887
[359]	train-mlogloss:0.70514	validation-mlogloss:0.70862
[360]	train-mlogloss:0.70480	validation-mlogloss:0.70846
[361]	train-mlogloss:0.70443	validation-mlogloss:0.70811
[362]	train-mlogloss:0.70414	validation-mlogloss:0.70786
[363]	train-mlogloss:0.70384	validation-mlogloss:0.70759
[364]	train-mlogloss:0.70366	validation-mlogloss:0.70742
[365]	train-mlogloss:0.70331	validation-mlogloss:0.70722
[366]	train-mlogloss:0.70299	validation-mlogloss:0.70693
[367]	train-mlogloss:0.70264	validation-mlogloss:0.70674
[368]	train-mlogloss:0.70228	validation-mlogloss:0.70651
[369]	train-mlogloss:0.70191	validation-mlogloss:0.70615
[370]	train-mlogloss:0.70167	validation-mlogloss:0.70593
[371]	train-mlogloss:0.70139	validation-mlogloss:0.70574
[372]	train-mlogloss:0.70114	validation-mlogloss:0.70547
[373]	train-mlogloss:0.70081	validation-mlogloss:0.70524
[374]	train-mlogloss:0.70056	validation-mlogloss:0.70506
[375]	train-mlogloss:0.70033	validation-mlogloss:0.70488
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 0 1 ... 2 0 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.65 [%]
Global accuracy score (test) = 72.1 [%]
Global F1 score (train) = 73.62 [%]
Global F1 score (test) = 72.35 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.48      0.54       400
MODERATE-INTENSITY       0.59      0.81      0.69       400
         SEDENTARY       0.84      0.85      0.85       400
VIGOROUS-INTENSITY       0.92      0.74      0.82       345

          accuracy                           0.72      1545
         macro avg       0.74      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 9: 72.1 [%]
F1-score capturado en la ejecución 9: 72.35 [%]

=== EJECUCIÓN 10 ===

--- TRAIN (ejecución 10) ---

--- TEST (ejecución 10) ---
2025-11-04 10:35:49.741074: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:35:49.752449: 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 00:00:1762248949.765981 1054584 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248949.770114 1054584 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248949.779945 1054584 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248949.779963 1054584 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248949.779972 1054584 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248949.779973 1054584 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:35:49.783260: 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..
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37649	validation-mlogloss:1.37608
[1]	train-mlogloss:1.36692	validation-mlogloss:1.36600
[2]	train-mlogloss:1.35786	validation-mlogloss:1.35619
[3]	train-mlogloss:1.34855	validation-mlogloss:1.34666
[4]	train-mlogloss:1.33956	validation-mlogloss:1.33746
[5]	train-mlogloss:1.33092	validation-mlogloss:1.32848
[6]	train-mlogloss:1.32217	validation-mlogloss:1.31931
[7]	train-mlogloss:1.31347	validation-mlogloss:1.31043
[8]	train-mlogloss:1.30512	validation-mlogloss:1.30194
[9]	train-mlogloss:1.29719	validation-mlogloss:1.29367
[10]	train-mlogloss:1.28944	validation-mlogloss:1.28585
[11]	train-mlogloss:1.28164	validation-mlogloss:1.27786
[12]	train-mlogloss:1.27394	validation-mlogloss:1.26988
[13]	train-mlogloss:1.26637	validation-mlogloss:1.26211
[14]	train-mlogloss:1.25875	validation-mlogloss:1.25437
[15]	train-mlogloss:1.25109	validation-mlogloss:1.24680
[16]	train-mlogloss:1.24420	validation-mlogloss:1.24001
[17]	train-mlogloss:1.23725	validation-mlogloss:1.23291
[18]	train-mlogloss:1.23045	validation-mlogloss:1.22589
[19]	train-mlogloss:1.22401	validation-mlogloss:1.21945
[20]	train-mlogloss:1.21741	validation-mlogloss:1.21275
[21]	train-mlogloss:1.21126	validation-mlogloss:1.20633
[22]	train-mlogloss:1.20513	validation-mlogloss:1.20016
[23]	train-mlogloss:1.19878	validation-mlogloss:1.19371
[24]	train-mlogloss:1.19277	validation-mlogloss:1.18765
[25]	train-mlogloss:1.18684	validation-mlogloss:1.18160
[26]	train-mlogloss:1.18102	validation-mlogloss:1.17573
[27]	train-mlogloss:1.17515	validation-mlogloss:1.16973
[28]	train-mlogloss:1.16925	validation-mlogloss:1.16381
[29]	train-mlogloss:1.16348	validation-mlogloss:1.15814
[30]	train-mlogloss:1.15789	validation-mlogloss:1.15265
[31]	train-mlogloss:1.15257	validation-mlogloss:1.14739
[32]	train-mlogloss:1.14751	validation-mlogloss:1.14202
[33]	train-mlogloss:1.14253	validation-mlogloss:1.13699
[34]	train-mlogloss:1.13721	validation-mlogloss:1.13144
[35]	train-mlogloss:1.13215	validation-mlogloss:1.12629
[36]	train-mlogloss:1.12741	validation-mlogloss:1.12130
[37]	train-mlogloss:1.12248	validation-mlogloss:1.11620
[38]	train-mlogloss:1.11777	validation-mlogloss:1.11148
[39]	train-mlogloss:1.11319	validation-mlogloss:1.10719
[40]	train-mlogloss:1.10870	validation-mlogloss:1.10273
[41]	train-mlogloss:1.10399	validation-mlogloss:1.09786
[42]	train-mlogloss:1.09956	validation-mlogloss:1.09333
[43]	train-mlogloss:1.09532	validation-mlogloss:1.08922
[44]	train-mlogloss:1.09099	validation-mlogloss:1.08470
[45]	train-mlogloss:1.08656	validation-mlogloss:1.08030
[46]	train-mlogloss:1.08236	validation-mlogloss:1.07593
[47]	train-mlogloss:1.07802	validation-mlogloss:1.07128
[48]	train-mlogloss:1.07402	validation-mlogloss:1.06734
[49]	train-mlogloss:1.06989	validation-mlogloss:1.06315
[50]	train-mlogloss:1.06563	validation-mlogloss:1.05864
[51]	train-mlogloss:1.06198	validation-mlogloss:1.05500
[52]	train-mlogloss:1.05820	validation-mlogloss:1.05116
[53]	train-mlogloss:1.05460	validation-mlogloss:1.04754
[54]	train-mlogloss:1.05091	validation-mlogloss:1.04372
[55]	train-mlogloss:1.04686	validation-mlogloss:1.03949
[56]	train-mlogloss:1.04349	validation-mlogloss:1.03580
[57]	train-mlogloss:1.04007	validation-mlogloss:1.03253
[58]	train-mlogloss:1.03662	validation-mlogloss:1.02897
[59]	train-mlogloss:1.03307	validation-mlogloss:1.02545
[60]	train-mlogloss:1.02961	validation-mlogloss:1.02189
[61]	train-mlogloss:1.02630	validation-mlogloss:1.01853
[62]	train-mlogloss:1.02307	validation-mlogloss:1.01512
[63]	train-mlogloss:1.01966	validation-mlogloss:1.01166
[64]	train-mlogloss:1.01646	validation-mlogloss:1.00838
[65]	train-mlogloss:1.01317	validation-mlogloss:1.00475
[66]	train-mlogloss:1.00993	validation-mlogloss:1.00149
[67]	train-mlogloss:1.00667	validation-mlogloss:0.99829
[68]	train-mlogloss:1.00346	validation-mlogloss:0.99506
[69]	train-mlogloss:1.00050	validation-mlogloss:0.99196
[70]	train-mlogloss:0.99734	validation-mlogloss:0.98864
[71]	train-mlogloss:0.99436	validation-mlogloss:0.98543
[72]	train-mlogloss:0.99145	validation-mlogloss:0.98234
[73]	train-mlogloss:0.98830	validation-mlogloss:0.97920
[74]	train-mlogloss:0.98550	validation-mlogloss:0.97637
[75]	train-mlogloss:0.98261	validation-mlogloss:0.97368
[76]	train-mlogloss:0.97986	validation-mlogloss:0.97091
[77]	train-mlogloss:0.97704	validation-mlogloss:0.96814
[78]	train-mlogloss:0.97429	validation-mlogloss:0.96547
[79]	train-mlogloss:0.97178	validation-mlogloss:0.96306
[80]	train-mlogloss:0.96921	validation-mlogloss:0.96032
[81]	train-mlogloss:0.96666	validation-mlogloss:0.95771
[82]	train-mlogloss:0.96416	validation-mlogloss:0.95532
[83]	train-mlogloss:0.96155	validation-mlogloss:0.95273
[84]	train-mlogloss:0.95903	validation-mlogloss:0.95032
[85]	train-mlogloss:0.95661	validation-mlogloss:0.94773
[86]	train-mlogloss:0.95435	validation-mlogloss:0.94541
[87]	train-mlogloss:0.95203	validation-mlogloss:0.94306
[88]	train-mlogloss:0.94970	validation-mlogloss:0.94072
[89]	train-mlogloss:0.94751	validation-mlogloss:0.93856
[90]	train-mlogloss:0.94508	validation-mlogloss:0.93601
[91]	train-mlogloss:0.94276	validation-mlogloss:0.93368
[92]	train-mlogloss:0.94052	validation-mlogloss:0.93123
[93]	train-mlogloss:0.93827	validation-mlogloss:0.92886
[94]	train-mlogloss:0.93619	validation-mlogloss:0.92702
[95]	train-mlogloss:0.93413	validation-mlogloss:0.92498
[96]	train-mlogloss:0.93178	validation-mlogloss:0.92250
[97]	train-mlogloss:0.92964	validation-mlogloss:0.92039
[98]	train-mlogloss:0.92751	validation-mlogloss:0.91819
[99]	train-mlogloss:0.92559	validation-mlogloss:0.91633
[100]	train-mlogloss:0.92370	validation-mlogloss:0.91444
[101]	train-mlogloss:0.92172	validation-mlogloss:0.91223
[102]	train-mlogloss:0.91971	validation-mlogloss:0.91019
[103]	train-mlogloss:0.91761	validation-mlogloss:0.90794
[104]	train-mlogloss:0.91563	validation-mlogloss:0.90589
[105]	train-mlogloss:0.91359	validation-mlogloss:0.90366
[106]	train-mlogloss:0.91179	validation-mlogloss:0.90189
[107]	train-mlogloss:0.91012	validation-mlogloss:0.90032
[108]	train-mlogloss:0.90838	validation-mlogloss:0.89868
[109]	train-mlogloss:0.90660	validation-mlogloss:0.89681
[110]	train-mlogloss:0.90479	validation-mlogloss:0.89496
[111]	train-mlogloss:0.90302	validation-mlogloss:0.89314
[112]	train-mlogloss:0.90122	validation-mlogloss:0.89136
[113]	train-mlogloss:0.89935	validation-mlogloss:0.88950
[114]	train-mlogloss:0.89763	validation-mlogloss:0.88769
[115]	train-mlogloss:0.89584	validation-mlogloss:0.88577
[116]	train-mlogloss:0.89397	validation-mlogloss:0.88413
[117]	train-mlogloss:0.89214	validation-mlogloss:0.88220
[118]	train-mlogloss:0.89038	validation-mlogloss:0.88039
[119]	train-mlogloss:0.88875	validation-mlogloss:0.87886
[120]	train-mlogloss:0.88699	validation-mlogloss:0.87693
[121]	train-mlogloss:0.88537	validation-mlogloss:0.87524
[122]	train-mlogloss:0.88381	validation-mlogloss:0.87355
[123]	train-mlogloss:0.88223	validation-mlogloss:0.87187
[124]	train-mlogloss:0.88048	validation-mlogloss:0.87006
[125]	train-mlogloss:0.87894	validation-mlogloss:0.86859
[126]	train-mlogloss:0.87738	validation-mlogloss:0.86697
[127]	train-mlogloss:0.87583	validation-mlogloss:0.86548
[128]	train-mlogloss:0.87439	validation-mlogloss:0.86404
[129]	train-mlogloss:0.87301	validation-mlogloss:0.86261
[130]	train-mlogloss:0.87147	validation-mlogloss:0.86106
[131]	train-mlogloss:0.86994	validation-mlogloss:0.85947
[132]	train-mlogloss:0.86852	validation-mlogloss:0.85796
[133]	train-mlogloss:0.86708	validation-mlogloss:0.85655
[134]	train-mlogloss:0.86578	validation-mlogloss:0.85538
[135]	train-mlogloss:0.86449	validation-mlogloss:0.85416
[136]	train-mlogloss:0.86299	validation-mlogloss:0.85267
[137]	train-mlogloss:0.86167	validation-mlogloss:0.85140
[138]	train-mlogloss:0.86046	validation-mlogloss:0.85024
[139]	train-mlogloss:0.85919	validation-mlogloss:0.84887
[140]	train-mlogloss:0.85777	validation-mlogloss:0.84734
[141]	train-mlogloss:0.85635	validation-mlogloss:0.84599
[142]	train-mlogloss:0.85502	validation-mlogloss:0.84472
[143]	train-mlogloss:0.85368	validation-mlogloss:0.84346
[144]	train-mlogloss:0.85233	validation-mlogloss:0.84217
[145]	train-mlogloss:0.85095	validation-mlogloss:0.84080
[146]	train-mlogloss:0.84967	validation-mlogloss:0.83951
[147]	train-mlogloss:0.84826	validation-mlogloss:0.83815
[148]	train-mlogloss:0.84706	validation-mlogloss:0.83695
[149]	train-mlogloss:0.84587	validation-mlogloss:0.83596
[150]	train-mlogloss:0.84457	validation-mlogloss:0.83468
[151]	train-mlogloss:0.84321	validation-mlogloss:0.83332
[152]	train-mlogloss:0.84198	validation-mlogloss:0.83204
[153]	train-mlogloss:0.84069	validation-mlogloss:0.83065
[154]	train-mlogloss:0.83960	validation-mlogloss:0.82961
[155]	train-mlogloss:0.83836	validation-mlogloss:0.82858
[156]	train-mlogloss:0.83719	validation-mlogloss:0.82730
[157]	train-mlogloss:0.83603	validation-mlogloss:0.82629
[158]	train-mlogloss:0.83489	validation-mlogloss:0.82502
[159]	train-mlogloss:0.83355	validation-mlogloss:0.82375
[160]	train-mlogloss:0.83240	validation-mlogloss:0.82263
[161]	train-mlogloss:0.83144	validation-mlogloss:0.82171
[162]	train-mlogloss:0.83023	validation-mlogloss:0.82048
[163]	train-mlogloss:0.82916	validation-mlogloss:0.81944
[164]	train-mlogloss:0.82811	validation-mlogloss:0.81852
[165]	train-mlogloss:0.82699	validation-mlogloss:0.81736
[166]	train-mlogloss:0.82596	validation-mlogloss:0.81622
[167]	train-mlogloss:0.82490	validation-mlogloss:0.81521
[168]	train-mlogloss:0.82401	validation-mlogloss:0.81434
[169]	train-mlogloss:0.82305	validation-mlogloss:0.81345
[170]	train-mlogloss:0.82209	validation-mlogloss:0.81270
[171]	train-mlogloss:0.82117	validation-mlogloss:0.81193
[172]	train-mlogloss:0.82015	validation-mlogloss:0.81090
[173]	train-mlogloss:0.81910	validation-mlogloss:0.80998
[174]	train-mlogloss:0.81801	validation-mlogloss:0.80880
[175]	train-mlogloss:0.81692	validation-mlogloss:0.80772
[176]	train-mlogloss:0.81599	validation-mlogloss:0.80686
[177]	train-mlogloss:0.81490	validation-mlogloss:0.80564
[178]	train-mlogloss:0.81374	validation-mlogloss:0.80448
[179]	train-mlogloss:0.81272	validation-mlogloss:0.80348
[180]	train-mlogloss:0.81167	validation-mlogloss:0.80245
[181]	train-mlogloss:0.81068	validation-mlogloss:0.80154
[182]	train-mlogloss:0.80971	validation-mlogloss:0.80063
[183]	train-mlogloss:0.80872	validation-mlogloss:0.79986
[184]	train-mlogloss:0.80780	validation-mlogloss:0.79906
[185]	train-mlogloss:0.80684	validation-mlogloss:0.79821
[186]	train-mlogloss:0.80578	validation-mlogloss:0.79720
[187]	train-mlogloss:0.80475	validation-mlogloss:0.79618
[188]	train-mlogloss:0.80394	validation-mlogloss:0.79544
[189]	train-mlogloss:0.80292	validation-mlogloss:0.79445
[190]	train-mlogloss:0.80194	validation-mlogloss:0.79360
[191]	train-mlogloss:0.80100	validation-mlogloss:0.79260
[192]	train-mlogloss:0.80007	validation-mlogloss:0.79175
[193]	train-mlogloss:0.79921	validation-mlogloss:0.79081
[194]	train-mlogloss:0.79833	validation-mlogloss:0.78985
[195]	train-mlogloss:0.79739	validation-mlogloss:0.78894
[196]	train-mlogloss:0.79652	validation-mlogloss:0.78807
[197]	train-mlogloss:0.79563	validation-mlogloss:0.78727
[198]	train-mlogloss:0.79475	validation-mlogloss:0.78646
[199]	train-mlogloss:0.79386	validation-mlogloss:0.78557
[200]	train-mlogloss:0.79315	validation-mlogloss:0.78486
[201]	train-mlogloss:0.79227	validation-mlogloss:0.78404
[202]	train-mlogloss:0.79147	validation-mlogloss:0.78321
[203]	train-mlogloss:0.79065	validation-mlogloss:0.78233
[204]	train-mlogloss:0.78975	validation-mlogloss:0.78139
[205]	train-mlogloss:0.78888	validation-mlogloss:0.78055
[206]	train-mlogloss:0.78797	validation-mlogloss:0.77965
[207]	train-mlogloss:0.78711	validation-mlogloss:0.77884
[208]	train-mlogloss:0.78631	validation-mlogloss:0.77807
[209]	train-mlogloss:0.78558	validation-mlogloss:0.77745
[210]	train-mlogloss:0.78474	validation-mlogloss:0.77671
[211]	train-mlogloss:0.78395	validation-mlogloss:0.77595
[212]	train-mlogloss:0.78311	validation-mlogloss:0.77510
[213]	train-mlogloss:0.78232	validation-mlogloss:0.77438
[214]	train-mlogloss:0.78156	validation-mlogloss:0.77354
[215]	train-mlogloss:0.78075	validation-mlogloss:0.77281
[216]	train-mlogloss:0.77995	validation-mlogloss:0.77212
[217]	train-mlogloss:0.77915	validation-mlogloss:0.77133
[218]	train-mlogloss:0.77846	validation-mlogloss:0.77085
[219]	train-mlogloss:0.77769	validation-mlogloss:0.77023
[220]	train-mlogloss:0.77682	validation-mlogloss:0.76943
[221]	train-mlogloss:0.77598	validation-mlogloss:0.76865
[222]	train-mlogloss:0.77511	validation-mlogloss:0.76776
[223]	train-mlogloss:0.77439	validation-mlogloss:0.76704
[224]	train-mlogloss:0.77367	validation-mlogloss:0.76632
[225]	train-mlogloss:0.77296	validation-mlogloss:0.76562
[226]	train-mlogloss:0.77227	validation-mlogloss:0.76503
[227]	train-mlogloss:0.77161	validation-mlogloss:0.76435
[228]	train-mlogloss:0.77096	validation-mlogloss:0.76393
[229]	train-mlogloss:0.77031	validation-mlogloss:0.76348
[230]	train-mlogloss:0.76960	validation-mlogloss:0.76282
[231]	train-mlogloss:0.76898	validation-mlogloss:0.76232
[232]	train-mlogloss:0.76825	validation-mlogloss:0.76167
[233]	train-mlogloss:0.76757	validation-mlogloss:0.76103
[234]	train-mlogloss:0.76689	validation-mlogloss:0.76037
[235]	train-mlogloss:0.76619	validation-mlogloss:0.75978
[236]	train-mlogloss:0.76554	validation-mlogloss:0.75911
[237]	train-mlogloss:0.76482	validation-mlogloss:0.75846
[238]	train-mlogloss:0.76406	validation-mlogloss:0.75771
[239]	train-mlogloss:0.76346	validation-mlogloss:0.75711
[240]	train-mlogloss:0.76284	validation-mlogloss:0.75645
[241]	train-mlogloss:0.76214	validation-mlogloss:0.75575
[242]	train-mlogloss:0.76150	validation-mlogloss:0.75520
[243]	train-mlogloss:0.76086	validation-mlogloss:0.75457
[244]	train-mlogloss:0.76028	validation-mlogloss:0.75397
[245]	train-mlogloss:0.75968	validation-mlogloss:0.75358
[246]	train-mlogloss:0.75909	validation-mlogloss:0.75308
[247]	train-mlogloss:0.75851	validation-mlogloss:0.75252
[248]	train-mlogloss:0.75795	validation-mlogloss:0.75208
[249]	train-mlogloss:0.75730	validation-mlogloss:0.75140
[250]	train-mlogloss:0.75665	validation-mlogloss:0.75093
[251]	train-mlogloss:0.75606	validation-mlogloss:0.75037
[252]	train-mlogloss:0.75543	validation-mlogloss:0.74983
[253]	train-mlogloss:0.75481	validation-mlogloss:0.74930
[254]	train-mlogloss:0.75425	validation-mlogloss:0.74881
[255]	train-mlogloss:0.75368	validation-mlogloss:0.74837
[256]	train-mlogloss:0.75312	validation-mlogloss:0.74785
[257]	train-mlogloss:0.75243	validation-mlogloss:0.74725
[258]	train-mlogloss:0.75183	validation-mlogloss:0.74669
[259]	train-mlogloss:0.75117	validation-mlogloss:0.74609
[260]	train-mlogloss:0.75060	validation-mlogloss:0.74551
[261]	train-mlogloss:0.74989	validation-mlogloss:0.74479
[262]	train-mlogloss:0.74934	validation-mlogloss:0.74433
[263]	train-mlogloss:0.74878	validation-mlogloss:0.74376
[264]	train-mlogloss:0.74829	validation-mlogloss:0.74335
[265]	train-mlogloss:0.74773	validation-mlogloss:0.74284
[266]	train-mlogloss:0.74714	validation-mlogloss:0.74232
[267]	train-mlogloss:0.74649	validation-mlogloss:0.74168
[268]	train-mlogloss:0.74595	validation-mlogloss:0.74115
[269]	train-mlogloss:0.74542	validation-mlogloss:0.74065
[270]	train-mlogloss:0.74486	validation-mlogloss:0.74009
[271]	train-mlogloss:0.74428	validation-mlogloss:0.73959
[272]	train-mlogloss:0.74375	validation-mlogloss:0.73916
[273]	train-mlogloss:0.74326	validation-mlogloss:0.73873
[274]	train-mlogloss:0.74263	validation-mlogloss:0.73819
[275]	train-mlogloss:0.74199	validation-mlogloss:0.73762
[276]	train-mlogloss:0.74154	validation-mlogloss:0.73728
[277]	train-mlogloss:0.74093	validation-mlogloss:0.73678
[278]	train-mlogloss:0.74035	validation-mlogloss:0.73627
[279]	train-mlogloss:0.73975	validation-mlogloss:0.73592
[280]	train-mlogloss:0.73929	validation-mlogloss:0.73548
[281]	train-mlogloss:0.73879	validation-mlogloss:0.73502
[282]	train-mlogloss:0.73830	validation-mlogloss:0.73458
[283]	train-mlogloss:0.73790	validation-mlogloss:0.73429
[284]	train-mlogloss:0.73725	validation-mlogloss:0.73370
[285]	train-mlogloss:0.73675	validation-mlogloss:0.73323
[286]	train-mlogloss:0.73623	validation-mlogloss:0.73280
[287]	train-mlogloss:0.73575	validation-mlogloss:0.73243
[288]	train-mlogloss:0.73517	validation-mlogloss:0.73191
[289]	train-mlogloss:0.73470	validation-mlogloss:0.73157
[290]	train-mlogloss:0.73423	validation-mlogloss:0.73108
[291]	train-mlogloss:0.73375	validation-mlogloss:0.73067
[292]	train-mlogloss:0.73325	validation-mlogloss:0.73023
[293]	train-mlogloss:0.73280	validation-mlogloss:0.72979
[294]	train-mlogloss:0.73232	validation-mlogloss:0.72933
[295]	train-mlogloss:0.73186	validation-mlogloss:0.72887
[296]	train-mlogloss:0.73134	validation-mlogloss:0.72842
[297]	train-mlogloss:0.73075	validation-mlogloss:0.72789
[298]	train-mlogloss:0.73027	validation-mlogloss:0.72741
[299]	train-mlogloss:0.72980	validation-mlogloss:0.72703
[300]	train-mlogloss:0.72944	validation-mlogloss:0.72674
[301]	train-mlogloss:0.72898	validation-mlogloss:0.72637
[302]	train-mlogloss:0.72853	validation-mlogloss:0.72604
[303]	train-mlogloss:0.72803	validation-mlogloss:0.72559
[304]	train-mlogloss:0.72751	validation-mlogloss:0.72513
[305]	train-mlogloss:0.72703	validation-mlogloss:0.72474
[306]	train-mlogloss:0.72663	validation-mlogloss:0.72443
[307]	train-mlogloss:0.72625	validation-mlogloss:0.72410
[308]	train-mlogloss:0.72572	validation-mlogloss:0.72368
[309]	train-mlogloss:0.72532	validation-mlogloss:0.72339
[310]	train-mlogloss:0.72490	validation-mlogloss:0.72302
[311]	train-mlogloss:0.72452	validation-mlogloss:0.72271
[312]	train-mlogloss:0.72409	validation-mlogloss:0.72239
[313]	train-mlogloss:0.72366	validation-mlogloss:0.72208
[314]	train-mlogloss:0.72328	validation-mlogloss:0.72175
[315]	train-mlogloss:0.72282	validation-mlogloss:0.72131
[316]	train-mlogloss:0.72236	validation-mlogloss:0.72092
[317]	train-mlogloss:0.72194	validation-mlogloss:0.72050
[318]	train-mlogloss:0.72154	validation-mlogloss:0.72016
[319]	train-mlogloss:0.72119	validation-mlogloss:0.71991
[320]	train-mlogloss:0.72074	validation-mlogloss:0.71961
[321]	train-mlogloss:0.72029	validation-mlogloss:0.71917
[322]	train-mlogloss:0.71993	validation-mlogloss:0.71892
[323]	train-mlogloss:0.71952	validation-mlogloss:0.71851
[324]	train-mlogloss:0.71911	validation-mlogloss:0.71822
[325]	train-mlogloss:0.71870	validation-mlogloss:0.71786
[326]	train-mlogloss:0.71828	validation-mlogloss:0.71749
[327]	train-mlogloss:0.71787	validation-mlogloss:0.71714
[328]	train-mlogloss:0.71750	validation-mlogloss:0.71680
[329]	train-mlogloss:0.71717	validation-mlogloss:0.71658
[330]	train-mlogloss:0.71686	validation-mlogloss:0.71636
[331]	train-mlogloss:0.71642	validation-mlogloss:0.71611
[332]	train-mlogloss:0.71592	validation-mlogloss:0.71565
[333]	train-mlogloss:0.71552	validation-mlogloss:0.71533
[334]	train-mlogloss:0.71518	validation-mlogloss:0.71507
[335]	train-mlogloss:0.71477	validation-mlogloss:0.71473
[336]	train-mlogloss:0.71442	validation-mlogloss:0.71444
[337]	train-mlogloss:0.71397	validation-mlogloss:0.71406
[338]	train-mlogloss:0.71365	validation-mlogloss:0.71379
[339]	train-mlogloss:0.71336	validation-mlogloss:0.71353
[340]	train-mlogloss:0.71304	validation-mlogloss:0.71334
[341]	train-mlogloss:0.71265	validation-mlogloss:0.71308
[342]	train-mlogloss:0.71238	validation-mlogloss:0.71291
[343]	train-mlogloss:0.71197	validation-mlogloss:0.71260
[344]	train-mlogloss:0.71166	validation-mlogloss:0.71235
[345]	train-mlogloss:0.71137	validation-mlogloss:0.71201
[346]	train-mlogloss:0.71095	validation-mlogloss:0.71162
[347]	train-mlogloss:0.71068	validation-mlogloss:0.71136
[348]	train-mlogloss:0.71040	validation-mlogloss:0.71108
[349]	train-mlogloss:0.71002	validation-mlogloss:0.71091
[350]	train-mlogloss:0.70974	validation-mlogloss:0.71067
[351]	train-mlogloss:0.70947	validation-mlogloss:0.71038
[352]	train-mlogloss:0.70916	validation-mlogloss:0.71008
[353]	train-mlogloss:0.70880	validation-mlogloss:0.70990
[354]	train-mlogloss:0.70847	validation-mlogloss:0.70962
[355]	train-mlogloss:0.70802	validation-mlogloss:0.70925
[356]	train-mlogloss:0.70775	validation-mlogloss:0.70903
[357]	train-mlogloss:0.70740	validation-mlogloss:0.70865
[358]	train-mlogloss:0.70712	validation-mlogloss:0.70843
[359]	train-mlogloss:0.70675	validation-mlogloss:0.70818
[360]	train-mlogloss:0.70650	validation-mlogloss:0.70799
[361]	train-mlogloss:0.70609	validation-mlogloss:0.70777
[362]	train-mlogloss:0.70590	validation-mlogloss:0.70762
[363]	train-mlogloss:0.70551	validation-mlogloss:0.70722
[364]	train-mlogloss:0.70521	validation-mlogloss:0.70702
[365]	train-mlogloss:0.70499	validation-mlogloss:0.70684
[366]	train-mlogloss:0.70470	validation-mlogloss:0.70656
[367]	train-mlogloss:0.70439	validation-mlogloss:0.70635
[368]	train-mlogloss:0.70411	validation-mlogloss:0.70609
[369]	train-mlogloss:0.70386	validation-mlogloss:0.70584
[370]	train-mlogloss:0.70362	validation-mlogloss:0.70567
[371]	train-mlogloss:0.70334	validation-mlogloss:0.70541
[372]	train-mlogloss:0.70307	validation-mlogloss:0.70518
[373]	train-mlogloss:0.70279	validation-mlogloss:0.70487
[374]	train-mlogloss:0.70260	validation-mlogloss:0.70475
[375]	train-mlogloss:0.70225	validation-mlogloss:0.70439
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.57 [%]
Global accuracy score (test) = 72.04 [%]
Global F1 score (train) = 73.46 [%]
Global F1 score (test) = 72.36 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.48      0.53       400
MODERATE-INTENSITY       0.59      0.83      0.69       400
         SEDENTARY       0.85      0.84      0.84       400
VIGOROUS-INTENSITY       0.94      0.74      0.83       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 10: 72.04 [%]
F1-score capturado en la ejecución 10: 72.36 [%]

=== EJECUCIÓN 11 ===

--- TRAIN (ejecución 11) ---

--- TEST (ejecución 11) ---
2025-11-04 10:36:05.821023: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:36:05.832284: 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 00:00:1762248965.845247 1054893 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248965.849325 1054893 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248965.859196 1054893 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248965.859211 1054893 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248965.859213 1054893 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248965.859214 1054893 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:36:05.862368: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37709	validation-mlogloss:1.37677
[1]	train-mlogloss:1.36763	validation-mlogloss:1.36710
[2]	train-mlogloss:1.35883	validation-mlogloss:1.35777
[3]	train-mlogloss:1.34977	validation-mlogloss:1.34878
[4]	train-mlogloss:1.34090	validation-mlogloss:1.33933
[5]	train-mlogloss:1.33206	validation-mlogloss:1.33010
[6]	train-mlogloss:1.32410	validation-mlogloss:1.32200
[7]	train-mlogloss:1.31551	validation-mlogloss:1.31330
[8]	train-mlogloss:1.30787	validation-mlogloss:1.30510
[9]	train-mlogloss:1.29977	validation-mlogloss:1.29670
[10]	train-mlogloss:1.29201	validation-mlogloss:1.28881
[11]	train-mlogloss:1.28469	validation-mlogloss:1.28123
[12]	train-mlogloss:1.27753	validation-mlogloss:1.27382
[13]	train-mlogloss:1.27029	validation-mlogloss:1.26623
[14]	train-mlogloss:1.26303	validation-mlogloss:1.25886
[15]	train-mlogloss:1.25614	validation-mlogloss:1.25165
[16]	train-mlogloss:1.24911	validation-mlogloss:1.24462
[17]	train-mlogloss:1.24202	validation-mlogloss:1.23724
[18]	train-mlogloss:1.23543	validation-mlogloss:1.23062
[19]	train-mlogloss:1.22865	validation-mlogloss:1.22361
[20]	train-mlogloss:1.22233	validation-mlogloss:1.21730
[21]	train-mlogloss:1.21622	validation-mlogloss:1.21063
[22]	train-mlogloss:1.21012	validation-mlogloss:1.20433
[23]	train-mlogloss:1.20422	validation-mlogloss:1.19835
[24]	train-mlogloss:1.19826	validation-mlogloss:1.19227
[25]	train-mlogloss:1.19240	validation-mlogloss:1.18634
[26]	train-mlogloss:1.18673	validation-mlogloss:1.18069
[27]	train-mlogloss:1.18141	validation-mlogloss:1.17516
[28]	train-mlogloss:1.17558	validation-mlogloss:1.16920
[29]	train-mlogloss:1.16987	validation-mlogloss:1.16337
[30]	train-mlogloss:1.16457	validation-mlogloss:1.15800
[31]	train-mlogloss:1.15912	validation-mlogloss:1.15231
[32]	train-mlogloss:1.15352	validation-mlogloss:1.14654
[33]	train-mlogloss:1.14823	validation-mlogloss:1.14095
[34]	train-mlogloss:1.14300	validation-mlogloss:1.13554
[35]	train-mlogloss:1.13798	validation-mlogloss:1.13015
[36]	train-mlogloss:1.13310	validation-mlogloss:1.12501
[37]	train-mlogloss:1.12842	validation-mlogloss:1.12008
[38]	train-mlogloss:1.12360	validation-mlogloss:1.11529
[39]	train-mlogloss:1.11896	validation-mlogloss:1.11054
[40]	train-mlogloss:1.11423	validation-mlogloss:1.10588
[41]	train-mlogloss:1.10967	validation-mlogloss:1.10123
[42]	train-mlogloss:1.10538	validation-mlogloss:1.09687
[43]	train-mlogloss:1.10099	validation-mlogloss:1.09236
[44]	train-mlogloss:1.09650	validation-mlogloss:1.08780
[45]	train-mlogloss:1.09246	validation-mlogloss:1.08369
[46]	train-mlogloss:1.08807	validation-mlogloss:1.07921
[47]	train-mlogloss:1.08370	validation-mlogloss:1.07481
[48]	train-mlogloss:1.07963	validation-mlogloss:1.07055
[49]	train-mlogloss:1.07557	validation-mlogloss:1.06629
[50]	train-mlogloss:1.07171	validation-mlogloss:1.06225
[51]	train-mlogloss:1.06779	validation-mlogloss:1.05812
[52]	train-mlogloss:1.06406	validation-mlogloss:1.05421
[53]	train-mlogloss:1.06042	validation-mlogloss:1.05036
[54]	train-mlogloss:1.05668	validation-mlogloss:1.04657
[55]	train-mlogloss:1.05308	validation-mlogloss:1.04287
[56]	train-mlogloss:1.04953	validation-mlogloss:1.03901
[57]	train-mlogloss:1.04594	validation-mlogloss:1.03547
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[356]	train-mlogloss:0.71246	validation-mlogloss:0.70952
[357]	train-mlogloss:0.71212	validation-mlogloss:0.70916
[358]	train-mlogloss:0.71178	validation-mlogloss:0.70894
[359]	train-mlogloss:0.71142	validation-mlogloss:0.70862
[360]	train-mlogloss:0.71111	validation-mlogloss:0.70838
[361]	train-mlogloss:0.71077	validation-mlogloss:0.70819
[362]	train-mlogloss:0.71045	validation-mlogloss:0.70788
[363]	train-mlogloss:0.71008	validation-mlogloss:0.70760
[364]	train-mlogloss:0.70976	validation-mlogloss:0.70728
[365]	train-mlogloss:0.70940	validation-mlogloss:0.70709
[366]	train-mlogloss:0.70910	validation-mlogloss:0.70690
[367]	train-mlogloss:0.70881	validation-mlogloss:0.70663
[368]	train-mlogloss:0.70860	validation-mlogloss:0.70648
[369]	train-mlogloss:0.70824	validation-mlogloss:0.70625
[370]	train-mlogloss:0.70797	validation-mlogloss:0.70597
[371]	train-mlogloss:0.70772	validation-mlogloss:0.70574
[372]	train-mlogloss:0.70751	validation-mlogloss:0.70551
[373]	train-mlogloss:0.70724	validation-mlogloss:0.70523
[374]	train-mlogloss:0.70692	validation-mlogloss:0.70497
[375]	train-mlogloss:0.70671	validation-mlogloss:0.70484
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.26 [%]
Global accuracy score (test) = 72.23 [%]
Global F1 score (train) = 73.13 [%]
Global F1 score (test) = 72.15 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.65      0.43      0.51       400
MODERATE-INTENSITY       0.57      0.86      0.69       400
         SEDENTARY       0.86      0.86      0.86       400
VIGOROUS-INTENSITY       0.94      0.73      0.82       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.75      0.72      0.72      1545


Accuracy capturado en la ejecución 11: 72.23 [%]
F1-score capturado en la ejecución 11: 72.15 [%]

=== EJECUCIÓN 12 ===

--- TRAIN (ejecución 12) ---

--- TEST (ejecución 12) ---
2025-11-04 10:36:21.887657: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:36:21.899046: 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 00:00:1762248981.912148 1055196 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248981.916330 1055196 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248981.926145 1055196 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248981.926161 1055196 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248981.926162 1055196 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248981.926164 1055196 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:36:21.929381: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37649	validation-mlogloss:1.37622
[1]	train-mlogloss:1.36703	validation-mlogloss:1.36632
[2]	train-mlogloss:1.35782	validation-mlogloss:1.35674
[3]	train-mlogloss:1.34901	validation-mlogloss:1.34740
[4]	train-mlogloss:1.33996	validation-mlogloss:1.33786
[5]	train-mlogloss:1.33117	validation-mlogloss:1.32875
[6]	train-mlogloss:1.32265	validation-mlogloss:1.31975
[7]	train-mlogloss:1.31424	validation-mlogloss:1.31089
[8]	train-mlogloss:1.30592	validation-mlogloss:1.30230
[9]	train-mlogloss:1.29783	validation-mlogloss:1.29373
[10]	train-mlogloss:1.28993	validation-mlogloss:1.28543
[11]	train-mlogloss:1.28214	validation-mlogloss:1.27745
[12]	train-mlogloss:1.27483	validation-mlogloss:1.27034
[13]	train-mlogloss:1.26749	validation-mlogloss:1.26271
[14]	train-mlogloss:1.26066	validation-mlogloss:1.25596
[15]	train-mlogloss:1.25360	validation-mlogloss:1.24856
[16]	train-mlogloss:1.24663	validation-mlogloss:1.24167
[17]	train-mlogloss:1.23969	validation-mlogloss:1.23439
[18]	train-mlogloss:1.23315	validation-mlogloss:1.22793
[19]	train-mlogloss:1.22659	validation-mlogloss:1.22141
[20]	train-mlogloss:1.22008	validation-mlogloss:1.21471
[21]	train-mlogloss:1.21376	validation-mlogloss:1.20846
[22]	train-mlogloss:1.20758	validation-mlogloss:1.20228
[23]	train-mlogloss:1.20175	validation-mlogloss:1.19640
[24]	train-mlogloss:1.19594	validation-mlogloss:1.19057
[25]	train-mlogloss:1.18982	validation-mlogloss:1.18417
[26]	train-mlogloss:1.18387	validation-mlogloss:1.17804
[27]	train-mlogloss:1.17830	validation-mlogloss:1.17241
[28]	train-mlogloss:1.17286	validation-mlogloss:1.16690
[29]	train-mlogloss:1.16736	validation-mlogloss:1.16155
[30]	train-mlogloss:1.16192	validation-mlogloss:1.15613
[31]	train-mlogloss:1.15662	validation-mlogloss:1.15062
[32]	train-mlogloss:1.15117	validation-mlogloss:1.14497
[33]	train-mlogloss:1.14591	validation-mlogloss:1.13939
[34]	train-mlogloss:1.14092	validation-mlogloss:1.13439
[35]	train-mlogloss:1.13595	validation-mlogloss:1.12914
[36]	train-mlogloss:1.13121	validation-mlogloss:1.12440
[37]	train-mlogloss:1.12630	validation-mlogloss:1.11928
[38]	train-mlogloss:1.12139	validation-mlogloss:1.11429
[39]	train-mlogloss:1.11668	validation-mlogloss:1.10974
[40]	train-mlogloss:1.11190	validation-mlogloss:1.10479
[41]	train-mlogloss:1.10718	validation-mlogloss:1.09997
[42]	train-mlogloss:1.10287	validation-mlogloss:1.09543
[43]	train-mlogloss:1.09850	validation-mlogloss:1.09094
[44]	train-mlogloss:1.09414	validation-mlogloss:1.08649
[45]	train-mlogloss:1.09004	validation-mlogloss:1.08254
[46]	train-mlogloss:1.08586	validation-mlogloss:1.07835
[47]	train-mlogloss:1.08169	validation-mlogloss:1.07409
[48]	train-mlogloss:1.07762	validation-mlogloss:1.06992
[49]	train-mlogloss:1.07358	validation-mlogloss:1.06589
[50]	train-mlogloss:1.06971	validation-mlogloss:1.06199
[51]	train-mlogloss:1.06585	validation-mlogloss:1.05814
[52]	train-mlogloss:1.06178	validation-mlogloss:1.05400
[53]	train-mlogloss:1.05790	validation-mlogloss:1.04990
[54]	train-mlogloss:1.05424	validation-mlogloss:1.04638
[55]	train-mlogloss:1.05052	validation-mlogloss:1.04266
[56]	train-mlogloss:1.04689	validation-mlogloss:1.03894
[57]	train-mlogloss:1.04335	validation-mlogloss:1.03527
[58]	train-mlogloss:1.03978	validation-mlogloss:1.03162
[59]	train-mlogloss:1.03630	validation-mlogloss:1.02799
[60]	train-mlogloss:1.03272	validation-mlogloss:1.02446
[61]	train-mlogloss:1.02924	validation-mlogloss:1.02085
[62]	train-mlogloss:1.02599	validation-mlogloss:1.01767
[63]	train-mlogloss:1.02270	validation-mlogloss:1.01431
[64]	train-mlogloss:1.01961	validation-mlogloss:1.01113
[65]	train-mlogloss:1.01638	validation-mlogloss:1.00779
[66]	train-mlogloss:1.01325	validation-mlogloss:1.00473
[67]	train-mlogloss:1.01020	validation-mlogloss:1.00160
[68]	train-mlogloss:1.00722	validation-mlogloss:0.99865
[69]	train-mlogloss:1.00421	validation-mlogloss:0.99572
[70]	train-mlogloss:1.00115	validation-mlogloss:0.99252
[71]	train-mlogloss:0.99829	validation-mlogloss:0.98968
[72]	train-mlogloss:0.99533	validation-mlogloss:0.98676
[73]	train-mlogloss:0.99270	validation-mlogloss:0.98429
[74]	train-mlogloss:0.99017	validation-mlogloss:0.98191
[75]	train-mlogloss:0.98746	validation-mlogloss:0.97909
[76]	train-mlogloss:0.98449	validation-mlogloss:0.97619
[77]	train-mlogloss:0.98179	validation-mlogloss:0.97325
[78]	train-mlogloss:0.97934	validation-mlogloss:0.97085
[79]	train-mlogloss:0.97672	validation-mlogloss:0.96825
[80]	train-mlogloss:0.97421	validation-mlogloss:0.96565
[81]	train-mlogloss:0.97137	validation-mlogloss:0.96259
[82]	train-mlogloss:0.96884	validation-mlogloss:0.96008
[83]	train-mlogloss:0.96643	validation-mlogloss:0.95769
[84]	train-mlogloss:0.96397	validation-mlogloss:0.95535
[85]	train-mlogloss:0.96159	validation-mlogloss:0.95300
[86]	train-mlogloss:0.95925	validation-mlogloss:0.95060
[87]	train-mlogloss:0.95686	validation-mlogloss:0.94824
[88]	train-mlogloss:0.95451	validation-mlogloss:0.94588
[89]	train-mlogloss:0.95208	validation-mlogloss:0.94358
[90]	train-mlogloss:0.94982	validation-mlogloss:0.94127
[91]	train-mlogloss:0.94756	validation-mlogloss:0.93908
[92]	train-mlogloss:0.94543	validation-mlogloss:0.93704
[93]	train-mlogloss:0.94294	validation-mlogloss:0.93447
[94]	train-mlogloss:0.94076	validation-mlogloss:0.93222
[95]	train-mlogloss:0.93862	validation-mlogloss:0.93022
[96]	train-mlogloss:0.93644	validation-mlogloss:0.92814
[97]	train-mlogloss:0.93414	validation-mlogloss:0.92577
[98]	train-mlogloss:0.93183	validation-mlogloss:0.92337
[99]	train-mlogloss:0.92971	validation-mlogloss:0.92120
[100]	train-mlogloss:0.92778	validation-mlogloss:0.91930
[101]	train-mlogloss:0.92568	validation-mlogloss:0.91724
[102]	train-mlogloss:0.92354	validation-mlogloss:0.91519
[103]	train-mlogloss:0.92168	validation-mlogloss:0.91332
[104]	train-mlogloss:0.91968	validation-mlogloss:0.91132
[105]	train-mlogloss:0.91777	validation-mlogloss:0.90934
[106]	train-mlogloss:0.91586	validation-mlogloss:0.90723
[107]	train-mlogloss:0.91395	validation-mlogloss:0.90511
[108]	train-mlogloss:0.91198	validation-mlogloss:0.90308
[109]	train-mlogloss:0.90997	validation-mlogloss:0.90095
[110]	train-mlogloss:0.90817	validation-mlogloss:0.89912
[111]	train-mlogloss:0.90635	validation-mlogloss:0.89728
[112]	train-mlogloss:0.90465	validation-mlogloss:0.89579
[113]	train-mlogloss:0.90292	validation-mlogloss:0.89408
[114]	train-mlogloss:0.90131	validation-mlogloss:0.89261
[115]	train-mlogloss:0.89945	validation-mlogloss:0.89070
[116]	train-mlogloss:0.89788	validation-mlogloss:0.88919
[117]	train-mlogloss:0.89629	validation-mlogloss:0.88758
[118]	train-mlogloss:0.89466	validation-mlogloss:0.88609
[119]	train-mlogloss:0.89315	validation-mlogloss:0.88462
[120]	train-mlogloss:0.89157	validation-mlogloss:0.88309
[121]	train-mlogloss:0.88984	validation-mlogloss:0.88140
[122]	train-mlogloss:0.88826	validation-mlogloss:0.88006
[123]	train-mlogloss:0.88658	validation-mlogloss:0.87870
[124]	train-mlogloss:0.88511	validation-mlogloss:0.87705
[125]	train-mlogloss:0.88375	validation-mlogloss:0.87573
[126]	train-mlogloss:0.88224	validation-mlogloss:0.87420
[127]	train-mlogloss:0.88066	validation-mlogloss:0.87255
[128]	train-mlogloss:0.87912	validation-mlogloss:0.87098
[129]	train-mlogloss:0.87755	validation-mlogloss:0.86933
[130]	train-mlogloss:0.87612	validation-mlogloss:0.86785
[131]	train-mlogloss:0.87470	validation-mlogloss:0.86637
[132]	train-mlogloss:0.87311	validation-mlogloss:0.86467
[133]	train-mlogloss:0.87151	validation-mlogloss:0.86304
[134]	train-mlogloss:0.87003	validation-mlogloss:0.86151
[135]	train-mlogloss:0.86860	validation-mlogloss:0.85990
[136]	train-mlogloss:0.86711	validation-mlogloss:0.85849
[137]	train-mlogloss:0.86577	validation-mlogloss:0.85708
[138]	train-mlogloss:0.86439	validation-mlogloss:0.85576
[139]	train-mlogloss:0.86304	validation-mlogloss:0.85440
[140]	train-mlogloss:0.86158	validation-mlogloss:0.85289
[141]	train-mlogloss:0.86003	validation-mlogloss:0.85146
[142]	train-mlogloss:0.85874	validation-mlogloss:0.85024
[143]	train-mlogloss:0.85723	validation-mlogloss:0.84880
[144]	train-mlogloss:0.85599	validation-mlogloss:0.84754
[145]	train-mlogloss:0.85478	validation-mlogloss:0.84634
[146]	train-mlogloss:0.85335	validation-mlogloss:0.84490
[147]	train-mlogloss:0.85206	validation-mlogloss:0.84360
[148]	train-mlogloss:0.85090	validation-mlogloss:0.84235
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[353]	train-mlogloss:0.71360	validation-mlogloss:0.71465
[354]	train-mlogloss:0.71338	validation-mlogloss:0.71439
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[357]	train-mlogloss:0.71228	validation-mlogloss:0.71345
[358]	train-mlogloss:0.71211	validation-mlogloss:0.71327
[359]	train-mlogloss:0.71183	validation-mlogloss:0.71303
[360]	train-mlogloss:0.71147	validation-mlogloss:0.71276
[361]	train-mlogloss:0.71116	validation-mlogloss:0.71248
[362]	train-mlogloss:0.71075	validation-mlogloss:0.71211
[363]	train-mlogloss:0.71039	validation-mlogloss:0.71179
[364]	train-mlogloss:0.71003	validation-mlogloss:0.71157
[365]	train-mlogloss:0.70978	validation-mlogloss:0.71140
[366]	train-mlogloss:0.70946	validation-mlogloss:0.71119
[367]	train-mlogloss:0.70927	validation-mlogloss:0.71101
[368]	train-mlogloss:0.70894	validation-mlogloss:0.71075
[369]	train-mlogloss:0.70856	validation-mlogloss:0.71049
[370]	train-mlogloss:0.70839	validation-mlogloss:0.71036
[371]	train-mlogloss:0.70804	validation-mlogloss:0.71014
[372]	train-mlogloss:0.70779	validation-mlogloss:0.70991
[373]	train-mlogloss:0.70743	validation-mlogloss:0.70974
[374]	train-mlogloss:0.70711	validation-mlogloss:0.70948
[375]	train-mlogloss:0.70687	validation-mlogloss:0.70920
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 1 ... 0 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.64 [%]
Global accuracy score (test) = 71.13 [%]
Global F1 score (train) = 73.57 [%]
Global F1 score (test) = 71.3 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.44      0.50       400
MODERATE-INTENSITY       0.58      0.85      0.69       400
         SEDENTARY       0.85      0.82      0.84       400
VIGOROUS-INTENSITY       0.94      0.74      0.83       345

          accuracy                           0.71      1545
         macro avg       0.74      0.71      0.71      1545
      weighted avg       0.73      0.71      0.71      1545


Accuracy capturado en la ejecución 12: 71.13 [%]
F1-score capturado en la ejecución 12: 71.3 [%]

=== EJECUCIÓN 13 ===

--- TRAIN (ejecución 13) ---

--- TEST (ejecución 13) ---
2025-11-04 10:36:37.890984: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:36:37.902360: 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 00:00:1762248997.915444 1055500 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762248997.919341 1055500 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762248997.929307 1055500 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248997.929323 1055500 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248997.929325 1055500 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762248997.929326 1055500 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:36:37.932389: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37675	validation-mlogloss:1.37634
[1]	train-mlogloss:1.36730	validation-mlogloss:1.36633
[2]	train-mlogloss:1.35785	validation-mlogloss:1.35649
[3]	train-mlogloss:1.34909	validation-mlogloss:1.34781
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[9]	train-mlogloss:1.29828	validation-mlogloss:1.29543
[10]	train-mlogloss:1.29035	validation-mlogloss:1.28720
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[12]	train-mlogloss:1.27506	validation-mlogloss:1.27123
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[19]	train-mlogloss:1.22639	validation-mlogloss:1.22162
[20]	train-mlogloss:1.22010	validation-mlogloss:1.21545
[21]	train-mlogloss:1.21368	validation-mlogloss:1.20889
[22]	train-mlogloss:1.20734	validation-mlogloss:1.20241
[23]	train-mlogloss:1.20098	validation-mlogloss:1.19582
[24]	train-mlogloss:1.19484	validation-mlogloss:1.18959
[25]	train-mlogloss:1.18908	validation-mlogloss:1.18367
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[32]	train-mlogloss:1.15074	validation-mlogloss:1.14485
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[35]	train-mlogloss:1.13512	validation-mlogloss:1.12885
[36]	train-mlogloss:1.13042	validation-mlogloss:1.12399
[37]	train-mlogloss:1.12535	validation-mlogloss:1.11894
[38]	train-mlogloss:1.12087	validation-mlogloss:1.11428
[39]	train-mlogloss:1.11597	validation-mlogloss:1.10948
[40]	train-mlogloss:1.11104	validation-mlogloss:1.10444
[41]	train-mlogloss:1.10625	validation-mlogloss:1.09971
[42]	train-mlogloss:1.10163	validation-mlogloss:1.09502
[43]	train-mlogloss:1.09709	validation-mlogloss:1.09052
[44]	train-mlogloss:1.09283	validation-mlogloss:1.08626
[45]	train-mlogloss:1.08866	validation-mlogloss:1.08217
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[47]	train-mlogloss:1.08024	validation-mlogloss:1.07343
[48]	train-mlogloss:1.07619	validation-mlogloss:1.06903
[49]	train-mlogloss:1.07199	validation-mlogloss:1.06493
[50]	train-mlogloss:1.06817	validation-mlogloss:1.06109
[51]	train-mlogloss:1.06443	validation-mlogloss:1.05739
[52]	train-mlogloss:1.06056	validation-mlogloss:1.05348
[53]	train-mlogloss:1.05651	validation-mlogloss:1.04948
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[55]	train-mlogloss:1.04901	validation-mlogloss:1.04168
[56]	train-mlogloss:1.04540	validation-mlogloss:1.03815
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[91]	train-mlogloss:0.94630	validation-mlogloss:0.93735
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[94]	train-mlogloss:0.93970	validation-mlogloss:0.93041
[95]	train-mlogloss:0.93737	validation-mlogloss:0.92796
[96]	train-mlogloss:0.93520	validation-mlogloss:0.92580
[97]	train-mlogloss:0.93316	validation-mlogloss:0.92356
[98]	train-mlogloss:0.93099	validation-mlogloss:0.92144
[99]	train-mlogloss:0.92876	validation-mlogloss:0.91920
[100]	train-mlogloss:0.92673	validation-mlogloss:0.91703
[101]	train-mlogloss:0.92469	validation-mlogloss:0.91504
[102]	train-mlogloss:0.92286	validation-mlogloss:0.91338
[103]	train-mlogloss:0.92090	validation-mlogloss:0.91143
[104]	train-mlogloss:0.91876	validation-mlogloss:0.90931
[105]	train-mlogloss:0.91685	validation-mlogloss:0.90743
[106]	train-mlogloss:0.91483	validation-mlogloss:0.90529
[107]	train-mlogloss:0.91300	validation-mlogloss:0.90348
[108]	train-mlogloss:0.91122	validation-mlogloss:0.90160
[109]	train-mlogloss:0.90938	validation-mlogloss:0.89960
[110]	train-mlogloss:0.90740	validation-mlogloss:0.89776
[111]	train-mlogloss:0.90569	validation-mlogloss:0.89609
[112]	train-mlogloss:0.90391	validation-mlogloss:0.89442
[113]	train-mlogloss:0.90218	validation-mlogloss:0.89260
[114]	train-mlogloss:0.90043	validation-mlogloss:0.89082
[115]	train-mlogloss:0.89864	validation-mlogloss:0.88899
[116]	train-mlogloss:0.89696	validation-mlogloss:0.88731
[117]	train-mlogloss:0.89528	validation-mlogloss:0.88552
[118]	train-mlogloss:0.89365	validation-mlogloss:0.88379
[119]	train-mlogloss:0.89184	validation-mlogloss:0.88192
[120]	train-mlogloss:0.89012	validation-mlogloss:0.88028
[121]	train-mlogloss:0.88863	validation-mlogloss:0.87892
[122]	train-mlogloss:0.88697	validation-mlogloss:0.87736
[123]	train-mlogloss:0.88548	validation-mlogloss:0.87587
[124]	train-mlogloss:0.88397	validation-mlogloss:0.87425
[125]	train-mlogloss:0.88229	validation-mlogloss:0.87257
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[127]	train-mlogloss:0.87897	validation-mlogloss:0.86939
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[129]	train-mlogloss:0.87607	validation-mlogloss:0.86663
[130]	train-mlogloss:0.87469	validation-mlogloss:0.86512
[131]	train-mlogloss:0.87323	validation-mlogloss:0.86380
[132]	train-mlogloss:0.87176	validation-mlogloss:0.86239
[133]	train-mlogloss:0.87030	validation-mlogloss:0.86094
[134]	train-mlogloss:0.86888	validation-mlogloss:0.85938
[135]	train-mlogloss:0.86747	validation-mlogloss:0.85796
[136]	train-mlogloss:0.86608	validation-mlogloss:0.85661
[137]	train-mlogloss:0.86466	validation-mlogloss:0.85511
[138]	train-mlogloss:0.86335	validation-mlogloss:0.85383
[139]	train-mlogloss:0.86207	validation-mlogloss:0.85262
[140]	train-mlogloss:0.86087	validation-mlogloss:0.85142
[141]	train-mlogloss:0.85949	validation-mlogloss:0.85006
[142]	train-mlogloss:0.85825	validation-mlogloss:0.84871
[143]	train-mlogloss:0.85697	validation-mlogloss:0.84745
[144]	train-mlogloss:0.85551	validation-mlogloss:0.84609
[145]	train-mlogloss:0.85425	validation-mlogloss:0.84488
[146]	train-mlogloss:0.85294	validation-mlogloss:0.84353
[147]	train-mlogloss:0.85173	validation-mlogloss:0.84228
[148]	train-mlogloss:0.85038	validation-mlogloss:0.84099
[149]	train-mlogloss:0.84905	validation-mlogloss:0.83964
[150]	train-mlogloss:0.84782	validation-mlogloss:0.83849
[151]	train-mlogloss:0.84644	validation-mlogloss:0.83709
[152]	train-mlogloss:0.84526	validation-mlogloss:0.83595
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[156]	train-mlogloss:0.83993	validation-mlogloss:0.83068
[157]	train-mlogloss:0.83865	validation-mlogloss:0.82942
[158]	train-mlogloss:0.83763	validation-mlogloss:0.82852
[159]	train-mlogloss:0.83645	validation-mlogloss:0.82723
[160]	train-mlogloss:0.83530	validation-mlogloss:0.82615
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[163]	train-mlogloss:0.83208	validation-mlogloss:0.82300
[164]	train-mlogloss:0.83085	validation-mlogloss:0.82192
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[189]	train-mlogloss:0.80472	validation-mlogloss:0.79745
[190]	train-mlogloss:0.80394	validation-mlogloss:0.79683
[191]	train-mlogloss:0.80303	validation-mlogloss:0.79577
[192]	train-mlogloss:0.80219	validation-mlogloss:0.79491
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[196]	train-mlogloss:0.79844	validation-mlogloss:0.79138
[197]	train-mlogloss:0.79761	validation-mlogloss:0.79064
[198]	train-mlogloss:0.79667	validation-mlogloss:0.78978
[199]	train-mlogloss:0.79591	validation-mlogloss:0.78913
[200]	train-mlogloss:0.79499	validation-mlogloss:0.78821
[201]	train-mlogloss:0.79417	validation-mlogloss:0.78740
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[203]	train-mlogloss:0.79230	validation-mlogloss:0.78561
[204]	train-mlogloss:0.79132	validation-mlogloss:0.78471
[205]	train-mlogloss:0.79049	validation-mlogloss:0.78396
[206]	train-mlogloss:0.78952	validation-mlogloss:0.78311
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[209]	train-mlogloss:0.78727	validation-mlogloss:0.78085
[210]	train-mlogloss:0.78634	validation-mlogloss:0.77996
[211]	train-mlogloss:0.78561	validation-mlogloss:0.77926
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[229]	train-mlogloss:0.77220	validation-mlogloss:0.76715
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[231]	train-mlogloss:0.77080	validation-mlogloss:0.76608
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[265]	train-mlogloss:0.74920	validation-mlogloss:0.74651
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[271]	train-mlogloss:0.74601	validation-mlogloss:0.74379
[272]	train-mlogloss:0.74545	validation-mlogloss:0.74325
[273]	train-mlogloss:0.74486	validation-mlogloss:0.74269
[274]	train-mlogloss:0.74423	validation-mlogloss:0.74213
[275]	train-mlogloss:0.74369	validation-mlogloss:0.74162
[276]	train-mlogloss:0.74314	validation-mlogloss:0.74110
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[278]	train-mlogloss:0.74207	validation-mlogloss:0.74024
[279]	train-mlogloss:0.74164	validation-mlogloss:0.73977
[280]	train-mlogloss:0.74114	validation-mlogloss:0.73934
[281]	train-mlogloss:0.74061	validation-mlogloss:0.73885
[282]	train-mlogloss:0.74010	validation-mlogloss:0.73840
[283]	train-mlogloss:0.73961	validation-mlogloss:0.73796
[284]	train-mlogloss:0.73912	validation-mlogloss:0.73762
[285]	train-mlogloss:0.73850	validation-mlogloss:0.73698
[286]	train-mlogloss:0.73800	validation-mlogloss:0.73660
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[297]	train-mlogloss:0.73283	validation-mlogloss:0.73180
[298]	train-mlogloss:0.73227	validation-mlogloss:0.73133
[299]	train-mlogloss:0.73171	validation-mlogloss:0.73089
[300]	train-mlogloss:0.73116	validation-mlogloss:0.73038
[301]	train-mlogloss:0.73074	validation-mlogloss:0.72994
[302]	train-mlogloss:0.73025	validation-mlogloss:0.72948
[303]	train-mlogloss:0.72965	validation-mlogloss:0.72900
[304]	train-mlogloss:0.72925	validation-mlogloss:0.72869
[305]	train-mlogloss:0.72885	validation-mlogloss:0.72838
[306]	train-mlogloss:0.72847	validation-mlogloss:0.72805
[307]	train-mlogloss:0.72810	validation-mlogloss:0.72777
[308]	train-mlogloss:0.72767	validation-mlogloss:0.72740
[309]	train-mlogloss:0.72716	validation-mlogloss:0.72689
[310]	train-mlogloss:0.72664	validation-mlogloss:0.72647
[311]	train-mlogloss:0.72624	validation-mlogloss:0.72611
[312]	train-mlogloss:0.72581	validation-mlogloss:0.72583
[313]	train-mlogloss:0.72536	validation-mlogloss:0.72549
[314]	train-mlogloss:0.72499	validation-mlogloss:0.72524
[315]	train-mlogloss:0.72464	validation-mlogloss:0.72500
[316]	train-mlogloss:0.72419	validation-mlogloss:0.72466
[317]	train-mlogloss:0.72383	validation-mlogloss:0.72431
[318]	train-mlogloss:0.72348	validation-mlogloss:0.72404
[319]	train-mlogloss:0.72308	validation-mlogloss:0.72369
[320]	train-mlogloss:0.72275	validation-mlogloss:0.72344
[321]	train-mlogloss:0.72234	validation-mlogloss:0.72310
[322]	train-mlogloss:0.72204	validation-mlogloss:0.72285
[323]	train-mlogloss:0.72169	validation-mlogloss:0.72257
[324]	train-mlogloss:0.72130	validation-mlogloss:0.72226
[325]	train-mlogloss:0.72092	validation-mlogloss:0.72192
[326]	train-mlogloss:0.72052	validation-mlogloss:0.72155
[327]	train-mlogloss:0.72004	validation-mlogloss:0.72125
[328]	train-mlogloss:0.71958	validation-mlogloss:0.72086
[329]	train-mlogloss:0.71928	validation-mlogloss:0.72068
[330]	train-mlogloss:0.71891	validation-mlogloss:0.72042
[331]	train-mlogloss:0.71854	validation-mlogloss:0.72009
[332]	train-mlogloss:0.71813	validation-mlogloss:0.71979
[333]	train-mlogloss:0.71780	validation-mlogloss:0.71941
[334]	train-mlogloss:0.71750	validation-mlogloss:0.71918
[335]	train-mlogloss:0.71723	validation-mlogloss:0.71894
[336]	train-mlogloss:0.71688	validation-mlogloss:0.71866
[337]	train-mlogloss:0.71654	validation-mlogloss:0.71839
[338]	train-mlogloss:0.71612	validation-mlogloss:0.71800
[339]	train-mlogloss:0.71578	validation-mlogloss:0.71770
[340]	train-mlogloss:0.71544	validation-mlogloss:0.71745
[341]	train-mlogloss:0.71507	validation-mlogloss:0.71716
[342]	train-mlogloss:0.71476	validation-mlogloss:0.71694
[343]	train-mlogloss:0.71439	validation-mlogloss:0.71668
[344]	train-mlogloss:0.71405	validation-mlogloss:0.71634
[345]	train-mlogloss:0.71368	validation-mlogloss:0.71600
[346]	train-mlogloss:0.71331	validation-mlogloss:0.71567
[347]	train-mlogloss:0.71294	validation-mlogloss:0.71539
[348]	train-mlogloss:0.71257	validation-mlogloss:0.71507
[349]	train-mlogloss:0.71221	validation-mlogloss:0.71486
[350]	train-mlogloss:0.71187	validation-mlogloss:0.71462
[351]	train-mlogloss:0.71159	validation-mlogloss:0.71444
[352]	train-mlogloss:0.71132	validation-mlogloss:0.71421
[353]	train-mlogloss:0.71101	validation-mlogloss:0.71396
[354]	train-mlogloss:0.71052	validation-mlogloss:0.71368
[355]	train-mlogloss:0.71016	validation-mlogloss:0.71343
[356]	train-mlogloss:0.70983	validation-mlogloss:0.71311
[357]	train-mlogloss:0.70946	validation-mlogloss:0.71284
[358]	train-mlogloss:0.70908	validation-mlogloss:0.71251
[359]	train-mlogloss:0.70879	validation-mlogloss:0.71236
[360]	train-mlogloss:0.70844	validation-mlogloss:0.71212
[361]	train-mlogloss:0.70813	validation-mlogloss:0.71191
[362]	train-mlogloss:0.70784	validation-mlogloss:0.71169
[363]	train-mlogloss:0.70758	validation-mlogloss:0.71144
[364]	train-mlogloss:0.70732	validation-mlogloss:0.71123
[365]	train-mlogloss:0.70698	validation-mlogloss:0.71095
[366]	train-mlogloss:0.70668	validation-mlogloss:0.71066
[367]	train-mlogloss:0.70636	validation-mlogloss:0.71047
[368]	train-mlogloss:0.70597	validation-mlogloss:0.71023
[369]	train-mlogloss:0.70565	validation-mlogloss:0.70997
[370]	train-mlogloss:0.70536	validation-mlogloss:0.70977
[371]	train-mlogloss:0.70498	validation-mlogloss:0.70957
[372]	train-mlogloss:0.70470	validation-mlogloss:0.70939
[373]	train-mlogloss:0.70435	validation-mlogloss:0.70915
[374]	train-mlogloss:0.70404	validation-mlogloss:0.70885
[375]	train-mlogloss:0.70371	validation-mlogloss:0.70866
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.32 [%]
Global accuracy score (test) = 72.62 [%]
Global F1 score (train) = 73.25 [%]
Global F1 score (test) = 72.95 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.49      0.54       400
MODERATE-INTENSITY       0.60      0.83      0.69       400
         SEDENTARY       0.85      0.84      0.84       400
VIGOROUS-INTENSITY       0.95      0.75      0.84       345

          accuracy                           0.73      1545
         macro avg       0.75      0.73      0.73      1545
      weighted avg       0.74      0.73      0.73      1545


Accuracy capturado en la ejecución 13: 72.62 [%]
F1-score capturado en la ejecución 13: 72.95 [%]

=== EJECUCIÓN 14 ===

--- TRAIN (ejecución 14) ---

--- TEST (ejecución 14) ---
2025-11-04 10:36:54.016522: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:36:54.027733: 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 00:00:1762249014.040742 1055805 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249014.044847 1055805 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249014.054502 1055805 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249014.054517 1055805 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249014.054518 1055805 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249014.054520 1055805 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:36:54.057596: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37659	validation-mlogloss:1.37621
[1]	train-mlogloss:1.36705	validation-mlogloss:1.36631
[2]	train-mlogloss:1.35780	validation-mlogloss:1.35709
[3]	train-mlogloss:1.34870	validation-mlogloss:1.34770
[4]	train-mlogloss:1.34017	validation-mlogloss:1.33849
[5]	train-mlogloss:1.33135	validation-mlogloss:1.32940
[6]	train-mlogloss:1.32253	validation-mlogloss:1.32017
[7]	train-mlogloss:1.31400	validation-mlogloss:1.31126
[8]	train-mlogloss:1.30621	validation-mlogloss:1.30352
[9]	train-mlogloss:1.29792	validation-mlogloss:1.29503
[10]	train-mlogloss:1.29043	validation-mlogloss:1.28759
[11]	train-mlogloss:1.28261	validation-mlogloss:1.27957
[12]	train-mlogloss:1.27539	validation-mlogloss:1.27233
[13]	train-mlogloss:1.26814	validation-mlogloss:1.26473
[14]	train-mlogloss:1.26104	validation-mlogloss:1.25737
[15]	train-mlogloss:1.25380	validation-mlogloss:1.25018
[16]	train-mlogloss:1.24654	validation-mlogloss:1.24288
[17]	train-mlogloss:1.23960	validation-mlogloss:1.23584
[18]	train-mlogloss:1.23296	validation-mlogloss:1.22917
[19]	train-mlogloss:1.22662	validation-mlogloss:1.22289
[20]	train-mlogloss:1.22001	validation-mlogloss:1.21608
[21]	train-mlogloss:1.21328	validation-mlogloss:1.20940
[22]	train-mlogloss:1.20723	validation-mlogloss:1.20325
[23]	train-mlogloss:1.20124	validation-mlogloss:1.19709
[24]	train-mlogloss:1.19503	validation-mlogloss:1.19079
[25]	train-mlogloss:1.18909	validation-mlogloss:1.18479
[26]	train-mlogloss:1.18347	validation-mlogloss:1.17923
[27]	train-mlogloss:1.17764	validation-mlogloss:1.17333
[28]	train-mlogloss:1.17204	validation-mlogloss:1.16778
[29]	train-mlogloss:1.16623	validation-mlogloss:1.16192
[30]	train-mlogloss:1.16074	validation-mlogloss:1.15650
[31]	train-mlogloss:1.15525	validation-mlogloss:1.15099
[32]	train-mlogloss:1.15013	validation-mlogloss:1.14574
[33]	train-mlogloss:1.14490	validation-mlogloss:1.14064
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[332]	train-mlogloss:0.71697	validation-mlogloss:0.72361
[333]	train-mlogloss:0.71661	validation-mlogloss:0.72333
[334]	train-mlogloss:0.71632	validation-mlogloss:0.72307
[335]	train-mlogloss:0.71588	validation-mlogloss:0.72271
[336]	train-mlogloss:0.71551	validation-mlogloss:0.72243
[337]	train-mlogloss:0.71520	validation-mlogloss:0.72218
[338]	train-mlogloss:0.71476	validation-mlogloss:0.72175
[339]	train-mlogloss:0.71442	validation-mlogloss:0.72146
[340]	train-mlogloss:0.71401	validation-mlogloss:0.72130
[341]	train-mlogloss:0.71361	validation-mlogloss:0.72103
[342]	train-mlogloss:0.71334	validation-mlogloss:0.72087
[343]	train-mlogloss:0.71299	validation-mlogloss:0.72074
[344]	train-mlogloss:0.71265	validation-mlogloss:0.72051
[345]	train-mlogloss:0.71234	validation-mlogloss:0.72021
[346]	train-mlogloss:0.71194	validation-mlogloss:0.71986
[347]	train-mlogloss:0.71156	validation-mlogloss:0.71960
[348]	train-mlogloss:0.71124	validation-mlogloss:0.71939
[349]	train-mlogloss:0.71090	validation-mlogloss:0.71914
[350]	train-mlogloss:0.71053	validation-mlogloss:0.71893
[351]	train-mlogloss:0.71016	validation-mlogloss:0.71859
[352]	train-mlogloss:0.70988	validation-mlogloss:0.71831
[353]	train-mlogloss:0.70960	validation-mlogloss:0.71807
[354]	train-mlogloss:0.70934	validation-mlogloss:0.71792
[355]	train-mlogloss:0.70906	validation-mlogloss:0.71773
[356]	train-mlogloss:0.70882	validation-mlogloss:0.71759
[357]	train-mlogloss:0.70854	validation-mlogloss:0.71737
[358]	train-mlogloss:0.70821	validation-mlogloss:0.71724
[359]	train-mlogloss:0.70783	validation-mlogloss:0.71693
[360]	train-mlogloss:0.70755	validation-mlogloss:0.71669
[361]	train-mlogloss:0.70729	validation-mlogloss:0.71645
[362]	train-mlogloss:0.70694	validation-mlogloss:0.71616
[363]	train-mlogloss:0.70675	validation-mlogloss:0.71602
[364]	train-mlogloss:0.70650	validation-mlogloss:0.71581
[365]	train-mlogloss:0.70623	validation-mlogloss:0.71559
[366]	train-mlogloss:0.70596	validation-mlogloss:0.71539
[367]	train-mlogloss:0.70572	validation-mlogloss:0.71524
[368]	train-mlogloss:0.70548	validation-mlogloss:0.71506
[369]	train-mlogloss:0.70508	validation-mlogloss:0.71475
[370]	train-mlogloss:0.70481	validation-mlogloss:0.71459
[371]	train-mlogloss:0.70456	validation-mlogloss:0.71436
[372]	train-mlogloss:0.70434	validation-mlogloss:0.71417
[373]	train-mlogloss:0.70410	validation-mlogloss:0.71395
[374]	train-mlogloss:0.70380	validation-mlogloss:0.71379
[375]	train-mlogloss:0.70360	validation-mlogloss:0.71363
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 0 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.2 [%]
Global accuracy score (test) = 71.46 [%]
Global F1 score (train) = 73.08 [%]
Global F1 score (test) = 71.75 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.47      0.53       400
MODERATE-INTENSITY       0.57      0.82      0.67       400
         SEDENTARY       0.85      0.84      0.85       400
VIGOROUS-INTENSITY       0.93      0.73      0.82       345

          accuracy                           0.71      1545
         macro avg       0.74      0.72      0.72      1545
      weighted avg       0.73      0.71      0.71      1545


Accuracy capturado en la ejecución 14: 71.46 [%]
F1-score capturado en la ejecución 14: 71.75 [%]

=== EJECUCIÓN 15 ===

--- TRAIN (ejecución 15) ---

--- TEST (ejecución 15) ---
2025-11-04 10:37:09.948330: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:37:09.960280: 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 00:00:1762249029.974238 1056108 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249029.978638 1056108 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249029.989022 1056108 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249029.989041 1056108 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249029.989043 1056108 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249029.989044 1056108 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:37:09.992354: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37649	validation-mlogloss:1.37616
[1]	train-mlogloss:1.36704	validation-mlogloss:1.36615
[2]	train-mlogloss:1.35836	validation-mlogloss:1.35723
[3]	train-mlogloss:1.34953	validation-mlogloss:1.34796
[4]	train-mlogloss:1.34072	validation-mlogloss:1.33852
[5]	train-mlogloss:1.33209	validation-mlogloss:1.32958
[6]	train-mlogloss:1.32338	validation-mlogloss:1.32053
[7]	train-mlogloss:1.31488	validation-mlogloss:1.31163
[8]	train-mlogloss:1.30698	validation-mlogloss:1.30328
[9]	train-mlogloss:1.29930	validation-mlogloss:1.29506
[10]	train-mlogloss:1.29113	validation-mlogloss:1.28653
[11]	train-mlogloss:1.28330	validation-mlogloss:1.27820
[12]	train-mlogloss:1.27600	validation-mlogloss:1.27112
[13]	train-mlogloss:1.26870	validation-mlogloss:1.26381
[14]	train-mlogloss:1.26163	validation-mlogloss:1.25631
[15]	train-mlogloss:1.25425	validation-mlogloss:1.24863
[16]	train-mlogloss:1.24717	validation-mlogloss:1.24134
[17]	train-mlogloss:1.24010	validation-mlogloss:1.23416
[18]	train-mlogloss:1.23363	validation-mlogloss:1.22733
[19]	train-mlogloss:1.22710	validation-mlogloss:1.22031
[20]	train-mlogloss:1.22089	validation-mlogloss:1.21402
[21]	train-mlogloss:1.21482	validation-mlogloss:1.20795
[22]	train-mlogloss:1.20843	validation-mlogloss:1.20145
[23]	train-mlogloss:1.20251	validation-mlogloss:1.19538
[24]	train-mlogloss:1.19656	validation-mlogloss:1.18950
[25]	train-mlogloss:1.19067	validation-mlogloss:1.18358
[26]	train-mlogloss:1.18475	validation-mlogloss:1.17740
[27]	train-mlogloss:1.17924	validation-mlogloss:1.17189
[28]	train-mlogloss:1.17392	validation-mlogloss:1.16631
[29]	train-mlogloss:1.16828	validation-mlogloss:1.16067
[30]	train-mlogloss:1.16267	validation-mlogloss:1.15492
[31]	train-mlogloss:1.15759	validation-mlogloss:1.14985
[32]	train-mlogloss:1.15249	validation-mlogloss:1.14443
[33]	train-mlogloss:1.14714	validation-mlogloss:1.13887
[34]	train-mlogloss:1.14221	validation-mlogloss:1.13356
[35]	train-mlogloss:1.13731	validation-mlogloss:1.12878
[36]	train-mlogloss:1.13271	validation-mlogloss:1.12415
[37]	train-mlogloss:1.12778	validation-mlogloss:1.11916
[38]	train-mlogloss:1.12291	validation-mlogloss:1.11390
[39]	train-mlogloss:1.11799	validation-mlogloss:1.10885
[40]	train-mlogloss:1.11328	validation-mlogloss:1.10389
[41]	train-mlogloss:1.10873	validation-mlogloss:1.09921
[42]	train-mlogloss:1.10445	validation-mlogloss:1.09491
[43]	train-mlogloss:1.10028	validation-mlogloss:1.09069
[44]	train-mlogloss:1.09585	validation-mlogloss:1.08622
[45]	train-mlogloss:1.09181	validation-mlogloss:1.08191
[46]	train-mlogloss:1.08746	validation-mlogloss:1.07759
[47]	train-mlogloss:1.08333	validation-mlogloss:1.07340
[48]	train-mlogloss:1.07917	validation-mlogloss:1.06905
[49]	train-mlogloss:1.07515	validation-mlogloss:1.06489
[50]	train-mlogloss:1.07120	validation-mlogloss:1.06065
[51]	train-mlogloss:1.06727	validation-mlogloss:1.05652
[52]	train-mlogloss:1.06338	validation-mlogloss:1.05245
[53]	train-mlogloss:1.05960	validation-mlogloss:1.04841
[54]	train-mlogloss:1.05592	validation-mlogloss:1.04457
[55]	train-mlogloss:1.05234	validation-mlogloss:1.04084
[56]	train-mlogloss:1.04885	validation-mlogloss:1.03721
[57]	train-mlogloss:1.04528	validation-mlogloss:1.03352
[58]	train-mlogloss:1.04166	validation-mlogloss:1.02984
[59]	train-mlogloss:1.03828	validation-mlogloss:1.02647
[60]	train-mlogloss:1.03500	validation-mlogloss:1.02306
[61]	train-mlogloss:1.03147	validation-mlogloss:1.01938
[62]	train-mlogloss:1.02812	validation-mlogloss:1.01577
[63]	train-mlogloss:1.02464	validation-mlogloss:1.01218
[64]	train-mlogloss:1.02147	validation-mlogloss:1.00878
[65]	train-mlogloss:1.01831	validation-mlogloss:1.00547
[66]	train-mlogloss:1.01508	validation-mlogloss:1.00220
[67]	train-mlogloss:1.01201	validation-mlogloss:0.99912
[68]	train-mlogloss:1.00911	validation-mlogloss:0.99618
[69]	train-mlogloss:1.00598	validation-mlogloss:0.99305
[70]	train-mlogloss:1.00294	validation-mlogloss:0.98997
[71]	train-mlogloss:1.00014	validation-mlogloss:0.98713
[72]	train-mlogloss:0.99712	validation-mlogloss:0.98406
[73]	train-mlogloss:0.99408	validation-mlogloss:0.98098
[74]	train-mlogloss:0.99146	validation-mlogloss:0.97826
[75]	train-mlogloss:0.98851	validation-mlogloss:0.97515
[76]	train-mlogloss:0.98578	validation-mlogloss:0.97216
[77]	train-mlogloss:0.98310	validation-mlogloss:0.96928
[78]	train-mlogloss:0.98042	validation-mlogloss:0.96658
[79]	train-mlogloss:0.97791	validation-mlogloss:0.96397
[80]	train-mlogloss:0.97530	validation-mlogloss:0.96130
[81]	train-mlogloss:0.97286	validation-mlogloss:0.95892
[82]	train-mlogloss:0.97025	validation-mlogloss:0.95642
[83]	train-mlogloss:0.96779	validation-mlogloss:0.95386
[84]	train-mlogloss:0.96533	validation-mlogloss:0.95151
[85]	train-mlogloss:0.96297	validation-mlogloss:0.94925
[86]	train-mlogloss:0.96064	validation-mlogloss:0.94699
[87]	train-mlogloss:0.95834	validation-mlogloss:0.94469
[88]	train-mlogloss:0.95584	validation-mlogloss:0.94202
[89]	train-mlogloss:0.95347	validation-mlogloss:0.93952
[90]	train-mlogloss:0.95121	validation-mlogloss:0.93721
[91]	train-mlogloss:0.94880	validation-mlogloss:0.93463
[92]	train-mlogloss:0.94663	validation-mlogloss:0.93230
[93]	train-mlogloss:0.94423	validation-mlogloss:0.92979
[94]	train-mlogloss:0.94200	validation-mlogloss:0.92766
[95]	train-mlogloss:0.93980	validation-mlogloss:0.92537
[96]	train-mlogloss:0.93758	validation-mlogloss:0.92301
[97]	train-mlogloss:0.93538	validation-mlogloss:0.92072
[98]	train-mlogloss:0.93325	validation-mlogloss:0.91841
[99]	train-mlogloss:0.93120	validation-mlogloss:0.91639
[100]	train-mlogloss:0.92914	validation-mlogloss:0.91428
[101]	train-mlogloss:0.92733	validation-mlogloss:0.91238
[102]	train-mlogloss:0.92542	validation-mlogloss:0.91036
[103]	train-mlogloss:0.92331	validation-mlogloss:0.90831
[104]	train-mlogloss:0.92125	validation-mlogloss:0.90619
[105]	train-mlogloss:0.91940	validation-mlogloss:0.90437
[106]	train-mlogloss:0.91756	validation-mlogloss:0.90244
[107]	train-mlogloss:0.91580	validation-mlogloss:0.90066
[108]	train-mlogloss:0.91394	validation-mlogloss:0.89867
[109]	train-mlogloss:0.91215	validation-mlogloss:0.89677
[110]	train-mlogloss:0.91021	validation-mlogloss:0.89496
[111]	train-mlogloss:0.90847	validation-mlogloss:0.89312
[112]	train-mlogloss:0.90692	validation-mlogloss:0.89155
[113]	train-mlogloss:0.90520	validation-mlogloss:0.88968
[114]	train-mlogloss:0.90350	validation-mlogloss:0.88804
[115]	train-mlogloss:0.90203	validation-mlogloss:0.88659
[116]	train-mlogloss:0.90022	validation-mlogloss:0.88485
[117]	train-mlogloss:0.89846	validation-mlogloss:0.88305
[118]	train-mlogloss:0.89663	validation-mlogloss:0.88115
[119]	train-mlogloss:0.89502	validation-mlogloss:0.87946
[120]	train-mlogloss:0.89332	validation-mlogloss:0.87775
[121]	train-mlogloss:0.89180	validation-mlogloss:0.87623
[122]	train-mlogloss:0.89024	validation-mlogloss:0.87460
[123]	train-mlogloss:0.88860	validation-mlogloss:0.87294
[124]	train-mlogloss:0.88701	validation-mlogloss:0.87113
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 0 0 ... 2 2 0]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.02 [%]
Global accuracy score (test) = 72.43 [%]
Global F1 score (train) = 72.94 [%]
Global F1 score (test) = 72.72 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.48      0.54       400
MODERATE-INTENSITY       0.59      0.85      0.70       400
         SEDENTARY       0.85      0.83      0.84       400
VIGOROUS-INTENSITY       0.94      0.74      0.83       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.73      1545
      weighted avg       0.75      0.72      0.72      1545


Accuracy capturado en la ejecución 15: 72.43 [%]
F1-score capturado en la ejecución 15: 72.72 [%]

=== EJECUCIÓN 16 ===

--- TRAIN (ejecución 16) ---

--- TEST (ejecución 16) ---
2025-11-04 10:37:25.998467: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:37:26.010178: 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 00:00:1762249046.024320 1056431 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249046.028420 1056431 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249046.038476 1056431 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249046.038503 1056431 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249046.038504 1056431 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249046.038506 1056431 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:37:26.041446: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37662	validation-mlogloss:1.37594
[1]	train-mlogloss:1.36727	validation-mlogloss:1.36610
[2]	train-mlogloss:1.35807	validation-mlogloss:1.35646
[3]	train-mlogloss:1.34916	validation-mlogloss:1.34739
[4]	train-mlogloss:1.34049	validation-mlogloss:1.33827
[5]	train-mlogloss:1.33199	validation-mlogloss:1.32941
[6]	train-mlogloss:1.32372	validation-mlogloss:1.32074
[7]	train-mlogloss:1.31529	validation-mlogloss:1.31190
[8]	train-mlogloss:1.30689	validation-mlogloss:1.30349
[9]	train-mlogloss:1.29894	validation-mlogloss:1.29512
[10]	train-mlogloss:1.29089	validation-mlogloss:1.28685
[11]	train-mlogloss:1.28303	validation-mlogloss:1.27888
[12]	train-mlogloss:1.27556	validation-mlogloss:1.27141
[13]	train-mlogloss:1.26813	validation-mlogloss:1.26364
[14]	train-mlogloss:1.26055	validation-mlogloss:1.25598
[15]	train-mlogloss:1.25362	validation-mlogloss:1.24896
[16]	train-mlogloss:1.24631	validation-mlogloss:1.24156
[17]	train-mlogloss:1.23963	validation-mlogloss:1.23490
[18]	train-mlogloss:1.23294	validation-mlogloss:1.22777
[19]	train-mlogloss:1.22638	validation-mlogloss:1.22129
[20]	train-mlogloss:1.21985	validation-mlogloss:1.21467
[21]	train-mlogloss:1.21362	validation-mlogloss:1.20860
[22]	train-mlogloss:1.20725	validation-mlogloss:1.20173
[23]	train-mlogloss:1.20107	validation-mlogloss:1.19550
[24]	train-mlogloss:1.19491	validation-mlogloss:1.18937
[25]	train-mlogloss:1.18908	validation-mlogloss:1.18370
[26]	train-mlogloss:1.18325	validation-mlogloss:1.17766
[27]	train-mlogloss:1.17743	validation-mlogloss:1.17158
[28]	train-mlogloss:1.17191	validation-mlogloss:1.16604
[29]	train-mlogloss:1.16628	validation-mlogloss:1.16007
[30]	train-mlogloss:1.16079	validation-mlogloss:1.15431
[31]	train-mlogloss:1.15550	validation-mlogloss:1.14886
[32]	train-mlogloss:1.15032	validation-mlogloss:1.14362
[33]	train-mlogloss:1.14538	validation-mlogloss:1.13847
[34]	train-mlogloss:1.14037	validation-mlogloss:1.13355
[35]	train-mlogloss:1.13544	validation-mlogloss:1.12862
[36]	train-mlogloss:1.13035	validation-mlogloss:1.12331
[37]	train-mlogloss:1.12561	validation-mlogloss:1.11845
[38]	train-mlogloss:1.12092	validation-mlogloss:1.11357
[39]	train-mlogloss:1.11634	validation-mlogloss:1.10896
[40]	train-mlogloss:1.11188	validation-mlogloss:1.10452
[41]	train-mlogloss:1.10706	validation-mlogloss:1.09949
[42]	train-mlogloss:1.10283	validation-mlogloss:1.09536
[43]	train-mlogloss:1.09834	validation-mlogloss:1.09055
[44]	train-mlogloss:1.09412	validation-mlogloss:1.08632
[45]	train-mlogloss:1.08991	validation-mlogloss:1.08201
[46]	train-mlogloss:1.08564	validation-mlogloss:1.07760
[47]	train-mlogloss:1.08123	validation-mlogloss:1.07294
[48]	train-mlogloss:1.07734	validation-mlogloss:1.06887
[49]	train-mlogloss:1.07333	validation-mlogloss:1.06474
[50]	train-mlogloss:1.06959	validation-mlogloss:1.06097
[51]	train-mlogloss:1.06583	validation-mlogloss:1.05692
[52]	train-mlogloss:1.06197	validation-mlogloss:1.05304
[53]	train-mlogloss:1.05814	validation-mlogloss:1.04904
[54]	train-mlogloss:1.05440	validation-mlogloss:1.04513
[55]	train-mlogloss:1.05070	validation-mlogloss:1.04140
[56]	train-mlogloss:1.04728	validation-mlogloss:1.03792
[57]	train-mlogloss:1.04368	validation-mlogloss:1.03426
[58]	train-mlogloss:1.04007	validation-mlogloss:1.03049
[59]	train-mlogloss:1.03669	validation-mlogloss:1.02728
[60]	train-mlogloss:1.03323	validation-mlogloss:1.02382
[61]	train-mlogloss:1.03016	validation-mlogloss:1.02084
[62]	train-mlogloss:1.02690	validation-mlogloss:1.01740
[63]	train-mlogloss:1.02381	validation-mlogloss:1.01450
[64]	train-mlogloss:1.02047	validation-mlogloss:1.01124
[65]	train-mlogloss:1.01709	validation-mlogloss:1.00789
[66]	train-mlogloss:1.01393	validation-mlogloss:1.00450
[67]	train-mlogloss:1.01087	validation-mlogloss:1.00141
[68]	train-mlogloss:1.00784	validation-mlogloss:0.99833
[69]	train-mlogloss:1.00482	validation-mlogloss:0.99532
[70]	train-mlogloss:1.00176	validation-mlogloss:0.99201
[71]	train-mlogloss:0.99871	validation-mlogloss:0.98894
[72]	train-mlogloss:0.99579	validation-mlogloss:0.98580
[73]	train-mlogloss:0.99301	validation-mlogloss:0.98297
[74]	train-mlogloss:0.99022	validation-mlogloss:0.98007
[75]	train-mlogloss:0.98748	validation-mlogloss:0.97723
[76]	train-mlogloss:0.98460	validation-mlogloss:0.97409
[77]	train-mlogloss:0.98203	validation-mlogloss:0.97144
[78]	train-mlogloss:0.97934	validation-mlogloss:0.96868
[79]	train-mlogloss:0.97679	validation-mlogloss:0.96603
[80]	train-mlogloss:0.97418	validation-mlogloss:0.96338
[81]	train-mlogloss:0.97140	validation-mlogloss:0.96057
[82]	train-mlogloss:0.96889	validation-mlogloss:0.95814
[83]	train-mlogloss:0.96649	validation-mlogloss:0.95570
[84]	train-mlogloss:0.96403	validation-mlogloss:0.95335
[85]	train-mlogloss:0.96154	validation-mlogloss:0.95087
[86]	train-mlogloss:0.95918	validation-mlogloss:0.94854
[87]	train-mlogloss:0.95684	validation-mlogloss:0.94620
[88]	train-mlogloss:0.95463	validation-mlogloss:0.94408
[89]	train-mlogloss:0.95229	validation-mlogloss:0.94162
[90]	train-mlogloss:0.94999	validation-mlogloss:0.93920
[91]	train-mlogloss:0.94753	validation-mlogloss:0.93675
[92]	train-mlogloss:0.94532	validation-mlogloss:0.93440
[93]	train-mlogloss:0.94330	validation-mlogloss:0.93235
[94]	train-mlogloss:0.94107	validation-mlogloss:0.93023
[95]	train-mlogloss:0.93878	validation-mlogloss:0.92800
[96]	train-mlogloss:0.93655	validation-mlogloss:0.92566
[97]	train-mlogloss:0.93438	validation-mlogloss:0.92352
[98]	train-mlogloss:0.93222	validation-mlogloss:0.92124
[99]	train-mlogloss:0.93011	validation-mlogloss:0.91916
[100]	train-mlogloss:0.92802	validation-mlogloss:0.91711
[101]	train-mlogloss:0.92611	validation-mlogloss:0.91509
[102]	train-mlogloss:0.92412	validation-mlogloss:0.91326
[103]	train-mlogloss:0.92211	validation-mlogloss:0.91131
[104]	train-mlogloss:0.92025	validation-mlogloss:0.90942
[105]	train-mlogloss:0.91838	validation-mlogloss:0.90737
[106]	train-mlogloss:0.91647	validation-mlogloss:0.90558
[107]	train-mlogloss:0.91457	validation-mlogloss:0.90373
[108]	train-mlogloss:0.91270	validation-mlogloss:0.90176
[109]	train-mlogloss:0.91090	validation-mlogloss:0.89995
[110]	train-mlogloss:0.90906	validation-mlogloss:0.89802
[111]	train-mlogloss:0.90736	validation-mlogloss:0.89616
[112]	train-mlogloss:0.90564	validation-mlogloss:0.89445
[113]	train-mlogloss:0.90378	validation-mlogloss:0.89243
[114]	train-mlogloss:0.90200	validation-mlogloss:0.89055
[115]	train-mlogloss:0.90039	validation-mlogloss:0.88884
[116]	train-mlogloss:0.89871	validation-mlogloss:0.88721
[117]	train-mlogloss:0.89703	validation-mlogloss:0.88540
[118]	train-mlogloss:0.89523	validation-mlogloss:0.88355
[119]	train-mlogloss:0.89365	validation-mlogloss:0.88192
[120]	train-mlogloss:0.89204	validation-mlogloss:0.88027
[121]	train-mlogloss:0.89021	validation-mlogloss:0.87855
[122]	train-mlogloss:0.88867	validation-mlogloss:0.87703
[123]	train-mlogloss:0.88710	validation-mlogloss:0.87560
[124]	train-mlogloss:0.88561	validation-mlogloss:0.87436
[125]	train-mlogloss:0.88409	validation-mlogloss:0.87278
[126]	train-mlogloss:0.88252	validation-mlogloss:0.87120
[127]	train-mlogloss:0.88113	validation-mlogloss:0.86980
[128]	train-mlogloss:0.87965	validation-mlogloss:0.86838
[129]	train-mlogloss:0.87823	validation-mlogloss:0.86700
[130]	train-mlogloss:0.87669	validation-mlogloss:0.86536
[131]	train-mlogloss:0.87507	validation-mlogloss:0.86366
[132]	train-mlogloss:0.87377	validation-mlogloss:0.86240
[133]	train-mlogloss:0.87242	validation-mlogloss:0.86119
[134]	train-mlogloss:0.87106	validation-mlogloss:0.85990
[135]	train-mlogloss:0.86976	validation-mlogloss:0.85843
[136]	train-mlogloss:0.86813	validation-mlogloss:0.85696
[137]	train-mlogloss:0.86687	validation-mlogloss:0.85589
[138]	train-mlogloss:0.86558	validation-mlogloss:0.85457
[139]	train-mlogloss:0.86416	validation-mlogloss:0.85318
[140]	train-mlogloss:0.86291	validation-mlogloss:0.85206
[141]	train-mlogloss:0.86158	validation-mlogloss:0.85075
[142]	train-mlogloss:0.86019	validation-mlogloss:0.84940
[143]	train-mlogloss:0.85888	validation-mlogloss:0.84819
[144]	train-mlogloss:0.85737	validation-mlogloss:0.84675
[145]	train-mlogloss:0.85606	validation-mlogloss:0.84563
[146]	train-mlogloss:0.85470	validation-mlogloss:0.84437
[147]	train-mlogloss:0.85338	validation-mlogloss:0.84309
[148]	train-mlogloss:0.85198	validation-mlogloss:0.84175
[149]	train-mlogloss:0.85070	validation-mlogloss:0.84031
[150]	train-mlogloss:0.84952	validation-mlogloss:0.83917
[151]	train-mlogloss:0.84834	validation-mlogloss:0.83810
[152]	train-mlogloss:0.84703	validation-mlogloss:0.83681
[153]	train-mlogloss:0.84582	validation-mlogloss:0.83553
[154]	train-mlogloss:0.84467	validation-mlogloss:0.83445
[155]	train-mlogloss:0.84348	validation-mlogloss:0.83324
[156]	train-mlogloss:0.84230	validation-mlogloss:0.83205
[157]	train-mlogloss:0.84116	validation-mlogloss:0.83092
[158]	train-mlogloss:0.84008	validation-mlogloss:0.82978
[159]	train-mlogloss:0.83878	validation-mlogloss:0.82846
[160]	train-mlogloss:0.83768	validation-mlogloss:0.82718
[161]	train-mlogloss:0.83659	validation-mlogloss:0.82617
[162]	train-mlogloss:0.83561	validation-mlogloss:0.82524
[163]	train-mlogloss:0.83459	validation-mlogloss:0.82434
[164]	train-mlogloss:0.83339	validation-mlogloss:0.82300
[165]	train-mlogloss:0.83249	validation-mlogloss:0.82230
[166]	train-mlogloss:0.83129	validation-mlogloss:0.82115
[167]	train-mlogloss:0.83014	validation-mlogloss:0.82013
[168]	train-mlogloss:0.82899	validation-mlogloss:0.81887
[169]	train-mlogloss:0.82789	validation-mlogloss:0.81772
[170]	train-mlogloss:0.82662	validation-mlogloss:0.81651
[171]	train-mlogloss:0.82556	validation-mlogloss:0.81539
[172]	train-mlogloss:0.82461	validation-mlogloss:0.81444
[173]	train-mlogloss:0.82349	validation-mlogloss:0.81337
[174]	train-mlogloss:0.82246	validation-mlogloss:0.81250
[175]	train-mlogloss:0.82140	validation-mlogloss:0.81150
[176]	train-mlogloss:0.82033	validation-mlogloss:0.81051
[177]	train-mlogloss:0.81937	validation-mlogloss:0.80952
[178]	train-mlogloss:0.81849	validation-mlogloss:0.80880
[179]	train-mlogloss:0.81759	validation-mlogloss:0.80802
[180]	train-mlogloss:0.81670	validation-mlogloss:0.80706
[181]	train-mlogloss:0.81563	validation-mlogloss:0.80606
[182]	train-mlogloss:0.81466	validation-mlogloss:0.80514
[183]	train-mlogloss:0.81367	validation-mlogloss:0.80421
[184]	train-mlogloss:0.81261	validation-mlogloss:0.80311
[185]	train-mlogloss:0.81157	validation-mlogloss:0.80214
[186]	train-mlogloss:0.81067	validation-mlogloss:0.80127
[187]	train-mlogloss:0.80968	validation-mlogloss:0.80035
[188]	train-mlogloss:0.80878	validation-mlogloss:0.79954
[189]	train-mlogloss:0.80794	validation-mlogloss:0.79881
[190]	train-mlogloss:0.80702	validation-mlogloss:0.79787
[191]	train-mlogloss:0.80613	validation-mlogloss:0.79692
[192]	train-mlogloss:0.80523	validation-mlogloss:0.79606
[193]	train-mlogloss:0.80443	validation-mlogloss:0.79528
[194]	train-mlogloss:0.80345	validation-mlogloss:0.79440
[195]	train-mlogloss:0.80252	validation-mlogloss:0.79356
[196]	train-mlogloss:0.80162	validation-mlogloss:0.79274
[197]	train-mlogloss:0.80080	validation-mlogloss:0.79207
[198]	train-mlogloss:0.79997	validation-mlogloss:0.79125
[199]	train-mlogloss:0.79913	validation-mlogloss:0.79052
[200]	train-mlogloss:0.79838	validation-mlogloss:0.78971
[201]	train-mlogloss:0.79741	validation-mlogloss:0.78881
[202]	train-mlogloss:0.79654	validation-mlogloss:0.78808
[203]	train-mlogloss:0.79576	validation-mlogloss:0.78743
[204]	train-mlogloss:0.79489	validation-mlogloss:0.78675
[205]	train-mlogloss:0.79399	validation-mlogloss:0.78597
[206]	train-mlogloss:0.79310	validation-mlogloss:0.78514
[207]	train-mlogloss:0.79226	validation-mlogloss:0.78434
[208]	train-mlogloss:0.79146	validation-mlogloss:0.78364
[209]	train-mlogloss:0.79053	validation-mlogloss:0.78281
[210]	train-mlogloss:0.78976	validation-mlogloss:0.78208
[211]	train-mlogloss:0.78887	validation-mlogloss:0.78130
[212]	train-mlogloss:0.78796	validation-mlogloss:0.78052
[213]	train-mlogloss:0.78709	validation-mlogloss:0.77975
[214]	train-mlogloss:0.78631	validation-mlogloss:0.77903
[215]	train-mlogloss:0.78544	validation-mlogloss:0.77821
[216]	train-mlogloss:0.78474	validation-mlogloss:0.77746
[217]	train-mlogloss:0.78399	validation-mlogloss:0.77682
[218]	train-mlogloss:0.78320	validation-mlogloss:0.77607
[219]	train-mlogloss:0.78255	validation-mlogloss:0.77546
[220]	train-mlogloss:0.78177	validation-mlogloss:0.77484
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[302]	train-mlogloss:0.73506	validation-mlogloss:0.73380
[303]	train-mlogloss:0.73460	validation-mlogloss:0.73341
[304]	train-mlogloss:0.73421	validation-mlogloss:0.73319
[305]	train-mlogloss:0.73379	validation-mlogloss:0.73281
[306]	train-mlogloss:0.73345	validation-mlogloss:0.73249
[307]	train-mlogloss:0.73306	validation-mlogloss:0.73219
[308]	train-mlogloss:0.73266	validation-mlogloss:0.73191
[309]	train-mlogloss:0.73226	validation-mlogloss:0.73151
[310]	train-mlogloss:0.73182	validation-mlogloss:0.73117
[311]	train-mlogloss:0.73139	validation-mlogloss:0.73084
[312]	train-mlogloss:0.73101	validation-mlogloss:0.73054
[313]	train-mlogloss:0.73054	validation-mlogloss:0.73013
[314]	train-mlogloss:0.73009	validation-mlogloss:0.72970
[315]	train-mlogloss:0.72970	validation-mlogloss:0.72935
[316]	train-mlogloss:0.72931	validation-mlogloss:0.72903
[317]	train-mlogloss:0.72889	validation-mlogloss:0.72869
[318]	train-mlogloss:0.72848	validation-mlogloss:0.72837
[319]	train-mlogloss:0.72802	validation-mlogloss:0.72799
[320]	train-mlogloss:0.72769	validation-mlogloss:0.72778
[321]	train-mlogloss:0.72727	validation-mlogloss:0.72744
[322]	train-mlogloss:0.72684	validation-mlogloss:0.72706
[323]	train-mlogloss:0.72635	validation-mlogloss:0.72665
[324]	train-mlogloss:0.72594	validation-mlogloss:0.72623
[325]	train-mlogloss:0.72542	validation-mlogloss:0.72584
[326]	train-mlogloss:0.72504	validation-mlogloss:0.72551
[327]	train-mlogloss:0.72459	validation-mlogloss:0.72516
[328]	train-mlogloss:0.72412	validation-mlogloss:0.72479
[329]	train-mlogloss:0.72380	validation-mlogloss:0.72459
[330]	train-mlogloss:0.72343	validation-mlogloss:0.72429
[331]	train-mlogloss:0.72299	validation-mlogloss:0.72388
[332]	train-mlogloss:0.72270	validation-mlogloss:0.72361
[333]	train-mlogloss:0.72236	validation-mlogloss:0.72331
[334]	train-mlogloss:0.72203	validation-mlogloss:0.72302
[335]	train-mlogloss:0.72174	validation-mlogloss:0.72272
[336]	train-mlogloss:0.72136	validation-mlogloss:0.72242
[337]	train-mlogloss:0.72103	validation-mlogloss:0.72209
[338]	train-mlogloss:0.72063	validation-mlogloss:0.72177
[339]	train-mlogloss:0.72031	validation-mlogloss:0.72145
[340]	train-mlogloss:0.71994	validation-mlogloss:0.72120
[341]	train-mlogloss:0.71959	validation-mlogloss:0.72100
[342]	train-mlogloss:0.71923	validation-mlogloss:0.72070
[343]	train-mlogloss:0.71892	validation-mlogloss:0.72040
[344]	train-mlogloss:0.71854	validation-mlogloss:0.72005
[345]	train-mlogloss:0.71820	validation-mlogloss:0.71986
[346]	train-mlogloss:0.71786	validation-mlogloss:0.71963
[347]	train-mlogloss:0.71748	validation-mlogloss:0.71931
[348]	train-mlogloss:0.71718	validation-mlogloss:0.71901
[349]	train-mlogloss:0.71684	validation-mlogloss:0.71875
[350]	train-mlogloss:0.71650	validation-mlogloss:0.71848
[351]	train-mlogloss:0.71611	validation-mlogloss:0.71814
[352]	train-mlogloss:0.71579	validation-mlogloss:0.71777
[353]	train-mlogloss:0.71543	validation-mlogloss:0.71751
[354]	train-mlogloss:0.71508	validation-mlogloss:0.71721
[355]	train-mlogloss:0.71480	validation-mlogloss:0.71694
[356]	train-mlogloss:0.71460	validation-mlogloss:0.71675
[357]	train-mlogloss:0.71428	validation-mlogloss:0.71648
[358]	train-mlogloss:0.71399	validation-mlogloss:0.71629
[359]	train-mlogloss:0.71377	validation-mlogloss:0.71611
[360]	train-mlogloss:0.71346	validation-mlogloss:0.71581
[361]	train-mlogloss:0.71317	validation-mlogloss:0.71557
[362]	train-mlogloss:0.71288	validation-mlogloss:0.71529
[363]	train-mlogloss:0.71261	validation-mlogloss:0.71505
[364]	train-mlogloss:0.71228	validation-mlogloss:0.71485
[365]	train-mlogloss:0.71201	validation-mlogloss:0.71459
[366]	train-mlogloss:0.71179	validation-mlogloss:0.71451
[367]	train-mlogloss:0.71148	validation-mlogloss:0.71419
[368]	train-mlogloss:0.71119	validation-mlogloss:0.71401
[369]	train-mlogloss:0.71092	validation-mlogloss:0.71380
[370]	train-mlogloss:0.71063	validation-mlogloss:0.71345
[371]	train-mlogloss:0.71029	validation-mlogloss:0.71317
[372]	train-mlogloss:0.70991	validation-mlogloss:0.71296
[373]	train-mlogloss:0.70953	validation-mlogloss:0.71267
[374]	train-mlogloss:0.70925	validation-mlogloss:0.71249
[375]	train-mlogloss:0.70906	validation-mlogloss:0.71233
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 0 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.3 [%]
Global accuracy score (test) = 72.3 [%]
Global F1 score (train) = 73.12 [%]
Global F1 score (test) = 72.54 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.46      0.53       400
MODERATE-INTENSITY       0.58      0.83      0.69       400
         SEDENTARY       0.84      0.85      0.85       400
VIGOROUS-INTENSITY       0.96      0.74      0.84       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.73      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 16: 72.3 [%]
F1-score capturado en la ejecución 16: 72.54 [%]

=== EJECUCIÓN 17 ===

--- TRAIN (ejecución 17) ---

--- TEST (ejecución 17) ---
2025-11-04 10:37:41.909582: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:37:41.920967: 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 00:00:1762249061.934263 1056739 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249061.938465 1056739 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249061.948606 1056739 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249061.948627 1056739 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249061.948628 1056739 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249061.948630 1056739 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:37:41.952086: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37660	validation-mlogloss:1.37634
[1]	train-mlogloss:1.36691	validation-mlogloss:1.36624
[2]	train-mlogloss:1.35733	validation-mlogloss:1.35654
[3]	train-mlogloss:1.34793	validation-mlogloss:1.34718
[4]	train-mlogloss:1.33882	validation-mlogloss:1.33784
[5]	train-mlogloss:1.33079	validation-mlogloss:1.32947
[6]	train-mlogloss:1.32238	validation-mlogloss:1.32076
[7]	train-mlogloss:1.31385	validation-mlogloss:1.31163
[8]	train-mlogloss:1.30597	validation-mlogloss:1.30353
[9]	train-mlogloss:1.29790	validation-mlogloss:1.29522
[10]	train-mlogloss:1.29040	validation-mlogloss:1.28785
[11]	train-mlogloss:1.28233	validation-mlogloss:1.27980
[12]	train-mlogloss:1.27477	validation-mlogloss:1.27188
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[311]	train-mlogloss:0.72623	validation-mlogloss:0.72201
[312]	train-mlogloss:0.72589	validation-mlogloss:0.72170
[313]	train-mlogloss:0.72547	validation-mlogloss:0.72122
[314]	train-mlogloss:0.72507	validation-mlogloss:0.72086
[315]	train-mlogloss:0.72468	validation-mlogloss:0.72061
[316]	train-mlogloss:0.72423	validation-mlogloss:0.72019
[317]	train-mlogloss:0.72380	validation-mlogloss:0.71979
[318]	train-mlogloss:0.72330	validation-mlogloss:0.71926
[319]	train-mlogloss:0.72299	validation-mlogloss:0.71893
[320]	train-mlogloss:0.72257	validation-mlogloss:0.71866
[321]	train-mlogloss:0.72197	validation-mlogloss:0.71802
[322]	train-mlogloss:0.72164	validation-mlogloss:0.71775
[323]	train-mlogloss:0.72127	validation-mlogloss:0.71743
[324]	train-mlogloss:0.72089	validation-mlogloss:0.71703
[325]	train-mlogloss:0.72049	validation-mlogloss:0.71664
[326]	train-mlogloss:0.72008	validation-mlogloss:0.71626
[327]	train-mlogloss:0.71969	validation-mlogloss:0.71586
[328]	train-mlogloss:0.71937	validation-mlogloss:0.71552
[329]	train-mlogloss:0.71896	validation-mlogloss:0.71512
[330]	train-mlogloss:0.71862	validation-mlogloss:0.71488
[331]	train-mlogloss:0.71826	validation-mlogloss:0.71456
[332]	train-mlogloss:0.71787	validation-mlogloss:0.71421
[333]	train-mlogloss:0.71750	validation-mlogloss:0.71397
[334]	train-mlogloss:0.71713	validation-mlogloss:0.71370
[335]	train-mlogloss:0.71675	validation-mlogloss:0.71333
[336]	train-mlogloss:0.71643	validation-mlogloss:0.71309
[337]	train-mlogloss:0.71608	validation-mlogloss:0.71285
[338]	train-mlogloss:0.71572	validation-mlogloss:0.71252
[339]	train-mlogloss:0.71537	validation-mlogloss:0.71216
[340]	train-mlogloss:0.71496	validation-mlogloss:0.71193
[341]	train-mlogloss:0.71448	validation-mlogloss:0.71157
[342]	train-mlogloss:0.71413	validation-mlogloss:0.71124
[343]	train-mlogloss:0.71374	validation-mlogloss:0.71090
[344]	train-mlogloss:0.71338	validation-mlogloss:0.71050
[345]	train-mlogloss:0.71297	validation-mlogloss:0.71008
[346]	train-mlogloss:0.71260	validation-mlogloss:0.70978
[347]	train-mlogloss:0.71224	validation-mlogloss:0.70947
[348]	train-mlogloss:0.71195	validation-mlogloss:0.70926
[349]	train-mlogloss:0.71158	validation-mlogloss:0.70901
[350]	train-mlogloss:0.71114	validation-mlogloss:0.70864
[351]	train-mlogloss:0.71075	validation-mlogloss:0.70828
[352]	train-mlogloss:0.71039	validation-mlogloss:0.70800
[353]	train-mlogloss:0.70995	validation-mlogloss:0.70762
[354]	train-mlogloss:0.70961	validation-mlogloss:0.70729
[355]	train-mlogloss:0.70928	validation-mlogloss:0.70707
[356]	train-mlogloss:0.70904	validation-mlogloss:0.70688
[357]	train-mlogloss:0.70868	validation-mlogloss:0.70656
[358]	train-mlogloss:0.70835	validation-mlogloss:0.70628
[359]	train-mlogloss:0.70798	validation-mlogloss:0.70607
[360]	train-mlogloss:0.70761	validation-mlogloss:0.70585
[361]	train-mlogloss:0.70723	validation-mlogloss:0.70551
[362]	train-mlogloss:0.70687	validation-mlogloss:0.70513
[363]	train-mlogloss:0.70644	validation-mlogloss:0.70477
[364]	train-mlogloss:0.70610	validation-mlogloss:0.70446
[365]	train-mlogloss:0.70577	validation-mlogloss:0.70413
[366]	train-mlogloss:0.70548	validation-mlogloss:0.70395
[367]	train-mlogloss:0.70525	validation-mlogloss:0.70373
[368]	train-mlogloss:0.70493	validation-mlogloss:0.70348
[369]	train-mlogloss:0.70453	validation-mlogloss:0.70309
[370]	train-mlogloss:0.70425	validation-mlogloss:0.70284
[371]	train-mlogloss:0.70399	validation-mlogloss:0.70264
[372]	train-mlogloss:0.70374	validation-mlogloss:0.70246
[373]	train-mlogloss:0.70342	validation-mlogloss:0.70219
[374]	train-mlogloss:0.70315	validation-mlogloss:0.70193
[375]	train-mlogloss:0.70283	validation-mlogloss:0.70169
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 72.65 [%]
Global accuracy score (test) = 72.56 [%]
Global F1 score (train) = 72.49 [%]
Global F1 score (test) = 72.62 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.46      0.53       400
MODERATE-INTENSITY       0.60      0.88      0.71       400
         SEDENTARY       0.83      0.82      0.83       400
VIGOROUS-INTENSITY       0.94      0.74      0.83       345

          accuracy                           0.73      1545
         macro avg       0.75      0.73      0.73      1545
      weighted avg       0.74      0.73      0.72      1545


Accuracy capturado en la ejecución 17: 72.56 [%]
F1-score capturado en la ejecución 17: 72.62 [%]

=== EJECUCIÓN 18 ===

--- TRAIN (ejecución 18) ---

--- TEST (ejecución 18) ---
2025-11-04 10:37:57.975435: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:37:57.986789: 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 00:00:1762249077.999830 1057042 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249078.004087 1057042 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249078.014352 1057042 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249078.014368 1057042 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249078.014369 1057042 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249078.014371 1057042 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:37:58.017696: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37641	validation-mlogloss:1.37602
[1]	train-mlogloss:1.36712	validation-mlogloss:1.36632
[2]	train-mlogloss:1.35798	validation-mlogloss:1.35680
[3]	train-mlogloss:1.34879	validation-mlogloss:1.34735
[4]	train-mlogloss:1.33999	validation-mlogloss:1.33802
[5]	train-mlogloss:1.33154	validation-mlogloss:1.32911
[6]	train-mlogloss:1.32313	validation-mlogloss:1.32024
[7]	train-mlogloss:1.31502	validation-mlogloss:1.31167
[8]	train-mlogloss:1.30675	validation-mlogloss:1.30297
[9]	train-mlogloss:1.29861	validation-mlogloss:1.29428
[10]	train-mlogloss:1.29053	validation-mlogloss:1.28596
[11]	train-mlogloss:1.28267	validation-mlogloss:1.27811
[12]	train-mlogloss:1.27489	validation-mlogloss:1.27009
[13]	train-mlogloss:1.26759	validation-mlogloss:1.26235
[14]	train-mlogloss:1.26030	validation-mlogloss:1.25474
[15]	train-mlogloss:1.25282	validation-mlogloss:1.24705
[16]	train-mlogloss:1.24584	validation-mlogloss:1.24006
[17]	train-mlogloss:1.23900	validation-mlogloss:1.23305
[18]	train-mlogloss:1.23211	validation-mlogloss:1.22587
[19]	train-mlogloss:1.22551	validation-mlogloss:1.21912
[20]	train-mlogloss:1.21882	validation-mlogloss:1.21246
[21]	train-mlogloss:1.21266	validation-mlogloss:1.20635
[22]	train-mlogloss:1.20622	validation-mlogloss:1.19979
[23]	train-mlogloss:1.20002	validation-mlogloss:1.19344
[24]	train-mlogloss:1.19365	validation-mlogloss:1.18697
[25]	train-mlogloss:1.18778	validation-mlogloss:1.18075
[26]	train-mlogloss:1.18198	validation-mlogloss:1.17490
[27]	train-mlogloss:1.17628	validation-mlogloss:1.16927
[28]	train-mlogloss:1.17045	validation-mlogloss:1.16301
[29]	train-mlogloss:1.16506	validation-mlogloss:1.15763
[30]	train-mlogloss:1.15931	validation-mlogloss:1.15181
[31]	train-mlogloss:1.15403	validation-mlogloss:1.14647
[32]	train-mlogloss:1.14853	validation-mlogloss:1.14084
[33]	train-mlogloss:1.14293	validation-mlogloss:1.13525
[34]	train-mlogloss:1.13773	validation-mlogloss:1.12995
[35]	train-mlogloss:1.13300	validation-mlogloss:1.12531
[36]	train-mlogloss:1.12798	validation-mlogloss:1.11982
[37]	train-mlogloss:1.12325	validation-mlogloss:1.11486
[38]	train-mlogloss:1.11848	validation-mlogloss:1.11012
[39]	train-mlogloss:1.11379	validation-mlogloss:1.10539
[40]	train-mlogloss:1.10927	validation-mlogloss:1.10073
[41]	train-mlogloss:1.10460	validation-mlogloss:1.09595
[42]	train-mlogloss:1.10012	validation-mlogloss:1.09134
[43]	train-mlogloss:1.09576	validation-mlogloss:1.08699
[44]	train-mlogloss:1.09128	validation-mlogloss:1.08249
[45]	train-mlogloss:1.08680	validation-mlogloss:1.07798
[46]	train-mlogloss:1.08274	validation-mlogloss:1.07383
[47]	train-mlogloss:1.07863	validation-mlogloss:1.06979
[48]	train-mlogloss:1.07467	validation-mlogloss:1.06551
[49]	train-mlogloss:1.07060	validation-mlogloss:1.06122
[50]	train-mlogloss:1.06668	validation-mlogloss:1.05731
[51]	train-mlogloss:1.06275	validation-mlogloss:1.05300
[52]	train-mlogloss:1.05875	validation-mlogloss:1.04899
[53]	train-mlogloss:1.05498	validation-mlogloss:1.04527
[54]	train-mlogloss:1.05138	validation-mlogloss:1.04160
[55]	train-mlogloss:1.04784	validation-mlogloss:1.03789
[56]	train-mlogloss:1.04435	validation-mlogloss:1.03420
[57]	train-mlogloss:1.04060	validation-mlogloss:1.03046
[58]	train-mlogloss:1.03678	validation-mlogloss:1.02648
[59]	train-mlogloss:1.03345	validation-mlogloss:1.02303
[60]	train-mlogloss:1.02991	validation-mlogloss:1.01955
[61]	train-mlogloss:1.02652	validation-mlogloss:1.01612
[62]	train-mlogloss:1.02319	validation-mlogloss:1.01238
[63]	train-mlogloss:1.01994	validation-mlogloss:1.00904
[64]	train-mlogloss:1.01693	validation-mlogloss:1.00604
[65]	train-mlogloss:1.01382	validation-mlogloss:1.00297
[66]	train-mlogloss:1.01062	validation-mlogloss:0.99962
[67]	train-mlogloss:1.00736	validation-mlogloss:0.99628
[68]	train-mlogloss:1.00409	validation-mlogloss:0.99283
[69]	train-mlogloss:1.00112	validation-mlogloss:0.99003
[70]	train-mlogloss:0.99812	validation-mlogloss:0.98689
[71]	train-mlogloss:0.99532	validation-mlogloss:0.98414
[72]	train-mlogloss:0.99243	validation-mlogloss:0.98123
[73]	train-mlogloss:0.98958	validation-mlogloss:0.97811
[74]	train-mlogloss:0.98669	validation-mlogloss:0.97505
[75]	train-mlogloss:0.98381	validation-mlogloss:0.97227
[76]	train-mlogloss:0.98097	validation-mlogloss:0.96937
[77]	train-mlogloss:0.97833	validation-mlogloss:0.96672
[78]	train-mlogloss:0.97564	validation-mlogloss:0.96386
[79]	train-mlogloss:0.97283	validation-mlogloss:0.96097
[80]	train-mlogloss:0.97036	validation-mlogloss:0.95844
[81]	train-mlogloss:0.96789	validation-mlogloss:0.95585
[82]	train-mlogloss:0.96543	validation-mlogloss:0.95352
[83]	train-mlogloss:0.96282	validation-mlogloss:0.95089
[84]	train-mlogloss:0.96038	validation-mlogloss:0.94854
[85]	train-mlogloss:0.95793	validation-mlogloss:0.94592
[86]	train-mlogloss:0.95546	validation-mlogloss:0.94349
[87]	train-mlogloss:0.95310	validation-mlogloss:0.94097
[88]	train-mlogloss:0.95064	validation-mlogloss:0.93851
[89]	train-mlogloss:0.94825	validation-mlogloss:0.93599
[90]	train-mlogloss:0.94595	validation-mlogloss:0.93368
[91]	train-mlogloss:0.94375	validation-mlogloss:0.93128
[92]	train-mlogloss:0.94161	validation-mlogloss:0.92900
[93]	train-mlogloss:0.93934	validation-mlogloss:0.92676
[94]	train-mlogloss:0.93708	validation-mlogloss:0.92435
[95]	train-mlogloss:0.93508	validation-mlogloss:0.92236
[96]	train-mlogloss:0.93293	validation-mlogloss:0.91998
[97]	train-mlogloss:0.93087	validation-mlogloss:0.91776
[98]	train-mlogloss:0.92887	validation-mlogloss:0.91560
[99]	train-mlogloss:0.92668	validation-mlogloss:0.91334
[100]	train-mlogloss:0.92480	validation-mlogloss:0.91136
[101]	train-mlogloss:0.92285	validation-mlogloss:0.90930
[102]	train-mlogloss:0.92087	validation-mlogloss:0.90734
[103]	train-mlogloss:0.91887	validation-mlogloss:0.90542
[104]	train-mlogloss:0.91687	validation-mlogloss:0.90336
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.38 [%]
Global accuracy score (test) = 72.94 [%]
Global F1 score (train) = 73.23 [%]
Global F1 score (test) = 73.15 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.65      0.48      0.56       400
MODERATE-INTENSITY       0.59      0.87      0.70       400
         SEDENTARY       0.85      0.83      0.84       400
VIGOROUS-INTENSITY       0.94      0.74      0.83       345

          accuracy                           0.73      1545
         macro avg       0.76      0.73      0.73      1545
      weighted avg       0.75      0.73      0.73      1545


Accuracy capturado en la ejecución 18: 72.94 [%]
F1-score capturado en la ejecución 18: 73.15 [%]

=== EJECUCIÓN 19 ===

--- TRAIN (ejecución 19) ---

--- TEST (ejecución 19) ---
2025-11-04 10:38:14.110150: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:38:14.121282: 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 00:00:1762249094.134291 1057348 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249094.138202 1057348 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249094.147957 1057348 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249094.147974 1057348 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249094.147975 1057348 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249094.147977 1057348 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:38:14.150948: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37665	validation-mlogloss:1.37640
[1]	train-mlogloss:1.36723	validation-mlogloss:1.36647
[2]	train-mlogloss:1.35817	validation-mlogloss:1.35708
[3]	train-mlogloss:1.34895	validation-mlogloss:1.34758
[4]	train-mlogloss:1.34010	validation-mlogloss:1.33852
[5]	train-mlogloss:1.33139	validation-mlogloss:1.32944
[6]	train-mlogloss:1.32271	validation-mlogloss:1.32056
[7]	train-mlogloss:1.31466	validation-mlogloss:1.31231
[8]	train-mlogloss:1.30666	validation-mlogloss:1.30381
[9]	train-mlogloss:1.29853	validation-mlogloss:1.29529
[10]	train-mlogloss:1.29047	validation-mlogloss:1.28696
[11]	train-mlogloss:1.28266	validation-mlogloss:1.27877
[12]	train-mlogloss:1.27487	validation-mlogloss:1.27078
[13]	train-mlogloss:1.26755	validation-mlogloss:1.26297
[14]	train-mlogloss:1.26045	validation-mlogloss:1.25588
[15]	train-mlogloss:1.25328	validation-mlogloss:1.24837
[16]	train-mlogloss:1.24604	validation-mlogloss:1.24098
[17]	train-mlogloss:1.23897	validation-mlogloss:1.23393
[18]	train-mlogloss:1.23221	validation-mlogloss:1.22710
[19]	train-mlogloss:1.22582	validation-mlogloss:1.22024
[20]	train-mlogloss:1.21960	validation-mlogloss:1.21408
[21]	train-mlogloss:1.21323	validation-mlogloss:1.20743
[22]	train-mlogloss:1.20667	validation-mlogloss:1.20079
[23]	train-mlogloss:1.20020	validation-mlogloss:1.19438
[24]	train-mlogloss:1.19394	validation-mlogloss:1.18777
[25]	train-mlogloss:1.18823	validation-mlogloss:1.18226
[26]	train-mlogloss:1.18273	validation-mlogloss:1.17687
[27]	train-mlogloss:1.17703	validation-mlogloss:1.17127
[28]	train-mlogloss:1.17124	validation-mlogloss:1.16545
[29]	train-mlogloss:1.16584	validation-mlogloss:1.15972
[30]	train-mlogloss:1.16052	validation-mlogloss:1.15436
[31]	train-mlogloss:1.15502	validation-mlogloss:1.14868
[32]	train-mlogloss:1.14961	validation-mlogloss:1.14323
[33]	train-mlogloss:1.14441	validation-mlogloss:1.13785
[34]	train-mlogloss:1.13951	validation-mlogloss:1.13271
[35]	train-mlogloss:1.13445	validation-mlogloss:1.12755
[36]	train-mlogloss:1.12957	validation-mlogloss:1.12262
[37]	train-mlogloss:1.12489	validation-mlogloss:1.11771
[38]	train-mlogloss:1.12009	validation-mlogloss:1.11264
[39]	train-mlogloss:1.11564	validation-mlogloss:1.10845
[40]	train-mlogloss:1.11090	validation-mlogloss:1.10366
[41]	train-mlogloss:1.10650	validation-mlogloss:1.09903
[42]	train-mlogloss:1.10198	validation-mlogloss:1.09440
[43]	train-mlogloss:1.09773	validation-mlogloss:1.09022
[44]	train-mlogloss:1.09336	validation-mlogloss:1.08601
[45]	train-mlogloss:1.08941	validation-mlogloss:1.08182
[46]	train-mlogloss:1.08511	validation-mlogloss:1.07757
[47]	train-mlogloss:1.08110	validation-mlogloss:1.07353
[48]	train-mlogloss:1.07694	validation-mlogloss:1.06916
[49]	train-mlogloss:1.07275	validation-mlogloss:1.06486
[50]	train-mlogloss:1.06882	validation-mlogloss:1.06076
[51]	train-mlogloss:1.06488	validation-mlogloss:1.05666
[52]	train-mlogloss:1.06095	validation-mlogloss:1.05250
[53]	train-mlogloss:1.05717	validation-mlogloss:1.04870
[54]	train-mlogloss:1.05352	validation-mlogloss:1.04496
[55]	train-mlogloss:1.04982	validation-mlogloss:1.04111
[56]	train-mlogloss:1.04650	validation-mlogloss:1.03787
[57]	train-mlogloss:1.04327	validation-mlogloss:1.03473
[58]	train-mlogloss:1.03986	validation-mlogloss:1.03142
[59]	train-mlogloss:1.03643	validation-mlogloss:1.02790
[60]	train-mlogloss:1.03299	validation-mlogloss:1.02444
[61]	train-mlogloss:1.02965	validation-mlogloss:1.02093
[62]	train-mlogloss:1.02628	validation-mlogloss:1.01761
[63]	train-mlogloss:1.02295	validation-mlogloss:1.01410
[64]	train-mlogloss:1.01966	validation-mlogloss:1.01083
[65]	train-mlogloss:1.01656	validation-mlogloss:1.00756
[66]	train-mlogloss:1.01343	validation-mlogloss:1.00434
[67]	train-mlogloss:1.01027	validation-mlogloss:1.00104
[68]	train-mlogloss:1.00713	validation-mlogloss:0.99776
[69]	train-mlogloss:1.00414	validation-mlogloss:0.99460
[70]	train-mlogloss:1.00105	validation-mlogloss:0.99159
[71]	train-mlogloss:0.99816	validation-mlogloss:0.98854
[72]	train-mlogloss:0.99508	validation-mlogloss:0.98529
[73]	train-mlogloss:0.99228	validation-mlogloss:0.98243
[74]	train-mlogloss:0.98947	validation-mlogloss:0.97952
[75]	train-mlogloss:0.98663	validation-mlogloss:0.97650
[76]	train-mlogloss:0.98414	validation-mlogloss:0.97415
[77]	train-mlogloss:0.98126	validation-mlogloss:0.97125
[78]	train-mlogloss:0.97854	validation-mlogloss:0.96830
[79]	train-mlogloss:0.97593	validation-mlogloss:0.96559
[80]	train-mlogloss:0.97331	validation-mlogloss:0.96284
[81]	train-mlogloss:0.97062	validation-mlogloss:0.95998
[82]	train-mlogloss:0.96813	validation-mlogloss:0.95742
[83]	train-mlogloss:0.96544	validation-mlogloss:0.95462
[84]	train-mlogloss:0.96287	validation-mlogloss:0.95210
[85]	train-mlogloss:0.96042	validation-mlogloss:0.94952
[86]	train-mlogloss:0.95813	validation-mlogloss:0.94730
[87]	train-mlogloss:0.95550	validation-mlogloss:0.94456
[88]	train-mlogloss:0.95329	validation-mlogloss:0.94230
[89]	train-mlogloss:0.95077	validation-mlogloss:0.93980
[90]	train-mlogloss:0.94851	validation-mlogloss:0.93735
[91]	train-mlogloss:0.94630	validation-mlogloss:0.93514
[92]	train-mlogloss:0.94409	validation-mlogloss:0.93273
[93]	train-mlogloss:0.94195	validation-mlogloss:0.93055
[94]	train-mlogloss:0.93978	validation-mlogloss:0.92827
[95]	train-mlogloss:0.93772	validation-mlogloss:0.92620
[96]	train-mlogloss:0.93570	validation-mlogloss:0.92405
[97]	train-mlogloss:0.93351	validation-mlogloss:0.92194
[98]	train-mlogloss:0.93147	validation-mlogloss:0.91983
[99]	train-mlogloss:0.92936	validation-mlogloss:0.91776
[100]	train-mlogloss:0.92754	validation-mlogloss:0.91596
[101]	train-mlogloss:0.92567	validation-mlogloss:0.91400
[102]	train-mlogloss:0.92372	validation-mlogloss:0.91207
[103]	train-mlogloss:0.92172	validation-mlogloss:0.91001
[104]	train-mlogloss:0.91973	validation-mlogloss:0.90804
[105]	train-mlogloss:0.91790	validation-mlogloss:0.90630
[106]	train-mlogloss:0.91613	validation-mlogloss:0.90428
[107]	train-mlogloss:0.91415	validation-mlogloss:0.90226
[108]	train-mlogloss:0.91222	validation-mlogloss:0.90045
[109]	train-mlogloss:0.91048	validation-mlogloss:0.89855
[110]	train-mlogloss:0.90874	validation-mlogloss:0.89688
[111]	train-mlogloss:0.90700	validation-mlogloss:0.89527
[112]	train-mlogloss:0.90521	validation-mlogloss:0.89344
[113]	train-mlogloss:0.90344	validation-mlogloss:0.89162
[114]	train-mlogloss:0.90157	validation-mlogloss:0.88970
[115]	train-mlogloss:0.89975	validation-mlogloss:0.88788
[116]	train-mlogloss:0.89781	validation-mlogloss:0.88581
[117]	train-mlogloss:0.89627	validation-mlogloss:0.88425
[118]	train-mlogloss:0.89452	validation-mlogloss:0.88245
[119]	train-mlogloss:0.89289	validation-mlogloss:0.88087
[120]	train-mlogloss:0.89132	validation-mlogloss:0.87929
[121]	train-mlogloss:0.88960	validation-mlogloss:0.87748
[122]	train-mlogloss:0.88794	validation-mlogloss:0.87570
[123]	train-mlogloss:0.88629	validation-mlogloss:0.87411
[124]	train-mlogloss:0.88465	validation-mlogloss:0.87238
[125]	train-mlogloss:0.88315	validation-mlogloss:0.87086
[126]	train-mlogloss:0.88154	validation-mlogloss:0.86937
[127]	train-mlogloss:0.87993	validation-mlogloss:0.86765
[128]	train-mlogloss:0.87851	validation-mlogloss:0.86621
[129]	train-mlogloss:0.87695	validation-mlogloss:0.86469
[130]	train-mlogloss:0.87541	validation-mlogloss:0.86295
[131]	train-mlogloss:0.87407	validation-mlogloss:0.86183
[132]	train-mlogloss:0.87241	validation-mlogloss:0.85994
[133]	train-mlogloss:0.87096	validation-mlogloss:0.85850
[134]	train-mlogloss:0.86951	validation-mlogloss:0.85697
[135]	train-mlogloss:0.86819	validation-mlogloss:0.85565
[136]	train-mlogloss:0.86684	validation-mlogloss:0.85426
[137]	train-mlogloss:0.86526	validation-mlogloss:0.85268
[138]	train-mlogloss:0.86379	validation-mlogloss:0.85122
[139]	train-mlogloss:0.86259	validation-mlogloss:0.85012
[140]	train-mlogloss:0.86117	validation-mlogloss:0.84854
[141]	train-mlogloss:0.85985	validation-mlogloss:0.84719
[142]	train-mlogloss:0.85846	validation-mlogloss:0.84578
[143]	train-mlogloss:0.85715	validation-mlogloss:0.84443
[144]	train-mlogloss:0.85575	validation-mlogloss:0.84295
[145]	train-mlogloss:0.85449	validation-mlogloss:0.84173
[146]	train-mlogloss:0.85312	validation-mlogloss:0.84042
[147]	train-mlogloss:0.85174	validation-mlogloss:0.83889
[148]	train-mlogloss:0.85038	validation-mlogloss:0.83737
[149]	train-mlogloss:0.84914	validation-mlogloss:0.83624
[150]	train-mlogloss:0.84795	validation-mlogloss:0.83502
[151]	train-mlogloss:0.84672	validation-mlogloss:0.83373
[152]	train-mlogloss:0.84566	validation-mlogloss:0.83261
[153]	train-mlogloss:0.84430	validation-mlogloss:0.83129
[154]	train-mlogloss:0.84291	validation-mlogloss:0.82999
[155]	train-mlogloss:0.84172	validation-mlogloss:0.82877
[156]	train-mlogloss:0.84047	validation-mlogloss:0.82756
[157]	train-mlogloss:0.83919	validation-mlogloss:0.82629
[158]	train-mlogloss:0.83797	validation-mlogloss:0.82503
[159]	train-mlogloss:0.83664	validation-mlogloss:0.82370
[160]	train-mlogloss:0.83553	validation-mlogloss:0.82265
[161]	train-mlogloss:0.83440	validation-mlogloss:0.82147
[162]	train-mlogloss:0.83324	validation-mlogloss:0.82033
[163]	train-mlogloss:0.83213	validation-mlogloss:0.81921
[164]	train-mlogloss:0.83097	validation-mlogloss:0.81785
[165]	train-mlogloss:0.82979	validation-mlogloss:0.81675
[166]	train-mlogloss:0.82882	validation-mlogloss:0.81585
[167]	train-mlogloss:0.82765	validation-mlogloss:0.81464
[168]	train-mlogloss:0.82669	validation-mlogloss:0.81367
[169]	train-mlogloss:0.82557	validation-mlogloss:0.81269
[170]	train-mlogloss:0.82461	validation-mlogloss:0.81168
[171]	train-mlogloss:0.82360	validation-mlogloss:0.81070
[172]	train-mlogloss:0.82253	validation-mlogloss:0.80970
[173]	train-mlogloss:0.82147	validation-mlogloss:0.80867
[174]	train-mlogloss:0.82049	validation-mlogloss:0.80773
[175]	train-mlogloss:0.81936	validation-mlogloss:0.80665
[176]	train-mlogloss:0.81831	validation-mlogloss:0.80575
[177]	train-mlogloss:0.81725	validation-mlogloss:0.80481
[178]	train-mlogloss:0.81617	validation-mlogloss:0.80378
[179]	train-mlogloss:0.81503	validation-mlogloss:0.80266
[180]	train-mlogloss:0.81400	validation-mlogloss:0.80175
[181]	train-mlogloss:0.81301	validation-mlogloss:0.80064
[182]	train-mlogloss:0.81204	validation-mlogloss:0.79983
[183]	train-mlogloss:0.81112	validation-mlogloss:0.79892
[184]	train-mlogloss:0.81007	validation-mlogloss:0.79794
[185]	train-mlogloss:0.80900	validation-mlogloss:0.79695
[186]	train-mlogloss:0.80791	validation-mlogloss:0.79594
[187]	train-mlogloss:0.80684	validation-mlogloss:0.79491
[188]	train-mlogloss:0.80579	validation-mlogloss:0.79398
[189]	train-mlogloss:0.80478	validation-mlogloss:0.79290
[190]	train-mlogloss:0.80392	validation-mlogloss:0.79210
[191]	train-mlogloss:0.80306	validation-mlogloss:0.79132
[192]	train-mlogloss:0.80209	validation-mlogloss:0.79044
[193]	train-mlogloss:0.80121	validation-mlogloss:0.78959
[194]	train-mlogloss:0.80025	validation-mlogloss:0.78865
[195]	train-mlogloss:0.79938	validation-mlogloss:0.78779
[196]	train-mlogloss:0.79860	validation-mlogloss:0.78704
[197]	train-mlogloss:0.79777	validation-mlogloss:0.78627
[198]	train-mlogloss:0.79688	validation-mlogloss:0.78542
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[312]	train-mlogloss:0.72654	validation-mlogloss:0.72260
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[332]	train-mlogloss:0.71866	validation-mlogloss:0.71606
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[338]	train-mlogloss:0.71654	validation-mlogloss:0.71446
[339]	train-mlogloss:0.71610	validation-mlogloss:0.71423
[340]	train-mlogloss:0.71572	validation-mlogloss:0.71391
[341]	train-mlogloss:0.71536	validation-mlogloss:0.71370
[342]	train-mlogloss:0.71505	validation-mlogloss:0.71341
[343]	train-mlogloss:0.71477	validation-mlogloss:0.71322
[344]	train-mlogloss:0.71449	validation-mlogloss:0.71290
[345]	train-mlogloss:0.71411	validation-mlogloss:0.71262
[346]	train-mlogloss:0.71372	validation-mlogloss:0.71238
[347]	train-mlogloss:0.71331	validation-mlogloss:0.71211
[348]	train-mlogloss:0.71303	validation-mlogloss:0.71183
[349]	train-mlogloss:0.71272	validation-mlogloss:0.71153
[350]	train-mlogloss:0.71232	validation-mlogloss:0.71122
[351]	train-mlogloss:0.71193	validation-mlogloss:0.71089
[352]	train-mlogloss:0.71158	validation-mlogloss:0.71056
[353]	train-mlogloss:0.71114	validation-mlogloss:0.71023
[354]	train-mlogloss:0.71077	validation-mlogloss:0.70990
[355]	train-mlogloss:0.71050	validation-mlogloss:0.70965
[356]	train-mlogloss:0.71026	validation-mlogloss:0.70942
[357]	train-mlogloss:0.70983	validation-mlogloss:0.70909
[358]	train-mlogloss:0.70949	validation-mlogloss:0.70883
[359]	train-mlogloss:0.70921	validation-mlogloss:0.70864
[360]	train-mlogloss:0.70878	validation-mlogloss:0.70835
[361]	train-mlogloss:0.70845	validation-mlogloss:0.70814
[362]	train-mlogloss:0.70815	validation-mlogloss:0.70784
[363]	train-mlogloss:0.70784	validation-mlogloss:0.70755
[364]	train-mlogloss:0.70763	validation-mlogloss:0.70744
[365]	train-mlogloss:0.70731	validation-mlogloss:0.70720
[366]	train-mlogloss:0.70694	validation-mlogloss:0.70683
[367]	train-mlogloss:0.70667	validation-mlogloss:0.70660
[368]	train-mlogloss:0.70638	validation-mlogloss:0.70635
[369]	train-mlogloss:0.70610	validation-mlogloss:0.70611
[370]	train-mlogloss:0.70587	validation-mlogloss:0.70597
[371]	train-mlogloss:0.70558	validation-mlogloss:0.70577
[372]	train-mlogloss:0.70525	validation-mlogloss:0.70557
[373]	train-mlogloss:0.70493	validation-mlogloss:0.70531
[374]	train-mlogloss:0.70454	validation-mlogloss:0.70502
[375]	train-mlogloss:0.70435	validation-mlogloss:0.70490
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 1 ... 0 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.13 [%]
Global accuracy score (test) = 72.1 [%]
Global F1 score (train) = 73.02 [%]
Global F1 score (test) = 72.36 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.47      0.53       400
MODERATE-INTENSITY       0.59      0.85      0.69       400
         SEDENTARY       0.84      0.83      0.84       400
VIGOROUS-INTENSITY       0.94      0.74      0.83       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 19: 72.1 [%]
F1-score capturado en la ejecución 19: 72.36 [%]

=== EJECUCIÓN 20 ===

--- TRAIN (ejecución 20) ---

--- TEST (ejecución 20) ---
2025-11-04 10:38:30.208744: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:38:30.220463: 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 00:00:1762249110.233795 1057652 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249110.237898 1057652 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249110.247729 1057652 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249110.247746 1057652 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249110.247747 1057652 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249110.247748 1057652 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:38:30.250889: 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..
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37686	validation-mlogloss:1.37626
[1]	train-mlogloss:1.36768	validation-mlogloss:1.36675
[2]	train-mlogloss:1.35842	validation-mlogloss:1.35688
[3]	train-mlogloss:1.34978	validation-mlogloss:1.34791
[4]	train-mlogloss:1.34078	validation-mlogloss:1.33862
[5]	train-mlogloss:1.33246	validation-mlogloss:1.32998
[6]	train-mlogloss:1.32408	validation-mlogloss:1.32180
[7]	train-mlogloss:1.31563	validation-mlogloss:1.31310
[8]	train-mlogloss:1.30727	validation-mlogloss:1.30460
[9]	train-mlogloss:1.29917	validation-mlogloss:1.29625
[10]	train-mlogloss:1.29161	validation-mlogloss:1.28862
[11]	train-mlogloss:1.28366	validation-mlogloss:1.28057
[12]	train-mlogloss:1.27594	validation-mlogloss:1.27285
[13]	train-mlogloss:1.26872	validation-mlogloss:1.26556
[14]	train-mlogloss:1.26143	validation-mlogloss:1.25796
[15]	train-mlogloss:1.25456	validation-mlogloss:1.25090
[16]	train-mlogloss:1.24727	validation-mlogloss:1.24332
[17]	train-mlogloss:1.24025	validation-mlogloss:1.23632
[18]	train-mlogloss:1.23353	validation-mlogloss:1.22913
[19]	train-mlogloss:1.22705	validation-mlogloss:1.22269
[20]	train-mlogloss:1.22056	validation-mlogloss:1.21650
[21]	train-mlogloss:1.21418	validation-mlogloss:1.20997
[22]	train-mlogloss:1.20781	validation-mlogloss:1.20354
[23]	train-mlogloss:1.20148	validation-mlogloss:1.19733
[24]	train-mlogloss:1.19547	validation-mlogloss:1.19090
[25]	train-mlogloss:1.18962	validation-mlogloss:1.18518
[26]	train-mlogloss:1.18406	validation-mlogloss:1.17969
[27]	train-mlogloss:1.17807	validation-mlogloss:1.17344
[28]	train-mlogloss:1.17241	validation-mlogloss:1.16755
[29]	train-mlogloss:1.16715	validation-mlogloss:1.16211
[30]	train-mlogloss:1.16141	validation-mlogloss:1.15633
[31]	train-mlogloss:1.15634	validation-mlogloss:1.15131
[32]	train-mlogloss:1.15097	validation-mlogloss:1.14568
[33]	train-mlogloss:1.14584	validation-mlogloss:1.14074
[34]	train-mlogloss:1.14086	validation-mlogloss:1.13560
[35]	train-mlogloss:1.13581	validation-mlogloss:1.13074
[36]	train-mlogloss:1.13085	validation-mlogloss:1.12584
[37]	train-mlogloss:1.12581	validation-mlogloss:1.12068
[38]	train-mlogloss:1.12097	validation-mlogloss:1.11581
[39]	train-mlogloss:1.11619	validation-mlogloss:1.11105
[40]	train-mlogloss:1.11186	validation-mlogloss:1.10682
[41]	train-mlogloss:1.10759	validation-mlogloss:1.10234
[42]	train-mlogloss:1.10312	validation-mlogloss:1.09780
[43]	train-mlogloss:1.09874	validation-mlogloss:1.09328
[44]	train-mlogloss:1.09443	validation-mlogloss:1.08897
[45]	train-mlogloss:1.09004	validation-mlogloss:1.08441
[46]	train-mlogloss:1.08595	validation-mlogloss:1.08040
[47]	train-mlogloss:1.08163	validation-mlogloss:1.07617
[48]	train-mlogloss:1.07769	validation-mlogloss:1.07220
[49]	train-mlogloss:1.07344	validation-mlogloss:1.06820
[50]	train-mlogloss:1.06947	validation-mlogloss:1.06435
[51]	train-mlogloss:1.06558	validation-mlogloss:1.06036
[52]	train-mlogloss:1.06167	validation-mlogloss:1.05629
[53]	train-mlogloss:1.05808	validation-mlogloss:1.05271
[54]	train-mlogloss:1.05450	validation-mlogloss:1.04911
[55]	train-mlogloss:1.05079	validation-mlogloss:1.04541
[56]	train-mlogloss:1.04708	validation-mlogloss:1.04156
[57]	train-mlogloss:1.04329	validation-mlogloss:1.03787
[58]	train-mlogloss:1.03962	validation-mlogloss:1.03415
[59]	train-mlogloss:1.03627	validation-mlogloss:1.03062
[60]	train-mlogloss:1.03285	validation-mlogloss:1.02728
[61]	train-mlogloss:1.02955	validation-mlogloss:1.02392
[62]	train-mlogloss:1.02640	validation-mlogloss:1.02086
[63]	train-mlogloss:1.02290	validation-mlogloss:1.01723
[64]	train-mlogloss:1.01973	validation-mlogloss:1.01400
[65]	train-mlogloss:1.01651	validation-mlogloss:1.01069
[66]	train-mlogloss:1.01340	validation-mlogloss:1.00743
[67]	train-mlogloss:1.01021	validation-mlogloss:1.00414
[68]	train-mlogloss:1.00731	validation-mlogloss:1.00132
[69]	train-mlogloss:1.00434	validation-mlogloss:0.99853
[70]	train-mlogloss:1.00143	validation-mlogloss:0.99556
[71]	train-mlogloss:0.99864	validation-mlogloss:0.99290
[72]	train-mlogloss:0.99553	validation-mlogloss:0.99004
[73]	train-mlogloss:0.99246	validation-mlogloss:0.98701
[74]	train-mlogloss:0.98958	validation-mlogloss:0.98392
[75]	train-mlogloss:0.98693	validation-mlogloss:0.98130
[76]	train-mlogloss:0.98401	validation-mlogloss:0.97824
[77]	train-mlogloss:0.98136	validation-mlogloss:0.97561
[78]	train-mlogloss:0.97872	validation-mlogloss:0.97285
[79]	train-mlogloss:0.97612	validation-mlogloss:0.97023
[80]	train-mlogloss:0.97358	validation-mlogloss:0.96758
[81]	train-mlogloss:0.97098	validation-mlogloss:0.96501
[82]	train-mlogloss:0.96838	validation-mlogloss:0.96227
[83]	train-mlogloss:0.96610	validation-mlogloss:0.96007
[84]	train-mlogloss:0.96376	validation-mlogloss:0.95778
[85]	train-mlogloss:0.96130	validation-mlogloss:0.95532
[86]	train-mlogloss:0.95893	validation-mlogloss:0.95273
[87]	train-mlogloss:0.95669	validation-mlogloss:0.95044
[88]	train-mlogloss:0.95423	validation-mlogloss:0.94797
[89]	train-mlogloss:0.95199	validation-mlogloss:0.94579
[90]	train-mlogloss:0.94978	validation-mlogloss:0.94354
[91]	train-mlogloss:0.94725	validation-mlogloss:0.94093
[92]	train-mlogloss:0.94485	validation-mlogloss:0.93860
[93]	train-mlogloss:0.94265	validation-mlogloss:0.93631
[94]	train-mlogloss:0.94039	validation-mlogloss:0.93393
[95]	train-mlogloss:0.93815	validation-mlogloss:0.93179
[96]	train-mlogloss:0.93596	validation-mlogloss:0.92965
[97]	train-mlogloss:0.93381	validation-mlogloss:0.92758
[98]	train-mlogloss:0.93159	validation-mlogloss:0.92549
[99]	train-mlogloss:0.92945	validation-mlogloss:0.92336
[100]	train-mlogloss:0.92737	validation-mlogloss:0.92133
[101]	train-mlogloss:0.92541	validation-mlogloss:0.91927
[102]	train-mlogloss:0.92354	validation-mlogloss:0.91725
[103]	train-mlogloss:0.92154	validation-mlogloss:0.91534
[104]	train-mlogloss:0.91968	validation-mlogloss:0.91380
[105]	train-mlogloss:0.91773	validation-mlogloss:0.91177
[106]	train-mlogloss:0.91582	validation-mlogloss:0.90970
[107]	train-mlogloss:0.91400	validation-mlogloss:0.90786
[108]	train-mlogloss:0.91210	validation-mlogloss:0.90603
[109]	train-mlogloss:0.91013	validation-mlogloss:0.90389
[110]	train-mlogloss:0.90825	validation-mlogloss:0.90207
[111]	train-mlogloss:0.90640	validation-mlogloss:0.90014
[112]	train-mlogloss:0.90461	validation-mlogloss:0.89836
[113]	train-mlogloss:0.90307	validation-mlogloss:0.89692
[114]	train-mlogloss:0.90122	validation-mlogloss:0.89527
[115]	train-mlogloss:0.89951	validation-mlogloss:0.89358
[116]	train-mlogloss:0.89766	validation-mlogloss:0.89176
[117]	train-mlogloss:0.89585	validation-mlogloss:0.88997
[118]	train-mlogloss:0.89441	validation-mlogloss:0.88873
[119]	train-mlogloss:0.89281	validation-mlogloss:0.88720
[120]	train-mlogloss:0.89122	validation-mlogloss:0.88561
[121]	train-mlogloss:0.88959	validation-mlogloss:0.88389
[122]	train-mlogloss:0.88807	validation-mlogloss:0.88233
[123]	train-mlogloss:0.88650	validation-mlogloss:0.88067
[124]	train-mlogloss:0.88491	validation-mlogloss:0.87920
[125]	train-mlogloss:0.88333	validation-mlogloss:0.87754
[126]	train-mlogloss:0.88166	validation-mlogloss:0.87580
[127]	train-mlogloss:0.87987	validation-mlogloss:0.87408
[128]	train-mlogloss:0.87813	validation-mlogloss:0.87246
[129]	train-mlogloss:0.87668	validation-mlogloss:0.87113
[130]	train-mlogloss:0.87498	validation-mlogloss:0.86937
[131]	train-mlogloss:0.87353	validation-mlogloss:0.86798
[132]	train-mlogloss:0.87201	validation-mlogloss:0.86638
[133]	train-mlogloss:0.87045	validation-mlogloss:0.86485
[134]	train-mlogloss:0.86896	validation-mlogloss:0.86339
[135]	train-mlogloss:0.86755	validation-mlogloss:0.86200
[136]	train-mlogloss:0.86618	validation-mlogloss:0.86077
[137]	train-mlogloss:0.86490	validation-mlogloss:0.85957
[138]	train-mlogloss:0.86351	validation-mlogloss:0.85831
[139]	train-mlogloss:0.86197	validation-mlogloss:0.85669
[140]	train-mlogloss:0.86053	validation-mlogloss:0.85543
[141]	train-mlogloss:0.85930	validation-mlogloss:0.85433
[142]	train-mlogloss:0.85804	validation-mlogloss:0.85330
[143]	train-mlogloss:0.85673	validation-mlogloss:0.85206
[144]	train-mlogloss:0.85527	validation-mlogloss:0.85062
[145]	train-mlogloss:0.85388	validation-mlogloss:0.84919
[146]	train-mlogloss:0.85247	validation-mlogloss:0.84787
[147]	train-mlogloss:0.85116	validation-mlogloss:0.84671
[148]	train-mlogloss:0.84995	validation-mlogloss:0.84552
[149]	train-mlogloss:0.84855	validation-mlogloss:0.84408
[150]	train-mlogloss:0.84737	validation-mlogloss:0.84299
[151]	train-mlogloss:0.84627	validation-mlogloss:0.84194
[152]	train-mlogloss:0.84508	validation-mlogloss:0.84076
[153]	train-mlogloss:0.84379	validation-mlogloss:0.83951
[154]	train-mlogloss:0.84242	validation-mlogloss:0.83826
[155]	train-mlogloss:0.84128	validation-mlogloss:0.83710
[156]	train-mlogloss:0.84002	validation-mlogloss:0.83586
[157]	train-mlogloss:0.83881	validation-mlogloss:0.83472
[158]	train-mlogloss:0.83762	validation-mlogloss:0.83360
[159]	train-mlogloss:0.83643	validation-mlogloss:0.83225
[160]	train-mlogloss:0.83533	validation-mlogloss:0.83127
[161]	train-mlogloss:0.83418	validation-mlogloss:0.83014
[162]	train-mlogloss:0.83293	validation-mlogloss:0.82889
[163]	train-mlogloss:0.83178	validation-mlogloss:0.82786
[164]	train-mlogloss:0.83062	validation-mlogloss:0.82670
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[183]	train-mlogloss:0.81098	validation-mlogloss:0.80846
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[189]	train-mlogloss:0.80497	validation-mlogloss:0.80251
[190]	train-mlogloss:0.80409	validation-mlogloss:0.80170
[191]	train-mlogloss:0.80302	validation-mlogloss:0.80070
[192]	train-mlogloss:0.80216	validation-mlogloss:0.80002
[193]	train-mlogloss:0.80130	validation-mlogloss:0.79923
[194]	train-mlogloss:0.80046	validation-mlogloss:0.79840
[195]	train-mlogloss:0.79948	validation-mlogloss:0.79741
[196]	train-mlogloss:0.79868	validation-mlogloss:0.79678
[197]	train-mlogloss:0.79788	validation-mlogloss:0.79608
[198]	train-mlogloss:0.79694	validation-mlogloss:0.79517
[199]	train-mlogloss:0.79607	validation-mlogloss:0.79440
[200]	train-mlogloss:0.79511	validation-mlogloss:0.79351
[201]	train-mlogloss:0.79415	validation-mlogloss:0.79266
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[291]	train-mlogloss:0.73588	validation-mlogloss:0.74043
[292]	train-mlogloss:0.73541	validation-mlogloss:0.74004
[293]	train-mlogloss:0.73490	validation-mlogloss:0.73964
[294]	train-mlogloss:0.73442	validation-mlogloss:0.73919
[295]	train-mlogloss:0.73405	validation-mlogloss:0.73886
[296]	train-mlogloss:0.73359	validation-mlogloss:0.73850
[297]	train-mlogloss:0.73302	validation-mlogloss:0.73804
[298]	train-mlogloss:0.73259	validation-mlogloss:0.73777
[299]	train-mlogloss:0.73214	validation-mlogloss:0.73736
[300]	train-mlogloss:0.73170	validation-mlogloss:0.73699
[301]	train-mlogloss:0.73120	validation-mlogloss:0.73650
[302]	train-mlogloss:0.73084	validation-mlogloss:0.73621
[303]	train-mlogloss:0.73038	validation-mlogloss:0.73587
[304]	train-mlogloss:0.72995	validation-mlogloss:0.73548
[305]	train-mlogloss:0.72946	validation-mlogloss:0.73510
[306]	train-mlogloss:0.72906	validation-mlogloss:0.73489
[307]	train-mlogloss:0.72860	validation-mlogloss:0.73451
[308]	train-mlogloss:0.72810	validation-mlogloss:0.73418
[309]	train-mlogloss:0.72770	validation-mlogloss:0.73388
[310]	train-mlogloss:0.72724	validation-mlogloss:0.73352
[311]	train-mlogloss:0.72684	validation-mlogloss:0.73310
[312]	train-mlogloss:0.72650	validation-mlogloss:0.73280
[313]	train-mlogloss:0.72613	validation-mlogloss:0.73252
[314]	train-mlogloss:0.72581	validation-mlogloss:0.73221
[315]	train-mlogloss:0.72546	validation-mlogloss:0.73193
[316]	train-mlogloss:0.72509	validation-mlogloss:0.73161
[317]	train-mlogloss:0.72470	validation-mlogloss:0.73134
[318]	train-mlogloss:0.72426	validation-mlogloss:0.73097
[319]	train-mlogloss:0.72392	validation-mlogloss:0.73071
[320]	train-mlogloss:0.72356	validation-mlogloss:0.73041
[321]	train-mlogloss:0.72317	validation-mlogloss:0.73010
[322]	train-mlogloss:0.72277	validation-mlogloss:0.72982
[323]	train-mlogloss:0.72242	validation-mlogloss:0.72954
[324]	train-mlogloss:0.72200	validation-mlogloss:0.72923
[325]	train-mlogloss:0.72162	validation-mlogloss:0.72891
[326]	train-mlogloss:0.72121	validation-mlogloss:0.72865
[327]	train-mlogloss:0.72084	validation-mlogloss:0.72830
[328]	train-mlogloss:0.72041	validation-mlogloss:0.72794
[329]	train-mlogloss:0.72002	validation-mlogloss:0.72765
[330]	train-mlogloss:0.71954	validation-mlogloss:0.72739
[331]	train-mlogloss:0.71912	validation-mlogloss:0.72710
[332]	train-mlogloss:0.71881	validation-mlogloss:0.72679
[333]	train-mlogloss:0.71850	validation-mlogloss:0.72652
[334]	train-mlogloss:0.71806	validation-mlogloss:0.72617
[335]	train-mlogloss:0.71767	validation-mlogloss:0.72581
[336]	train-mlogloss:0.71719	validation-mlogloss:0.72537
[337]	train-mlogloss:0.71677	validation-mlogloss:0.72515
[338]	train-mlogloss:0.71640	validation-mlogloss:0.72487
[339]	train-mlogloss:0.71606	validation-mlogloss:0.72450
[340]	train-mlogloss:0.71572	validation-mlogloss:0.72423
[341]	train-mlogloss:0.71534	validation-mlogloss:0.72391
[342]	train-mlogloss:0.71504	validation-mlogloss:0.72356
[343]	train-mlogloss:0.71474	validation-mlogloss:0.72334
[344]	train-mlogloss:0.71437	validation-mlogloss:0.72302
[345]	train-mlogloss:0.71396	validation-mlogloss:0.72270
[346]	train-mlogloss:0.71363	validation-mlogloss:0.72247
[347]	train-mlogloss:0.71330	validation-mlogloss:0.72227
[348]	train-mlogloss:0.71295	validation-mlogloss:0.72192
[349]	train-mlogloss:0.71270	validation-mlogloss:0.72167
[350]	train-mlogloss:0.71236	validation-mlogloss:0.72144
[351]	train-mlogloss:0.71203	validation-mlogloss:0.72124
[352]	train-mlogloss:0.71163	validation-mlogloss:0.72094
[353]	train-mlogloss:0.71142	validation-mlogloss:0.72073
[354]	train-mlogloss:0.71111	validation-mlogloss:0.72052
[355]	train-mlogloss:0.71079	validation-mlogloss:0.72029
[356]	train-mlogloss:0.71049	validation-mlogloss:0.72006
[357]	train-mlogloss:0.71016	validation-mlogloss:0.71973
[358]	train-mlogloss:0.70978	validation-mlogloss:0.71949
[359]	train-mlogloss:0.70947	validation-mlogloss:0.71923
[360]	train-mlogloss:0.70914	validation-mlogloss:0.71897
[361]	train-mlogloss:0.70881	validation-mlogloss:0.71870
[362]	train-mlogloss:0.70840	validation-mlogloss:0.71853
[363]	train-mlogloss:0.70817	validation-mlogloss:0.71832
[364]	train-mlogloss:0.70785	validation-mlogloss:0.71806
[365]	train-mlogloss:0.70769	validation-mlogloss:0.71795
[366]	train-mlogloss:0.70741	validation-mlogloss:0.71778
[367]	train-mlogloss:0.70706	validation-mlogloss:0.71755
[368]	train-mlogloss:0.70680	validation-mlogloss:0.71735
[369]	train-mlogloss:0.70651	validation-mlogloss:0.71708
[370]	train-mlogloss:0.70613	validation-mlogloss:0.71676
[371]	train-mlogloss:0.70580	validation-mlogloss:0.71646
[372]	train-mlogloss:0.70551	validation-mlogloss:0.71620
[373]	train-mlogloss:0.70522	validation-mlogloss:0.71596
[374]	train-mlogloss:0.70498	validation-mlogloss:0.71581
[375]	train-mlogloss:0.70466	validation-mlogloss:0.71548
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 72.9 [%]
Global accuracy score (test) = 71.52 [%]
Global F1 score (train) = 72.66 [%]
Global F1 score (test) = 71.58 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.44      0.52       400
MODERATE-INTENSITY       0.57      0.86      0.69       400
         SEDENTARY       0.85      0.84      0.84       400
VIGOROUS-INTENSITY       0.94      0.72      0.82       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.74      0.72      0.71      1545


Accuracy capturado en la ejecución 20: 71.52 [%]
F1-score capturado en la ejecución 20: 71.58 [%]

=== EJECUCIÓN 21 ===

--- TRAIN (ejecución 21) ---

--- TEST (ejecución 21) ---
2025-11-04 10:38:46.105072: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:38:46.116571: 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 00:00:1762249126.130046 1057947 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249126.135947 1057947 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249126.148777 1057947 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249126.148795 1057947 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249126.148797 1057947 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249126.148798 1057947 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:38:46.152142: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37670	validation-mlogloss:1.37621
[1]	train-mlogloss:1.36705	validation-mlogloss:1.36608
[2]	train-mlogloss:1.35802	validation-mlogloss:1.35674
[3]	train-mlogloss:1.34893	validation-mlogloss:1.34708
[4]	train-mlogloss:1.33990	validation-mlogloss:1.33764
[5]	train-mlogloss:1.33146	validation-mlogloss:1.32886
[6]	train-mlogloss:1.32299	validation-mlogloss:1.32002
[7]	train-mlogloss:1.31473	validation-mlogloss:1.31134
[8]	train-mlogloss:1.30665	validation-mlogloss:1.30300
[9]	train-mlogloss:1.29853	validation-mlogloss:1.29451
[10]	train-mlogloss:1.29035	validation-mlogloss:1.28620
[11]	train-mlogloss:1.28308	validation-mlogloss:1.27887
[12]	train-mlogloss:1.27572	validation-mlogloss:1.27102
[13]	train-mlogloss:1.26829	validation-mlogloss:1.26311
[14]	train-mlogloss:1.26142	validation-mlogloss:1.25599
[15]	train-mlogloss:1.25389	validation-mlogloss:1.24829
[16]	train-mlogloss:1.24667	validation-mlogloss:1.24107
[17]	train-mlogloss:1.23964	validation-mlogloss:1.23401
[18]	train-mlogloss:1.23295	validation-mlogloss:1.22686
[19]	train-mlogloss:1.22675	validation-mlogloss:1.22040
[20]	train-mlogloss:1.22017	validation-mlogloss:1.21351
[21]	train-mlogloss:1.21360	validation-mlogloss:1.20673
[22]	train-mlogloss:1.20740	validation-mlogloss:1.20085
[23]	train-mlogloss:1.20095	validation-mlogloss:1.19432
[24]	train-mlogloss:1.19515	validation-mlogloss:1.18849
[25]	train-mlogloss:1.18933	validation-mlogloss:1.18273
[26]	train-mlogloss:1.18350	validation-mlogloss:1.17672
[27]	train-mlogloss:1.17757	validation-mlogloss:1.17054
[28]	train-mlogloss:1.17181	validation-mlogloss:1.16457
[29]	train-mlogloss:1.16625	validation-mlogloss:1.15907
[30]	train-mlogloss:1.16105	validation-mlogloss:1.15384
[31]	train-mlogloss:1.15550	validation-mlogloss:1.14815
[32]	train-mlogloss:1.15052	validation-mlogloss:1.14352
[33]	train-mlogloss:1.14541	validation-mlogloss:1.13823
[34]	train-mlogloss:1.14072	validation-mlogloss:1.13364
[35]	train-mlogloss:1.13543	validation-mlogloss:1.12831
[36]	train-mlogloss:1.13030	validation-mlogloss:1.12302
[37]	train-mlogloss:1.12530	validation-mlogloss:1.11788
[38]	train-mlogloss:1.12052	validation-mlogloss:1.11308
[39]	train-mlogloss:1.11578	validation-mlogloss:1.10831
[40]	train-mlogloss:1.11118	validation-mlogloss:1.10373
[41]	train-mlogloss:1.10658	validation-mlogloss:1.09909
[42]	train-mlogloss:1.10221	validation-mlogloss:1.09488
[43]	train-mlogloss:1.09753	validation-mlogloss:1.09035
[44]	train-mlogloss:1.09314	validation-mlogloss:1.08596
[45]	train-mlogloss:1.08884	validation-mlogloss:1.08166
[46]	train-mlogloss:1.08452	validation-mlogloss:1.07704
[47]	train-mlogloss:1.08048	validation-mlogloss:1.07279
[48]	train-mlogloss:1.07641	validation-mlogloss:1.06871
[49]	train-mlogloss:1.07245	validation-mlogloss:1.06454
[50]	train-mlogloss:1.06847	validation-mlogloss:1.06031
[51]	train-mlogloss:1.06456	validation-mlogloss:1.05626
[52]	train-mlogloss:1.06081	validation-mlogloss:1.05247
[53]	train-mlogloss:1.05719	validation-mlogloss:1.04868
[54]	train-mlogloss:1.05348	validation-mlogloss:1.04505
[55]	train-mlogloss:1.04959	validation-mlogloss:1.04090
[56]	train-mlogloss:1.04628	validation-mlogloss:1.03749
[57]	train-mlogloss:1.04278	validation-mlogloss:1.03381
[58]	train-mlogloss:1.03911	validation-mlogloss:1.03013
[59]	train-mlogloss:1.03557	validation-mlogloss:1.02642
[60]	train-mlogloss:1.03207	validation-mlogloss:1.02297
[61]	train-mlogloss:1.02872	validation-mlogloss:1.01945
[62]	train-mlogloss:1.02538	validation-mlogloss:1.01592
[63]	train-mlogloss:1.02229	validation-mlogloss:1.01290
[64]	train-mlogloss:1.01909	validation-mlogloss:1.00956
[65]	train-mlogloss:1.01592	validation-mlogloss:1.00633
[66]	train-mlogloss:1.01293	validation-mlogloss:1.00340
[67]	train-mlogloss:1.00990	validation-mlogloss:1.00020
[68]	train-mlogloss:1.00685	validation-mlogloss:0.99723
[69]	train-mlogloss:1.00381	validation-mlogloss:0.99429
[70]	train-mlogloss:1.00066	validation-mlogloss:0.99101
[71]	train-mlogloss:0.99795	validation-mlogloss:0.98828
[72]	train-mlogloss:0.99505	validation-mlogloss:0.98518
[73]	train-mlogloss:0.99240	validation-mlogloss:0.98252
[74]	train-mlogloss:0.98966	validation-mlogloss:0.97969
[75]	train-mlogloss:0.98688	validation-mlogloss:0.97676
[76]	train-mlogloss:0.98414	validation-mlogloss:0.97394
[77]	train-mlogloss:0.98143	validation-mlogloss:0.97129
[78]	train-mlogloss:0.97867	validation-mlogloss:0.96851
[79]	train-mlogloss:0.97616	validation-mlogloss:0.96594
[80]	train-mlogloss:0.97357	validation-mlogloss:0.96326
[81]	train-mlogloss:0.97086	validation-mlogloss:0.96043
[82]	train-mlogloss:0.96825	validation-mlogloss:0.95759
[83]	train-mlogloss:0.96573	validation-mlogloss:0.95497
[84]	train-mlogloss:0.96324	validation-mlogloss:0.95249
[85]	train-mlogloss:0.96093	validation-mlogloss:0.95006
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.22 [%]
Global accuracy score (test) = 71.59 [%]
Global F1 score (train) = 73.13 [%]
Global F1 score (test) = 71.81 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.45      0.51       400
MODERATE-INTENSITY       0.58      0.85      0.69       400
         SEDENTARY       0.84      0.83      0.84       400
VIGOROUS-INTENSITY       0.97      0.73      0.83       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.74      0.72      0.71      1545


Accuracy capturado en la ejecución 21: 71.59 [%]
F1-score capturado en la ejecución 21: 71.81 [%]

=== EJECUCIÓN 22 ===

--- TRAIN (ejecución 22) ---

--- TEST (ejecución 22) ---
2025-11-04 10:39:02.162926: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:39:02.174009: 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 00:00:1762249142.187018 1058249 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249142.191105 1058249 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249142.200796 1058249 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249142.200813 1058249 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249142.200814 1058249 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249142.200815 1058249 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:39:02.203901: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37673	validation-mlogloss:1.37618
[1]	train-mlogloss:1.36723	validation-mlogloss:1.36624
[2]	train-mlogloss:1.35783	validation-mlogloss:1.35643
[3]	train-mlogloss:1.34889	validation-mlogloss:1.34725
[4]	train-mlogloss:1.33984	validation-mlogloss:1.33774
[5]	train-mlogloss:1.33107	validation-mlogloss:1.32851
[6]	train-mlogloss:1.32253	validation-mlogloss:1.31954
[7]	train-mlogloss:1.31402	validation-mlogloss:1.31090
[8]	train-mlogloss:1.30579	validation-mlogloss:1.30223
[9]	train-mlogloss:1.29781	validation-mlogloss:1.29393
[10]	train-mlogloss:1.28990	validation-mlogloss:1.28558
[11]	train-mlogloss:1.28186	validation-mlogloss:1.27745
[12]	train-mlogloss:1.27459	validation-mlogloss:1.27031
[13]	train-mlogloss:1.26719	validation-mlogloss:1.26239
[14]	train-mlogloss:1.26008	validation-mlogloss:1.25496
[15]	train-mlogloss:1.25280	validation-mlogloss:1.24725
[16]	train-mlogloss:1.24602	validation-mlogloss:1.24039
[17]	train-mlogloss:1.23921	validation-mlogloss:1.23305
[18]	train-mlogloss:1.23241	validation-mlogloss:1.22579
[19]	train-mlogloss:1.22562	validation-mlogloss:1.21853
[20]	train-mlogloss:1.21920	validation-mlogloss:1.21184
[21]	train-mlogloss:1.21252	validation-mlogloss:1.20495
[22]	train-mlogloss:1.20609	validation-mlogloss:1.19822
[23]	train-mlogloss:1.19970	validation-mlogloss:1.19149
[24]	train-mlogloss:1.19349	validation-mlogloss:1.18489
[25]	train-mlogloss:1.18779	validation-mlogloss:1.17905
[26]	train-mlogloss:1.18204	validation-mlogloss:1.17316
[27]	train-mlogloss:1.17636	validation-mlogloss:1.16712
[28]	train-mlogloss:1.17074	validation-mlogloss:1.16143
[29]	train-mlogloss:1.16513	validation-mlogloss:1.15565
[30]	train-mlogloss:1.15976	validation-mlogloss:1.15021
[31]	train-mlogloss:1.15423	validation-mlogloss:1.14449
[32]	train-mlogloss:1.14904	validation-mlogloss:1.13948
[33]	train-mlogloss:1.14381	validation-mlogloss:1.13395
[34]	train-mlogloss:1.13836	validation-mlogloss:1.12838
[35]	train-mlogloss:1.13321	validation-mlogloss:1.12296
[36]	train-mlogloss:1.12852	validation-mlogloss:1.11838
[37]	train-mlogloss:1.12371	validation-mlogloss:1.11347
[38]	train-mlogloss:1.11870	validation-mlogloss:1.10817
[39]	train-mlogloss:1.11397	validation-mlogloss:1.10345
[40]	train-mlogloss:1.10933	validation-mlogloss:1.09860
[41]	train-mlogloss:1.10469	validation-mlogloss:1.09370
[42]	train-mlogloss:1.10031	validation-mlogloss:1.08925
[43]	train-mlogloss:1.09593	validation-mlogloss:1.08488
[44]	train-mlogloss:1.09167	validation-mlogloss:1.08044
[45]	train-mlogloss:1.08736	validation-mlogloss:1.07599
[46]	train-mlogloss:1.08315	validation-mlogloss:1.07171
[47]	train-mlogloss:1.07924	validation-mlogloss:1.06779
[48]	train-mlogloss:1.07506	validation-mlogloss:1.06351
[49]	train-mlogloss:1.07080	validation-mlogloss:1.05890
[50]	train-mlogloss:1.06680	validation-mlogloss:1.05469
[51]	train-mlogloss:1.06275	validation-mlogloss:1.05046
[52]	train-mlogloss:1.05865	validation-mlogloss:1.04630
[53]	train-mlogloss:1.05492	validation-mlogloss:1.04241
[54]	train-mlogloss:1.05113	validation-mlogloss:1.03854
[55]	train-mlogloss:1.04741	validation-mlogloss:1.03454
[56]	train-mlogloss:1.04374	validation-mlogloss:1.03067
[57]	train-mlogloss:1.04034	validation-mlogloss:1.02734
[58]	train-mlogloss:1.03714	validation-mlogloss:1.02427
[59]	train-mlogloss:1.03370	validation-mlogloss:1.02081
[60]	train-mlogloss:1.03037	validation-mlogloss:1.01724
[61]	train-mlogloss:1.02691	validation-mlogloss:1.01367
[62]	train-mlogloss:1.02359	validation-mlogloss:1.01023
[63]	train-mlogloss:1.02025	validation-mlogloss:1.00662
[64]	train-mlogloss:1.01703	validation-mlogloss:1.00310
[65]	train-mlogloss:1.01374	validation-mlogloss:0.99967
[66]	train-mlogloss:1.01063	validation-mlogloss:0.99651
[67]	train-mlogloss:1.00751	validation-mlogloss:0.99322
[68]	train-mlogloss:1.00436	validation-mlogloss:0.98994
[69]	train-mlogloss:1.00119	validation-mlogloss:0.98686
[70]	train-mlogloss:0.99827	validation-mlogloss:0.98401
[71]	train-mlogloss:0.99520	validation-mlogloss:0.98109
[72]	train-mlogloss:0.99218	validation-mlogloss:0.97812
[73]	train-mlogloss:0.98915	validation-mlogloss:0.97501
[74]	train-mlogloss:0.98656	validation-mlogloss:0.97228
[75]	train-mlogloss:0.98368	validation-mlogloss:0.96926
[76]	train-mlogloss:0.98098	validation-mlogloss:0.96661
[77]	train-mlogloss:0.97851	validation-mlogloss:0.96419
[78]	train-mlogloss:0.97592	validation-mlogloss:0.96145
[79]	train-mlogloss:0.97326	validation-mlogloss:0.95856
[80]	train-mlogloss:0.97049	validation-mlogloss:0.95574
[81]	train-mlogloss:0.96775	validation-mlogloss:0.95285
[82]	train-mlogloss:0.96521	validation-mlogloss:0.95040
[83]	train-mlogloss:0.96278	validation-mlogloss:0.94794
[84]	train-mlogloss:0.96036	validation-mlogloss:0.94524
[85]	train-mlogloss:0.95789	validation-mlogloss:0.94290
[86]	train-mlogloss:0.95533	validation-mlogloss:0.94015
[87]	train-mlogloss:0.95284	validation-mlogloss:0.93759
[88]	train-mlogloss:0.95044	validation-mlogloss:0.93508
[89]	train-mlogloss:0.94813	validation-mlogloss:0.93284
[90]	train-mlogloss:0.94592	validation-mlogloss:0.93057
[91]	train-mlogloss:0.94382	validation-mlogloss:0.92862
[92]	train-mlogloss:0.94146	validation-mlogloss:0.92607
[93]	train-mlogloss:0.93941	validation-mlogloss:0.92411
[94]	train-mlogloss:0.93736	validation-mlogloss:0.92198
[95]	train-mlogloss:0.93513	validation-mlogloss:0.91963
[96]	train-mlogloss:0.93274	validation-mlogloss:0.91713
[97]	train-mlogloss:0.93059	validation-mlogloss:0.91501
[98]	train-mlogloss:0.92857	validation-mlogloss:0.91281
[99]	train-mlogloss:0.92629	validation-mlogloss:0.91061
[100]	train-mlogloss:0.92413	validation-mlogloss:0.90847
[101]	train-mlogloss:0.92213	validation-mlogloss:0.90630
[102]	train-mlogloss:0.92025	validation-mlogloss:0.90435
[103]	train-mlogloss:0.91815	validation-mlogloss:0.90220
[104]	train-mlogloss:0.91639	validation-mlogloss:0.90058
[105]	train-mlogloss:0.91439	validation-mlogloss:0.89840
[106]	train-mlogloss:0.91236	validation-mlogloss:0.89627
[107]	train-mlogloss:0.91027	validation-mlogloss:0.89414
[108]	train-mlogloss:0.90843	validation-mlogloss:0.89223
[109]	train-mlogloss:0.90653	validation-mlogloss:0.89028
[110]	train-mlogloss:0.90478	validation-mlogloss:0.88850
[111]	train-mlogloss:0.90304	validation-mlogloss:0.88668
[112]	train-mlogloss:0.90111	validation-mlogloss:0.88473
[113]	train-mlogloss:0.89944	validation-mlogloss:0.88308
[114]	train-mlogloss:0.89780	validation-mlogloss:0.88127
[115]	train-mlogloss:0.89600	validation-mlogloss:0.87932
[116]	train-mlogloss:0.89418	validation-mlogloss:0.87747
[117]	train-mlogloss:0.89248	validation-mlogloss:0.87590
[118]	train-mlogloss:0.89091	validation-mlogloss:0.87428
[119]	train-mlogloss:0.88944	validation-mlogloss:0.87286
[120]	train-mlogloss:0.88765	validation-mlogloss:0.87109
[121]	train-mlogloss:0.88602	validation-mlogloss:0.86943
[122]	train-mlogloss:0.88443	validation-mlogloss:0.86763
[123]	train-mlogloss:0.88288	validation-mlogloss:0.86602
[124]	train-mlogloss:0.88140	validation-mlogloss:0.86460
[125]	train-mlogloss:0.87996	validation-mlogloss:0.86342
[126]	train-mlogloss:0.87841	validation-mlogloss:0.86185
[127]	train-mlogloss:0.87684	validation-mlogloss:0.86025
[128]	train-mlogloss:0.87525	validation-mlogloss:0.85854
[129]	train-mlogloss:0.87350	validation-mlogloss:0.85686
[130]	train-mlogloss:0.87193	validation-mlogloss:0.85528
[131]	train-mlogloss:0.87037	validation-mlogloss:0.85375
[132]	train-mlogloss:0.86889	validation-mlogloss:0.85232
[133]	train-mlogloss:0.86744	validation-mlogloss:0.85088
[134]	train-mlogloss:0.86592	validation-mlogloss:0.84925
[135]	train-mlogloss:0.86434	validation-mlogloss:0.84763
[136]	train-mlogloss:0.86283	validation-mlogloss:0.84614
[137]	train-mlogloss:0.86129	validation-mlogloss:0.84454
[138]	train-mlogloss:0.85983	validation-mlogloss:0.84310
[139]	train-mlogloss:0.85843	validation-mlogloss:0.84152
[140]	train-mlogloss:0.85703	validation-mlogloss:0.84006
[141]	train-mlogloss:0.85570	validation-mlogloss:0.83859
[142]	train-mlogloss:0.85431	validation-mlogloss:0.83718
[143]	train-mlogloss:0.85288	validation-mlogloss:0.83577
[144]	train-mlogloss:0.85151	validation-mlogloss:0.83438
[145]	train-mlogloss:0.85007	validation-mlogloss:0.83283
[146]	train-mlogloss:0.84890	validation-mlogloss:0.83178
[147]	train-mlogloss:0.84756	validation-mlogloss:0.83045
[148]	train-mlogloss:0.84634	validation-mlogloss:0.82907
[149]	train-mlogloss:0.84508	validation-mlogloss:0.82788
[150]	train-mlogloss:0.84401	validation-mlogloss:0.82682
[151]	train-mlogloss:0.84292	validation-mlogloss:0.82583
[152]	train-mlogloss:0.84171	validation-mlogloss:0.82454
[153]	train-mlogloss:0.84044	validation-mlogloss:0.82335
[154]	train-mlogloss:0.83910	validation-mlogloss:0.82199
[155]	train-mlogloss:0.83791	validation-mlogloss:0.82078
[156]	train-mlogloss:0.83664	validation-mlogloss:0.81956
[157]	train-mlogloss:0.83564	validation-mlogloss:0.81865
[158]	train-mlogloss:0.83457	validation-mlogloss:0.81761
[159]	train-mlogloss:0.83337	validation-mlogloss:0.81635
[160]	train-mlogloss:0.83219	validation-mlogloss:0.81511
[161]	train-mlogloss:0.83102	validation-mlogloss:0.81392
[162]	train-mlogloss:0.83004	validation-mlogloss:0.81296
[163]	train-mlogloss:0.82895	validation-mlogloss:0.81175
[164]	train-mlogloss:0.82795	validation-mlogloss:0.81098
[165]	train-mlogloss:0.82673	validation-mlogloss:0.80981
[166]	train-mlogloss:0.82565	validation-mlogloss:0.80875
[167]	train-mlogloss:0.82455	validation-mlogloss:0.80776
[168]	train-mlogloss:0.82357	validation-mlogloss:0.80691
[169]	train-mlogloss:0.82258	validation-mlogloss:0.80584
[170]	train-mlogloss:0.82153	validation-mlogloss:0.80477
[171]	train-mlogloss:0.82045	validation-mlogloss:0.80365
[172]	train-mlogloss:0.81942	validation-mlogloss:0.80264
[173]	train-mlogloss:0.81844	validation-mlogloss:0.80172
[174]	train-mlogloss:0.81749	validation-mlogloss:0.80085
[175]	train-mlogloss:0.81639	validation-mlogloss:0.79972
[176]	train-mlogloss:0.81539	validation-mlogloss:0.79879
[177]	train-mlogloss:0.81417	validation-mlogloss:0.79764
[178]	train-mlogloss:0.81308	validation-mlogloss:0.79653
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[180]	train-mlogloss:0.81119	validation-mlogloss:0.79468
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[339]	train-mlogloss:0.71545	validation-mlogloss:0.70791
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[341]	train-mlogloss:0.71481	validation-mlogloss:0.70736
[342]	train-mlogloss:0.71445	validation-mlogloss:0.70703
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[346]	train-mlogloss:0.71317	validation-mlogloss:0.70591
[347]	train-mlogloss:0.71285	validation-mlogloss:0.70562
[348]	train-mlogloss:0.71238	validation-mlogloss:0.70523
[349]	train-mlogloss:0.71214	validation-mlogloss:0.70500
[350]	train-mlogloss:0.71183	validation-mlogloss:0.70488
[351]	train-mlogloss:0.71157	validation-mlogloss:0.70468
[352]	train-mlogloss:0.71124	validation-mlogloss:0.70443
[353]	train-mlogloss:0.71100	validation-mlogloss:0.70419
[354]	train-mlogloss:0.71064	validation-mlogloss:0.70385
[355]	train-mlogloss:0.71021	validation-mlogloss:0.70359
[356]	train-mlogloss:0.70986	validation-mlogloss:0.70338
[357]	train-mlogloss:0.70952	validation-mlogloss:0.70309
[358]	train-mlogloss:0.70913	validation-mlogloss:0.70269
[359]	train-mlogloss:0.70878	validation-mlogloss:0.70244
[360]	train-mlogloss:0.70849	validation-mlogloss:0.70214
[361]	train-mlogloss:0.70823	validation-mlogloss:0.70198
[362]	train-mlogloss:0.70788	validation-mlogloss:0.70171
[363]	train-mlogloss:0.70753	validation-mlogloss:0.70143
[364]	train-mlogloss:0.70726	validation-mlogloss:0.70121
[365]	train-mlogloss:0.70696	validation-mlogloss:0.70099
[366]	train-mlogloss:0.70662	validation-mlogloss:0.70068
[367]	train-mlogloss:0.70633	validation-mlogloss:0.70048
[368]	train-mlogloss:0.70599	validation-mlogloss:0.70031
[369]	train-mlogloss:0.70560	validation-mlogloss:0.70003
[370]	train-mlogloss:0.70531	validation-mlogloss:0.69981
[371]	train-mlogloss:0.70502	validation-mlogloss:0.69961
[372]	train-mlogloss:0.70471	validation-mlogloss:0.69943
[373]	train-mlogloss:0.70440	validation-mlogloss:0.69912
[374]	train-mlogloss:0.70413	validation-mlogloss:0.69893
[375]	train-mlogloss:0.70394	validation-mlogloss:0.69875
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 0 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.25 [%]
Global accuracy score (test) = 71.78 [%]
Global F1 score (train) = 73.2 [%]
Global F1 score (test) = 72.02 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.45      0.52       400
MODERATE-INTENSITY       0.57      0.84      0.68       400
         SEDENTARY       0.85      0.85      0.85       400
VIGOROUS-INTENSITY       0.96      0.74      0.84       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 22: 71.78 [%]
F1-score capturado en la ejecución 22: 72.02 [%]

=== EJECUCIÓN 23 ===

--- TRAIN (ejecución 23) ---

--- TEST (ejecución 23) ---
2025-11-04 10:39:18.121861: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:39:18.133360: 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 00:00:1762249158.147024 1058573 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249158.150929 1058573 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249158.160898 1058573 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249158.160916 1058573 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249158.160918 1058573 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249158.160919 1058573 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:39:18.164060: 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..
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.37640	validation-mlogloss:1.37610
[1]	train-mlogloss:1.36672	validation-mlogloss:1.36630
[2]	train-mlogloss:1.35756	validation-mlogloss:1.35675
[3]	train-mlogloss:1.34820	validation-mlogloss:1.34688
[4]	train-mlogloss:1.33899	validation-mlogloss:1.33731
[5]	train-mlogloss:1.33049	validation-mlogloss:1.32840
[6]	train-mlogloss:1.32181	validation-mlogloss:1.31937
[7]	train-mlogloss:1.31326	validation-mlogloss:1.31052
[8]	train-mlogloss:1.30483	validation-mlogloss:1.30211
[9]	train-mlogloss:1.29668	validation-mlogloss:1.29380
[10]	train-mlogloss:1.28868	validation-mlogloss:1.28546
[11]	train-mlogloss:1.28109	validation-mlogloss:1.27783
[12]	train-mlogloss:1.27335	validation-mlogloss:1.26987
[13]	train-mlogloss:1.26604	validation-mlogloss:1.26242
[14]	train-mlogloss:1.25871	validation-mlogloss:1.25495
[15]	train-mlogloss:1.25168	validation-mlogloss:1.24775
[16]	train-mlogloss:1.24509	validation-mlogloss:1.24119
[17]	train-mlogloss:1.23847	validation-mlogloss:1.23458
[18]	train-mlogloss:1.23174	validation-mlogloss:1.22747
[19]	train-mlogloss:1.22526	validation-mlogloss:1.22084
[20]	train-mlogloss:1.21892	validation-mlogloss:1.21450
[21]	train-mlogloss:1.21247	validation-mlogloss:1.20808
[22]	train-mlogloss:1.20600	validation-mlogloss:1.20164
[23]	train-mlogloss:1.19967	validation-mlogloss:1.19499
[24]	train-mlogloss:1.19362	validation-mlogloss:1.18859
[25]	train-mlogloss:1.18776	validation-mlogloss:1.18274
[26]	train-mlogloss:1.18207	validation-mlogloss:1.17687
[27]	train-mlogloss:1.17618	validation-mlogloss:1.17090
[28]	train-mlogloss:1.17044	validation-mlogloss:1.16496
[29]	train-mlogloss:1.16493	validation-mlogloss:1.15932
[30]	train-mlogloss:1.15937	validation-mlogloss:1.15332
[31]	train-mlogloss:1.15446	validation-mlogloss:1.14829
[32]	train-mlogloss:1.14921	validation-mlogloss:1.14278
[33]	train-mlogloss:1.14391	validation-mlogloss:1.13721
[34]	train-mlogloss:1.13887	validation-mlogloss:1.13216
[35]	train-mlogloss:1.13377	validation-mlogloss:1.12667
[36]	train-mlogloss:1.12883	validation-mlogloss:1.12157
[37]	train-mlogloss:1.12407	validation-mlogloss:1.11679
[38]	train-mlogloss:1.11935	validation-mlogloss:1.11194
[39]	train-mlogloss:1.11449	validation-mlogloss:1.10690
[40]	train-mlogloss:1.10976	validation-mlogloss:1.10201
[41]	train-mlogloss:1.10479	validation-mlogloss:1.09682
[42]	train-mlogloss:1.10033	validation-mlogloss:1.09215
[43]	train-mlogloss:1.09603	validation-mlogloss:1.08778
[44]	train-mlogloss:1.09155	validation-mlogloss:1.08305
[45]	train-mlogloss:1.08708	validation-mlogloss:1.07855
[46]	train-mlogloss:1.08278	validation-mlogloss:1.07413
[47]	train-mlogloss:1.07857	validation-mlogloss:1.06975
[48]	train-mlogloss:1.07450	validation-mlogloss:1.06554
[49]	train-mlogloss:1.07067	validation-mlogloss:1.06159
[50]	train-mlogloss:1.06675	validation-mlogloss:1.05750
[51]	train-mlogloss:1.06290	validation-mlogloss:1.05358
[52]	train-mlogloss:1.05925	validation-mlogloss:1.04982
[53]	train-mlogloss:1.05537	validation-mlogloss:1.04571
[54]	train-mlogloss:1.05177	validation-mlogloss:1.04232
[55]	train-mlogloss:1.04822	validation-mlogloss:1.03879
[56]	train-mlogloss:1.04454	validation-mlogloss:1.03502
[57]	train-mlogloss:1.04080	validation-mlogloss:1.03130
[58]	train-mlogloss:1.03705	validation-mlogloss:1.02753
[59]	train-mlogloss:1.03349	validation-mlogloss:1.02388
[60]	train-mlogloss:1.02993	validation-mlogloss:1.02016
[61]	train-mlogloss:1.02655	validation-mlogloss:1.01657
[62]	train-mlogloss:1.02327	validation-mlogloss:1.01311
[63]	train-mlogloss:1.02025	validation-mlogloss:1.01012
[64]	train-mlogloss:1.01701	validation-mlogloss:1.00681
[65]	train-mlogloss:1.01375	validation-mlogloss:1.00356
[66]	train-mlogloss:1.01046	validation-mlogloss:1.00017
[67]	train-mlogloss:1.00738	validation-mlogloss:0.99690
[68]	train-mlogloss:1.00436	validation-mlogloss:0.99388
[69]	train-mlogloss:1.00145	validation-mlogloss:0.99107
[70]	train-mlogloss:0.99844	validation-mlogloss:0.98809
[71]	train-mlogloss:0.99546	validation-mlogloss:0.98513
[72]	train-mlogloss:0.99272	validation-mlogloss:0.98238
[73]	train-mlogloss:0.98997	validation-mlogloss:0.97969
[74]	train-mlogloss:0.98720	validation-mlogloss:0.97688
[75]	train-mlogloss:0.98446	validation-mlogloss:0.97406
[76]	train-mlogloss:0.98173	validation-mlogloss:0.97118
[77]	train-mlogloss:0.97900	validation-mlogloss:0.96830
[78]	train-mlogloss:0.97624	validation-mlogloss:0.96554
[79]	train-mlogloss:0.97351	validation-mlogloss:0.96281
[80]	train-mlogloss:0.97097	validation-mlogloss:0.96016
[81]	train-mlogloss:0.96837	validation-mlogloss:0.95756
[82]	train-mlogloss:0.96584	validation-mlogloss:0.95505
[83]	train-mlogloss:0.96348	validation-mlogloss:0.95258
[84]	train-mlogloss:0.96104	validation-mlogloss:0.95009
[85]	train-mlogloss:0.95857	validation-mlogloss:0.94763
[86]	train-mlogloss:0.95607	validation-mlogloss:0.94520
[87]	train-mlogloss:0.95375	validation-mlogloss:0.94282
[88]	train-mlogloss:0.95150	validation-mlogloss:0.94049
[89]	train-mlogloss:0.94916	validation-mlogloss:0.93796
[90]	train-mlogloss:0.94685	validation-mlogloss:0.93561
[91]	train-mlogloss:0.94463	validation-mlogloss:0.93325
[92]	train-mlogloss:0.94244	validation-mlogloss:0.93103
[93]	train-mlogloss:0.94025	validation-mlogloss:0.92881
[94]	train-mlogloss:0.93813	validation-mlogloss:0.92670
[95]	train-mlogloss:0.93591	validation-mlogloss:0.92443
[96]	train-mlogloss:0.93365	validation-mlogloss:0.92214
[97]	train-mlogloss:0.93138	validation-mlogloss:0.91973
[98]	train-mlogloss:0.92930	validation-mlogloss:0.91760
[99]	train-mlogloss:0.92724	validation-mlogloss:0.91555
[100]	train-mlogloss:0.92537	validation-mlogloss:0.91377
[101]	train-mlogloss:0.92331	validation-mlogloss:0.91168
[102]	train-mlogloss:0.92128	validation-mlogloss:0.90971
[103]	train-mlogloss:0.91936	validation-mlogloss:0.90778
[104]	train-mlogloss:0.91712	validation-mlogloss:0.90550
[105]	train-mlogloss:0.91514	validation-mlogloss:0.90363
[106]	train-mlogloss:0.91326	validation-mlogloss:0.90162
[107]	train-mlogloss:0.91140	validation-mlogloss:0.89959
[108]	train-mlogloss:0.90965	validation-mlogloss:0.89771
[109]	train-mlogloss:0.90767	validation-mlogloss:0.89572
[110]	train-mlogloss:0.90596	validation-mlogloss:0.89397
[111]	train-mlogloss:0.90424	validation-mlogloss:0.89239
[112]	train-mlogloss:0.90238	validation-mlogloss:0.89042
[113]	train-mlogloss:0.90067	validation-mlogloss:0.88875
[114]	train-mlogloss:0.89889	validation-mlogloss:0.88697
[115]	train-mlogloss:0.89716	validation-mlogloss:0.88520
[116]	train-mlogloss:0.89556	validation-mlogloss:0.88370
[117]	train-mlogloss:0.89394	validation-mlogloss:0.88209
[118]	train-mlogloss:0.89221	validation-mlogloss:0.88017
[119]	train-mlogloss:0.89055	validation-mlogloss:0.87840
[120]	train-mlogloss:0.88881	validation-mlogloss:0.87664
[121]	train-mlogloss:0.88712	validation-mlogloss:0.87499
[122]	train-mlogloss:0.88573	validation-mlogloss:0.87353
[123]	train-mlogloss:0.88429	validation-mlogloss:0.87223
[124]	train-mlogloss:0.88272	validation-mlogloss:0.87066
[125]	train-mlogloss:0.88099	validation-mlogloss:0.86885
[126]	train-mlogloss:0.87949	validation-mlogloss:0.86736
[127]	train-mlogloss:0.87807	validation-mlogloss:0.86618
[128]	train-mlogloss:0.87654	validation-mlogloss:0.86455
[129]	train-mlogloss:0.87498	validation-mlogloss:0.86290
[130]	train-mlogloss:0.87334	validation-mlogloss:0.86132
[131]	train-mlogloss:0.87162	validation-mlogloss:0.85953
[132]	train-mlogloss:0.87024	validation-mlogloss:0.85821
[133]	train-mlogloss:0.86884	validation-mlogloss:0.85703
[134]	train-mlogloss:0.86740	validation-mlogloss:0.85556
[135]	train-mlogloss:0.86580	validation-mlogloss:0.85399
[136]	train-mlogloss:0.86436	validation-mlogloss:0.85275
[137]	train-mlogloss:0.86309	validation-mlogloss:0.85145
[138]	train-mlogloss:0.86151	validation-mlogloss:0.84991
[139]	train-mlogloss:0.85999	validation-mlogloss:0.84835
[140]	train-mlogloss:0.85853	validation-mlogloss:0.84690
[141]	train-mlogloss:0.85704	validation-mlogloss:0.84540
[142]	train-mlogloss:0.85578	validation-mlogloss:0.84419
[143]	train-mlogloss:0.85433	validation-mlogloss:0.84279
[144]	train-mlogloss:0.85296	validation-mlogloss:0.84142
[145]	train-mlogloss:0.85160	validation-mlogloss:0.84013
[146]	train-mlogloss:0.85036	validation-mlogloss:0.83903
[147]	train-mlogloss:0.84912	validation-mlogloss:0.83795
[148]	train-mlogloss:0.84772	validation-mlogloss:0.83675
[149]	train-mlogloss:0.84662	validation-mlogloss:0.83586
[150]	train-mlogloss:0.84528	validation-mlogloss:0.83454
[151]	train-mlogloss:0.84391	validation-mlogloss:0.83326
[152]	train-mlogloss:0.84263	validation-mlogloss:0.83192
[153]	train-mlogloss:0.84140	validation-mlogloss:0.83056
[154]	train-mlogloss:0.84024	validation-mlogloss:0.82937
[155]	train-mlogloss:0.83891	validation-mlogloss:0.82811
[156]	train-mlogloss:0.83750	validation-mlogloss:0.82691
[157]	train-mlogloss:0.83648	validation-mlogloss:0.82591
[158]	train-mlogloss:0.83536	validation-mlogloss:0.82482
[159]	train-mlogloss:0.83428	validation-mlogloss:0.82394
[160]	train-mlogloss:0.83326	validation-mlogloss:0.82291
[161]	train-mlogloss:0.83214	validation-mlogloss:0.82193
[162]	train-mlogloss:0.83089	validation-mlogloss:0.82077
[163]	train-mlogloss:0.82980	validation-mlogloss:0.81978
[164]	train-mlogloss:0.82864	validation-mlogloss:0.81872
[165]	train-mlogloss:0.82749	validation-mlogloss:0.81755
[166]	train-mlogloss:0.82647	validation-mlogloss:0.81659
[167]	train-mlogloss:0.82537	validation-mlogloss:0.81549
[168]	train-mlogloss:0.82428	validation-mlogloss:0.81441
[169]	train-mlogloss:0.82328	validation-mlogloss:0.81332
[170]	train-mlogloss:0.82228	validation-mlogloss:0.81239
[171]	train-mlogloss:0.82112	validation-mlogloss:0.81134
[172]	train-mlogloss:0.82011	validation-mlogloss:0.81051
[173]	train-mlogloss:0.81910	validation-mlogloss:0.80954
[174]	train-mlogloss:0.81801	validation-mlogloss:0.80847
[175]	train-mlogloss:0.81681	validation-mlogloss:0.80738
[176]	train-mlogloss:0.81570	validation-mlogloss:0.80629
[177]	train-mlogloss:0.81467	validation-mlogloss:0.80539
[178]	train-mlogloss:0.81359	validation-mlogloss:0.80426
[179]	train-mlogloss:0.81253	validation-mlogloss:0.80333
[180]	train-mlogloss:0.81138	validation-mlogloss:0.80217
[181]	train-mlogloss:0.81038	validation-mlogloss:0.80127
[182]	train-mlogloss:0.80932	validation-mlogloss:0.80024
[183]	train-mlogloss:0.80835	validation-mlogloss:0.79936
[184]	train-mlogloss:0.80743	validation-mlogloss:0.79849
[185]	train-mlogloss:0.80650	validation-mlogloss:0.79760
[186]	train-mlogloss:0.80559	validation-mlogloss:0.79683
[187]	train-mlogloss:0.80443	validation-mlogloss:0.79572
[188]	train-mlogloss:0.80360	validation-mlogloss:0.79490
[189]	train-mlogloss:0.80272	validation-mlogloss:0.79414
[190]	train-mlogloss:0.80189	validation-mlogloss:0.79333
[191]	train-mlogloss:0.80092	validation-mlogloss:0.79244
[192]	train-mlogloss:0.79996	validation-mlogloss:0.79152
[193]	train-mlogloss:0.79902	validation-mlogloss:0.79067
[194]	train-mlogloss:0.79804	validation-mlogloss:0.78991
[195]	train-mlogloss:0.79704	validation-mlogloss:0.78901
[196]	train-mlogloss:0.79620	validation-mlogloss:0.78815
[197]	train-mlogloss:0.79520	validation-mlogloss:0.78713
[198]	train-mlogloss:0.79422	validation-mlogloss:0.78619
[199]	train-mlogloss:0.79338	validation-mlogloss:0.78546
[200]	train-mlogloss:0.79259	validation-mlogloss:0.78482
[201]	train-mlogloss:0.79180	validation-mlogloss:0.78420
[202]	train-mlogloss:0.79095	validation-mlogloss:0.78334
[203]	train-mlogloss:0.79008	validation-mlogloss:0.78246
[204]	train-mlogloss:0.78912	validation-mlogloss:0.78153
[205]	train-mlogloss:0.78822	validation-mlogloss:0.78069
[206]	train-mlogloss:0.78738	validation-mlogloss:0.77993
[207]	train-mlogloss:0.78668	validation-mlogloss:0.77950
[208]	train-mlogloss:0.78582	validation-mlogloss:0.77871
[209]	train-mlogloss:0.78504	validation-mlogloss:0.77794
[210]	train-mlogloss:0.78427	validation-mlogloss:0.77729
[211]	train-mlogloss:0.78337	validation-mlogloss:0.77655
[212]	train-mlogloss:0.78240	validation-mlogloss:0.77582
[213]	train-mlogloss:0.78164	validation-mlogloss:0.77520
[214]	train-mlogloss:0.78075	validation-mlogloss:0.77447
[215]	train-mlogloss:0.77997	validation-mlogloss:0.77376
[216]	train-mlogloss:0.77913	validation-mlogloss:0.77293
[217]	train-mlogloss:0.77831	validation-mlogloss:0.77226
[218]	train-mlogloss:0.77747	validation-mlogloss:0.77150
[219]	train-mlogloss:0.77661	validation-mlogloss:0.77065
[220]	train-mlogloss:0.77582	validation-mlogloss:0.77002
[221]	train-mlogloss:0.77511	validation-mlogloss:0.76953
[222]	train-mlogloss:0.77432	validation-mlogloss:0.76876
[223]	train-mlogloss:0.77352	validation-mlogloss:0.76802
[224]	train-mlogloss:0.77269	validation-mlogloss:0.76724
[225]	train-mlogloss:0.77197	validation-mlogloss:0.76662
[226]	train-mlogloss:0.77122	validation-mlogloss:0.76594
[227]	train-mlogloss:0.77050	validation-mlogloss:0.76540
[228]	train-mlogloss:0.76980	validation-mlogloss:0.76475
[229]	train-mlogloss:0.76904	validation-mlogloss:0.76413
[230]	train-mlogloss:0.76828	validation-mlogloss:0.76356
[231]	train-mlogloss:0.76768	validation-mlogloss:0.76316
[232]	train-mlogloss:0.76704	validation-mlogloss:0.76270
[233]	train-mlogloss:0.76645	validation-mlogloss:0.76216
[234]	train-mlogloss:0.76577	validation-mlogloss:0.76157
[235]	train-mlogloss:0.76508	validation-mlogloss:0.76107
[236]	train-mlogloss:0.76436	validation-mlogloss:0.76051
[237]	train-mlogloss:0.76364	validation-mlogloss:0.75993
[238]	train-mlogloss:0.76305	validation-mlogloss:0.75938
[239]	train-mlogloss:0.76238	validation-mlogloss:0.75879
[240]	train-mlogloss:0.76164	validation-mlogloss:0.75823
[241]	train-mlogloss:0.76098	validation-mlogloss:0.75763
[242]	train-mlogloss:0.76026	validation-mlogloss:0.75702
[243]	train-mlogloss:0.75953	validation-mlogloss:0.75635
[244]	train-mlogloss:0.75887	validation-mlogloss:0.75584
[245]	train-mlogloss:0.75822	validation-mlogloss:0.75533
[246]	train-mlogloss:0.75755	validation-mlogloss:0.75480
[247]	train-mlogloss:0.75691	validation-mlogloss:0.75429
[248]	train-mlogloss:0.75632	validation-mlogloss:0.75374
[249]	train-mlogloss:0.75566	validation-mlogloss:0.75309
[250]	train-mlogloss:0.75505	validation-mlogloss:0.75260
[251]	train-mlogloss:0.75447	validation-mlogloss:0.75212
[252]	train-mlogloss:0.75384	validation-mlogloss:0.75168
[253]	train-mlogloss:0.75319	validation-mlogloss:0.75106
[254]	train-mlogloss:0.75254	validation-mlogloss:0.75051
[255]	train-mlogloss:0.75199	validation-mlogloss:0.75002
[256]	train-mlogloss:0.75140	validation-mlogloss:0.74946
[257]	train-mlogloss:0.75081	validation-mlogloss:0.74887
[258]	train-mlogloss:0.75027	validation-mlogloss:0.74840
[259]	train-mlogloss:0.74965	validation-mlogloss:0.74788
[260]	train-mlogloss:0.74899	validation-mlogloss:0.74731
[261]	train-mlogloss:0.74835	validation-mlogloss:0.74670
[262]	train-mlogloss:0.74757	validation-mlogloss:0.74594
[263]	train-mlogloss:0.74700	validation-mlogloss:0.74556
[264]	train-mlogloss:0.74633	validation-mlogloss:0.74497
[265]	train-mlogloss:0.74580	validation-mlogloss:0.74455
[266]	train-mlogloss:0.74523	validation-mlogloss:0.74409
[267]	train-mlogloss:0.74460	validation-mlogloss:0.74354
[268]	train-mlogloss:0.74412	validation-mlogloss:0.74319
[269]	train-mlogloss:0.74362	validation-mlogloss:0.74279
[270]	train-mlogloss:0.74299	validation-mlogloss:0.74229
[271]	train-mlogloss:0.74243	validation-mlogloss:0.74191
[272]	train-mlogloss:0.74197	validation-mlogloss:0.74157
[273]	train-mlogloss:0.74149	validation-mlogloss:0.74119
[274]	train-mlogloss:0.74093	validation-mlogloss:0.74072
[275]	train-mlogloss:0.74041	validation-mlogloss:0.74038
[276]	train-mlogloss:0.73988	validation-mlogloss:0.73993
[277]	train-mlogloss:0.73936	validation-mlogloss:0.73946
[278]	train-mlogloss:0.73877	validation-mlogloss:0.73898
[279]	train-mlogloss:0.73833	validation-mlogloss:0.73864
[280]	train-mlogloss:0.73787	validation-mlogloss:0.73825
[281]	train-mlogloss:0.73740	validation-mlogloss:0.73797
[282]	train-mlogloss:0.73686	validation-mlogloss:0.73747
[283]	train-mlogloss:0.73623	validation-mlogloss:0.73694
[284]	train-mlogloss:0.73577	validation-mlogloss:0.73669
[285]	train-mlogloss:0.73517	validation-mlogloss:0.73619
[286]	train-mlogloss:0.73470	validation-mlogloss:0.73579
[287]	train-mlogloss:0.73423	validation-mlogloss:0.73536
[288]	train-mlogloss:0.73382	validation-mlogloss:0.73501
[289]	train-mlogloss:0.73340	validation-mlogloss:0.73468
[290]	train-mlogloss:0.73288	validation-mlogloss:0.73422
[291]	train-mlogloss:0.73242	validation-mlogloss:0.73380
[292]	train-mlogloss:0.73201	validation-mlogloss:0.73346
[293]	train-mlogloss:0.73164	validation-mlogloss:0.73320
[294]	train-mlogloss:0.73123	validation-mlogloss:0.73294
[295]	train-mlogloss:0.73058	validation-mlogloss:0.73237
[296]	train-mlogloss:0.73015	validation-mlogloss:0.73204
[297]	train-mlogloss:0.72973	validation-mlogloss:0.73173
[298]	train-mlogloss:0.72934	validation-mlogloss:0.73147
[299]	train-mlogloss:0.72881	validation-mlogloss:0.73096
[300]	train-mlogloss:0.72833	validation-mlogloss:0.73058
[301]	train-mlogloss:0.72787	validation-mlogloss:0.73017
[302]	train-mlogloss:0.72736	validation-mlogloss:0.72970
[303]	train-mlogloss:0.72689	validation-mlogloss:0.72927
[304]	train-mlogloss:0.72647	validation-mlogloss:0.72895
[305]	train-mlogloss:0.72608	validation-mlogloss:0.72864
[306]	train-mlogloss:0.72548	validation-mlogloss:0.72812
[307]	train-mlogloss:0.72505	validation-mlogloss:0.72775
[308]	train-mlogloss:0.72461	validation-mlogloss:0.72732
[309]	train-mlogloss:0.72403	validation-mlogloss:0.72678
[310]	train-mlogloss:0.72363	validation-mlogloss:0.72644
[311]	train-mlogloss:0.72318	validation-mlogloss:0.72602
[312]	train-mlogloss:0.72270	validation-mlogloss:0.72569
[313]	train-mlogloss:0.72222	validation-mlogloss:0.72535
[314]	train-mlogloss:0.72180	validation-mlogloss:0.72506
[315]	train-mlogloss:0.72144	validation-mlogloss:0.72478
[316]	train-mlogloss:0.72103	validation-mlogloss:0.72447
[317]	train-mlogloss:0.72065	validation-mlogloss:0.72414
[318]	train-mlogloss:0.72012	validation-mlogloss:0.72375
[319]	train-mlogloss:0.71966	validation-mlogloss:0.72333
[320]	train-mlogloss:0.71915	validation-mlogloss:0.72296
[321]	train-mlogloss:0.71886	validation-mlogloss:0.72264
[322]	train-mlogloss:0.71842	validation-mlogloss:0.72229
[323]	train-mlogloss:0.71809	validation-mlogloss:0.72208
[324]	train-mlogloss:0.71772	validation-mlogloss:0.72184
[325]	train-mlogloss:0.71734	validation-mlogloss:0.72145
[326]	train-mlogloss:0.71697	validation-mlogloss:0.72120
[327]	train-mlogloss:0.71657	validation-mlogloss:0.72083
[328]	train-mlogloss:0.71616	validation-mlogloss:0.72053
[329]	train-mlogloss:0.71581	validation-mlogloss:0.72031
[330]	train-mlogloss:0.71542	validation-mlogloss:0.71992
[331]	train-mlogloss:0.71505	validation-mlogloss:0.71959
[332]	train-mlogloss:0.71457	validation-mlogloss:0.71919
[333]	train-mlogloss:0.71430	validation-mlogloss:0.71900
[334]	train-mlogloss:0.71394	validation-mlogloss:0.71865
[335]	train-mlogloss:0.71359	validation-mlogloss:0.71834
[336]	train-mlogloss:0.71312	validation-mlogloss:0.71796
[337]	train-mlogloss:0.71271	validation-mlogloss:0.71775
[338]	train-mlogloss:0.71239	validation-mlogloss:0.71755
[339]	train-mlogloss:0.71198	validation-mlogloss:0.71729
[340]	train-mlogloss:0.71165	validation-mlogloss:0.71698
[341]	train-mlogloss:0.71122	validation-mlogloss:0.71659
[342]	train-mlogloss:0.71097	validation-mlogloss:0.71636
[343]	train-mlogloss:0.71055	validation-mlogloss:0.71604
[344]	train-mlogloss:0.71024	validation-mlogloss:0.71572
[345]	train-mlogloss:0.70991	validation-mlogloss:0.71541
[346]	train-mlogloss:0.70954	validation-mlogloss:0.71518
[347]	train-mlogloss:0.70921	validation-mlogloss:0.71491
[348]	train-mlogloss:0.70885	validation-mlogloss:0.71473
[349]	train-mlogloss:0.70848	validation-mlogloss:0.71446
[350]	train-mlogloss:0.70820	validation-mlogloss:0.71418
[351]	train-mlogloss:0.70791	validation-mlogloss:0.71393
[352]	train-mlogloss:0.70749	validation-mlogloss:0.71356
[353]	train-mlogloss:0.70713	validation-mlogloss:0.71329
[354]	train-mlogloss:0.70675	validation-mlogloss:0.71307
[355]	train-mlogloss:0.70645	validation-mlogloss:0.71277
[356]	train-mlogloss:0.70610	validation-mlogloss:0.71257
[357]	train-mlogloss:0.70570	validation-mlogloss:0.71232
[358]	train-mlogloss:0.70542	validation-mlogloss:0.71211
[359]	train-mlogloss:0.70517	validation-mlogloss:0.71188
[360]	train-mlogloss:0.70490	validation-mlogloss:0.71162
[361]	train-mlogloss:0.70459	validation-mlogloss:0.71141
[362]	train-mlogloss:0.70426	validation-mlogloss:0.71120
[363]	train-mlogloss:0.70390	validation-mlogloss:0.71093
[364]	train-mlogloss:0.70364	validation-mlogloss:0.71068
[365]	train-mlogloss:0.70332	validation-mlogloss:0.71040
[366]	train-mlogloss:0.70297	validation-mlogloss:0.71012
[367]	train-mlogloss:0.70260	validation-mlogloss:0.70990
[368]	train-mlogloss:0.70229	validation-mlogloss:0.70972
[369]	train-mlogloss:0.70194	validation-mlogloss:0.70942
[370]	train-mlogloss:0.70157	validation-mlogloss:0.70921
[371]	train-mlogloss:0.70127	validation-mlogloss:0.70901
[372]	train-mlogloss:0.70096	validation-mlogloss:0.70879
[373]	train-mlogloss:0.70071	validation-mlogloss:0.70866
[374]	train-mlogloss:0.70048	validation-mlogloss:0.70848
[375]	train-mlogloss:0.70013	validation-mlogloss:0.70824
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 72.99 [%]
Global accuracy score (test) = 71.91 [%]
Global F1 score (train) = 72.82 [%]
Global F1 score (test) = 72.04 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.43      0.51       400
MODERATE-INTENSITY       0.57      0.86      0.69       400
         SEDENTARY       0.85      0.84      0.85       400
VIGOROUS-INTENSITY       0.97      0.74      0.84       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 23: 71.91 [%]
F1-score capturado en la ejecución 23: 72.04 [%]

=== EJECUCIÓN 24 ===

--- TRAIN (ejecución 24) ---

--- TEST (ejecución 24) ---
2025-11-04 10:39:34.305108: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:39:34.316396: 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 00:00:1762249174.329442 1058892 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249174.333624 1058892 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249174.343426 1058892 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249174.343444 1058892 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249174.343445 1058892 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249174.343446 1058892 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:39:34.346589: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37630	validation-mlogloss:1.37585
[1]	train-mlogloss:1.36663	validation-mlogloss:1.36562
[2]	train-mlogloss:1.35717	validation-mlogloss:1.35574
[3]	train-mlogloss:1.34791	validation-mlogloss:1.34592
[4]	train-mlogloss:1.33956	validation-mlogloss:1.33742
[5]	train-mlogloss:1.33101	validation-mlogloss:1.32860
[6]	train-mlogloss:1.32225	validation-mlogloss:1.31974
[7]	train-mlogloss:1.31379	validation-mlogloss:1.31096
[8]	train-mlogloss:1.30526	validation-mlogloss:1.30214
[9]	train-mlogloss:1.29771	validation-mlogloss:1.29434
[10]	train-mlogloss:1.28964	validation-mlogloss:1.28576
[11]	train-mlogloss:1.28212	validation-mlogloss:1.27814
[12]	train-mlogloss:1.27437	validation-mlogloss:1.27005
[13]	train-mlogloss:1.26711	validation-mlogloss:1.26276
[14]	train-mlogloss:1.25991	validation-mlogloss:1.25548
[15]	train-mlogloss:1.25297	validation-mlogloss:1.24864
[16]	train-mlogloss:1.24582	validation-mlogloss:1.24112
[17]	train-mlogloss:1.23906	validation-mlogloss:1.23414
[18]	train-mlogloss:1.23223	validation-mlogloss:1.22712
[19]	train-mlogloss:1.22579	validation-mlogloss:1.22067
[20]	train-mlogloss:1.21942	validation-mlogloss:1.21409
[21]	train-mlogloss:1.21293	validation-mlogloss:1.20743
[22]	train-mlogloss:1.20677	validation-mlogloss:1.20117
[23]	train-mlogloss:1.20049	validation-mlogloss:1.19446
[24]	train-mlogloss:1.19446	validation-mlogloss:1.18838
[25]	train-mlogloss:1.18865	validation-mlogloss:1.18230
[26]	train-mlogloss:1.18292	validation-mlogloss:1.17656
[27]	train-mlogloss:1.17752	validation-mlogloss:1.17122
[28]	train-mlogloss:1.17168	validation-mlogloss:1.16531
[29]	train-mlogloss:1.16628	validation-mlogloss:1.16006
[30]	train-mlogloss:1.16103	validation-mlogloss:1.15473
[31]	train-mlogloss:1.15580	validation-mlogloss:1.14967
[32]	train-mlogloss:1.15054	validation-mlogloss:1.14430
[33]	train-mlogloss:1.14528	validation-mlogloss:1.13910
[34]	train-mlogloss:1.14002	validation-mlogloss:1.13379
[35]	train-mlogloss:1.13507	validation-mlogloss:1.12888
[36]	train-mlogloss:1.13005	validation-mlogloss:1.12369
[37]	train-mlogloss:1.12515	validation-mlogloss:1.11852
[38]	train-mlogloss:1.12043	validation-mlogloss:1.11377
[39]	train-mlogloss:1.11604	validation-mlogloss:1.10964
[40]	train-mlogloss:1.11117	validation-mlogloss:1.10446
[41]	train-mlogloss:1.10639	validation-mlogloss:1.09960
[42]	train-mlogloss:1.10206	validation-mlogloss:1.09532
[43]	train-mlogloss:1.09773	validation-mlogloss:1.09116
[44]	train-mlogloss:1.09358	validation-mlogloss:1.08694
[45]	train-mlogloss:1.08947	validation-mlogloss:1.08269
[46]	train-mlogloss:1.08514	validation-mlogloss:1.07828
[47]	train-mlogloss:1.08091	validation-mlogloss:1.07400
[48]	train-mlogloss:1.07687	validation-mlogloss:1.06990
[49]	train-mlogloss:1.07305	validation-mlogloss:1.06606
[50]	train-mlogloss:1.06906	validation-mlogloss:1.06200
[51]	train-mlogloss:1.06500	validation-mlogloss:1.05792
[52]	train-mlogloss:1.06135	validation-mlogloss:1.05446
[53]	train-mlogloss:1.05749	validation-mlogloss:1.05063
[54]	train-mlogloss:1.05362	validation-mlogloss:1.04668
[55]	train-mlogloss:1.04989	validation-mlogloss:1.04283
[56]	train-mlogloss:1.04626	validation-mlogloss:1.03905
[57]	train-mlogloss:1.04278	validation-mlogloss:1.03550
[58]	train-mlogloss:1.03924	validation-mlogloss:1.03170
[59]	train-mlogloss:1.03573	validation-mlogloss:1.02817
[60]	train-mlogloss:1.03230	validation-mlogloss:1.02462
[61]	train-mlogloss:1.02895	validation-mlogloss:1.02109
[62]	train-mlogloss:1.02573	validation-mlogloss:1.01794
[63]	train-mlogloss:1.02265	validation-mlogloss:1.01495
[64]	train-mlogloss:1.01942	validation-mlogloss:1.01158
[65]	train-mlogloss:1.01648	validation-mlogloss:1.00873
[66]	train-mlogloss:1.01338	validation-mlogloss:1.00549
[67]	train-mlogloss:1.01025	validation-mlogloss:1.00217
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[366]	train-mlogloss:0.70554	validation-mlogloss:0.70894
[367]	train-mlogloss:0.70510	validation-mlogloss:0.70864
[368]	train-mlogloss:0.70478	validation-mlogloss:0.70841
[369]	train-mlogloss:0.70445	validation-mlogloss:0.70817
[370]	train-mlogloss:0.70422	validation-mlogloss:0.70802
[371]	train-mlogloss:0.70387	validation-mlogloss:0.70782
[372]	train-mlogloss:0.70360	validation-mlogloss:0.70756
[373]	train-mlogloss:0.70326	validation-mlogloss:0.70730
[374]	train-mlogloss:0.70295	validation-mlogloss:0.70709
[375]	train-mlogloss:0.70253	validation-mlogloss:0.70671
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.01 [%]
Global accuracy score (test) = 71.78 [%]
Global F1 score (train) = 73.03 [%]
Global F1 score (test) = 71.96 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.46      0.52       400
MODERATE-INTENSITY       0.58      0.84      0.69       400
         SEDENTARY       0.85      0.84      0.85       400
VIGOROUS-INTENSITY       0.93      0.74      0.82       345

          accuracy                           0.72      1545
         macro avg       0.74      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 24: 71.78 [%]
F1-score capturado en la ejecución 24: 71.96 [%]

=== EJECUCIÓN 25 ===

--- TRAIN (ejecución 25) ---

--- TEST (ejecución 25) ---
2025-11-04 10:39:50.252729: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:39:50.264149: 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 00:00:1762249190.277358 1059198 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249190.281426 1059198 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249190.291114 1059198 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249190.291130 1059198 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249190.291131 1059198 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249190.291132 1059198 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:39:50.294260: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37650	validation-mlogloss:1.37633
[1]	train-mlogloss:1.36677	validation-mlogloss:1.36651
[2]	train-mlogloss:1.35727	validation-mlogloss:1.35663
[3]	train-mlogloss:1.34797	validation-mlogloss:1.34728
[4]	train-mlogloss:1.33961	validation-mlogloss:1.33891
[5]	train-mlogloss:1.33108	validation-mlogloss:1.32997
[6]	train-mlogloss:1.32232	validation-mlogloss:1.32082
[7]	train-mlogloss:1.31401	validation-mlogloss:1.31261
[8]	train-mlogloss:1.30622	validation-mlogloss:1.30473
[9]	train-mlogloss:1.29805	validation-mlogloss:1.29630
[10]	train-mlogloss:1.29002	validation-mlogloss:1.28823
[11]	train-mlogloss:1.28212	validation-mlogloss:1.27994
[12]	train-mlogloss:1.27453	validation-mlogloss:1.27234
[13]	train-mlogloss:1.26715	validation-mlogloss:1.26457
[14]	train-mlogloss:1.25977	validation-mlogloss:1.25719
[15]	train-mlogloss:1.25237	validation-mlogloss:1.24973
[16]	train-mlogloss:1.24515	validation-mlogloss:1.24239
[17]	train-mlogloss:1.23835	validation-mlogloss:1.23539
[18]	train-mlogloss:1.23144	validation-mlogloss:1.22840
[19]	train-mlogloss:1.22485	validation-mlogloss:1.22182
[20]	train-mlogloss:1.21828	validation-mlogloss:1.21529
[21]	train-mlogloss:1.21176	validation-mlogloss:1.20845
[22]	train-mlogloss:1.20579	validation-mlogloss:1.20276
[23]	train-mlogloss:1.19990	validation-mlogloss:1.19677
[24]	train-mlogloss:1.19392	validation-mlogloss:1.19101
[25]	train-mlogloss:1.18783	validation-mlogloss:1.18503
[26]	train-mlogloss:1.18163	validation-mlogloss:1.17887
[27]	train-mlogloss:1.17555	validation-mlogloss:1.17254
[28]	train-mlogloss:1.16967	validation-mlogloss:1.16659
[29]	train-mlogloss:1.16391	validation-mlogloss:1.16071
[30]	train-mlogloss:1.15841	validation-mlogloss:1.15520
[31]	train-mlogloss:1.15303	validation-mlogloss:1.14997
[32]	train-mlogloss:1.14805	validation-mlogloss:1.14518
[33]	train-mlogloss:1.14315	validation-mlogloss:1.14034
[34]	train-mlogloss:1.13792	validation-mlogloss:1.13504
[35]	train-mlogloss:1.13293	validation-mlogloss:1.13018
[36]	train-mlogloss:1.12792	validation-mlogloss:1.12504
[37]	train-mlogloss:1.12296	validation-mlogloss:1.11995
[38]	train-mlogloss:1.11819	validation-mlogloss:1.11494
[39]	train-mlogloss:1.11334	validation-mlogloss:1.11002
[40]	train-mlogloss:1.10856	validation-mlogloss:1.10495
[41]	train-mlogloss:1.10372	validation-mlogloss:1.09992
[42]	train-mlogloss:1.09923	validation-mlogloss:1.09561
[43]	train-mlogloss:1.09479	validation-mlogloss:1.09112
[44]	train-mlogloss:1.09073	validation-mlogloss:1.08724
[45]	train-mlogloss:1.08655	validation-mlogloss:1.08297
[46]	train-mlogloss:1.08252	validation-mlogloss:1.07890
[47]	train-mlogloss:1.07854	validation-mlogloss:1.07503
[48]	train-mlogloss:1.07438	validation-mlogloss:1.07102
[49]	train-mlogloss:1.07026	validation-mlogloss:1.06674
[50]	train-mlogloss:1.06611	validation-mlogloss:1.06256
[51]	train-mlogloss:1.06224	validation-mlogloss:1.05865
[52]	train-mlogloss:1.05875	validation-mlogloss:1.05514
[53]	train-mlogloss:1.05466	validation-mlogloss:1.05094
[54]	train-mlogloss:1.05107	validation-mlogloss:1.04766
[55]	train-mlogloss:1.04756	validation-mlogloss:1.04404
[56]	train-mlogloss:1.04413	validation-mlogloss:1.04060
[57]	train-mlogloss:1.04061	validation-mlogloss:1.03707
[58]	train-mlogloss:1.03693	validation-mlogloss:1.03325
[59]	train-mlogloss:1.03351	validation-mlogloss:1.02992
[60]	train-mlogloss:1.02994	validation-mlogloss:1.02629
[61]	train-mlogloss:1.02679	validation-mlogloss:1.02324
[62]	train-mlogloss:1.02336	validation-mlogloss:1.01966
[63]	train-mlogloss:1.01998	validation-mlogloss:1.01624
[64]	train-mlogloss:1.01671	validation-mlogloss:1.01295
[65]	train-mlogloss:1.01337	validation-mlogloss:1.00964
[66]	train-mlogloss:1.01004	validation-mlogloss:1.00632
[67]	train-mlogloss:1.00687	validation-mlogloss:1.00295
[68]	train-mlogloss:1.00380	validation-mlogloss:1.00005
[69]	train-mlogloss:1.00061	validation-mlogloss:0.99691
[70]	train-mlogloss:0.99766	validation-mlogloss:0.99386
[71]	train-mlogloss:0.99471	validation-mlogloss:0.99092
[72]	train-mlogloss:0.99183	validation-mlogloss:0.98797
[73]	train-mlogloss:0.98900	validation-mlogloss:0.98522
[74]	train-mlogloss:0.98610	validation-mlogloss:0.98217
[75]	train-mlogloss:0.98338	validation-mlogloss:0.97944
[76]	train-mlogloss:0.98062	validation-mlogloss:0.97665
[77]	train-mlogloss:0.97786	validation-mlogloss:0.97385
[78]	train-mlogloss:0.97539	validation-mlogloss:0.97154
[79]	train-mlogloss:0.97280	validation-mlogloss:0.96888
[80]	train-mlogloss:0.97027	validation-mlogloss:0.96617
[81]	train-mlogloss:0.96796	validation-mlogloss:0.96377
[82]	train-mlogloss:0.96549	validation-mlogloss:0.96137
[83]	train-mlogloss:0.96294	validation-mlogloss:0.95890
[84]	train-mlogloss:0.96055	validation-mlogloss:0.95653
[85]	train-mlogloss:0.95815	validation-mlogloss:0.95409
[86]	train-mlogloss:0.95578	validation-mlogloss:0.95175
[87]	train-mlogloss:0.95334	validation-mlogloss:0.94924
[88]	train-mlogloss:0.95083	validation-mlogloss:0.94672
[89]	train-mlogloss:0.94857	validation-mlogloss:0.94444
[90]	train-mlogloss:0.94623	validation-mlogloss:0.94218
[91]	train-mlogloss:0.94398	validation-mlogloss:0.93988
[92]	train-mlogloss:0.94182	validation-mlogloss:0.93766
[93]	train-mlogloss:0.93935	validation-mlogloss:0.93522
[94]	train-mlogloss:0.93718	validation-mlogloss:0.93307
[95]	train-mlogloss:0.93505	validation-mlogloss:0.93108
[96]	train-mlogloss:0.93287	validation-mlogloss:0.92891
[97]	train-mlogloss:0.93074	validation-mlogloss:0.92680
[98]	train-mlogloss:0.92878	validation-mlogloss:0.92500
[99]	train-mlogloss:0.92667	validation-mlogloss:0.92292
[100]	train-mlogloss:0.92442	validation-mlogloss:0.92054
[101]	train-mlogloss:0.92243	validation-mlogloss:0.91851
[102]	train-mlogloss:0.92033	validation-mlogloss:0.91642
[103]	train-mlogloss:0.91824	validation-mlogloss:0.91431
[104]	train-mlogloss:0.91627	validation-mlogloss:0.91233
[105]	train-mlogloss:0.91442	validation-mlogloss:0.91063
[106]	train-mlogloss:0.91249	validation-mlogloss:0.90866
[107]	train-mlogloss:0.91038	validation-mlogloss:0.90650
[108]	train-mlogloss:0.90834	validation-mlogloss:0.90448
[109]	train-mlogloss:0.90653	validation-mlogloss:0.90279
[110]	train-mlogloss:0.90459	validation-mlogloss:0.90083
[111]	train-mlogloss:0.90291	validation-mlogloss:0.89921
[112]	train-mlogloss:0.90120	validation-mlogloss:0.89739
[113]	train-mlogloss:0.89931	validation-mlogloss:0.89542
[114]	train-mlogloss:0.89755	validation-mlogloss:0.89356
[115]	train-mlogloss:0.89568	validation-mlogloss:0.89162
[116]	train-mlogloss:0.89397	validation-mlogloss:0.88992
[117]	train-mlogloss:0.89233	validation-mlogloss:0.88815
[118]	train-mlogloss:0.89064	validation-mlogloss:0.88637
[119]	train-mlogloss:0.88887	validation-mlogloss:0.88463
[120]	train-mlogloss:0.88720	validation-mlogloss:0.88307
[121]	train-mlogloss:0.88556	validation-mlogloss:0.88145
[122]	train-mlogloss:0.88395	validation-mlogloss:0.87979
[123]	train-mlogloss:0.88236	validation-mlogloss:0.87814
[124]	train-mlogloss:0.88085	validation-mlogloss:0.87671
[125]	train-mlogloss:0.87924	validation-mlogloss:0.87508
[126]	train-mlogloss:0.87784	validation-mlogloss:0.87362
[127]	train-mlogloss:0.87627	validation-mlogloss:0.87209
[128]	train-mlogloss:0.87475	validation-mlogloss:0.87052
[129]	train-mlogloss:0.87331	validation-mlogloss:0.86901
[130]	train-mlogloss:0.87192	validation-mlogloss:0.86760
[131]	train-mlogloss:0.87040	validation-mlogloss:0.86593
[132]	train-mlogloss:0.86899	validation-mlogloss:0.86448
[133]	train-mlogloss:0.86739	validation-mlogloss:0.86288
[134]	train-mlogloss:0.86593	validation-mlogloss:0.86139
[135]	train-mlogloss:0.86446	validation-mlogloss:0.85984
[136]	train-mlogloss:0.86310	validation-mlogloss:0.85843
[137]	train-mlogloss:0.86183	validation-mlogloss:0.85722
[138]	train-mlogloss:0.86034	validation-mlogloss:0.85562
[139]	train-mlogloss:0.85907	validation-mlogloss:0.85446
[140]	train-mlogloss:0.85776	validation-mlogloss:0.85301
[141]	train-mlogloss:0.85644	validation-mlogloss:0.85168
[142]	train-mlogloss:0.85518	validation-mlogloss:0.85062
[143]	train-mlogloss:0.85383	validation-mlogloss:0.84924
[144]	train-mlogloss:0.85237	validation-mlogloss:0.84790
[145]	train-mlogloss:0.85113	validation-mlogloss:0.84666
[146]	train-mlogloss:0.84989	validation-mlogloss:0.84546
[147]	train-mlogloss:0.84860	validation-mlogloss:0.84430
[148]	train-mlogloss:0.84754	validation-mlogloss:0.84340
[149]	train-mlogloss:0.84643	validation-mlogloss:0.84239
[150]	train-mlogloss:0.84527	validation-mlogloss:0.84139
[151]	train-mlogloss:0.84404	validation-mlogloss:0.84044
[152]	train-mlogloss:0.84269	validation-mlogloss:0.83899
[153]	train-mlogloss:0.84161	validation-mlogloss:0.83804
[154]	train-mlogloss:0.84034	validation-mlogloss:0.83681
[155]	train-mlogloss:0.83919	validation-mlogloss:0.83557
[156]	train-mlogloss:0.83801	validation-mlogloss:0.83436
[157]	train-mlogloss:0.83676	validation-mlogloss:0.83300
[158]	train-mlogloss:0.83560	validation-mlogloss:0.83190
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[160]	train-mlogloss:0.83324	validation-mlogloss:0.82945
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[338]	train-mlogloss:0.71545	validation-mlogloss:0.72149
[339]	train-mlogloss:0.71518	validation-mlogloss:0.72122
[340]	train-mlogloss:0.71489	validation-mlogloss:0.72090
[341]	train-mlogloss:0.71452	validation-mlogloss:0.72062
[342]	train-mlogloss:0.71414	validation-mlogloss:0.72022
[343]	train-mlogloss:0.71384	validation-mlogloss:0.71989
[344]	train-mlogloss:0.71351	validation-mlogloss:0.71960
[345]	train-mlogloss:0.71318	validation-mlogloss:0.71927
[346]	train-mlogloss:0.71284	validation-mlogloss:0.71894
[347]	train-mlogloss:0.71248	validation-mlogloss:0.71869
[348]	train-mlogloss:0.71213	validation-mlogloss:0.71836
[349]	train-mlogloss:0.71177	validation-mlogloss:0.71801
[350]	train-mlogloss:0.71152	validation-mlogloss:0.71781
[351]	train-mlogloss:0.71121	validation-mlogloss:0.71751
[352]	train-mlogloss:0.71092	validation-mlogloss:0.71724
[353]	train-mlogloss:0.71058	validation-mlogloss:0.71695
[354]	train-mlogloss:0.71040	validation-mlogloss:0.71675
[355]	train-mlogloss:0.71000	validation-mlogloss:0.71650
[356]	train-mlogloss:0.70972	validation-mlogloss:0.71627
[357]	train-mlogloss:0.70937	validation-mlogloss:0.71599
[358]	train-mlogloss:0.70903	validation-mlogloss:0.71575
[359]	train-mlogloss:0.70865	validation-mlogloss:0.71543
[360]	train-mlogloss:0.70828	validation-mlogloss:0.71511
[361]	train-mlogloss:0.70795	validation-mlogloss:0.71472
[362]	train-mlogloss:0.70754	validation-mlogloss:0.71438
[363]	train-mlogloss:0.70725	validation-mlogloss:0.71418
[364]	train-mlogloss:0.70698	validation-mlogloss:0.71397
[365]	train-mlogloss:0.70664	validation-mlogloss:0.71363
[366]	train-mlogloss:0.70633	validation-mlogloss:0.71341
[367]	train-mlogloss:0.70606	validation-mlogloss:0.71309
[368]	train-mlogloss:0.70567	validation-mlogloss:0.71283
[369]	train-mlogloss:0.70544	validation-mlogloss:0.71262
[370]	train-mlogloss:0.70508	validation-mlogloss:0.71233
[371]	train-mlogloss:0.70482	validation-mlogloss:0.71207
[372]	train-mlogloss:0.70449	validation-mlogloss:0.71176
[373]	train-mlogloss:0.70427	validation-mlogloss:0.71154
[374]	train-mlogloss:0.70401	validation-mlogloss:0.71130
[375]	train-mlogloss:0.70371	validation-mlogloss:0.71106
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 0 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.61 [%]
Global accuracy score (test) = 72.17 [%]
Global F1 score (train) = 73.56 [%]
Global F1 score (test) = 72.42 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.47      0.53       400
MODERATE-INTENSITY       0.59      0.84      0.69       400
         SEDENTARY       0.84      0.84      0.84       400
VIGOROUS-INTENSITY       0.95      0.74      0.83       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 25: 72.17 [%]
F1-score capturado en la ejecución 25: 72.42 [%]

=== EJECUCIÓN 26 ===

--- TRAIN (ejecución 26) ---

--- TEST (ejecución 26) ---
2025-11-04 10:40:06.325372: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:40:06.336924: 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 00:00:1762249206.350466 1059504 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249206.354699 1059504 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249206.364750 1059504 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249206.364766 1059504 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249206.364768 1059504 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249206.364769 1059504 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:40:06.367920: 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..
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Training a non-convolutional model.
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[259]	train-mlogloss:0.75067	validation-mlogloss:0.75082
[260]	train-mlogloss:0.75012	validation-mlogloss:0.75037
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[265]	train-mlogloss:0.74724	validation-mlogloss:0.74789
[266]	train-mlogloss:0.74677	validation-mlogloss:0.74753
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[268]	train-mlogloss:0.74582	validation-mlogloss:0.74680
[269]	train-mlogloss:0.74527	validation-mlogloss:0.74629
[270]	train-mlogloss:0.74476	validation-mlogloss:0.74588
[271]	train-mlogloss:0.74423	validation-mlogloss:0.74558
[272]	train-mlogloss:0.74370	validation-mlogloss:0.74515
[273]	train-mlogloss:0.74313	validation-mlogloss:0.74463
[274]	train-mlogloss:0.74252	validation-mlogloss:0.74418
[275]	train-mlogloss:0.74192	validation-mlogloss:0.74375
[276]	train-mlogloss:0.74139	validation-mlogloss:0.74336
[277]	train-mlogloss:0.74087	validation-mlogloss:0.74294
[278]	train-mlogloss:0.74030	validation-mlogloss:0.74242
[279]	train-mlogloss:0.73986	validation-mlogloss:0.74199
[280]	train-mlogloss:0.73924	validation-mlogloss:0.74148
[281]	train-mlogloss:0.73880	validation-mlogloss:0.74117
[282]	train-mlogloss:0.73829	validation-mlogloss:0.74075
[283]	train-mlogloss:0.73765	validation-mlogloss:0.74016
[284]	train-mlogloss:0.73718	validation-mlogloss:0.73975
[285]	train-mlogloss:0.73659	validation-mlogloss:0.73931
[286]	train-mlogloss:0.73610	validation-mlogloss:0.73889
[287]	train-mlogloss:0.73564	validation-mlogloss:0.73850
[288]	train-mlogloss:0.73514	validation-mlogloss:0.73819
[289]	train-mlogloss:0.73464	validation-mlogloss:0.73770
[290]	train-mlogloss:0.73413	validation-mlogloss:0.73725
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[293]	train-mlogloss:0.73270	validation-mlogloss:0.73622
[294]	train-mlogloss:0.73228	validation-mlogloss:0.73582
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[297]	train-mlogloss:0.73082	validation-mlogloss:0.73446
[298]	train-mlogloss:0.73037	validation-mlogloss:0.73405
[299]	train-mlogloss:0.72979	validation-mlogloss:0.73362
[300]	train-mlogloss:0.72939	validation-mlogloss:0.73318
[301]	train-mlogloss:0.72904	validation-mlogloss:0.73286
[302]	train-mlogloss:0.72860	validation-mlogloss:0.73257
[303]	train-mlogloss:0.72808	validation-mlogloss:0.73213
[304]	train-mlogloss:0.72762	validation-mlogloss:0.73178
[305]	train-mlogloss:0.72721	validation-mlogloss:0.73134
[306]	train-mlogloss:0.72685	validation-mlogloss:0.73106
[307]	train-mlogloss:0.72640	validation-mlogloss:0.73072
[308]	train-mlogloss:0.72598	validation-mlogloss:0.73035
[309]	train-mlogloss:0.72552	validation-mlogloss:0.72998
[310]	train-mlogloss:0.72518	validation-mlogloss:0.72970
[311]	train-mlogloss:0.72471	validation-mlogloss:0.72932
[312]	train-mlogloss:0.72426	validation-mlogloss:0.72887
[313]	train-mlogloss:0.72386	validation-mlogloss:0.72859
[314]	train-mlogloss:0.72349	validation-mlogloss:0.72829
[315]	train-mlogloss:0.72306	validation-mlogloss:0.72790
[316]	train-mlogloss:0.72270	validation-mlogloss:0.72760
[317]	train-mlogloss:0.72225	validation-mlogloss:0.72721
[318]	train-mlogloss:0.72178	validation-mlogloss:0.72689
[319]	train-mlogloss:0.72145	validation-mlogloss:0.72662
[320]	train-mlogloss:0.72109	validation-mlogloss:0.72634
[321]	train-mlogloss:0.72062	validation-mlogloss:0.72595
[322]	train-mlogloss:0.72027	validation-mlogloss:0.72574
[323]	train-mlogloss:0.71992	validation-mlogloss:0.72548
[324]	train-mlogloss:0.71959	validation-mlogloss:0.72519
[325]	train-mlogloss:0.71925	validation-mlogloss:0.72492
[326]	train-mlogloss:0.71885	validation-mlogloss:0.72463
[327]	train-mlogloss:0.71838	validation-mlogloss:0.72424
[328]	train-mlogloss:0.71811	validation-mlogloss:0.72401
[329]	train-mlogloss:0.71777	validation-mlogloss:0.72371
[330]	train-mlogloss:0.71741	validation-mlogloss:0.72337
[331]	train-mlogloss:0.71699	validation-mlogloss:0.72298
[332]	train-mlogloss:0.71664	validation-mlogloss:0.72269
[333]	train-mlogloss:0.71631	validation-mlogloss:0.72252
[334]	train-mlogloss:0.71595	validation-mlogloss:0.72221
[335]	train-mlogloss:0.71557	validation-mlogloss:0.72192
[336]	train-mlogloss:0.71525	validation-mlogloss:0.72165
[337]	train-mlogloss:0.71490	validation-mlogloss:0.72133
[338]	train-mlogloss:0.71458	validation-mlogloss:0.72100
[339]	train-mlogloss:0.71423	validation-mlogloss:0.72071
[340]	train-mlogloss:0.71391	validation-mlogloss:0.72045
[341]	train-mlogloss:0.71354	validation-mlogloss:0.72022
[342]	train-mlogloss:0.71324	validation-mlogloss:0.71988
[343]	train-mlogloss:0.71295	validation-mlogloss:0.71962
[344]	train-mlogloss:0.71255	validation-mlogloss:0.71930
[345]	train-mlogloss:0.71218	validation-mlogloss:0.71908
[346]	train-mlogloss:0.71187	validation-mlogloss:0.71884
[347]	train-mlogloss:0.71148	validation-mlogloss:0.71855
[348]	train-mlogloss:0.71106	validation-mlogloss:0.71812
[349]	train-mlogloss:0.71076	validation-mlogloss:0.71782
[350]	train-mlogloss:0.71038	validation-mlogloss:0.71753
[351]	train-mlogloss:0.71005	validation-mlogloss:0.71726
[352]	train-mlogloss:0.70962	validation-mlogloss:0.71690
[353]	train-mlogloss:0.70930	validation-mlogloss:0.71666
[354]	train-mlogloss:0.70893	validation-mlogloss:0.71641
[355]	train-mlogloss:0.70859	validation-mlogloss:0.71616
[356]	train-mlogloss:0.70820	validation-mlogloss:0.71595
[357]	train-mlogloss:0.70791	validation-mlogloss:0.71575
[358]	train-mlogloss:0.70761	validation-mlogloss:0.71556
[359]	train-mlogloss:0.70726	validation-mlogloss:0.71527
[360]	train-mlogloss:0.70688	validation-mlogloss:0.71497
[361]	train-mlogloss:0.70658	validation-mlogloss:0.71481
[362]	train-mlogloss:0.70634	validation-mlogloss:0.71460
[363]	train-mlogloss:0.70593	validation-mlogloss:0.71428
[364]	train-mlogloss:0.70563	validation-mlogloss:0.71399
[365]	train-mlogloss:0.70531	validation-mlogloss:0.71378
[366]	train-mlogloss:0.70498	validation-mlogloss:0.71353
[367]	train-mlogloss:0.70475	validation-mlogloss:0.71332
[368]	train-mlogloss:0.70441	validation-mlogloss:0.71317
[369]	train-mlogloss:0.70417	validation-mlogloss:0.71306
[370]	train-mlogloss:0.70386	validation-mlogloss:0.71288
[371]	train-mlogloss:0.70358	validation-mlogloss:0.71261
[372]	train-mlogloss:0.70320	validation-mlogloss:0.71231
[373]	train-mlogloss:0.70292	validation-mlogloss:0.71213
[374]	train-mlogloss:0.70258	validation-mlogloss:0.71183
[375]	train-mlogloss:0.70224	validation-mlogloss:0.71155
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.64 [%]
Global accuracy score (test) = 71.78 [%]
Global F1 score (train) = 73.57 [%]
Global F1 score (test) = 71.96 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.45      0.52       400
MODERATE-INTENSITY       0.58      0.84      0.69       400
         SEDENTARY       0.84      0.84      0.84       400
VIGOROUS-INTENSITY       0.94      0.74      0.83       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 26: 71.78 [%]
F1-score capturado en la ejecución 26: 71.96 [%]

=== EJECUCIÓN 27 ===

--- TRAIN (ejecución 27) ---

--- TEST (ejecución 27) ---
2025-11-04 10:40:22.410137: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:40:22.422108: 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 00:00:1762249222.436159 1059810 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249222.440564 1059810 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249222.451028 1059810 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249222.451047 1059810 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249222.451049 1059810 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249222.451050 1059810 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:40:22.454395: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37657	validation-mlogloss:1.37639
[1]	train-mlogloss:1.36692	validation-mlogloss:1.36652
[2]	train-mlogloss:1.35769	validation-mlogloss:1.35706
[3]	train-mlogloss:1.34845	validation-mlogloss:1.34765
[4]	train-mlogloss:1.33933	validation-mlogloss:1.33843
[5]	train-mlogloss:1.33122	validation-mlogloss:1.33035
[6]	train-mlogloss:1.32248	validation-mlogloss:1.32139
[7]	train-mlogloss:1.31388	validation-mlogloss:1.31299
[8]	train-mlogloss:1.30557	validation-mlogloss:1.30460
[9]	train-mlogloss:1.29749	validation-mlogloss:1.29630
[10]	train-mlogloss:1.28949	validation-mlogloss:1.28840
[11]	train-mlogloss:1.28192	validation-mlogloss:1.28072
[12]	train-mlogloss:1.27437	validation-mlogloss:1.27302
[13]	train-mlogloss:1.26712	validation-mlogloss:1.26557
[14]	train-mlogloss:1.26016	validation-mlogloss:1.25896
[15]	train-mlogloss:1.25319	validation-mlogloss:1.25155
[16]	train-mlogloss:1.24611	validation-mlogloss:1.24441
[17]	train-mlogloss:1.23907	validation-mlogloss:1.23745
[18]	train-mlogloss:1.23210	validation-mlogloss:1.23042
[19]	train-mlogloss:1.22556	validation-mlogloss:1.22385
[20]	train-mlogloss:1.21891	validation-mlogloss:1.21715
[21]	train-mlogloss:1.21245	validation-mlogloss:1.21046
[22]	train-mlogloss:1.20605	validation-mlogloss:1.20418
[23]	train-mlogloss:1.19994	validation-mlogloss:1.19828
[24]	train-mlogloss:1.19386	validation-mlogloss:1.19216
[25]	train-mlogloss:1.18777	validation-mlogloss:1.18594
[26]	train-mlogloss:1.18190	validation-mlogloss:1.17987
[27]	train-mlogloss:1.17624	validation-mlogloss:1.17431
[28]	train-mlogloss:1.17024	validation-mlogloss:1.16825
[29]	train-mlogloss:1.16474	validation-mlogloss:1.16284
[30]	train-mlogloss:1.15893	validation-mlogloss:1.15691
[31]	train-mlogloss:1.15354	validation-mlogloss:1.15156
[32]	train-mlogloss:1.14842	validation-mlogloss:1.14628
[33]	train-mlogloss:1.14312	validation-mlogloss:1.14121
[34]	train-mlogloss:1.13792	validation-mlogloss:1.13593
[35]	train-mlogloss:1.13282	validation-mlogloss:1.13074
[36]	train-mlogloss:1.12812	validation-mlogloss:1.12640
[37]	train-mlogloss:1.12311	validation-mlogloss:1.12153
[38]	train-mlogloss:1.11860	validation-mlogloss:1.11696
[39]	train-mlogloss:1.11371	validation-mlogloss:1.11199
[40]	train-mlogloss:1.10922	validation-mlogloss:1.10753
[41]	train-mlogloss:1.10452	validation-mlogloss:1.10279
[42]	train-mlogloss:1.10016	validation-mlogloss:1.09836
[43]	train-mlogloss:1.09569	validation-mlogloss:1.09413
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[343]	train-mlogloss:0.71052	validation-mlogloss:0.71769
[344]	train-mlogloss:0.71028	validation-mlogloss:0.71750
[345]	train-mlogloss:0.70987	validation-mlogloss:0.71718
[346]	train-mlogloss:0.70952	validation-mlogloss:0.71691
[347]	train-mlogloss:0.70918	validation-mlogloss:0.71663
[348]	train-mlogloss:0.70885	validation-mlogloss:0.71637
[349]	train-mlogloss:0.70850	validation-mlogloss:0.71614
[350]	train-mlogloss:0.70821	validation-mlogloss:0.71589
[351]	train-mlogloss:0.70788	validation-mlogloss:0.71558
[352]	train-mlogloss:0.70751	validation-mlogloss:0.71525
[353]	train-mlogloss:0.70721	validation-mlogloss:0.71495
[354]	train-mlogloss:0.70684	validation-mlogloss:0.71460
[355]	train-mlogloss:0.70652	validation-mlogloss:0.71437
[356]	train-mlogloss:0.70613	validation-mlogloss:0.71410
[357]	train-mlogloss:0.70582	validation-mlogloss:0.71378
[358]	train-mlogloss:0.70548	validation-mlogloss:0.71353
[359]	train-mlogloss:0.70517	validation-mlogloss:0.71330
[360]	train-mlogloss:0.70476	validation-mlogloss:0.71302
[361]	train-mlogloss:0.70448	validation-mlogloss:0.71281
[362]	train-mlogloss:0.70413	validation-mlogloss:0.71252
[363]	train-mlogloss:0.70382	validation-mlogloss:0.71223
[364]	train-mlogloss:0.70347	validation-mlogloss:0.71192
[365]	train-mlogloss:0.70317	validation-mlogloss:0.71179
[366]	train-mlogloss:0.70278	validation-mlogloss:0.71144
[367]	train-mlogloss:0.70254	validation-mlogloss:0.71124
[368]	train-mlogloss:0.70233	validation-mlogloss:0.71102
[369]	train-mlogloss:0.70203	validation-mlogloss:0.71079
[370]	train-mlogloss:0.70173	validation-mlogloss:0.71049
[371]	train-mlogloss:0.70155	validation-mlogloss:0.71031
[372]	train-mlogloss:0.70130	validation-mlogloss:0.71003
[373]	train-mlogloss:0.70108	validation-mlogloss:0.70980
[374]	train-mlogloss:0.70073	validation-mlogloss:0.70949
[375]	train-mlogloss:0.70042	validation-mlogloss:0.70921
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.2 [%]
Global accuracy score (test) = 72.69 [%]
Global F1 score (train) = 73.12 [%]
Global F1 score (test) = 72.86 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.47      0.54       400
MODERATE-INTENSITY       0.59      0.85      0.69       400
         SEDENTARY       0.85      0.85      0.85       400
VIGOROUS-INTENSITY       0.94      0.74      0.83       345

          accuracy                           0.73      1545
         macro avg       0.75      0.73      0.73      1545
      weighted avg       0.75      0.73      0.72      1545


Accuracy capturado en la ejecución 27: 72.69 [%]
F1-score capturado en la ejecución 27: 72.86 [%]

=== EJECUCIÓN 28 ===

--- TRAIN (ejecución 28) ---

--- TEST (ejecución 28) ---
2025-11-04 10:40:38.716322: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:40:38.727965: 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 00:00:1762249238.741279 1060136 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249238.745400 1060136 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249238.755288 1060136 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249238.755305 1060136 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249238.755306 1060136 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249238.755308 1060136 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:40:38.758416: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37702	validation-mlogloss:1.37648
[1]	train-mlogloss:1.36765	validation-mlogloss:1.36645
[2]	train-mlogloss:1.35844	validation-mlogloss:1.35689
[3]	train-mlogloss:1.34919	validation-mlogloss:1.34720
[4]	train-mlogloss:1.34007	validation-mlogloss:1.33793
[5]	train-mlogloss:1.33102	validation-mlogloss:1.32858
[6]	train-mlogloss:1.32285	validation-mlogloss:1.32044
[7]	train-mlogloss:1.31446	validation-mlogloss:1.31201
[8]	train-mlogloss:1.30634	validation-mlogloss:1.30399
[9]	train-mlogloss:1.29807	validation-mlogloss:1.29563
[10]	train-mlogloss:1.28999	validation-mlogloss:1.28720
[11]	train-mlogloss:1.28242	validation-mlogloss:1.27928
[12]	train-mlogloss:1.27486	validation-mlogloss:1.27120
[13]	train-mlogloss:1.26760	validation-mlogloss:1.26368
[14]	train-mlogloss:1.26012	validation-mlogloss:1.25600
[15]	train-mlogloss:1.25324	validation-mlogloss:1.24881
[16]	train-mlogloss:1.24634	validation-mlogloss:1.24191
[17]	train-mlogloss:1.23915	validation-mlogloss:1.23436
[18]	train-mlogloss:1.23219	validation-mlogloss:1.22698
[19]	train-mlogloss:1.22551	validation-mlogloss:1.22012
[20]	train-mlogloss:1.21888	validation-mlogloss:1.21325
[21]	train-mlogloss:1.21247	validation-mlogloss:1.20666
[22]	train-mlogloss:1.20586	validation-mlogloss:1.19977
[23]	train-mlogloss:1.19962	validation-mlogloss:1.19316
[24]	train-mlogloss:1.19336	validation-mlogloss:1.18684
[25]	train-mlogloss:1.18734	validation-mlogloss:1.18072
[26]	train-mlogloss:1.18166	validation-mlogloss:1.17500
[27]	train-mlogloss:1.17601	validation-mlogloss:1.16931
[28]	train-mlogloss:1.17041	validation-mlogloss:1.16359
[29]	train-mlogloss:1.16506	validation-mlogloss:1.15816
[30]	train-mlogloss:1.15958	validation-mlogloss:1.15244
[31]	train-mlogloss:1.15378	validation-mlogloss:1.14664
[32]	train-mlogloss:1.14860	validation-mlogloss:1.14164
[33]	train-mlogloss:1.14349	validation-mlogloss:1.13642
[34]	train-mlogloss:1.13841	validation-mlogloss:1.13132
[35]	train-mlogloss:1.13339	validation-mlogloss:1.12623
[36]	train-mlogloss:1.12851	validation-mlogloss:1.12120
[37]	train-mlogloss:1.12352	validation-mlogloss:1.11634
[38]	train-mlogloss:1.11893	validation-mlogloss:1.11153
[39]	train-mlogloss:1.11435	validation-mlogloss:1.10690
[40]	train-mlogloss:1.10960	validation-mlogloss:1.10188
[41]	train-mlogloss:1.10498	validation-mlogloss:1.09716
[42]	train-mlogloss:1.10015	validation-mlogloss:1.09236
[43]	train-mlogloss:1.09577	validation-mlogloss:1.08792
[44]	train-mlogloss:1.09161	validation-mlogloss:1.08371
[45]	train-mlogloss:1.08730	validation-mlogloss:1.07927
[46]	train-mlogloss:1.08303	validation-mlogloss:1.07487
[47]	train-mlogloss:1.07891	validation-mlogloss:1.07089
[48]	train-mlogloss:1.07468	validation-mlogloss:1.06694
[49]	train-mlogloss:1.07095	validation-mlogloss:1.06348
[50]	train-mlogloss:1.06682	validation-mlogloss:1.05920
[51]	train-mlogloss:1.06319	validation-mlogloss:1.05570
[52]	train-mlogloss:1.05934	validation-mlogloss:1.05177
[53]	train-mlogloss:1.05571	validation-mlogloss:1.04804
[54]	train-mlogloss:1.05181	validation-mlogloss:1.04437
[55]	train-mlogloss:1.04809	validation-mlogloss:1.04044
[56]	train-mlogloss:1.04440	validation-mlogloss:1.03675
[57]	train-mlogloss:1.04082	validation-mlogloss:1.03313
[58]	train-mlogloss:1.03735	validation-mlogloss:1.02974
[59]	train-mlogloss:1.03385	validation-mlogloss:1.02605
[60]	train-mlogloss:1.03025	validation-mlogloss:1.02226
[61]	train-mlogloss:1.02687	validation-mlogloss:1.01882
[62]	train-mlogloss:1.02368	validation-mlogloss:1.01559
[63]	train-mlogloss:1.02041	validation-mlogloss:1.01232
[64]	train-mlogloss:1.01740	validation-mlogloss:1.00930
[65]	train-mlogloss:1.01417	validation-mlogloss:1.00614
[66]	train-mlogloss:1.01109	validation-mlogloss:1.00279
[67]	train-mlogloss:1.00823	validation-mlogloss:1.00006
[68]	train-mlogloss:1.00519	validation-mlogloss:0.99696
[69]	train-mlogloss:1.00224	validation-mlogloss:0.99401
[70]	train-mlogloss:0.99937	validation-mlogloss:0.99101
[71]	train-mlogloss:0.99644	validation-mlogloss:0.98791
[72]	train-mlogloss:0.99352	validation-mlogloss:0.98493
[73]	train-mlogloss:0.99065	validation-mlogloss:0.98204
[74]	train-mlogloss:0.98782	validation-mlogloss:0.97918
[75]	train-mlogloss:0.98502	validation-mlogloss:0.97617
[76]	train-mlogloss:0.98217	validation-mlogloss:0.97336
[77]	train-mlogloss:0.97952	validation-mlogloss:0.97070
[78]	train-mlogloss:0.97661	validation-mlogloss:0.96755
[79]	train-mlogloss:0.97376	validation-mlogloss:0.96472
[80]	train-mlogloss:0.97121	validation-mlogloss:0.96209
[81]	train-mlogloss:0.96867	validation-mlogloss:0.95945
[82]	train-mlogloss:0.96618	validation-mlogloss:0.95684
[83]	train-mlogloss:0.96373	validation-mlogloss:0.95444
[84]	train-mlogloss:0.96120	validation-mlogloss:0.95190
[85]	train-mlogloss:0.95891	validation-mlogloss:0.94954
[86]	train-mlogloss:0.95656	validation-mlogloss:0.94716
[87]	train-mlogloss:0.95410	validation-mlogloss:0.94463
[88]	train-mlogloss:0.95168	validation-mlogloss:0.94221
[89]	train-mlogloss:0.94940	validation-mlogloss:0.93985
[90]	train-mlogloss:0.94726	validation-mlogloss:0.93762
[91]	train-mlogloss:0.94501	validation-mlogloss:0.93542
[92]	train-mlogloss:0.94289	validation-mlogloss:0.93318
[93]	train-mlogloss:0.94075	validation-mlogloss:0.93115
[94]	train-mlogloss:0.93857	validation-mlogloss:0.92890
[95]	train-mlogloss:0.93621	validation-mlogloss:0.92651
[96]	train-mlogloss:0.93403	validation-mlogloss:0.92419
[97]	train-mlogloss:0.93188	validation-mlogloss:0.92200
[98]	train-mlogloss:0.92962	validation-mlogloss:0.91954
[99]	train-mlogloss:0.92743	validation-mlogloss:0.91750
[100]	train-mlogloss:0.92552	validation-mlogloss:0.91554
[101]	train-mlogloss:0.92366	validation-mlogloss:0.91352
[102]	train-mlogloss:0.92168	validation-mlogloss:0.91147
[103]	train-mlogloss:0.91988	validation-mlogloss:0.90970
[104]	train-mlogloss:0.91788	validation-mlogloss:0.90782
[105]	train-mlogloss:0.91587	validation-mlogloss:0.90576
[106]	train-mlogloss:0.91380	validation-mlogloss:0.90368
[107]	train-mlogloss:0.91181	validation-mlogloss:0.90166
[108]	train-mlogloss:0.90999	validation-mlogloss:0.89982
[109]	train-mlogloss:0.90816	validation-mlogloss:0.89802
[110]	train-mlogloss:0.90633	validation-mlogloss:0.89604
[111]	train-mlogloss:0.90452	validation-mlogloss:0.89414
[112]	train-mlogloss:0.90250	validation-mlogloss:0.89210
[113]	train-mlogloss:0.90057	validation-mlogloss:0.89016
[114]	train-mlogloss:0.89897	validation-mlogloss:0.88861
[115]	train-mlogloss:0.89717	validation-mlogloss:0.88673
[116]	train-mlogloss:0.89540	validation-mlogloss:0.88486
[117]	train-mlogloss:0.89384	validation-mlogloss:0.88320
[118]	train-mlogloss:0.89224	validation-mlogloss:0.88152
[119]	train-mlogloss:0.89040	validation-mlogloss:0.87971
[120]	train-mlogloss:0.88880	validation-mlogloss:0.87806
[121]	train-mlogloss:0.88722	validation-mlogloss:0.87654
[122]	train-mlogloss:0.88567	validation-mlogloss:0.87490
[123]	train-mlogloss:0.88425	validation-mlogloss:0.87351
[124]	train-mlogloss:0.88270	validation-mlogloss:0.87200
[125]	train-mlogloss:0.88128	validation-mlogloss:0.87055
[126]	train-mlogloss:0.87990	validation-mlogloss:0.86912
[127]	train-mlogloss:0.87839	validation-mlogloss:0.86770
[128]	train-mlogloss:0.87690	validation-mlogloss:0.86614
[129]	train-mlogloss:0.87547	validation-mlogloss:0.86466
[130]	train-mlogloss:0.87404	validation-mlogloss:0.86320
[131]	train-mlogloss:0.87273	validation-mlogloss:0.86211
[132]	train-mlogloss:0.87121	validation-mlogloss:0.86070
[133]	train-mlogloss:0.86981	validation-mlogloss:0.85921
[134]	train-mlogloss:0.86823	validation-mlogloss:0.85755
[135]	train-mlogloss:0.86672	validation-mlogloss:0.85601
[136]	train-mlogloss:0.86520	validation-mlogloss:0.85448
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[358]	train-mlogloss:0.71189	validation-mlogloss:0.71206
[359]	train-mlogloss:0.71154	validation-mlogloss:0.71177
[360]	train-mlogloss:0.71126	validation-mlogloss:0.71155
[361]	train-mlogloss:0.71098	validation-mlogloss:0.71130
[362]	train-mlogloss:0.71067	validation-mlogloss:0.71107
[363]	train-mlogloss:0.71034	validation-mlogloss:0.71087
[364]	train-mlogloss:0.71009	validation-mlogloss:0.71059
[365]	train-mlogloss:0.70983	validation-mlogloss:0.71037
[366]	train-mlogloss:0.70951	validation-mlogloss:0.71010
[367]	train-mlogloss:0.70930	validation-mlogloss:0.70987
[368]	train-mlogloss:0.70908	validation-mlogloss:0.70965
[369]	train-mlogloss:0.70883	validation-mlogloss:0.70942
[370]	train-mlogloss:0.70859	validation-mlogloss:0.70919
[371]	train-mlogloss:0.70828	validation-mlogloss:0.70888
[372]	train-mlogloss:0.70806	validation-mlogloss:0.70872
[373]	train-mlogloss:0.70781	validation-mlogloss:0.70846
[374]	train-mlogloss:0.70759	validation-mlogloss:0.70829
[375]	train-mlogloss:0.70740	validation-mlogloss:0.70812
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
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This activity can't be balanced (in a downsampling way)
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.47 [%]
Global accuracy score (test) = 70.36 [%]
Global F1 score (train) = 73.48 [%]
Global F1 score (test) = 70.62 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.44      0.50       400
MODERATE-INTENSITY       0.57      0.82      0.68       400
         SEDENTARY       0.83      0.82      0.82       400
VIGOROUS-INTENSITY       0.94      0.73      0.82       345

          accuracy                           0.70      1545
         macro avg       0.73      0.70      0.71      1545
      weighted avg       0.72      0.70      0.70      1545


Accuracy capturado en la ejecución 28: 70.36 [%]
F1-score capturado en la ejecución 28: 70.62 [%]

=== EJECUCIÓN 29 ===

--- TRAIN (ejecución 29) ---

--- TEST (ejecución 29) ---
2025-11-04 10:40:54.609798: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-04 10:40:54.620807: 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 00:00:1762249254.634061 1060441 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762249254.638088 1060441 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762249254.648250 1060441 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249254.648267 1060441 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249254.648268 1060441 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762249254.648270 1060441 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-04 10:40:54.651192: 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..
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Training a non-convolutional model.
[0]	train-mlogloss:1.37681	validation-mlogloss:1.37642
[1]	train-mlogloss:1.36746	validation-mlogloss:1.36706
[2]	train-mlogloss:1.35805	validation-mlogloss:1.35747
[3]	train-mlogloss:1.34950	validation-mlogloss:1.34863
[4]	train-mlogloss:1.34053	validation-mlogloss:1.33923
[5]	train-mlogloss:1.33200	validation-mlogloss:1.33049
[6]	train-mlogloss:1.32375	validation-mlogloss:1.32202
[7]	train-mlogloss:1.31539	validation-mlogloss:1.31339
[8]	train-mlogloss:1.30727	validation-mlogloss:1.30491
[9]	train-mlogloss:1.29907	validation-mlogloss:1.29625
[10]	train-mlogloss:1.29163	validation-mlogloss:1.28905
[11]	train-mlogloss:1.28375	validation-mlogloss:1.28101
[12]	train-mlogloss:1.27655	validation-mlogloss:1.27386
[13]	train-mlogloss:1.26897	validation-mlogloss:1.26635
[14]	train-mlogloss:1.26160	validation-mlogloss:1.25867
[15]	train-mlogloss:1.25481	validation-mlogloss:1.25179
[16]	train-mlogloss:1.24794	validation-mlogloss:1.24507
[17]	train-mlogloss:1.24143	validation-mlogloss:1.23845
[18]	train-mlogloss:1.23493	validation-mlogloss:1.23208
[19]	train-mlogloss:1.22843	validation-mlogloss:1.22540
[20]	train-mlogloss:1.22184	validation-mlogloss:1.21862
[21]	train-mlogloss:1.21516	validation-mlogloss:1.21177
[22]	train-mlogloss:1.20901	validation-mlogloss:1.20544
[23]	train-mlogloss:1.20251	validation-mlogloss:1.19885
[24]	train-mlogloss:1.19669	validation-mlogloss:1.19293
[25]	train-mlogloss:1.19079	validation-mlogloss:1.18693
[26]	train-mlogloss:1.18485	validation-mlogloss:1.18110
[27]	train-mlogloss:1.17899	validation-mlogloss:1.17508
[28]	train-mlogloss:1.17347	validation-mlogloss:1.16945
[29]	train-mlogloss:1.16758	validation-mlogloss:1.16349
[30]	train-mlogloss:1.16233	validation-mlogloss:1.15824
[31]	train-mlogloss:1.15674	validation-mlogloss:1.15241
[32]	train-mlogloss:1.15105	validation-mlogloss:1.14640
[33]	train-mlogloss:1.14559	validation-mlogloss:1.14071
[34]	train-mlogloss:1.14065	validation-mlogloss:1.13571
[35]	train-mlogloss:1.13556	validation-mlogloss:1.13071
[36]	train-mlogloss:1.13047	validation-mlogloss:1.12554
[37]	train-mlogloss:1.12573	validation-mlogloss:1.12071
[38]	train-mlogloss:1.12063	validation-mlogloss:1.11542
[39]	train-mlogloss:1.11607	validation-mlogloss:1.11084
[40]	train-mlogloss:1.11129	validation-mlogloss:1.10606
[41]	train-mlogloss:1.10671	validation-mlogloss:1.10133
[42]	train-mlogloss:1.10210	validation-mlogloss:1.09667
[43]	train-mlogloss:1.09760	validation-mlogloss:1.09188
[44]	train-mlogloss:1.09308	validation-mlogloss:1.08716
[45]	train-mlogloss:1.08846	validation-mlogloss:1.08238
[46]	train-mlogloss:1.08451	validation-mlogloss:1.07835
[47]	train-mlogloss:1.08053	validation-mlogloss:1.07427
[48]	train-mlogloss:1.07618	validation-mlogloss:1.06988
[49]	train-mlogloss:1.07208	validation-mlogloss:1.06559
[50]	train-mlogloss:1.06815	validation-mlogloss:1.06177
[51]	train-mlogloss:1.06448	validation-mlogloss:1.05806
[52]	train-mlogloss:1.06064	validation-mlogloss:1.05415
[53]	train-mlogloss:1.05657	validation-mlogloss:1.05023
[54]	train-mlogloss:1.05288	validation-mlogloss:1.04646
[55]	train-mlogloss:1.04904	validation-mlogloss:1.04261
[56]	train-mlogloss:1.04557	validation-mlogloss:1.03940
[57]	train-mlogloss:1.04187	validation-mlogloss:1.03562
[58]	train-mlogloss:1.03843	validation-mlogloss:1.03222
[59]	train-mlogloss:1.03486	validation-mlogloss:1.02843
[60]	train-mlogloss:1.03126	validation-mlogloss:1.02470
[61]	train-mlogloss:1.02784	validation-mlogloss:1.02133
[62]	train-mlogloss:1.02439	validation-mlogloss:1.01783
[63]	train-mlogloss:1.02113	validation-mlogloss:1.01433
[64]	train-mlogloss:1.01792	validation-mlogloss:1.01095
[65]	train-mlogloss:1.01473	validation-mlogloss:1.00773
[66]	train-mlogloss:1.01165	validation-mlogloss:1.00444
[67]	train-mlogloss:1.00850	validation-mlogloss:1.00103
[68]	train-mlogloss:1.00552	validation-mlogloss:0.99791
[69]	train-mlogloss:1.00249	validation-mlogloss:0.99467
[70]	train-mlogloss:0.99948	validation-mlogloss:0.99163
[71]	train-mlogloss:0.99651	validation-mlogloss:0.98859
[72]	train-mlogloss:0.99344	validation-mlogloss:0.98548
[73]	train-mlogloss:0.99060	validation-mlogloss:0.98261
[74]	train-mlogloss:0.98770	validation-mlogloss:0.97976
[75]	train-mlogloss:0.98496	validation-mlogloss:0.97693
[76]	train-mlogloss:0.98214	validation-mlogloss:0.97398
[77]	train-mlogloss:0.97928	validation-mlogloss:0.97107
[78]	train-mlogloss:0.97664	validation-mlogloss:0.96835
[79]	train-mlogloss:0.97381	validation-mlogloss:0.96575
[80]	train-mlogloss:0.97115	validation-mlogloss:0.96327
[81]	train-mlogloss:0.96872	validation-mlogloss:0.96094
[82]	train-mlogloss:0.96622	validation-mlogloss:0.95826
[83]	train-mlogloss:0.96357	validation-mlogloss:0.95548
[84]	train-mlogloss:0.96122	validation-mlogloss:0.95294
[85]	train-mlogloss:0.95877	validation-mlogloss:0.95059
[86]	train-mlogloss:0.95630	validation-mlogloss:0.94791
[87]	train-mlogloss:0.95392	validation-mlogloss:0.94560
[88]	train-mlogloss:0.95154	validation-mlogloss:0.94339
[89]	train-mlogloss:0.94921	validation-mlogloss:0.94088
[90]	train-mlogloss:0.94694	validation-mlogloss:0.93844
[91]	train-mlogloss:0.94466	validation-mlogloss:0.93624
[92]	train-mlogloss:0.94235	validation-mlogloss:0.93392
[93]	train-mlogloss:0.94015	validation-mlogloss:0.93173
[94]	train-mlogloss:0.93785	validation-mlogloss:0.92937
[95]	train-mlogloss:0.93562	validation-mlogloss:0.92699
[96]	train-mlogloss:0.93359	validation-mlogloss:0.92500
[97]	train-mlogloss:0.93147	validation-mlogloss:0.92300
[98]	train-mlogloss:0.92928	validation-mlogloss:0.92086
[99]	train-mlogloss:0.92716	validation-mlogloss:0.91856
[100]	train-mlogloss:0.92515	validation-mlogloss:0.91658
[101]	train-mlogloss:0.92298	validation-mlogloss:0.91440
[102]	train-mlogloss:0.92113	validation-mlogloss:0.91248
[103]	train-mlogloss:0.91901	validation-mlogloss:0.91040
[104]	train-mlogloss:0.91713	validation-mlogloss:0.90835
[105]	train-mlogloss:0.91524	validation-mlogloss:0.90642
[106]	train-mlogloss:0.91317	validation-mlogloss:0.90438
[107]	train-mlogloss:0.91123	validation-mlogloss:0.90248
[108]	train-mlogloss:0.90936	validation-mlogloss:0.90060
[109]	train-mlogloss:0.90736	validation-mlogloss:0.89861
[110]	train-mlogloss:0.90536	validation-mlogloss:0.89652
[111]	train-mlogloss:0.90356	validation-mlogloss:0.89466
[112]	train-mlogloss:0.90176	validation-mlogloss:0.89282
[113]	train-mlogloss:0.90024	validation-mlogloss:0.89135
[114]	train-mlogloss:0.89845	validation-mlogloss:0.88950
[115]	train-mlogloss:0.89669	validation-mlogloss:0.88808
[116]	train-mlogloss:0.89491	validation-mlogloss:0.88621
[117]	train-mlogloss:0.89312	validation-mlogloss:0.88438
[118]	train-mlogloss:0.89149	validation-mlogloss:0.88282
[119]	train-mlogloss:0.88982	validation-mlogloss:0.88098
[120]	train-mlogloss:0.88823	validation-mlogloss:0.87950
[121]	train-mlogloss:0.88634	validation-mlogloss:0.87756
[122]	train-mlogloss:0.88477	validation-mlogloss:0.87605
[123]	train-mlogloss:0.88324	validation-mlogloss:0.87454
[124]	train-mlogloss:0.88171	validation-mlogloss:0.87300
[125]	train-mlogloss:0.88010	validation-mlogloss:0.87139
[126]	train-mlogloss:0.87856	validation-mlogloss:0.86979
[127]	train-mlogloss:0.87701	validation-mlogloss:0.86827
[128]	train-mlogloss:0.87542	validation-mlogloss:0.86667
[129]	train-mlogloss:0.87384	validation-mlogloss:0.86510
[130]	train-mlogloss:0.87232	validation-mlogloss:0.86383
[131]	train-mlogloss:0.87083	validation-mlogloss:0.86228
[132]	train-mlogloss:0.86930	validation-mlogloss:0.86068
[133]	train-mlogloss:0.86775	validation-mlogloss:0.85918
[134]	train-mlogloss:0.86627	validation-mlogloss:0.85758
[135]	train-mlogloss:0.86482	validation-mlogloss:0.85627
[136]	train-mlogloss:0.86319	validation-mlogloss:0.85481
[137]	train-mlogloss:0.86178	validation-mlogloss:0.85334
[138]	train-mlogloss:0.86038	validation-mlogloss:0.85215
[139]	train-mlogloss:0.85903	validation-mlogloss:0.85109
[140]	train-mlogloss:0.85763	validation-mlogloss:0.84956
[141]	train-mlogloss:0.85638	validation-mlogloss:0.84817
[142]	train-mlogloss:0.85486	validation-mlogloss:0.84671
[143]	train-mlogloss:0.85350	validation-mlogloss:0.84540
[144]	train-mlogloss:0.85221	validation-mlogloss:0.84416
[145]	train-mlogloss:0.85087	validation-mlogloss:0.84270
[146]	train-mlogloss:0.84945	validation-mlogloss:0.84137
[147]	train-mlogloss:0.84816	validation-mlogloss:0.84004
[148]	train-mlogloss:0.84688	validation-mlogloss:0.83878
[149]	train-mlogloss:0.84541	validation-mlogloss:0.83729
[150]	train-mlogloss:0.84405	validation-mlogloss:0.83583
[151]	train-mlogloss:0.84281	validation-mlogloss:0.83467
[152]	train-mlogloss:0.84159	validation-mlogloss:0.83340
[153]	train-mlogloss:0.84046	validation-mlogloss:0.83221
[154]	train-mlogloss:0.83935	validation-mlogloss:0.83124
[155]	train-mlogloss:0.83804	validation-mlogloss:0.82996
[156]	train-mlogloss:0.83661	validation-mlogloss:0.82861
[157]	train-mlogloss:0.83537	validation-mlogloss:0.82740
[158]	train-mlogloss:0.83421	validation-mlogloss:0.82625
[159]	train-mlogloss:0.83289	validation-mlogloss:0.82494
[160]	train-mlogloss:0.83165	validation-mlogloss:0.82375
[161]	train-mlogloss:0.83050	validation-mlogloss:0.82268
[162]	train-mlogloss:0.82932	validation-mlogloss:0.82129
[163]	train-mlogloss:0.82826	validation-mlogloss:0.82031
[164]	train-mlogloss:0.82708	validation-mlogloss:0.81915
[165]	train-mlogloss:0.82599	validation-mlogloss:0.81813
[166]	train-mlogloss:0.82483	validation-mlogloss:0.81695
[167]	train-mlogloss:0.82367	validation-mlogloss:0.81587
[168]	train-mlogloss:0.82262	validation-mlogloss:0.81493
[169]	train-mlogloss:0.82136	validation-mlogloss:0.81369
[170]	train-mlogloss:0.82023	validation-mlogloss:0.81254
[171]	train-mlogloss:0.81914	validation-mlogloss:0.81150
[172]	train-mlogloss:0.81792	validation-mlogloss:0.81025
[173]	train-mlogloss:0.81692	validation-mlogloss:0.80928
[174]	train-mlogloss:0.81584	validation-mlogloss:0.80821
[175]	train-mlogloss:0.81477	validation-mlogloss:0.80715
[176]	train-mlogloss:0.81373	validation-mlogloss:0.80614
[177]	train-mlogloss:0.81284	validation-mlogloss:0.80528
[178]	train-mlogloss:0.81190	validation-mlogloss:0.80441
[179]	train-mlogloss:0.81093	validation-mlogloss:0.80345
[180]	train-mlogloss:0.80998	validation-mlogloss:0.80249
[181]	train-mlogloss:0.80899	validation-mlogloss:0.80149
[182]	train-mlogloss:0.80809	validation-mlogloss:0.80068
[183]	train-mlogloss:0.80713	validation-mlogloss:0.79961
[184]	train-mlogloss:0.80615	validation-mlogloss:0.79865
[185]	train-mlogloss:0.80524	validation-mlogloss:0.79783
[186]	train-mlogloss:0.80444	validation-mlogloss:0.79709
[187]	train-mlogloss:0.80356	validation-mlogloss:0.79623
[188]	train-mlogloss:0.80259	validation-mlogloss:0.79524
[189]	train-mlogloss:0.80160	validation-mlogloss:0.79421
[190]	train-mlogloss:0.80061	validation-mlogloss:0.79336
[191]	train-mlogloss:0.79972	validation-mlogloss:0.79250
[192]	train-mlogloss:0.79875	validation-mlogloss:0.79155
[193]	train-mlogloss:0.79778	validation-mlogloss:0.79058
[194]	train-mlogloss:0.79682	validation-mlogloss:0.78959
[195]	train-mlogloss:0.79570	validation-mlogloss:0.78847
[196]	train-mlogloss:0.79469	validation-mlogloss:0.78755
[197]	train-mlogloss:0.79371	validation-mlogloss:0.78651
[198]	train-mlogloss:0.79289	validation-mlogloss:0.78575
[199]	train-mlogloss:0.79207	validation-mlogloss:0.78486
[200]	train-mlogloss:0.79130	validation-mlogloss:0.78415
[201]	train-mlogloss:0.79046	validation-mlogloss:0.78340
[202]	train-mlogloss:0.78969	validation-mlogloss:0.78267
[203]	train-mlogloss:0.78881	validation-mlogloss:0.78181
[204]	train-mlogloss:0.78801	validation-mlogloss:0.78103
[205]	train-mlogloss:0.78721	validation-mlogloss:0.78033
[206]	train-mlogloss:0.78641	validation-mlogloss:0.77970
[207]	train-mlogloss:0.78564	validation-mlogloss:0.77897
[208]	train-mlogloss:0.78469	validation-mlogloss:0.77807
[209]	train-mlogloss:0.78381	validation-mlogloss:0.77726
[210]	train-mlogloss:0.78312	validation-mlogloss:0.77664
[211]	train-mlogloss:0.78229	validation-mlogloss:0.77582
[212]	train-mlogloss:0.78148	validation-mlogloss:0.77511
[213]	train-mlogloss:0.78070	validation-mlogloss:0.77432
[214]	train-mlogloss:0.77998	validation-mlogloss:0.77365
[215]	train-mlogloss:0.77913	validation-mlogloss:0.77275
[216]	train-mlogloss:0.77837	validation-mlogloss:0.77201
[217]	train-mlogloss:0.77752	validation-mlogloss:0.77120
[218]	train-mlogloss:0.77674	validation-mlogloss:0.77047
[219]	train-mlogloss:0.77597	validation-mlogloss:0.76975
[220]	train-mlogloss:0.77525	validation-mlogloss:0.76912
[221]	train-mlogloss:0.77456	validation-mlogloss:0.76845
[222]	train-mlogloss:0.77387	validation-mlogloss:0.76769
[223]	train-mlogloss:0.77313	validation-mlogloss:0.76697
[224]	train-mlogloss:0.77245	validation-mlogloss:0.76639
[225]	train-mlogloss:0.77179	validation-mlogloss:0.76570
[226]	train-mlogloss:0.77116	validation-mlogloss:0.76513
[227]	train-mlogloss:0.77056	validation-mlogloss:0.76466
[228]	train-mlogloss:0.76981	validation-mlogloss:0.76392
[229]	train-mlogloss:0.76897	validation-mlogloss:0.76311
[230]	train-mlogloss:0.76829	validation-mlogloss:0.76263
[231]	train-mlogloss:0.76757	validation-mlogloss:0.76194
[232]	train-mlogloss:0.76689	validation-mlogloss:0.76134
[233]	train-mlogloss:0.76616	validation-mlogloss:0.76070
[234]	train-mlogloss:0.76545	validation-mlogloss:0.76007
[235]	train-mlogloss:0.76472	validation-mlogloss:0.75933
[236]	train-mlogloss:0.76402	validation-mlogloss:0.75874
[237]	train-mlogloss:0.76338	validation-mlogloss:0.75812
[238]	train-mlogloss:0.76275	validation-mlogloss:0.75752
[239]	train-mlogloss:0.76203	validation-mlogloss:0.75681
[240]	train-mlogloss:0.76132	validation-mlogloss:0.75621
[241]	train-mlogloss:0.76064	validation-mlogloss:0.75545
[242]	train-mlogloss:0.75999	validation-mlogloss:0.75485
[243]	train-mlogloss:0.75925	validation-mlogloss:0.75411
[244]	train-mlogloss:0.75856	validation-mlogloss:0.75351
[245]	train-mlogloss:0.75790	validation-mlogloss:0.75282
[246]	train-mlogloss:0.75719	validation-mlogloss:0.75213
[247]	train-mlogloss:0.75652	validation-mlogloss:0.75150
[248]	train-mlogloss:0.75592	validation-mlogloss:0.75096
[249]	train-mlogloss:0.75529	validation-mlogloss:0.75035
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[251]	train-mlogloss:0.75401	validation-mlogloss:0.74908
[252]	train-mlogloss:0.75340	validation-mlogloss:0.74847
[253]	train-mlogloss:0.75273	validation-mlogloss:0.74773
[254]	train-mlogloss:0.75219	validation-mlogloss:0.74722
[255]	train-mlogloss:0.75156	validation-mlogloss:0.74658
[256]	train-mlogloss:0.75087	validation-mlogloss:0.74603
[257]	train-mlogloss:0.75035	validation-mlogloss:0.74560
[258]	train-mlogloss:0.74965	validation-mlogloss:0.74499
[259]	train-mlogloss:0.74915	validation-mlogloss:0.74455
[260]	train-mlogloss:0.74855	validation-mlogloss:0.74400
[261]	train-mlogloss:0.74811	validation-mlogloss:0.74358
[262]	train-mlogloss:0.74759	validation-mlogloss:0.74314
[263]	train-mlogloss:0.74693	validation-mlogloss:0.74253
[264]	train-mlogloss:0.74627	validation-mlogloss:0.74195
[265]	train-mlogloss:0.74563	validation-mlogloss:0.74139
[266]	train-mlogloss:0.74511	validation-mlogloss:0.74091
[267]	train-mlogloss:0.74457	validation-mlogloss:0.74037
[268]	train-mlogloss:0.74396	validation-mlogloss:0.73981
[269]	train-mlogloss:0.74341	validation-mlogloss:0.73938
[270]	train-mlogloss:0.74277	validation-mlogloss:0.73883
[271]	train-mlogloss:0.74227	validation-mlogloss:0.73841
[272]	train-mlogloss:0.74177	validation-mlogloss:0.73797
[273]	train-mlogloss:0.74111	validation-mlogloss:0.73733
[274]	train-mlogloss:0.74056	validation-mlogloss:0.73685
[275]	train-mlogloss:0.73997	validation-mlogloss:0.73628
[276]	train-mlogloss:0.73946	validation-mlogloss:0.73583
[277]	train-mlogloss:0.73899	validation-mlogloss:0.73539
[278]	train-mlogloss:0.73857	validation-mlogloss:0.73499
[279]	train-mlogloss:0.73805	validation-mlogloss:0.73451
[280]	train-mlogloss:0.73751	validation-mlogloss:0.73405
[281]	train-mlogloss:0.73694	validation-mlogloss:0.73357
[282]	train-mlogloss:0.73649	validation-mlogloss:0.73324
[283]	train-mlogloss:0.73599	validation-mlogloss:0.73276
[284]	train-mlogloss:0.73558	validation-mlogloss:0.73240
[285]	train-mlogloss:0.73508	validation-mlogloss:0.73197
[286]	train-mlogloss:0.73452	validation-mlogloss:0.73150
[287]	train-mlogloss:0.73408	validation-mlogloss:0.73118
[288]	train-mlogloss:0.73361	validation-mlogloss:0.73071
[289]	train-mlogloss:0.73314	validation-mlogloss:0.73044
[290]	train-mlogloss:0.73272	validation-mlogloss:0.73012
[291]	train-mlogloss:0.73227	validation-mlogloss:0.72971
[292]	train-mlogloss:0.73177	validation-mlogloss:0.72921
[293]	train-mlogloss:0.73136	validation-mlogloss:0.72888
[294]	train-mlogloss:0.73096	validation-mlogloss:0.72848
[295]	train-mlogloss:0.73051	validation-mlogloss:0.72813
[296]	train-mlogloss:0.73003	validation-mlogloss:0.72776
[297]	train-mlogloss:0.72956	validation-mlogloss:0.72730
[298]	train-mlogloss:0.72912	validation-mlogloss:0.72696
[299]	train-mlogloss:0.72864	validation-mlogloss:0.72655
[300]	train-mlogloss:0.72824	validation-mlogloss:0.72619
[301]	train-mlogloss:0.72777	validation-mlogloss:0.72577
[302]	train-mlogloss:0.72736	validation-mlogloss:0.72545
[303]	train-mlogloss:0.72685	validation-mlogloss:0.72510
[304]	train-mlogloss:0.72643	validation-mlogloss:0.72469
[305]	train-mlogloss:0.72596	validation-mlogloss:0.72422
[306]	train-mlogloss:0.72559	validation-mlogloss:0.72391
[307]	train-mlogloss:0.72519	validation-mlogloss:0.72346
[308]	train-mlogloss:0.72485	validation-mlogloss:0.72313
[309]	train-mlogloss:0.72443	validation-mlogloss:0.72273
[310]	train-mlogloss:0.72398	validation-mlogloss:0.72241
[311]	train-mlogloss:0.72352	validation-mlogloss:0.72208
[312]	train-mlogloss:0.72308	validation-mlogloss:0.72158
[313]	train-mlogloss:0.72264	validation-mlogloss:0.72124
[314]	train-mlogloss:0.72231	validation-mlogloss:0.72094
[315]	train-mlogloss:0.72187	validation-mlogloss:0.72060
[316]	train-mlogloss:0.72143	validation-mlogloss:0.72020
[317]	train-mlogloss:0.72096	validation-mlogloss:0.71984
[318]	train-mlogloss:0.72060	validation-mlogloss:0.71953
[319]	train-mlogloss:0.72028	validation-mlogloss:0.71922
[320]	train-mlogloss:0.71992	validation-mlogloss:0.71894
[321]	train-mlogloss:0.71958	validation-mlogloss:0.71859
[322]	train-mlogloss:0.71912	validation-mlogloss:0.71813
[323]	train-mlogloss:0.71870	validation-mlogloss:0.71770
[324]	train-mlogloss:0.71837	validation-mlogloss:0.71746
[325]	train-mlogloss:0.71800	validation-mlogloss:0.71718
[326]	train-mlogloss:0.71763	validation-mlogloss:0.71683
[327]	train-mlogloss:0.71730	validation-mlogloss:0.71658
[328]	train-mlogloss:0.71689	validation-mlogloss:0.71628
[329]	train-mlogloss:0.71654	validation-mlogloss:0.71598
[330]	train-mlogloss:0.71625	validation-mlogloss:0.71572
[331]	train-mlogloss:0.71585	validation-mlogloss:0.71536
[332]	train-mlogloss:0.71547	validation-mlogloss:0.71498
[333]	train-mlogloss:0.71509	validation-mlogloss:0.71461
[334]	train-mlogloss:0.71462	validation-mlogloss:0.71424
[335]	train-mlogloss:0.71422	validation-mlogloss:0.71388
[336]	train-mlogloss:0.71388	validation-mlogloss:0.71357
[337]	train-mlogloss:0.71354	validation-mlogloss:0.71328
[338]	train-mlogloss:0.71312	validation-mlogloss:0.71298
[339]	train-mlogloss:0.71278	validation-mlogloss:0.71278
[340]	train-mlogloss:0.71243	validation-mlogloss:0.71245
[341]	train-mlogloss:0.71204	validation-mlogloss:0.71217
[342]	train-mlogloss:0.71165	validation-mlogloss:0.71180
[343]	train-mlogloss:0.71130	validation-mlogloss:0.71152
[344]	train-mlogloss:0.71103	validation-mlogloss:0.71127
[345]	train-mlogloss:0.71066	validation-mlogloss:0.71094
[346]	train-mlogloss:0.71035	validation-mlogloss:0.71067
[347]	train-mlogloss:0.70996	validation-mlogloss:0.71031
[348]	train-mlogloss:0.70958	validation-mlogloss:0.70995
[349]	train-mlogloss:0.70926	validation-mlogloss:0.70971
[350]	train-mlogloss:0.70894	validation-mlogloss:0.70945
[351]	train-mlogloss:0.70864	validation-mlogloss:0.70922
[352]	train-mlogloss:0.70825	validation-mlogloss:0.70887
[353]	train-mlogloss:0.70798	validation-mlogloss:0.70864
[354]	train-mlogloss:0.70769	validation-mlogloss:0.70843
[355]	train-mlogloss:0.70734	validation-mlogloss:0.70817
[356]	train-mlogloss:0.70699	validation-mlogloss:0.70783
[357]	train-mlogloss:0.70671	validation-mlogloss:0.70759
[358]	train-mlogloss:0.70645	validation-mlogloss:0.70744
[359]	train-mlogloss:0.70620	validation-mlogloss:0.70730
[360]	train-mlogloss:0.70583	validation-mlogloss:0.70696
[361]	train-mlogloss:0.70555	validation-mlogloss:0.70669
[362]	train-mlogloss:0.70525	validation-mlogloss:0.70641
[363]	train-mlogloss:0.70498	validation-mlogloss:0.70621
[364]	train-mlogloss:0.70468	validation-mlogloss:0.70593
[365]	train-mlogloss:0.70434	validation-mlogloss:0.70563
[366]	train-mlogloss:0.70406	validation-mlogloss:0.70536
[367]	train-mlogloss:0.70380	validation-mlogloss:0.70517
[368]	train-mlogloss:0.70353	validation-mlogloss:0.70504
[369]	train-mlogloss:0.70325	validation-mlogloss:0.70475
[370]	train-mlogloss:0.70293	validation-mlogloss:0.70454
[371]	train-mlogloss:0.70268	validation-mlogloss:0.70431
[372]	train-mlogloss:0.70239	validation-mlogloss:0.70401
[373]	train-mlogloss:0.70214	validation-mlogloss:0.70383
[374]	train-mlogloss:0.70189	validation-mlogloss:0.70361
[375]	train-mlogloss:0.70157	validation-mlogloss:0.70344
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.54 [%]
Global accuracy score (test) = 71.84 [%]
Global F1 score (train) = 73.48 [%]
Global F1 score (test) = 72.15 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.47      0.52       400
MODERATE-INTENSITY       0.59      0.84      0.69       400
         SEDENTARY       0.84      0.83      0.83       400
VIGOROUS-INTENSITY       0.96      0.74      0.84       345

          accuracy                           0.72      1545
         macro avg       0.75      0.72      0.72      1545
      weighted avg       0.74      0.72      0.72      1545


Accuracy capturado en la ejecución 29: 71.84 [%]
F1-score capturado en la ejecución 29: 72.15 [%]

=== EJECUCIÓN 30 ===

--- TRAIN (ejecución 30) ---

--- TEST (ejecución 30) ---
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 91)
(10438, 91)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 73.17 [%]
Global accuracy score (test) = 70.87 [%]
Global F1 score (train) = 73.03 [%]
Global F1 score (test) = 71.36 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.48      0.53       400
MODERATE-INTENSITY       0.58      0.79      0.67       400
         SEDENTARY       0.84      0.83      0.84       400
VIGOROUS-INTENSITY       0.94      0.73      0.82       345

          accuracy                           0.71      1545
         macro avg       0.73      0.71      0.71      1545
      weighted avg       0.73      0.71      0.71      1545


Accuracy capturado en la ejecución 30: 70.87 [%]
F1-score capturado en la ejecución 30: 71.36 [%]

=== RESUMEN FINAL ===
Accuracies: [72.49, 71.59, 70.49, 71.65, 71.07, 72.88, 71.2, 69.45, 72.1, 72.04, 72.23, 71.13, 72.62, 71.46, 72.43, 72.3, 72.56, 72.94, 72.1, 71.52, 71.59, 71.78, 71.91, 71.78, 72.17, 71.78, 72.69, 70.36, 71.84, 70.87]
F1-scores: [72.78, 72.08, 70.62, 71.75, 71.27, 72.95, 71.75, 70.04, 72.35, 72.36, 72.15, 71.3, 72.95, 71.75, 72.72, 72.54, 72.62, 73.15, 72.36, 71.58, 71.81, 72.02, 72.04, 71.96, 72.42, 71.96, 72.86, 70.62, 72.15, 71.36]
Accuracy mean: 71.7673 | std: 0.7745
F1 mean: 72.0090 | std: 0.7249

Resultados guardados en /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_C/case_C_XGB_acc_gyr_17_superclasses_CPA_METs/metrics_test.npz
