2025-11-03 17:18:18.924175: 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`.
2025-11-03 17:18:18.935852: 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 00:00:1762186698.949660  323661 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186698.953890  323661 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186698.964231  323661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186698.964259  323661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186698.964262  323661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186698.964265  323661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:18:18.967491: 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(
2025-11-03 17:18:24,700	INFO worker.py:1927 -- Started a local Ray instance.
2025-11-03 17:18:25,372	INFO tune.py:253 -- Initializing Ray automatically. For cluster usage or custom Ray initialization, call `ray.init(...)` before `Tuner(...)`.
2025-11-03 17:18:25,438	INFO trial.py:182 -- Creating a new dirname dir_b9863_f1ad because trial dirname 'dir_b9863' already exists.
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2025-11-03 17:18:25,446	INFO trial.py:182 -- Creating a new dirname dir_b9863_b58d because trial dirname 'dir_b9863' already exists.
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2025-11-03 17:18:25,462	INFO trial.py:182 -- Creating a new dirname dir_b9863_725e because trial dirname 'dir_b9863' already exists.
2025-11-03 17:18:25,465	INFO trial.py:182 -- Creating a new dirname dir_b9863_97cd because trial dirname 'dir_b9863' already exists.
2025-11-03 17:18:25,468	INFO trial.py:182 -- Creating a new dirname dir_b9863_60d1 because trial dirname 'dir_b9863' already exists.
2025-11-03 17:18:25,471	INFO trial.py:182 -- Creating a new dirname dir_b9863_7b07 because trial dirname 'dir_b9863' already exists.
2025-11-03 17:18:25,475	INFO trial.py:182 -- Creating a new dirname dir_b9863_e94f because trial dirname 'dir_b9863' already exists.
2025-11-03 17:18:25,478	INFO trial.py:182 -- Creating a new dirname dir_b9863_940b because trial dirname 'dir_b9863' already exists.
2025-11-03 17:18:25,483	INFO trial.py:182 -- Creating a new dirname dir_b9863_e726 because trial dirname 'dir_b9863' already exists.
2025-11-03 17:18:25,491	INFO trial.py:182 -- Creating a new dirname dir_b9863_11f2 because trial dirname 'dir_b9863' already exists.
2025-11-03 17:18:25,496	INFO trial.py:182 -- Creating a new dirname dir_b9863_85cf because trial dirname 'dir_b9863' already exists.
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_PI/case_PI_XGB_acc_gyr_superclasses_CPA_METs/XGBoost_hyperparameters_tuning
To visualize your results with TensorBoard, run: `tensorboard --logdir /tmp/ray/session_2025-11-03_17-18-23_983823_323661/artifacts/2025-11-03_17-18-25/XGBoost_hyperparameters_tuning/driver_artifacts`

Trial status: 20 PENDING
Current time: 2025-11-03 17:18:25. 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_b9863    PENDING                  628             3        0.00744423      0.504952             0.576937   13.9612                   112       2.14385      540.611               6635 │
│ trial_b9863    PENDING                  767             2        0.0127582       0.751678             0.636061   27.2159                   120       7.86891      355.199               9744 │
│ trial_b9863    PENDING                  634             3        0.0185581       0.834024             0.714164   13.2016                   124     198.931        275.297               1017 │
│ trial_b9863    PENDING                  388             3        0.018838        0.637224             0.549674    8.88675                  197      12.7753        61.8836              2876 │
│ trial_b9863    PENDING                  420             2        0.0180166       0.80739              0.712444    6.64513                  185      78.1219       162.178               1023 │
│ trial_b9863    PENDING                  555             3        0.00825242      0.769773             0.632202    5.19447                   52      48.4836       294.162               1804 │
│ trial_b9863    PENDING                  588             2        0.0069269       0.502066             0.683889    6.79868                  178      21.4366       166.915               1677 │
│ trial_b9863    PENDING                  707             3        0.0106103       0.587228             0.70151    10.9406                   101      23.3789       986.965               1328 │
│ trial_b9863    PENDING                  455             3        0.0106544       0.50955              0.59724    15.3759                   127     344.898         60.0014              6583 │
│ trial_b9863    PENDING                  615             3        0.00819303      0.670386             0.717359   25.3107                   112      74.1024       199.986               5959 │
│ trial_b9863    PENDING                  613             2        0.0079888       0.719448             0.771053   16.9002                   183       2.25177      972.425               9160 │
│ trial_b9863    PENDING                  595             2        0.0197272       0.647494             0.830119   23.1508                    92     293.313        321.847               2929 │
│ trial_b9863    PENDING                  338             3        0.00731551      0.50678              0.606173    6.87364                  197       5.78572      209.434               5767 │
│ trial_b9863    PENDING                  580             3        0.0123196       0.789987             0.842133   21.9435                    59     183.313        609.788               2629 │
│ trial_b9863    PENDING                  666             3        0.0154746       0.586134             0.740253   22.1136                   123       9.78015        5.00302              706 │
│ trial_b9863    PENDING                  765             3        0.0195731       0.753195             0.524474    9.79434                  172      98.9698       178.629               3696 │
│ trial_b9863    PENDING                  550             2        0.0152865       0.642751             0.810261   20.5002                   131      69.4834        11.4629              5706 │
│ trial_b9863    PENDING                  379             3        0.0152753       0.74538              0.584298   17.5569                    93     327.299        834.159               3257 │
│ trial_b9863    PENDING                  493             3        0.0157942       0.761821             0.634877   21.5754                   176       1.64461       86.6583              3242 │
│ trial_b9863    PENDING                  522             3        0.013589        0.722285             0.551921    6.16405                  133       7.82715       41.4212               244 │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.57694 │
│ gamma                        13.9612 │
│ learning_rate                0.00744 │
│ max_depth                          3 │
│ min_child_weight                 112 │
│ num_boost_round                  628 │
│ random_state                    6635 │
│ reg_alpha                    2.14385 │
│ reg_lambda                   540.611 │
│ subsample                    0.50495 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.54967 │
│ gamma                        8.88675 │
│ learning_rate                0.01884 │
│ max_depth                          3 │
│ min_child_weight                 197 │
│ num_boost_round                  388 │
│ random_state                    2876 │
│ reg_alpha                    12.7753 │
│ reg_lambda                   61.8836 │
│ subsample                    0.63722 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.71416 │
│ gamma                        13.2016 │
│ learning_rate                0.01856 │
│ max_depth                          3 │
│ min_child_weight                 124 │
│ num_boost_round                  634 │
│ random_state                    1017 │
│ reg_alpha                    198.931 │
│ reg_lambda                   275.297 │
│ subsample                    0.83402 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.77105 │
│ gamma                        16.9002 │
│ learning_rate                0.00799 │
│ max_depth                          2 │
│ min_child_weight                 183 │
│ num_boost_round                  613 │
│ random_state                    9160 │
│ reg_alpha                    2.25177 │
│ reg_lambda                   972.425 │
│ subsample                    0.71945 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.63606 │
│ gamma                        27.2159 │
│ learning_rate                0.01276 │
│ max_depth                          2 │
│ min_child_weight                 120 │
│ num_boost_round                  767 │
│ random_state                    9744 │
│ reg_alpha                    7.86891 │
│ reg_lambda                   355.199 │
│ subsample                    0.75168 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.71244 │
│ gamma                        6.64513 │
│ learning_rate                0.01802 │
│ max_depth                          2 │
│ min_child_weight                 185 │
│ num_boost_round                  420 │
│ random_state                    1023 │
│ reg_alpha                    78.1219 │
│ reg_lambda                   162.178 │
│ subsample                    0.80739 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.71736 │
│ gamma                        25.3107 │
│ learning_rate                0.00819 │
│ max_depth                          3 │
│ min_child_weight                 112 │
│ num_boost_round                  615 │
│ random_state                    5959 │
│ reg_alpha                    74.1024 │
│ reg_lambda                   199.986 │
│ subsample                    0.67039 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.59724 │
│ gamma                        15.3759 │
│ learning_rate                0.01065 │
│ max_depth                          3 │
│ min_child_weight                 127 │
│ num_boost_round                  455 │
│ random_state                    6583 │
│ reg_alpha                    344.898 │
│ reg_lambda                   60.0014 │
│ subsample                    0.50955 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.74025 │
│ gamma                        22.1136 │
│ learning_rate                0.01547 │
│ max_depth                          3 │
│ min_child_weight                 123 │
│ num_boost_round                  666 │
│ random_state                     706 │
│ reg_alpha                    9.78015 │
│ reg_lambda                   5.00302 │
│ subsample                    0.58613 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.83012 │
│ gamma                        23.1508 │
│ learning_rate                0.01973 │
│ max_depth                          2 │
│ min_child_weight                  92 │
│ num_boost_round                  595 │
│ random_state                    2929 │
│ reg_alpha                    293.313 │
│ reg_lambda                   321.847 │
│ subsample                    0.64749 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.5843 │
│ gamma                        17.5569 │
│ learning_rate                0.01528 │
│ max_depth                          3 │
│ min_child_weight                  93 │
│ num_boost_round                  379 │
│ random_state                    3257 │
│ reg_alpha                    327.299 │
│ reg_lambda                   834.159 │
│ subsample                    0.74538 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
[36m(train_xgb_ray_tune pid=325294)[0m 2025-11-03 17:18:28.785426: 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=325294)[0m 2025-11-03 17:18:28.806837: 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=325294)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
[36m(train_xgb_ray_tune pid=325294)[0m E0000 00:00:1762186708.833333  326449 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=325294)[0m E0000 00:00:1762186708.840806  326449 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=325294)[0m W0000 00:00:1762186708.860752  326449 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=325294)[0m W0000 00:00:1762186708.860821  326449 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=325294)[0m W0000 00:00:1762186708.860828  326449 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=325294)[0m W0000 00:00:1762186708.860831  326449 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=325294)[0m 2025-11-03 17:18:28.867026: 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=325294)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.70151 │
│ gamma                        10.9406 │
│ learning_rate                0.01061 │
│ max_depth                          3 │
│ min_child_weight                 101 │
│ num_boost_round                  707 │
│ random_state                    1328 │
│ reg_alpha                    23.3789 │
│ reg_lambda                   986.965 │
│ subsample                    0.58723 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.68389 │
│ gamma                        6.79868 │
│ learning_rate                0.00693 │
│ max_depth                          2 │
│ min_child_weight                 178 │
│ num_boost_round                  588 │
│ random_state                    1677 │
│ reg_alpha                    21.4366 │
│ reg_lambda                   166.915 │
│ subsample                    0.50207 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.60617 │
│ gamma                        6.87364 │
│ learning_rate                0.00732 │
│ max_depth                          3 │
│ min_child_weight                 197 │
│ num_boost_round                  338 │
│ random_state                    5767 │
│ reg_alpha                    5.78572 │
│ reg_lambda                   209.434 │
│ subsample                    0.50678 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.6322 │
│ gamma                        5.19447 │
│ learning_rate                0.00825 │
│ max_depth                          3 │
│ min_child_weight                  52 │
│ num_boost_round                  555 │
│ random_state                    1804 │
│ reg_alpha                    48.4836 │
│ reg_lambda                   294.162 │
│ subsample                    0.76977 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.63488 │
│ gamma                        21.5754 │
│ learning_rate                0.01579 │
│ max_depth                          3 │
│ min_child_weight                 176 │
│ num_boost_round                  493 │
│ random_state                    3242 │
│ reg_alpha                    1.64461 │
│ reg_lambda                   86.6583 │
│ subsample                    0.76182 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.84213 │
│ gamma                        21.9435 │
│ learning_rate                0.01232 │
│ max_depth                          3 │
│ min_child_weight                  59 │
│ num_boost_round                  580 │
│ random_state                    2629 │
│ reg_alpha                    183.313 │
│ reg_lambda                   609.788 │
│ subsample                    0.78999 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.52447 │
│ gamma                        9.79434 │
│ learning_rate                0.01957 │
│ max_depth                          3 │
│ min_child_weight                 172 │
│ num_boost_round                  765 │
│ random_state                    3696 │
│ reg_alpha                    98.9698 │
│ reg_lambda                   178.629 │
│ subsample                    0.75319 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.55192 │
│ gamma                        6.16405 │
│ learning_rate                0.01359 │
│ max_depth                          3 │
│ min_child_weight                 133 │
│ num_boost_round                  522 │
│ random_state                     244 │
│ reg_alpha                    7.82715 │
│ reg_lambda                   41.4213 │
│ subsample                    0.72229 │
╰──────────────────────────────────────╯
Trial trial_b9863 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b9863 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.81026 │
│ gamma                        20.5002 │
│ learning_rate                0.01529 │
│ max_depth                          2 │
│ min_child_weight                 131 │
│ num_boost_round                  550 │
│ random_state                    5706 │
│ reg_alpha                    69.4834 │
│ reg_lambda                   11.4629 │
│ subsample                    0.64275 │
╰──────────────────────────────────────╯
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[36m(train_xgb_ray_tune pid=325313)[0m /home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/train/_internal/session.py:772: RayDeprecationWarning: `ray.train.report` should be switched to `ray.tune.report` when running in a function passed to Ray Tune. This will be an error in the future. See this issue for more context: https://github.com/ray-project/ray/issues/49454
[36m(train_xgb_ray_tune pid=325313)[0m   _log_deprecation_warning(
[36m(train_xgb_ray_tune pid=325343)[0m 2025-11-03 17:18:29.516045: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.[32m [repeated 19x across cluster] (Ray deduplicates logs by default. Set RAY_DEDUP_LOGS=0 to disable log deduplication, or see https://docs.ray.io/en/master/ray-observability/user-guides/configure-logging.html#log-deduplication for more options.)[0m
[36m(train_xgb_ray_tune pid=325343)[0m 2025-11-03 17:18:29.538475: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered[32m [repeated 19x across cluster][0m
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[36m(train_xgb_ray_tune pid=325343)[0m E0000 00:00:1762186709.567995  326579 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=325343)[0m E0000 00:00:1762186709.575867  326579 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=325343)[0m W0000 00:00:1762186709.596830  326579 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=325343)[0m 2025-11-03 17:18:29.603012: 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=325343)[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_b9863 finished iteration 1 at 2025-11-03 17:18:40. Total running time: 15s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             11.7051 │
│ time_total_s                 11.7051 │
│ training_iteration                 1 │
│ validation_accuracy          0.71531 │
╰──────────────────────────────────────╯
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Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:40. Total running time: 15s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:42. Total running time: 17s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             13.8082 │
│ time_total_s                 13.8082 │
│ training_iteration                 1 │
│ validation_accuracy          0.77112 │
╰──────────────────────────────────────╯
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Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:42. Total running time: 17s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:42. Total running time: 17s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             14.0524 │
│ time_total_s                 14.0524 │
│ training_iteration                 1 │
│ validation_accuracy          0.72474 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:42. Total running time: 17s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:43. Total running time: 17s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             14.5138 │
│ time_total_s                 14.5138 │
│ training_iteration                 1 │
│ validation_accuracy          0.75151 │
╰──────────────────────────────────────╯
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Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:43. Total running time: 17s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:43. Total running time: 17s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             14.4964 │
│ time_total_s                 14.4964 │
│ training_iteration                 1 │
│ validation_accuracy          0.68401 │
╰──────────────────────────────────────╯
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Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:43. Total running time: 17s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:43. Total running time: 17s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             14.4169 │
│ time_total_s                 14.4169 │
│ training_iteration                 1 │
│ validation_accuracy          0.74962 │
╰──────────────────────────────────────╯
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Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:43. Total running time: 17s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:43. Total running time: 17s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             14.9073 │
│ time_total_s                 14.9073 │
│ training_iteration                 1 │
│ validation_accuracy          0.78695 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:43. Total running time: 17s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:43. Total running time: 18s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             14.9274 │
│ time_total_s                 14.9274 │
│ training_iteration                 1 │
│ validation_accuracy          0.75528 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:43. Total running time: 18s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:44. Total running time: 19s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             15.6138 │
│ time_total_s                 15.6138 │
│ training_iteration                 1 │
│ validation_accuracy          0.76018 │
╰──────────────────────────────────────╯
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Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:44. Total running time: 19s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:45. Total running time: 20s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             16.6177 │
│ time_total_s                 16.6177 │
│ training_iteration                 1 │
│ validation_accuracy          0.78243 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:45. Total running time: 20s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:45. Total running time: 20s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             17.0261 │
│ time_total_s                 17.0261 │
│ training_iteration                 1 │
│ validation_accuracy          0.77074 │
╰──────────────────────────────────────╯
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Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:45. Total running time: 20s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:45. Total running time: 20s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             17.3864 │
│ time_total_s                 17.3864 │
│ training_iteration                 1 │
│ validation_accuracy          0.75528 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:45. Total running time: 20s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:46. Total running time: 20s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             17.5748 │
│ time_total_s                 17.5748 │
│ training_iteration                 1 │
│ validation_accuracy          0.74925 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:46. Total running time: 20s

Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:46. Total running time: 20s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             17.2057 │
│ time_total_s                 17.2057 │
│ training_iteration                 1 │
│ validation_accuracy           0.7583 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:46. Total running time: 20s

Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:46. Total running time: 20s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             17.2117 │
│ time_total_s                 17.2117 │
│ training_iteration                 1 │
│ validation_accuracy          0.79676 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:46. Total running time: 20s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:46. Total running time: 20s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             17.3936 │
│ time_total_s                 17.3936 │
│ training_iteration                 1 │
│ validation_accuracy          0.75716 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:46. Total running time: 20s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:46. Total running time: 21s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             18.1375 │
│ time_total_s                 18.1375 │
│ training_iteration                 1 │
│ validation_accuracy          0.75452 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:46. Total running time: 21s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:46. Total running time: 21s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             18.5932 │
│ time_total_s                 18.5932 │
│ training_iteration                 1 │
│ validation_accuracy          0.74811 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:46. Total running time: 21s
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2025-11-03 17:18:47,614	INFO tune.py:1009 -- Wrote the latest version of all result files and experiment state to '/mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_PI/case_PI_XGB_acc_gyr_superclasses_CPA_METs/XGBoost_hyperparameters_tuning' in 0.0098s.
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:47. Total running time: 22s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             18.5869 │
│ time_total_s                 18.5869 │
│ training_iteration                 1 │
│ validation_accuracy           0.7779 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:47. Total running time: 22s
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Trial trial_b9863 finished iteration 1 at 2025-11-03 17:18:47. Total running time: 22s
╭──────────────────────────────────────╮
│ Trial trial_b9863 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             18.8665 │
│ time_total_s                 18.8665 │
│ training_iteration                 1 │
│ validation_accuracy          0.75415 │
╰──────────────────────────────────────╯

Trial trial_b9863 completed after 1 iterations at 2025-11-03 17:18:47. Total running time: 22s

Trial status: 20 TERMINATED
Current time: 2025-11-03 17:18:47. Total running time: 22s
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_b9863    TERMINATED                 628             3        0.00744423      0.504952             0.576937   13.9612                   112       2.14385      540.611               6635        1            18.5932                0.748115 │
│ trial_b9863    TERMINATED                 767             2        0.0127582       0.751678             0.636061   27.2159                   120       7.86891      355.199               9744        1            17.3864                0.755279 │
│ trial_b9863    TERMINATED                 634             3        0.0185581       0.834024             0.714164   13.2016                   124     198.931        275.297               1017        1            14.5138                0.751508 │
│ trial_b9863    TERMINATED                 388             3        0.018838        0.637224             0.549674    8.88675                  197      12.7753        61.8836              2876        1            14.9073                0.786953 │
│ trial_b9863    TERMINATED                 420             2        0.0180166       0.80739              0.712444    6.64513                  185      78.1219       162.178               1023        1            13.8082                0.771116 │
│ trial_b9863    TERMINATED                 555             3        0.00825242      0.769773             0.632202    5.19447                   52      48.4836       294.162               1804        1            18.5869                0.777903 │
│ trial_b9863    TERMINATED                 588             2        0.0069269       0.502066             0.683889    6.79868                  178      21.4366       166.915               1677        1            17.3936                0.757164 │
│ trial_b9863    TERMINATED                 707             3        0.0106103       0.587228             0.70151    10.9406                   101      23.3789       986.965               1328        1            18.8665                0.754148 │
│ trial_b9863    TERMINATED                 455             3        0.0106544       0.50955              0.59724    15.3759                   127     344.898         60.0014              6583        1            14.4964                0.684012 │
│ trial_b9863    TERMINATED                 615             3        0.00819303      0.670386             0.717359   25.3107                   112      74.1024       199.986               5959        1            18.1375                0.754525 │
│ trial_b9863    TERMINATED                 613             2        0.0079888       0.719448             0.771053   16.9002                   183       2.25177      972.425               9160        1            17.5748                0.749246 │
│ trial_b9863    TERMINATED                 595             2        0.0197272       0.647494             0.830119   23.1508                    92     293.313        321.847               2929        1            11.7051                0.715309 │
│ trial_b9863    TERMINATED                 338             3        0.00731551      0.50678              0.606173    6.87364                  197       5.78572      209.434               5767        1            14.4169                0.749623 │
│ trial_b9863    TERMINATED                 580             3        0.0123196       0.789987             0.842133   21.9435                    59     183.313        609.788               2629        1            17.2057                0.758296 │
│ trial_b9863    TERMINATED                 666             3        0.0154746       0.586134             0.740253   22.1136                   123       9.78015        5.00302              706        1            17.0261                0.770739 │
│ trial_b9863    TERMINATED                 765             3        0.0195731       0.753195             0.524474    9.79434                  172      98.9698       178.629               3696        1            15.6138                0.760181 │
│ trial_b9863    TERMINATED                 550             2        0.0152865       0.642751             0.810261   20.5002                   131      69.4834        11.4629              5706        1            14.9274                0.755279 │
│ trial_b9863    TERMINATED                 379             3        0.0152753       0.74538              0.584298   17.5569                    93     327.299        834.159               3257        1            14.0524                0.724736 │
│ trial_b9863    TERMINATED                 493             3        0.0157942       0.761821             0.634877   21.5754                   176       1.64461       86.6583              3242        1            16.6177                0.782428 │
│ trial_b9863    TERMINATED                 522             3        0.013589        0.722285             0.551921    6.16405                  133       7.82715       41.4212               244        1            17.2117                0.796757 │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Mejores hiperparámetros XGBoost: {'num_boost_round': 522, 'max_depth': 3, 'learning_rate': 0.013588999226120193, 'subsample': 0.7222854936039842, 'colsample_bytree': 0.5519213439413061, 'gamma': 6.164045885940654, 'min_child_weight': 133, 'reg_alpha': 7.827145884993129, 'reg_lambda': 41.421247762534456, 'random_state': 244}
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Saved model to disk.
[36m(train_xgb_ray_tune pid=325339)[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 10x across cluster][0m
[36m(train_xgb_ray_tune pid=325339)[0m   _log_deprecation_warning([32m [repeated 10x across cluster][0m
2025-11-03 17:19:02.883132: 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`.
2025-11-03 17:19:02.894949: 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 00:00:1762186742.908750  327125 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186742.913023  327125 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186742.923177  327125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186742.923205  327125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186742.923208  327125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186742.923211  327125 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:19:02.926557: 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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[22]	train-mlogloss:1.16673	validation-mlogloss:1.15508
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[25]	train-mlogloss:1.14434	validation-mlogloss:1.13145
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[28]	train-mlogloss:1.12282	validation-mlogloss:1.10915
[29]	train-mlogloss:1.11586	validation-mlogloss:1.10163
[30]	train-mlogloss:1.10908	validation-mlogloss:1.09461
[31]	train-mlogloss:1.10252	validation-mlogloss:1.08767
[32]	train-mlogloss:1.09605	validation-mlogloss:1.08080
[33]	train-mlogloss:1.08964	validation-mlogloss:1.07408
[34]	train-mlogloss:1.08324	validation-mlogloss:1.06760
[35]	train-mlogloss:1.07695	validation-mlogloss:1.06079
[36]	train-mlogloss:1.07077	validation-mlogloss:1.05426
[37]	train-mlogloss:1.06468	validation-mlogloss:1.04770
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[39]	train-mlogloss:1.05254	validation-mlogloss:1.03507
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[45]	train-mlogloss:1.01810	validation-mlogloss:0.99941
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[48]	train-mlogloss:1.00195	validation-mlogloss:0.98273
[49]	train-mlogloss:0.99676	validation-mlogloss:0.97710
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[51]	train-mlogloss:0.98639	validation-mlogloss:0.96616
[52]	train-mlogloss:0.98135	validation-mlogloss:0.96107
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[54]	train-mlogloss:0.97187	validation-mlogloss:0.95094
[55]	train-mlogloss:0.96712	validation-mlogloss:0.94617
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[57]	train-mlogloss:0.95758	validation-mlogloss:0.93663
[58]	train-mlogloss:0.95273	validation-mlogloss:0.93174
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[62]	train-mlogloss:0.93478	validation-mlogloss:0.91283
[63]	train-mlogloss:0.93046	validation-mlogloss:0.90835
[64]	train-mlogloss:0.92627	validation-mlogloss:0.90417
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[121]	train-mlogloss:0.74875	validation-mlogloss:0.71976
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[136]	train-mlogloss:0.71775	validation-mlogloss:0.68774
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[139]	train-mlogloss:0.71220	validation-mlogloss:0.68208
[140]	train-mlogloss:0.71023	validation-mlogloss:0.68005
[141]	train-mlogloss:0.70852	validation-mlogloss:0.67822
[142]	train-mlogloss:0.70675	validation-mlogloss:0.67640
[143]	train-mlogloss:0.70503	validation-mlogloss:0.67466
[144]	train-mlogloss:0.70338	validation-mlogloss:0.67288
[145]	train-mlogloss:0.70178	validation-mlogloss:0.67118
[146]	train-mlogloss:0.70011	validation-mlogloss:0.66932
[147]	train-mlogloss:0.69852	validation-mlogloss:0.66763
[148]	train-mlogloss:0.69672	validation-mlogloss:0.66585
[149]	train-mlogloss:0.69504	validation-mlogloss:0.66421
[150]	train-mlogloss:0.69331	validation-mlogloss:0.66250
[151]	train-mlogloss:0.69168	validation-mlogloss:0.66077
[152]	train-mlogloss:0.69009	validation-mlogloss:0.65923
[153]	train-mlogloss:0.68862	validation-mlogloss:0.65765
[154]	train-mlogloss:0.68697	validation-mlogloss:0.65604
[155]	train-mlogloss:0.68558	validation-mlogloss:0.65458
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[157]	train-mlogloss:0.68228	validation-mlogloss:0.65136
[158]	train-mlogloss:0.68084	validation-mlogloss:0.64983
[159]	train-mlogloss:0.67932	validation-mlogloss:0.64825
[160]	train-mlogloss:0.67789	validation-mlogloss:0.64672
[161]	train-mlogloss:0.67631	validation-mlogloss:0.64519
[162]	train-mlogloss:0.67494	validation-mlogloss:0.64367
[163]	train-mlogloss:0.67345	validation-mlogloss:0.64220
[164]	train-mlogloss:0.67218	validation-mlogloss:0.64088
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[168]	train-mlogloss:0.66681	validation-mlogloss:0.63519
[169]	train-mlogloss:0.66554	validation-mlogloss:0.63377
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[171]	train-mlogloss:0.66264	validation-mlogloss:0.63069
[172]	train-mlogloss:0.66124	validation-mlogloss:0.62929
[173]	train-mlogloss:0.65988	validation-mlogloss:0.62785
[174]	train-mlogloss:0.65859	validation-mlogloss:0.62643
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[177]	train-mlogloss:0.65483	validation-mlogloss:0.62267
[178]	train-mlogloss:0.65351	validation-mlogloss:0.62139
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[180]	train-mlogloss:0.65100	validation-mlogloss:0.61890
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[201]	train-mlogloss:0.62751	validation-mlogloss:0.59565
[202]	train-mlogloss:0.62646	validation-mlogloss:0.59458
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[204]	train-mlogloss:0.62442	validation-mlogloss:0.59247
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[206]	train-mlogloss:0.62250	validation-mlogloss:0.59053
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[209]	train-mlogloss:0.61949	validation-mlogloss:0.58725
[210]	train-mlogloss:0.61848	validation-mlogloss:0.58634
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[219]	train-mlogloss:0.61037	validation-mlogloss:0.57849
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[228]	train-mlogloss:0.60295	validation-mlogloss:0.57120
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Saved model to disk.

=== EJECUCIÓN 1 ===

--- TRAIN (ejecución 1) ---

--- TEST (ejecución 1) ---
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
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Training a non-convolutional model.
Loaded model from disk.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 1 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 78.97 [%]
Global accuracy score (test) = 79.88 [%]
Global F1 score (train) = 79.32 [%]
Global F1 score (test) = 80.5 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.69      0.65       350
MODERATE-INTENSITY       0.65      0.65      0.65       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.95       322

          accuracy                           0.80      1372
         macro avg       0.81      0.80      0.81      1372
      weighted avg       0.81      0.80      0.80      1372


Accuracy capturado en la ejecución 1: 79.88 [%]
F1-score capturado en la ejecución 1: 80.5 [%]

=== EJECUCIÓN 2 ===

--- TRAIN (ejecución 2) ---

--- TEST (ejecución 2) ---
2025-11-03 17:19:21.567333: 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`.
2025-11-03 17:19:21.579040: 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 00:00:1762186761.593085  327433 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186761.597214  327433 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186761.607917  327433 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186761.607944  327433 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186761.607946  327433 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186761.607948  327433 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:19:21.611369: 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:1.37456	validation-mlogloss:1.37407
[1]	train-mlogloss:1.36310	validation-mlogloss:1.36186
[2]	train-mlogloss:1.35184	validation-mlogloss:1.34986
[3]	train-mlogloss:1.34101	validation-mlogloss:1.33863
[4]	train-mlogloss:1.33028	validation-mlogloss:1.32729
[5]	train-mlogloss:1.31995	validation-mlogloss:1.31654
[6]	train-mlogloss:1.30958	validation-mlogloss:1.30607
[7]	train-mlogloss:1.29972	validation-mlogloss:1.29590
[8]	train-mlogloss:1.28958	validation-mlogloss:1.28524
[9]	train-mlogloss:1.27982	validation-mlogloss:1.27515
[10]	train-mlogloss:1.27052	validation-mlogloss:1.26523
[11]	train-mlogloss:1.26092	validation-mlogloss:1.25506
[12]	train-mlogloss:1.25181	validation-mlogloss:1.24579
[13]	train-mlogloss:1.24262	validation-mlogloss:1.23609
[14]	train-mlogloss:1.23368	validation-mlogloss:1.22699
[15]	train-mlogloss:1.22506	validation-mlogloss:1.21776
[16]	train-mlogloss:1.21624	validation-mlogloss:1.20859
[17]	train-mlogloss:1.20754	validation-mlogloss:1.19936
[18]	train-mlogloss:1.19921	validation-mlogloss:1.19091
[19]	train-mlogloss:1.19102	validation-mlogloss:1.18234
[20]	train-mlogloss:1.18301	validation-mlogloss:1.17398
[21]	train-mlogloss:1.17501	validation-mlogloss:1.16543
[22]	train-mlogloss:1.16737	validation-mlogloss:1.15754
[23]	train-mlogloss:1.15971	validation-mlogloss:1.14946
[24]	train-mlogloss:1.15231	validation-mlogloss:1.14160
[25]	train-mlogloss:1.14499	validation-mlogloss:1.13381
[26]	train-mlogloss:1.13770	validation-mlogloss:1.12590
[27]	train-mlogloss:1.13039	validation-mlogloss:1.11847
[28]	train-mlogloss:1.12340	validation-mlogloss:1.11102
[29]	train-mlogloss:1.11631	validation-mlogloss:1.10360
[30]	train-mlogloss:1.10945	validation-mlogloss:1.09646
[31]	train-mlogloss:1.10272	validation-mlogloss:1.08955
[32]	train-mlogloss:1.09593	validation-mlogloss:1.08228
[33]	train-mlogloss:1.08951	validation-mlogloss:1.07568
[34]	train-mlogloss:1.08327	validation-mlogloss:1.06916
[35]	train-mlogloss:1.07694	validation-mlogloss:1.06254
[36]	train-mlogloss:1.07064	validation-mlogloss:1.05604
[37]	train-mlogloss:1.06454	validation-mlogloss:1.04949
[38]	train-mlogloss:1.05836	validation-mlogloss:1.04304
[39]	train-mlogloss:1.05251	validation-mlogloss:1.03680
[40]	train-mlogloss:1.04651	validation-mlogloss:1.03037
[41]	train-mlogloss:1.04063	validation-mlogloss:1.02441
[42]	train-mlogloss:1.03491	validation-mlogloss:1.01836
[43]	train-mlogloss:1.02938	validation-mlogloss:1.01282
[44]	train-mlogloss:1.02375	validation-mlogloss:1.00715
[45]	train-mlogloss:1.01828	validation-mlogloss:1.00132
[46]	train-mlogloss:1.01295	validation-mlogloss:0.99571
[47]	train-mlogloss:1.00758	validation-mlogloss:0.99009
[48]	train-mlogloss:1.00221	validation-mlogloss:0.98455
[49]	train-mlogloss:0.99676	validation-mlogloss:0.97894
[50]	train-mlogloss:0.99144	validation-mlogloss:0.97345
[51]	train-mlogloss:0.98650	validation-mlogloss:0.96843
[52]	train-mlogloss:0.98158	validation-mlogloss:0.96323
[53]	train-mlogloss:0.97647	validation-mlogloss:0.95816
[54]	train-mlogloss:0.97146	validation-mlogloss:0.95308
[55]	train-mlogloss:0.96668	validation-mlogloss:0.94822
[56]	train-mlogloss:0.96176	validation-mlogloss:0.94324
[57]	train-mlogloss:0.95706	validation-mlogloss:0.93850
[58]	train-mlogloss:0.95254	validation-mlogloss:0.93360
[59]	train-mlogloss:0.94786	validation-mlogloss:0.92859
[60]	train-mlogloss:0.94350	validation-mlogloss:0.92420
[61]	train-mlogloss:0.93917	validation-mlogloss:0.91972
[62]	train-mlogloss:0.93473	validation-mlogloss:0.91519
[63]	train-mlogloss:0.93063	validation-mlogloss:0.91081
[64]	train-mlogloss:0.92638	validation-mlogloss:0.90640
[65]	train-mlogloss:0.92235	validation-mlogloss:0.90214
[66]	train-mlogloss:0.91827	validation-mlogloss:0.89791
[67]	train-mlogloss:0.91417	validation-mlogloss:0.89368
[68]	train-mlogloss:0.90994	validation-mlogloss:0.88921
[69]	train-mlogloss:0.90590	validation-mlogloss:0.88489
[70]	train-mlogloss:0.90178	validation-mlogloss:0.88071
[71]	train-mlogloss:0.89782	validation-mlogloss:0.87659
[72]	train-mlogloss:0.89385	validation-mlogloss:0.87232
[73]	train-mlogloss:0.88995	validation-mlogloss:0.86811
[74]	train-mlogloss:0.88625	validation-mlogloss:0.86430
[75]	train-mlogloss:0.88259	validation-mlogloss:0.86039
[76]	train-mlogloss:0.87895	validation-mlogloss:0.85656
[77]	train-mlogloss:0.87530	validation-mlogloss:0.85266
[78]	train-mlogloss:0.87193	validation-mlogloss:0.84923
[79]	train-mlogloss:0.86848	validation-mlogloss:0.84579
[80]	train-mlogloss:0.86491	validation-mlogloss:0.84210
[81]	train-mlogloss:0.86145	validation-mlogloss:0.83849
[82]	train-mlogloss:0.85810	validation-mlogloss:0.83501
[83]	train-mlogloss:0.85469	validation-mlogloss:0.83152
[84]	train-mlogloss:0.85123	validation-mlogloss:0.82802
[85]	train-mlogloss:0.84783	validation-mlogloss:0.82447
[86]	train-mlogloss:0.84454	validation-mlogloss:0.82097
[87]	train-mlogloss:0.84133	validation-mlogloss:0.81767
[88]	train-mlogloss:0.83818	validation-mlogloss:0.81435
[89]	train-mlogloss:0.83507	validation-mlogloss:0.81116
[90]	train-mlogloss:0.83182	validation-mlogloss:0.80784
[91]	train-mlogloss:0.82857	validation-mlogloss:0.80455
[92]	train-mlogloss:0.82531	validation-mlogloss:0.80123
[93]	train-mlogloss:0.82223	validation-mlogloss:0.79797
[94]	train-mlogloss:0.81946	validation-mlogloss:0.79523
[95]	train-mlogloss:0.81662	validation-mlogloss:0.79239
[96]	train-mlogloss:0.81369	validation-mlogloss:0.78947
[97]	train-mlogloss:0.81057	validation-mlogloss:0.78634
[98]	train-mlogloss:0.80781	validation-mlogloss:0.78337
[99]	train-mlogloss:0.80507	validation-mlogloss:0.78067
[100]	train-mlogloss:0.80244	validation-mlogloss:0.77809
[101]	train-mlogloss:0.79980	validation-mlogloss:0.77534
[102]	train-mlogloss:0.79704	validation-mlogloss:0.77264
[103]	train-mlogloss:0.79453	validation-mlogloss:0.77018
[104]	train-mlogloss:0.79198	validation-mlogloss:0.76756
[105]	train-mlogloss:0.78939	validation-mlogloss:0.76483
[106]	train-mlogloss:0.78678	validation-mlogloss:0.76206
[107]	train-mlogloss:0.78425	validation-mlogloss:0.75942
[108]	train-mlogloss:0.78172	validation-mlogloss:0.75687
[109]	train-mlogloss:0.77921	validation-mlogloss:0.75424
[110]	train-mlogloss:0.77672	validation-mlogloss:0.75169
[111]	train-mlogloss:0.77428	validation-mlogloss:0.74914
[112]	train-mlogloss:0.77179	validation-mlogloss:0.74653
[113]	train-mlogloss:0.76942	validation-mlogloss:0.74394
[114]	train-mlogloss:0.76687	validation-mlogloss:0.74133
[115]	train-mlogloss:0.76441	validation-mlogloss:0.73886
[116]	train-mlogloss:0.76184	validation-mlogloss:0.73628
[117]	train-mlogloss:0.75973	validation-mlogloss:0.73409
[118]	train-mlogloss:0.75736	validation-mlogloss:0.73170
[119]	train-mlogloss:0.75509	validation-mlogloss:0.72922
[120]	train-mlogloss:0.75285	validation-mlogloss:0.72683
[121]	train-mlogloss:0.75063	validation-mlogloss:0.72445
[122]	train-mlogloss:0.74863	validation-mlogloss:0.72233
[123]	train-mlogloss:0.74640	validation-mlogloss:0.72002
[124]	train-mlogloss:0.74443	validation-mlogloss:0.71807
[125]	train-mlogloss:0.74245	validation-mlogloss:0.71593
[126]	train-mlogloss:0.74025	validation-mlogloss:0.71362
[127]	train-mlogloss:0.73805	validation-mlogloss:0.71140
[128]	train-mlogloss:0.73580	validation-mlogloss:0.70921
[129]	train-mlogloss:0.73362	validation-mlogloss:0.70710
[130]	train-mlogloss:0.73170	validation-mlogloss:0.70502
[131]	train-mlogloss:0.72978	validation-mlogloss:0.70307
[132]	train-mlogloss:0.72784	validation-mlogloss:0.70097
[133]	train-mlogloss:0.72588	validation-mlogloss:0.69885
[134]	train-mlogloss:0.72378	validation-mlogloss:0.69673
[135]	train-mlogloss:0.72197	validation-mlogloss:0.69481
[136]	train-mlogloss:0.72004	validation-mlogloss:0.69289
[137]	train-mlogloss:0.71801	validation-mlogloss:0.69083
[138]	train-mlogloss:0.71630	validation-mlogloss:0.68903
[139]	train-mlogloss:0.71456	validation-mlogloss:0.68718
[140]	train-mlogloss:0.71284	validation-mlogloss:0.68539
[141]	train-mlogloss:0.71084	validation-mlogloss:0.68341
[142]	train-mlogloss:0.70896	validation-mlogloss:0.68154
[143]	train-mlogloss:0.70709	validation-mlogloss:0.67965
[144]	train-mlogloss:0.70534	validation-mlogloss:0.67787
[145]	train-mlogloss:0.70348	validation-mlogloss:0.67606
[146]	train-mlogloss:0.70169	validation-mlogloss:0.67422
[147]	train-mlogloss:0.69982	validation-mlogloss:0.67234
[148]	train-mlogloss:0.69804	validation-mlogloss:0.67054
[149]	train-mlogloss:0.69637	validation-mlogloss:0.66893
[150]	train-mlogloss:0.69471	validation-mlogloss:0.66718
[151]	train-mlogloss:0.69297	validation-mlogloss:0.66549
[152]	train-mlogloss:0.69122	validation-mlogloss:0.66379
[153]	train-mlogloss:0.68955	validation-mlogloss:0.66211
[154]	train-mlogloss:0.68784	validation-mlogloss:0.66031
[155]	train-mlogloss:0.68638	validation-mlogloss:0.65894
[156]	train-mlogloss:0.68474	validation-mlogloss:0.65741
[157]	train-mlogloss:0.68314	validation-mlogloss:0.65583
[158]	train-mlogloss:0.68173	validation-mlogloss:0.65438
[159]	train-mlogloss:0.68013	validation-mlogloss:0.65265
[160]	train-mlogloss:0.67850	validation-mlogloss:0.65100
[161]	train-mlogloss:0.67691	validation-mlogloss:0.64938
[162]	train-mlogloss:0.67539	validation-mlogloss:0.64787
[163]	train-mlogloss:0.67387	validation-mlogloss:0.64631
[164]	train-mlogloss:0.67232	validation-mlogloss:0.64464
[165]	train-mlogloss:0.67083	validation-mlogloss:0.64313
[166]	train-mlogloss:0.66954	validation-mlogloss:0.64187
[167]	train-mlogloss:0.66820	validation-mlogloss:0.64040
[168]	train-mlogloss:0.66672	validation-mlogloss:0.63890
[169]	train-mlogloss:0.66542	validation-mlogloss:0.63749
[170]	train-mlogloss:0.66404	validation-mlogloss:0.63603
[171]	train-mlogloss:0.66256	validation-mlogloss:0.63437
[172]	train-mlogloss:0.66122	validation-mlogloss:0.63303
[173]	train-mlogloss:0.65984	validation-mlogloss:0.63160
[174]	train-mlogloss:0.65857	validation-mlogloss:0.63027
[175]	train-mlogloss:0.65728	validation-mlogloss:0.62896
[176]	train-mlogloss:0.65595	validation-mlogloss:0.62764
[177]	train-mlogloss:0.65459	validation-mlogloss:0.62633
[178]	train-mlogloss:0.65331	validation-mlogloss:0.62501
[179]	train-mlogloss:0.65200	validation-mlogloss:0.62362
[180]	train-mlogloss:0.65066	validation-mlogloss:0.62213
[181]	train-mlogloss:0.64935	validation-mlogloss:0.62083
[182]	train-mlogloss:0.64821	validation-mlogloss:0.61975
[183]	train-mlogloss:0.64694	validation-mlogloss:0.61857
[184]	train-mlogloss:0.64576	validation-mlogloss:0.61745
[185]	train-mlogloss:0.64462	validation-mlogloss:0.61622
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[488]	train-mlogloss:0.51361	validation-mlogloss:0.49375
[489]	train-mlogloss:0.51353	validation-mlogloss:0.49367
[490]	train-mlogloss:0.51341	validation-mlogloss:0.49353
[491]	train-mlogloss:0.51332	validation-mlogloss:0.49339
[492]	train-mlogloss:0.51318	validation-mlogloss:0.49322
[493]	train-mlogloss:0.51309	validation-mlogloss:0.49314
[494]	train-mlogloss:0.51300	validation-mlogloss:0.49301
[495]	train-mlogloss:0.51290	validation-mlogloss:0.49297
[496]	train-mlogloss:0.51281	validation-mlogloss:0.49293
[497]	train-mlogloss:0.51277	validation-mlogloss:0.49289
[498]	train-mlogloss:0.51261	validation-mlogloss:0.49270
[499]	train-mlogloss:0.51248	validation-mlogloss:0.49264
[500]	train-mlogloss:0.51239	validation-mlogloss:0.49261
[501]	train-mlogloss:0.51228	validation-mlogloss:0.49246
[502]	train-mlogloss:0.51220	validation-mlogloss:0.49245
[503]	train-mlogloss:0.51211	validation-mlogloss:0.49241
[504]	train-mlogloss:0.51203	validation-mlogloss:0.49230
[505]	train-mlogloss:0.51189	validation-mlogloss:0.49224
[506]	train-mlogloss:0.51177	validation-mlogloss:0.49210
[507]	train-mlogloss:0.51170	validation-mlogloss:0.49204
[508]	train-mlogloss:0.51163	validation-mlogloss:0.49200
[509]	train-mlogloss:0.51143	validation-mlogloss:0.49189
[510]	train-mlogloss:0.51128	validation-mlogloss:0.49173
[511]	train-mlogloss:0.51118	validation-mlogloss:0.49166
[512]	train-mlogloss:0.51110	validation-mlogloss:0.49165
[513]	train-mlogloss:0.51102	validation-mlogloss:0.49158
[514]	train-mlogloss:0.51095	validation-mlogloss:0.49148
[515]	train-mlogloss:0.51088	validation-mlogloss:0.49137
[516]	train-mlogloss:0.51077	validation-mlogloss:0.49122
[517]	train-mlogloss:0.51067	validation-mlogloss:0.49113
[518]	train-mlogloss:0.51055	validation-mlogloss:0.49103
[519]	train-mlogloss:0.51048	validation-mlogloss:0.49095
[520]	train-mlogloss:0.51038	validation-mlogloss:0.49081
[521]	train-mlogloss:0.51031	validation-mlogloss:0.49075
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[0 2 0 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 78.95 [%]
Global accuracy score (test) = 80.98 [%]
Global F1 score (train) = 79.25 [%]
Global F1 score (test) = 81.48 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.72      0.68       350
MODERATE-INTENSITY       0.69      0.64      0.66       350
         SEDENTARY       0.99      0.96      0.98       350
VIGOROUS-INTENSITY       0.97      0.92      0.94       322

          accuracy                           0.81      1372
         macro avg       0.82      0.81      0.81      1372
      weighted avg       0.82      0.81      0.81      1372


Accuracy capturado en la ejecución 2: 80.98 [%]
F1-score capturado en la ejecución 2: 81.48 [%]

=== EJECUCIÓN 3 ===

--- TRAIN (ejecución 3) ---

--- TEST (ejecución 3) ---
2025-11-03 17:19:40.002028: 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`.
2025-11-03 17:19:40.013738: 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 00:00:1762186780.027725  327734 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186780.031905  327734 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186780.042617  327734 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186780.042645  327734 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186780.042648  327734 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186780.042649  327734 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:19:40.045725: 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:1.37453	validation-mlogloss:1.37418
[1]	train-mlogloss:1.36294	validation-mlogloss:1.36225
[2]	train-mlogloss:1.35177	validation-mlogloss:1.35098
[3]	train-mlogloss:1.34077	validation-mlogloss:1.33945
[4]	train-mlogloss:1.32969	validation-mlogloss:1.32795
[5]	train-mlogloss:1.31921	validation-mlogloss:1.31753
[6]	train-mlogloss:1.30896	validation-mlogloss:1.30675
[7]	train-mlogloss:1.29874	validation-mlogloss:1.29617
[8]	train-mlogloss:1.28869	validation-mlogloss:1.28558
[9]	train-mlogloss:1.27868	validation-mlogloss:1.27513
[10]	train-mlogloss:1.26897	validation-mlogloss:1.26486
[11]	train-mlogloss:1.25938	validation-mlogloss:1.25485
[12]	train-mlogloss:1.25037	validation-mlogloss:1.24595
[13]	train-mlogloss:1.24156	validation-mlogloss:1.23685
[14]	train-mlogloss:1.23241	validation-mlogloss:1.22729
[15]	train-mlogloss:1.22348	validation-mlogloss:1.21793
[16]	train-mlogloss:1.21487	validation-mlogloss:1.20900
[17]	train-mlogloss:1.20630	validation-mlogloss:1.20014
[18]	train-mlogloss:1.19820	validation-mlogloss:1.19167
[19]	train-mlogloss:1.18990	validation-mlogloss:1.18301
[20]	train-mlogloss:1.18172	validation-mlogloss:1.17456
[21]	train-mlogloss:1.17388	validation-mlogloss:1.16637
[22]	train-mlogloss:1.16618	validation-mlogloss:1.15824
[23]	train-mlogloss:1.15879	validation-mlogloss:1.15075
[24]	train-mlogloss:1.15121	validation-mlogloss:1.14280
[25]	train-mlogloss:1.14366	validation-mlogloss:1.13499
[26]	train-mlogloss:1.13640	validation-mlogloss:1.12745
[27]	train-mlogloss:1.12928	validation-mlogloss:1.12007
[28]	train-mlogloss:1.12226	validation-mlogloss:1.11292
[29]	train-mlogloss:1.11537	validation-mlogloss:1.10586
[30]	train-mlogloss:1.10861	validation-mlogloss:1.09890
[31]	train-mlogloss:1.10193	validation-mlogloss:1.09176
[32]	train-mlogloss:1.09513	validation-mlogloss:1.08459
[33]	train-mlogloss:1.08839	validation-mlogloss:1.07764
[34]	train-mlogloss:1.08189	validation-mlogloss:1.07071
[35]	train-mlogloss:1.07541	validation-mlogloss:1.06383
[36]	train-mlogloss:1.06918	validation-mlogloss:1.05732
[37]	train-mlogloss:1.06285	validation-mlogloss:1.05068
[38]	train-mlogloss:1.05686	validation-mlogloss:1.04428
[39]	train-mlogloss:1.05092	validation-mlogloss:1.03824
[40]	train-mlogloss:1.04487	validation-mlogloss:1.03195
[41]	train-mlogloss:1.03910	validation-mlogloss:1.02598
[42]	train-mlogloss:1.03347	validation-mlogloss:1.02022
[43]	train-mlogloss:1.02776	validation-mlogloss:1.01436
[44]	train-mlogloss:1.02209	validation-mlogloss:1.00841
[45]	train-mlogloss:1.01669	validation-mlogloss:1.00311
[46]	train-mlogloss:1.01107	validation-mlogloss:0.99742
[47]	train-mlogloss:1.00553	validation-mlogloss:0.99172
[48]	train-mlogloss:1.00047	validation-mlogloss:0.98647
[49]	train-mlogloss:0.99497	validation-mlogloss:0.98091
[50]	train-mlogloss:0.98980	validation-mlogloss:0.97561
[51]	train-mlogloss:0.98491	validation-mlogloss:0.97049
[52]	train-mlogloss:0.97972	validation-mlogloss:0.96519
[53]	train-mlogloss:0.97454	validation-mlogloss:0.95989
[54]	train-mlogloss:0.96963	validation-mlogloss:0.95475
[55]	train-mlogloss:0.96486	validation-mlogloss:0.94982
[56]	train-mlogloss:0.95996	validation-mlogloss:0.94488
[57]	train-mlogloss:0.95521	validation-mlogloss:0.93992
[58]	train-mlogloss:0.95051	validation-mlogloss:0.93517
[59]	train-mlogloss:0.94595	validation-mlogloss:0.93068
[60]	train-mlogloss:0.94134	validation-mlogloss:0.92598
[61]	train-mlogloss:0.93695	validation-mlogloss:0.92133
[62]	train-mlogloss:0.93247	validation-mlogloss:0.91667
[63]	train-mlogloss:0.92803	validation-mlogloss:0.91202
[64]	train-mlogloss:0.92370	validation-mlogloss:0.90755
[65]	train-mlogloss:0.91942	validation-mlogloss:0.90318
[66]	train-mlogloss:0.91545	validation-mlogloss:0.89897
[67]	train-mlogloss:0.91151	validation-mlogloss:0.89490
[68]	train-mlogloss:0.90746	validation-mlogloss:0.89078
[69]	train-mlogloss:0.90347	validation-mlogloss:0.88662
[70]	train-mlogloss:0.89944	validation-mlogloss:0.88261
[71]	train-mlogloss:0.89564	validation-mlogloss:0.87867
[72]	train-mlogloss:0.89174	validation-mlogloss:0.87468
[73]	train-mlogloss:0.88803	validation-mlogloss:0.87090
[74]	train-mlogloss:0.88417	validation-mlogloss:0.86678
[75]	train-mlogloss:0.88034	validation-mlogloss:0.86289
[76]	train-mlogloss:0.87677	validation-mlogloss:0.85915
[77]	train-mlogloss:0.87307	validation-mlogloss:0.85538
[78]	train-mlogloss:0.86942	validation-mlogloss:0.85169
[79]	train-mlogloss:0.86583	validation-mlogloss:0.84797
[80]	train-mlogloss:0.86222	validation-mlogloss:0.84433
[81]	train-mlogloss:0.85872	validation-mlogloss:0.84075
[82]	train-mlogloss:0.85526	validation-mlogloss:0.83711
[83]	train-mlogloss:0.85170	validation-mlogloss:0.83351
[84]	train-mlogloss:0.84856	validation-mlogloss:0.83038
[85]	train-mlogloss:0.84528	validation-mlogloss:0.82710
[86]	train-mlogloss:0.84196	validation-mlogloss:0.82366
[87]	train-mlogloss:0.83869	validation-mlogloss:0.82027
[88]	train-mlogloss:0.83554	validation-mlogloss:0.81696
[89]	train-mlogloss:0.83223	validation-mlogloss:0.81372
[90]	train-mlogloss:0.82908	validation-mlogloss:0.81040
[91]	train-mlogloss:0.82589	validation-mlogloss:0.80724
[92]	train-mlogloss:0.82273	validation-mlogloss:0.80395
[93]	train-mlogloss:0.81978	validation-mlogloss:0.80097
[94]	train-mlogloss:0.81684	validation-mlogloss:0.79785
[95]	train-mlogloss:0.81385	validation-mlogloss:0.79469
[96]	train-mlogloss:0.81094	validation-mlogloss:0.79169
[97]	train-mlogloss:0.80817	validation-mlogloss:0.78898
[98]	train-mlogloss:0.80537	validation-mlogloss:0.78619
[99]	train-mlogloss:0.80257	validation-mlogloss:0.78328
[100]	train-mlogloss:0.79998	validation-mlogloss:0.78062
[101]	train-mlogloss:0.79716	validation-mlogloss:0.77768
[102]	train-mlogloss:0.79451	validation-mlogloss:0.77490
[103]	train-mlogloss:0.79197	validation-mlogloss:0.77234
[104]	train-mlogloss:0.78908	validation-mlogloss:0.76950
[105]	train-mlogloss:0.78653	validation-mlogloss:0.76677
[106]	train-mlogloss:0.78414	validation-mlogloss:0.76436
[107]	train-mlogloss:0.78158	validation-mlogloss:0.76173
[108]	train-mlogloss:0.77896	validation-mlogloss:0.75910
[109]	train-mlogloss:0.77651	validation-mlogloss:0.75650
[110]	train-mlogloss:0.77414	validation-mlogloss:0.75416
[111]	train-mlogloss:0.77181	validation-mlogloss:0.75176
[112]	train-mlogloss:0.76954	validation-mlogloss:0.74961
[113]	train-mlogloss:0.76724	validation-mlogloss:0.74724
[114]	train-mlogloss:0.76492	validation-mlogloss:0.74489
[115]	train-mlogloss:0.76270	validation-mlogloss:0.74265
[116]	train-mlogloss:0.76042	validation-mlogloss:0.74036
[117]	train-mlogloss:0.75781	validation-mlogloss:0.73781
[118]	train-mlogloss:0.75553	validation-mlogloss:0.73556
[119]	train-mlogloss:0.75313	validation-mlogloss:0.73321
[120]	train-mlogloss:0.75094	validation-mlogloss:0.73095
[121]	train-mlogloss:0.74869	validation-mlogloss:0.72858
[122]	train-mlogloss:0.74638	validation-mlogloss:0.72628
[123]	train-mlogloss:0.74410	validation-mlogloss:0.72373
[124]	train-mlogloss:0.74180	validation-mlogloss:0.72140
[125]	train-mlogloss:0.73951	validation-mlogloss:0.71916
[126]	train-mlogloss:0.73755	validation-mlogloss:0.71729
[127]	train-mlogloss:0.73556	validation-mlogloss:0.71517
[128]	train-mlogloss:0.73344	validation-mlogloss:0.71291
[129]	train-mlogloss:0.73155	validation-mlogloss:0.71105
[130]	train-mlogloss:0.72961	validation-mlogloss:0.70907
[131]	train-mlogloss:0.72770	validation-mlogloss:0.70710
[132]	train-mlogloss:0.72563	validation-mlogloss:0.70496
[133]	train-mlogloss:0.72361	validation-mlogloss:0.70292
[134]	train-mlogloss:0.72167	validation-mlogloss:0.70091
[135]	train-mlogloss:0.71960	validation-mlogloss:0.69886
[136]	train-mlogloss:0.71770	validation-mlogloss:0.69693
[137]	train-mlogloss:0.71581	validation-mlogloss:0.69501
[138]	train-mlogloss:0.71390	validation-mlogloss:0.69313
[139]	train-mlogloss:0.71200	validation-mlogloss:0.69117
[140]	train-mlogloss:0.71002	validation-mlogloss:0.68919
[141]	train-mlogloss:0.70826	validation-mlogloss:0.68732
[142]	train-mlogloss:0.70636	validation-mlogloss:0.68559
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[445]	train-mlogloss:0.51675	validation-mlogloss:0.50806
[446]	train-mlogloss:0.51660	validation-mlogloss:0.50789
[447]	train-mlogloss:0.51638	validation-mlogloss:0.50772
[448]	train-mlogloss:0.51619	validation-mlogloss:0.50753
[449]	train-mlogloss:0.51610	validation-mlogloss:0.50745
[450]	train-mlogloss:0.51594	validation-mlogloss:0.50731
[451]	train-mlogloss:0.51578	validation-mlogloss:0.50714
[452]	train-mlogloss:0.51563	validation-mlogloss:0.50701
[453]	train-mlogloss:0.51548	validation-mlogloss:0.50692
[454]	train-mlogloss:0.51535	validation-mlogloss:0.50678
[455]	train-mlogloss:0.51522	validation-mlogloss:0.50665
[456]	train-mlogloss:0.51511	validation-mlogloss:0.50656
[457]	train-mlogloss:0.51494	validation-mlogloss:0.50649
[458]	train-mlogloss:0.51482	validation-mlogloss:0.50640
[459]	train-mlogloss:0.51454	validation-mlogloss:0.50620
[460]	train-mlogloss:0.51432	validation-mlogloss:0.50605
[461]	train-mlogloss:0.51421	validation-mlogloss:0.50597
[462]	train-mlogloss:0.51407	validation-mlogloss:0.50585
[463]	train-mlogloss:0.51393	validation-mlogloss:0.50572
[464]	train-mlogloss:0.51382	validation-mlogloss:0.50558
[465]	train-mlogloss:0.51365	validation-mlogloss:0.50540
[466]	train-mlogloss:0.51353	validation-mlogloss:0.50533
[467]	train-mlogloss:0.51342	validation-mlogloss:0.50525
[468]	train-mlogloss:0.51327	validation-mlogloss:0.50510
[469]	train-mlogloss:0.51315	validation-mlogloss:0.50502
[470]	train-mlogloss:0.51301	validation-mlogloss:0.50493
[471]	train-mlogloss:0.51291	validation-mlogloss:0.50483
[472]	train-mlogloss:0.51278	validation-mlogloss:0.50469
[473]	train-mlogloss:0.51268	validation-mlogloss:0.50459
[474]	train-mlogloss:0.51253	validation-mlogloss:0.50447
[475]	train-mlogloss:0.51244	validation-mlogloss:0.50443
[476]	train-mlogloss:0.51230	validation-mlogloss:0.50432
[477]	train-mlogloss:0.51214	validation-mlogloss:0.50417
[478]	train-mlogloss:0.51206	validation-mlogloss:0.50412
[479]	train-mlogloss:0.51197	validation-mlogloss:0.50405
[480]	train-mlogloss:0.51182	validation-mlogloss:0.50396
[481]	train-mlogloss:0.51167	validation-mlogloss:0.50381
[482]	train-mlogloss:0.51158	validation-mlogloss:0.50376
[483]	train-mlogloss:0.51143	validation-mlogloss:0.50362
[484]	train-mlogloss:0.51136	validation-mlogloss:0.50353
[485]	train-mlogloss:0.51120	validation-mlogloss:0.50346
[486]	train-mlogloss:0.51105	validation-mlogloss:0.50334
[487]	train-mlogloss:0.51100	validation-mlogloss:0.50329
[488]	train-mlogloss:0.51085	validation-mlogloss:0.50318
[489]	train-mlogloss:0.51075	validation-mlogloss:0.50314
[490]	train-mlogloss:0.51065	validation-mlogloss:0.50310
[491]	train-mlogloss:0.51056	validation-mlogloss:0.50307
[492]	train-mlogloss:0.51043	validation-mlogloss:0.50302
[493]	train-mlogloss:0.51036	validation-mlogloss:0.50299
[494]	train-mlogloss:0.51029	validation-mlogloss:0.50292
[495]	train-mlogloss:0.51022	validation-mlogloss:0.50289
[496]	train-mlogloss:0.51012	validation-mlogloss:0.50277
[497]	train-mlogloss:0.50995	validation-mlogloss:0.50261
[498]	train-mlogloss:0.50988	validation-mlogloss:0.50255
[499]	train-mlogloss:0.50982	validation-mlogloss:0.50252
[500]	train-mlogloss:0.50959	validation-mlogloss:0.50233
[501]	train-mlogloss:0.50948	validation-mlogloss:0.50220
[502]	train-mlogloss:0.50932	validation-mlogloss:0.50211
[503]	train-mlogloss:0.50912	validation-mlogloss:0.50197
[504]	train-mlogloss:0.50905	validation-mlogloss:0.50194
[505]	train-mlogloss:0.50894	validation-mlogloss:0.50180
[506]	train-mlogloss:0.50886	validation-mlogloss:0.50174
[507]	train-mlogloss:0.50875	validation-mlogloss:0.50166
[508]	train-mlogloss:0.50867	validation-mlogloss:0.50163
[509]	train-mlogloss:0.50859	validation-mlogloss:0.50154
[510]	train-mlogloss:0.50846	validation-mlogloss:0.50145
[511]	train-mlogloss:0.50838	validation-mlogloss:0.50133
[512]	train-mlogloss:0.50831	validation-mlogloss:0.50129
[513]	train-mlogloss:0.50821	validation-mlogloss:0.50121
[514]	train-mlogloss:0.50813	validation-mlogloss:0.50118
[515]	train-mlogloss:0.50799	validation-mlogloss:0.50108
[516]	train-mlogloss:0.50791	validation-mlogloss:0.50099
[517]	train-mlogloss:0.50782	validation-mlogloss:0.50090
[518]	train-mlogloss:0.50770	validation-mlogloss:0.50078
[519]	train-mlogloss:0.50749	validation-mlogloss:0.50060
[520]	train-mlogloss:0.50740	validation-mlogloss:0.50051
[521]	train-mlogloss:0.50730	validation-mlogloss:0.50047
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 78.99 [%]
Global accuracy score (test) = 80.47 [%]
Global F1 score (train) = 79.32 [%]
Global F1 score (test) = 81.07 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.71      0.67       350
MODERATE-INTENSITY       0.67      0.64      0.66       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.98      0.92      0.95       322

          accuracy                           0.80      1372
         macro avg       0.82      0.81      0.81      1372
      weighted avg       0.81      0.80      0.81      1372


Accuracy capturado en la ejecución 3: 80.47 [%]
F1-score capturado en la ejecución 3: 81.07 [%]

=== EJECUCIÓN 4 ===

--- TRAIN (ejecución 4) ---

--- TEST (ejecución 4) ---
2025-11-03 17:19:58.417660: 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`.
2025-11-03 17:19:58.429605: 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 00:00:1762186798.443552  328043 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186798.448126  328043 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186798.461027  328043 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186798.461063  328043 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186798.461065  328043 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186798.461067  328043 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:19:58.464205: 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:1.37479	validation-mlogloss:1.37443
[1]	train-mlogloss:1.36318	validation-mlogloss:1.36255
[2]	train-mlogloss:1.35241	validation-mlogloss:1.35141
[3]	train-mlogloss:1.34137	validation-mlogloss:1.33958
[4]	train-mlogloss:1.33081	validation-mlogloss:1.32846
[5]	train-mlogloss:1.32068	validation-mlogloss:1.31798
[6]	train-mlogloss:1.31035	validation-mlogloss:1.30725
[7]	train-mlogloss:1.30044	validation-mlogloss:1.29679
[8]	train-mlogloss:1.29051	validation-mlogloss:1.28625
[9]	train-mlogloss:1.28094	validation-mlogloss:1.27640
[10]	train-mlogloss:1.27113	validation-mlogloss:1.26615
[11]	train-mlogloss:1.26150	validation-mlogloss:1.25626
[12]	train-mlogloss:1.25197	validation-mlogloss:1.24643
[13]	train-mlogloss:1.24282	validation-mlogloss:1.23712
[14]	train-mlogloss:1.23407	validation-mlogloss:1.22813
[15]	train-mlogloss:1.22540	validation-mlogloss:1.21905
[16]	train-mlogloss:1.21675	validation-mlogloss:1.20975
[17]	train-mlogloss:1.20823	validation-mlogloss:1.20082
[18]	train-mlogloss:1.19962	validation-mlogloss:1.19175
[19]	train-mlogloss:1.19161	validation-mlogloss:1.18322
[20]	train-mlogloss:1.18365	validation-mlogloss:1.17517
[21]	train-mlogloss:1.17561	validation-mlogloss:1.16667
[22]	train-mlogloss:1.16775	validation-mlogloss:1.15880
[23]	train-mlogloss:1.16001	validation-mlogloss:1.15052
[24]	train-mlogloss:1.15238	validation-mlogloss:1.14255
[25]	train-mlogloss:1.14476	validation-mlogloss:1.13442
[26]	train-mlogloss:1.13726	validation-mlogloss:1.12660
[27]	train-mlogloss:1.13011	validation-mlogloss:1.11894
[28]	train-mlogloss:1.12315	validation-mlogloss:1.11182
[29]	train-mlogloss:1.11613	validation-mlogloss:1.10426
[30]	train-mlogloss:1.10924	validation-mlogloss:1.09693
[31]	train-mlogloss:1.10261	validation-mlogloss:1.09017
[32]	train-mlogloss:1.09615	validation-mlogloss:1.08340
[33]	train-mlogloss:1.08954	validation-mlogloss:1.07647
[34]	train-mlogloss:1.08328	validation-mlogloss:1.07007
[35]	train-mlogloss:1.07680	validation-mlogloss:1.06338
[36]	train-mlogloss:1.07047	validation-mlogloss:1.05676
[37]	train-mlogloss:1.06442	validation-mlogloss:1.05065
[38]	train-mlogloss:1.05816	validation-mlogloss:1.04385
[39]	train-mlogloss:1.05213	validation-mlogloss:1.03781
[40]	train-mlogloss:1.04630	validation-mlogloss:1.03168
[41]	train-mlogloss:1.04023	validation-mlogloss:1.02541
[42]	train-mlogloss:1.03450	validation-mlogloss:1.01963
[43]	train-mlogloss:1.02880	validation-mlogloss:1.01354
[44]	train-mlogloss:1.02337	validation-mlogloss:1.00778
[45]	train-mlogloss:1.01751	validation-mlogloss:1.00177
[46]	train-mlogloss:1.01194	validation-mlogloss:0.99600
[47]	train-mlogloss:1.00637	validation-mlogloss:0.99023
[48]	train-mlogloss:1.00121	validation-mlogloss:0.98487
[49]	train-mlogloss:0.99605	validation-mlogloss:0.97945
[50]	train-mlogloss:0.99097	validation-mlogloss:0.97417
[51]	train-mlogloss:0.98570	validation-mlogloss:0.96892
[52]	train-mlogloss:0.98060	validation-mlogloss:0.96374
[53]	train-mlogloss:0.97544	validation-mlogloss:0.95839
[54]	train-mlogloss:0.97037	validation-mlogloss:0.95308
[55]	train-mlogloss:0.96569	validation-mlogloss:0.94811
[56]	train-mlogloss:0.96079	validation-mlogloss:0.94341
[57]	train-mlogloss:0.95603	validation-mlogloss:0.93850
[58]	train-mlogloss:0.95133	validation-mlogloss:0.93354
[59]	train-mlogloss:0.94686	validation-mlogloss:0.92915
[60]	train-mlogloss:0.94218	validation-mlogloss:0.92444
[61]	train-mlogloss:0.93773	validation-mlogloss:0.92021
[62]	train-mlogloss:0.93330	validation-mlogloss:0.91570
[63]	train-mlogloss:0.92904	validation-mlogloss:0.91125
[64]	train-mlogloss:0.92507	validation-mlogloss:0.90721
[65]	train-mlogloss:0.92076	validation-mlogloss:0.90265
[66]	train-mlogloss:0.91661	validation-mlogloss:0.89828
[67]	train-mlogloss:0.91246	validation-mlogloss:0.89408
[68]	train-mlogloss:0.90833	validation-mlogloss:0.88966
[69]	train-mlogloss:0.90423	validation-mlogloss:0.88544
[70]	train-mlogloss:0.90031	validation-mlogloss:0.88163
[71]	train-mlogloss:0.89648	validation-mlogloss:0.87766
[72]	train-mlogloss:0.89245	validation-mlogloss:0.87347
[73]	train-mlogloss:0.88860	validation-mlogloss:0.86949
[74]	train-mlogloss:0.88474	validation-mlogloss:0.86531
[75]	train-mlogloss:0.88115	validation-mlogloss:0.86168
[76]	train-mlogloss:0.87734	validation-mlogloss:0.85782
[77]	train-mlogloss:0.87380	validation-mlogloss:0.85415
[78]	train-mlogloss:0.87012	validation-mlogloss:0.85014
[79]	train-mlogloss:0.86650	validation-mlogloss:0.84654
[80]	train-mlogloss:0.86286	validation-mlogloss:0.84290
[81]	train-mlogloss:0.85954	validation-mlogloss:0.83942
[82]	train-mlogloss:0.85602	validation-mlogloss:0.83594
[83]	train-mlogloss:0.85247	validation-mlogloss:0.83223
[84]	train-mlogloss:0.84916	validation-mlogloss:0.82882
[85]	train-mlogloss:0.84592	validation-mlogloss:0.82551
[86]	train-mlogloss:0.84265	validation-mlogloss:0.82205
[87]	train-mlogloss:0.83951	validation-mlogloss:0.81861
[88]	train-mlogloss:0.83647	validation-mlogloss:0.81540
[89]	train-mlogloss:0.83329	validation-mlogloss:0.81196
[90]	train-mlogloss:0.83003	validation-mlogloss:0.80857
[91]	train-mlogloss:0.82678	validation-mlogloss:0.80524
[92]	train-mlogloss:0.82379	validation-mlogloss:0.80217
[93]	train-mlogloss:0.82078	validation-mlogloss:0.79900
[94]	train-mlogloss:0.81784	validation-mlogloss:0.79598
[95]	train-mlogloss:0.81491	validation-mlogloss:0.79299
[96]	train-mlogloss:0.81196	validation-mlogloss:0.78991
[97]	train-mlogloss:0.80914	validation-mlogloss:0.78693
[98]	train-mlogloss:0.80629	validation-mlogloss:0.78398
[99]	train-mlogloss:0.80354	validation-mlogloss:0.78111
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[402]	train-mlogloss:0.52468	validation-mlogloss:0.51027
[403]	train-mlogloss:0.52456	validation-mlogloss:0.51023
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[408]	train-mlogloss:0.52350	validation-mlogloss:0.50930
[409]	train-mlogloss:0.52331	validation-mlogloss:0.50923
[410]	train-mlogloss:0.52302	validation-mlogloss:0.50901
[411]	train-mlogloss:0.52275	validation-mlogloss:0.50882
[412]	train-mlogloss:0.52255	validation-mlogloss:0.50865
[413]	train-mlogloss:0.52240	validation-mlogloss:0.50848
[414]	train-mlogloss:0.52226	validation-mlogloss:0.50835
[415]	train-mlogloss:0.52197	validation-mlogloss:0.50803
[416]	train-mlogloss:0.52167	validation-mlogloss:0.50778
[417]	train-mlogloss:0.52154	validation-mlogloss:0.50766
[418]	train-mlogloss:0.52132	validation-mlogloss:0.50752
[419]	train-mlogloss:0.52119	validation-mlogloss:0.50738
[420]	train-mlogloss:0.52099	validation-mlogloss:0.50715
[421]	train-mlogloss:0.52072	validation-mlogloss:0.50699
[422]	train-mlogloss:0.52062	validation-mlogloss:0.50688
[423]	train-mlogloss:0.52034	validation-mlogloss:0.50657
[424]	train-mlogloss:0.52019	validation-mlogloss:0.50649
[425]	train-mlogloss:0.52004	validation-mlogloss:0.50626
[426]	train-mlogloss:0.51990	validation-mlogloss:0.50616
[427]	train-mlogloss:0.51975	validation-mlogloss:0.50606
[428]	train-mlogloss:0.51964	validation-mlogloss:0.50591
[429]	train-mlogloss:0.51943	validation-mlogloss:0.50572
[430]	train-mlogloss:0.51920	validation-mlogloss:0.50553
[431]	train-mlogloss:0.51896	validation-mlogloss:0.50535
[432]	train-mlogloss:0.51876	validation-mlogloss:0.50515
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[435]	train-mlogloss:0.51817	validation-mlogloss:0.50470
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[439]	train-mlogloss:0.51752	validation-mlogloss:0.50414
[440]	train-mlogloss:0.51729	validation-mlogloss:0.50394
[441]	train-mlogloss:0.51711	validation-mlogloss:0.50377
[442]	train-mlogloss:0.51699	validation-mlogloss:0.50363
[443]	train-mlogloss:0.51682	validation-mlogloss:0.50350
[444]	train-mlogloss:0.51669	validation-mlogloss:0.50344
[445]	train-mlogloss:0.51646	validation-mlogloss:0.50326
[446]	train-mlogloss:0.51632	validation-mlogloss:0.50321
[447]	train-mlogloss:0.51618	validation-mlogloss:0.50306
[448]	train-mlogloss:0.51608	validation-mlogloss:0.50301
[449]	train-mlogloss:0.51589	validation-mlogloss:0.50284
[450]	train-mlogloss:0.51571	validation-mlogloss:0.50268
[451]	train-mlogloss:0.51557	validation-mlogloss:0.50257
[452]	train-mlogloss:0.51546	validation-mlogloss:0.50241
[453]	train-mlogloss:0.51533	validation-mlogloss:0.50232
[454]	train-mlogloss:0.51519	validation-mlogloss:0.50218
[455]	train-mlogloss:0.51498	validation-mlogloss:0.50195
[456]	train-mlogloss:0.51490	validation-mlogloss:0.50188
[457]	train-mlogloss:0.51473	validation-mlogloss:0.50177
[458]	train-mlogloss:0.51453	validation-mlogloss:0.50162
[459]	train-mlogloss:0.51441	validation-mlogloss:0.50150
[460]	train-mlogloss:0.51421	validation-mlogloss:0.50133
[461]	train-mlogloss:0.51409	validation-mlogloss:0.50124
[462]	train-mlogloss:0.51396	validation-mlogloss:0.50114
[463]	train-mlogloss:0.51383	validation-mlogloss:0.50108
[464]	train-mlogloss:0.51366	validation-mlogloss:0.50089
[465]	train-mlogloss:0.51358	validation-mlogloss:0.50086
[466]	train-mlogloss:0.51347	validation-mlogloss:0.50074
[467]	train-mlogloss:0.51333	validation-mlogloss:0.50052
[468]	train-mlogloss:0.51325	validation-mlogloss:0.50045
[469]	train-mlogloss:0.51313	validation-mlogloss:0.50033
[470]	train-mlogloss:0.51302	validation-mlogloss:0.50026
[471]	train-mlogloss:0.51294	validation-mlogloss:0.50019
[472]	train-mlogloss:0.51277	validation-mlogloss:0.50004
[473]	train-mlogloss:0.51261	validation-mlogloss:0.49990
[474]	train-mlogloss:0.51254	validation-mlogloss:0.49983
[475]	train-mlogloss:0.51242	validation-mlogloss:0.49976
[476]	train-mlogloss:0.51232	validation-mlogloss:0.49963
[477]	train-mlogloss:0.51221	validation-mlogloss:0.49952
[478]	train-mlogloss:0.51209	validation-mlogloss:0.49941
[479]	train-mlogloss:0.51199	validation-mlogloss:0.49936
[480]	train-mlogloss:0.51191	validation-mlogloss:0.49932
[481]	train-mlogloss:0.51177	validation-mlogloss:0.49919
[482]	train-mlogloss:0.51164	validation-mlogloss:0.49916
[483]	train-mlogloss:0.51154	validation-mlogloss:0.49909
[484]	train-mlogloss:0.51142	validation-mlogloss:0.49895
[485]	train-mlogloss:0.51132	validation-mlogloss:0.49883
[486]	train-mlogloss:0.51124	validation-mlogloss:0.49882
[487]	train-mlogloss:0.51115	validation-mlogloss:0.49883
[488]	train-mlogloss:0.51105	validation-mlogloss:0.49880
[489]	train-mlogloss:0.51095	validation-mlogloss:0.49871
[490]	train-mlogloss:0.51085	validation-mlogloss:0.49864
[491]	train-mlogloss:0.51077	validation-mlogloss:0.49858
[492]	train-mlogloss:0.51065	validation-mlogloss:0.49845
[493]	train-mlogloss:0.51054	validation-mlogloss:0.49827
[494]	train-mlogloss:0.51044	validation-mlogloss:0.49817
[495]	train-mlogloss:0.51034	validation-mlogloss:0.49811
[496]	train-mlogloss:0.51019	validation-mlogloss:0.49797
[497]	train-mlogloss:0.51002	validation-mlogloss:0.49777
[498]	train-mlogloss:0.50986	validation-mlogloss:0.49766
[499]	train-mlogloss:0.50979	validation-mlogloss:0.49756
[500]	train-mlogloss:0.50963	validation-mlogloss:0.49735
[501]	train-mlogloss:0.50954	validation-mlogloss:0.49728
[502]	train-mlogloss:0.50938	validation-mlogloss:0.49717
[503]	train-mlogloss:0.50927	validation-mlogloss:0.49703
[504]	train-mlogloss:0.50919	validation-mlogloss:0.49703
[505]	train-mlogloss:0.50911	validation-mlogloss:0.49696
[506]	train-mlogloss:0.50899	validation-mlogloss:0.49682
[507]	train-mlogloss:0.50889	validation-mlogloss:0.49665
[508]	train-mlogloss:0.50878	validation-mlogloss:0.49651
[509]	train-mlogloss:0.50871	validation-mlogloss:0.49643
[510]	train-mlogloss:0.50863	validation-mlogloss:0.49633
[511]	train-mlogloss:0.50852	validation-mlogloss:0.49625
[512]	train-mlogloss:0.50844	validation-mlogloss:0.49621
[513]	train-mlogloss:0.50836	validation-mlogloss:0.49618
[514]	train-mlogloss:0.50828	validation-mlogloss:0.49609
[515]	train-mlogloss:0.50822	validation-mlogloss:0.49603
[516]	train-mlogloss:0.50812	validation-mlogloss:0.49593
[517]	train-mlogloss:0.50802	validation-mlogloss:0.49593
[518]	train-mlogloss:0.50784	validation-mlogloss:0.49580
[519]	train-mlogloss:0.50774	validation-mlogloss:0.49570
[520]	train-mlogloss:0.50766	validation-mlogloss:0.49565
[521]	train-mlogloss:0.50754	validation-mlogloss:0.49558
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 1 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 78.96 [%]
Global accuracy score (test) = 79.23 [%]
Global F1 score (train) = 79.31 [%]
Global F1 score (test) = 79.73 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.70      0.66       350
MODERATE-INTENSITY       0.65      0.61      0.63       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.95      0.92      0.94       322

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


Accuracy capturado en la ejecución 4: 79.23 [%]
F1-score capturado en la ejecución 4: 79.73 [%]

=== EJECUCIÓN 5 ===

--- TRAIN (ejecución 5) ---

--- TEST (ejecución 5) ---
2025-11-03 17:20:16.962456: 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`.
2025-11-03 17:20:16.974312: 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 00:00:1762186816.987999  328340 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186816.992377  328340 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186817.002716  328340 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186817.002745  328340 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186817.002748  328340 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186817.002750  328340 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:20:17.006050: 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:1.37456	validation-mlogloss:1.37398
[1]	train-mlogloss:1.36324	validation-mlogloss:1.36205
[2]	train-mlogloss:1.35181	validation-mlogloss:1.35017
[3]	train-mlogloss:1.34045	validation-mlogloss:1.33832
[4]	train-mlogloss:1.32972	validation-mlogloss:1.32707
[5]	train-mlogloss:1.31906	validation-mlogloss:1.31608
[6]	train-mlogloss:1.30842	validation-mlogloss:1.30490
[7]	train-mlogloss:1.29843	validation-mlogloss:1.29488
[8]	train-mlogloss:1.28863	validation-mlogloss:1.28469
[9]	train-mlogloss:1.27866	validation-mlogloss:1.27442
[10]	train-mlogloss:1.26900	validation-mlogloss:1.26416
[11]	train-mlogloss:1.25972	validation-mlogloss:1.25483
[12]	train-mlogloss:1.25034	validation-mlogloss:1.24509
[13]	train-mlogloss:1.24098	validation-mlogloss:1.23525
[14]	train-mlogloss:1.23187	validation-mlogloss:1.22560
[15]	train-mlogloss:1.22287	validation-mlogloss:1.21604
[16]	train-mlogloss:1.21413	validation-mlogloss:1.20685
[17]	train-mlogloss:1.20559	validation-mlogloss:1.19801
[18]	train-mlogloss:1.19766	validation-mlogloss:1.18973
[19]	train-mlogloss:1.18942	validation-mlogloss:1.18107
[20]	train-mlogloss:1.18132	validation-mlogloss:1.17251
[21]	train-mlogloss:1.17350	validation-mlogloss:1.16428
[22]	train-mlogloss:1.16571	validation-mlogloss:1.15595
[23]	train-mlogloss:1.15805	validation-mlogloss:1.14793
[24]	train-mlogloss:1.15049	validation-mlogloss:1.14001
[25]	train-mlogloss:1.14328	validation-mlogloss:1.13234
[26]	train-mlogloss:1.13616	validation-mlogloss:1.12518
[27]	train-mlogloss:1.12906	validation-mlogloss:1.11781
[28]	train-mlogloss:1.12180	validation-mlogloss:1.11038
[29]	train-mlogloss:1.11468	validation-mlogloss:1.10302
[30]	train-mlogloss:1.10794	validation-mlogloss:1.09611
[31]	train-mlogloss:1.10115	validation-mlogloss:1.08912
[32]	train-mlogloss:1.09461	validation-mlogloss:1.08235
[33]	train-mlogloss:1.08803	validation-mlogloss:1.07557
[34]	train-mlogloss:1.08146	validation-mlogloss:1.06859
[35]	train-mlogloss:1.07511	validation-mlogloss:1.06182
[36]	train-mlogloss:1.06889	validation-mlogloss:1.05526
[37]	train-mlogloss:1.06276	validation-mlogloss:1.04894
[38]	train-mlogloss:1.05677	validation-mlogloss:1.04265
[39]	train-mlogloss:1.05093	validation-mlogloss:1.03650
[40]	train-mlogloss:1.04509	validation-mlogloss:1.03025
[41]	train-mlogloss:1.03915	validation-mlogloss:1.02420
[42]	train-mlogloss:1.03346	validation-mlogloss:1.01830
[43]	train-mlogloss:1.02763	validation-mlogloss:1.01224
[44]	train-mlogloss:1.02210	validation-mlogloss:1.00671
[45]	train-mlogloss:1.01644	validation-mlogloss:1.00077
[46]	train-mlogloss:1.01083	validation-mlogloss:0.99487
[47]	train-mlogloss:1.00515	validation-mlogloss:0.98925
[48]	train-mlogloss:0.99994	validation-mlogloss:0.98383
[49]	train-mlogloss:0.99448	validation-mlogloss:0.97846
[50]	train-mlogloss:0.98919	validation-mlogloss:0.97299
[51]	train-mlogloss:0.98417	validation-mlogloss:0.96757
[52]	train-mlogloss:0.97945	validation-mlogloss:0.96280
[53]	train-mlogloss:0.97461	validation-mlogloss:0.95796
[54]	train-mlogloss:0.96968	validation-mlogloss:0.95297
[55]	train-mlogloss:0.96494	validation-mlogloss:0.94804
[56]	train-mlogloss:0.96010	validation-mlogloss:0.94298
[57]	train-mlogloss:0.95542	validation-mlogloss:0.93804
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[359]	train-mlogloss:0.53654	validation-mlogloss:0.51991
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[389]	train-mlogloss:0.52833	validation-mlogloss:0.51321
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[391]	train-mlogloss:0.52794	validation-mlogloss:0.51286
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[418]	train-mlogloss:0.52232	validation-mlogloss:0.50834
[419]	train-mlogloss:0.52220	validation-mlogloss:0.50832
[420]	train-mlogloss:0.52212	validation-mlogloss:0.50823
[421]	train-mlogloss:0.52202	validation-mlogloss:0.50815
[422]	train-mlogloss:0.52185	validation-mlogloss:0.50792
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[424]	train-mlogloss:0.52151	validation-mlogloss:0.50765
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[426]	train-mlogloss:0.52115	validation-mlogloss:0.50736
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[428]	train-mlogloss:0.52083	validation-mlogloss:0.50707
[429]	train-mlogloss:0.52061	validation-mlogloss:0.50688
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[432]	train-mlogloss:0.52003	validation-mlogloss:0.50643
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[440]	train-mlogloss:0.51864	validation-mlogloss:0.50539
[441]	train-mlogloss:0.51847	validation-mlogloss:0.50525
[442]	train-mlogloss:0.51837	validation-mlogloss:0.50521
[443]	train-mlogloss:0.51826	validation-mlogloss:0.50505
[444]	train-mlogloss:0.51804	validation-mlogloss:0.50482
[445]	train-mlogloss:0.51787	validation-mlogloss:0.50468
[446]	train-mlogloss:0.51763	validation-mlogloss:0.50445
[447]	train-mlogloss:0.51748	validation-mlogloss:0.50431
[448]	train-mlogloss:0.51736	validation-mlogloss:0.50416
[449]	train-mlogloss:0.51723	validation-mlogloss:0.50397
[450]	train-mlogloss:0.51708	validation-mlogloss:0.50383
[451]	train-mlogloss:0.51694	validation-mlogloss:0.50363
[452]	train-mlogloss:0.51682	validation-mlogloss:0.50351
[453]	train-mlogloss:0.51675	validation-mlogloss:0.50347
[454]	train-mlogloss:0.51659	validation-mlogloss:0.50336
[455]	train-mlogloss:0.51648	validation-mlogloss:0.50325
[456]	train-mlogloss:0.51635	validation-mlogloss:0.50309
[457]	train-mlogloss:0.51612	validation-mlogloss:0.50286
[458]	train-mlogloss:0.51599	validation-mlogloss:0.50283
[459]	train-mlogloss:0.51582	validation-mlogloss:0.50272
[460]	train-mlogloss:0.51570	validation-mlogloss:0.50260
[461]	train-mlogloss:0.51560	validation-mlogloss:0.50258
[462]	train-mlogloss:0.51554	validation-mlogloss:0.50254
[463]	train-mlogloss:0.51539	validation-mlogloss:0.50239
[464]	train-mlogloss:0.51526	validation-mlogloss:0.50231
[465]	train-mlogloss:0.51508	validation-mlogloss:0.50212
[466]	train-mlogloss:0.51491	validation-mlogloss:0.50191
[467]	train-mlogloss:0.51475	validation-mlogloss:0.50174
[468]	train-mlogloss:0.51466	validation-mlogloss:0.50174
[469]	train-mlogloss:0.51455	validation-mlogloss:0.50160
[470]	train-mlogloss:0.51439	validation-mlogloss:0.50148
[471]	train-mlogloss:0.51427	validation-mlogloss:0.50135
[472]	train-mlogloss:0.51415	validation-mlogloss:0.50121
[473]	train-mlogloss:0.51400	validation-mlogloss:0.50111
[474]	train-mlogloss:0.51387	validation-mlogloss:0.50102
[475]	train-mlogloss:0.51374	validation-mlogloss:0.50087
[476]	train-mlogloss:0.51362	validation-mlogloss:0.50076
[477]	train-mlogloss:0.51346	validation-mlogloss:0.50062
[478]	train-mlogloss:0.51336	validation-mlogloss:0.50056
[479]	train-mlogloss:0.51325	validation-mlogloss:0.50052
[480]	train-mlogloss:0.51318	validation-mlogloss:0.50048
[481]	train-mlogloss:0.51305	validation-mlogloss:0.50034
[482]	train-mlogloss:0.51292	validation-mlogloss:0.50030
[483]	train-mlogloss:0.51280	validation-mlogloss:0.50015
[484]	train-mlogloss:0.51270	validation-mlogloss:0.50005
[485]	train-mlogloss:0.51258	validation-mlogloss:0.49995
[486]	train-mlogloss:0.51249	validation-mlogloss:0.49994
[487]	train-mlogloss:0.51238	validation-mlogloss:0.49982
[488]	train-mlogloss:0.51230	validation-mlogloss:0.49975
[489]	train-mlogloss:0.51220	validation-mlogloss:0.49969
[490]	train-mlogloss:0.51206	validation-mlogloss:0.49957
[491]	train-mlogloss:0.51203	validation-mlogloss:0.49955
[492]	train-mlogloss:0.51188	validation-mlogloss:0.49946
[493]	train-mlogloss:0.51173	validation-mlogloss:0.49935
[494]	train-mlogloss:0.51153	validation-mlogloss:0.49917
[495]	train-mlogloss:0.51135	validation-mlogloss:0.49900
[496]	train-mlogloss:0.51127	validation-mlogloss:0.49897
[497]	train-mlogloss:0.51115	validation-mlogloss:0.49889
[498]	train-mlogloss:0.51106	validation-mlogloss:0.49882
[499]	train-mlogloss:0.51096	validation-mlogloss:0.49870
[500]	train-mlogloss:0.51089	validation-mlogloss:0.49863
[501]	train-mlogloss:0.51076	validation-mlogloss:0.49853
[502]	train-mlogloss:0.51064	validation-mlogloss:0.49835
[503]	train-mlogloss:0.51052	validation-mlogloss:0.49822
[504]	train-mlogloss:0.51038	validation-mlogloss:0.49819
[505]	train-mlogloss:0.51027	validation-mlogloss:0.49807
[506]	train-mlogloss:0.51015	validation-mlogloss:0.49794
[507]	train-mlogloss:0.51007	validation-mlogloss:0.49786
[508]	train-mlogloss:0.50996	validation-mlogloss:0.49784
[509]	train-mlogloss:0.50987	validation-mlogloss:0.49771
[510]	train-mlogloss:0.50976	validation-mlogloss:0.49766
[511]	train-mlogloss:0.50962	validation-mlogloss:0.49755
[512]	train-mlogloss:0.50949	validation-mlogloss:0.49745
[513]	train-mlogloss:0.50934	validation-mlogloss:0.49730
[514]	train-mlogloss:0.50926	validation-mlogloss:0.49725
[515]	train-mlogloss:0.50915	validation-mlogloss:0.49709
[516]	train-mlogloss:0.50902	validation-mlogloss:0.49698
[517]	train-mlogloss:0.50899	validation-mlogloss:0.49695
[518]	train-mlogloss:0.50891	validation-mlogloss:0.49691
[519]	train-mlogloss:0.50881	validation-mlogloss:0.49679
[520]	train-mlogloss:0.50873	validation-mlogloss:0.49668
[521]	train-mlogloss:0.50862	validation-mlogloss:0.49658
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 0 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.57 [%]
Global accuracy score (test) = 80.69 [%]
Global F1 score (train) = 79.95 [%]
Global F1 score (test) = 81.26 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.71      0.67       350
MODERATE-INTENSITY       0.67      0.66      0.66       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.95       322

          accuracy                           0.81      1372
         macro avg       0.82      0.81      0.81      1372
      weighted avg       0.81      0.81      0.81      1372


Accuracy capturado en la ejecución 5: 80.69 [%]
F1-score capturado en la ejecución 5: 81.26 [%]

=== EJECUCIÓN 6 ===

--- TRAIN (ejecución 6) ---

--- TEST (ejecución 6) ---
2025-11-03 17:20:35.709482: 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`.
2025-11-03 17:20:35.721071: 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 00:00:1762186835.734638  328644 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186835.738906  328644 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186835.749002  328644 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186835.749026  328644 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186835.749029  328644 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186835.749030  328644 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:20:35.752376: 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:1.37463	validation-mlogloss:1.37424
[1]	train-mlogloss:1.36302	validation-mlogloss:1.36197
[2]	train-mlogloss:1.35171	validation-mlogloss:1.35021
[3]	train-mlogloss:1.34083	validation-mlogloss:1.33897
[4]	train-mlogloss:1.33000	validation-mlogloss:1.32763
[5]	train-mlogloss:1.31925	validation-mlogloss:1.31646
[6]	train-mlogloss:1.30870	validation-mlogloss:1.30584
[7]	train-mlogloss:1.29834	validation-mlogloss:1.29488
[8]	train-mlogloss:1.28800	validation-mlogloss:1.28406
[9]	train-mlogloss:1.27817	validation-mlogloss:1.27381
[10]	train-mlogloss:1.26883	validation-mlogloss:1.26408
[11]	train-mlogloss:1.25922	validation-mlogloss:1.25428
[12]	train-mlogloss:1.24987	validation-mlogloss:1.24440
[13]	train-mlogloss:1.24063	validation-mlogloss:1.23472
[14]	train-mlogloss:1.23176	validation-mlogloss:1.22550
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[446]	train-mlogloss:0.51198	validation-mlogloss:0.50880
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[485]	train-mlogloss:0.50674	validation-mlogloss:0.50422
[486]	train-mlogloss:0.50659	validation-mlogloss:0.50401
[487]	train-mlogloss:0.50641	validation-mlogloss:0.50390
[488]	train-mlogloss:0.50629	validation-mlogloss:0.50380
[489]	train-mlogloss:0.50618	validation-mlogloss:0.50370
[490]	train-mlogloss:0.50610	validation-mlogloss:0.50360
[491]	train-mlogloss:0.50601	validation-mlogloss:0.50348
[492]	train-mlogloss:0.50586	validation-mlogloss:0.50336
[493]	train-mlogloss:0.50578	validation-mlogloss:0.50331
[494]	train-mlogloss:0.50567	validation-mlogloss:0.50325
[495]	train-mlogloss:0.50558	validation-mlogloss:0.50317
[496]	train-mlogloss:0.50547	validation-mlogloss:0.50311
[497]	train-mlogloss:0.50534	validation-mlogloss:0.50300
[498]	train-mlogloss:0.50524	validation-mlogloss:0.50288
[499]	train-mlogloss:0.50513	validation-mlogloss:0.50279
[500]	train-mlogloss:0.50501	validation-mlogloss:0.50269
[501]	train-mlogloss:0.50490	validation-mlogloss:0.50258
[502]	train-mlogloss:0.50482	validation-mlogloss:0.50254
[503]	train-mlogloss:0.50470	validation-mlogloss:0.50239
[504]	train-mlogloss:0.50462	validation-mlogloss:0.50239
[505]	train-mlogloss:0.50448	validation-mlogloss:0.50228
[506]	train-mlogloss:0.50438	validation-mlogloss:0.50224
[507]	train-mlogloss:0.50431	validation-mlogloss:0.50216
[508]	train-mlogloss:0.50425	validation-mlogloss:0.50212
[509]	train-mlogloss:0.50414	validation-mlogloss:0.50197
[510]	train-mlogloss:0.50404	validation-mlogloss:0.50187
[511]	train-mlogloss:0.50389	validation-mlogloss:0.50178
[512]	train-mlogloss:0.50375	validation-mlogloss:0.50163
[513]	train-mlogloss:0.50369	validation-mlogloss:0.50160
[514]	train-mlogloss:0.50360	validation-mlogloss:0.50156
[515]	train-mlogloss:0.50353	validation-mlogloss:0.50147
[516]	train-mlogloss:0.50345	validation-mlogloss:0.50138
[517]	train-mlogloss:0.50330	validation-mlogloss:0.50132
[518]	train-mlogloss:0.50323	validation-mlogloss:0.50125
[519]	train-mlogloss:0.50314	validation-mlogloss:0.50119
[520]	train-mlogloss:0.50302	validation-mlogloss:0.50115
[521]	train-mlogloss:0.50294	validation-mlogloss:0.50113
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 1 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 78.97 [%]
Global accuracy score (test) = 80.17 [%]
Global F1 score (train) = 79.25 [%]
Global F1 score (test) = 80.78 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.71      0.67       350
MODERATE-INTENSITY       0.67      0.64      0.65       350
         SEDENTARY       0.99      0.94      0.96       350
VIGOROUS-INTENSITY       0.97      0.92      0.95       322

          accuracy                           0.80      1372
         macro avg       0.81      0.80      0.81      1372
      weighted avg       0.81      0.80      0.81      1372


Accuracy capturado en la ejecución 6: 80.17 [%]
F1-score capturado en la ejecución 6: 80.78 [%]

=== EJECUCIÓN 7 ===

--- TRAIN (ejecución 7) ---

--- TEST (ejecución 7) ---
2025-11-03 17:20:54.191201: 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`.
2025-11-03 17:20:54.202992: 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 00:00:1762186854.217172  328962 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186854.221768  328962 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186854.232136  328962 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186854.232166  328962 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186854.232170  328962 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186854.232172  328962 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:20:54.235612: 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)
Training a non-convolutional model.
[0]	train-mlogloss:1.37461	validation-mlogloss:1.37409
[1]	train-mlogloss:1.36309	validation-mlogloss:1.36226
[2]	train-mlogloss:1.35175	validation-mlogloss:1.35039
[3]	train-mlogloss:1.34113	validation-mlogloss:1.33946
[4]	train-mlogloss:1.33029	validation-mlogloss:1.32843
[5]	train-mlogloss:1.31969	validation-mlogloss:1.31746
[6]	train-mlogloss:1.30932	validation-mlogloss:1.30680
[7]	train-mlogloss:1.29915	validation-mlogloss:1.29629
[8]	train-mlogloss:1.28907	validation-mlogloss:1.28579
[9]	train-mlogloss:1.27898	validation-mlogloss:1.27529
[10]	train-mlogloss:1.26941	validation-mlogloss:1.26529
[11]	train-mlogloss:1.26022	validation-mlogloss:1.25594
[12]	train-mlogloss:1.25116	validation-mlogloss:1.24654
[13]	train-mlogloss:1.24198	validation-mlogloss:1.23684
[14]	train-mlogloss:1.23303	validation-mlogloss:1.22730
[15]	train-mlogloss:1.22406	validation-mlogloss:1.21803
[16]	train-mlogloss:1.21553	validation-mlogloss:1.20925
[17]	train-mlogloss:1.20712	validation-mlogloss:1.20031
[18]	train-mlogloss:1.19844	validation-mlogloss:1.19109
[19]	train-mlogloss:1.18996	validation-mlogloss:1.18234
[20]	train-mlogloss:1.18207	validation-mlogloss:1.17428
[21]	train-mlogloss:1.17429	validation-mlogloss:1.16604
[22]	train-mlogloss:1.16663	validation-mlogloss:1.15799
[23]	train-mlogloss:1.15887	validation-mlogloss:1.14976
[24]	train-mlogloss:1.15129	validation-mlogloss:1.14179
[25]	train-mlogloss:1.14391	validation-mlogloss:1.13417
[26]	train-mlogloss:1.13672	validation-mlogloss:1.12647
[27]	train-mlogloss:1.12960	validation-mlogloss:1.11921
[28]	train-mlogloss:1.12265	validation-mlogloss:1.11207
[29]	train-mlogloss:1.11577	validation-mlogloss:1.10485
[30]	train-mlogloss:1.10891	validation-mlogloss:1.09756
[31]	train-mlogloss:1.10214	validation-mlogloss:1.09050
[32]	train-mlogloss:1.09532	validation-mlogloss:1.08323
[33]	train-mlogloss:1.08876	validation-mlogloss:1.07626
[34]	train-mlogloss:1.08232	validation-mlogloss:1.06952
[35]	train-mlogloss:1.07578	validation-mlogloss:1.06262
[36]	train-mlogloss:1.06965	validation-mlogloss:1.05613
[37]	train-mlogloss:1.06331	validation-mlogloss:1.04947
[38]	train-mlogloss:1.05733	validation-mlogloss:1.04335
[39]	train-mlogloss:1.05142	validation-mlogloss:1.03755
[40]	train-mlogloss:1.04551	validation-mlogloss:1.03139
[41]	train-mlogloss:1.03932	validation-mlogloss:1.02507
[42]	train-mlogloss:1.03345	validation-mlogloss:1.01899
[43]	train-mlogloss:1.02789	validation-mlogloss:1.01326
[44]	train-mlogloss:1.02226	validation-mlogloss:1.00760
[45]	train-mlogloss:1.01660	validation-mlogloss:1.00167
[46]	train-mlogloss:1.01124	validation-mlogloss:0.99620
[47]	train-mlogloss:1.00602	validation-mlogloss:0.99069
[48]	train-mlogloss:1.00059	validation-mlogloss:0.98497
[49]	train-mlogloss:0.99526	validation-mlogloss:0.97940
[50]	train-mlogloss:0.99009	validation-mlogloss:0.97413
[51]	train-mlogloss:0.98506	validation-mlogloss:0.96908
[52]	train-mlogloss:0.98020	validation-mlogloss:0.96385
[53]	train-mlogloss:0.97528	validation-mlogloss:0.95883
[54]	train-mlogloss:0.97024	validation-mlogloss:0.95366
[55]	train-mlogloss:0.96556	validation-mlogloss:0.94872
[56]	train-mlogloss:0.96065	validation-mlogloss:0.94374
[57]	train-mlogloss:0.95584	validation-mlogloss:0.93874
[58]	train-mlogloss:0.95108	validation-mlogloss:0.93386
[59]	train-mlogloss:0.94645	validation-mlogloss:0.92911
[60]	train-mlogloss:0.94195	validation-mlogloss:0.92459
[61]	train-mlogloss:0.93744	validation-mlogloss:0.92002
[62]	train-mlogloss:0.93293	validation-mlogloss:0.91533
[63]	train-mlogloss:0.92863	validation-mlogloss:0.91111
[64]	train-mlogloss:0.92422	validation-mlogloss:0.90652
[65]	train-mlogloss:0.91989	validation-mlogloss:0.90195
[66]	train-mlogloss:0.91560	validation-mlogloss:0.89742
[67]	train-mlogloss:0.91128	validation-mlogloss:0.89287
[68]	train-mlogloss:0.90724	validation-mlogloss:0.88878
[69]	train-mlogloss:0.90340	validation-mlogloss:0.88481
[70]	train-mlogloss:0.89934	validation-mlogloss:0.88063
[71]	train-mlogloss:0.89552	validation-mlogloss:0.87664
[72]	train-mlogloss:0.89180	validation-mlogloss:0.87296
[73]	train-mlogloss:0.88790	validation-mlogloss:0.86899
[74]	train-mlogloss:0.88414	validation-mlogloss:0.86503
[75]	train-mlogloss:0.88052	validation-mlogloss:0.86139
[76]	train-mlogloss:0.87694	validation-mlogloss:0.85774
[77]	train-mlogloss:0.87319	validation-mlogloss:0.85385
[78]	train-mlogloss:0.86954	validation-mlogloss:0.84997
[79]	train-mlogloss:0.86613	validation-mlogloss:0.84655
[80]	train-mlogloss:0.86253	validation-mlogloss:0.84268
[81]	train-mlogloss:0.85899	validation-mlogloss:0.83906
[82]	train-mlogloss:0.85561	validation-mlogloss:0.83568
[83]	train-mlogloss:0.85223	validation-mlogloss:0.83216
[84]	train-mlogloss:0.84888	validation-mlogloss:0.82869
[85]	train-mlogloss:0.84559	validation-mlogloss:0.82554
[86]	train-mlogloss:0.84248	validation-mlogloss:0.82230
[87]	train-mlogloss:0.83925	validation-mlogloss:0.81897
[88]	train-mlogloss:0.83606	validation-mlogloss:0.81576
[89]	train-mlogloss:0.83276	validation-mlogloss:0.81223
[90]	train-mlogloss:0.82973	validation-mlogloss:0.80915
[91]	train-mlogloss:0.82665	validation-mlogloss:0.80587
[92]	train-mlogloss:0.82360	validation-mlogloss:0.80273
[93]	train-mlogloss:0.82072	validation-mlogloss:0.79966
[94]	train-mlogloss:0.81775	validation-mlogloss:0.79651
[95]	train-mlogloss:0.81454	validation-mlogloss:0.79332
[96]	train-mlogloss:0.81165	validation-mlogloss:0.79028
[97]	train-mlogloss:0.80875	validation-mlogloss:0.78725
[98]	train-mlogloss:0.80565	validation-mlogloss:0.78413
[99]	train-mlogloss:0.80265	validation-mlogloss:0.78116
[100]	train-mlogloss:0.79990	validation-mlogloss:0.77830
[101]	train-mlogloss:0.79727	validation-mlogloss:0.77559
[102]	train-mlogloss:0.79450	validation-mlogloss:0.77283
[103]	train-mlogloss:0.79178	validation-mlogloss:0.77013
[104]	train-mlogloss:0.78912	validation-mlogloss:0.76741
[105]	train-mlogloss:0.78634	validation-mlogloss:0.76450
[106]	train-mlogloss:0.78351	validation-mlogloss:0.76149
[107]	train-mlogloss:0.78079	validation-mlogloss:0.75873
[108]	train-mlogloss:0.77803	validation-mlogloss:0.75588
[109]	train-mlogloss:0.77550	validation-mlogloss:0.75332
[110]	train-mlogloss:0.77298	validation-mlogloss:0.75068
[111]	train-mlogloss:0.77050	validation-mlogloss:0.74812
[112]	train-mlogloss:0.76782	validation-mlogloss:0.74543
[113]	train-mlogloss:0.76541	validation-mlogloss:0.74283
[114]	train-mlogloss:0.76294	validation-mlogloss:0.74037
[115]	train-mlogloss:0.76049	validation-mlogloss:0.73792
[116]	train-mlogloss:0.75802	validation-mlogloss:0.73541
[117]	train-mlogloss:0.75572	validation-mlogloss:0.73306
[118]	train-mlogloss:0.75348	validation-mlogloss:0.73072
[119]	train-mlogloss:0.75110	validation-mlogloss:0.72842
[120]	train-mlogloss:0.74896	validation-mlogloss:0.72620
[121]	train-mlogloss:0.74665	validation-mlogloss:0.72400
[122]	train-mlogloss:0.74450	validation-mlogloss:0.72172
[123]	train-mlogloss:0.74239	validation-mlogloss:0.71963
[124]	train-mlogloss:0.74033	validation-mlogloss:0.71751
[125]	train-mlogloss:0.73807	validation-mlogloss:0.71521
[126]	train-mlogloss:0.73579	validation-mlogloss:0.71290
[127]	train-mlogloss:0.73377	validation-mlogloss:0.71079
[128]	train-mlogloss:0.73143	validation-mlogloss:0.70843
[129]	train-mlogloss:0.72923	validation-mlogloss:0.70620
[130]	train-mlogloss:0.72702	validation-mlogloss:0.70403
[131]	train-mlogloss:0.72506	validation-mlogloss:0.70196
[132]	train-mlogloss:0.72291	validation-mlogloss:0.69982
[133]	train-mlogloss:0.72079	validation-mlogloss:0.69778
[134]	train-mlogloss:0.71889	validation-mlogloss:0.69582
[135]	train-mlogloss:0.71711	validation-mlogloss:0.69408
[136]	train-mlogloss:0.71540	validation-mlogloss:0.69249
[137]	train-mlogloss:0.71349	validation-mlogloss:0.69047
[138]	train-mlogloss:0.71155	validation-mlogloss:0.68862
[139]	train-mlogloss:0.70962	validation-mlogloss:0.68673
[140]	train-mlogloss:0.70773	validation-mlogloss:0.68484
[141]	train-mlogloss:0.70600	validation-mlogloss:0.68302
[142]	train-mlogloss:0.70413	validation-mlogloss:0.68117
[143]	train-mlogloss:0.70230	validation-mlogloss:0.67931
[144]	train-mlogloss:0.70060	validation-mlogloss:0.67763
[145]	train-mlogloss:0.69878	validation-mlogloss:0.67586
[146]	train-mlogloss:0.69715	validation-mlogloss:0.67410
[147]	train-mlogloss:0.69548	validation-mlogloss:0.67237
[148]	train-mlogloss:0.69369	validation-mlogloss:0.67061
[149]	train-mlogloss:0.69196	validation-mlogloss:0.66899
[150]	train-mlogloss:0.69030	validation-mlogloss:0.66728
[151]	train-mlogloss:0.68870	validation-mlogloss:0.66559
[152]	train-mlogloss:0.68701	validation-mlogloss:0.66389
[153]	train-mlogloss:0.68535	validation-mlogloss:0.66225
[154]	train-mlogloss:0.68386	validation-mlogloss:0.66064
[155]	train-mlogloss:0.68233	validation-mlogloss:0.65903
[156]	train-mlogloss:0.68069	validation-mlogloss:0.65750
[157]	train-mlogloss:0.67900	validation-mlogloss:0.65586
[158]	train-mlogloss:0.67738	validation-mlogloss:0.65423
[159]	train-mlogloss:0.67578	validation-mlogloss:0.65269
[160]	train-mlogloss:0.67423	validation-mlogloss:0.65107
[161]	train-mlogloss:0.67267	validation-mlogloss:0.64943
[162]	train-mlogloss:0.67112	validation-mlogloss:0.64799
[163]	train-mlogloss:0.66957	validation-mlogloss:0.64637
[164]	train-mlogloss:0.66801	validation-mlogloss:0.64482
[165]	train-mlogloss:0.66657	validation-mlogloss:0.64332
[166]	train-mlogloss:0.66523	validation-mlogloss:0.64194
[167]	train-mlogloss:0.66380	validation-mlogloss:0.64050
[168]	train-mlogloss:0.66230	validation-mlogloss:0.63900
[169]	train-mlogloss:0.66080	validation-mlogloss:0.63745
[170]	train-mlogloss:0.65941	validation-mlogloss:0.63612
[171]	train-mlogloss:0.65815	validation-mlogloss:0.63483
[172]	train-mlogloss:0.65681	validation-mlogloss:0.63353
[173]	train-mlogloss:0.65546	validation-mlogloss:0.63222
[174]	train-mlogloss:0.65405	validation-mlogloss:0.63089
[175]	train-mlogloss:0.65279	validation-mlogloss:0.62962
[176]	train-mlogloss:0.65154	validation-mlogloss:0.62821
[177]	train-mlogloss:0.65022	validation-mlogloss:0.62693
[178]	train-mlogloss:0.64897	validation-mlogloss:0.62572
[179]	train-mlogloss:0.64777	validation-mlogloss:0.62451
[180]	train-mlogloss:0.64659	validation-mlogloss:0.62337
[181]	train-mlogloss:0.64533	validation-mlogloss:0.62212
[182]	train-mlogloss:0.64415	validation-mlogloss:0.62097
[183]	train-mlogloss:0.64293	validation-mlogloss:0.61968
[184]	train-mlogloss:0.64173	validation-mlogloss:0.61850
[185]	train-mlogloss:0.64050	validation-mlogloss:0.61725
[186]	train-mlogloss:0.63937	validation-mlogloss:0.61618
[187]	train-mlogloss:0.63815	validation-mlogloss:0.61493
[188]	train-mlogloss:0.63696	validation-mlogloss:0.61380
[189]	train-mlogloss:0.63577	validation-mlogloss:0.61263
[190]	train-mlogloss:0.63464	validation-mlogloss:0.61157
[191]	train-mlogloss:0.63353	validation-mlogloss:0.61043
[192]	train-mlogloss:0.63248	validation-mlogloss:0.60928
[193]	train-mlogloss:0.63138	validation-mlogloss:0.60814
[194]	train-mlogloss:0.63033	validation-mlogloss:0.60704
[195]	train-mlogloss:0.62920	validation-mlogloss:0.60586
[196]	train-mlogloss:0.62808	validation-mlogloss:0.60478
[197]	train-mlogloss:0.62700	validation-mlogloss:0.60385
[198]	train-mlogloss:0.62596	validation-mlogloss:0.60280
[199]	train-mlogloss:0.62488	validation-mlogloss:0.60176
[200]	train-mlogloss:0.62379	validation-mlogloss:0.60073
[201]	train-mlogloss:0.62271	validation-mlogloss:0.59970
[202]	train-mlogloss:0.62185	validation-mlogloss:0.59885
[203]	train-mlogloss:0.62080	validation-mlogloss:0.59772
[204]	train-mlogloss:0.61980	validation-mlogloss:0.59676
[205]	train-mlogloss:0.61874	validation-mlogloss:0.59593
[206]	train-mlogloss:0.61773	validation-mlogloss:0.59495
[207]	train-mlogloss:0.61667	validation-mlogloss:0.59386
[208]	train-mlogloss:0.61569	validation-mlogloss:0.59288
[209]	train-mlogloss:0.61474	validation-mlogloss:0.59198
[210]	train-mlogloss:0.61376	validation-mlogloss:0.59112
[211]	train-mlogloss:0.61285	validation-mlogloss:0.59023
[212]	train-mlogloss:0.61196	validation-mlogloss:0.58939
[213]	train-mlogloss:0.61103	validation-mlogloss:0.58850
[214]	train-mlogloss:0.61010	validation-mlogloss:0.58767
[215]	train-mlogloss:0.60920	validation-mlogloss:0.58679
[216]	train-mlogloss:0.60825	validation-mlogloss:0.58594
[217]	train-mlogloss:0.60728	validation-mlogloss:0.58492
[218]	train-mlogloss:0.60629	validation-mlogloss:0.58393
[219]	train-mlogloss:0.60549	validation-mlogloss:0.58317
[220]	train-mlogloss:0.60456	validation-mlogloss:0.58223
[221]	train-mlogloss:0.60372	validation-mlogloss:0.58131
[222]	train-mlogloss:0.60285	validation-mlogloss:0.58061
[223]	train-mlogloss:0.60202	validation-mlogloss:0.57986
[224]	train-mlogloss:0.60122	validation-mlogloss:0.57896
[225]	train-mlogloss:0.60037	validation-mlogloss:0.57818
[226]	train-mlogloss:0.59961	validation-mlogloss:0.57750
[227]	train-mlogloss:0.59881	validation-mlogloss:0.57676
[228]	train-mlogloss:0.59791	validation-mlogloss:0.57598
[229]	train-mlogloss:0.59718	validation-mlogloss:0.57518
[230]	train-mlogloss:0.59646	validation-mlogloss:0.57448
[231]	train-mlogloss:0.59567	validation-mlogloss:0.57372
[232]	train-mlogloss:0.59489	validation-mlogloss:0.57313
[233]	train-mlogloss:0.59420	validation-mlogloss:0.57234
[234]	train-mlogloss:0.59339	validation-mlogloss:0.57162
[235]	train-mlogloss:0.59262	validation-mlogloss:0.57089
[236]	train-mlogloss:0.59180	validation-mlogloss:0.57018
[237]	train-mlogloss:0.59108	validation-mlogloss:0.56957
[238]	train-mlogloss:0.59026	validation-mlogloss:0.56878
[239]	train-mlogloss:0.58954	validation-mlogloss:0.56804
[240]	train-mlogloss:0.58880	validation-mlogloss:0.56730
[241]	train-mlogloss:0.58808	validation-mlogloss:0.56663
[242]	train-mlogloss:0.58745	validation-mlogloss:0.56602
[243]	train-mlogloss:0.58665	validation-mlogloss:0.56537
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[245]	train-mlogloss:0.58524	validation-mlogloss:0.56406
[246]	train-mlogloss:0.58451	validation-mlogloss:0.56338
[247]	train-mlogloss:0.58382	validation-mlogloss:0.56277
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[249]	train-mlogloss:0.58247	validation-mlogloss:0.56142
[250]	train-mlogloss:0.58179	validation-mlogloss:0.56087
[251]	train-mlogloss:0.58114	validation-mlogloss:0.56031
[252]	train-mlogloss:0.58044	validation-mlogloss:0.55966
[253]	train-mlogloss:0.57984	validation-mlogloss:0.55905
[254]	train-mlogloss:0.57922	validation-mlogloss:0.55844
[255]	train-mlogloss:0.57855	validation-mlogloss:0.55795
[256]	train-mlogloss:0.57787	validation-mlogloss:0.55734
[257]	train-mlogloss:0.57724	validation-mlogloss:0.55679
[258]	train-mlogloss:0.57664	validation-mlogloss:0.55616
[259]	train-mlogloss:0.57604	validation-mlogloss:0.55569
[260]	train-mlogloss:0.57543	validation-mlogloss:0.55511
[261]	train-mlogloss:0.57472	validation-mlogloss:0.55435
[262]	train-mlogloss:0.57406	validation-mlogloss:0.55371
[263]	train-mlogloss:0.57346	validation-mlogloss:0.55316
[264]	train-mlogloss:0.57288	validation-mlogloss:0.55270
[265]	train-mlogloss:0.57230	validation-mlogloss:0.55218
[266]	train-mlogloss:0.57170	validation-mlogloss:0.55168
[267]	train-mlogloss:0.57120	validation-mlogloss:0.55118
[268]	train-mlogloss:0.57063	validation-mlogloss:0.55069
[269]	train-mlogloss:0.57002	validation-mlogloss:0.55023
[270]	train-mlogloss:0.56947	validation-mlogloss:0.54966
[271]	train-mlogloss:0.56892	validation-mlogloss:0.54914
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[503]	train-mlogloss:0.50276	validation-mlogloss:0.49143
[504]	train-mlogloss:0.50263	validation-mlogloss:0.49132
[505]	train-mlogloss:0.50251	validation-mlogloss:0.49117
[506]	train-mlogloss:0.50242	validation-mlogloss:0.49111
[507]	train-mlogloss:0.50235	validation-mlogloss:0.49109
[508]	train-mlogloss:0.50221	validation-mlogloss:0.49095
[509]	train-mlogloss:0.50206	validation-mlogloss:0.49083
[510]	train-mlogloss:0.50193	validation-mlogloss:0.49076
[511]	train-mlogloss:0.50185	validation-mlogloss:0.49069
[512]	train-mlogloss:0.50177	validation-mlogloss:0.49059
[513]	train-mlogloss:0.50170	validation-mlogloss:0.49052
[514]	train-mlogloss:0.50162	validation-mlogloss:0.49040
[515]	train-mlogloss:0.50155	validation-mlogloss:0.49031
[516]	train-mlogloss:0.50137	validation-mlogloss:0.49020
[517]	train-mlogloss:0.50129	validation-mlogloss:0.49018
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[519]	train-mlogloss:0.50114	validation-mlogloss:0.48997
[520]	train-mlogloss:0.50108	validation-mlogloss:0.48995
[521]	train-mlogloss:0.50100	validation-mlogloss:0.48985
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)
Training a non-convolutional model.
Loaded model from disk.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 1 1 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.08 [%]
Global accuracy score (test) = 80.54 [%]
Global F1 score (train) = 79.45 [%]
Global F1 score (test) = 81.07 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.77      0.69       350
MODERATE-INTENSITY       0.69      0.59      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.98      0.92      0.95       322

          accuracy                           0.81      1372
         macro avg       0.82      0.81      0.81      1372
      weighted avg       0.82      0.81      0.81      1372


Accuracy capturado en la ejecución 7: 80.54 [%]
F1-score capturado en la ejecución 7: 81.07 [%]

=== EJECUCIÓN 8 ===

--- TRAIN (ejecución 8) ---

--- TEST (ejecución 8) ---
2025-11-03 17:21:12.823068: 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`.
2025-11-03 17:21:12.834838: 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 00:00:1762186872.849004  329250 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186872.853241  329250 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186872.863878  329250 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186872.863910  329250 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186872.863913  329250 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186872.863915  329250 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:21:12.867162: 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:1.37501	validation-mlogloss:1.37445
[1]	train-mlogloss:1.36367	validation-mlogloss:1.36263
[2]	train-mlogloss:1.35207	validation-mlogloss:1.35073
[3]	train-mlogloss:1.34122	validation-mlogloss:1.33913
[4]	train-mlogloss:1.33019	validation-mlogloss:1.32749
[5]	train-mlogloss:1.31950	validation-mlogloss:1.31618
[6]	train-mlogloss:1.30941	validation-mlogloss:1.30582
[7]	train-mlogloss:1.29916	validation-mlogloss:1.29488
[8]	train-mlogloss:1.28914	validation-mlogloss:1.28451
[9]	train-mlogloss:1.27952	validation-mlogloss:1.27459
[10]	train-mlogloss:1.26968	validation-mlogloss:1.26421
[11]	train-mlogloss:1.26026	validation-mlogloss:1.25450
[12]	train-mlogloss:1.25111	validation-mlogloss:1.24483
[13]	train-mlogloss:1.24178	validation-mlogloss:1.23526
[14]	train-mlogloss:1.23296	validation-mlogloss:1.22621
[15]	train-mlogloss:1.22404	validation-mlogloss:1.21672
[16]	train-mlogloss:1.21544	validation-mlogloss:1.20782
[17]	train-mlogloss:1.20700	validation-mlogloss:1.19896
[18]	train-mlogloss:1.19863	validation-mlogloss:1.19009
[19]	train-mlogloss:1.19046	validation-mlogloss:1.18172
[20]	train-mlogloss:1.18243	validation-mlogloss:1.17319
[21]	train-mlogloss:1.17420	validation-mlogloss:1.16478
[22]	train-mlogloss:1.16645	validation-mlogloss:1.15663
[23]	train-mlogloss:1.15887	validation-mlogloss:1.14867
[24]	train-mlogloss:1.15119	validation-mlogloss:1.14074
[25]	train-mlogloss:1.14390	validation-mlogloss:1.13321
[26]	train-mlogloss:1.13669	validation-mlogloss:1.12568
[27]	train-mlogloss:1.12959	validation-mlogloss:1.11830
[28]	train-mlogloss:1.12271	validation-mlogloss:1.11110
[29]	train-mlogloss:1.11559	validation-mlogloss:1.10349
[30]	train-mlogloss:1.10884	validation-mlogloss:1.09663
[31]	train-mlogloss:1.10209	validation-mlogloss:1.08950
[32]	train-mlogloss:1.09525	validation-mlogloss:1.08231
[33]	train-mlogloss:1.08897	validation-mlogloss:1.07571
[34]	train-mlogloss:1.08244	validation-mlogloss:1.06899
[35]	train-mlogloss:1.07608	validation-mlogloss:1.06236
[36]	train-mlogloss:1.06980	validation-mlogloss:1.05587
[37]	train-mlogloss:1.06347	validation-mlogloss:1.04931
[38]	train-mlogloss:1.05754	validation-mlogloss:1.04342
[39]	train-mlogloss:1.05168	validation-mlogloss:1.03726
[40]	train-mlogloss:1.04586	validation-mlogloss:1.03133
[41]	train-mlogloss:1.04007	validation-mlogloss:1.02551
[42]	train-mlogloss:1.03421	validation-mlogloss:1.01951
[43]	train-mlogloss:1.02861	validation-mlogloss:1.01358
[44]	train-mlogloss:1.02320	validation-mlogloss:1.00807
[45]	train-mlogloss:1.01769	validation-mlogloss:1.00252
[46]	train-mlogloss:1.01240	validation-mlogloss:0.99713
[47]	train-mlogloss:1.00681	validation-mlogloss:0.99137
[48]	train-mlogloss:1.00160	validation-mlogloss:0.98580
[49]	train-mlogloss:0.99652	validation-mlogloss:0.98070
[50]	train-mlogloss:0.99132	validation-mlogloss:0.97538
[51]	train-mlogloss:0.98619	validation-mlogloss:0.97023
[52]	train-mlogloss:0.98113	validation-mlogloss:0.96510
[53]	train-mlogloss:0.97622	validation-mlogloss:0.96012
[54]	train-mlogloss:0.97127	validation-mlogloss:0.95503
[55]	train-mlogloss:0.96665	validation-mlogloss:0.95032
[56]	train-mlogloss:0.96186	validation-mlogloss:0.94560
[57]	train-mlogloss:0.95727	validation-mlogloss:0.94074
[58]	train-mlogloss:0.95240	validation-mlogloss:0.93582
[59]	train-mlogloss:0.94778	validation-mlogloss:0.93120
[60]	train-mlogloss:0.94309	validation-mlogloss:0.92641
[61]	train-mlogloss:0.93840	validation-mlogloss:0.92167
[62]	train-mlogloss:0.93416	validation-mlogloss:0.91720
[63]	train-mlogloss:0.92982	validation-mlogloss:0.91270
[64]	train-mlogloss:0.92535	validation-mlogloss:0.90804
[65]	train-mlogloss:0.92087	validation-mlogloss:0.90319
[66]	train-mlogloss:0.91675	validation-mlogloss:0.89903
[67]	train-mlogloss:0.91258	validation-mlogloss:0.89472
[68]	train-mlogloss:0.90855	validation-mlogloss:0.89066
[69]	train-mlogloss:0.90466	validation-mlogloss:0.88649
[70]	train-mlogloss:0.90043	validation-mlogloss:0.88223
[71]	train-mlogloss:0.89654	validation-mlogloss:0.87823
[72]	train-mlogloss:0.89256	validation-mlogloss:0.87432
[73]	train-mlogloss:0.88868	validation-mlogloss:0.87050
[74]	train-mlogloss:0.88477	validation-mlogloss:0.86666
[75]	train-mlogloss:0.88094	validation-mlogloss:0.86277
[76]	train-mlogloss:0.87705	validation-mlogloss:0.85881
[77]	train-mlogloss:0.87352	validation-mlogloss:0.85516
[78]	train-mlogloss:0.86979	validation-mlogloss:0.85137
[79]	train-mlogloss:0.86631	validation-mlogloss:0.84779
[80]	train-mlogloss:0.86282	validation-mlogloss:0.84408
[81]	train-mlogloss:0.85924	validation-mlogloss:0.84027
[82]	train-mlogloss:0.85577	validation-mlogloss:0.83677
[83]	train-mlogloss:0.85240	validation-mlogloss:0.83341
[84]	train-mlogloss:0.84911	validation-mlogloss:0.82993
[85]	train-mlogloss:0.84579	validation-mlogloss:0.82639
[86]	train-mlogloss:0.84251	validation-mlogloss:0.82304
[87]	train-mlogloss:0.83938	validation-mlogloss:0.82002
[88]	train-mlogloss:0.83630	validation-mlogloss:0.81699
[89]	train-mlogloss:0.83338	validation-mlogloss:0.81395
[90]	train-mlogloss:0.83023	validation-mlogloss:0.81062
[91]	train-mlogloss:0.82718	validation-mlogloss:0.80752
[92]	train-mlogloss:0.82407	validation-mlogloss:0.80419
[93]	train-mlogloss:0.82110	validation-mlogloss:0.80105
[94]	train-mlogloss:0.81793	validation-mlogloss:0.79797
[95]	train-mlogloss:0.81502	validation-mlogloss:0.79486
[96]	train-mlogloss:0.81211	validation-mlogloss:0.79189
[97]	train-mlogloss:0.80920	validation-mlogloss:0.78895
[98]	train-mlogloss:0.80648	validation-mlogloss:0.78607
[99]	train-mlogloss:0.80368	validation-mlogloss:0.78318
[100]	train-mlogloss:0.80073	validation-mlogloss:0.78027
[101]	train-mlogloss:0.79779	validation-mlogloss:0.77730
[102]	train-mlogloss:0.79522	validation-mlogloss:0.77461
[103]	train-mlogloss:0.79246	validation-mlogloss:0.77183
[104]	train-mlogloss:0.78993	validation-mlogloss:0.76915
[105]	train-mlogloss:0.78714	validation-mlogloss:0.76639
[106]	train-mlogloss:0.78466	validation-mlogloss:0.76377
[107]	train-mlogloss:0.78213	validation-mlogloss:0.76094
[108]	train-mlogloss:0.77970	validation-mlogloss:0.75859
[109]	train-mlogloss:0.77715	validation-mlogloss:0.75608
[110]	train-mlogloss:0.77434	validation-mlogloss:0.75328
[111]	train-mlogloss:0.77201	validation-mlogloss:0.75101
[112]	train-mlogloss:0.76936	validation-mlogloss:0.74829
[113]	train-mlogloss:0.76689	validation-mlogloss:0.74573
[114]	train-mlogloss:0.76460	validation-mlogloss:0.74344
[115]	train-mlogloss:0.76215	validation-mlogloss:0.74094
[116]	train-mlogloss:0.75955	validation-mlogloss:0.73833
[117]	train-mlogloss:0.75732	validation-mlogloss:0.73590
[118]	train-mlogloss:0.75504	validation-mlogloss:0.73356
[119]	train-mlogloss:0.75274	validation-mlogloss:0.73120
[120]	train-mlogloss:0.75045	validation-mlogloss:0.72882
[121]	train-mlogloss:0.74828	validation-mlogloss:0.72655
[122]	train-mlogloss:0.74619	validation-mlogloss:0.72430
[123]	train-mlogloss:0.74382	validation-mlogloss:0.72194
[124]	train-mlogloss:0.74151	validation-mlogloss:0.71958
[125]	train-mlogloss:0.73954	validation-mlogloss:0.71769
[126]	train-mlogloss:0.73724	validation-mlogloss:0.71539
[127]	train-mlogloss:0.73504	validation-mlogloss:0.71303
[128]	train-mlogloss:0.73291	validation-mlogloss:0.71089
[129]	train-mlogloss:0.73069	validation-mlogloss:0.70867
[130]	train-mlogloss:0.72869	validation-mlogloss:0.70672
[131]	train-mlogloss:0.72667	validation-mlogloss:0.70459
[132]	train-mlogloss:0.72489	validation-mlogloss:0.70267
[133]	train-mlogloss:0.72305	validation-mlogloss:0.70060
[134]	train-mlogloss:0.72125	validation-mlogloss:0.69884
[135]	train-mlogloss:0.71942	validation-mlogloss:0.69692
[136]	train-mlogloss:0.71758	validation-mlogloss:0.69513
[137]	train-mlogloss:0.71574	validation-mlogloss:0.69316
[138]	train-mlogloss:0.71375	validation-mlogloss:0.69119
[139]	train-mlogloss:0.71197	validation-mlogloss:0.68941
[140]	train-mlogloss:0.71010	validation-mlogloss:0.68757
[141]	train-mlogloss:0.70837	validation-mlogloss:0.68578
[142]	train-mlogloss:0.70664	validation-mlogloss:0.68390
[143]	train-mlogloss:0.70479	validation-mlogloss:0.68208
[144]	train-mlogloss:0.70310	validation-mlogloss:0.68029
[145]	train-mlogloss:0.70128	validation-mlogloss:0.67846
[146]	train-mlogloss:0.69952	validation-mlogloss:0.67677
[147]	train-mlogloss:0.69782	validation-mlogloss:0.67504
[148]	train-mlogloss:0.69598	validation-mlogloss:0.67331
[149]	train-mlogloss:0.69420	validation-mlogloss:0.67160
[150]	train-mlogloss:0.69245	validation-mlogloss:0.66982
[151]	train-mlogloss:0.69082	validation-mlogloss:0.66831
[152]	train-mlogloss:0.68912	validation-mlogloss:0.66662
[153]	train-mlogloss:0.68732	validation-mlogloss:0.66494
[154]	train-mlogloss:0.68573	validation-mlogloss:0.66335
[155]	train-mlogloss:0.68426	validation-mlogloss:0.66177
[156]	train-mlogloss:0.68261	validation-mlogloss:0.66019
[157]	train-mlogloss:0.68105	validation-mlogloss:0.65865
[158]	train-mlogloss:0.67948	validation-mlogloss:0.65716
[159]	train-mlogloss:0.67793	validation-mlogloss:0.65561
[160]	train-mlogloss:0.67635	validation-mlogloss:0.65410
[161]	train-mlogloss:0.67501	validation-mlogloss:0.65273
[162]	train-mlogloss:0.67350	validation-mlogloss:0.65130
[163]	train-mlogloss:0.67199	validation-mlogloss:0.64963
[164]	train-mlogloss:0.67055	validation-mlogloss:0.64813
[165]	train-mlogloss:0.66915	validation-mlogloss:0.64664
[166]	train-mlogloss:0.66783	validation-mlogloss:0.64533
[167]	train-mlogloss:0.66629	validation-mlogloss:0.64384
[168]	train-mlogloss:0.66504	validation-mlogloss:0.64260
[169]	train-mlogloss:0.66368	validation-mlogloss:0.64132
[170]	train-mlogloss:0.66224	validation-mlogloss:0.63994
[171]	train-mlogloss:0.66084	validation-mlogloss:0.63862
[172]	train-mlogloss:0.65965	validation-mlogloss:0.63735
[173]	train-mlogloss:0.65831	validation-mlogloss:0.63607
[174]	train-mlogloss:0.65688	validation-mlogloss:0.63482
[175]	train-mlogloss:0.65549	validation-mlogloss:0.63352
[176]	train-mlogloss:0.65428	validation-mlogloss:0.63236
[177]	train-mlogloss:0.65305	validation-mlogloss:0.63117
[178]	train-mlogloss:0.65181	validation-mlogloss:0.62986
[179]	train-mlogloss:0.65044	validation-mlogloss:0.62845
[180]	train-mlogloss:0.64919	validation-mlogloss:0.62721
[181]	train-mlogloss:0.64792	validation-mlogloss:0.62599
[182]	train-mlogloss:0.64664	validation-mlogloss:0.62473
[183]	train-mlogloss:0.64527	validation-mlogloss:0.62343
[184]	train-mlogloss:0.64404	validation-mlogloss:0.62222
[185]	train-mlogloss:0.64282	validation-mlogloss:0.62100
[186]	train-mlogloss:0.64166	validation-mlogloss:0.61976
[187]	train-mlogloss:0.64053	validation-mlogloss:0.61861
[188]	train-mlogloss:0.63941	validation-mlogloss:0.61742
[189]	train-mlogloss:0.63828	validation-mlogloss:0.61636
[190]	train-mlogloss:0.63712	validation-mlogloss:0.61510
[191]	train-mlogloss:0.63598	validation-mlogloss:0.61392
[192]	train-mlogloss:0.63491	validation-mlogloss:0.61296
[193]	train-mlogloss:0.63385	validation-mlogloss:0.61186
[194]	train-mlogloss:0.63277	validation-mlogloss:0.61082
[195]	train-mlogloss:0.63168	validation-mlogloss:0.60969
[196]	train-mlogloss:0.63054	validation-mlogloss:0.60873
[197]	train-mlogloss:0.62951	validation-mlogloss:0.60775
[198]	train-mlogloss:0.62856	validation-mlogloss:0.60677
[199]	train-mlogloss:0.62744	validation-mlogloss:0.60572
[200]	train-mlogloss:0.62651	validation-mlogloss:0.60466
[201]	train-mlogloss:0.62558	validation-mlogloss:0.60376
[202]	train-mlogloss:0.62455	validation-mlogloss:0.60287
[203]	train-mlogloss:0.62369	validation-mlogloss:0.60197
[204]	train-mlogloss:0.62277	validation-mlogloss:0.60115
[205]	train-mlogloss:0.62176	validation-mlogloss:0.60025
[206]	train-mlogloss:0.62084	validation-mlogloss:0.59942
[207]	train-mlogloss:0.61986	validation-mlogloss:0.59839
[208]	train-mlogloss:0.61884	validation-mlogloss:0.59743
[209]	train-mlogloss:0.61785	validation-mlogloss:0.59658
[210]	train-mlogloss:0.61690	validation-mlogloss:0.59579
[211]	train-mlogloss:0.61594	validation-mlogloss:0.59481
[212]	train-mlogloss:0.61498	validation-mlogloss:0.59396
[213]	train-mlogloss:0.61398	validation-mlogloss:0.59291
[214]	train-mlogloss:0.61312	validation-mlogloss:0.59211
[215]	train-mlogloss:0.61224	validation-mlogloss:0.59127
[216]	train-mlogloss:0.61135	validation-mlogloss:0.59034
[217]	train-mlogloss:0.61048	validation-mlogloss:0.58950
[218]	train-mlogloss:0.60960	validation-mlogloss:0.58864
[219]	train-mlogloss:0.60874	validation-mlogloss:0.58784
[220]	train-mlogloss:0.60795	validation-mlogloss:0.58712
[221]	train-mlogloss:0.60721	validation-mlogloss:0.58634
[222]	train-mlogloss:0.60642	validation-mlogloss:0.58560
[223]	train-mlogloss:0.60562	validation-mlogloss:0.58491
[224]	train-mlogloss:0.60485	validation-mlogloss:0.58421
[225]	train-mlogloss:0.60403	validation-mlogloss:0.58335
[226]	train-mlogloss:0.60326	validation-mlogloss:0.58262
[227]	train-mlogloss:0.60247	validation-mlogloss:0.58187
[228]	train-mlogloss:0.60162	validation-mlogloss:0.58106
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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)
This activity can't be balanced (in a downsampling way)
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Training a non-convolutional model.
Loaded model from disk.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.36 [%]
Global accuracy score (test) = 80.32 [%]
Global F1 score (train) = 79.71 [%]
Global F1 score (test) = 80.87 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.71      0.67       350
MODERATE-INTENSITY       0.67      0.63      0.65       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.94       322

          accuracy                           0.80      1372
         macro avg       0.81      0.81      0.81      1372
      weighted avg       0.81      0.80      0.81      1372


Accuracy capturado en la ejecución 8: 80.32 [%]
F1-score capturado en la ejecución 8: 80.87 [%]

=== EJECUCIÓN 9 ===

--- TRAIN (ejecución 9) ---

--- TEST (ejecución 9) ---
2025-11-03 17:21:31.794896: 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`.
2025-11-03 17:21:31.806459: 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 00:00:1762186891.820111  329563 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186891.824541  329563 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186891.834741  329563 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186891.834769  329563 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186891.834772  329563 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186891.834775  329563 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:21:31.837954: 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:1.37485	validation-mlogloss:1.37433
[1]	train-mlogloss:1.36316	validation-mlogloss:1.36241
[2]	train-mlogloss:1.35199	validation-mlogloss:1.35065
[3]	train-mlogloss:1.34103	validation-mlogloss:1.33934
[4]	train-mlogloss:1.33007	validation-mlogloss:1.32789
[5]	train-mlogloss:1.31956	validation-mlogloss:1.31690
[6]	train-mlogloss:1.30954	validation-mlogloss:1.30684
[7]	train-mlogloss:1.29977	validation-mlogloss:1.29682
[8]	train-mlogloss:1.29004	validation-mlogloss:1.28668
[9]	train-mlogloss:1.28045	validation-mlogloss:1.27689
[10]	train-mlogloss:1.27069	validation-mlogloss:1.26656
[11]	train-mlogloss:1.26143	validation-mlogloss:1.25672
[12]	train-mlogloss:1.25207	validation-mlogloss:1.24679
[13]	train-mlogloss:1.24305	validation-mlogloss:1.23729
[14]	train-mlogloss:1.23415	validation-mlogloss:1.22809
[15]	train-mlogloss:1.22561	validation-mlogloss:1.21928
[16]	train-mlogloss:1.21711	validation-mlogloss:1.21060
[17]	train-mlogloss:1.20863	validation-mlogloss:1.20180
[18]	train-mlogloss:1.20046	validation-mlogloss:1.19334
[19]	train-mlogloss:1.19224	validation-mlogloss:1.18495
[20]	train-mlogloss:1.18422	validation-mlogloss:1.17649
[21]	train-mlogloss:1.17651	validation-mlogloss:1.16836
[22]	train-mlogloss:1.16873	validation-mlogloss:1.16015
[23]	train-mlogloss:1.16109	validation-mlogloss:1.15227
[24]	train-mlogloss:1.15365	validation-mlogloss:1.14454
[25]	train-mlogloss:1.14613	validation-mlogloss:1.13666
[26]	train-mlogloss:1.13891	validation-mlogloss:1.12919
[27]	train-mlogloss:1.13189	validation-mlogloss:1.12191
[28]	train-mlogloss:1.12476	validation-mlogloss:1.11441
[29]	train-mlogloss:1.11768	validation-mlogloss:1.10749
[30]	train-mlogloss:1.11071	validation-mlogloss:1.10028
[31]	train-mlogloss:1.10383	validation-mlogloss:1.09302
[32]	train-mlogloss:1.09714	validation-mlogloss:1.08605
[33]	train-mlogloss:1.09057	validation-mlogloss:1.07918
[34]	train-mlogloss:1.08407	validation-mlogloss:1.07231
[35]	train-mlogloss:1.07787	validation-mlogloss:1.06594
[36]	train-mlogloss:1.07168	validation-mlogloss:1.05935
[37]	train-mlogloss:1.06543	validation-mlogloss:1.05309
[38]	train-mlogloss:1.05946	validation-mlogloss:1.04706
[39]	train-mlogloss:1.05329	validation-mlogloss:1.04077
[40]	train-mlogloss:1.04748	validation-mlogloss:1.03465
[41]	train-mlogloss:1.04157	validation-mlogloss:1.02883
[42]	train-mlogloss:1.03586	validation-mlogloss:1.02271
[43]	train-mlogloss:1.03007	validation-mlogloss:1.01706
[44]	train-mlogloss:1.02462	validation-mlogloss:1.01138
[45]	train-mlogloss:1.01896	validation-mlogloss:1.00544
[46]	train-mlogloss:1.01345	validation-mlogloss:0.99998
[47]	train-mlogloss:1.00787	validation-mlogloss:0.99435
[48]	train-mlogloss:1.00268	validation-mlogloss:0.98911
[49]	train-mlogloss:0.99722	validation-mlogloss:0.98342
[50]	train-mlogloss:0.99194	validation-mlogloss:0.97798
[51]	train-mlogloss:0.98680	validation-mlogloss:0.97283
[52]	train-mlogloss:0.98168	validation-mlogloss:0.96735
[53]	train-mlogloss:0.97653	validation-mlogloss:0.96201
[54]	train-mlogloss:0.97176	validation-mlogloss:0.95720
[55]	train-mlogloss:0.96681	validation-mlogloss:0.95220
[56]	train-mlogloss:0.96199	validation-mlogloss:0.94719
[57]	train-mlogloss:0.95738	validation-mlogloss:0.94252
[58]	train-mlogloss:0.95272	validation-mlogloss:0.93779
[59]	train-mlogloss:0.94813	validation-mlogloss:0.93316
[60]	train-mlogloss:0.94344	validation-mlogloss:0.92829
[61]	train-mlogloss:0.93889	validation-mlogloss:0.92367
[62]	train-mlogloss:0.93439	validation-mlogloss:0.91893
[63]	train-mlogloss:0.93018	validation-mlogloss:0.91476
[64]	train-mlogloss:0.92578	validation-mlogloss:0.91023
[65]	train-mlogloss:0.92141	validation-mlogloss:0.90561
[66]	train-mlogloss:0.91727	validation-mlogloss:0.90123
[67]	train-mlogloss:0.91301	validation-mlogloss:0.89683
[68]	train-mlogloss:0.90893	validation-mlogloss:0.89266
[69]	train-mlogloss:0.90478	validation-mlogloss:0.88843
[70]	train-mlogloss:0.90061	validation-mlogloss:0.88414
[71]	train-mlogloss:0.89660	validation-mlogloss:0.88011
[72]	train-mlogloss:0.89276	validation-mlogloss:0.87616
[73]	train-mlogloss:0.88893	validation-mlogloss:0.87222
[74]	train-mlogloss:0.88510	validation-mlogloss:0.86822
[75]	train-mlogloss:0.88142	validation-mlogloss:0.86446
[76]	train-mlogloss:0.87795	validation-mlogloss:0.86091
[77]	train-mlogloss:0.87450	validation-mlogloss:0.85748
[78]	train-mlogloss:0.87090	validation-mlogloss:0.85375
[79]	train-mlogloss:0.86757	validation-mlogloss:0.85036
[80]	train-mlogloss:0.86403	validation-mlogloss:0.84663
[81]	train-mlogloss:0.86055	validation-mlogloss:0.84302
[82]	train-mlogloss:0.85709	validation-mlogloss:0.83948
[83]	train-mlogloss:0.85353	validation-mlogloss:0.83572
[84]	train-mlogloss:0.85017	validation-mlogloss:0.83214
[85]	train-mlogloss:0.84692	validation-mlogloss:0.82878
[86]	train-mlogloss:0.84364	validation-mlogloss:0.82542
[87]	train-mlogloss:0.84035	validation-mlogloss:0.82201
[88]	train-mlogloss:0.83716	validation-mlogloss:0.81874
[89]	train-mlogloss:0.83398	validation-mlogloss:0.81542
[90]	train-mlogloss:0.83108	validation-mlogloss:0.81241
[91]	train-mlogloss:0.82786	validation-mlogloss:0.80914
[92]	train-mlogloss:0.82478	validation-mlogloss:0.80593
[93]	train-mlogloss:0.82180	validation-mlogloss:0.80282
[94]	train-mlogloss:0.81883	validation-mlogloss:0.79974
[95]	train-mlogloss:0.81590	validation-mlogloss:0.79675
[96]	train-mlogloss:0.81288	validation-mlogloss:0.79354
[97]	train-mlogloss:0.81009	validation-mlogloss:0.79068
[98]	train-mlogloss:0.80736	validation-mlogloss:0.78786
[99]	train-mlogloss:0.80461	validation-mlogloss:0.78496
[100]	train-mlogloss:0.80177	validation-mlogloss:0.78204
[101]	train-mlogloss:0.79895	validation-mlogloss:0.77912
[102]	train-mlogloss:0.79624	validation-mlogloss:0.77631
[103]	train-mlogloss:0.79355	validation-mlogloss:0.77336
[104]	train-mlogloss:0.79080	validation-mlogloss:0.77058
[105]	train-mlogloss:0.78807	validation-mlogloss:0.76771
[106]	train-mlogloss:0.78532	validation-mlogloss:0.76483
[107]	train-mlogloss:0.78278	validation-mlogloss:0.76236
[108]	train-mlogloss:0.78008	validation-mlogloss:0.75961
[109]	train-mlogloss:0.77776	validation-mlogloss:0.75723
[110]	train-mlogloss:0.77529	validation-mlogloss:0.75447
[111]	train-mlogloss:0.77292	validation-mlogloss:0.75195
[112]	train-mlogloss:0.77040	validation-mlogloss:0.74929
[113]	train-mlogloss:0.76800	validation-mlogloss:0.74672
[114]	train-mlogloss:0.76558	validation-mlogloss:0.74413
[115]	train-mlogloss:0.76316	validation-mlogloss:0.74176
[116]	train-mlogloss:0.76064	validation-mlogloss:0.73930
[117]	train-mlogloss:0.75847	validation-mlogloss:0.73705
[118]	train-mlogloss:0.75598	validation-mlogloss:0.73452
[119]	train-mlogloss:0.75377	validation-mlogloss:0.73217
[120]	train-mlogloss:0.75158	validation-mlogloss:0.73001
[121]	train-mlogloss:0.74924	validation-mlogloss:0.72755
[122]	train-mlogloss:0.74689	validation-mlogloss:0.72508
[123]	train-mlogloss:0.74478	validation-mlogloss:0.72278
[124]	train-mlogloss:0.74255	validation-mlogloss:0.72045
[125]	train-mlogloss:0.74026	validation-mlogloss:0.71820
[126]	train-mlogloss:0.73815	validation-mlogloss:0.71600
[127]	train-mlogloss:0.73610	validation-mlogloss:0.71386
[128]	train-mlogloss:0.73390	validation-mlogloss:0.71163
[129]	train-mlogloss:0.73169	validation-mlogloss:0.70949
[130]	train-mlogloss:0.72961	validation-mlogloss:0.70738
[131]	train-mlogloss:0.72768	validation-mlogloss:0.70536
[132]	train-mlogloss:0.72567	validation-mlogloss:0.70339
[133]	train-mlogloss:0.72359	validation-mlogloss:0.70128
[134]	train-mlogloss:0.72181	validation-mlogloss:0.69949
[135]	train-mlogloss:0.71990	validation-mlogloss:0.69751
[136]	train-mlogloss:0.71813	validation-mlogloss:0.69568
[137]	train-mlogloss:0.71639	validation-mlogloss:0.69393
[138]	train-mlogloss:0.71441	validation-mlogloss:0.69195
[139]	train-mlogloss:0.71252	validation-mlogloss:0.69007
[140]	train-mlogloss:0.71062	validation-mlogloss:0.68820
[141]	train-mlogloss:0.70865	validation-mlogloss:0.68628
[142]	train-mlogloss:0.70683	validation-mlogloss:0.68443
[143]	train-mlogloss:0.70509	validation-mlogloss:0.68263
[144]	train-mlogloss:0.70322	validation-mlogloss:0.68078
[145]	train-mlogloss:0.70155	validation-mlogloss:0.67908
[146]	train-mlogloss:0.69974	validation-mlogloss:0.67731
[147]	train-mlogloss:0.69795	validation-mlogloss:0.67548
[148]	train-mlogloss:0.69627	validation-mlogloss:0.67372
[149]	train-mlogloss:0.69465	validation-mlogloss:0.67204
[150]	train-mlogloss:0.69306	validation-mlogloss:0.67045
[151]	train-mlogloss:0.69141	validation-mlogloss:0.66885
[152]	train-mlogloss:0.68994	validation-mlogloss:0.66718
[153]	train-mlogloss:0.68829	validation-mlogloss:0.66556
[154]	train-mlogloss:0.68675	validation-mlogloss:0.66396
[155]	train-mlogloss:0.68512	validation-mlogloss:0.66238
[156]	train-mlogloss:0.68354	validation-mlogloss:0.66083
[157]	train-mlogloss:0.68198	validation-mlogloss:0.65931
[158]	train-mlogloss:0.68053	validation-mlogloss:0.65779
[159]	train-mlogloss:0.67895	validation-mlogloss:0.65625
[160]	train-mlogloss:0.67756	validation-mlogloss:0.65482
[161]	train-mlogloss:0.67619	validation-mlogloss:0.65340
[162]	train-mlogloss:0.67466	validation-mlogloss:0.65191
[163]	train-mlogloss:0.67318	validation-mlogloss:0.65040
[164]	train-mlogloss:0.67177	validation-mlogloss:0.64905
[165]	train-mlogloss:0.67035	validation-mlogloss:0.64770
[166]	train-mlogloss:0.66910	validation-mlogloss:0.64659
[167]	train-mlogloss:0.66779	validation-mlogloss:0.64521
[168]	train-mlogloss:0.66636	validation-mlogloss:0.64384
[169]	train-mlogloss:0.66499	validation-mlogloss:0.64253
[170]	train-mlogloss:0.66372	validation-mlogloss:0.64115
[171]	train-mlogloss:0.66247	validation-mlogloss:0.63991
[172]	train-mlogloss:0.66118	validation-mlogloss:0.63859
[173]	train-mlogloss:0.65973	validation-mlogloss:0.63710
[174]	train-mlogloss:0.65837	validation-mlogloss:0.63582
[175]	train-mlogloss:0.65711	validation-mlogloss:0.63462
[176]	train-mlogloss:0.65586	validation-mlogloss:0.63334
[177]	train-mlogloss:0.65460	validation-mlogloss:0.63213
[178]	train-mlogloss:0.65334	validation-mlogloss:0.63094
[179]	train-mlogloss:0.65198	validation-mlogloss:0.62965
[180]	train-mlogloss:0.65073	validation-mlogloss:0.62836
[181]	train-mlogloss:0.64959	validation-mlogloss:0.62716
[182]	train-mlogloss:0.64834	validation-mlogloss:0.62600
[183]	train-mlogloss:0.64713	validation-mlogloss:0.62476
[184]	train-mlogloss:0.64592	validation-mlogloss:0.62364
[185]	train-mlogloss:0.64472	validation-mlogloss:0.62246
[186]	train-mlogloss:0.64358	validation-mlogloss:0.62137
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[489]	train-mlogloss:0.51198	validation-mlogloss:0.50065
[490]	train-mlogloss:0.51187	validation-mlogloss:0.50054
[491]	train-mlogloss:0.51172	validation-mlogloss:0.50050
[492]	train-mlogloss:0.51163	validation-mlogloss:0.50039
[493]	train-mlogloss:0.51155	validation-mlogloss:0.50032
[494]	train-mlogloss:0.51148	validation-mlogloss:0.50029
[495]	train-mlogloss:0.51135	validation-mlogloss:0.50013
[496]	train-mlogloss:0.51122	validation-mlogloss:0.50002
[497]	train-mlogloss:0.51114	validation-mlogloss:0.49995
[498]	train-mlogloss:0.51105	validation-mlogloss:0.49992
[499]	train-mlogloss:0.51095	validation-mlogloss:0.49986
[500]	train-mlogloss:0.51073	validation-mlogloss:0.49970
[501]	train-mlogloss:0.51060	validation-mlogloss:0.49960
[502]	train-mlogloss:0.51051	validation-mlogloss:0.49950
[503]	train-mlogloss:0.51044	validation-mlogloss:0.49947
[504]	train-mlogloss:0.51028	validation-mlogloss:0.49930
[505]	train-mlogloss:0.51018	validation-mlogloss:0.49927
[506]	train-mlogloss:0.51000	validation-mlogloss:0.49913
[507]	train-mlogloss:0.50989	validation-mlogloss:0.49904
[508]	train-mlogloss:0.50970	validation-mlogloss:0.49895
[509]	train-mlogloss:0.50964	validation-mlogloss:0.49889
[510]	train-mlogloss:0.50958	validation-mlogloss:0.49889
[511]	train-mlogloss:0.50953	validation-mlogloss:0.49888
[512]	train-mlogloss:0.50935	validation-mlogloss:0.49877
[513]	train-mlogloss:0.50923	validation-mlogloss:0.49863
[514]	train-mlogloss:0.50915	validation-mlogloss:0.49858
[515]	train-mlogloss:0.50903	validation-mlogloss:0.49846
[516]	train-mlogloss:0.50898	validation-mlogloss:0.49841
[517]	train-mlogloss:0.50886	validation-mlogloss:0.49836
[518]	train-mlogloss:0.50882	validation-mlogloss:0.49830
[519]	train-mlogloss:0.50874	validation-mlogloss:0.49821
[520]	train-mlogloss:0.50866	validation-mlogloss:0.49817
[521]	train-mlogloss:0.50854	validation-mlogloss:0.49799
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.38 [%]
Global accuracy score (test) = 78.86 [%]
Global F1 score (train) = 79.71 [%]
Global F1 score (test) = 79.43 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.69      0.65       350
MODERATE-INTENSITY       0.64      0.61      0.62       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.95      0.92      0.94       322

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


Accuracy capturado en la ejecución 9: 78.86 [%]
F1-score capturado en la ejecución 9: 79.43 [%]

=== EJECUCIÓN 10 ===

--- TRAIN (ejecución 10) ---

--- TEST (ejecución 10) ---
2025-11-03 17:21:50.501835: 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`.
2025-11-03 17:21:50.513492: 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 00:00:1762186910.527621  329866 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186910.531941  329866 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186910.542445  329866 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186910.542477  329866 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186910.542479  329866 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186910.542481  329866 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:21:50.545777: 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:1.37436	validation-mlogloss:1.37378
[1]	train-mlogloss:1.36260	validation-mlogloss:1.36126
[2]	train-mlogloss:1.35145	validation-mlogloss:1.34973
[3]	train-mlogloss:1.34029	validation-mlogloss:1.33787
[4]	train-mlogloss:1.32920	validation-mlogloss:1.32680
[5]	train-mlogloss:1.31838	validation-mlogloss:1.31531
[6]	train-mlogloss:1.30818	validation-mlogloss:1.30485
[7]	train-mlogloss:1.29789	validation-mlogloss:1.29407
[8]	train-mlogloss:1.28791	validation-mlogloss:1.28361
[9]	train-mlogloss:1.27794	validation-mlogloss:1.27284
[10]	train-mlogloss:1.26837	validation-mlogloss:1.26278
[11]	train-mlogloss:1.25881	validation-mlogloss:1.25260
[12]	train-mlogloss:1.24933	validation-mlogloss:1.24285
[13]	train-mlogloss:1.24022	validation-mlogloss:1.23325
[14]	train-mlogloss:1.23125	validation-mlogloss:1.22382
[15]	train-mlogloss:1.22244	validation-mlogloss:1.21464
[16]	train-mlogloss:1.21398	validation-mlogloss:1.20593
[17]	train-mlogloss:1.20563	validation-mlogloss:1.19733
[18]	train-mlogloss:1.19743	validation-mlogloss:1.18872
[19]	train-mlogloss:1.18934	validation-mlogloss:1.18020
[20]	train-mlogloss:1.18168	validation-mlogloss:1.17234
[21]	train-mlogloss:1.17373	validation-mlogloss:1.16400
[22]	train-mlogloss:1.16599	validation-mlogloss:1.15600
[23]	train-mlogloss:1.15832	validation-mlogloss:1.14787
[24]	train-mlogloss:1.15076	validation-mlogloss:1.13985
[25]	train-mlogloss:1.14342	validation-mlogloss:1.13209
[26]	train-mlogloss:1.13613	validation-mlogloss:1.12434
[27]	train-mlogloss:1.12846	validation-mlogloss:1.11637
[28]	train-mlogloss:1.12149	validation-mlogloss:1.10907
[29]	train-mlogloss:1.11459	validation-mlogloss:1.10173
[30]	train-mlogloss:1.10775	validation-mlogloss:1.09446
[31]	train-mlogloss:1.10100	validation-mlogloss:1.08713
[32]	train-mlogloss:1.09435	validation-mlogloss:1.08019
[33]	train-mlogloss:1.08768	validation-mlogloss:1.07320
[34]	train-mlogloss:1.08113	validation-mlogloss:1.06629
[35]	train-mlogloss:1.07455	validation-mlogloss:1.05962
[36]	train-mlogloss:1.06819	validation-mlogloss:1.05296
[37]	train-mlogloss:1.06201	validation-mlogloss:1.04660
[38]	train-mlogloss:1.05583	validation-mlogloss:1.04031
[39]	train-mlogloss:1.04964	validation-mlogloss:1.03399
[40]	train-mlogloss:1.04377	validation-mlogloss:1.02798
[41]	train-mlogloss:1.03789	validation-mlogloss:1.02192
[42]	train-mlogloss:1.03218	validation-mlogloss:1.01619
[43]	train-mlogloss:1.02651	validation-mlogloss:1.01046
[44]	train-mlogloss:1.02094	validation-mlogloss:1.00464
[45]	train-mlogloss:1.01558	validation-mlogloss:0.99902
[46]	train-mlogloss:1.01009	validation-mlogloss:0.99323
[47]	train-mlogloss:1.00495	validation-mlogloss:0.98774
[48]	train-mlogloss:0.99977	validation-mlogloss:0.98224
[49]	train-mlogloss:0.99455	validation-mlogloss:0.97680
[50]	train-mlogloss:0.98924	validation-mlogloss:0.97135
[51]	train-mlogloss:0.98418	validation-mlogloss:0.96616
[52]	train-mlogloss:0.97896	validation-mlogloss:0.96085
[53]	train-mlogloss:0.97407	validation-mlogloss:0.95589
[54]	train-mlogloss:0.96898	validation-mlogloss:0.95062
[55]	train-mlogloss:0.96423	validation-mlogloss:0.94559
[56]	train-mlogloss:0.95963	validation-mlogloss:0.94082
[57]	train-mlogloss:0.95488	validation-mlogloss:0.93594
[58]	train-mlogloss:0.95030	validation-mlogloss:0.93142
[59]	train-mlogloss:0.94559	validation-mlogloss:0.92676
[60]	train-mlogloss:0.94095	validation-mlogloss:0.92192
[61]	train-mlogloss:0.93625	validation-mlogloss:0.91701
[62]	train-mlogloss:0.93191	validation-mlogloss:0.91252
[63]	train-mlogloss:0.92761	validation-mlogloss:0.90821
[64]	train-mlogloss:0.92333	validation-mlogloss:0.90391
[65]	train-mlogloss:0.91917	validation-mlogloss:0.89985
[66]	train-mlogloss:0.91506	validation-mlogloss:0.89569
[67]	train-mlogloss:0.91095	validation-mlogloss:0.89135
[68]	train-mlogloss:0.90676	validation-mlogloss:0.88686
[69]	train-mlogloss:0.90280	validation-mlogloss:0.88276
[70]	train-mlogloss:0.89883	validation-mlogloss:0.87861
[71]	train-mlogloss:0.89498	validation-mlogloss:0.87457
[72]	train-mlogloss:0.89116	validation-mlogloss:0.87075
[73]	train-mlogloss:0.88717	validation-mlogloss:0.86664
[74]	train-mlogloss:0.88335	validation-mlogloss:0.86280
[75]	train-mlogloss:0.87969	validation-mlogloss:0.85902
[76]	train-mlogloss:0.87586	validation-mlogloss:0.85505
[77]	train-mlogloss:0.87227	validation-mlogloss:0.85134
[78]	train-mlogloss:0.86882	validation-mlogloss:0.84758
[79]	train-mlogloss:0.86516	validation-mlogloss:0.84379
[80]	train-mlogloss:0.86153	validation-mlogloss:0.84012
[81]	train-mlogloss:0.85801	validation-mlogloss:0.83647
[82]	train-mlogloss:0.85447	validation-mlogloss:0.83294
[83]	train-mlogloss:0.85113	validation-mlogloss:0.82950
[84]	train-mlogloss:0.84784	validation-mlogloss:0.82608
[85]	train-mlogloss:0.84474	validation-mlogloss:0.82305
[86]	train-mlogloss:0.84144	validation-mlogloss:0.81972
[87]	train-mlogloss:0.83823	validation-mlogloss:0.81644
[88]	train-mlogloss:0.83501	validation-mlogloss:0.81311
[89]	train-mlogloss:0.83177	validation-mlogloss:0.80988
[90]	train-mlogloss:0.82859	validation-mlogloss:0.80650
[91]	train-mlogloss:0.82555	validation-mlogloss:0.80325
[92]	train-mlogloss:0.82246	validation-mlogloss:0.80008
[93]	train-mlogloss:0.81948	validation-mlogloss:0.79714
[94]	train-mlogloss:0.81649	validation-mlogloss:0.79410
[95]	train-mlogloss:0.81347	validation-mlogloss:0.79093
[96]	train-mlogloss:0.81049	validation-mlogloss:0.78797
[97]	train-mlogloss:0.80763	validation-mlogloss:0.78495
[98]	train-mlogloss:0.80436	validation-mlogloss:0.78166
[99]	train-mlogloss:0.80149	validation-mlogloss:0.77872
[100]	train-mlogloss:0.79849	validation-mlogloss:0.77569
[101]	train-mlogloss:0.79573	validation-mlogloss:0.77269
[102]	train-mlogloss:0.79296	validation-mlogloss:0.76989
[103]	train-mlogloss:0.79024	validation-mlogloss:0.76712
[104]	train-mlogloss:0.78766	validation-mlogloss:0.76465
[105]	train-mlogloss:0.78504	validation-mlogloss:0.76175
[106]	train-mlogloss:0.78227	validation-mlogloss:0.75898
[107]	train-mlogloss:0.77962	validation-mlogloss:0.75616
[108]	train-mlogloss:0.77710	validation-mlogloss:0.75345
[109]	train-mlogloss:0.77472	validation-mlogloss:0.75104
[110]	train-mlogloss:0.77210	validation-mlogloss:0.74834
[111]	train-mlogloss:0.76968	validation-mlogloss:0.74582
[112]	train-mlogloss:0.76731	validation-mlogloss:0.74345
[113]	train-mlogloss:0.76499	validation-mlogloss:0.74114
[114]	train-mlogloss:0.76248	validation-mlogloss:0.73858
[115]	train-mlogloss:0.76006	validation-mlogloss:0.73620
[116]	train-mlogloss:0.75758	validation-mlogloss:0.73370
[117]	train-mlogloss:0.75520	validation-mlogloss:0.73126
[118]	train-mlogloss:0.75291	validation-mlogloss:0.72891
[119]	train-mlogloss:0.75055	validation-mlogloss:0.72658
[120]	train-mlogloss:0.74826	validation-mlogloss:0.72416
[121]	train-mlogloss:0.74584	validation-mlogloss:0.72181
[122]	train-mlogloss:0.74358	validation-mlogloss:0.71939
[123]	train-mlogloss:0.74128	validation-mlogloss:0.71713
[124]	train-mlogloss:0.73922	validation-mlogloss:0.71500
[125]	train-mlogloss:0.73696	validation-mlogloss:0.71279
[126]	train-mlogloss:0.73471	validation-mlogloss:0.71056
[127]	train-mlogloss:0.73276	validation-mlogloss:0.70859
[128]	train-mlogloss:0.73060	validation-mlogloss:0.70639
[129]	train-mlogloss:0.72845	validation-mlogloss:0.70413
[130]	train-mlogloss:0.72633	validation-mlogloss:0.70203
[131]	train-mlogloss:0.72426	validation-mlogloss:0.69994
[132]	train-mlogloss:0.72231	validation-mlogloss:0.69802
[133]	train-mlogloss:0.72023	validation-mlogloss:0.69595
[134]	train-mlogloss:0.71830	validation-mlogloss:0.69395
[135]	train-mlogloss:0.71629	validation-mlogloss:0.69189
[136]	train-mlogloss:0.71436	validation-mlogloss:0.68999
[137]	train-mlogloss:0.71259	validation-mlogloss:0.68812
[138]	train-mlogloss:0.71067	validation-mlogloss:0.68627
[139]	train-mlogloss:0.70889	validation-mlogloss:0.68440
[140]	train-mlogloss:0.70718	validation-mlogloss:0.68263
[141]	train-mlogloss:0.70525	validation-mlogloss:0.68069
[142]	train-mlogloss:0.70356	validation-mlogloss:0.67907
[143]	train-mlogloss:0.70171	validation-mlogloss:0.67740
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[446]	train-mlogloss:0.51378	validation-mlogloss:0.50425
[447]	train-mlogloss:0.51360	validation-mlogloss:0.50405
[448]	train-mlogloss:0.51344	validation-mlogloss:0.50392
[449]	train-mlogloss:0.51333	validation-mlogloss:0.50378
[450]	train-mlogloss:0.51317	validation-mlogloss:0.50371
[451]	train-mlogloss:0.51306	validation-mlogloss:0.50370
[452]	train-mlogloss:0.51291	validation-mlogloss:0.50363
[453]	train-mlogloss:0.51280	validation-mlogloss:0.50358
[454]	train-mlogloss:0.51260	validation-mlogloss:0.50343
[455]	train-mlogloss:0.51241	validation-mlogloss:0.50321
[456]	train-mlogloss:0.51227	validation-mlogloss:0.50314
[457]	train-mlogloss:0.51213	validation-mlogloss:0.50299
[458]	train-mlogloss:0.51195	validation-mlogloss:0.50290
[459]	train-mlogloss:0.51178	validation-mlogloss:0.50285
[460]	train-mlogloss:0.51156	validation-mlogloss:0.50271
[461]	train-mlogloss:0.51135	validation-mlogloss:0.50255
[462]	train-mlogloss:0.51126	validation-mlogloss:0.50244
[463]	train-mlogloss:0.51111	validation-mlogloss:0.50234
[464]	train-mlogloss:0.51102	validation-mlogloss:0.50233
[465]	train-mlogloss:0.51091	validation-mlogloss:0.50219
[466]	train-mlogloss:0.51078	validation-mlogloss:0.50207
[467]	train-mlogloss:0.51068	validation-mlogloss:0.50203
[468]	train-mlogloss:0.51053	validation-mlogloss:0.50190
[469]	train-mlogloss:0.51035	validation-mlogloss:0.50178
[470]	train-mlogloss:0.51017	validation-mlogloss:0.50164
[471]	train-mlogloss:0.51004	validation-mlogloss:0.50148
[472]	train-mlogloss:0.50993	validation-mlogloss:0.50136
[473]	train-mlogloss:0.50977	validation-mlogloss:0.50124
[474]	train-mlogloss:0.50963	validation-mlogloss:0.50117
[475]	train-mlogloss:0.50954	validation-mlogloss:0.50105
[476]	train-mlogloss:0.50940	validation-mlogloss:0.50088
[477]	train-mlogloss:0.50931	validation-mlogloss:0.50086
[478]	train-mlogloss:0.50914	validation-mlogloss:0.50073
[479]	train-mlogloss:0.50904	validation-mlogloss:0.50069
[480]	train-mlogloss:0.50891	validation-mlogloss:0.50059
[481]	train-mlogloss:0.50870	validation-mlogloss:0.50032
[482]	train-mlogloss:0.50857	validation-mlogloss:0.50024
[483]	train-mlogloss:0.50848	validation-mlogloss:0.50015
[484]	train-mlogloss:0.50838	validation-mlogloss:0.50004
[485]	train-mlogloss:0.50829	validation-mlogloss:0.49993
[486]	train-mlogloss:0.50822	validation-mlogloss:0.49986
[487]	train-mlogloss:0.50815	validation-mlogloss:0.49982
[488]	train-mlogloss:0.50800	validation-mlogloss:0.49975
[489]	train-mlogloss:0.50788	validation-mlogloss:0.49958
[490]	train-mlogloss:0.50778	validation-mlogloss:0.49945
[491]	train-mlogloss:0.50767	validation-mlogloss:0.49938
[492]	train-mlogloss:0.50753	validation-mlogloss:0.49928
[493]	train-mlogloss:0.50741	validation-mlogloss:0.49917
[494]	train-mlogloss:0.50731	validation-mlogloss:0.49905
[495]	train-mlogloss:0.50714	validation-mlogloss:0.49887
[496]	train-mlogloss:0.50699	validation-mlogloss:0.49883
[497]	train-mlogloss:0.50690	validation-mlogloss:0.49871
[498]	train-mlogloss:0.50682	validation-mlogloss:0.49870
[499]	train-mlogloss:0.50667	validation-mlogloss:0.49857
[500]	train-mlogloss:0.50658	validation-mlogloss:0.49844
[501]	train-mlogloss:0.50638	validation-mlogloss:0.49824
[502]	train-mlogloss:0.50623	validation-mlogloss:0.49809
[503]	train-mlogloss:0.50614	validation-mlogloss:0.49797
[504]	train-mlogloss:0.50609	validation-mlogloss:0.49794
[505]	train-mlogloss:0.50601	validation-mlogloss:0.49792
[506]	train-mlogloss:0.50594	validation-mlogloss:0.49785
[507]	train-mlogloss:0.50582	validation-mlogloss:0.49773
[508]	train-mlogloss:0.50575	validation-mlogloss:0.49763
[509]	train-mlogloss:0.50560	validation-mlogloss:0.49749
[510]	train-mlogloss:0.50552	validation-mlogloss:0.49739
[511]	train-mlogloss:0.50545	validation-mlogloss:0.49732
[512]	train-mlogloss:0.50542	validation-mlogloss:0.49730
[513]	train-mlogloss:0.50530	validation-mlogloss:0.49720
[514]	train-mlogloss:0.50520	validation-mlogloss:0.49705
[515]	train-mlogloss:0.50507	validation-mlogloss:0.49696
[516]	train-mlogloss:0.50500	validation-mlogloss:0.49690
[517]	train-mlogloss:0.50492	validation-mlogloss:0.49681
[518]	train-mlogloss:0.50485	validation-mlogloss:0.49678
[519]	train-mlogloss:0.50478	validation-mlogloss:0.49673
[520]	train-mlogloss:0.50462	validation-mlogloss:0.49656
[521]	train-mlogloss:0.50453	validation-mlogloss:0.49645
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.21 [%]
Global accuracy score (test) = 81.27 [%]
Global F1 score (train) = 79.56 [%]
Global F1 score (test) = 81.82 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.65      0.72      0.68       350
MODERATE-INTENSITY       0.69      0.67      0.68       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.95       322

          accuracy                           0.81      1372
         macro avg       0.82      0.81      0.82      1372
      weighted avg       0.82      0.81      0.82      1372


Accuracy capturado en la ejecución 10: 81.27 [%]
F1-score capturado en la ejecución 10: 81.82 [%]

=== EJECUCIÓN 11 ===

--- TRAIN (ejecución 11) ---

--- TEST (ejecución 11) ---
2025-11-03 17:22:09.241179: 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`.
2025-11-03 17:22:09.252838: 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 00:00:1762186929.266534  330157 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186929.270965  330157 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186929.281306  330157 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186929.281335  330157 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186929.281338  330157 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186929.281340  330157 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:22:09.284733: 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:1.37484	validation-mlogloss:1.37458
[1]	train-mlogloss:1.36339	validation-mlogloss:1.36247
[2]	train-mlogloss:1.35267	validation-mlogloss:1.35156
[3]	train-mlogloss:1.34162	validation-mlogloss:1.34003
[4]	train-mlogloss:1.33058	validation-mlogloss:1.32859
[5]	train-mlogloss:1.32017	validation-mlogloss:1.31759
[6]	train-mlogloss:1.30973	validation-mlogloss:1.30650
[7]	train-mlogloss:1.29966	validation-mlogloss:1.29616
[8]	train-mlogloss:1.28959	validation-mlogloss:1.28550
[9]	train-mlogloss:1.27967	validation-mlogloss:1.27528
[10]	train-mlogloss:1.27016	validation-mlogloss:1.26538
[11]	train-mlogloss:1.26076	validation-mlogloss:1.25533
[12]	train-mlogloss:1.25172	validation-mlogloss:1.24575
[13]	train-mlogloss:1.24260	validation-mlogloss:1.23610
[14]	train-mlogloss:1.23350	validation-mlogloss:1.22657
[15]	train-mlogloss:1.22468	validation-mlogloss:1.21712
[16]	train-mlogloss:1.21623	validation-mlogloss:1.20842
[17]	train-mlogloss:1.20798	validation-mlogloss:1.19991
[18]	train-mlogloss:1.19974	validation-mlogloss:1.19154
[19]	train-mlogloss:1.19138	validation-mlogloss:1.18287
[20]	train-mlogloss:1.18307	validation-mlogloss:1.17408
[21]	train-mlogloss:1.17519	validation-mlogloss:1.16587
[22]	train-mlogloss:1.16766	validation-mlogloss:1.15821
[23]	train-mlogloss:1.16013	validation-mlogloss:1.15033
[24]	train-mlogloss:1.15258	validation-mlogloss:1.14241
[25]	train-mlogloss:1.14520	validation-mlogloss:1.13490
[26]	train-mlogloss:1.13803	validation-mlogloss:1.12749
[27]	train-mlogloss:1.13088	validation-mlogloss:1.12010
[28]	train-mlogloss:1.12397	validation-mlogloss:1.11308
[29]	train-mlogloss:1.11684	validation-mlogloss:1.10542
[30]	train-mlogloss:1.10986	validation-mlogloss:1.09810
[31]	train-mlogloss:1.10320	validation-mlogloss:1.09120
[32]	train-mlogloss:1.09620	validation-mlogloss:1.08400
[33]	train-mlogloss:1.08997	validation-mlogloss:1.07773
[34]	train-mlogloss:1.08359	validation-mlogloss:1.07102
[35]	train-mlogloss:1.07729	validation-mlogloss:1.06436
[36]	train-mlogloss:1.07101	validation-mlogloss:1.05774
[37]	train-mlogloss:1.06485	validation-mlogloss:1.05155
[38]	train-mlogloss:1.05857	validation-mlogloss:1.04508
[39]	train-mlogloss:1.05249	validation-mlogloss:1.03880
[40]	train-mlogloss:1.04683	validation-mlogloss:1.03289
[41]	train-mlogloss:1.04090	validation-mlogloss:1.02680
[42]	train-mlogloss:1.03526	validation-mlogloss:1.02087
[43]	train-mlogloss:1.02968	validation-mlogloss:1.01509
[44]	train-mlogloss:1.02391	validation-mlogloss:1.00916
[45]	train-mlogloss:1.01850	validation-mlogloss:1.00331
[46]	train-mlogloss:1.01304	validation-mlogloss:0.99768
[47]	train-mlogloss:1.00744	validation-mlogloss:0.99190
[48]	train-mlogloss:1.00212	validation-mlogloss:0.98666
[49]	train-mlogloss:0.99672	validation-mlogloss:0.98117
[50]	train-mlogloss:0.99158	validation-mlogloss:0.97577
[51]	train-mlogloss:0.98620	validation-mlogloss:0.97017
[52]	train-mlogloss:0.98106	validation-mlogloss:0.96504
[53]	train-mlogloss:0.97603	validation-mlogloss:0.95995
[54]	train-mlogloss:0.97116	validation-mlogloss:0.95495
[55]	train-mlogloss:0.96621	validation-mlogloss:0.94972
[56]	train-mlogloss:0.96137	validation-mlogloss:0.94485
[57]	train-mlogloss:0.95666	validation-mlogloss:0.93990
[58]	train-mlogloss:0.95209	validation-mlogloss:0.93526
[59]	train-mlogloss:0.94755	validation-mlogloss:0.93065
[60]	train-mlogloss:0.94308	validation-mlogloss:0.92600
[61]	train-mlogloss:0.93852	validation-mlogloss:0.92132
[62]	train-mlogloss:0.93410	validation-mlogloss:0.91704
[63]	train-mlogloss:0.92986	validation-mlogloss:0.91289
[64]	train-mlogloss:0.92550	validation-mlogloss:0.90830
[65]	train-mlogloss:0.92114	validation-mlogloss:0.90381
[66]	train-mlogloss:0.91708	validation-mlogloss:0.89965
[67]	train-mlogloss:0.91288	validation-mlogloss:0.89551
[68]	train-mlogloss:0.90887	validation-mlogloss:0.89164
[69]	train-mlogloss:0.90479	validation-mlogloss:0.88753
[70]	train-mlogloss:0.90089	validation-mlogloss:0.88352
[71]	train-mlogloss:0.89694	validation-mlogloss:0.87942
[72]	train-mlogloss:0.89299	validation-mlogloss:0.87548
[73]	train-mlogloss:0.88919	validation-mlogloss:0.87153
[74]	train-mlogloss:0.88555	validation-mlogloss:0.86778
[75]	train-mlogloss:0.88183	validation-mlogloss:0.86402
[76]	train-mlogloss:0.87821	validation-mlogloss:0.86034
[77]	train-mlogloss:0.87468	validation-mlogloss:0.85678
[78]	train-mlogloss:0.87123	validation-mlogloss:0.85344
[79]	train-mlogloss:0.86766	validation-mlogloss:0.84982
[80]	train-mlogloss:0.86411	validation-mlogloss:0.84613
[81]	train-mlogloss:0.86051	validation-mlogloss:0.84238
[82]	train-mlogloss:0.85711	validation-mlogloss:0.83893
[83]	train-mlogloss:0.85374	validation-mlogloss:0.83568
[84]	train-mlogloss:0.85040	validation-mlogloss:0.83238
[85]	train-mlogloss:0.84710	validation-mlogloss:0.82881
[86]	train-mlogloss:0.84384	validation-mlogloss:0.82537
[87]	train-mlogloss:0.84056	validation-mlogloss:0.82188
[88]	train-mlogloss:0.83738	validation-mlogloss:0.81860
[89]	train-mlogloss:0.83420	validation-mlogloss:0.81547
[90]	train-mlogloss:0.83104	validation-mlogloss:0.81222
[91]	train-mlogloss:0.82806	validation-mlogloss:0.80905
[92]	train-mlogloss:0.82506	validation-mlogloss:0.80597
[93]	train-mlogloss:0.82222	validation-mlogloss:0.80304
[94]	train-mlogloss:0.81930	validation-mlogloss:0.80012
[95]	train-mlogloss:0.81629	validation-mlogloss:0.79698
[96]	train-mlogloss:0.81333	validation-mlogloss:0.79393
[97]	train-mlogloss:0.81054	validation-mlogloss:0.79110
[98]	train-mlogloss:0.80779	validation-mlogloss:0.78823
[99]	train-mlogloss:0.80505	validation-mlogloss:0.78542
[100]	train-mlogloss:0.80219	validation-mlogloss:0.78255
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[403]	train-mlogloss:0.52491	validation-mlogloss:0.51659
[404]	train-mlogloss:0.52477	validation-mlogloss:0.51655
[405]	train-mlogloss:0.52452	validation-mlogloss:0.51639
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[407]	train-mlogloss:0.52415	validation-mlogloss:0.51607
[408]	train-mlogloss:0.52393	validation-mlogloss:0.51596
[409]	train-mlogloss:0.52374	validation-mlogloss:0.51573
[410]	train-mlogloss:0.52352	validation-mlogloss:0.51557
[411]	train-mlogloss:0.52336	validation-mlogloss:0.51542
[412]	train-mlogloss:0.52322	validation-mlogloss:0.51536
[413]	train-mlogloss:0.52296	validation-mlogloss:0.51520
[414]	train-mlogloss:0.52277	validation-mlogloss:0.51512
[415]	train-mlogloss:0.52253	validation-mlogloss:0.51487
[416]	train-mlogloss:0.52235	validation-mlogloss:0.51478
[417]	train-mlogloss:0.52210	validation-mlogloss:0.51463
[418]	train-mlogloss:0.52184	validation-mlogloss:0.51441
[419]	train-mlogloss:0.52169	validation-mlogloss:0.51422
[420]	train-mlogloss:0.52154	validation-mlogloss:0.51404
[421]	train-mlogloss:0.52138	validation-mlogloss:0.51393
[422]	train-mlogloss:0.52124	validation-mlogloss:0.51382
[423]	train-mlogloss:0.52103	validation-mlogloss:0.51357
[424]	train-mlogloss:0.52083	validation-mlogloss:0.51348
[425]	train-mlogloss:0.52066	validation-mlogloss:0.51333
[426]	train-mlogloss:0.52046	validation-mlogloss:0.51316
[427]	train-mlogloss:0.52027	validation-mlogloss:0.51303
[428]	train-mlogloss:0.52016	validation-mlogloss:0.51292
[429]	train-mlogloss:0.51994	validation-mlogloss:0.51282
[430]	train-mlogloss:0.51979	validation-mlogloss:0.51267
[431]	train-mlogloss:0.51966	validation-mlogloss:0.51253
[432]	train-mlogloss:0.51948	validation-mlogloss:0.51230
[433]	train-mlogloss:0.51926	validation-mlogloss:0.51209
[434]	train-mlogloss:0.51906	validation-mlogloss:0.51189
[435]	train-mlogloss:0.51890	validation-mlogloss:0.51175
[436]	train-mlogloss:0.51867	validation-mlogloss:0.51159
[437]	train-mlogloss:0.51850	validation-mlogloss:0.51144
[438]	train-mlogloss:0.51831	validation-mlogloss:0.51131
[439]	train-mlogloss:0.51820	validation-mlogloss:0.51129
[440]	train-mlogloss:0.51806	validation-mlogloss:0.51112
[441]	train-mlogloss:0.51792	validation-mlogloss:0.51098
[442]	train-mlogloss:0.51774	validation-mlogloss:0.51089
[443]	train-mlogloss:0.51752	validation-mlogloss:0.51074
[444]	train-mlogloss:0.51736	validation-mlogloss:0.51071
[445]	train-mlogloss:0.51716	validation-mlogloss:0.51050
[446]	train-mlogloss:0.51695	validation-mlogloss:0.51038
[447]	train-mlogloss:0.51680	validation-mlogloss:0.51022
[448]	train-mlogloss:0.51668	validation-mlogloss:0.51011
[449]	train-mlogloss:0.51656	validation-mlogloss:0.51000
[450]	train-mlogloss:0.51644	validation-mlogloss:0.50987
[451]	train-mlogloss:0.51623	validation-mlogloss:0.50968
[452]	train-mlogloss:0.51612	validation-mlogloss:0.50967
[453]	train-mlogloss:0.51600	validation-mlogloss:0.50961
[454]	train-mlogloss:0.51588	validation-mlogloss:0.50944
[455]	train-mlogloss:0.51579	validation-mlogloss:0.50938
[456]	train-mlogloss:0.51559	validation-mlogloss:0.50918
[457]	train-mlogloss:0.51549	validation-mlogloss:0.50910
[458]	train-mlogloss:0.51527	validation-mlogloss:0.50889
[459]	train-mlogloss:0.51511	validation-mlogloss:0.50872
[460]	train-mlogloss:0.51497	validation-mlogloss:0.50859
[461]	train-mlogloss:0.51484	validation-mlogloss:0.50845
[462]	train-mlogloss:0.51474	validation-mlogloss:0.50845
[463]	train-mlogloss:0.51457	validation-mlogloss:0.50823
[464]	train-mlogloss:0.51446	validation-mlogloss:0.50817
[465]	train-mlogloss:0.51435	validation-mlogloss:0.50812
[466]	train-mlogloss:0.51424	validation-mlogloss:0.50805
[467]	train-mlogloss:0.51412	validation-mlogloss:0.50794
[468]	train-mlogloss:0.51395	validation-mlogloss:0.50772
[469]	train-mlogloss:0.51383	validation-mlogloss:0.50753
[470]	train-mlogloss:0.51368	validation-mlogloss:0.50731
[471]	train-mlogloss:0.51358	validation-mlogloss:0.50720
[472]	train-mlogloss:0.51344	validation-mlogloss:0.50707
[473]	train-mlogloss:0.51337	validation-mlogloss:0.50703
[474]	train-mlogloss:0.51317	validation-mlogloss:0.50675
[475]	train-mlogloss:0.51304	validation-mlogloss:0.50664
[476]	train-mlogloss:0.51297	validation-mlogloss:0.50659
[477]	train-mlogloss:0.51286	validation-mlogloss:0.50655
[478]	train-mlogloss:0.51263	validation-mlogloss:0.50635
[479]	train-mlogloss:0.51246	validation-mlogloss:0.50628
[480]	train-mlogloss:0.51235	validation-mlogloss:0.50621
[481]	train-mlogloss:0.51225	validation-mlogloss:0.50616
[482]	train-mlogloss:0.51216	validation-mlogloss:0.50614
[483]	train-mlogloss:0.51203	validation-mlogloss:0.50608
[484]	train-mlogloss:0.51192	validation-mlogloss:0.50600
[485]	train-mlogloss:0.51174	validation-mlogloss:0.50576
[486]	train-mlogloss:0.51159	validation-mlogloss:0.50555
[487]	train-mlogloss:0.51145	validation-mlogloss:0.50542
[488]	train-mlogloss:0.51132	validation-mlogloss:0.50529
[489]	train-mlogloss:0.51117	validation-mlogloss:0.50516
[490]	train-mlogloss:0.51104	validation-mlogloss:0.50505
[491]	train-mlogloss:0.51092	validation-mlogloss:0.50493
[492]	train-mlogloss:0.51081	validation-mlogloss:0.50483
[493]	train-mlogloss:0.51065	validation-mlogloss:0.50466
[494]	train-mlogloss:0.51058	validation-mlogloss:0.50460
[495]	train-mlogloss:0.51044	validation-mlogloss:0.50449
[496]	train-mlogloss:0.51035	validation-mlogloss:0.50438
[497]	train-mlogloss:0.51024	validation-mlogloss:0.50421
[498]	train-mlogloss:0.51016	validation-mlogloss:0.50414
[499]	train-mlogloss:0.51014	validation-mlogloss:0.50411
[500]	train-mlogloss:0.51004	validation-mlogloss:0.50404
[501]	train-mlogloss:0.50996	validation-mlogloss:0.50403
[502]	train-mlogloss:0.50984	validation-mlogloss:0.50394
[503]	train-mlogloss:0.50976	validation-mlogloss:0.50382
[504]	train-mlogloss:0.50965	validation-mlogloss:0.50375
[505]	train-mlogloss:0.50954	validation-mlogloss:0.50363
[506]	train-mlogloss:0.50945	validation-mlogloss:0.50350
[507]	train-mlogloss:0.50931	validation-mlogloss:0.50334
[508]	train-mlogloss:0.50922	validation-mlogloss:0.50321
[509]	train-mlogloss:0.50912	validation-mlogloss:0.50309
[510]	train-mlogloss:0.50900	validation-mlogloss:0.50297
[511]	train-mlogloss:0.50887	validation-mlogloss:0.50284
[512]	train-mlogloss:0.50876	validation-mlogloss:0.50276
[513]	train-mlogloss:0.50869	validation-mlogloss:0.50274
[514]	train-mlogloss:0.50861	validation-mlogloss:0.50267
[515]	train-mlogloss:0.50851	validation-mlogloss:0.50257
[516]	train-mlogloss:0.50841	validation-mlogloss:0.50248
[517]	train-mlogloss:0.50824	validation-mlogloss:0.50231
[518]	train-mlogloss:0.50812	validation-mlogloss:0.50216
[519]	train-mlogloss:0.50801	validation-mlogloss:0.50205
[520]	train-mlogloss:0.50794	validation-mlogloss:0.50200
[521]	train-mlogloss:0.50784	validation-mlogloss:0.50185
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 1 2 ... 0 3 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.1 [%]
Global accuracy score (test) = 80.54 [%]
Global F1 score (train) = 79.48 [%]
Global F1 score (test) = 81.06 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.71      0.67       350
MODERATE-INTENSITY       0.67      0.63      0.65       350
         SEDENTARY       0.99      0.96      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.94       322

          accuracy                           0.81      1372
         macro avg       0.82      0.81      0.81      1372
      weighted avg       0.81      0.81      0.81      1372


Accuracy capturado en la ejecución 11: 80.54 [%]
F1-score capturado en la ejecución 11: 81.06 [%]

=== EJECUCIÓN 12 ===

--- TRAIN (ejecución 12) ---

--- TEST (ejecución 12) ---
2025-11-03 17:22:27.928551: 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`.
2025-11-03 17:22:27.940343: 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 00:00:1762186947.954252  330475 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186947.958667  330475 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186947.968760  330475 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186947.968789  330475 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186947.968792  330475 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186947.968795  330475 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:22:27.972114: 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:1.37474	validation-mlogloss:1.37418
[1]	train-mlogloss:1.36327	validation-mlogloss:1.36246
[2]	train-mlogloss:1.35195	validation-mlogloss:1.35063
[3]	train-mlogloss:1.34104	validation-mlogloss:1.33941
[4]	train-mlogloss:1.33010	validation-mlogloss:1.32782
[5]	train-mlogloss:1.31970	validation-mlogloss:1.31689
[6]	train-mlogloss:1.30936	validation-mlogloss:1.30597
[7]	train-mlogloss:1.29908	validation-mlogloss:1.29524
[8]	train-mlogloss:1.28936	validation-mlogloss:1.28513
[9]	train-mlogloss:1.27955	validation-mlogloss:1.27484
[10]	train-mlogloss:1.26976	validation-mlogloss:1.26456
[11]	train-mlogloss:1.26048	validation-mlogloss:1.25493
[12]	train-mlogloss:1.25130	validation-mlogloss:1.24525
[13]	train-mlogloss:1.24201	validation-mlogloss:1.23549
[14]	train-mlogloss:1.23329	validation-mlogloss:1.22624
[15]	train-mlogloss:1.22459	validation-mlogloss:1.21742
[16]	train-mlogloss:1.21596	validation-mlogloss:1.20837
[17]	train-mlogloss:1.20721	validation-mlogloss:1.19924
[18]	train-mlogloss:1.19869	validation-mlogloss:1.19049
[19]	train-mlogloss:1.19053	validation-mlogloss:1.18197
[20]	train-mlogloss:1.18234	validation-mlogloss:1.17332
[21]	train-mlogloss:1.17435	validation-mlogloss:1.16492
[22]	train-mlogloss:1.16631	validation-mlogloss:1.15667
[23]	train-mlogloss:1.15858	validation-mlogloss:1.14847
[24]	train-mlogloss:1.15113	validation-mlogloss:1.14084
[25]	train-mlogloss:1.14371	validation-mlogloss:1.13318
[26]	train-mlogloss:1.13620	validation-mlogloss:1.12553
[27]	train-mlogloss:1.12883	validation-mlogloss:1.11810
[28]	train-mlogloss:1.12186	validation-mlogloss:1.11090
[29]	train-mlogloss:1.11503	validation-mlogloss:1.10368
[30]	train-mlogloss:1.10789	validation-mlogloss:1.09625
[31]	train-mlogloss:1.10115	validation-mlogloss:1.08926
[32]	train-mlogloss:1.09419	validation-mlogloss:1.08208
[33]	train-mlogloss:1.08774	validation-mlogloss:1.07527
[34]	train-mlogloss:1.08147	validation-mlogloss:1.06878
[35]	train-mlogloss:1.07535	validation-mlogloss:1.06226
[36]	train-mlogloss:1.06910	validation-mlogloss:1.05566
[37]	train-mlogloss:1.06291	validation-mlogloss:1.04916
[38]	train-mlogloss:1.05675	validation-mlogloss:1.04282
[39]	train-mlogloss:1.05084	validation-mlogloss:1.03655
[40]	train-mlogloss:1.04513	validation-mlogloss:1.03065
[41]	train-mlogloss:1.03945	validation-mlogloss:1.02503
[42]	train-mlogloss:1.03374	validation-mlogloss:1.01903
[43]	train-mlogloss:1.02820	validation-mlogloss:1.01321
[44]	train-mlogloss:1.02249	validation-mlogloss:1.00727
[45]	train-mlogloss:1.01682	validation-mlogloss:1.00154
[46]	train-mlogloss:1.01138	validation-mlogloss:0.99598
[47]	train-mlogloss:1.00598	validation-mlogloss:0.99050
[48]	train-mlogloss:1.00066	validation-mlogloss:0.98496
[49]	train-mlogloss:0.99535	validation-mlogloss:0.97958
[50]	train-mlogloss:0.99018	validation-mlogloss:0.97415
[51]	train-mlogloss:0.98486	validation-mlogloss:0.96875
[52]	train-mlogloss:0.97975	validation-mlogloss:0.96339
[53]	train-mlogloss:0.97477	validation-mlogloss:0.95829
[54]	train-mlogloss:0.96988	validation-mlogloss:0.95329
[55]	train-mlogloss:0.96492	validation-mlogloss:0.94819
[56]	train-mlogloss:0.96028	validation-mlogloss:0.94355
[57]	train-mlogloss:0.95562	validation-mlogloss:0.93870
[58]	train-mlogloss:0.95098	validation-mlogloss:0.93390
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[360]	train-mlogloss:0.53301	validation-mlogloss:0.51948
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[365]	train-mlogloss:0.53153	validation-mlogloss:0.51821
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[389]	train-mlogloss:0.52505	validation-mlogloss:0.51311
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[391]	train-mlogloss:0.52465	validation-mlogloss:0.51288
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[400]	train-mlogloss:0.52265	validation-mlogloss:0.51155
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[408]	train-mlogloss:0.52074	validation-mlogloss:0.51016
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[411]	train-mlogloss:0.52021	validation-mlogloss:0.50990
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[415]	train-mlogloss:0.51921	validation-mlogloss:0.50903
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[417]	train-mlogloss:0.51881	validation-mlogloss:0.50865
[418]	train-mlogloss:0.51860	validation-mlogloss:0.50850
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[420]	train-mlogloss:0.51809	validation-mlogloss:0.50810
[421]	train-mlogloss:0.51794	validation-mlogloss:0.50800
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[424]	train-mlogloss:0.51735	validation-mlogloss:0.50744
[425]	train-mlogloss:0.51712	validation-mlogloss:0.50715
[426]	train-mlogloss:0.51691	validation-mlogloss:0.50696
[427]	train-mlogloss:0.51662	validation-mlogloss:0.50681
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[439]	train-mlogloss:0.51468	validation-mlogloss:0.50513
[440]	train-mlogloss:0.51444	validation-mlogloss:0.50493
[441]	train-mlogloss:0.51431	validation-mlogloss:0.50486
[442]	train-mlogloss:0.51419	validation-mlogloss:0.50480
[443]	train-mlogloss:0.51391	validation-mlogloss:0.50463
[444]	train-mlogloss:0.51377	validation-mlogloss:0.50453
[445]	train-mlogloss:0.51354	validation-mlogloss:0.50431
[446]	train-mlogloss:0.51341	validation-mlogloss:0.50417
[447]	train-mlogloss:0.51328	validation-mlogloss:0.50404
[448]	train-mlogloss:0.51304	validation-mlogloss:0.50385
[449]	train-mlogloss:0.51285	validation-mlogloss:0.50372
[450]	train-mlogloss:0.51270	validation-mlogloss:0.50356
[451]	train-mlogloss:0.51258	validation-mlogloss:0.50347
[452]	train-mlogloss:0.51243	validation-mlogloss:0.50344
[453]	train-mlogloss:0.51225	validation-mlogloss:0.50335
[454]	train-mlogloss:0.51215	validation-mlogloss:0.50328
[455]	train-mlogloss:0.51201	validation-mlogloss:0.50312
[456]	train-mlogloss:0.51181	validation-mlogloss:0.50292
[457]	train-mlogloss:0.51167	validation-mlogloss:0.50283
[458]	train-mlogloss:0.51142	validation-mlogloss:0.50267
[459]	train-mlogloss:0.51124	validation-mlogloss:0.50254
[460]	train-mlogloss:0.51108	validation-mlogloss:0.50242
[461]	train-mlogloss:0.51095	validation-mlogloss:0.50230
[462]	train-mlogloss:0.51079	validation-mlogloss:0.50213
[463]	train-mlogloss:0.51063	validation-mlogloss:0.50195
[464]	train-mlogloss:0.51042	validation-mlogloss:0.50177
[465]	train-mlogloss:0.51034	validation-mlogloss:0.50172
[466]	train-mlogloss:0.51025	validation-mlogloss:0.50165
[467]	train-mlogloss:0.51016	validation-mlogloss:0.50157
[468]	train-mlogloss:0.50998	validation-mlogloss:0.50140
[469]	train-mlogloss:0.50984	validation-mlogloss:0.50127
[470]	train-mlogloss:0.50964	validation-mlogloss:0.50114
[471]	train-mlogloss:0.50949	validation-mlogloss:0.50105
[472]	train-mlogloss:0.50938	validation-mlogloss:0.50090
[473]	train-mlogloss:0.50928	validation-mlogloss:0.50086
[474]	train-mlogloss:0.50913	validation-mlogloss:0.50071
[475]	train-mlogloss:0.50905	validation-mlogloss:0.50060
[476]	train-mlogloss:0.50893	validation-mlogloss:0.50060
[477]	train-mlogloss:0.50874	validation-mlogloss:0.50045
[478]	train-mlogloss:0.50867	validation-mlogloss:0.50043
[479]	train-mlogloss:0.50860	validation-mlogloss:0.50036
[480]	train-mlogloss:0.50845	validation-mlogloss:0.50032
[481]	train-mlogloss:0.50830	validation-mlogloss:0.50021
[482]	train-mlogloss:0.50817	validation-mlogloss:0.50016
[483]	train-mlogloss:0.50804	validation-mlogloss:0.50004
[484]	train-mlogloss:0.50796	validation-mlogloss:0.49997
[485]	train-mlogloss:0.50780	validation-mlogloss:0.49995
[486]	train-mlogloss:0.50770	validation-mlogloss:0.49994
[487]	train-mlogloss:0.50760	validation-mlogloss:0.49984
[488]	train-mlogloss:0.50747	validation-mlogloss:0.49965
[489]	train-mlogloss:0.50732	validation-mlogloss:0.49950
[490]	train-mlogloss:0.50724	validation-mlogloss:0.49947
[491]	train-mlogloss:0.50715	validation-mlogloss:0.49945
[492]	train-mlogloss:0.50706	validation-mlogloss:0.49933
[493]	train-mlogloss:0.50685	validation-mlogloss:0.49917
[494]	train-mlogloss:0.50675	validation-mlogloss:0.49912
[495]	train-mlogloss:0.50666	validation-mlogloss:0.49911
[496]	train-mlogloss:0.50649	validation-mlogloss:0.49897
[497]	train-mlogloss:0.50638	validation-mlogloss:0.49885
[498]	train-mlogloss:0.50626	validation-mlogloss:0.49873
[499]	train-mlogloss:0.50617	validation-mlogloss:0.49873
[500]	train-mlogloss:0.50606	validation-mlogloss:0.49862
[501]	train-mlogloss:0.50591	validation-mlogloss:0.49855
[502]	train-mlogloss:0.50582	validation-mlogloss:0.49844
[503]	train-mlogloss:0.50576	validation-mlogloss:0.49840
[504]	train-mlogloss:0.50563	validation-mlogloss:0.49827
[505]	train-mlogloss:0.50557	validation-mlogloss:0.49821
[506]	train-mlogloss:0.50546	validation-mlogloss:0.49807
[507]	train-mlogloss:0.50536	validation-mlogloss:0.49795
[508]	train-mlogloss:0.50518	validation-mlogloss:0.49777
[509]	train-mlogloss:0.50512	validation-mlogloss:0.49770
[510]	train-mlogloss:0.50504	validation-mlogloss:0.49763
[511]	train-mlogloss:0.50494	validation-mlogloss:0.49761
[512]	train-mlogloss:0.50487	validation-mlogloss:0.49752
[513]	train-mlogloss:0.50476	validation-mlogloss:0.49744
[514]	train-mlogloss:0.50468	validation-mlogloss:0.49738
[515]	train-mlogloss:0.50454	validation-mlogloss:0.49720
[516]	train-mlogloss:0.50437	validation-mlogloss:0.49701
[517]	train-mlogloss:0.50428	validation-mlogloss:0.49687
[518]	train-mlogloss:0.50410	validation-mlogloss:0.49676
[519]	train-mlogloss:0.50402	validation-mlogloss:0.49671
[520]	train-mlogloss:0.50388	validation-mlogloss:0.49660
[521]	train-mlogloss:0.50373	validation-mlogloss:0.49647
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[0 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 78.93 [%]
Global accuracy score (test) = 79.52 [%]
Global F1 score (train) = 79.27 [%]
Global F1 score (test) = 80.06 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.71      0.66       350
MODERATE-INTENSITY       0.65      0.62      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.95      0.92      0.94       322

          accuracy                           0.80      1372
         macro avg       0.81      0.80      0.80      1372
      weighted avg       0.80      0.80      0.80      1372


Accuracy capturado en la ejecución 12: 79.52 [%]
F1-score capturado en la ejecución 12: 80.06 [%]

=== EJECUCIÓN 13 ===

--- TRAIN (ejecución 13) ---

--- TEST (ejecución 13) ---
2025-11-03 17:22:46.798662: 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`.
2025-11-03 17:22:46.810419: 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 00:00:1762186966.824084  330788 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186966.828203  330788 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186966.838805  330788 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186966.838837  330788 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186966.838840  330788 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186966.838841  330788 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:22:46.842113: 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:1.37452	validation-mlogloss:1.37387
[1]	train-mlogloss:1.36318	validation-mlogloss:1.36230
[2]	train-mlogloss:1.35196	validation-mlogloss:1.35052
[3]	train-mlogloss:1.34090	validation-mlogloss:1.33892
[4]	train-mlogloss:1.33008	validation-mlogloss:1.32759
[5]	train-mlogloss:1.31956	validation-mlogloss:1.31661
[6]	train-mlogloss:1.30935	validation-mlogloss:1.30587
[7]	train-mlogloss:1.29914	validation-mlogloss:1.29509
[8]	train-mlogloss:1.28958	validation-mlogloss:1.28505
[9]	train-mlogloss:1.27951	validation-mlogloss:1.27475
[10]	train-mlogloss:1.26982	validation-mlogloss:1.26448
[11]	train-mlogloss:1.26043	validation-mlogloss:1.25466
[12]	train-mlogloss:1.25122	validation-mlogloss:1.24501
[13]	train-mlogloss:1.24191	validation-mlogloss:1.23522
[14]	train-mlogloss:1.23323	validation-mlogloss:1.22623
[15]	train-mlogloss:1.22446	validation-mlogloss:1.21728
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[444]	train-mlogloss:0.51739	validation-mlogloss:0.50703
[445]	train-mlogloss:0.51726	validation-mlogloss:0.50691
[446]	train-mlogloss:0.51714	validation-mlogloss:0.50674
[447]	train-mlogloss:0.51703	validation-mlogloss:0.50671
[448]	train-mlogloss:0.51686	validation-mlogloss:0.50656
[449]	train-mlogloss:0.51674	validation-mlogloss:0.50653
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[455]	train-mlogloss:0.51589	validation-mlogloss:0.50576
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[468]	train-mlogloss:0.51401	validation-mlogloss:0.50399
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[471]	train-mlogloss:0.51361	validation-mlogloss:0.50370
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[474]	train-mlogloss:0.51323	validation-mlogloss:0.50328
[475]	train-mlogloss:0.51300	validation-mlogloss:0.50302
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[478]	train-mlogloss:0.51273	validation-mlogloss:0.50287
[479]	train-mlogloss:0.51262	validation-mlogloss:0.50271
[480]	train-mlogloss:0.51243	validation-mlogloss:0.50258
[481]	train-mlogloss:0.51227	validation-mlogloss:0.50239
[482]	train-mlogloss:0.51216	validation-mlogloss:0.50237
[483]	train-mlogloss:0.51201	validation-mlogloss:0.50225
[484]	train-mlogloss:0.51190	validation-mlogloss:0.50215
[485]	train-mlogloss:0.51176	validation-mlogloss:0.50204
[486]	train-mlogloss:0.51166	validation-mlogloss:0.50193
[487]	train-mlogloss:0.51146	validation-mlogloss:0.50175
[488]	train-mlogloss:0.51136	validation-mlogloss:0.50167
[489]	train-mlogloss:0.51119	validation-mlogloss:0.50156
[490]	train-mlogloss:0.51098	validation-mlogloss:0.50143
[491]	train-mlogloss:0.51087	validation-mlogloss:0.50127
[492]	train-mlogloss:0.51071	validation-mlogloss:0.50116
[493]	train-mlogloss:0.51062	validation-mlogloss:0.50111
[494]	train-mlogloss:0.51053	validation-mlogloss:0.50102
[495]	train-mlogloss:0.51044	validation-mlogloss:0.50088
[496]	train-mlogloss:0.51028	validation-mlogloss:0.50072
[497]	train-mlogloss:0.51019	validation-mlogloss:0.50064
[498]	train-mlogloss:0.51005	validation-mlogloss:0.50058
[499]	train-mlogloss:0.50991	validation-mlogloss:0.50052
[500]	train-mlogloss:0.50980	validation-mlogloss:0.50049
[501]	train-mlogloss:0.50964	validation-mlogloss:0.50035
[502]	train-mlogloss:0.50955	validation-mlogloss:0.50024
[503]	train-mlogloss:0.50948	validation-mlogloss:0.50017
[504]	train-mlogloss:0.50936	validation-mlogloss:0.50008
[505]	train-mlogloss:0.50929	validation-mlogloss:0.50006
[506]	train-mlogloss:0.50919	validation-mlogloss:0.50005
[507]	train-mlogloss:0.50910	validation-mlogloss:0.49994
[508]	train-mlogloss:0.50903	validation-mlogloss:0.49986
[509]	train-mlogloss:0.50894	validation-mlogloss:0.49976
[510]	train-mlogloss:0.50886	validation-mlogloss:0.49972
[511]	train-mlogloss:0.50877	validation-mlogloss:0.49964
[512]	train-mlogloss:0.50869	validation-mlogloss:0.49956
[513]	train-mlogloss:0.50858	validation-mlogloss:0.49941
[514]	train-mlogloss:0.50846	validation-mlogloss:0.49925
[515]	train-mlogloss:0.50829	validation-mlogloss:0.49910
[516]	train-mlogloss:0.50825	validation-mlogloss:0.49908
[517]	train-mlogloss:0.50812	validation-mlogloss:0.49896
[518]	train-mlogloss:0.50804	validation-mlogloss:0.49887
[519]	train-mlogloss:0.50792	validation-mlogloss:0.49874
[520]	train-mlogloss:0.50779	validation-mlogloss:0.49863
[521]	train-mlogloss:0.50775	validation-mlogloss:0.49858
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 1 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.02 [%]
Global accuracy score (test) = 80.83 [%]
Global F1 score (train) = 79.35 [%]
Global F1 score (test) = 81.24 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.65      0.71      0.68       350
MODERATE-INTENSITY       0.67      0.65      0.66       350
         SEDENTARY       0.99      0.96      0.98       350
VIGOROUS-INTENSITY       0.95      0.92      0.93       322

          accuracy                           0.81      1372
         macro avg       0.82      0.81      0.81      1372
      weighted avg       0.81      0.81      0.81      1372


Accuracy capturado en la ejecución 13: 80.83 [%]
F1-score capturado en la ejecución 13: 81.24 [%]

=== EJECUCIÓN 14 ===

--- TRAIN (ejecución 14) ---

--- TEST (ejecución 14) ---
2025-11-03 17:23:05.455680: 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`.
2025-11-03 17:23:05.467197: 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 00:00:1762186985.481123  331101 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762186985.485588  331101 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762186985.495950  331101 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186985.495981  331101 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186985.495984  331101 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762186985.495986  331101 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:23:05.499323: 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:1.37451	validation-mlogloss:1.37385
[1]	train-mlogloss:1.36336	validation-mlogloss:1.36243
[2]	train-mlogloss:1.35231	validation-mlogloss:1.35084
[3]	train-mlogloss:1.34150	validation-mlogloss:1.33946
[4]	train-mlogloss:1.33053	validation-mlogloss:1.32806
[5]	train-mlogloss:1.32025	validation-mlogloss:1.31721
[6]	train-mlogloss:1.30995	validation-mlogloss:1.30628
[7]	train-mlogloss:1.30005	validation-mlogloss:1.29589
[8]	train-mlogloss:1.29033	validation-mlogloss:1.28585
[9]	train-mlogloss:1.28060	validation-mlogloss:1.27568
[10]	train-mlogloss:1.27102	validation-mlogloss:1.26548
[11]	train-mlogloss:1.26161	validation-mlogloss:1.25561
[12]	train-mlogloss:1.25249	validation-mlogloss:1.24606
[13]	train-mlogloss:1.24356	validation-mlogloss:1.23664
[14]	train-mlogloss:1.23483	validation-mlogloss:1.22762
[15]	train-mlogloss:1.22587	validation-mlogloss:1.21821
[16]	train-mlogloss:1.21730	validation-mlogloss:1.20929
[17]	train-mlogloss:1.20883	validation-mlogloss:1.20028
[18]	train-mlogloss:1.20051	validation-mlogloss:1.19145
[19]	train-mlogloss:1.19230	validation-mlogloss:1.18274
[20]	train-mlogloss:1.18399	validation-mlogloss:1.17401
[21]	train-mlogloss:1.17610	validation-mlogloss:1.16575
[22]	train-mlogloss:1.16827	validation-mlogloss:1.15740
[23]	train-mlogloss:1.16057	validation-mlogloss:1.14905
[24]	train-mlogloss:1.15321	validation-mlogloss:1.14122
[25]	train-mlogloss:1.14597	validation-mlogloss:1.13352
[26]	train-mlogloss:1.13896	validation-mlogloss:1.12630
[27]	train-mlogloss:1.13174	validation-mlogloss:1.11897
[28]	train-mlogloss:1.12493	validation-mlogloss:1.11188
[29]	train-mlogloss:1.11800	validation-mlogloss:1.10458
[30]	train-mlogloss:1.11113	validation-mlogloss:1.09755
[31]	train-mlogloss:1.10455	validation-mlogloss:1.09069
[32]	train-mlogloss:1.09791	validation-mlogloss:1.08373
[33]	train-mlogloss:1.09111	validation-mlogloss:1.07656
[34]	train-mlogloss:1.08460	validation-mlogloss:1.06967
[35]	train-mlogloss:1.07825	validation-mlogloss:1.06292
[36]	train-mlogloss:1.07211	validation-mlogloss:1.05643
[37]	train-mlogloss:1.06577	validation-mlogloss:1.04966
[38]	train-mlogloss:1.05962	validation-mlogloss:1.04342
[39]	train-mlogloss:1.05364	validation-mlogloss:1.03696
[40]	train-mlogloss:1.04770	validation-mlogloss:1.03084
[41]	train-mlogloss:1.04204	validation-mlogloss:1.02491
[42]	train-mlogloss:1.03620	validation-mlogloss:1.01876
[43]	train-mlogloss:1.03062	validation-mlogloss:1.01277
[44]	train-mlogloss:1.02518	validation-mlogloss:1.00717
[45]	train-mlogloss:1.01965	validation-mlogloss:1.00138
[46]	train-mlogloss:1.01427	validation-mlogloss:0.99601
[47]	train-mlogloss:1.00910	validation-mlogloss:0.99069
[48]	train-mlogloss:1.00402	validation-mlogloss:0.98550
[49]	train-mlogloss:0.99878	validation-mlogloss:0.97994
[50]	train-mlogloss:0.99364	validation-mlogloss:0.97442
[51]	train-mlogloss:0.98854	validation-mlogloss:0.96904
[52]	train-mlogloss:0.98334	validation-mlogloss:0.96360
[53]	train-mlogloss:0.97834	validation-mlogloss:0.95857
[54]	train-mlogloss:0.97351	validation-mlogloss:0.95381
[55]	train-mlogloss:0.96876	validation-mlogloss:0.94894
[56]	train-mlogloss:0.96396	validation-mlogloss:0.94406
[57]	train-mlogloss:0.95915	validation-mlogloss:0.93902
[58]	train-mlogloss:0.95453	validation-mlogloss:0.93428
[59]	train-mlogloss:0.95006	validation-mlogloss:0.92980
[60]	train-mlogloss:0.94542	validation-mlogloss:0.92487
[61]	train-mlogloss:0.94097	validation-mlogloss:0.92027
[62]	train-mlogloss:0.93649	validation-mlogloss:0.91553
[63]	train-mlogloss:0.93203	validation-mlogloss:0.91080
[64]	train-mlogloss:0.92797	validation-mlogloss:0.90671
[65]	train-mlogloss:0.92383	validation-mlogloss:0.90241
[66]	train-mlogloss:0.91967	validation-mlogloss:0.89808
[67]	train-mlogloss:0.91560	validation-mlogloss:0.89400
[68]	train-mlogloss:0.91161	validation-mlogloss:0.88996
[69]	train-mlogloss:0.90765	validation-mlogloss:0.88578
[70]	train-mlogloss:0.90375	validation-mlogloss:0.88173
[71]	train-mlogloss:0.89975	validation-mlogloss:0.87754
[72]	train-mlogloss:0.89587	validation-mlogloss:0.87359
[73]	train-mlogloss:0.89215	validation-mlogloss:0.86974
[74]	train-mlogloss:0.88836	validation-mlogloss:0.86581
[75]	train-mlogloss:0.88458	validation-mlogloss:0.86190
[76]	train-mlogloss:0.88100	validation-mlogloss:0.85819
[77]	train-mlogloss:0.87755	validation-mlogloss:0.85466
[78]	train-mlogloss:0.87400	validation-mlogloss:0.85095
[79]	train-mlogloss:0.87029	validation-mlogloss:0.84708
[80]	train-mlogloss:0.86667	validation-mlogloss:0.84327
[81]	train-mlogloss:0.86328	validation-mlogloss:0.83986
[82]	train-mlogloss:0.85994	validation-mlogloss:0.83636
[83]	train-mlogloss:0.85666	validation-mlogloss:0.83296
[84]	train-mlogloss:0.85331	validation-mlogloss:0.82950
[85]	train-mlogloss:0.85004	validation-mlogloss:0.82601
[86]	train-mlogloss:0.84660	validation-mlogloss:0.82246
[87]	train-mlogloss:0.84326	validation-mlogloss:0.81899
[88]	train-mlogloss:0.84016	validation-mlogloss:0.81581
[89]	train-mlogloss:0.83696	validation-mlogloss:0.81249
[90]	train-mlogloss:0.83389	validation-mlogloss:0.80918
[91]	train-mlogloss:0.83073	validation-mlogloss:0.80595
[92]	train-mlogloss:0.82776	validation-mlogloss:0.80288
[93]	train-mlogloss:0.82470	validation-mlogloss:0.79981
[94]	train-mlogloss:0.82181	validation-mlogloss:0.79689
[95]	train-mlogloss:0.81891	validation-mlogloss:0.79399
[96]	train-mlogloss:0.81602	validation-mlogloss:0.79106
[97]	train-mlogloss:0.81328	validation-mlogloss:0.78828
[98]	train-mlogloss:0.81050	validation-mlogloss:0.78546
[99]	train-mlogloss:0.80749	validation-mlogloss:0.78248
[100]	train-mlogloss:0.80457	validation-mlogloss:0.77952
[101]	train-mlogloss:0.80181	validation-mlogloss:0.77660
[102]	train-mlogloss:0.79898	validation-mlogloss:0.77356
[103]	train-mlogloss:0.79607	validation-mlogloss:0.77068
[104]	train-mlogloss:0.79327	validation-mlogloss:0.76784
[105]	train-mlogloss:0.79077	validation-mlogloss:0.76510
[106]	train-mlogloss:0.78812	validation-mlogloss:0.76229
[107]	train-mlogloss:0.78548	validation-mlogloss:0.75948
[108]	train-mlogloss:0.78293	validation-mlogloss:0.75679
[109]	train-mlogloss:0.78036	validation-mlogloss:0.75413
[110]	train-mlogloss:0.77803	validation-mlogloss:0.75191
[111]	train-mlogloss:0.77539	validation-mlogloss:0.74922
[112]	train-mlogloss:0.77300	validation-mlogloss:0.74685
[113]	train-mlogloss:0.77066	validation-mlogloss:0.74432
[114]	train-mlogloss:0.76807	validation-mlogloss:0.74170
[115]	train-mlogloss:0.76574	validation-mlogloss:0.73904
[116]	train-mlogloss:0.76355	validation-mlogloss:0.73683
[117]	train-mlogloss:0.76133	validation-mlogloss:0.73467
[118]	train-mlogloss:0.75905	validation-mlogloss:0.73235
[119]	train-mlogloss:0.75666	validation-mlogloss:0.72990
[120]	train-mlogloss:0.75450	validation-mlogloss:0.72768
[121]	train-mlogloss:0.75228	validation-mlogloss:0.72536
[122]	train-mlogloss:0.75000	validation-mlogloss:0.72307
[123]	train-mlogloss:0.74767	validation-mlogloss:0.72068
[124]	train-mlogloss:0.74550	validation-mlogloss:0.71853
[125]	train-mlogloss:0.74338	validation-mlogloss:0.71640
[126]	train-mlogloss:0.74121	validation-mlogloss:0.71416
[127]	train-mlogloss:0.73914	validation-mlogloss:0.71191
[128]	train-mlogloss:0.73699	validation-mlogloss:0.70978
[129]	train-mlogloss:0.73486	validation-mlogloss:0.70765
[130]	train-mlogloss:0.73281	validation-mlogloss:0.70560
[131]	train-mlogloss:0.73089	validation-mlogloss:0.70359
[132]	train-mlogloss:0.72883	validation-mlogloss:0.70155
[133]	train-mlogloss:0.72677	validation-mlogloss:0.69950
[134]	train-mlogloss:0.72471	validation-mlogloss:0.69740
[135]	train-mlogloss:0.72288	validation-mlogloss:0.69551
[136]	train-mlogloss:0.72088	validation-mlogloss:0.69355
[137]	train-mlogloss:0.71895	validation-mlogloss:0.69160
[138]	train-mlogloss:0.71725	validation-mlogloss:0.68974
[139]	train-mlogloss:0.71554	validation-mlogloss:0.68789
[140]	train-mlogloss:0.71365	validation-mlogloss:0.68608
[141]	train-mlogloss:0.71196	validation-mlogloss:0.68430
[142]	train-mlogloss:0.71004	validation-mlogloss:0.68241
[143]	train-mlogloss:0.70837	validation-mlogloss:0.68066
[144]	train-mlogloss:0.70677	validation-mlogloss:0.67901
[145]	train-mlogloss:0.70503	validation-mlogloss:0.67724
[146]	train-mlogloss:0.70319	validation-mlogloss:0.67544
[147]	train-mlogloss:0.70147	validation-mlogloss:0.67367
[148]	train-mlogloss:0.69974	validation-mlogloss:0.67195
[149]	train-mlogloss:0.69809	validation-mlogloss:0.67028
[150]	train-mlogloss:0.69638	validation-mlogloss:0.66861
[151]	train-mlogloss:0.69471	validation-mlogloss:0.66693
[152]	train-mlogloss:0.69304	validation-mlogloss:0.66531
[153]	train-mlogloss:0.69133	validation-mlogloss:0.66371
[154]	train-mlogloss:0.68963	validation-mlogloss:0.66209
[155]	train-mlogloss:0.68800	validation-mlogloss:0.66053
[156]	train-mlogloss:0.68643	validation-mlogloss:0.65907
[157]	train-mlogloss:0.68482	validation-mlogloss:0.65753
[158]	train-mlogloss:0.68335	validation-mlogloss:0.65601
[159]	train-mlogloss:0.68184	validation-mlogloss:0.65465
[160]	train-mlogloss:0.68043	validation-mlogloss:0.65319
[161]	train-mlogloss:0.67891	validation-mlogloss:0.65160
[162]	train-mlogloss:0.67744	validation-mlogloss:0.65016
[163]	train-mlogloss:0.67598	validation-mlogloss:0.64871
[164]	train-mlogloss:0.67448	validation-mlogloss:0.64720
[165]	train-mlogloss:0.67301	validation-mlogloss:0.64566
[166]	train-mlogloss:0.67168	validation-mlogloss:0.64435
[167]	train-mlogloss:0.67022	validation-mlogloss:0.64282
[168]	train-mlogloss:0.66880	validation-mlogloss:0.64135
[169]	train-mlogloss:0.66745	validation-mlogloss:0.64005
[170]	train-mlogloss:0.66606	validation-mlogloss:0.63877
[171]	train-mlogloss:0.66466	validation-mlogloss:0.63734
[172]	train-mlogloss:0.66334	validation-mlogloss:0.63613
[173]	train-mlogloss:0.66187	validation-mlogloss:0.63484
[174]	train-mlogloss:0.66050	validation-mlogloss:0.63348
[175]	train-mlogloss:0.65923	validation-mlogloss:0.63230
[176]	train-mlogloss:0.65782	validation-mlogloss:0.63098
[177]	train-mlogloss:0.65669	validation-mlogloss:0.62978
[178]	train-mlogloss:0.65531	validation-mlogloss:0.62831
[179]	train-mlogloss:0.65415	validation-mlogloss:0.62712
[180]	train-mlogloss:0.65296	validation-mlogloss:0.62600
[181]	train-mlogloss:0.65177	validation-mlogloss:0.62486
[182]	train-mlogloss:0.65044	validation-mlogloss:0.62365
[183]	train-mlogloss:0.64927	validation-mlogloss:0.62260
[184]	train-mlogloss:0.64809	validation-mlogloss:0.62137
[185]	train-mlogloss:0.64690	validation-mlogloss:0.62028
[186]	train-mlogloss:0.64573	validation-mlogloss:0.61915
[187]	train-mlogloss:0.64465	validation-mlogloss:0.61804
[188]	train-mlogloss:0.64368	validation-mlogloss:0.61698
[189]	train-mlogloss:0.64260	validation-mlogloss:0.61585
[190]	train-mlogloss:0.64150	validation-mlogloss:0.61473
[191]	train-mlogloss:0.64034	validation-mlogloss:0.61352
[192]	train-mlogloss:0.63930	validation-mlogloss:0.61256
[193]	train-mlogloss:0.63822	validation-mlogloss:0.61159
[194]	train-mlogloss:0.63715	validation-mlogloss:0.61057
[195]	train-mlogloss:0.63604	validation-mlogloss:0.60951
[196]	train-mlogloss:0.63492	validation-mlogloss:0.60847
[197]	train-mlogloss:0.63382	validation-mlogloss:0.60747
[198]	train-mlogloss:0.63281	validation-mlogloss:0.60637
[199]	train-mlogloss:0.63175	validation-mlogloss:0.60532
[200]	train-mlogloss:0.63062	validation-mlogloss:0.60442
[201]	train-mlogloss:0.62950	validation-mlogloss:0.60347
[202]	train-mlogloss:0.62843	validation-mlogloss:0.60239
[203]	train-mlogloss:0.62756	validation-mlogloss:0.60144
[204]	train-mlogloss:0.62654	validation-mlogloss:0.60047
[205]	train-mlogloss:0.62560	validation-mlogloss:0.59963
[206]	train-mlogloss:0.62460	validation-mlogloss:0.59858
[207]	train-mlogloss:0.62361	validation-mlogloss:0.59765
[208]	train-mlogloss:0.62271	validation-mlogloss:0.59692
[209]	train-mlogloss:0.62178	validation-mlogloss:0.59597
[210]	train-mlogloss:0.62080	validation-mlogloss:0.59516
[211]	train-mlogloss:0.61990	validation-mlogloss:0.59422
[212]	train-mlogloss:0.61904	validation-mlogloss:0.59346
[213]	train-mlogloss:0.61815	validation-mlogloss:0.59258
[214]	train-mlogloss:0.61714	validation-mlogloss:0.59172
[215]	train-mlogloss:0.61616	validation-mlogloss:0.59085
[216]	train-mlogloss:0.61530	validation-mlogloss:0.59000
[217]	train-mlogloss:0.61452	validation-mlogloss:0.58919
[218]	train-mlogloss:0.61364	validation-mlogloss:0.58837
[219]	train-mlogloss:0.61281	validation-mlogloss:0.58755
[220]	train-mlogloss:0.61190	validation-mlogloss:0.58674
[221]	train-mlogloss:0.61107	validation-mlogloss:0.58603
[222]	train-mlogloss:0.61016	validation-mlogloss:0.58504
[223]	train-mlogloss:0.60929	validation-mlogloss:0.58417
[224]	train-mlogloss:0.60840	validation-mlogloss:0.58335
[225]	train-mlogloss:0.60744	validation-mlogloss:0.58224
[226]	train-mlogloss:0.60665	validation-mlogloss:0.58150
[227]	train-mlogloss:0.60584	validation-mlogloss:0.58079
[228]	train-mlogloss:0.60503	validation-mlogloss:0.58001
[229]	train-mlogloss:0.60429	validation-mlogloss:0.57938
[230]	train-mlogloss:0.60351	validation-mlogloss:0.57856
[231]	train-mlogloss:0.60269	validation-mlogloss:0.57776
[232]	train-mlogloss:0.60187	validation-mlogloss:0.57703
[233]	train-mlogloss:0.60107	validation-mlogloss:0.57626
[234]	train-mlogloss:0.60028	validation-mlogloss:0.57550
[235]	train-mlogloss:0.59948	validation-mlogloss:0.57468
[236]	train-mlogloss:0.59877	validation-mlogloss:0.57406
[237]	train-mlogloss:0.59794	validation-mlogloss:0.57331
[238]	train-mlogloss:0.59715	validation-mlogloss:0.57247
[239]	train-mlogloss:0.59647	validation-mlogloss:0.57180
[240]	train-mlogloss:0.59586	validation-mlogloss:0.57118
[241]	train-mlogloss:0.59510	validation-mlogloss:0.57038
[242]	train-mlogloss:0.59436	validation-mlogloss:0.56972
[243]	train-mlogloss:0.59358	validation-mlogloss:0.56901
[244]	train-mlogloss:0.59292	validation-mlogloss:0.56839
[245]	train-mlogloss:0.59219	validation-mlogloss:0.56770
[246]	train-mlogloss:0.59151	validation-mlogloss:0.56715
[247]	train-mlogloss:0.59083	validation-mlogloss:0.56649
[248]	train-mlogloss:0.59015	validation-mlogloss:0.56591
[249]	train-mlogloss:0.58946	validation-mlogloss:0.56523
[250]	train-mlogloss:0.58879	validation-mlogloss:0.56470
[251]	train-mlogloss:0.58804	validation-mlogloss:0.56401
[252]	train-mlogloss:0.58745	validation-mlogloss:0.56342
[253]	train-mlogloss:0.58666	validation-mlogloss:0.56261
[254]	train-mlogloss:0.58606	validation-mlogloss:0.56209
[255]	train-mlogloss:0.58541	validation-mlogloss:0.56155
[256]	train-mlogloss:0.58475	validation-mlogloss:0.56098
[257]	train-mlogloss:0.58408	validation-mlogloss:0.56033
[258]	train-mlogloss:0.58343	validation-mlogloss:0.55971
[259]	train-mlogloss:0.58277	validation-mlogloss:0.55908
[260]	train-mlogloss:0.58215	validation-mlogloss:0.55847
[261]	train-mlogloss:0.58146	validation-mlogloss:0.55781
[262]	train-mlogloss:0.58088	validation-mlogloss:0.55730
[263]	train-mlogloss:0.58028	validation-mlogloss:0.55671
[264]	train-mlogloss:0.57972	validation-mlogloss:0.55621
[265]	train-mlogloss:0.57913	validation-mlogloss:0.55569
[266]	train-mlogloss:0.57855	validation-mlogloss:0.55517
[267]	train-mlogloss:0.57801	validation-mlogloss:0.55468
[268]	train-mlogloss:0.57736	validation-mlogloss:0.55404
[269]	train-mlogloss:0.57678	validation-mlogloss:0.55346
[270]	train-mlogloss:0.57623	validation-mlogloss:0.55281
[271]	train-mlogloss:0.57566	validation-mlogloss:0.55232
[272]	train-mlogloss:0.57511	validation-mlogloss:0.55172
[273]	train-mlogloss:0.57456	validation-mlogloss:0.55129
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[500]	train-mlogloss:0.51012	validation-mlogloss:0.49722
[501]	train-mlogloss:0.51003	validation-mlogloss:0.49718
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[503]	train-mlogloss:0.50981	validation-mlogloss:0.49711
[504]	train-mlogloss:0.50971	validation-mlogloss:0.49696
[505]	train-mlogloss:0.50952	validation-mlogloss:0.49688
[506]	train-mlogloss:0.50943	validation-mlogloss:0.49684
[507]	train-mlogloss:0.50932	validation-mlogloss:0.49675
[508]	train-mlogloss:0.50917	validation-mlogloss:0.49669
[509]	train-mlogloss:0.50904	validation-mlogloss:0.49664
[510]	train-mlogloss:0.50890	validation-mlogloss:0.49661
[511]	train-mlogloss:0.50883	validation-mlogloss:0.49656
[512]	train-mlogloss:0.50875	validation-mlogloss:0.49650
[513]	train-mlogloss:0.50855	validation-mlogloss:0.49625
[514]	train-mlogloss:0.50847	validation-mlogloss:0.49620
[515]	train-mlogloss:0.50841	validation-mlogloss:0.49612
[516]	train-mlogloss:0.50826	validation-mlogloss:0.49605
[517]	train-mlogloss:0.50812	validation-mlogloss:0.49594
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[520]	train-mlogloss:0.50791	validation-mlogloss:0.49577
[521]	train-mlogloss:0.50776	validation-mlogloss:0.49575
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)
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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)
Training a non-convolutional model.
Loaded model from disk.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 1]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.33 [%]
Global accuracy score (test) = 79.81 [%]
Global F1 score (train) = 79.65 [%]
Global F1 score (test) = 80.37 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.70      0.66       350
MODERATE-INTENSITY       0.66      0.63      0.64       350
         SEDENTARY       0.99      0.96      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.94       322

          accuracy                           0.80      1372
         macro avg       0.81      0.80      0.80      1372
      weighted avg       0.81      0.80      0.80      1372


Accuracy capturado en la ejecución 14: 79.81 [%]
F1-score capturado en la ejecución 14: 80.37 [%]

=== EJECUCIÓN 15 ===

--- TRAIN (ejecución 15) ---

--- TEST (ejecución 15) ---
2025-11-03 17:23:24.244141: 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`.
2025-11-03 17:23:24.255976: 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 00:00:1762187004.269734  331397 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187004.274121  331397 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187004.284411  331397 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187004.284441  331397 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187004.284444  331397 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187004.284446  331397 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:23:24.287877: 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:1.37515	validation-mlogloss:1.37503
[1]	train-mlogloss:1.36337	validation-mlogloss:1.36281
[2]	train-mlogloss:1.35207	validation-mlogloss:1.35086
[3]	train-mlogloss:1.34129	validation-mlogloss:1.33999
[4]	train-mlogloss:1.33031	validation-mlogloss:1.32834
[5]	train-mlogloss:1.31989	validation-mlogloss:1.31744
[6]	train-mlogloss:1.30966	validation-mlogloss:1.30665
[7]	train-mlogloss:1.29961	validation-mlogloss:1.29607
[8]	train-mlogloss:1.28976	validation-mlogloss:1.28559
[9]	train-mlogloss:1.27998	validation-mlogloss:1.27598
[10]	train-mlogloss:1.27012	validation-mlogloss:1.26553
[11]	train-mlogloss:1.26055	validation-mlogloss:1.25544
[12]	train-mlogloss:1.25096	validation-mlogloss:1.24554
[13]	train-mlogloss:1.24182	validation-mlogloss:1.23601
[14]	train-mlogloss:1.23277	validation-mlogloss:1.22654
[15]	train-mlogloss:1.22384	validation-mlogloss:1.21732
[16]	train-mlogloss:1.21497	validation-mlogloss:1.20841
[17]	train-mlogloss:1.20640	validation-mlogloss:1.19940
[18]	train-mlogloss:1.19804	validation-mlogloss:1.19037
[19]	train-mlogloss:1.18981	validation-mlogloss:1.18185
[20]	train-mlogloss:1.18169	validation-mlogloss:1.17344
[21]	train-mlogloss:1.17385	validation-mlogloss:1.16536
[22]	train-mlogloss:1.16618	validation-mlogloss:1.15719
[23]	train-mlogloss:1.15868	validation-mlogloss:1.14923
[24]	train-mlogloss:1.15108	validation-mlogloss:1.14108
[25]	train-mlogloss:1.14342	validation-mlogloss:1.13303
[26]	train-mlogloss:1.13622	validation-mlogloss:1.12554
[27]	train-mlogloss:1.12891	validation-mlogloss:1.11779
[28]	train-mlogloss:1.12183	validation-mlogloss:1.11017
[29]	train-mlogloss:1.11499	validation-mlogloss:1.10290
[30]	train-mlogloss:1.10802	validation-mlogloss:1.09591
[31]	train-mlogloss:1.10112	validation-mlogloss:1.08873
[32]	train-mlogloss:1.09459	validation-mlogloss:1.08195
[33]	train-mlogloss:1.08789	validation-mlogloss:1.07507
[34]	train-mlogloss:1.08163	validation-mlogloss:1.06861
[35]	train-mlogloss:1.07538	validation-mlogloss:1.06229
[36]	train-mlogloss:1.06898	validation-mlogloss:1.05555
[37]	train-mlogloss:1.06264	validation-mlogloss:1.04921
[38]	train-mlogloss:1.05637	validation-mlogloss:1.04264
[39]	train-mlogloss:1.05029	validation-mlogloss:1.03661
[40]	train-mlogloss:1.04445	validation-mlogloss:1.03048
[41]	train-mlogloss:1.03869	validation-mlogloss:1.02447
[42]	train-mlogloss:1.03310	validation-mlogloss:1.01859
[43]	train-mlogloss:1.02734	validation-mlogloss:1.01265
[44]	train-mlogloss:1.02187	validation-mlogloss:1.00707
[45]	train-mlogloss:1.01655	validation-mlogloss:1.00151
[46]	train-mlogloss:1.01121	validation-mlogloss:0.99603
[47]	train-mlogloss:1.00583	validation-mlogloss:0.99050
[48]	train-mlogloss:1.00049	validation-mlogloss:0.98506
[49]	train-mlogloss:0.99503	validation-mlogloss:0.97958
[50]	train-mlogloss:0.98983	validation-mlogloss:0.97403
[51]	train-mlogloss:0.98479	validation-mlogloss:0.96894
[52]	train-mlogloss:0.97984	validation-mlogloss:0.96408
[53]	train-mlogloss:0.97481	validation-mlogloss:0.95888
[54]	train-mlogloss:0.96992	validation-mlogloss:0.95373
[55]	train-mlogloss:0.96509	validation-mlogloss:0.94875
[56]	train-mlogloss:0.96019	validation-mlogloss:0.94374
[57]	train-mlogloss:0.95553	validation-mlogloss:0.93874
[58]	train-mlogloss:0.95100	validation-mlogloss:0.93424
[59]	train-mlogloss:0.94643	validation-mlogloss:0.92946
[60]	train-mlogloss:0.94197	validation-mlogloss:0.92479
[61]	train-mlogloss:0.93744	validation-mlogloss:0.92010
[62]	train-mlogloss:0.93313	validation-mlogloss:0.91577
[63]	train-mlogloss:0.92885	validation-mlogloss:0.91138
[64]	train-mlogloss:0.92444	validation-mlogloss:0.90686
[65]	train-mlogloss:0.92007	validation-mlogloss:0.90232
[66]	train-mlogloss:0.91602	validation-mlogloss:0.89822
[67]	train-mlogloss:0.91203	validation-mlogloss:0.89416
[68]	train-mlogloss:0.90790	validation-mlogloss:0.88968
[69]	train-mlogloss:0.90377	validation-mlogloss:0.88531
[70]	train-mlogloss:0.89988	validation-mlogloss:0.88124
[71]	train-mlogloss:0.89602	validation-mlogloss:0.87716
[72]	train-mlogloss:0.89211	validation-mlogloss:0.87320
[73]	train-mlogloss:0.88834	validation-mlogloss:0.86953
[74]	train-mlogloss:0.88441	validation-mlogloss:0.86537
[75]	train-mlogloss:0.88075	validation-mlogloss:0.86164
[76]	train-mlogloss:0.87706	validation-mlogloss:0.85784
[77]	train-mlogloss:0.87341	validation-mlogloss:0.85409
[78]	train-mlogloss:0.86981	validation-mlogloss:0.85039
[79]	train-mlogloss:0.86634	validation-mlogloss:0.84674
[80]	train-mlogloss:0.86276	validation-mlogloss:0.84310
[81]	train-mlogloss:0.85947	validation-mlogloss:0.83958
[82]	train-mlogloss:0.85597	validation-mlogloss:0.83592
[83]	train-mlogloss:0.85269	validation-mlogloss:0.83241
[84]	train-mlogloss:0.84927	validation-mlogloss:0.82892
[85]	train-mlogloss:0.84590	validation-mlogloss:0.82545
[86]	train-mlogloss:0.84262	validation-mlogloss:0.82196
[87]	train-mlogloss:0.83927	validation-mlogloss:0.81838
[88]	train-mlogloss:0.83618	validation-mlogloss:0.81524
[89]	train-mlogloss:0.83293	validation-mlogloss:0.81195
[90]	train-mlogloss:0.82979	validation-mlogloss:0.80870
[91]	train-mlogloss:0.82680	validation-mlogloss:0.80543
[92]	train-mlogloss:0.82391	validation-mlogloss:0.80240
[93]	train-mlogloss:0.82060	validation-mlogloss:0.79910
[94]	train-mlogloss:0.81776	validation-mlogloss:0.79610
[95]	train-mlogloss:0.81489	validation-mlogloss:0.79323
[96]	train-mlogloss:0.81204	validation-mlogloss:0.79017
[97]	train-mlogloss:0.80930	validation-mlogloss:0.78733
[98]	train-mlogloss:0.80634	validation-mlogloss:0.78434
[99]	train-mlogloss:0.80357	validation-mlogloss:0.78144
[100]	train-mlogloss:0.80084	validation-mlogloss:0.77861
[101]	train-mlogloss:0.79805	validation-mlogloss:0.77567
[102]	train-mlogloss:0.79518	validation-mlogloss:0.77278
[103]	train-mlogloss:0.79244	validation-mlogloss:0.76999
[104]	train-mlogloss:0.78978	validation-mlogloss:0.76714
[105]	train-mlogloss:0.78719	validation-mlogloss:0.76455
[106]	train-mlogloss:0.78463	validation-mlogloss:0.76188
[107]	train-mlogloss:0.78202	validation-mlogloss:0.75910
[108]	train-mlogloss:0.77963	validation-mlogloss:0.75665
[109]	train-mlogloss:0.77690	validation-mlogloss:0.75391
[110]	train-mlogloss:0.77463	validation-mlogloss:0.75160
[111]	train-mlogloss:0.77216	validation-mlogloss:0.74894
[112]	train-mlogloss:0.76977	validation-mlogloss:0.74673
[113]	train-mlogloss:0.76730	validation-mlogloss:0.74420
[114]	train-mlogloss:0.76484	validation-mlogloss:0.74154
[115]	train-mlogloss:0.76227	validation-mlogloss:0.73900
[116]	train-mlogloss:0.75972	validation-mlogloss:0.73650
[117]	train-mlogloss:0.75726	validation-mlogloss:0.73409
[118]	train-mlogloss:0.75482	validation-mlogloss:0.73164
[119]	train-mlogloss:0.75235	validation-mlogloss:0.72919
[120]	train-mlogloss:0.75024	validation-mlogloss:0.72695
[121]	train-mlogloss:0.74796	validation-mlogloss:0.72447
[122]	train-mlogloss:0.74594	validation-mlogloss:0.72250
[123]	train-mlogloss:0.74400	validation-mlogloss:0.72061
[124]	train-mlogloss:0.74172	validation-mlogloss:0.71823
[125]	train-mlogloss:0.73970	validation-mlogloss:0.71604
[126]	train-mlogloss:0.73763	validation-mlogloss:0.71399
[127]	train-mlogloss:0.73565	validation-mlogloss:0.71179
[128]	train-mlogloss:0.73349	validation-mlogloss:0.70960
[129]	train-mlogloss:0.73130	validation-mlogloss:0.70744
[130]	train-mlogloss:0.72930	validation-mlogloss:0.70540
[131]	train-mlogloss:0.72725	validation-mlogloss:0.70333
[132]	train-mlogloss:0.72533	validation-mlogloss:0.70136
[133]	train-mlogloss:0.72331	validation-mlogloss:0.69928
[134]	train-mlogloss:0.72131	validation-mlogloss:0.69732
[135]	train-mlogloss:0.71952	validation-mlogloss:0.69540
[136]	train-mlogloss:0.71745	validation-mlogloss:0.69341
[137]	train-mlogloss:0.71541	validation-mlogloss:0.69138
[138]	train-mlogloss:0.71352	validation-mlogloss:0.68949
[139]	train-mlogloss:0.71165	validation-mlogloss:0.68757
[140]	train-mlogloss:0.70988	validation-mlogloss:0.68589
[141]	train-mlogloss:0.70806	validation-mlogloss:0.68407
[142]	train-mlogloss:0.70630	validation-mlogloss:0.68219
[143]	train-mlogloss:0.70464	validation-mlogloss:0.68047
[144]	train-mlogloss:0.70269	validation-mlogloss:0.67862
[145]	train-mlogloss:0.70083	validation-mlogloss:0.67683
[146]	train-mlogloss:0.69922	validation-mlogloss:0.67505
[147]	train-mlogloss:0.69746	validation-mlogloss:0.67328
[148]	train-mlogloss:0.69567	validation-mlogloss:0.67151
[149]	train-mlogloss:0.69396	validation-mlogloss:0.66979
[150]	train-mlogloss:0.69240	validation-mlogloss:0.66820
[151]	train-mlogloss:0.69089	validation-mlogloss:0.66667
[152]	train-mlogloss:0.68926	validation-mlogloss:0.66503
[153]	train-mlogloss:0.68754	validation-mlogloss:0.66335
[154]	train-mlogloss:0.68589	validation-mlogloss:0.66170
[155]	train-mlogloss:0.68424	validation-mlogloss:0.66013
[156]	train-mlogloss:0.68282	validation-mlogloss:0.65860
[157]	train-mlogloss:0.68125	validation-mlogloss:0.65710
[158]	train-mlogloss:0.67974	validation-mlogloss:0.65566
[159]	train-mlogloss:0.67820	validation-mlogloss:0.65419
[160]	train-mlogloss:0.67670	validation-mlogloss:0.65275
[161]	train-mlogloss:0.67536	validation-mlogloss:0.65131
[162]	train-mlogloss:0.67403	validation-mlogloss:0.64995
[163]	train-mlogloss:0.67243	validation-mlogloss:0.64843
[164]	train-mlogloss:0.67083	validation-mlogloss:0.64672
[165]	train-mlogloss:0.66934	validation-mlogloss:0.64509
[166]	train-mlogloss:0.66799	validation-mlogloss:0.64372
[167]	train-mlogloss:0.66652	validation-mlogloss:0.64235
[168]	train-mlogloss:0.66516	validation-mlogloss:0.64098
[169]	train-mlogloss:0.66378	validation-mlogloss:0.63961
[170]	train-mlogloss:0.66235	validation-mlogloss:0.63825
[171]	train-mlogloss:0.66098	validation-mlogloss:0.63685
[172]	train-mlogloss:0.65954	validation-mlogloss:0.63548
[173]	train-mlogloss:0.65817	validation-mlogloss:0.63415
[174]	train-mlogloss:0.65680	validation-mlogloss:0.63290
[175]	train-mlogloss:0.65542	validation-mlogloss:0.63155
[176]	train-mlogloss:0.65417	validation-mlogloss:0.63027
[177]	train-mlogloss:0.65283	validation-mlogloss:0.62895
[178]	train-mlogloss:0.65160	validation-mlogloss:0.62770
[179]	train-mlogloss:0.65024	validation-mlogloss:0.62649
[180]	train-mlogloss:0.64892	validation-mlogloss:0.62533
[181]	train-mlogloss:0.64771	validation-mlogloss:0.62415
[182]	train-mlogloss:0.64641	validation-mlogloss:0.62291
[183]	train-mlogloss:0.64521	validation-mlogloss:0.62167
[184]	train-mlogloss:0.64396	validation-mlogloss:0.62051
[185]	train-mlogloss:0.64277	validation-mlogloss:0.61934
[186]	train-mlogloss:0.64148	validation-mlogloss:0.61812
[187]	train-mlogloss:0.64032	validation-mlogloss:0.61711
[188]	train-mlogloss:0.63913	validation-mlogloss:0.61604
[189]	train-mlogloss:0.63801	validation-mlogloss:0.61491
[190]	train-mlogloss:0.63691	validation-mlogloss:0.61390
[191]	train-mlogloss:0.63572	validation-mlogloss:0.61260
[192]	train-mlogloss:0.63468	validation-mlogloss:0.61155
[193]	train-mlogloss:0.63374	validation-mlogloss:0.61066
[194]	train-mlogloss:0.63262	validation-mlogloss:0.60957
[195]	train-mlogloss:0.63150	validation-mlogloss:0.60837
[196]	train-mlogloss:0.63040	validation-mlogloss:0.60736
[197]	train-mlogloss:0.62939	validation-mlogloss:0.60633
[198]	train-mlogloss:0.62818	validation-mlogloss:0.60507
[199]	train-mlogloss:0.62724	validation-mlogloss:0.60410
[200]	train-mlogloss:0.62626	validation-mlogloss:0.60323
[201]	train-mlogloss:0.62523	validation-mlogloss:0.60219
[202]	train-mlogloss:0.62412	validation-mlogloss:0.60108
[203]	train-mlogloss:0.62305	validation-mlogloss:0.60010
[204]	train-mlogloss:0.62215	validation-mlogloss:0.59921
[205]	train-mlogloss:0.62109	validation-mlogloss:0.59826
[206]	train-mlogloss:0.62013	validation-mlogloss:0.59729
[207]	train-mlogloss:0.61922	validation-mlogloss:0.59628
[208]	train-mlogloss:0.61842	validation-mlogloss:0.59542
[209]	train-mlogloss:0.61760	validation-mlogloss:0.59460
[210]	train-mlogloss:0.61668	validation-mlogloss:0.59377
[211]	train-mlogloss:0.61573	validation-mlogloss:0.59277
[212]	train-mlogloss:0.61487	validation-mlogloss:0.59192
[213]	train-mlogloss:0.61400	validation-mlogloss:0.59107
[214]	train-mlogloss:0.61303	validation-mlogloss:0.59008
[215]	train-mlogloss:0.61211	validation-mlogloss:0.58921
[216]	train-mlogloss:0.61126	validation-mlogloss:0.58840
[217]	train-mlogloss:0.61035	validation-mlogloss:0.58758
[218]	train-mlogloss:0.60954	validation-mlogloss:0.58693
[219]	train-mlogloss:0.60863	validation-mlogloss:0.58609
[220]	train-mlogloss:0.60777	validation-mlogloss:0.58526
[221]	train-mlogloss:0.60695	validation-mlogloss:0.58446
[222]	train-mlogloss:0.60617	validation-mlogloss:0.58373
[223]	train-mlogloss:0.60533	validation-mlogloss:0.58284
[224]	train-mlogloss:0.60441	validation-mlogloss:0.58209
[225]	train-mlogloss:0.60364	validation-mlogloss:0.58119
[226]	train-mlogloss:0.60287	validation-mlogloss:0.58043
[227]	train-mlogloss:0.60200	validation-mlogloss:0.57964
[228]	train-mlogloss:0.60121	validation-mlogloss:0.57894
[229]	train-mlogloss:0.60051	validation-mlogloss:0.57826
[230]	train-mlogloss:0.59975	validation-mlogloss:0.57768
[231]	train-mlogloss:0.59894	validation-mlogloss:0.57694
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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)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 1 0 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.31 [%]
Global accuracy score (test) = 80.32 [%]
Global F1 score (train) = 79.7 [%]
Global F1 score (test) = 80.97 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.68      0.66       350
MODERATE-INTENSITY       0.65      0.67      0.66       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.98      0.92      0.95       322

          accuracy                           0.80      1372
         macro avg       0.81      0.81      0.81      1372
      weighted avg       0.81      0.80      0.81      1372


Accuracy capturado en la ejecución 15: 80.32 [%]
F1-score capturado en la ejecución 15: 80.97 [%]

=== EJECUCIÓN 16 ===

--- TRAIN (ejecución 16) ---

--- TEST (ejecución 16) ---
2025-11-03 17:23:42.963249: 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`.
2025-11-03 17:23:42.975042: 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 00:00:1762187022.988631  331715 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187022.992771  331715 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187023.003199  331715 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187023.003237  331715 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187023.003239  331715 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187023.003241  331715 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:23:43.006596: 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:1.37487	validation-mlogloss:1.37437
[1]	train-mlogloss:1.36321	validation-mlogloss:1.36219
[2]	train-mlogloss:1.35182	validation-mlogloss:1.35032
[3]	train-mlogloss:1.34120	validation-mlogloss:1.33942
[4]	train-mlogloss:1.33068	validation-mlogloss:1.32879
[5]	train-mlogloss:1.31968	validation-mlogloss:1.31726
[6]	train-mlogloss:1.30916	validation-mlogloss:1.30625
[7]	train-mlogloss:1.29868	validation-mlogloss:1.29519
[8]	train-mlogloss:1.28844	validation-mlogloss:1.28470
[9]	train-mlogloss:1.27856	validation-mlogloss:1.27460
[10]	train-mlogloss:1.26884	validation-mlogloss:1.26433
[11]	train-mlogloss:1.25966	validation-mlogloss:1.25515
[12]	train-mlogloss:1.25025	validation-mlogloss:1.24562
[13]	train-mlogloss:1.24112	validation-mlogloss:1.23585
[14]	train-mlogloss:1.23190	validation-mlogloss:1.22628
[15]	train-mlogloss:1.22302	validation-mlogloss:1.21722
[16]	train-mlogloss:1.21404	validation-mlogloss:1.20817
[17]	train-mlogloss:1.20570	validation-mlogloss:1.19964
[18]	train-mlogloss:1.19744	validation-mlogloss:1.19118
[19]	train-mlogloss:1.18922	validation-mlogloss:1.18248
[20]	train-mlogloss:1.18110	validation-mlogloss:1.17384
[21]	train-mlogloss:1.17315	validation-mlogloss:1.16539
[22]	train-mlogloss:1.16532	validation-mlogloss:1.15715
[23]	train-mlogloss:1.15748	validation-mlogloss:1.14908
[24]	train-mlogloss:1.14998	validation-mlogloss:1.14119
[25]	train-mlogloss:1.14270	validation-mlogloss:1.13366
[26]	train-mlogloss:1.13545	validation-mlogloss:1.12623
[27]	train-mlogloss:1.12828	validation-mlogloss:1.11897
[28]	train-mlogloss:1.12131	validation-mlogloss:1.11174
[29]	train-mlogloss:1.11414	validation-mlogloss:1.10420
[30]	train-mlogloss:1.10739	validation-mlogloss:1.09720
[31]	train-mlogloss:1.10065	validation-mlogloss:1.09023
[32]	train-mlogloss:1.09381	validation-mlogloss:1.08314
[33]	train-mlogloss:1.08741	validation-mlogloss:1.07666
[34]	train-mlogloss:1.08107	validation-mlogloss:1.06997
[35]	train-mlogloss:1.07473	validation-mlogloss:1.06331
[36]	train-mlogloss:1.06847	validation-mlogloss:1.05689
[37]	train-mlogloss:1.06223	validation-mlogloss:1.05050
[38]	train-mlogloss:1.05611	validation-mlogloss:1.04410
[39]	train-mlogloss:1.04985	validation-mlogloss:1.03770
[40]	train-mlogloss:1.04385	validation-mlogloss:1.03140
[41]	train-mlogloss:1.03796	validation-mlogloss:1.02538
[42]	train-mlogloss:1.03225	validation-mlogloss:1.01934
[43]	train-mlogloss:1.02642	validation-mlogloss:1.01316
[44]	train-mlogloss:1.02081	validation-mlogloss:1.00750
[45]	train-mlogloss:1.01543	validation-mlogloss:1.00205
[46]	train-mlogloss:1.01011	validation-mlogloss:0.99645
[47]	train-mlogloss:1.00502	validation-mlogloss:0.99125
[48]	train-mlogloss:0.99966	validation-mlogloss:0.98582
[49]	train-mlogloss:0.99391	validation-mlogloss:0.98002
[50]	train-mlogloss:0.98879	validation-mlogloss:0.97470
[51]	train-mlogloss:0.98365	validation-mlogloss:0.96924
[52]	train-mlogloss:0.97855	validation-mlogloss:0.96411
[53]	train-mlogloss:0.97381	validation-mlogloss:0.95920
[54]	train-mlogloss:0.96888	validation-mlogloss:0.95441
[55]	train-mlogloss:0.96390	validation-mlogloss:0.94943
[56]	train-mlogloss:0.95927	validation-mlogloss:0.94475
[57]	train-mlogloss:0.95462	validation-mlogloss:0.93997
[58]	train-mlogloss:0.94983	validation-mlogloss:0.93494
[59]	train-mlogloss:0.94510	validation-mlogloss:0.93009
[60]	train-mlogloss:0.94033	validation-mlogloss:0.92526
[61]	train-mlogloss:0.93590	validation-mlogloss:0.92066
[62]	train-mlogloss:0.93177	validation-mlogloss:0.91633
[63]	train-mlogloss:0.92740	validation-mlogloss:0.91183
[64]	train-mlogloss:0.92297	validation-mlogloss:0.90734
[65]	train-mlogloss:0.91859	validation-mlogloss:0.90276
[66]	train-mlogloss:0.91449	validation-mlogloss:0.89863
[67]	train-mlogloss:0.91024	validation-mlogloss:0.89423
[68]	train-mlogloss:0.90611	validation-mlogloss:0.89005
[69]	train-mlogloss:0.90204	validation-mlogloss:0.88587
[70]	train-mlogloss:0.89803	validation-mlogloss:0.88171
[71]	train-mlogloss:0.89404	validation-mlogloss:0.87766
[72]	train-mlogloss:0.89013	validation-mlogloss:0.87369
[73]	train-mlogloss:0.88633	validation-mlogloss:0.86968
[74]	train-mlogloss:0.88261	validation-mlogloss:0.86588
[75]	train-mlogloss:0.87900	validation-mlogloss:0.86223
[76]	train-mlogloss:0.87520	validation-mlogloss:0.85839
[77]	train-mlogloss:0.87162	validation-mlogloss:0.85468
[78]	train-mlogloss:0.86800	validation-mlogloss:0.85069
[79]	train-mlogloss:0.86436	validation-mlogloss:0.84694
[80]	train-mlogloss:0.86082	validation-mlogloss:0.84328
[81]	train-mlogloss:0.85749	validation-mlogloss:0.83996
[82]	train-mlogloss:0.85416	validation-mlogloss:0.83664
[83]	train-mlogloss:0.85074	validation-mlogloss:0.83324
[84]	train-mlogloss:0.84749	validation-mlogloss:0.82989
[85]	train-mlogloss:0.84422	validation-mlogloss:0.82665
[86]	train-mlogloss:0.84084	validation-mlogloss:0.82317
[87]	train-mlogloss:0.83774	validation-mlogloss:0.82002
[88]	train-mlogloss:0.83448	validation-mlogloss:0.81667
[89]	train-mlogloss:0.83141	validation-mlogloss:0.81362
[90]	train-mlogloss:0.82833	validation-mlogloss:0.81048
[91]	train-mlogloss:0.82515	validation-mlogloss:0.80716
[92]	train-mlogloss:0.82206	validation-mlogloss:0.80403
[93]	train-mlogloss:0.81902	validation-mlogloss:0.80094
[94]	train-mlogloss:0.81586	validation-mlogloss:0.79762
[95]	train-mlogloss:0.81302	validation-mlogloss:0.79484
[96]	train-mlogloss:0.81023	validation-mlogloss:0.79192
[97]	train-mlogloss:0.80737	validation-mlogloss:0.78905
[98]	train-mlogloss:0.80456	validation-mlogloss:0.78612
[99]	train-mlogloss:0.80178	validation-mlogloss:0.78319
[100]	train-mlogloss:0.79884	validation-mlogloss:0.78022
[101]	train-mlogloss:0.79603	validation-mlogloss:0.77724
[102]	train-mlogloss:0.79310	validation-mlogloss:0.77417
[103]	train-mlogloss:0.79048	validation-mlogloss:0.77136
[104]	train-mlogloss:0.78779	validation-mlogloss:0.76864
[105]	train-mlogloss:0.78517	validation-mlogloss:0.76593
[106]	train-mlogloss:0.78254	validation-mlogloss:0.76314
[107]	train-mlogloss:0.77985	validation-mlogloss:0.76027
[108]	train-mlogloss:0.77713	validation-mlogloss:0.75754
[109]	train-mlogloss:0.77458	validation-mlogloss:0.75482
[110]	train-mlogloss:0.77222	validation-mlogloss:0.75250
[111]	train-mlogloss:0.76979	validation-mlogloss:0.75000
[112]	train-mlogloss:0.76739	validation-mlogloss:0.74730
[113]	train-mlogloss:0.76505	validation-mlogloss:0.74478
[114]	train-mlogloss:0.76267	validation-mlogloss:0.74232
[115]	train-mlogloss:0.76012	validation-mlogloss:0.73968
[116]	train-mlogloss:0.75775	validation-mlogloss:0.73717
[117]	train-mlogloss:0.75535	validation-mlogloss:0.73473
[118]	train-mlogloss:0.75288	validation-mlogloss:0.73220
[119]	train-mlogloss:0.75040	validation-mlogloss:0.72967
[120]	train-mlogloss:0.74810	validation-mlogloss:0.72735
[121]	train-mlogloss:0.74576	validation-mlogloss:0.72504
[122]	train-mlogloss:0.74342	validation-mlogloss:0.72271
[123]	train-mlogloss:0.74138	validation-mlogloss:0.72059
[124]	train-mlogloss:0.73905	validation-mlogloss:0.71819
[125]	train-mlogloss:0.73704	validation-mlogloss:0.71608
[126]	train-mlogloss:0.73478	validation-mlogloss:0.71376
[127]	train-mlogloss:0.73276	validation-mlogloss:0.71164
[128]	train-mlogloss:0.73062	validation-mlogloss:0.70943
[129]	train-mlogloss:0.72847	validation-mlogloss:0.70720
[130]	train-mlogloss:0.72626	validation-mlogloss:0.70494
[131]	train-mlogloss:0.72424	validation-mlogloss:0.70294
[132]	train-mlogloss:0.72219	validation-mlogloss:0.70087
[133]	train-mlogloss:0.72028	validation-mlogloss:0.69884
[134]	train-mlogloss:0.71818	validation-mlogloss:0.69678
[135]	train-mlogloss:0.71640	validation-mlogloss:0.69503
[136]	train-mlogloss:0.71453	validation-mlogloss:0.69309
[137]	train-mlogloss:0.71253	validation-mlogloss:0.69098
[138]	train-mlogloss:0.71069	validation-mlogloss:0.68904
[139]	train-mlogloss:0.70873	validation-mlogloss:0.68697
[140]	train-mlogloss:0.70694	validation-mlogloss:0.68514
[141]	train-mlogloss:0.70516	validation-mlogloss:0.68318
[142]	train-mlogloss:0.70348	validation-mlogloss:0.68136
[143]	train-mlogloss:0.70182	validation-mlogloss:0.67956
[144]	train-mlogloss:0.70001	validation-mlogloss:0.67781
[145]	train-mlogloss:0.69839	validation-mlogloss:0.67605
[146]	train-mlogloss:0.69645	validation-mlogloss:0.67421
[147]	train-mlogloss:0.69464	validation-mlogloss:0.67233
[148]	train-mlogloss:0.69290	validation-mlogloss:0.67055
[149]	train-mlogloss:0.69140	validation-mlogloss:0.66894
[150]	train-mlogloss:0.68967	validation-mlogloss:0.66724
[151]	train-mlogloss:0.68789	validation-mlogloss:0.66543
[152]	train-mlogloss:0.68636	validation-mlogloss:0.66392
[153]	train-mlogloss:0.68472	validation-mlogloss:0.66232
[154]	train-mlogloss:0.68313	validation-mlogloss:0.66059
[155]	train-mlogloss:0.68147	validation-mlogloss:0.65898
[156]	train-mlogloss:0.67988	validation-mlogloss:0.65738
[157]	train-mlogloss:0.67819	validation-mlogloss:0.65578
[158]	train-mlogloss:0.67666	validation-mlogloss:0.65410
[159]	train-mlogloss:0.67513	validation-mlogloss:0.65264
[160]	train-mlogloss:0.67355	validation-mlogloss:0.65113
[161]	train-mlogloss:0.67197	validation-mlogloss:0.64964
[162]	train-mlogloss:0.67048	validation-mlogloss:0.64819
[163]	train-mlogloss:0.66912	validation-mlogloss:0.64686
[164]	train-mlogloss:0.66767	validation-mlogloss:0.64529
[165]	train-mlogloss:0.66624	validation-mlogloss:0.64380
[166]	train-mlogloss:0.66478	validation-mlogloss:0.64238
[167]	train-mlogloss:0.66330	validation-mlogloss:0.64084
[168]	train-mlogloss:0.66185	validation-mlogloss:0.63946
[169]	train-mlogloss:0.66043	validation-mlogloss:0.63805
[170]	train-mlogloss:0.65908	validation-mlogloss:0.63670
[171]	train-mlogloss:0.65773	validation-mlogloss:0.63531
[172]	train-mlogloss:0.65638	validation-mlogloss:0.63392
[173]	train-mlogloss:0.65507	validation-mlogloss:0.63251
[174]	train-mlogloss:0.65388	validation-mlogloss:0.63111
[175]	train-mlogloss:0.65252	validation-mlogloss:0.62977
[176]	train-mlogloss:0.65124	validation-mlogloss:0.62847
[177]	train-mlogloss:0.64989	validation-mlogloss:0.62724
[178]	train-mlogloss:0.64862	validation-mlogloss:0.62599
[179]	train-mlogloss:0.64733	validation-mlogloss:0.62477
[180]	train-mlogloss:0.64615	validation-mlogloss:0.62355
[181]	train-mlogloss:0.64491	validation-mlogloss:0.62231
[182]	train-mlogloss:0.64363	validation-mlogloss:0.62102
[183]	train-mlogloss:0.64228	validation-mlogloss:0.61975
[184]	train-mlogloss:0.64107	validation-mlogloss:0.61860
[185]	train-mlogloss:0.63971	validation-mlogloss:0.61709
[186]	train-mlogloss:0.63851	validation-mlogloss:0.61595
[187]	train-mlogloss:0.63739	validation-mlogloss:0.61484
[188]	train-mlogloss:0.63621	validation-mlogloss:0.61370
[189]	train-mlogloss:0.63501	validation-mlogloss:0.61245
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[492]	train-mlogloss:0.50495	validation-mlogloss:0.49348
[493]	train-mlogloss:0.50483	validation-mlogloss:0.49335
[494]	train-mlogloss:0.50477	validation-mlogloss:0.49330
[495]	train-mlogloss:0.50464	validation-mlogloss:0.49320
[496]	train-mlogloss:0.50454	validation-mlogloss:0.49307
[497]	train-mlogloss:0.50439	validation-mlogloss:0.49288
[498]	train-mlogloss:0.50426	validation-mlogloss:0.49277
[499]	train-mlogloss:0.50417	validation-mlogloss:0.49270
[500]	train-mlogloss:0.50404	validation-mlogloss:0.49252
[501]	train-mlogloss:0.50388	validation-mlogloss:0.49242
[502]	train-mlogloss:0.50379	validation-mlogloss:0.49239
[503]	train-mlogloss:0.50361	validation-mlogloss:0.49225
[504]	train-mlogloss:0.50353	validation-mlogloss:0.49221
[505]	train-mlogloss:0.50346	validation-mlogloss:0.49215
[506]	train-mlogloss:0.50337	validation-mlogloss:0.49204
[507]	train-mlogloss:0.50319	validation-mlogloss:0.49187
[508]	train-mlogloss:0.50309	validation-mlogloss:0.49180
[509]	train-mlogloss:0.50292	validation-mlogloss:0.49161
[510]	train-mlogloss:0.50277	validation-mlogloss:0.49150
[511]	train-mlogloss:0.50262	validation-mlogloss:0.49134
[512]	train-mlogloss:0.50253	validation-mlogloss:0.49127
[513]	train-mlogloss:0.50238	validation-mlogloss:0.49123
[514]	train-mlogloss:0.50230	validation-mlogloss:0.49123
[515]	train-mlogloss:0.50222	validation-mlogloss:0.49112
[516]	train-mlogloss:0.50213	validation-mlogloss:0.49103
[517]	train-mlogloss:0.50194	validation-mlogloss:0.49090
[518]	train-mlogloss:0.50181	validation-mlogloss:0.49075
[519]	train-mlogloss:0.50167	validation-mlogloss:0.49065
[520]	train-mlogloss:0.50158	validation-mlogloss:0.49053
[521]	train-mlogloss:0.50149	validation-mlogloss:0.49044
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.4 [%]
Global accuracy score (test) = 80.76 [%]
Global F1 score (train) = 79.74 [%]
Global F1 score (test) = 81.23 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.70      0.67       350
MODERATE-INTENSITY       0.68      0.65      0.67       350
         SEDENTARY       0.99      0.96      0.97       350
VIGOROUS-INTENSITY       0.95      0.92      0.94       322

          accuracy                           0.81      1372
         macro avg       0.82      0.81      0.81      1372
      weighted avg       0.81      0.81      0.81      1372


Accuracy capturado en la ejecución 16: 80.76 [%]
F1-score capturado en la ejecución 16: 81.23 [%]

=== EJECUCIÓN 17 ===

--- TRAIN (ejecución 17) ---

--- TEST (ejecución 17) ---
2025-11-03 17:24:01.768001: 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`.
2025-11-03 17:24:01.779828: 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 00:00:1762187041.793982  332030 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187041.798073  332030 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187041.808761  332030 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187041.808791  332030 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187041.808794  332030 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187041.808795  332030 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:24:01.812087: 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:1.37451	validation-mlogloss:1.37375
[1]	train-mlogloss:1.36281	validation-mlogloss:1.36188
[2]	train-mlogloss:1.35144	validation-mlogloss:1.35026
[3]	train-mlogloss:1.34057	validation-mlogloss:1.33905
[4]	train-mlogloss:1.32964	validation-mlogloss:1.32746
[5]	train-mlogloss:1.31944	validation-mlogloss:1.31699
[6]	train-mlogloss:1.30895	validation-mlogloss:1.30595
[7]	train-mlogloss:1.29862	validation-mlogloss:1.29543
[8]	train-mlogloss:1.28866	validation-mlogloss:1.28495
[9]	train-mlogloss:1.27874	validation-mlogloss:1.27469
[10]	train-mlogloss:1.26902	validation-mlogloss:1.26433
[11]	train-mlogloss:1.25976	validation-mlogloss:1.25446
[12]	train-mlogloss:1.25032	validation-mlogloss:1.24448
[13]	train-mlogloss:1.24137	validation-mlogloss:1.23511
[14]	train-mlogloss:1.23211	validation-mlogloss:1.22546
[15]	train-mlogloss:1.22327	validation-mlogloss:1.21623
[16]	train-mlogloss:1.21471	validation-mlogloss:1.20747
[17]	train-mlogloss:1.20628	validation-mlogloss:1.19866
[18]	train-mlogloss:1.19796	validation-mlogloss:1.18991
[19]	train-mlogloss:1.18969	validation-mlogloss:1.18133
[20]	train-mlogloss:1.18145	validation-mlogloss:1.17261
[21]	train-mlogloss:1.17355	validation-mlogloss:1.16435
[22]	train-mlogloss:1.16572	validation-mlogloss:1.15629
[23]	train-mlogloss:1.15810	validation-mlogloss:1.14832
[24]	train-mlogloss:1.15053	validation-mlogloss:1.14038
[25]	train-mlogloss:1.14307	validation-mlogloss:1.13251
[26]	train-mlogloss:1.13556	validation-mlogloss:1.12446
[27]	train-mlogloss:1.12861	validation-mlogloss:1.11747
[28]	train-mlogloss:1.12131	validation-mlogloss:1.10980
[29]	train-mlogloss:1.11437	validation-mlogloss:1.10263
[30]	train-mlogloss:1.10751	validation-mlogloss:1.09534
[31]	train-mlogloss:1.10055	validation-mlogloss:1.08800
[32]	train-mlogloss:1.09381	validation-mlogloss:1.08111
[33]	train-mlogloss:1.08715	validation-mlogloss:1.07402
[34]	train-mlogloss:1.08096	validation-mlogloss:1.06769
[35]	train-mlogloss:1.07455	validation-mlogloss:1.06100
[36]	train-mlogloss:1.06830	validation-mlogloss:1.05441
[37]	train-mlogloss:1.06200	validation-mlogloss:1.04798
[38]	train-mlogloss:1.05580	validation-mlogloss:1.04157
[39]	train-mlogloss:1.04968	validation-mlogloss:1.03522
[40]	train-mlogloss:1.04360	validation-mlogloss:1.02897
[41]	train-mlogloss:1.03784	validation-mlogloss:1.02314
[42]	train-mlogloss:1.03217	validation-mlogloss:1.01725
[43]	train-mlogloss:1.02649	validation-mlogloss:1.01137
[44]	train-mlogloss:1.02099	validation-mlogloss:1.00571
[45]	train-mlogloss:1.01568	validation-mlogloss:1.00025
[46]	train-mlogloss:1.00999	validation-mlogloss:0.99431
[47]	train-mlogloss:1.00471	validation-mlogloss:0.98915
[48]	train-mlogloss:0.99940	validation-mlogloss:0.98351
[49]	train-mlogloss:0.99411	validation-mlogloss:0.97798
[50]	train-mlogloss:0.98888	validation-mlogloss:0.97271
[51]	train-mlogloss:0.98384	validation-mlogloss:0.96765
[52]	train-mlogloss:0.97894	validation-mlogloss:0.96240
[53]	train-mlogloss:0.97410	validation-mlogloss:0.95753
[54]	train-mlogloss:0.96925	validation-mlogloss:0.95252
[55]	train-mlogloss:0.96432	validation-mlogloss:0.94749
[56]	train-mlogloss:0.95935	validation-mlogloss:0.94241
[57]	train-mlogloss:0.95462	validation-mlogloss:0.93758
[58]	train-mlogloss:0.95002	validation-mlogloss:0.93298
[59]	train-mlogloss:0.94562	validation-mlogloss:0.92857
[60]	train-mlogloss:0.94114	validation-mlogloss:0.92422
[61]	train-mlogloss:0.93684	validation-mlogloss:0.91970
[62]	train-mlogloss:0.93235	validation-mlogloss:0.91500
[63]	train-mlogloss:0.92782	validation-mlogloss:0.91052
[64]	train-mlogloss:0.92336	validation-mlogloss:0.90582
[65]	train-mlogloss:0.91917	validation-mlogloss:0.90140
[66]	train-mlogloss:0.91499	validation-mlogloss:0.89710
[67]	train-mlogloss:0.91087	validation-mlogloss:0.89270
[68]	train-mlogloss:0.90665	validation-mlogloss:0.88830
[69]	train-mlogloss:0.90247	validation-mlogloss:0.88396
[70]	train-mlogloss:0.89856	validation-mlogloss:0.88004
[71]	train-mlogloss:0.89476	validation-mlogloss:0.87616
[72]	train-mlogloss:0.89103	validation-mlogloss:0.87231
[73]	train-mlogloss:0.88730	validation-mlogloss:0.86853
[74]	train-mlogloss:0.88360	validation-mlogloss:0.86472
[75]	train-mlogloss:0.88003	validation-mlogloss:0.86104
[76]	train-mlogloss:0.87644	validation-mlogloss:0.85734
[77]	train-mlogloss:0.87298	validation-mlogloss:0.85393
[78]	train-mlogloss:0.86931	validation-mlogloss:0.85012
[79]	train-mlogloss:0.86570	validation-mlogloss:0.84633
[80]	train-mlogloss:0.86215	validation-mlogloss:0.84270
[81]	train-mlogloss:0.85879	validation-mlogloss:0.83913
[82]	train-mlogloss:0.85528	validation-mlogloss:0.83556
[83]	train-mlogloss:0.85199	validation-mlogloss:0.83232
[84]	train-mlogloss:0.84849	validation-mlogloss:0.82898
[85]	train-mlogloss:0.84531	validation-mlogloss:0.82578
[86]	train-mlogloss:0.84223	validation-mlogloss:0.82263
[87]	train-mlogloss:0.83921	validation-mlogloss:0.81963
[88]	train-mlogloss:0.83608	validation-mlogloss:0.81660
[89]	train-mlogloss:0.83302	validation-mlogloss:0.81347
[90]	train-mlogloss:0.82985	validation-mlogloss:0.81038
[91]	train-mlogloss:0.82666	validation-mlogloss:0.80721
[92]	train-mlogloss:0.82362	validation-mlogloss:0.80412
[93]	train-mlogloss:0.82059	validation-mlogloss:0.80096
[94]	train-mlogloss:0.81780	validation-mlogloss:0.79793
[95]	train-mlogloss:0.81487	validation-mlogloss:0.79488
[96]	train-mlogloss:0.81194	validation-mlogloss:0.79181
[97]	train-mlogloss:0.80908	validation-mlogloss:0.78886
[98]	train-mlogloss:0.80617	validation-mlogloss:0.78580
[99]	train-mlogloss:0.80339	validation-mlogloss:0.78289
[100]	train-mlogloss:0.80074	validation-mlogloss:0.78014
[101]	train-mlogloss:0.79811	validation-mlogloss:0.77738
[102]	train-mlogloss:0.79532	validation-mlogloss:0.77438
[103]	train-mlogloss:0.79269	validation-mlogloss:0.77154
[104]	train-mlogloss:0.79022	validation-mlogloss:0.76893
[105]	train-mlogloss:0.78758	validation-mlogloss:0.76619
[106]	train-mlogloss:0.78505	validation-mlogloss:0.76356
[107]	train-mlogloss:0.78250	validation-mlogloss:0.76080
[108]	train-mlogloss:0.77969	validation-mlogloss:0.75793
[109]	train-mlogloss:0.77716	validation-mlogloss:0.75531
[110]	train-mlogloss:0.77462	validation-mlogloss:0.75265
[111]	train-mlogloss:0.77190	validation-mlogloss:0.74993
[112]	train-mlogloss:0.76922	validation-mlogloss:0.74716
[113]	train-mlogloss:0.76687	validation-mlogloss:0.74466
[114]	train-mlogloss:0.76445	validation-mlogloss:0.74217
[115]	train-mlogloss:0.76217	validation-mlogloss:0.73992
[116]	train-mlogloss:0.75963	validation-mlogloss:0.73727
[117]	train-mlogloss:0.75719	validation-mlogloss:0.73476
[118]	train-mlogloss:0.75487	validation-mlogloss:0.73238
[119]	train-mlogloss:0.75278	validation-mlogloss:0.73029
[120]	train-mlogloss:0.75031	validation-mlogloss:0.72771
[121]	train-mlogloss:0.74828	validation-mlogloss:0.72558
[122]	train-mlogloss:0.74619	validation-mlogloss:0.72341
[123]	train-mlogloss:0.74412	validation-mlogloss:0.72134
[124]	train-mlogloss:0.74183	validation-mlogloss:0.71903
[125]	train-mlogloss:0.73987	validation-mlogloss:0.71698
[126]	train-mlogloss:0.73761	validation-mlogloss:0.71469
[127]	train-mlogloss:0.73538	validation-mlogloss:0.71240
[128]	train-mlogloss:0.73314	validation-mlogloss:0.71011
[129]	train-mlogloss:0.73097	validation-mlogloss:0.70787
[130]	train-mlogloss:0.72908	validation-mlogloss:0.70585
[131]	train-mlogloss:0.72693	validation-mlogloss:0.70366
[132]	train-mlogloss:0.72501	validation-mlogloss:0.70173
[133]	train-mlogloss:0.72291	validation-mlogloss:0.69967
[134]	train-mlogloss:0.72104	validation-mlogloss:0.69785
[135]	train-mlogloss:0.71918	validation-mlogloss:0.69582
[136]	train-mlogloss:0.71733	validation-mlogloss:0.69380
[137]	train-mlogloss:0.71553	validation-mlogloss:0.69197
[138]	train-mlogloss:0.71349	validation-mlogloss:0.68984
[139]	train-mlogloss:0.71157	validation-mlogloss:0.68791
[140]	train-mlogloss:0.70980	validation-mlogloss:0.68607
[141]	train-mlogloss:0.70792	validation-mlogloss:0.68422
[142]	train-mlogloss:0.70609	validation-mlogloss:0.68231
[143]	train-mlogloss:0.70442	validation-mlogloss:0.68047
[144]	train-mlogloss:0.70266	validation-mlogloss:0.67856
[145]	train-mlogloss:0.70080	validation-mlogloss:0.67668
[146]	train-mlogloss:0.69896	validation-mlogloss:0.67486
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[449]	train-mlogloss:0.51361	validation-mlogloss:0.49474
[450]	train-mlogloss:0.51344	validation-mlogloss:0.49454
[451]	train-mlogloss:0.51332	validation-mlogloss:0.49448
[452]	train-mlogloss:0.51321	validation-mlogloss:0.49438
[453]	train-mlogloss:0.51310	validation-mlogloss:0.49422
[454]	train-mlogloss:0.51296	validation-mlogloss:0.49414
[455]	train-mlogloss:0.51281	validation-mlogloss:0.49404
[456]	train-mlogloss:0.51256	validation-mlogloss:0.49383
[457]	train-mlogloss:0.51240	validation-mlogloss:0.49368
[458]	train-mlogloss:0.51224	validation-mlogloss:0.49345
[459]	train-mlogloss:0.51204	validation-mlogloss:0.49332
[460]	train-mlogloss:0.51192	validation-mlogloss:0.49321
[461]	train-mlogloss:0.51185	validation-mlogloss:0.49314
[462]	train-mlogloss:0.51162	validation-mlogloss:0.49288
[463]	train-mlogloss:0.51140	validation-mlogloss:0.49273
[464]	train-mlogloss:0.51129	validation-mlogloss:0.49263
[465]	train-mlogloss:0.51120	validation-mlogloss:0.49254
[466]	train-mlogloss:0.51103	validation-mlogloss:0.49241
[467]	train-mlogloss:0.51094	validation-mlogloss:0.49234
[468]	train-mlogloss:0.51083	validation-mlogloss:0.49223
[469]	train-mlogloss:0.51074	validation-mlogloss:0.49216
[470]	train-mlogloss:0.51067	validation-mlogloss:0.49210
[471]	train-mlogloss:0.51052	validation-mlogloss:0.49193
[472]	train-mlogloss:0.51043	validation-mlogloss:0.49183
[473]	train-mlogloss:0.51031	validation-mlogloss:0.49177
[474]	train-mlogloss:0.51010	validation-mlogloss:0.49153
[475]	train-mlogloss:0.51001	validation-mlogloss:0.49151
[476]	train-mlogloss:0.50991	validation-mlogloss:0.49147
[477]	train-mlogloss:0.50980	validation-mlogloss:0.49146
[478]	train-mlogloss:0.50969	validation-mlogloss:0.49131
[479]	train-mlogloss:0.50960	validation-mlogloss:0.49121
[480]	train-mlogloss:0.50949	validation-mlogloss:0.49112
[481]	train-mlogloss:0.50938	validation-mlogloss:0.49101
[482]	train-mlogloss:0.50925	validation-mlogloss:0.49090
[483]	train-mlogloss:0.50906	validation-mlogloss:0.49065
[484]	train-mlogloss:0.50895	validation-mlogloss:0.49057
[485]	train-mlogloss:0.50884	validation-mlogloss:0.49050
[486]	train-mlogloss:0.50866	validation-mlogloss:0.49029
[487]	train-mlogloss:0.50854	validation-mlogloss:0.49024
[488]	train-mlogloss:0.50846	validation-mlogloss:0.49017
[489]	train-mlogloss:0.50834	validation-mlogloss:0.49008
[490]	train-mlogloss:0.50820	validation-mlogloss:0.48989
[491]	train-mlogloss:0.50807	validation-mlogloss:0.48971
[492]	train-mlogloss:0.50789	validation-mlogloss:0.48952
[493]	train-mlogloss:0.50774	validation-mlogloss:0.48938
[494]	train-mlogloss:0.50762	validation-mlogloss:0.48925
[495]	train-mlogloss:0.50748	validation-mlogloss:0.48915
[496]	train-mlogloss:0.50740	validation-mlogloss:0.48905
[497]	train-mlogloss:0.50728	validation-mlogloss:0.48896
[498]	train-mlogloss:0.50716	validation-mlogloss:0.48887
[499]	train-mlogloss:0.50706	validation-mlogloss:0.48876
[500]	train-mlogloss:0.50697	validation-mlogloss:0.48867
[501]	train-mlogloss:0.50689	validation-mlogloss:0.48859
[502]	train-mlogloss:0.50681	validation-mlogloss:0.48853
[503]	train-mlogloss:0.50670	validation-mlogloss:0.48839
[504]	train-mlogloss:0.50652	validation-mlogloss:0.48825
[505]	train-mlogloss:0.50639	validation-mlogloss:0.48808
[506]	train-mlogloss:0.50625	validation-mlogloss:0.48795
[507]	train-mlogloss:0.50617	validation-mlogloss:0.48785
[508]	train-mlogloss:0.50605	validation-mlogloss:0.48770
[509]	train-mlogloss:0.50592	validation-mlogloss:0.48759
[510]	train-mlogloss:0.50584	validation-mlogloss:0.48745
[511]	train-mlogloss:0.50575	validation-mlogloss:0.48734
[512]	train-mlogloss:0.50564	validation-mlogloss:0.48727
[513]	train-mlogloss:0.50553	validation-mlogloss:0.48713
[514]	train-mlogloss:0.50540	validation-mlogloss:0.48699
[515]	train-mlogloss:0.50532	validation-mlogloss:0.48692
[516]	train-mlogloss:0.50519	validation-mlogloss:0.48684
[517]	train-mlogloss:0.50506	validation-mlogloss:0.48674
[518]	train-mlogloss:0.50495	validation-mlogloss:0.48668
[519]	train-mlogloss:0.50486	validation-mlogloss:0.48658
[520]	train-mlogloss:0.50471	validation-mlogloss:0.48646
[521]	train-mlogloss:0.50462	validation-mlogloss:0.48639
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 1 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.65 [%]
Global accuracy score (test) = 79.81 [%]
Global F1 score (train) = 80.0 [%]
Global F1 score (test) = 80.39 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.70      0.66       350
MODERATE-INTENSITY       0.65      0.63      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.94       322

          accuracy                           0.80      1372
         macro avg       0.81      0.80      0.80      1372
      weighted avg       0.81      0.80      0.80      1372


Accuracy capturado en la ejecución 17: 79.81 [%]
F1-score capturado en la ejecución 17: 80.39 [%]

=== EJECUCIÓN 18 ===

--- TRAIN (ejecución 18) ---

--- TEST (ejecución 18) ---
2025-11-03 17:24:20.509317: 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`.
2025-11-03 17:24:20.521162: 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 00:00:1762187060.534770  332334 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187060.539184  332334 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187060.549321  332334 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187060.549347  332334 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187060.549350  332334 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187060.549352  332334 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:24:20.552774: 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:1.37460	validation-mlogloss:1.37397
[1]	train-mlogloss:1.36312	validation-mlogloss:1.36198
[2]	train-mlogloss:1.35202	validation-mlogloss:1.35033
[3]	train-mlogloss:1.34114	validation-mlogloss:1.33897
[4]	train-mlogloss:1.33038	validation-mlogloss:1.32767
[5]	train-mlogloss:1.32015	validation-mlogloss:1.31713
[6]	train-mlogloss:1.31002	validation-mlogloss:1.30650
[7]	train-mlogloss:1.29976	validation-mlogloss:1.29556
[8]	train-mlogloss:1.28985	validation-mlogloss:1.28500
[9]	train-mlogloss:1.28033	validation-mlogloss:1.27539
[10]	train-mlogloss:1.27078	validation-mlogloss:1.26564
[11]	train-mlogloss:1.26159	validation-mlogloss:1.25603
[12]	train-mlogloss:1.25237	validation-mlogloss:1.24636
[13]	train-mlogloss:1.24344	validation-mlogloss:1.23698
[14]	train-mlogloss:1.23444	validation-mlogloss:1.22747
[15]	train-mlogloss:1.22565	validation-mlogloss:1.21812
[16]	train-mlogloss:1.21694	validation-mlogloss:1.20891
[17]	train-mlogloss:1.20852	validation-mlogloss:1.19984
[18]	train-mlogloss:1.20010	validation-mlogloss:1.19105
[19]	train-mlogloss:1.19174	validation-mlogloss:1.18229
[20]	train-mlogloss:1.18374	validation-mlogloss:1.17386
[21]	train-mlogloss:1.17545	validation-mlogloss:1.16520
[22]	train-mlogloss:1.16741	validation-mlogloss:1.15667
[23]	train-mlogloss:1.15994	validation-mlogloss:1.14885
[24]	train-mlogloss:1.15242	validation-mlogloss:1.14094
[25]	train-mlogloss:1.14502	validation-mlogloss:1.13303
[26]	train-mlogloss:1.13779	validation-mlogloss:1.12543
[27]	train-mlogloss:1.13087	validation-mlogloss:1.11818
[28]	train-mlogloss:1.12383	validation-mlogloss:1.11078
[29]	train-mlogloss:1.11699	validation-mlogloss:1.10364
[30]	train-mlogloss:1.10998	validation-mlogloss:1.09638
[31]	train-mlogloss:1.10336	validation-mlogloss:1.08916
[32]	train-mlogloss:1.09663	validation-mlogloss:1.08199
[33]	train-mlogloss:1.09025	validation-mlogloss:1.07518
[34]	train-mlogloss:1.08395	validation-mlogloss:1.06857
[35]	train-mlogloss:1.07768	validation-mlogloss:1.06191
[36]	train-mlogloss:1.07130	validation-mlogloss:1.05495
[37]	train-mlogloss:1.06524	validation-mlogloss:1.04883
[38]	train-mlogloss:1.05935	validation-mlogloss:1.04262
[39]	train-mlogloss:1.05334	validation-mlogloss:1.03645
[40]	train-mlogloss:1.04744	validation-mlogloss:1.03046
[41]	train-mlogloss:1.04152	validation-mlogloss:1.02450
[42]	train-mlogloss:1.03568	validation-mlogloss:1.01858
[43]	train-mlogloss:1.02983	validation-mlogloss:1.01253
[44]	train-mlogloss:1.02415	validation-mlogloss:1.00676
[45]	train-mlogloss:1.01865	validation-mlogloss:1.00098
[46]	train-mlogloss:1.01291	validation-mlogloss:0.99490
[47]	train-mlogloss:1.00748	validation-mlogloss:0.98919
[48]	train-mlogloss:1.00215	validation-mlogloss:0.98378
[49]	train-mlogloss:0.99674	validation-mlogloss:0.97815
[50]	train-mlogloss:0.99163	validation-mlogloss:0.97300
[51]	train-mlogloss:0.98668	validation-mlogloss:0.96794
[52]	train-mlogloss:0.98156	validation-mlogloss:0.96262
[53]	train-mlogloss:0.97660	validation-mlogloss:0.95737
[54]	train-mlogloss:0.97186	validation-mlogloss:0.95222
[55]	train-mlogloss:0.96707	validation-mlogloss:0.94713
[56]	train-mlogloss:0.96248	validation-mlogloss:0.94243
[57]	train-mlogloss:0.95791	validation-mlogloss:0.93773
[58]	train-mlogloss:0.95334	validation-mlogloss:0.93282
[59]	train-mlogloss:0.94870	validation-mlogloss:0.92799
[60]	train-mlogloss:0.94417	validation-mlogloss:0.92333
[61]	train-mlogloss:0.93973	validation-mlogloss:0.91891
[62]	train-mlogloss:0.93531	validation-mlogloss:0.91427
[63]	train-mlogloss:0.93108	validation-mlogloss:0.90982
[64]	train-mlogloss:0.92689	validation-mlogloss:0.90548
[65]	train-mlogloss:0.92273	validation-mlogloss:0.90112
[66]	train-mlogloss:0.91860	validation-mlogloss:0.89702
[67]	train-mlogloss:0.91432	validation-mlogloss:0.89252
[68]	train-mlogloss:0.91045	validation-mlogloss:0.88843
[69]	train-mlogloss:0.90648	validation-mlogloss:0.88437
[70]	train-mlogloss:0.90252	validation-mlogloss:0.88020
[71]	train-mlogloss:0.89853	validation-mlogloss:0.87601
[72]	train-mlogloss:0.89462	validation-mlogloss:0.87192
[73]	train-mlogloss:0.89084	validation-mlogloss:0.86793
[74]	train-mlogloss:0.88711	validation-mlogloss:0.86414
[75]	train-mlogloss:0.88342	validation-mlogloss:0.86033
[76]	train-mlogloss:0.87970	validation-mlogloss:0.85644
[77]	train-mlogloss:0.87622	validation-mlogloss:0.85284
[78]	train-mlogloss:0.87260	validation-mlogloss:0.84917
[79]	train-mlogloss:0.86909	validation-mlogloss:0.84558
[80]	train-mlogloss:0.86563	validation-mlogloss:0.84209
[81]	train-mlogloss:0.86220	validation-mlogloss:0.83855
[82]	train-mlogloss:0.85874	validation-mlogloss:0.83493
[83]	train-mlogloss:0.85544	validation-mlogloss:0.83133
[84]	train-mlogloss:0.85222	validation-mlogloss:0.82797
[85]	train-mlogloss:0.84896	validation-mlogloss:0.82456
[86]	train-mlogloss:0.84564	validation-mlogloss:0.82100
[87]	train-mlogloss:0.84251	validation-mlogloss:0.81773
[88]	train-mlogloss:0.83945	validation-mlogloss:0.81459
[89]	train-mlogloss:0.83643	validation-mlogloss:0.81145
[90]	train-mlogloss:0.83335	validation-mlogloss:0.80840
[91]	train-mlogloss:0.83040	validation-mlogloss:0.80521
[92]	train-mlogloss:0.82730	validation-mlogloss:0.80195
[93]	train-mlogloss:0.82440	validation-mlogloss:0.79887
[94]	train-mlogloss:0.82141	validation-mlogloss:0.79568
[95]	train-mlogloss:0.81840	validation-mlogloss:0.79266
[96]	train-mlogloss:0.81564	validation-mlogloss:0.78984
[97]	train-mlogloss:0.81278	validation-mlogloss:0.78689
[98]	train-mlogloss:0.80978	validation-mlogloss:0.78369
[99]	train-mlogloss:0.80703	validation-mlogloss:0.78077
[100]	train-mlogloss:0.80433	validation-mlogloss:0.77807
[101]	train-mlogloss:0.80160	validation-mlogloss:0.77526
[102]	train-mlogloss:0.79898	validation-mlogloss:0.77263
[103]	train-mlogloss:0.79635	validation-mlogloss:0.76980
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[406]	train-mlogloss:0.52868	validation-mlogloss:0.50591
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[408]	train-mlogloss:0.52821	validation-mlogloss:0.50545
[409]	train-mlogloss:0.52804	validation-mlogloss:0.50538
[410]	train-mlogloss:0.52779	validation-mlogloss:0.50519
[411]	train-mlogloss:0.52767	validation-mlogloss:0.50505
[412]	train-mlogloss:0.52749	validation-mlogloss:0.50481
[413]	train-mlogloss:0.52732	validation-mlogloss:0.50470
[414]	train-mlogloss:0.52708	validation-mlogloss:0.50452
[415]	train-mlogloss:0.52684	validation-mlogloss:0.50429
[416]	train-mlogloss:0.52661	validation-mlogloss:0.50414
[417]	train-mlogloss:0.52644	validation-mlogloss:0.50397
[418]	train-mlogloss:0.52629	validation-mlogloss:0.50377
[419]	train-mlogloss:0.52608	validation-mlogloss:0.50362
[420]	train-mlogloss:0.52592	validation-mlogloss:0.50349
[421]	train-mlogloss:0.52574	validation-mlogloss:0.50341
[422]	train-mlogloss:0.52553	validation-mlogloss:0.50323
[423]	train-mlogloss:0.52532	validation-mlogloss:0.50314
[424]	train-mlogloss:0.52514	validation-mlogloss:0.50298
[425]	train-mlogloss:0.52502	validation-mlogloss:0.50286
[426]	train-mlogloss:0.52482	validation-mlogloss:0.50264
[427]	train-mlogloss:0.52464	validation-mlogloss:0.50250
[428]	train-mlogloss:0.52445	validation-mlogloss:0.50242
[429]	train-mlogloss:0.52426	validation-mlogloss:0.50228
[430]	train-mlogloss:0.52412	validation-mlogloss:0.50212
[431]	train-mlogloss:0.52396	validation-mlogloss:0.50203
[432]	train-mlogloss:0.52381	validation-mlogloss:0.50191
[433]	train-mlogloss:0.52365	validation-mlogloss:0.50186
[434]	train-mlogloss:0.52354	validation-mlogloss:0.50176
[435]	train-mlogloss:0.52342	validation-mlogloss:0.50168
[436]	train-mlogloss:0.52325	validation-mlogloss:0.50150
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[438]	train-mlogloss:0.52301	validation-mlogloss:0.50128
[439]	train-mlogloss:0.52278	validation-mlogloss:0.50112
[440]	train-mlogloss:0.52261	validation-mlogloss:0.50104
[441]	train-mlogloss:0.52247	validation-mlogloss:0.50094
[442]	train-mlogloss:0.52227	validation-mlogloss:0.50076
[443]	train-mlogloss:0.52209	validation-mlogloss:0.50067
[444]	train-mlogloss:0.52198	validation-mlogloss:0.50058
[445]	train-mlogloss:0.52177	validation-mlogloss:0.50037
[446]	train-mlogloss:0.52159	validation-mlogloss:0.50017
[447]	train-mlogloss:0.52135	validation-mlogloss:0.49996
[448]	train-mlogloss:0.52115	validation-mlogloss:0.49991
[449]	train-mlogloss:0.52095	validation-mlogloss:0.49974
[450]	train-mlogloss:0.52068	validation-mlogloss:0.49953
[451]	train-mlogloss:0.52051	validation-mlogloss:0.49937
[452]	train-mlogloss:0.52032	validation-mlogloss:0.49909
[453]	train-mlogloss:0.52017	validation-mlogloss:0.49894
[454]	train-mlogloss:0.52005	validation-mlogloss:0.49883
[455]	train-mlogloss:0.51996	validation-mlogloss:0.49873
[456]	train-mlogloss:0.51983	validation-mlogloss:0.49865
[457]	train-mlogloss:0.51971	validation-mlogloss:0.49854
[458]	train-mlogloss:0.51954	validation-mlogloss:0.49841
[459]	train-mlogloss:0.51940	validation-mlogloss:0.49826
[460]	train-mlogloss:0.51928	validation-mlogloss:0.49814
[461]	train-mlogloss:0.51909	validation-mlogloss:0.49801
[462]	train-mlogloss:0.51881	validation-mlogloss:0.49787
[463]	train-mlogloss:0.51871	validation-mlogloss:0.49783
[464]	train-mlogloss:0.51855	validation-mlogloss:0.49775
[465]	train-mlogloss:0.51843	validation-mlogloss:0.49768
[466]	train-mlogloss:0.51819	validation-mlogloss:0.49746
[467]	train-mlogloss:0.51809	validation-mlogloss:0.49742
[468]	train-mlogloss:0.51797	validation-mlogloss:0.49727
[469]	train-mlogloss:0.51786	validation-mlogloss:0.49716
[470]	train-mlogloss:0.51776	validation-mlogloss:0.49707
[471]	train-mlogloss:0.51762	validation-mlogloss:0.49698
[472]	train-mlogloss:0.51747	validation-mlogloss:0.49690
[473]	train-mlogloss:0.51732	validation-mlogloss:0.49682
[474]	train-mlogloss:0.51720	validation-mlogloss:0.49679
[475]	train-mlogloss:0.51707	validation-mlogloss:0.49661
[476]	train-mlogloss:0.51690	validation-mlogloss:0.49645
[477]	train-mlogloss:0.51679	validation-mlogloss:0.49638
[478]	train-mlogloss:0.51667	validation-mlogloss:0.49629
[479]	train-mlogloss:0.51655	validation-mlogloss:0.49623
[480]	train-mlogloss:0.51642	validation-mlogloss:0.49606
[481]	train-mlogloss:0.51628	validation-mlogloss:0.49599
[482]	train-mlogloss:0.51619	validation-mlogloss:0.49595
[483]	train-mlogloss:0.51610	validation-mlogloss:0.49593
[484]	train-mlogloss:0.51598	validation-mlogloss:0.49575
[485]	train-mlogloss:0.51585	validation-mlogloss:0.49567
[486]	train-mlogloss:0.51565	validation-mlogloss:0.49547
[487]	train-mlogloss:0.51549	validation-mlogloss:0.49535
[488]	train-mlogloss:0.51539	validation-mlogloss:0.49529
[489]	train-mlogloss:0.51525	validation-mlogloss:0.49513
[490]	train-mlogloss:0.51514	validation-mlogloss:0.49504
[491]	train-mlogloss:0.51505	validation-mlogloss:0.49491
[492]	train-mlogloss:0.51489	validation-mlogloss:0.49475
[493]	train-mlogloss:0.51483	validation-mlogloss:0.49472
[494]	train-mlogloss:0.51468	validation-mlogloss:0.49467
[495]	train-mlogloss:0.51459	validation-mlogloss:0.49465
[496]	train-mlogloss:0.51452	validation-mlogloss:0.49458
[497]	train-mlogloss:0.51441	validation-mlogloss:0.49451
[498]	train-mlogloss:0.51430	validation-mlogloss:0.49441
[499]	train-mlogloss:0.51419	validation-mlogloss:0.49435
[500]	train-mlogloss:0.51411	validation-mlogloss:0.49433
[501]	train-mlogloss:0.51400	validation-mlogloss:0.49423
[502]	train-mlogloss:0.51392	validation-mlogloss:0.49418
[503]	train-mlogloss:0.51385	validation-mlogloss:0.49413
[504]	train-mlogloss:0.51380	validation-mlogloss:0.49410
[505]	train-mlogloss:0.51367	validation-mlogloss:0.49406
[506]	train-mlogloss:0.51359	validation-mlogloss:0.49402
[507]	train-mlogloss:0.51349	validation-mlogloss:0.49390
[508]	train-mlogloss:0.51340	validation-mlogloss:0.49385
[509]	train-mlogloss:0.51334	validation-mlogloss:0.49383
[510]	train-mlogloss:0.51327	validation-mlogloss:0.49379
[511]	train-mlogloss:0.51316	validation-mlogloss:0.49364
[512]	train-mlogloss:0.51306	validation-mlogloss:0.49353
[513]	train-mlogloss:0.51288	validation-mlogloss:0.49342
[514]	train-mlogloss:0.51279	validation-mlogloss:0.49328
[515]	train-mlogloss:0.51271	validation-mlogloss:0.49321
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[520]	train-mlogloss:0.51232	validation-mlogloss:0.49279
[521]	train-mlogloss:0.51223	validation-mlogloss:0.49269
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.02 [%]
Global accuracy score (test) = 79.74 [%]
Global F1 score (train) = 79.27 [%]
Global F1 score (test) = 80.3 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.70      0.66       350
MODERATE-INTENSITY       0.65      0.63      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.96      0.92      0.94       322

          accuracy                           0.80      1372
         macro avg       0.81      0.80      0.80      1372
      weighted avg       0.80      0.80      0.80      1372


Accuracy capturado en la ejecución 18: 79.74 [%]
F1-score capturado en la ejecución 18: 80.3 [%]

=== EJECUCIÓN 19 ===

--- TRAIN (ejecución 19) ---

--- TEST (ejecución 19) ---
2025-11-03 17:24:39.471539: 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`.
2025-11-03 17:24:39.483056: 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 00:00:1762187079.497175  332655 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187079.501566  332655 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187079.512031  332655 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187079.512063  332655 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187079.512066  332655 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187079.512067  332655 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:24:39.515289: 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:1.37428	validation-mlogloss:1.37353
[1]	train-mlogloss:1.36295	validation-mlogloss:1.36179
[2]	train-mlogloss:1.35201	validation-mlogloss:1.35050
[3]	train-mlogloss:1.34083	validation-mlogloss:1.33863
[4]	train-mlogloss:1.33003	validation-mlogloss:1.32732
[5]	train-mlogloss:1.31946	validation-mlogloss:1.31608
[6]	train-mlogloss:1.30897	validation-mlogloss:1.30505
[7]	train-mlogloss:1.29899	validation-mlogloss:1.29458
[8]	train-mlogloss:1.28913	validation-mlogloss:1.28444
[9]	train-mlogloss:1.27895	validation-mlogloss:1.27408
[10]	train-mlogloss:1.26957	validation-mlogloss:1.26440
[11]	train-mlogloss:1.26009	validation-mlogloss:1.25436
[12]	train-mlogloss:1.25091	validation-mlogloss:1.24472
[13]	train-mlogloss:1.24196	validation-mlogloss:1.23540
[14]	train-mlogloss:1.23306	validation-mlogloss:1.22600
[15]	train-mlogloss:1.22444	validation-mlogloss:1.21683
[16]	train-mlogloss:1.21583	validation-mlogloss:1.20779
[17]	train-mlogloss:1.20728	validation-mlogloss:1.19881
[18]	train-mlogloss:1.19850	validation-mlogloss:1.18966
[19]	train-mlogloss:1.19019	validation-mlogloss:1.18089
[20]	train-mlogloss:1.18212	validation-mlogloss:1.17247
[21]	train-mlogloss:1.17442	validation-mlogloss:1.16444
[22]	train-mlogloss:1.16655	validation-mlogloss:1.15613
[23]	train-mlogloss:1.15868	validation-mlogloss:1.14783
[24]	train-mlogloss:1.15109	validation-mlogloss:1.13963
[25]	train-mlogloss:1.14356	validation-mlogloss:1.13177
[26]	train-mlogloss:1.13628	validation-mlogloss:1.12398
[27]	train-mlogloss:1.12915	validation-mlogloss:1.11629
[28]	train-mlogloss:1.12206	validation-mlogloss:1.10885
[29]	train-mlogloss:1.11495	validation-mlogloss:1.10143
[30]	train-mlogloss:1.10814	validation-mlogloss:1.09414
[31]	train-mlogloss:1.10137	validation-mlogloss:1.08693
[32]	train-mlogloss:1.09455	validation-mlogloss:1.08006
[33]	train-mlogloss:1.08786	validation-mlogloss:1.07305
[34]	train-mlogloss:1.08133	validation-mlogloss:1.06626
[35]	train-mlogloss:1.07500	validation-mlogloss:1.05949
[36]	train-mlogloss:1.06879	validation-mlogloss:1.05281
[37]	train-mlogloss:1.06261	validation-mlogloss:1.04621
[38]	train-mlogloss:1.05670	validation-mlogloss:1.03997
[39]	train-mlogloss:1.05056	validation-mlogloss:1.03337
[40]	train-mlogloss:1.04473	validation-mlogloss:1.02718
[41]	train-mlogloss:1.03910	validation-mlogloss:1.02128
[42]	train-mlogloss:1.03330	validation-mlogloss:1.01502
[43]	train-mlogloss:1.02731	validation-mlogloss:1.00867
[44]	train-mlogloss:1.02167	validation-mlogloss:1.00300
[45]	train-mlogloss:1.01580	validation-mlogloss:0.99691
[46]	train-mlogloss:1.01031	validation-mlogloss:0.99132
[47]	train-mlogloss:1.00485	validation-mlogloss:0.98548
[48]	train-mlogloss:0.99946	validation-mlogloss:0.97992
[49]	train-mlogloss:0.99437	validation-mlogloss:0.97465
[50]	train-mlogloss:0.98900	validation-mlogloss:0.96917
[51]	train-mlogloss:0.98399	validation-mlogloss:0.96392
[52]	train-mlogloss:0.97886	validation-mlogloss:0.95852
[53]	train-mlogloss:0.97396	validation-mlogloss:0.95330
[54]	train-mlogloss:0.96921	validation-mlogloss:0.94841
[55]	train-mlogloss:0.96457	validation-mlogloss:0.94339
[56]	train-mlogloss:0.95978	validation-mlogloss:0.93859
[57]	train-mlogloss:0.95517	validation-mlogloss:0.93394
[58]	train-mlogloss:0.95050	validation-mlogloss:0.92913
[59]	train-mlogloss:0.94580	validation-mlogloss:0.92433
[60]	train-mlogloss:0.94125	validation-mlogloss:0.91980
[61]	train-mlogloss:0.93668	validation-mlogloss:0.91514
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[400]	train-mlogloss:0.52221	validation-mlogloss:0.49919
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[417]	train-mlogloss:0.51869	validation-mlogloss:0.49604
[418]	train-mlogloss:0.51850	validation-mlogloss:0.49586
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[420]	train-mlogloss:0.51807	validation-mlogloss:0.49551
[421]	train-mlogloss:0.51789	validation-mlogloss:0.49536
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[440]	train-mlogloss:0.51472	validation-mlogloss:0.49276
[441]	train-mlogloss:0.51460	validation-mlogloss:0.49267
[442]	train-mlogloss:0.51447	validation-mlogloss:0.49257
[443]	train-mlogloss:0.51422	validation-mlogloss:0.49240
[444]	train-mlogloss:0.51407	validation-mlogloss:0.49220
[445]	train-mlogloss:0.51386	validation-mlogloss:0.49199
[446]	train-mlogloss:0.51376	validation-mlogloss:0.49196
[447]	train-mlogloss:0.51364	validation-mlogloss:0.49184
[448]	train-mlogloss:0.51345	validation-mlogloss:0.49176
[449]	train-mlogloss:0.51328	validation-mlogloss:0.49169
[450]	train-mlogloss:0.51310	validation-mlogloss:0.49154
[451]	train-mlogloss:0.51291	validation-mlogloss:0.49138
[452]	train-mlogloss:0.51268	validation-mlogloss:0.49119
[453]	train-mlogloss:0.51256	validation-mlogloss:0.49109
[454]	train-mlogloss:0.51247	validation-mlogloss:0.49104
[455]	train-mlogloss:0.51237	validation-mlogloss:0.49100
[456]	train-mlogloss:0.51228	validation-mlogloss:0.49092
[457]	train-mlogloss:0.51216	validation-mlogloss:0.49086
[458]	train-mlogloss:0.51206	validation-mlogloss:0.49082
[459]	train-mlogloss:0.51195	validation-mlogloss:0.49067
[460]	train-mlogloss:0.51173	validation-mlogloss:0.49040
[461]	train-mlogloss:0.51164	validation-mlogloss:0.49032
[462]	train-mlogloss:0.51151	validation-mlogloss:0.49023
[463]	train-mlogloss:0.51141	validation-mlogloss:0.49009
[464]	train-mlogloss:0.51123	validation-mlogloss:0.48990
[465]	train-mlogloss:0.51101	validation-mlogloss:0.48976
[466]	train-mlogloss:0.51089	validation-mlogloss:0.48960
[467]	train-mlogloss:0.51082	validation-mlogloss:0.48953
[468]	train-mlogloss:0.51060	validation-mlogloss:0.48926
[469]	train-mlogloss:0.51050	validation-mlogloss:0.48922
[470]	train-mlogloss:0.51033	validation-mlogloss:0.48901
[471]	train-mlogloss:0.51023	validation-mlogloss:0.48890
[472]	train-mlogloss:0.51013	validation-mlogloss:0.48889
[473]	train-mlogloss:0.51004	validation-mlogloss:0.48887
[474]	train-mlogloss:0.50995	validation-mlogloss:0.48881
[475]	train-mlogloss:0.50983	validation-mlogloss:0.48866
[476]	train-mlogloss:0.50974	validation-mlogloss:0.48861
[477]	train-mlogloss:0.50959	validation-mlogloss:0.48845
[478]	train-mlogloss:0.50944	validation-mlogloss:0.48825
[479]	train-mlogloss:0.50933	validation-mlogloss:0.48817
[480]	train-mlogloss:0.50920	validation-mlogloss:0.48804
[481]	train-mlogloss:0.50897	validation-mlogloss:0.48782
[482]	train-mlogloss:0.50881	validation-mlogloss:0.48761
[483]	train-mlogloss:0.50871	validation-mlogloss:0.48749
[484]	train-mlogloss:0.50849	validation-mlogloss:0.48734
[485]	train-mlogloss:0.50841	validation-mlogloss:0.48729
[486]	train-mlogloss:0.50831	validation-mlogloss:0.48724
[487]	train-mlogloss:0.50816	validation-mlogloss:0.48701
[488]	train-mlogloss:0.50787	validation-mlogloss:0.48672
[489]	train-mlogloss:0.50772	validation-mlogloss:0.48661
[490]	train-mlogloss:0.50758	validation-mlogloss:0.48644
[491]	train-mlogloss:0.50745	validation-mlogloss:0.48629
[492]	train-mlogloss:0.50736	validation-mlogloss:0.48622
[493]	train-mlogloss:0.50733	validation-mlogloss:0.48620
[494]	train-mlogloss:0.50725	validation-mlogloss:0.48614
[495]	train-mlogloss:0.50718	validation-mlogloss:0.48607
[496]	train-mlogloss:0.50705	validation-mlogloss:0.48594
[497]	train-mlogloss:0.50696	validation-mlogloss:0.48587
[498]	train-mlogloss:0.50685	validation-mlogloss:0.48574
[499]	train-mlogloss:0.50677	validation-mlogloss:0.48570
[500]	train-mlogloss:0.50663	validation-mlogloss:0.48558
[501]	train-mlogloss:0.50655	validation-mlogloss:0.48556
[502]	train-mlogloss:0.50645	validation-mlogloss:0.48550
[503]	train-mlogloss:0.50629	validation-mlogloss:0.48538
[504]	train-mlogloss:0.50611	validation-mlogloss:0.48524
[505]	train-mlogloss:0.50601	validation-mlogloss:0.48516
[506]	train-mlogloss:0.50594	validation-mlogloss:0.48511
[507]	train-mlogloss:0.50587	validation-mlogloss:0.48502
[508]	train-mlogloss:0.50573	validation-mlogloss:0.48488
[509]	train-mlogloss:0.50559	validation-mlogloss:0.48471
[510]	train-mlogloss:0.50548	validation-mlogloss:0.48456
[511]	train-mlogloss:0.50526	validation-mlogloss:0.48443
[512]	train-mlogloss:0.50518	validation-mlogloss:0.48433
[513]	train-mlogloss:0.50509	validation-mlogloss:0.48427
[514]	train-mlogloss:0.50495	validation-mlogloss:0.48416
[515]	train-mlogloss:0.50485	validation-mlogloss:0.48412
[516]	train-mlogloss:0.50470	validation-mlogloss:0.48403
[517]	train-mlogloss:0.50461	validation-mlogloss:0.48397
[518]	train-mlogloss:0.50454	validation-mlogloss:0.48390
[519]	train-mlogloss:0.50441	validation-mlogloss:0.48385
[520]	train-mlogloss:0.50431	validation-mlogloss:0.48378
[521]	train-mlogloss:0.50425	validation-mlogloss:0.48375
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[0 2 2 ... 0 3 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.06 [%]
Global accuracy score (test) = 78.86 [%]
Global F1 score (train) = 79.37 [%]
Global F1 score (test) = 79.5 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.67      0.63       350
MODERATE-INTENSITY       0.64      0.62      0.63       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.95       322

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


Accuracy capturado en la ejecución 19: 78.86 [%]
F1-score capturado en la ejecución 19: 79.5 [%]

=== EJECUCIÓN 20 ===

--- TRAIN (ejecución 20) ---

--- TEST (ejecución 20) ---
2025-11-03 17:24:58.356714: 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`.
2025-11-03 17:24:58.368284: 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 00:00:1762187098.381783  332962 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187098.386214  332962 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187098.396436  332962 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187098.396466  332962 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187098.396469  332962 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187098.396471  332962 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:24:58.399688: 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:1.37429	validation-mlogloss:1.37388
[1]	train-mlogloss:1.36273	validation-mlogloss:1.36186
[2]	train-mlogloss:1.35136	validation-mlogloss:1.35002
[3]	train-mlogloss:1.34028	validation-mlogloss:1.33848
[4]	train-mlogloss:1.32932	validation-mlogloss:1.32723
[5]	train-mlogloss:1.31875	validation-mlogloss:1.31649
[6]	train-mlogloss:1.30857	validation-mlogloss:1.30590
[7]	train-mlogloss:1.29863	validation-mlogloss:1.29549
[8]	train-mlogloss:1.28836	validation-mlogloss:1.28490
[9]	train-mlogloss:1.27868	validation-mlogloss:1.27490
[10]	train-mlogloss:1.26886	validation-mlogloss:1.26470
[11]	train-mlogloss:1.25958	validation-mlogloss:1.25505
[12]	train-mlogloss:1.25031	validation-mlogloss:1.24551
[13]	train-mlogloss:1.24126	validation-mlogloss:1.23600
[14]	train-mlogloss:1.23223	validation-mlogloss:1.22658
[15]	train-mlogloss:1.22349	validation-mlogloss:1.21743
[16]	train-mlogloss:1.21468	validation-mlogloss:1.20841
[17]	train-mlogloss:1.20614	validation-mlogloss:1.19948
[18]	train-mlogloss:1.19791	validation-mlogloss:1.19097
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[446]	train-mlogloss:0.51257	validation-mlogloss:0.50283
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[448]	train-mlogloss:0.51216	validation-mlogloss:0.50247
[449]	train-mlogloss:0.51193	validation-mlogloss:0.50223
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[474]	train-mlogloss:0.50822	validation-mlogloss:0.49909
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[478]	train-mlogloss:0.50772	validation-mlogloss:0.49880
[479]	train-mlogloss:0.50756	validation-mlogloss:0.49865
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[483]	train-mlogloss:0.50718	validation-mlogloss:0.49822
[484]	train-mlogloss:0.50709	validation-mlogloss:0.49816
[485]	train-mlogloss:0.50702	validation-mlogloss:0.49809
[486]	train-mlogloss:0.50683	validation-mlogloss:0.49784
[487]	train-mlogloss:0.50670	validation-mlogloss:0.49777
[488]	train-mlogloss:0.50659	validation-mlogloss:0.49762
[489]	train-mlogloss:0.50645	validation-mlogloss:0.49749
[490]	train-mlogloss:0.50623	validation-mlogloss:0.49740
[491]	train-mlogloss:0.50611	validation-mlogloss:0.49730
[492]	train-mlogloss:0.50602	validation-mlogloss:0.49723
[493]	train-mlogloss:0.50587	validation-mlogloss:0.49699
[494]	train-mlogloss:0.50577	validation-mlogloss:0.49691
[495]	train-mlogloss:0.50565	validation-mlogloss:0.49684
[496]	train-mlogloss:0.50543	validation-mlogloss:0.49660
[497]	train-mlogloss:0.50536	validation-mlogloss:0.49657
[498]	train-mlogloss:0.50526	validation-mlogloss:0.49646
[499]	train-mlogloss:0.50521	validation-mlogloss:0.49640
[500]	train-mlogloss:0.50510	validation-mlogloss:0.49637
[501]	train-mlogloss:0.50499	validation-mlogloss:0.49621
[502]	train-mlogloss:0.50492	validation-mlogloss:0.49612
[503]	train-mlogloss:0.50482	validation-mlogloss:0.49609
[504]	train-mlogloss:0.50476	validation-mlogloss:0.49606
[505]	train-mlogloss:0.50470	validation-mlogloss:0.49604
[506]	train-mlogloss:0.50452	validation-mlogloss:0.49585
[507]	train-mlogloss:0.50443	validation-mlogloss:0.49573
[508]	train-mlogloss:0.50434	validation-mlogloss:0.49563
[509]	train-mlogloss:0.50424	validation-mlogloss:0.49551
[510]	train-mlogloss:0.50413	validation-mlogloss:0.49544
[511]	train-mlogloss:0.50406	validation-mlogloss:0.49536
[512]	train-mlogloss:0.50397	validation-mlogloss:0.49537
[513]	train-mlogloss:0.50388	validation-mlogloss:0.49529
[514]	train-mlogloss:0.50376	validation-mlogloss:0.49515
[515]	train-mlogloss:0.50372	validation-mlogloss:0.49515
[516]	train-mlogloss:0.50364	validation-mlogloss:0.49512
[517]	train-mlogloss:0.50352	validation-mlogloss:0.49501
[518]	train-mlogloss:0.50342	validation-mlogloss:0.49489
[519]	train-mlogloss:0.50334	validation-mlogloss:0.49480
[520]	train-mlogloss:0.50320	validation-mlogloss:0.49467
[521]	train-mlogloss:0.50305	validation-mlogloss:0.49457
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 78.96 [%]
Global accuracy score (test) = 79.96 [%]
Global F1 score (train) = 79.33 [%]
Global F1 score (test) = 80.65 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.69      0.65       350
MODERATE-INTENSITY       0.65      0.65      0.65       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.99      0.92      0.95       322

          accuracy                           0.80      1372
         macro avg       0.81      0.80      0.81      1372
      weighted avg       0.81      0.80      0.80      1372


Accuracy capturado en la ejecución 20: 79.96 [%]
F1-score capturado en la ejecución 20: 80.65 [%]

=== EJECUCIÓN 21 ===

--- TRAIN (ejecución 21) ---

--- TEST (ejecución 21) ---
2025-11-03 17:25:17.412560: 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`.
2025-11-03 17:25:17.424369: 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 00:00:1762187117.440575  333271 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187117.445421  333271 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187117.457020  333271 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187117.457053  333271 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187117.457055  333271 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187117.457057  333271 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:25:17.460237: 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)
Training a non-convolutional model.
[0]	train-mlogloss:1.37489	validation-mlogloss:1.37391
[1]	train-mlogloss:1.36340	validation-mlogloss:1.36173
[2]	train-mlogloss:1.35250	validation-mlogloss:1.35014
[3]	train-mlogloss:1.34152	validation-mlogloss:1.33827
[4]	train-mlogloss:1.33081	validation-mlogloss:1.32687
[5]	train-mlogloss:1.32037	validation-mlogloss:1.31605
[6]	train-mlogloss:1.31019	validation-mlogloss:1.30525
[7]	train-mlogloss:1.30003	validation-mlogloss:1.29436
[8]	train-mlogloss:1.29009	validation-mlogloss:1.28378
[9]	train-mlogloss:1.28023	validation-mlogloss:1.27309
[10]	train-mlogloss:1.27088	validation-mlogloss:1.26312
[11]	train-mlogloss:1.26140	validation-mlogloss:1.25314
[12]	train-mlogloss:1.25222	validation-mlogloss:1.24319
[13]	train-mlogloss:1.24302	validation-mlogloss:1.23359
[14]	train-mlogloss:1.23423	validation-mlogloss:1.22443
[15]	train-mlogloss:1.22583	validation-mlogloss:1.21544
[16]	train-mlogloss:1.21721	validation-mlogloss:1.20648
[17]	train-mlogloss:1.20869	validation-mlogloss:1.19759
[18]	train-mlogloss:1.20026	validation-mlogloss:1.18879
[19]	train-mlogloss:1.19181	validation-mlogloss:1.17996
[20]	train-mlogloss:1.18353	validation-mlogloss:1.17107
[21]	train-mlogloss:1.17552	validation-mlogloss:1.16250
[22]	train-mlogloss:1.16767	validation-mlogloss:1.15409
[23]	train-mlogloss:1.15980	validation-mlogloss:1.14567
[24]	train-mlogloss:1.15227	validation-mlogloss:1.13769
[25]	train-mlogloss:1.14480	validation-mlogloss:1.12973
[26]	train-mlogloss:1.13765	validation-mlogloss:1.12225
[27]	train-mlogloss:1.13046	validation-mlogloss:1.11441
[28]	train-mlogloss:1.12351	validation-mlogloss:1.10691
[29]	train-mlogloss:1.11658	validation-mlogloss:1.09939
[30]	train-mlogloss:1.10976	validation-mlogloss:1.09219
[31]	train-mlogloss:1.10300	validation-mlogloss:1.08490
[32]	train-mlogloss:1.09603	validation-mlogloss:1.07754
[33]	train-mlogloss:1.08932	validation-mlogloss:1.07037
[34]	train-mlogloss:1.08289	validation-mlogloss:1.06344
[35]	train-mlogloss:1.07665	validation-mlogloss:1.05678
[36]	train-mlogloss:1.07026	validation-mlogloss:1.05001
[37]	train-mlogloss:1.06425	validation-mlogloss:1.04365
[38]	train-mlogloss:1.05821	validation-mlogloss:1.03718
[39]	train-mlogloss:1.05227	validation-mlogloss:1.03091
[40]	train-mlogloss:1.04662	validation-mlogloss:1.02515
[41]	train-mlogloss:1.04052	validation-mlogloss:1.01856
[42]	train-mlogloss:1.03497	validation-mlogloss:1.01279
[43]	train-mlogloss:1.02918	validation-mlogloss:1.00665
[44]	train-mlogloss:1.02326	validation-mlogloss:1.00053
[45]	train-mlogloss:1.01786	validation-mlogloss:0.99478
[46]	train-mlogloss:1.01244	validation-mlogloss:0.98922
[47]	train-mlogloss:1.00707	validation-mlogloss:0.98366
[48]	train-mlogloss:1.00162	validation-mlogloss:0.97797
[49]	train-mlogloss:0.99643	validation-mlogloss:0.97248
[50]	train-mlogloss:0.99134	validation-mlogloss:0.96706
[51]	train-mlogloss:0.98646	validation-mlogloss:0.96198
[52]	train-mlogloss:0.98141	validation-mlogloss:0.95660
[53]	train-mlogloss:0.97657	validation-mlogloss:0.95134
[54]	train-mlogloss:0.97172	validation-mlogloss:0.94616
[55]	train-mlogloss:0.96698	validation-mlogloss:0.94106
[56]	train-mlogloss:0.96208	validation-mlogloss:0.93581
[57]	train-mlogloss:0.95719	validation-mlogloss:0.93051
[58]	train-mlogloss:0.95249	validation-mlogloss:0.92540
[59]	train-mlogloss:0.94788	validation-mlogloss:0.92036
[60]	train-mlogloss:0.94338	validation-mlogloss:0.91576
[61]	train-mlogloss:0.93910	validation-mlogloss:0.91115
[62]	train-mlogloss:0.93484	validation-mlogloss:0.90659
[63]	train-mlogloss:0.93048	validation-mlogloss:0.90220
[64]	train-mlogloss:0.92616	validation-mlogloss:0.89788
[65]	train-mlogloss:0.92197	validation-mlogloss:0.89375
[66]	train-mlogloss:0.91779	validation-mlogloss:0.88938
[67]	train-mlogloss:0.91357	validation-mlogloss:0.88493
[68]	train-mlogloss:0.90944	validation-mlogloss:0.88046
[69]	train-mlogloss:0.90544	validation-mlogloss:0.87647
[70]	train-mlogloss:0.90135	validation-mlogloss:0.87226
[71]	train-mlogloss:0.89739	validation-mlogloss:0.86801
[72]	train-mlogloss:0.89350	validation-mlogloss:0.86392
[73]	train-mlogloss:0.88966	validation-mlogloss:0.85994
[74]	train-mlogloss:0.88564	validation-mlogloss:0.85582
[75]	train-mlogloss:0.88178	validation-mlogloss:0.85183
[76]	train-mlogloss:0.87804	validation-mlogloss:0.84787
[77]	train-mlogloss:0.87443	validation-mlogloss:0.84415
[78]	train-mlogloss:0.87072	validation-mlogloss:0.84023
[79]	train-mlogloss:0.86710	validation-mlogloss:0.83634
[80]	train-mlogloss:0.86344	validation-mlogloss:0.83261
[81]	train-mlogloss:0.85998	validation-mlogloss:0.82899
[82]	train-mlogloss:0.85668	validation-mlogloss:0.82554
[83]	train-mlogloss:0.85320	validation-mlogloss:0.82182
[84]	train-mlogloss:0.84984	validation-mlogloss:0.81835
[85]	train-mlogloss:0.84667	validation-mlogloss:0.81508
[86]	train-mlogloss:0.84337	validation-mlogloss:0.81154
[87]	train-mlogloss:0.83985	validation-mlogloss:0.80763
[88]	train-mlogloss:0.83659	validation-mlogloss:0.80407
[89]	train-mlogloss:0.83352	validation-mlogloss:0.80097
[90]	train-mlogloss:0.83047	validation-mlogloss:0.79768
[91]	train-mlogloss:0.82740	validation-mlogloss:0.79439
[92]	train-mlogloss:0.82455	validation-mlogloss:0.79150
[93]	train-mlogloss:0.82153	validation-mlogloss:0.78818
[94]	train-mlogloss:0.81866	validation-mlogloss:0.78501
[95]	train-mlogloss:0.81569	validation-mlogloss:0.78184
[96]	train-mlogloss:0.81292	validation-mlogloss:0.77886
[97]	train-mlogloss:0.81011	validation-mlogloss:0.77585
[98]	train-mlogloss:0.80720	validation-mlogloss:0.77288
[99]	train-mlogloss:0.80426	validation-mlogloss:0.76971
[100]	train-mlogloss:0.80157	validation-mlogloss:0.76696
[101]	train-mlogloss:0.79872	validation-mlogloss:0.76389
[102]	train-mlogloss:0.79624	validation-mlogloss:0.76136
[103]	train-mlogloss:0.79365	validation-mlogloss:0.75856
[104]	train-mlogloss:0.79115	validation-mlogloss:0.75594
[105]	train-mlogloss:0.78845	validation-mlogloss:0.75300
[106]	train-mlogloss:0.78600	validation-mlogloss:0.75044
[107]	train-mlogloss:0.78357	validation-mlogloss:0.74785
[108]	train-mlogloss:0.78114	validation-mlogloss:0.74528
[109]	train-mlogloss:0.77875	validation-mlogloss:0.74274
[110]	train-mlogloss:0.77608	validation-mlogloss:0.73988
[111]	train-mlogloss:0.77356	validation-mlogloss:0.73725
[112]	train-mlogloss:0.77106	validation-mlogloss:0.73439
[113]	train-mlogloss:0.76863	validation-mlogloss:0.73159
[114]	train-mlogloss:0.76613	validation-mlogloss:0.72890
[115]	train-mlogloss:0.76356	validation-mlogloss:0.72627
[116]	train-mlogloss:0.76116	validation-mlogloss:0.72370
[117]	train-mlogloss:0.75884	validation-mlogloss:0.72116
[118]	train-mlogloss:0.75667	validation-mlogloss:0.71885
[119]	train-mlogloss:0.75449	validation-mlogloss:0.71661
[120]	train-mlogloss:0.75236	validation-mlogloss:0.71434
[121]	train-mlogloss:0.74997	validation-mlogloss:0.71180
[122]	train-mlogloss:0.74774	validation-mlogloss:0.70955
[123]	train-mlogloss:0.74563	validation-mlogloss:0.70741
[124]	train-mlogloss:0.74349	validation-mlogloss:0.70512
[125]	train-mlogloss:0.74121	validation-mlogloss:0.70274
[126]	train-mlogloss:0.73923	validation-mlogloss:0.70060
[127]	train-mlogloss:0.73701	validation-mlogloss:0.69831
[128]	train-mlogloss:0.73478	validation-mlogloss:0.69600
[129]	train-mlogloss:0.73279	validation-mlogloss:0.69385
[130]	train-mlogloss:0.73069	validation-mlogloss:0.69143
[131]	train-mlogloss:0.72864	validation-mlogloss:0.68929
[132]	train-mlogloss:0.72675	validation-mlogloss:0.68718
[133]	train-mlogloss:0.72470	validation-mlogloss:0.68511
[134]	train-mlogloss:0.72267	validation-mlogloss:0.68300
[135]	train-mlogloss:0.72086	validation-mlogloss:0.68108
[136]	train-mlogloss:0.71894	validation-mlogloss:0.67916
[137]	train-mlogloss:0.71695	validation-mlogloss:0.67714
[138]	train-mlogloss:0.71502	validation-mlogloss:0.67509
[139]	train-mlogloss:0.71309	validation-mlogloss:0.67309
[140]	train-mlogloss:0.71121	validation-mlogloss:0.67110
[141]	train-mlogloss:0.70940	validation-mlogloss:0.66918
[142]	train-mlogloss:0.70769	validation-mlogloss:0.66727
[143]	train-mlogloss:0.70586	validation-mlogloss:0.66537
[144]	train-mlogloss:0.70399	validation-mlogloss:0.66347
[145]	train-mlogloss:0.70218	validation-mlogloss:0.66168
[146]	train-mlogloss:0.70049	validation-mlogloss:0.65979
[147]	train-mlogloss:0.69872	validation-mlogloss:0.65789
[148]	train-mlogloss:0.69694	validation-mlogloss:0.65606
[149]	train-mlogloss:0.69530	validation-mlogloss:0.65426
[150]	train-mlogloss:0.69351	validation-mlogloss:0.65235
[151]	train-mlogloss:0.69185	validation-mlogloss:0.65058
[152]	train-mlogloss:0.69012	validation-mlogloss:0.64879
[153]	train-mlogloss:0.68858	validation-mlogloss:0.64726
[154]	train-mlogloss:0.68683	validation-mlogloss:0.64548
[155]	train-mlogloss:0.68516	validation-mlogloss:0.64371
[156]	train-mlogloss:0.68368	validation-mlogloss:0.64205
[157]	train-mlogloss:0.68223	validation-mlogloss:0.64055
[158]	train-mlogloss:0.68085	validation-mlogloss:0.63917
[159]	train-mlogloss:0.67938	validation-mlogloss:0.63771
[160]	train-mlogloss:0.67780	validation-mlogloss:0.63603
[161]	train-mlogloss:0.67623	validation-mlogloss:0.63440
[162]	train-mlogloss:0.67471	validation-mlogloss:0.63291
[163]	train-mlogloss:0.67318	validation-mlogloss:0.63129
[164]	train-mlogloss:0.67179	validation-mlogloss:0.62980
[165]	train-mlogloss:0.67051	validation-mlogloss:0.62845
[166]	train-mlogloss:0.66922	validation-mlogloss:0.62710
[167]	train-mlogloss:0.66779	validation-mlogloss:0.62564
[168]	train-mlogloss:0.66629	validation-mlogloss:0.62407
[169]	train-mlogloss:0.66489	validation-mlogloss:0.62261
[170]	train-mlogloss:0.66349	validation-mlogloss:0.62135
[171]	train-mlogloss:0.66223	validation-mlogloss:0.62009
[172]	train-mlogloss:0.66085	validation-mlogloss:0.61876
[173]	train-mlogloss:0.65964	validation-mlogloss:0.61746
[174]	train-mlogloss:0.65833	validation-mlogloss:0.61604
[175]	train-mlogloss:0.65698	validation-mlogloss:0.61463
[176]	train-mlogloss:0.65565	validation-mlogloss:0.61331
[177]	train-mlogloss:0.65436	validation-mlogloss:0.61205
[178]	train-mlogloss:0.65315	validation-mlogloss:0.61077
[179]	train-mlogloss:0.65187	validation-mlogloss:0.60940
[180]	train-mlogloss:0.65068	validation-mlogloss:0.60809
[181]	train-mlogloss:0.64942	validation-mlogloss:0.60664
[182]	train-mlogloss:0.64825	validation-mlogloss:0.60532
[183]	train-mlogloss:0.64704	validation-mlogloss:0.60398
[184]	train-mlogloss:0.64588	validation-mlogloss:0.60271
[185]	train-mlogloss:0.64469	validation-mlogloss:0.60148
[186]	train-mlogloss:0.64353	validation-mlogloss:0.60034
[187]	train-mlogloss:0.64231	validation-mlogloss:0.59913
[188]	train-mlogloss:0.64120	validation-mlogloss:0.59790
[189]	train-mlogloss:0.63988	validation-mlogloss:0.59649
[190]	train-mlogloss:0.63883	validation-mlogloss:0.59544
[191]	train-mlogloss:0.63770	validation-mlogloss:0.59436
[192]	train-mlogloss:0.63665	validation-mlogloss:0.59316
[193]	train-mlogloss:0.63545	validation-mlogloss:0.59184
[194]	train-mlogloss:0.63437	validation-mlogloss:0.59081
[195]	train-mlogloss:0.63329	validation-mlogloss:0.58971
[196]	train-mlogloss:0.63221	validation-mlogloss:0.58867
[197]	train-mlogloss:0.63115	validation-mlogloss:0.58758
[198]	train-mlogloss:0.63014	validation-mlogloss:0.58663
[199]	train-mlogloss:0.62908	validation-mlogloss:0.58552
[200]	train-mlogloss:0.62812	validation-mlogloss:0.58445
[201]	train-mlogloss:0.62702	validation-mlogloss:0.58324
[202]	train-mlogloss:0.62597	validation-mlogloss:0.58225
[203]	train-mlogloss:0.62494	validation-mlogloss:0.58119
[204]	train-mlogloss:0.62395	validation-mlogloss:0.58017
[205]	train-mlogloss:0.62289	validation-mlogloss:0.57903
[206]	train-mlogloss:0.62191	validation-mlogloss:0.57817
[207]	train-mlogloss:0.62092	validation-mlogloss:0.57703
[208]	train-mlogloss:0.61997	validation-mlogloss:0.57604
[209]	train-mlogloss:0.61908	validation-mlogloss:0.57510
[210]	train-mlogloss:0.61816	validation-mlogloss:0.57413
[211]	train-mlogloss:0.61719	validation-mlogloss:0.57299
[212]	train-mlogloss:0.61636	validation-mlogloss:0.57208
[213]	train-mlogloss:0.61542	validation-mlogloss:0.57121
[214]	train-mlogloss:0.61444	validation-mlogloss:0.57030
[215]	train-mlogloss:0.61359	validation-mlogloss:0.56941
[216]	train-mlogloss:0.61271	validation-mlogloss:0.56856
[217]	train-mlogloss:0.61184	validation-mlogloss:0.56761
[218]	train-mlogloss:0.61094	validation-mlogloss:0.56675
[219]	train-mlogloss:0.61002	validation-mlogloss:0.56575
[220]	train-mlogloss:0.60910	validation-mlogloss:0.56479
[221]	train-mlogloss:0.60825	validation-mlogloss:0.56394
[222]	train-mlogloss:0.60743	validation-mlogloss:0.56306
[223]	train-mlogloss:0.60665	validation-mlogloss:0.56226
[224]	train-mlogloss:0.60575	validation-mlogloss:0.56130
[225]	train-mlogloss:0.60492	validation-mlogloss:0.56035
[226]	train-mlogloss:0.60408	validation-mlogloss:0.55952
[227]	train-mlogloss:0.60326	validation-mlogloss:0.55881
[228]	train-mlogloss:0.60238	validation-mlogloss:0.55794
[229]	train-mlogloss:0.60157	validation-mlogloss:0.55714
[230]	train-mlogloss:0.60080	validation-mlogloss:0.55631
[231]	train-mlogloss:0.60000	validation-mlogloss:0.55552
[232]	train-mlogloss:0.59924	validation-mlogloss:0.55473
[233]	train-mlogloss:0.59849	validation-mlogloss:0.55394
[234]	train-mlogloss:0.59768	validation-mlogloss:0.55312
[235]	train-mlogloss:0.59703	validation-mlogloss:0.55249
[236]	train-mlogloss:0.59633	validation-mlogloss:0.55172
[237]	train-mlogloss:0.59563	validation-mlogloss:0.55105
[238]	train-mlogloss:0.59486	validation-mlogloss:0.55023
[239]	train-mlogloss:0.59410	validation-mlogloss:0.54937
[240]	train-mlogloss:0.59336	validation-mlogloss:0.54857
[241]	train-mlogloss:0.59263	validation-mlogloss:0.54793
[242]	train-mlogloss:0.59194	validation-mlogloss:0.54731
[243]	train-mlogloss:0.59125	validation-mlogloss:0.54658
[244]	train-mlogloss:0.59060	validation-mlogloss:0.54593
[245]	train-mlogloss:0.58990	validation-mlogloss:0.54518
[246]	train-mlogloss:0.58921	validation-mlogloss:0.54450
[247]	train-mlogloss:0.58857	validation-mlogloss:0.54384
[248]	train-mlogloss:0.58778	validation-mlogloss:0.54301
[249]	train-mlogloss:0.58708	validation-mlogloss:0.54229
[250]	train-mlogloss:0.58641	validation-mlogloss:0.54157
[251]	train-mlogloss:0.58570	validation-mlogloss:0.54091
[252]	train-mlogloss:0.58506	validation-mlogloss:0.54020
[253]	train-mlogloss:0.58438	validation-mlogloss:0.53958
[254]	train-mlogloss:0.58368	validation-mlogloss:0.53890
[255]	train-mlogloss:0.58300	validation-mlogloss:0.53822
[256]	train-mlogloss:0.58238	validation-mlogloss:0.53759
[257]	train-mlogloss:0.58179	validation-mlogloss:0.53699
[258]	train-mlogloss:0.58115	validation-mlogloss:0.53634
[259]	train-mlogloss:0.58054	validation-mlogloss:0.53581
[260]	train-mlogloss:0.57992	validation-mlogloss:0.53523
[261]	train-mlogloss:0.57935	validation-mlogloss:0.53464
[262]	train-mlogloss:0.57868	validation-mlogloss:0.53399
[263]	train-mlogloss:0.57806	validation-mlogloss:0.53340
[264]	train-mlogloss:0.57743	validation-mlogloss:0.53276
[265]	train-mlogloss:0.57679	validation-mlogloss:0.53214
[266]	train-mlogloss:0.57621	validation-mlogloss:0.53174
[267]	train-mlogloss:0.57560	validation-mlogloss:0.53115
[268]	train-mlogloss:0.57487	validation-mlogloss:0.53025
[269]	train-mlogloss:0.57426	validation-mlogloss:0.52966
[270]	train-mlogloss:0.57372	validation-mlogloss:0.52915
[271]	train-mlogloss:0.57317	validation-mlogloss:0.52852
[272]	train-mlogloss:0.57257	validation-mlogloss:0.52790
[273]	train-mlogloss:0.57196	validation-mlogloss:0.52734
[274]	train-mlogloss:0.57145	validation-mlogloss:0.52682
[275]	train-mlogloss:0.57094	validation-mlogloss:0.52627
[276]	train-mlogloss:0.57031	validation-mlogloss:0.52574
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[278]	train-mlogloss:0.56916	validation-mlogloss:0.52447
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[446]	train-mlogloss:0.51631	validation-mlogloss:0.47794
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[454]	train-mlogloss:0.51507	validation-mlogloss:0.47673
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[486]	train-mlogloss:0.51060	validation-mlogloss:0.47297
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[488]	train-mlogloss:0.51035	validation-mlogloss:0.47275
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[500]	train-mlogloss:0.50893	validation-mlogloss:0.47150
[501]	train-mlogloss:0.50888	validation-mlogloss:0.47147
[502]	train-mlogloss:0.50878	validation-mlogloss:0.47144
[503]	train-mlogloss:0.50869	validation-mlogloss:0.47136
[504]	train-mlogloss:0.50860	validation-mlogloss:0.47126
[505]	train-mlogloss:0.50842	validation-mlogloss:0.47118
[506]	train-mlogloss:0.50827	validation-mlogloss:0.47111
[507]	train-mlogloss:0.50814	validation-mlogloss:0.47106
[508]	train-mlogloss:0.50801	validation-mlogloss:0.47093
[509]	train-mlogloss:0.50790	validation-mlogloss:0.47089
[510]	train-mlogloss:0.50783	validation-mlogloss:0.47081
[511]	train-mlogloss:0.50772	validation-mlogloss:0.47066
[512]	train-mlogloss:0.50762	validation-mlogloss:0.47057
[513]	train-mlogloss:0.50752	validation-mlogloss:0.47043
[514]	train-mlogloss:0.50736	validation-mlogloss:0.47028
[515]	train-mlogloss:0.50728	validation-mlogloss:0.47019
[516]	train-mlogloss:0.50721	validation-mlogloss:0.47013
[517]	train-mlogloss:0.50709	validation-mlogloss:0.47002
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[520]	train-mlogloss:0.50684	validation-mlogloss:0.46988
[521]	train-mlogloss:0.50674	validation-mlogloss:0.46974
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)
Training a non-convolutional model.
Loaded model from disk.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 1 1]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.34 [%]
Global accuracy score (test) = 78.86 [%]
Global F1 score (train) = 79.66 [%]
Global F1 score (test) = 79.52 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.70      0.65       350
MODERATE-INTENSITY       0.64      0.60      0.62       350
         SEDENTARY       0.99      0.94      0.96       350
VIGOROUS-INTENSITY       0.97      0.92      0.95       322

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


Accuracy capturado en la ejecución 21: 78.86 [%]
F1-score capturado en la ejecución 21: 79.52 [%]

=== EJECUCIÓN 22 ===

--- TRAIN (ejecución 22) ---

--- TEST (ejecución 22) ---
2025-11-03 17:25:36.145555: 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`.
2025-11-03 17:25:36.157368: 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 00:00:1762187136.171464  333570 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187136.175688  333570 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187136.186292  333570 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187136.186317  333570 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187136.186319  333570 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187136.186321  333570 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:25:36.189655: 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:1.37462	validation-mlogloss:1.37428
[1]	train-mlogloss:1.36319	validation-mlogloss:1.36244
[2]	train-mlogloss:1.35198	validation-mlogloss:1.35068
[3]	train-mlogloss:1.34104	validation-mlogloss:1.33909
[4]	train-mlogloss:1.33014	validation-mlogloss:1.32762
[5]	train-mlogloss:1.31951	validation-mlogloss:1.31619
[6]	train-mlogloss:1.30915	validation-mlogloss:1.30518
[7]	train-mlogloss:1.29908	validation-mlogloss:1.29442
[8]	train-mlogloss:1.28922	validation-mlogloss:1.28418
[9]	train-mlogloss:1.27960	validation-mlogloss:1.27422
[10]	train-mlogloss:1.26999	validation-mlogloss:1.26406
[11]	train-mlogloss:1.26083	validation-mlogloss:1.25462
[12]	train-mlogloss:1.25136	validation-mlogloss:1.24479
[13]	train-mlogloss:1.24234	validation-mlogloss:1.23531
[14]	train-mlogloss:1.23358	validation-mlogloss:1.22625
[15]	train-mlogloss:1.22477	validation-mlogloss:1.21700
[16]	train-mlogloss:1.21617	validation-mlogloss:1.20809
[17]	train-mlogloss:1.20751	validation-mlogloss:1.19890
[18]	train-mlogloss:1.19920	validation-mlogloss:1.19021
[19]	train-mlogloss:1.19105	validation-mlogloss:1.18188
[20]	train-mlogloss:1.18316	validation-mlogloss:1.17388
[21]	train-mlogloss:1.17525	validation-mlogloss:1.16553
[22]	train-mlogloss:1.16771	validation-mlogloss:1.15793
[23]	train-mlogloss:1.16023	validation-mlogloss:1.15027
[24]	train-mlogloss:1.15247	validation-mlogloss:1.14248
[25]	train-mlogloss:1.14522	validation-mlogloss:1.13465
[26]	train-mlogloss:1.13793	validation-mlogloss:1.12714
[27]	train-mlogloss:1.13077	validation-mlogloss:1.11946
[28]	train-mlogloss:1.12361	validation-mlogloss:1.11203
[29]	train-mlogloss:1.11676	validation-mlogloss:1.10490
[30]	train-mlogloss:1.11003	validation-mlogloss:1.09803
[31]	train-mlogloss:1.10335	validation-mlogloss:1.09092
[32]	train-mlogloss:1.09689	validation-mlogloss:1.08416
[33]	train-mlogloss:1.09031	validation-mlogloss:1.07729
[34]	train-mlogloss:1.08369	validation-mlogloss:1.07037
[35]	train-mlogloss:1.07730	validation-mlogloss:1.06371
[36]	train-mlogloss:1.07107	validation-mlogloss:1.05742
[37]	train-mlogloss:1.06477	validation-mlogloss:1.05109
[38]	train-mlogloss:1.05867	validation-mlogloss:1.04482
[39]	train-mlogloss:1.05270	validation-mlogloss:1.03855
[40]	train-mlogloss:1.04698	validation-mlogloss:1.03260
[41]	train-mlogloss:1.04129	validation-mlogloss:1.02653
[42]	train-mlogloss:1.03553	validation-mlogloss:1.02076
[43]	train-mlogloss:1.02989	validation-mlogloss:1.01514
[44]	train-mlogloss:1.02404	validation-mlogloss:1.00912
[45]	train-mlogloss:1.01847	validation-mlogloss:1.00351
[46]	train-mlogloss:1.01310	validation-mlogloss:0.99777
[47]	train-mlogloss:1.00778	validation-mlogloss:0.99242
[48]	train-mlogloss:1.00264	validation-mlogloss:0.98727
[49]	train-mlogloss:0.99738	validation-mlogloss:0.98191
[50]	train-mlogloss:0.99207	validation-mlogloss:0.97660
[51]	train-mlogloss:0.98682	validation-mlogloss:0.97125
[52]	train-mlogloss:0.98179	validation-mlogloss:0.96612
[53]	train-mlogloss:0.97683	validation-mlogloss:0.96110
[54]	train-mlogloss:0.97181	validation-mlogloss:0.95598
[55]	train-mlogloss:0.96651	validation-mlogloss:0.95057
[56]	train-mlogloss:0.96188	validation-mlogloss:0.94604
[57]	train-mlogloss:0.95728	validation-mlogloss:0.94136
[58]	train-mlogloss:0.95259	validation-mlogloss:0.93644
[59]	train-mlogloss:0.94801	validation-mlogloss:0.93171
[60]	train-mlogloss:0.94360	validation-mlogloss:0.92728
[61]	train-mlogloss:0.93903	validation-mlogloss:0.92252
[62]	train-mlogloss:0.93457	validation-mlogloss:0.91805
[63]	train-mlogloss:0.93022	validation-mlogloss:0.91360
[64]	train-mlogloss:0.92585	validation-mlogloss:0.90912
[65]	train-mlogloss:0.92166	validation-mlogloss:0.90460
[66]	train-mlogloss:0.91734	validation-mlogloss:0.90020
[67]	train-mlogloss:0.91336	validation-mlogloss:0.89627
[68]	train-mlogloss:0.90929	validation-mlogloss:0.89207
[69]	train-mlogloss:0.90523	validation-mlogloss:0.88808
[70]	train-mlogloss:0.90116	validation-mlogloss:0.88393
[71]	train-mlogloss:0.89706	validation-mlogloss:0.87968
[72]	train-mlogloss:0.89328	validation-mlogloss:0.87565
[73]	train-mlogloss:0.88942	validation-mlogloss:0.87156
[74]	train-mlogloss:0.88580	validation-mlogloss:0.86780
[75]	train-mlogloss:0.88216	validation-mlogloss:0.86394
[76]	train-mlogloss:0.87855	validation-mlogloss:0.86016
[77]	train-mlogloss:0.87498	validation-mlogloss:0.85643
[78]	train-mlogloss:0.87137	validation-mlogloss:0.85266
[79]	train-mlogloss:0.86781	validation-mlogloss:0.84904
[80]	train-mlogloss:0.86421	validation-mlogloss:0.84525
[81]	train-mlogloss:0.86052	validation-mlogloss:0.84139
[82]	train-mlogloss:0.85686	validation-mlogloss:0.83761
[83]	train-mlogloss:0.85357	validation-mlogloss:0.83430
[84]	train-mlogloss:0.85022	validation-mlogloss:0.83082
[85]	train-mlogloss:0.84685	validation-mlogloss:0.82734
[86]	train-mlogloss:0.84355	validation-mlogloss:0.82377
[87]	train-mlogloss:0.84029	validation-mlogloss:0.82032
[88]	train-mlogloss:0.83725	validation-mlogloss:0.81712
[89]	train-mlogloss:0.83428	validation-mlogloss:0.81410
[90]	train-mlogloss:0.83121	validation-mlogloss:0.81090
[91]	train-mlogloss:0.82816	validation-mlogloss:0.80760
[92]	train-mlogloss:0.82523	validation-mlogloss:0.80448
[93]	train-mlogloss:0.82218	validation-mlogloss:0.80142
[94]	train-mlogloss:0.81931	validation-mlogloss:0.79833
[95]	train-mlogloss:0.81634	validation-mlogloss:0.79523
[96]	train-mlogloss:0.81358	validation-mlogloss:0.79227
[97]	train-mlogloss:0.81084	validation-mlogloss:0.78932
[98]	train-mlogloss:0.80816	validation-mlogloss:0.78642
[99]	train-mlogloss:0.80534	validation-mlogloss:0.78349
[100]	train-mlogloss:0.80254	validation-mlogloss:0.78048
[101]	train-mlogloss:0.79990	validation-mlogloss:0.77771
[102]	train-mlogloss:0.79719	validation-mlogloss:0.77488
[103]	train-mlogloss:0.79447	validation-mlogloss:0.77197
[104]	train-mlogloss:0.79163	validation-mlogloss:0.76900
[105]	train-mlogloss:0.78882	validation-mlogloss:0.76614
[106]	train-mlogloss:0.78627	validation-mlogloss:0.76356
[107]	train-mlogloss:0.78381	validation-mlogloss:0.76086
[108]	train-mlogloss:0.78130	validation-mlogloss:0.75820
[109]	train-mlogloss:0.77881	validation-mlogloss:0.75567
[110]	train-mlogloss:0.77651	validation-mlogloss:0.75321
[111]	train-mlogloss:0.77389	validation-mlogloss:0.75060
[112]	train-mlogloss:0.77127	validation-mlogloss:0.74798
[113]	train-mlogloss:0.76888	validation-mlogloss:0.74550
[114]	train-mlogloss:0.76642	validation-mlogloss:0.74292
[115]	train-mlogloss:0.76398	validation-mlogloss:0.74038
[116]	train-mlogloss:0.76165	validation-mlogloss:0.73779
[117]	train-mlogloss:0.75957	validation-mlogloss:0.73566
[118]	train-mlogloss:0.75726	validation-mlogloss:0.73326
[119]	train-mlogloss:0.75494	validation-mlogloss:0.73081
[120]	train-mlogloss:0.75247	validation-mlogloss:0.72826
[121]	train-mlogloss:0.75031	validation-mlogloss:0.72595
[122]	train-mlogloss:0.74822	validation-mlogloss:0.72376
[123]	train-mlogloss:0.74609	validation-mlogloss:0.72150
[124]	train-mlogloss:0.74394	validation-mlogloss:0.71920
[125]	train-mlogloss:0.74171	validation-mlogloss:0.71689
[126]	train-mlogloss:0.73946	validation-mlogloss:0.71464
[127]	train-mlogloss:0.73729	validation-mlogloss:0.71243
[128]	train-mlogloss:0.73512	validation-mlogloss:0.71024
[129]	train-mlogloss:0.73307	validation-mlogloss:0.70806
[130]	train-mlogloss:0.73092	validation-mlogloss:0.70594
[131]	train-mlogloss:0.72889	validation-mlogloss:0.70396
[132]	train-mlogloss:0.72680	validation-mlogloss:0.70186
[133]	train-mlogloss:0.72479	validation-mlogloss:0.69981
[134]	train-mlogloss:0.72274	validation-mlogloss:0.69767
[135]	train-mlogloss:0.72074	validation-mlogloss:0.69567
[136]	train-mlogloss:0.71877	validation-mlogloss:0.69370
[137]	train-mlogloss:0.71682	validation-mlogloss:0.69170
[138]	train-mlogloss:0.71505	validation-mlogloss:0.68976
[139]	train-mlogloss:0.71330	validation-mlogloss:0.68799
[140]	train-mlogloss:0.71139	validation-mlogloss:0.68608
[141]	train-mlogloss:0.70948	validation-mlogloss:0.68420
[142]	train-mlogloss:0.70760	validation-mlogloss:0.68218
[143]	train-mlogloss:0.70595	validation-mlogloss:0.68049
[144]	train-mlogloss:0.70407	validation-mlogloss:0.67865
[145]	train-mlogloss:0.70226	validation-mlogloss:0.67675
[146]	train-mlogloss:0.70056	validation-mlogloss:0.67501
[147]	train-mlogloss:0.69886	validation-mlogloss:0.67329
[148]	train-mlogloss:0.69703	validation-mlogloss:0.67158
[149]	train-mlogloss:0.69527	validation-mlogloss:0.66983
[150]	train-mlogloss:0.69365	validation-mlogloss:0.66817
[151]	train-mlogloss:0.69199	validation-mlogloss:0.66646
[152]	train-mlogloss:0.69030	validation-mlogloss:0.66481
[153]	train-mlogloss:0.68869	validation-mlogloss:0.66315
[154]	train-mlogloss:0.68705	validation-mlogloss:0.66149
[155]	train-mlogloss:0.68545	validation-mlogloss:0.65991
[156]	train-mlogloss:0.68399	validation-mlogloss:0.65840
[157]	train-mlogloss:0.68235	validation-mlogloss:0.65673
[158]	train-mlogloss:0.68089	validation-mlogloss:0.65518
[159]	train-mlogloss:0.67938	validation-mlogloss:0.65370
[160]	train-mlogloss:0.67779	validation-mlogloss:0.65215
[161]	train-mlogloss:0.67628	validation-mlogloss:0.65063
[162]	train-mlogloss:0.67487	validation-mlogloss:0.64920
[163]	train-mlogloss:0.67353	validation-mlogloss:0.64784
[164]	train-mlogloss:0.67208	validation-mlogloss:0.64636
[165]	train-mlogloss:0.67082	validation-mlogloss:0.64511
[166]	train-mlogloss:0.66935	validation-mlogloss:0.64373
[167]	train-mlogloss:0.66796	validation-mlogloss:0.64232
[168]	train-mlogloss:0.66654	validation-mlogloss:0.64098
[169]	train-mlogloss:0.66519	validation-mlogloss:0.63964
[170]	train-mlogloss:0.66382	validation-mlogloss:0.63838
[171]	train-mlogloss:0.66251	validation-mlogloss:0.63709
[172]	train-mlogloss:0.66118	validation-mlogloss:0.63574
[173]	train-mlogloss:0.65995	validation-mlogloss:0.63444
[174]	train-mlogloss:0.65866	validation-mlogloss:0.63322
[175]	train-mlogloss:0.65731	validation-mlogloss:0.63192
[176]	train-mlogloss:0.65600	validation-mlogloss:0.63067
[177]	train-mlogloss:0.65479	validation-mlogloss:0.62946
[178]	train-mlogloss:0.65353	validation-mlogloss:0.62826
[179]	train-mlogloss:0.65221	validation-mlogloss:0.62687
[180]	train-mlogloss:0.65096	validation-mlogloss:0.62566
[181]	train-mlogloss:0.64983	validation-mlogloss:0.62446
[182]	train-mlogloss:0.64855	validation-mlogloss:0.62324
[183]	train-mlogloss:0.64732	validation-mlogloss:0.62197
[184]	train-mlogloss:0.64618	validation-mlogloss:0.62082
[185]	train-mlogloss:0.64496	validation-mlogloss:0.61965
[186]	train-mlogloss:0.64376	validation-mlogloss:0.61849
[187]	train-mlogloss:0.64248	validation-mlogloss:0.61707
[188]	train-mlogloss:0.64140	validation-mlogloss:0.61592
[189]	train-mlogloss:0.64019	validation-mlogloss:0.61482
[190]	train-mlogloss:0.63903	validation-mlogloss:0.61359
[191]	train-mlogloss:0.63790	validation-mlogloss:0.61250
[192]	train-mlogloss:0.63674	validation-mlogloss:0.61142
[193]	train-mlogloss:0.63566	validation-mlogloss:0.61035
[194]	train-mlogloss:0.63461	validation-mlogloss:0.60930
[195]	train-mlogloss:0.63361	validation-mlogloss:0.60818
[196]	train-mlogloss:0.63255	validation-mlogloss:0.60723
[197]	train-mlogloss:0.63154	validation-mlogloss:0.60618
[198]	train-mlogloss:0.63047	validation-mlogloss:0.60515
[199]	train-mlogloss:0.62940	validation-mlogloss:0.60416
[200]	train-mlogloss:0.62840	validation-mlogloss:0.60319
[201]	train-mlogloss:0.62746	validation-mlogloss:0.60226
[202]	train-mlogloss:0.62653	validation-mlogloss:0.60117
[203]	train-mlogloss:0.62554	validation-mlogloss:0.60024
[204]	train-mlogloss:0.62448	validation-mlogloss:0.59923
[205]	train-mlogloss:0.62362	validation-mlogloss:0.59847
[206]	train-mlogloss:0.62265	validation-mlogloss:0.59752
[207]	train-mlogloss:0.62165	validation-mlogloss:0.59647
[208]	train-mlogloss:0.62077	validation-mlogloss:0.59564
[209]	train-mlogloss:0.61991	validation-mlogloss:0.59487
[210]	train-mlogloss:0.61900	validation-mlogloss:0.59403
[211]	train-mlogloss:0.61808	validation-mlogloss:0.59306
[212]	train-mlogloss:0.61716	validation-mlogloss:0.59221
[213]	train-mlogloss:0.61624	validation-mlogloss:0.59128
[214]	train-mlogloss:0.61534	validation-mlogloss:0.59041
[215]	train-mlogloss:0.61441	validation-mlogloss:0.58953
[216]	train-mlogloss:0.61346	validation-mlogloss:0.58862
[217]	train-mlogloss:0.61258	validation-mlogloss:0.58772
[218]	train-mlogloss:0.61174	validation-mlogloss:0.58692
[219]	train-mlogloss:0.61088	validation-mlogloss:0.58609
[220]	train-mlogloss:0.61003	validation-mlogloss:0.58540
[221]	train-mlogloss:0.60920	validation-mlogloss:0.58469
[222]	train-mlogloss:0.60830	validation-mlogloss:0.58377
[223]	train-mlogloss:0.60745	validation-mlogloss:0.58281
[224]	train-mlogloss:0.60664	validation-mlogloss:0.58203
[225]	train-mlogloss:0.60581	validation-mlogloss:0.58127
[226]	train-mlogloss:0.60493	validation-mlogloss:0.58027
[227]	train-mlogloss:0.60416	validation-mlogloss:0.57954
[228]	train-mlogloss:0.60341	validation-mlogloss:0.57888
[229]	train-mlogloss:0.60257	validation-mlogloss:0.57816
[230]	train-mlogloss:0.60176	validation-mlogloss:0.57743
[231]	train-mlogloss:0.60096	validation-mlogloss:0.57671
[232]	train-mlogloss:0.60021	validation-mlogloss:0.57598
[233]	train-mlogloss:0.59949	validation-mlogloss:0.57535
[234]	train-mlogloss:0.59875	validation-mlogloss:0.57461
[235]	train-mlogloss:0.59796	validation-mlogloss:0.57390
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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)
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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)
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Training a non-convolutional model.
Loaded model from disk.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.21 [%]
Global accuracy score (test) = 81.12 [%]
Global F1 score (train) = 79.59 [%]
Global F1 score (test) = 81.69 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.72      0.68       350
MODERATE-INTENSITY       0.69      0.66      0.67       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.95       322

          accuracy                           0.81      1372
         macro avg       0.82      0.81      0.82      1372
      weighted avg       0.82      0.81      0.81      1372


Accuracy capturado en la ejecución 22: 81.12 [%]
F1-score capturado en la ejecución 22: 81.69 [%]

=== EJECUCIÓN 23 ===

--- TRAIN (ejecución 23) ---

--- TEST (ejecución 23) ---
2025-11-03 17:25:51.828296: 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`.
2025-11-03 17:25:51.839655: 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 00:00:1762187151.852889  333845 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187151.857085  333845 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187151.867310  333845 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187151.867330  333845 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187151.867333  333845 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187151.867334  333845 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:25:51.870401: 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:1.37487	validation-mlogloss:1.37450
[1]	train-mlogloss:1.36346	validation-mlogloss:1.36251
[2]	train-mlogloss:1.35233	validation-mlogloss:1.35068
[3]	train-mlogloss:1.34122	validation-mlogloss:1.33912
[4]	train-mlogloss:1.33043	validation-mlogloss:1.32775
[5]	train-mlogloss:1.31988	validation-mlogloss:1.31675
[6]	train-mlogloss:1.30933	validation-mlogloss:1.30585
[7]	train-mlogloss:1.29919	validation-mlogloss:1.29546
[8]	train-mlogloss:1.28937	validation-mlogloss:1.28519
[9]	train-mlogloss:1.27978	validation-mlogloss:1.27537
[10]	train-mlogloss:1.27010	validation-mlogloss:1.26508
[11]	train-mlogloss:1.26071	validation-mlogloss:1.25561
[12]	train-mlogloss:1.25138	validation-mlogloss:1.24585
[13]	train-mlogloss:1.24219	validation-mlogloss:1.23610
[14]	train-mlogloss:1.23326	validation-mlogloss:1.22663
[15]	train-mlogloss:1.22419	validation-mlogloss:1.21694
[16]	train-mlogloss:1.21561	validation-mlogloss:1.20804
[17]	train-mlogloss:1.20712	validation-mlogloss:1.19912
[18]	train-mlogloss:1.19881	validation-mlogloss:1.19028
[19]	train-mlogloss:1.19084	validation-mlogloss:1.18195
[20]	train-mlogloss:1.18281	validation-mlogloss:1.17346
[21]	train-mlogloss:1.17470	validation-mlogloss:1.16507
[22]	train-mlogloss:1.16698	validation-mlogloss:1.15682
[23]	train-mlogloss:1.15950	validation-mlogloss:1.14899
[24]	train-mlogloss:1.15210	validation-mlogloss:1.14128
[25]	train-mlogloss:1.14462	validation-mlogloss:1.13329
[26]	train-mlogloss:1.13732	validation-mlogloss:1.12588
[27]	train-mlogloss:1.13006	validation-mlogloss:1.11831
[28]	train-mlogloss:1.12309	validation-mlogloss:1.11109
[29]	train-mlogloss:1.11619	validation-mlogloss:1.10378
[30]	train-mlogloss:1.10940	validation-mlogloss:1.09676
[31]	train-mlogloss:1.10273	validation-mlogloss:1.08962
[32]	train-mlogloss:1.09605	validation-mlogloss:1.08270
[33]	train-mlogloss:1.08968	validation-mlogloss:1.07606
[34]	train-mlogloss:1.08308	validation-mlogloss:1.06888
[35]	train-mlogloss:1.07683	validation-mlogloss:1.06240
[36]	train-mlogloss:1.07050	validation-mlogloss:1.05586
[37]	train-mlogloss:1.06414	validation-mlogloss:1.04928
[38]	train-mlogloss:1.05792	validation-mlogloss:1.04292
[39]	train-mlogloss:1.05155	validation-mlogloss:1.03632
[40]	train-mlogloss:1.04542	validation-mlogloss:1.02993
[41]	train-mlogloss:1.03963	validation-mlogloss:1.02387
[42]	train-mlogloss:1.03397	validation-mlogloss:1.01806
[43]	train-mlogloss:1.02822	validation-mlogloss:1.01203
[44]	train-mlogloss:1.02232	validation-mlogloss:1.00591
[45]	train-mlogloss:1.01657	validation-mlogloss:1.00008
[46]	train-mlogloss:1.01077	validation-mlogloss:0.99425
[47]	train-mlogloss:1.00526	validation-mlogloss:0.98837
[48]	train-mlogloss:0.99976	validation-mlogloss:0.98287
[49]	train-mlogloss:0.99446	validation-mlogloss:0.97751
[50]	train-mlogloss:0.98926	validation-mlogloss:0.97211
[51]	train-mlogloss:0.98405	validation-mlogloss:0.96676
[52]	train-mlogloss:0.97922	validation-mlogloss:0.96190
[53]	train-mlogloss:0.97431	validation-mlogloss:0.95683
[54]	train-mlogloss:0.96927	validation-mlogloss:0.95182
[55]	train-mlogloss:0.96461	validation-mlogloss:0.94681
[56]	train-mlogloss:0.95994	validation-mlogloss:0.94196
[57]	train-mlogloss:0.95518	validation-mlogloss:0.93720
[58]	train-mlogloss:0.95040	validation-mlogloss:0.93221
[59]	train-mlogloss:0.94570	validation-mlogloss:0.92759
[60]	train-mlogloss:0.94105	validation-mlogloss:0.92297
[61]	train-mlogloss:0.93642	validation-mlogloss:0.91855
[62]	train-mlogloss:0.93216	validation-mlogloss:0.91400
[63]	train-mlogloss:0.92776	validation-mlogloss:0.90947
[64]	train-mlogloss:0.92326	validation-mlogloss:0.90495
[65]	train-mlogloss:0.91903	validation-mlogloss:0.90047
[66]	train-mlogloss:0.91473	validation-mlogloss:0.89617
[67]	train-mlogloss:0.91051	validation-mlogloss:0.89181
[68]	train-mlogloss:0.90647	validation-mlogloss:0.88778
[69]	train-mlogloss:0.90247	validation-mlogloss:0.88365
[70]	train-mlogloss:0.89863	validation-mlogloss:0.87953
[71]	train-mlogloss:0.89474	validation-mlogloss:0.87531
[72]	train-mlogloss:0.89094	validation-mlogloss:0.87145
[73]	train-mlogloss:0.88718	validation-mlogloss:0.86784
[74]	train-mlogloss:0.88309	validation-mlogloss:0.86369
[75]	train-mlogloss:0.87931	validation-mlogloss:0.85974
[76]	train-mlogloss:0.87579	validation-mlogloss:0.85593
[77]	train-mlogloss:0.87196	validation-mlogloss:0.85198
[78]	train-mlogloss:0.86838	validation-mlogloss:0.84814
[79]	train-mlogloss:0.86478	validation-mlogloss:0.84449
[80]	train-mlogloss:0.86128	validation-mlogloss:0.84104
[81]	train-mlogloss:0.85801	validation-mlogloss:0.83764
[82]	train-mlogloss:0.85460	validation-mlogloss:0.83436
[83]	train-mlogloss:0.85117	validation-mlogloss:0.83071
[84]	train-mlogloss:0.84775	validation-mlogloss:0.82719
[85]	train-mlogloss:0.84452	validation-mlogloss:0.82387
[86]	train-mlogloss:0.84123	validation-mlogloss:0.82047
[87]	train-mlogloss:0.83818	validation-mlogloss:0.81729
[88]	train-mlogloss:0.83509	validation-mlogloss:0.81418
[89]	train-mlogloss:0.83191	validation-mlogloss:0.81083
[90]	train-mlogloss:0.82868	validation-mlogloss:0.80752
[91]	train-mlogloss:0.82563	validation-mlogloss:0.80444
[92]	train-mlogloss:0.82261	validation-mlogloss:0.80128
[93]	train-mlogloss:0.81974	validation-mlogloss:0.79834
[94]	train-mlogloss:0.81671	validation-mlogloss:0.79513
[95]	train-mlogloss:0.81384	validation-mlogloss:0.79220
[96]	train-mlogloss:0.81092	validation-mlogloss:0.78927
[97]	train-mlogloss:0.80793	validation-mlogloss:0.78622
[98]	train-mlogloss:0.80517	validation-mlogloss:0.78327
[99]	train-mlogloss:0.80213	validation-mlogloss:0.78028
[100]	train-mlogloss:0.79934	validation-mlogloss:0.77727
[101]	train-mlogloss:0.79672	validation-mlogloss:0.77453
[102]	train-mlogloss:0.79393	validation-mlogloss:0.77173
[103]	train-mlogloss:0.79113	validation-mlogloss:0.76887
[104]	train-mlogloss:0.78853	validation-mlogloss:0.76617
[105]	train-mlogloss:0.78593	validation-mlogloss:0.76332
[106]	train-mlogloss:0.78346	validation-mlogloss:0.76067
[107]	train-mlogloss:0.78105	validation-mlogloss:0.75814
[108]	train-mlogloss:0.77846	validation-mlogloss:0.75554
[109]	train-mlogloss:0.77600	validation-mlogloss:0.75296
[110]	train-mlogloss:0.77350	validation-mlogloss:0.75048
[111]	train-mlogloss:0.77106	validation-mlogloss:0.74793
[112]	train-mlogloss:0.76859	validation-mlogloss:0.74529
[113]	train-mlogloss:0.76623	validation-mlogloss:0.74286
[114]	train-mlogloss:0.76386	validation-mlogloss:0.74054
[115]	train-mlogloss:0.76152	validation-mlogloss:0.73815
[116]	train-mlogloss:0.75925	validation-mlogloss:0.73576
[117]	train-mlogloss:0.75680	validation-mlogloss:0.73327
[118]	train-mlogloss:0.75464	validation-mlogloss:0.73107
[119]	train-mlogloss:0.75237	validation-mlogloss:0.72865
[120]	train-mlogloss:0.75018	validation-mlogloss:0.72642
[121]	train-mlogloss:0.74791	validation-mlogloss:0.72419
[122]	train-mlogloss:0.74555	validation-mlogloss:0.72189
[123]	train-mlogloss:0.74325	validation-mlogloss:0.71947
[124]	train-mlogloss:0.74094	validation-mlogloss:0.71715
[125]	train-mlogloss:0.73890	validation-mlogloss:0.71500
[126]	train-mlogloss:0.73684	validation-mlogloss:0.71285
[127]	train-mlogloss:0.73487	validation-mlogloss:0.71070
[128]	train-mlogloss:0.73269	validation-mlogloss:0.70845
[129]	train-mlogloss:0.73077	validation-mlogloss:0.70642
[130]	train-mlogloss:0.72867	validation-mlogloss:0.70423
[131]	train-mlogloss:0.72656	validation-mlogloss:0.70205
[132]	train-mlogloss:0.72446	validation-mlogloss:0.69999
[133]	train-mlogloss:0.72268	validation-mlogloss:0.69806
[134]	train-mlogloss:0.72061	validation-mlogloss:0.69596
[135]	train-mlogloss:0.71867	validation-mlogloss:0.69388
[136]	train-mlogloss:0.71669	validation-mlogloss:0.69180
[137]	train-mlogloss:0.71488	validation-mlogloss:0.68989
[138]	train-mlogloss:0.71308	validation-mlogloss:0.68800
[139]	train-mlogloss:0.71111	validation-mlogloss:0.68607
[140]	train-mlogloss:0.70925	validation-mlogloss:0.68424
[141]	train-mlogloss:0.70738	validation-mlogloss:0.68240
[142]	train-mlogloss:0.70563	validation-mlogloss:0.68039
[143]	train-mlogloss:0.70377	validation-mlogloss:0.67857
[144]	train-mlogloss:0.70201	validation-mlogloss:0.67685
[145]	train-mlogloss:0.70039	validation-mlogloss:0.67515
[146]	train-mlogloss:0.69868	validation-mlogloss:0.67342
[147]	train-mlogloss:0.69685	validation-mlogloss:0.67151
[148]	train-mlogloss:0.69520	validation-mlogloss:0.66975
[149]	train-mlogloss:0.69334	validation-mlogloss:0.66773
[150]	train-mlogloss:0.69161	validation-mlogloss:0.66607
[151]	train-mlogloss:0.68994	validation-mlogloss:0.66441
[152]	train-mlogloss:0.68851	validation-mlogloss:0.66284
[153]	train-mlogloss:0.68693	validation-mlogloss:0.66115
[154]	train-mlogloss:0.68545	validation-mlogloss:0.65953
[155]	train-mlogloss:0.68401	validation-mlogloss:0.65806
[156]	train-mlogloss:0.68240	validation-mlogloss:0.65644
[157]	train-mlogloss:0.68079	validation-mlogloss:0.65486
[158]	train-mlogloss:0.67924	validation-mlogloss:0.65335
[159]	train-mlogloss:0.67767	validation-mlogloss:0.65165
[160]	train-mlogloss:0.67624	validation-mlogloss:0.65008
[161]	train-mlogloss:0.67480	validation-mlogloss:0.64867
[162]	train-mlogloss:0.67328	validation-mlogloss:0.64705
[163]	train-mlogloss:0.67189	validation-mlogloss:0.64548
[164]	train-mlogloss:0.67044	validation-mlogloss:0.64408
[165]	train-mlogloss:0.66894	validation-mlogloss:0.64260
[166]	train-mlogloss:0.66759	validation-mlogloss:0.64109
[167]	train-mlogloss:0.66616	validation-mlogloss:0.63955
[168]	train-mlogloss:0.66478	validation-mlogloss:0.63810
[169]	train-mlogloss:0.66339	validation-mlogloss:0.63668
[170]	train-mlogloss:0.66197	validation-mlogloss:0.63525
[171]	train-mlogloss:0.66060	validation-mlogloss:0.63388
[172]	train-mlogloss:0.65921	validation-mlogloss:0.63251
[173]	train-mlogloss:0.65789	validation-mlogloss:0.63124
[174]	train-mlogloss:0.65661	validation-mlogloss:0.62988
[175]	train-mlogloss:0.65534	validation-mlogloss:0.62850
[176]	train-mlogloss:0.65403	validation-mlogloss:0.62731
[177]	train-mlogloss:0.65284	validation-mlogloss:0.62605
[178]	train-mlogloss:0.65165	validation-mlogloss:0.62489
[179]	train-mlogloss:0.65037	validation-mlogloss:0.62358
[180]	train-mlogloss:0.64916	validation-mlogloss:0.62242
[181]	train-mlogloss:0.64790	validation-mlogloss:0.62113
[182]	train-mlogloss:0.64676	validation-mlogloss:0.62007
[183]	train-mlogloss:0.64551	validation-mlogloss:0.61890
[184]	train-mlogloss:0.64431	validation-mlogloss:0.61759
[185]	train-mlogloss:0.64312	validation-mlogloss:0.61642
[186]	train-mlogloss:0.64188	validation-mlogloss:0.61510
[187]	train-mlogloss:0.64066	validation-mlogloss:0.61395
[188]	train-mlogloss:0.63952	validation-mlogloss:0.61277
[189]	train-mlogloss:0.63837	validation-mlogloss:0.61162
[190]	train-mlogloss:0.63725	validation-mlogloss:0.61064
[191]	train-mlogloss:0.63607	validation-mlogloss:0.60954
[192]	train-mlogloss:0.63495	validation-mlogloss:0.60843
[193]	train-mlogloss:0.63382	validation-mlogloss:0.60736
[194]	train-mlogloss:0.63280	validation-mlogloss:0.60635
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[497]	train-mlogloss:0.50930	validation-mlogloss:0.49119
[498]	train-mlogloss:0.50922	validation-mlogloss:0.49113
[499]	train-mlogloss:0.50914	validation-mlogloss:0.49103
[500]	train-mlogloss:0.50901	validation-mlogloss:0.49083
[501]	train-mlogloss:0.50886	validation-mlogloss:0.49072
[502]	train-mlogloss:0.50876	validation-mlogloss:0.49057
[503]	train-mlogloss:0.50867	validation-mlogloss:0.49047
[504]	train-mlogloss:0.50857	validation-mlogloss:0.49031
[505]	train-mlogloss:0.50844	validation-mlogloss:0.49020
[506]	train-mlogloss:0.50833	validation-mlogloss:0.49009
[507]	train-mlogloss:0.50815	validation-mlogloss:0.48994
[508]	train-mlogloss:0.50798	validation-mlogloss:0.48970
[509]	train-mlogloss:0.50788	validation-mlogloss:0.48966
[510]	train-mlogloss:0.50778	validation-mlogloss:0.48959
[511]	train-mlogloss:0.50762	validation-mlogloss:0.48945
[512]	train-mlogloss:0.50752	validation-mlogloss:0.48940
[513]	train-mlogloss:0.50745	validation-mlogloss:0.48931
[514]	train-mlogloss:0.50741	validation-mlogloss:0.48925
[515]	train-mlogloss:0.50730	validation-mlogloss:0.48920
[516]	train-mlogloss:0.50723	validation-mlogloss:0.48911
[517]	train-mlogloss:0.50714	validation-mlogloss:0.48907
[518]	train-mlogloss:0.50705	validation-mlogloss:0.48905
[519]	train-mlogloss:0.50699	validation-mlogloss:0.48901
[520]	train-mlogloss:0.50689	validation-mlogloss:0.48895
[521]	train-mlogloss:0.50682	validation-mlogloss:0.48884
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 1 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.12 [%]
Global accuracy score (test) = 79.08 [%]
Global F1 score (train) = 79.46 [%]
Global F1 score (test) = 79.68 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.71      0.65       350
MODERATE-INTENSITY       0.66      0.60      0.63       350
         SEDENTARY       0.99      0.94      0.96       350
VIGOROUS-INTENSITY       0.96      0.92      0.94       322

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


Accuracy capturado en la ejecución 23: 79.08 [%]
F1-score capturado en la ejecución 23: 79.68 [%]

=== EJECUCIÓN 24 ===

--- TRAIN (ejecución 24) ---

--- TEST (ejecución 24) ---
2025-11-03 17:26:07.713144: 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`.
2025-11-03 17:26:07.724980: 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 00:00:1762187167.738499  334154 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187167.742933  334154 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187167.753051  334154 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187167.753074  334154 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187167.753076  334154 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187167.753078  334154 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:26:07.756373: 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:1.37449	validation-mlogloss:1.37410
[1]	train-mlogloss:1.36295	validation-mlogloss:1.36195
[2]	train-mlogloss:1.35182	validation-mlogloss:1.35005
[3]	train-mlogloss:1.34068	validation-mlogloss:1.33871
[4]	train-mlogloss:1.33010	validation-mlogloss:1.32799
[5]	train-mlogloss:1.31952	validation-mlogloss:1.31709
[6]	train-mlogloss:1.30907	validation-mlogloss:1.30611
[7]	train-mlogloss:1.29902	validation-mlogloss:1.29525
[8]	train-mlogloss:1.28916	validation-mlogloss:1.28489
[9]	train-mlogloss:1.27916	validation-mlogloss:1.27433
[10]	train-mlogloss:1.26976	validation-mlogloss:1.26459
[11]	train-mlogloss:1.26004	validation-mlogloss:1.25434
[12]	train-mlogloss:1.25078	validation-mlogloss:1.24468
[13]	train-mlogloss:1.24182	validation-mlogloss:1.23541
[14]	train-mlogloss:1.23298	validation-mlogloss:1.22625
[15]	train-mlogloss:1.22424	validation-mlogloss:1.21723
[16]	train-mlogloss:1.21559	validation-mlogloss:1.20801
[17]	train-mlogloss:1.20705	validation-mlogloss:1.19907
[18]	train-mlogloss:1.19884	validation-mlogloss:1.19052
[19]	train-mlogloss:1.19090	validation-mlogloss:1.18234
[20]	train-mlogloss:1.18257	validation-mlogloss:1.17371
[21]	train-mlogloss:1.17451	validation-mlogloss:1.16526
[22]	train-mlogloss:1.16637	validation-mlogloss:1.15715
[23]	train-mlogloss:1.15866	validation-mlogloss:1.14918
[24]	train-mlogloss:1.15113	validation-mlogloss:1.14139
[25]	train-mlogloss:1.14367	validation-mlogloss:1.13348
[26]	train-mlogloss:1.13639	validation-mlogloss:1.12566
[27]	train-mlogloss:1.12932	validation-mlogloss:1.11829
[28]	train-mlogloss:1.12231	validation-mlogloss:1.11093
[29]	train-mlogloss:1.11539	validation-mlogloss:1.10397
[30]	train-mlogloss:1.10845	validation-mlogloss:1.09680
[31]	train-mlogloss:1.10169	validation-mlogloss:1.08966
[32]	train-mlogloss:1.09514	validation-mlogloss:1.08298
[33]	train-mlogloss:1.08849	validation-mlogloss:1.07624
[34]	train-mlogloss:1.08189	validation-mlogloss:1.06954
[35]	train-mlogloss:1.07563	validation-mlogloss:1.06303
[36]	train-mlogloss:1.06908	validation-mlogloss:1.05633
[37]	train-mlogloss:1.06302	validation-mlogloss:1.04991
[38]	train-mlogloss:1.05693	validation-mlogloss:1.04352
[39]	train-mlogloss:1.05070	validation-mlogloss:1.03711
[40]	train-mlogloss:1.04443	validation-mlogloss:1.03071
[41]	train-mlogloss:1.03846	validation-mlogloss:1.02459
[42]	train-mlogloss:1.03237	validation-mlogloss:1.01844
[43]	train-mlogloss:1.02667	validation-mlogloss:1.01261
[44]	train-mlogloss:1.02110	validation-mlogloss:1.00672
[45]	train-mlogloss:1.01552	validation-mlogloss:1.00126
[46]	train-mlogloss:1.01005	validation-mlogloss:0.99561
[47]	train-mlogloss:1.00472	validation-mlogloss:0.99015
[48]	train-mlogloss:0.99939	validation-mlogloss:0.98486
[49]	train-mlogloss:0.99427	validation-mlogloss:0.97982
[50]	train-mlogloss:0.98934	validation-mlogloss:0.97473
[51]	train-mlogloss:0.98422	validation-mlogloss:0.96951
[52]	train-mlogloss:0.97901	validation-mlogloss:0.96410
[53]	train-mlogloss:0.97396	validation-mlogloss:0.95888
[54]	train-mlogloss:0.96905	validation-mlogloss:0.95375
[55]	train-mlogloss:0.96451	validation-mlogloss:0.94908
[56]	train-mlogloss:0.95987	validation-mlogloss:0.94441
[57]	train-mlogloss:0.95515	validation-mlogloss:0.93948
[58]	train-mlogloss:0.95061	validation-mlogloss:0.93475
[59]	train-mlogloss:0.94589	validation-mlogloss:0.92989
[60]	train-mlogloss:0.94134	validation-mlogloss:0.92534
[61]	train-mlogloss:0.93680	validation-mlogloss:0.92081
[62]	train-mlogloss:0.93229	validation-mlogloss:0.91616
[63]	train-mlogloss:0.92804	validation-mlogloss:0.91179
[64]	train-mlogloss:0.92375	validation-mlogloss:0.90727
[65]	train-mlogloss:0.91941	validation-mlogloss:0.90283
[66]	train-mlogloss:0.91506	validation-mlogloss:0.89838
[67]	train-mlogloss:0.91089	validation-mlogloss:0.89420
[68]	train-mlogloss:0.90682	validation-mlogloss:0.89021
[69]	train-mlogloss:0.90288	validation-mlogloss:0.88609
[70]	train-mlogloss:0.89884	validation-mlogloss:0.88204
[71]	train-mlogloss:0.89504	validation-mlogloss:0.87836
[72]	train-mlogloss:0.89126	validation-mlogloss:0.87444
[73]	train-mlogloss:0.88753	validation-mlogloss:0.87064
[74]	train-mlogloss:0.88386	validation-mlogloss:0.86703
[75]	train-mlogloss:0.88022	validation-mlogloss:0.86328
[76]	train-mlogloss:0.87638	validation-mlogloss:0.85926
[77]	train-mlogloss:0.87275	validation-mlogloss:0.85556
[78]	train-mlogloss:0.86909	validation-mlogloss:0.85154
[79]	train-mlogloss:0.86561	validation-mlogloss:0.84805
[80]	train-mlogloss:0.86199	validation-mlogloss:0.84427
[81]	train-mlogloss:0.85859	validation-mlogloss:0.84081
[82]	train-mlogloss:0.85515	validation-mlogloss:0.83746
[83]	train-mlogloss:0.85175	validation-mlogloss:0.83398
[84]	train-mlogloss:0.84843	validation-mlogloss:0.83058
[85]	train-mlogloss:0.84495	validation-mlogloss:0.82714
[86]	train-mlogloss:0.84168	validation-mlogloss:0.82384
[87]	train-mlogloss:0.83847	validation-mlogloss:0.82053
[88]	train-mlogloss:0.83524	validation-mlogloss:0.81720
[89]	train-mlogloss:0.83223	validation-mlogloss:0.81427
[90]	train-mlogloss:0.82919	validation-mlogloss:0.81110
[91]	train-mlogloss:0.82613	validation-mlogloss:0.80799
[92]	train-mlogloss:0.82313	validation-mlogloss:0.80504
[93]	train-mlogloss:0.82009	validation-mlogloss:0.80196
[94]	train-mlogloss:0.81693	validation-mlogloss:0.79880
[95]	train-mlogloss:0.81401	validation-mlogloss:0.79589
[96]	train-mlogloss:0.81102	validation-mlogloss:0.79279
[97]	train-mlogloss:0.80812	validation-mlogloss:0.78982
[98]	train-mlogloss:0.80525	validation-mlogloss:0.78670
[99]	train-mlogloss:0.80240	validation-mlogloss:0.78371
[100]	train-mlogloss:0.79935	validation-mlogloss:0.78061
[101]	train-mlogloss:0.79664	validation-mlogloss:0.77786
[102]	train-mlogloss:0.79407	validation-mlogloss:0.77525
[103]	train-mlogloss:0.79121	validation-mlogloss:0.77241
[104]	train-mlogloss:0.78872	validation-mlogloss:0.76975
[105]	train-mlogloss:0.78603	validation-mlogloss:0.76703
[106]	train-mlogloss:0.78342	validation-mlogloss:0.76431
[107]	train-mlogloss:0.78097	validation-mlogloss:0.76181
[108]	train-mlogloss:0.77847	validation-mlogloss:0.75928
[109]	train-mlogloss:0.77597	validation-mlogloss:0.75672
[110]	train-mlogloss:0.77349	validation-mlogloss:0.75412
[111]	train-mlogloss:0.77092	validation-mlogloss:0.75148
[112]	train-mlogloss:0.76845	validation-mlogloss:0.74892
[113]	train-mlogloss:0.76608	validation-mlogloss:0.74651
[114]	train-mlogloss:0.76381	validation-mlogloss:0.74410
[115]	train-mlogloss:0.76148	validation-mlogloss:0.74176
[116]	train-mlogloss:0.75917	validation-mlogloss:0.73907
[117]	train-mlogloss:0.75694	validation-mlogloss:0.73673
[118]	train-mlogloss:0.75467	validation-mlogloss:0.73427
[119]	train-mlogloss:0.75240	validation-mlogloss:0.73196
[120]	train-mlogloss:0.74997	validation-mlogloss:0.72950
[121]	train-mlogloss:0.74766	validation-mlogloss:0.72714
[122]	train-mlogloss:0.74528	validation-mlogloss:0.72469
[123]	train-mlogloss:0.74316	validation-mlogloss:0.72256
[124]	train-mlogloss:0.74097	validation-mlogloss:0.72033
[125]	train-mlogloss:0.73873	validation-mlogloss:0.71802
[126]	train-mlogloss:0.73665	validation-mlogloss:0.71600
[127]	train-mlogloss:0.73440	validation-mlogloss:0.71376
[128]	train-mlogloss:0.73220	validation-mlogloss:0.71154
[129]	train-mlogloss:0.73001	validation-mlogloss:0.70931
[130]	train-mlogloss:0.72796	validation-mlogloss:0.70715
[131]	train-mlogloss:0.72594	validation-mlogloss:0.70507
[132]	train-mlogloss:0.72388	validation-mlogloss:0.70295
[133]	train-mlogloss:0.72198	validation-mlogloss:0.70099
[134]	train-mlogloss:0.71995	validation-mlogloss:0.69896
[135]	train-mlogloss:0.71790	validation-mlogloss:0.69688
[136]	train-mlogloss:0.71608	validation-mlogloss:0.69493
[137]	train-mlogloss:0.71406	validation-mlogloss:0.69284
[138]	train-mlogloss:0.71212	validation-mlogloss:0.69089
[139]	train-mlogloss:0.71022	validation-mlogloss:0.68910
[140]	train-mlogloss:0.70827	validation-mlogloss:0.68720
[141]	train-mlogloss:0.70655	validation-mlogloss:0.68539
[142]	train-mlogloss:0.70478	validation-mlogloss:0.68352
[143]	train-mlogloss:0.70292	validation-mlogloss:0.68162
[144]	train-mlogloss:0.70123	validation-mlogloss:0.67988
[145]	train-mlogloss:0.69953	validation-mlogloss:0.67820
[146]	train-mlogloss:0.69775	validation-mlogloss:0.67646
[147]	train-mlogloss:0.69587	validation-mlogloss:0.67480
[148]	train-mlogloss:0.69420	validation-mlogloss:0.67313
[149]	train-mlogloss:0.69258	validation-mlogloss:0.67151
[150]	train-mlogloss:0.69087	validation-mlogloss:0.66979
[151]	train-mlogloss:0.68914	validation-mlogloss:0.66801
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[454]	train-mlogloss:0.50929	validation-mlogloss:0.50607
[455]	train-mlogloss:0.50910	validation-mlogloss:0.50588
[456]	train-mlogloss:0.50898	validation-mlogloss:0.50579
[457]	train-mlogloss:0.50886	validation-mlogloss:0.50569
[458]	train-mlogloss:0.50876	validation-mlogloss:0.50562
[459]	train-mlogloss:0.50858	validation-mlogloss:0.50544
[460]	train-mlogloss:0.50837	validation-mlogloss:0.50523
[461]	train-mlogloss:0.50829	validation-mlogloss:0.50519
[462]	train-mlogloss:0.50814	validation-mlogloss:0.50503
[463]	train-mlogloss:0.50795	validation-mlogloss:0.50484
[464]	train-mlogloss:0.50783	validation-mlogloss:0.50478
[465]	train-mlogloss:0.50770	validation-mlogloss:0.50464
[466]	train-mlogloss:0.50751	validation-mlogloss:0.50455
[467]	train-mlogloss:0.50742	validation-mlogloss:0.50451
[468]	train-mlogloss:0.50725	validation-mlogloss:0.50432
[469]	train-mlogloss:0.50711	validation-mlogloss:0.50427
[470]	train-mlogloss:0.50698	validation-mlogloss:0.50418
[471]	train-mlogloss:0.50685	validation-mlogloss:0.50405
[472]	train-mlogloss:0.50678	validation-mlogloss:0.50401
[473]	train-mlogloss:0.50667	validation-mlogloss:0.50390
[474]	train-mlogloss:0.50655	validation-mlogloss:0.50372
[475]	train-mlogloss:0.50645	validation-mlogloss:0.50358
[476]	train-mlogloss:0.50624	validation-mlogloss:0.50344
[477]	train-mlogloss:0.50611	validation-mlogloss:0.50328
[478]	train-mlogloss:0.50596	validation-mlogloss:0.50312
[479]	train-mlogloss:0.50583	validation-mlogloss:0.50305
[480]	train-mlogloss:0.50563	validation-mlogloss:0.50284
[481]	train-mlogloss:0.50551	validation-mlogloss:0.50284
[482]	train-mlogloss:0.50542	validation-mlogloss:0.50273
[483]	train-mlogloss:0.50529	validation-mlogloss:0.50264
[484]	train-mlogloss:0.50512	validation-mlogloss:0.50249
[485]	train-mlogloss:0.50505	validation-mlogloss:0.50247
[486]	train-mlogloss:0.50491	validation-mlogloss:0.50235
[487]	train-mlogloss:0.50482	validation-mlogloss:0.50227
[488]	train-mlogloss:0.50473	validation-mlogloss:0.50213
[489]	train-mlogloss:0.50464	validation-mlogloss:0.50207
[490]	train-mlogloss:0.50456	validation-mlogloss:0.50196
[491]	train-mlogloss:0.50442	validation-mlogloss:0.50184
[492]	train-mlogloss:0.50434	validation-mlogloss:0.50183
[493]	train-mlogloss:0.50424	validation-mlogloss:0.50170
[494]	train-mlogloss:0.50405	validation-mlogloss:0.50158
[495]	train-mlogloss:0.50397	validation-mlogloss:0.50151
[496]	train-mlogloss:0.50390	validation-mlogloss:0.50140
[497]	train-mlogloss:0.50381	validation-mlogloss:0.50129
[498]	train-mlogloss:0.50374	validation-mlogloss:0.50124
[499]	train-mlogloss:0.50359	validation-mlogloss:0.50101
[500]	train-mlogloss:0.50354	validation-mlogloss:0.50096
[501]	train-mlogloss:0.50342	validation-mlogloss:0.50086
[502]	train-mlogloss:0.50330	validation-mlogloss:0.50074
[503]	train-mlogloss:0.50323	validation-mlogloss:0.50069
[504]	train-mlogloss:0.50312	validation-mlogloss:0.50052
[505]	train-mlogloss:0.50303	validation-mlogloss:0.50043
[506]	train-mlogloss:0.50298	validation-mlogloss:0.50040
[507]	train-mlogloss:0.50279	validation-mlogloss:0.50025
[508]	train-mlogloss:0.50269	validation-mlogloss:0.50020
[509]	train-mlogloss:0.50260	validation-mlogloss:0.50012
[510]	train-mlogloss:0.50255	validation-mlogloss:0.50005
[511]	train-mlogloss:0.50243	validation-mlogloss:0.49994
[512]	train-mlogloss:0.50236	validation-mlogloss:0.49988
[513]	train-mlogloss:0.50220	validation-mlogloss:0.49975
[514]	train-mlogloss:0.50211	validation-mlogloss:0.49970
[515]	train-mlogloss:0.50202	validation-mlogloss:0.49961
[516]	train-mlogloss:0.50199	validation-mlogloss:0.49960
[517]	train-mlogloss:0.50193	validation-mlogloss:0.49958
[518]	train-mlogloss:0.50186	validation-mlogloss:0.49948
[519]	train-mlogloss:0.50176	validation-mlogloss:0.49940
[520]	train-mlogloss:0.50167	validation-mlogloss:0.49928
[521]	train-mlogloss:0.50156	validation-mlogloss:0.49920
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[0 0 0 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 78.85 [%]
Global accuracy score (test) = 79.52 [%]
Global F1 score (train) = 79.16 [%]
Global F1 score (test) = 80.05 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.69      0.66       350
MODERATE-INTENSITY       0.66      0.63      0.64       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.95      0.92      0.94       322

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


Accuracy capturado en la ejecución 24: 79.52 [%]
F1-score capturado en la ejecución 24: 80.05 [%]

=== EJECUCIÓN 25 ===

--- TRAIN (ejecución 25) ---

--- TEST (ejecución 25) ---
2025-11-03 17:26:23.857218: 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`.
2025-11-03 17:26:23.869255: 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 00:00:1762187183.883667  334436 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187183.887824  334436 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187183.898099  334436 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187183.898121  334436 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187183.898124  334436 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187183.898126  334436 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:26:23.901238: 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:1.37454	validation-mlogloss:1.37421
[1]	train-mlogloss:1.36294	validation-mlogloss:1.36212
[2]	train-mlogloss:1.35163	validation-mlogloss:1.35024
[3]	train-mlogloss:1.34067	validation-mlogloss:1.33872
[4]	train-mlogloss:1.32984	validation-mlogloss:1.32771
[5]	train-mlogloss:1.31930	validation-mlogloss:1.31682
[6]	train-mlogloss:1.30906	validation-mlogloss:1.30620
[7]	train-mlogloss:1.29874	validation-mlogloss:1.29515
[8]	train-mlogloss:1.28885	validation-mlogloss:1.28501
[9]	train-mlogloss:1.27895	validation-mlogloss:1.27491
[10]	train-mlogloss:1.26916	validation-mlogloss:1.26471
[11]	train-mlogloss:1.25944	validation-mlogloss:1.25468
[12]	train-mlogloss:1.25025	validation-mlogloss:1.24497
[13]	train-mlogloss:1.24118	validation-mlogloss:1.23574
[14]	train-mlogloss:1.23212	validation-mlogloss:1.22658
[15]	train-mlogloss:1.22322	validation-mlogloss:1.21740
[16]	train-mlogloss:1.21441	validation-mlogloss:1.20805
[17]	train-mlogloss:1.20589	validation-mlogloss:1.19919
[18]	train-mlogloss:1.19750	validation-mlogloss:1.19041
[19]	train-mlogloss:1.18914	validation-mlogloss:1.18159
[20]	train-mlogloss:1.18098	validation-mlogloss:1.17311
[21]	train-mlogloss:1.17305	validation-mlogloss:1.16471
[22]	train-mlogloss:1.16533	validation-mlogloss:1.15665
[23]	train-mlogloss:1.15768	validation-mlogloss:1.14878
[24]	train-mlogloss:1.14998	validation-mlogloss:1.14077
[25]	train-mlogloss:1.14236	validation-mlogloss:1.13302
[26]	train-mlogloss:1.13539	validation-mlogloss:1.12588
[27]	train-mlogloss:1.12811	validation-mlogloss:1.11808
[28]	train-mlogloss:1.12106	validation-mlogloss:1.11058
[29]	train-mlogloss:1.11424	validation-mlogloss:1.10372
[30]	train-mlogloss:1.10752	validation-mlogloss:1.09669
[31]	train-mlogloss:1.10095	validation-mlogloss:1.08979
[32]	train-mlogloss:1.09443	validation-mlogloss:1.08308
[33]	train-mlogloss:1.08789	validation-mlogloss:1.07610
[34]	train-mlogloss:1.08128	validation-mlogloss:1.06930
[35]	train-mlogloss:1.07505	validation-mlogloss:1.06303
[36]	train-mlogloss:1.06891	validation-mlogloss:1.05655
[37]	train-mlogloss:1.06279	validation-mlogloss:1.05016
[38]	train-mlogloss:1.05662	validation-mlogloss:1.04365
[39]	train-mlogloss:1.05077	validation-mlogloss:1.03777
[40]	train-mlogloss:1.04505	validation-mlogloss:1.03176
[41]	train-mlogloss:1.03929	validation-mlogloss:1.02564
[42]	train-mlogloss:1.03359	validation-mlogloss:1.01971
[43]	train-mlogloss:1.02805	validation-mlogloss:1.01396
[44]	train-mlogloss:1.02219	validation-mlogloss:1.00797
[45]	train-mlogloss:1.01668	validation-mlogloss:1.00207
[46]	train-mlogloss:1.01125	validation-mlogloss:0.99626
[47]	train-mlogloss:1.00603	validation-mlogloss:0.99076
[48]	train-mlogloss:1.00060	validation-mlogloss:0.98495
[49]	train-mlogloss:0.99545	validation-mlogloss:0.97977
[50]	train-mlogloss:0.99025	validation-mlogloss:0.97446
[51]	train-mlogloss:0.98500	validation-mlogloss:0.96910
[52]	train-mlogloss:0.97986	validation-mlogloss:0.96385
[53]	train-mlogloss:0.97491	validation-mlogloss:0.95869
[54]	train-mlogloss:0.97007	validation-mlogloss:0.95361
[55]	train-mlogloss:0.96525	validation-mlogloss:0.94867
[56]	train-mlogloss:0.96029	validation-mlogloss:0.94353
[57]	train-mlogloss:0.95564	validation-mlogloss:0.93864
[58]	train-mlogloss:0.95095	validation-mlogloss:0.93376
[59]	train-mlogloss:0.94620	validation-mlogloss:0.92878
[60]	train-mlogloss:0.94179	validation-mlogloss:0.92435
[61]	train-mlogloss:0.93726	validation-mlogloss:0.91970
[62]	train-mlogloss:0.93283	validation-mlogloss:0.91522
[63]	train-mlogloss:0.92839	validation-mlogloss:0.91071
[64]	train-mlogloss:0.92389	validation-mlogloss:0.90612
[65]	train-mlogloss:0.91970	validation-mlogloss:0.90163
[66]	train-mlogloss:0.91555	validation-mlogloss:0.89716
[67]	train-mlogloss:0.91141	validation-mlogloss:0.89289
[68]	train-mlogloss:0.90737	validation-mlogloss:0.88874
[69]	train-mlogloss:0.90324	validation-mlogloss:0.88438
[70]	train-mlogloss:0.89939	validation-mlogloss:0.88051
[71]	train-mlogloss:0.89545	validation-mlogloss:0.87628
[72]	train-mlogloss:0.89150	validation-mlogloss:0.87224
[73]	train-mlogloss:0.88774	validation-mlogloss:0.86838
[74]	train-mlogloss:0.88397	validation-mlogloss:0.86442
[75]	train-mlogloss:0.88034	validation-mlogloss:0.86059
[76]	train-mlogloss:0.87663	validation-mlogloss:0.85660
[77]	train-mlogloss:0.87270	validation-mlogloss:0.85270
[78]	train-mlogloss:0.86913	validation-mlogloss:0.84898
[79]	train-mlogloss:0.86567	validation-mlogloss:0.84555
[80]	train-mlogloss:0.86209	validation-mlogloss:0.84184
[81]	train-mlogloss:0.85852	validation-mlogloss:0.83827
[82]	train-mlogloss:0.85493	validation-mlogloss:0.83457
[83]	train-mlogloss:0.85166	validation-mlogloss:0.83132
[84]	train-mlogloss:0.84830	validation-mlogloss:0.82783
[85]	train-mlogloss:0.84508	validation-mlogloss:0.82438
[86]	train-mlogloss:0.84175	validation-mlogloss:0.82098
[87]	train-mlogloss:0.83853	validation-mlogloss:0.81787
[88]	train-mlogloss:0.83533	validation-mlogloss:0.81476
[89]	train-mlogloss:0.83215	validation-mlogloss:0.81138
[90]	train-mlogloss:0.82896	validation-mlogloss:0.80825
[91]	train-mlogloss:0.82603	validation-mlogloss:0.80536
[92]	train-mlogloss:0.82295	validation-mlogloss:0.80211
[93]	train-mlogloss:0.81999	validation-mlogloss:0.79903
[94]	train-mlogloss:0.81681	validation-mlogloss:0.79577
[95]	train-mlogloss:0.81395	validation-mlogloss:0.79282
[96]	train-mlogloss:0.81110	validation-mlogloss:0.78988
[97]	train-mlogloss:0.80828	validation-mlogloss:0.78691
[98]	train-mlogloss:0.80547	validation-mlogloss:0.78413
[99]	train-mlogloss:0.80269	validation-mlogloss:0.78127
[100]	train-mlogloss:0.79974	validation-mlogloss:0.77820
[101]	train-mlogloss:0.79698	validation-mlogloss:0.77527
[102]	train-mlogloss:0.79435	validation-mlogloss:0.77251
[103]	train-mlogloss:0.79173	validation-mlogloss:0.76980
[104]	train-mlogloss:0.78921	validation-mlogloss:0.76724
[105]	train-mlogloss:0.78667	validation-mlogloss:0.76461
[106]	train-mlogloss:0.78419	validation-mlogloss:0.76196
[107]	train-mlogloss:0.78168	validation-mlogloss:0.75934
[108]	train-mlogloss:0.77917	validation-mlogloss:0.75671
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[411]	train-mlogloss:0.52152	validation-mlogloss:0.51063
[412]	train-mlogloss:0.52139	validation-mlogloss:0.51049
[413]	train-mlogloss:0.52116	validation-mlogloss:0.51035
[414]	train-mlogloss:0.52096	validation-mlogloss:0.51029
[415]	train-mlogloss:0.52084	validation-mlogloss:0.51021
[416]	train-mlogloss:0.52072	validation-mlogloss:0.51015
[417]	train-mlogloss:0.52052	validation-mlogloss:0.51003
[418]	train-mlogloss:0.52028	validation-mlogloss:0.50981
[419]	train-mlogloss:0.51999	validation-mlogloss:0.50956
[420]	train-mlogloss:0.51988	validation-mlogloss:0.50950
[421]	train-mlogloss:0.51967	validation-mlogloss:0.50930
[422]	train-mlogloss:0.51943	validation-mlogloss:0.50911
[423]	train-mlogloss:0.51927	validation-mlogloss:0.50894
[424]	train-mlogloss:0.51910	validation-mlogloss:0.50883
[425]	train-mlogloss:0.51894	validation-mlogloss:0.50868
[426]	train-mlogloss:0.51866	validation-mlogloss:0.50829
[427]	train-mlogloss:0.51852	validation-mlogloss:0.50815
[428]	train-mlogloss:0.51836	validation-mlogloss:0.50804
[429]	train-mlogloss:0.51815	validation-mlogloss:0.50787
[430]	train-mlogloss:0.51799	validation-mlogloss:0.50779
[431]	train-mlogloss:0.51783	validation-mlogloss:0.50766
[432]	train-mlogloss:0.51764	validation-mlogloss:0.50749
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[435]	train-mlogloss:0.51715	validation-mlogloss:0.50707
[436]	train-mlogloss:0.51697	validation-mlogloss:0.50701
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[438]	train-mlogloss:0.51663	validation-mlogloss:0.50678
[439]	train-mlogloss:0.51650	validation-mlogloss:0.50670
[440]	train-mlogloss:0.51636	validation-mlogloss:0.50655
[441]	train-mlogloss:0.51621	validation-mlogloss:0.50636
[442]	train-mlogloss:0.51606	validation-mlogloss:0.50624
[443]	train-mlogloss:0.51588	validation-mlogloss:0.50618
[444]	train-mlogloss:0.51567	validation-mlogloss:0.50598
[445]	train-mlogloss:0.51551	validation-mlogloss:0.50584
[446]	train-mlogloss:0.51528	validation-mlogloss:0.50565
[447]	train-mlogloss:0.51516	validation-mlogloss:0.50557
[448]	train-mlogloss:0.51498	validation-mlogloss:0.50538
[449]	train-mlogloss:0.51483	validation-mlogloss:0.50525
[450]	train-mlogloss:0.51471	validation-mlogloss:0.50517
[451]	train-mlogloss:0.51454	validation-mlogloss:0.50506
[452]	train-mlogloss:0.51439	validation-mlogloss:0.50500
[453]	train-mlogloss:0.51427	validation-mlogloss:0.50491
[454]	train-mlogloss:0.51417	validation-mlogloss:0.50478
[455]	train-mlogloss:0.51394	validation-mlogloss:0.50460
[456]	train-mlogloss:0.51381	validation-mlogloss:0.50452
[457]	train-mlogloss:0.51368	validation-mlogloss:0.50446
[458]	train-mlogloss:0.51352	validation-mlogloss:0.50430
[459]	train-mlogloss:0.51330	validation-mlogloss:0.50414
[460]	train-mlogloss:0.51317	validation-mlogloss:0.50403
[461]	train-mlogloss:0.51295	validation-mlogloss:0.50384
[462]	train-mlogloss:0.51284	validation-mlogloss:0.50368
[463]	train-mlogloss:0.51270	validation-mlogloss:0.50358
[464]	train-mlogloss:0.51259	validation-mlogloss:0.50352
[465]	train-mlogloss:0.51243	validation-mlogloss:0.50339
[466]	train-mlogloss:0.51232	validation-mlogloss:0.50333
[467]	train-mlogloss:0.51220	validation-mlogloss:0.50322
[468]	train-mlogloss:0.51205	validation-mlogloss:0.50309
[469]	train-mlogloss:0.51187	validation-mlogloss:0.50282
[470]	train-mlogloss:0.51169	validation-mlogloss:0.50271
[471]	train-mlogloss:0.51159	validation-mlogloss:0.50263
[472]	train-mlogloss:0.51145	validation-mlogloss:0.50260
[473]	train-mlogloss:0.51122	validation-mlogloss:0.50244
[474]	train-mlogloss:0.51108	validation-mlogloss:0.50233
[475]	train-mlogloss:0.51100	validation-mlogloss:0.50222
[476]	train-mlogloss:0.51085	validation-mlogloss:0.50202
[477]	train-mlogloss:0.51076	validation-mlogloss:0.50191
[478]	train-mlogloss:0.51062	validation-mlogloss:0.50177
[479]	train-mlogloss:0.51051	validation-mlogloss:0.50163
[480]	train-mlogloss:0.51038	validation-mlogloss:0.50156
[481]	train-mlogloss:0.51028	validation-mlogloss:0.50151
[482]	train-mlogloss:0.51006	validation-mlogloss:0.50133
[483]	train-mlogloss:0.50997	validation-mlogloss:0.50128
[484]	train-mlogloss:0.50984	validation-mlogloss:0.50125
[485]	train-mlogloss:0.50973	validation-mlogloss:0.50112
[486]	train-mlogloss:0.50965	validation-mlogloss:0.50105
[487]	train-mlogloss:0.50950	validation-mlogloss:0.50098
[488]	train-mlogloss:0.50937	validation-mlogloss:0.50092
[489]	train-mlogloss:0.50923	validation-mlogloss:0.50077
[490]	train-mlogloss:0.50914	validation-mlogloss:0.50066
[491]	train-mlogloss:0.50904	validation-mlogloss:0.50065
[492]	train-mlogloss:0.50888	validation-mlogloss:0.50056
[493]	train-mlogloss:0.50879	validation-mlogloss:0.50051
[494]	train-mlogloss:0.50862	validation-mlogloss:0.50032
[495]	train-mlogloss:0.50853	validation-mlogloss:0.50020
[496]	train-mlogloss:0.50840	validation-mlogloss:0.50012
[497]	train-mlogloss:0.50822	validation-mlogloss:0.49992
[498]	train-mlogloss:0.50815	validation-mlogloss:0.49988
[499]	train-mlogloss:0.50805	validation-mlogloss:0.49981
[500]	train-mlogloss:0.50791	validation-mlogloss:0.49965
[501]	train-mlogloss:0.50781	validation-mlogloss:0.49960
[502]	train-mlogloss:0.50769	validation-mlogloss:0.49957
[503]	train-mlogloss:0.50761	validation-mlogloss:0.49957
[504]	train-mlogloss:0.50754	validation-mlogloss:0.49947
[505]	train-mlogloss:0.50740	validation-mlogloss:0.49934
[506]	train-mlogloss:0.50730	validation-mlogloss:0.49929
[507]	train-mlogloss:0.50721	validation-mlogloss:0.49923
[508]	train-mlogloss:0.50714	validation-mlogloss:0.49922
[509]	train-mlogloss:0.50705	validation-mlogloss:0.49920
[510]	train-mlogloss:0.50698	validation-mlogloss:0.49915
[511]	train-mlogloss:0.50690	validation-mlogloss:0.49905
[512]	train-mlogloss:0.50675	validation-mlogloss:0.49898
[513]	train-mlogloss:0.50668	validation-mlogloss:0.49893
[514]	train-mlogloss:0.50657	validation-mlogloss:0.49882
[515]	train-mlogloss:0.50644	validation-mlogloss:0.49869
[516]	train-mlogloss:0.50636	validation-mlogloss:0.49858
[517]	train-mlogloss:0.50630	validation-mlogloss:0.49852
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[519]	train-mlogloss:0.50620	validation-mlogloss:0.49839
[520]	train-mlogloss:0.50614	validation-mlogloss:0.49838
[521]	train-mlogloss:0.50602	validation-mlogloss:0.49839
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.4 [%]
Global accuracy score (test) = 80.47 [%]
Global F1 score (train) = 79.8 [%]
Global F1 score (test) = 81.07 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.71      0.66       350
MODERATE-INTENSITY       0.67      0.64      0.66       350
         SEDENTARY       0.99      0.96      0.97       350
VIGOROUS-INTENSITY       0.98      0.92      0.95       322

          accuracy                           0.80      1372
         macro avg       0.82      0.81      0.81      1372
      weighted avg       0.81      0.80      0.81      1372


Accuracy capturado en la ejecución 25: 80.47 [%]
F1-score capturado en la ejecución 25: 81.07 [%]

=== EJECUCIÓN 26 ===

--- TRAIN (ejecución 26) ---

--- TEST (ejecución 26) ---
2025-11-03 17:26:39.651764: 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`.
2025-11-03 17:26:39.663125: 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 00:00:1762187199.676547  334711 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187199.680779  334711 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187199.690685  334711 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187199.690705  334711 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187199.690708  334711 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187199.690710  334711 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:26:39.693920: 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:1.37478	validation-mlogloss:1.37394
[1]	train-mlogloss:1.36320	validation-mlogloss:1.36180
[2]	train-mlogloss:1.35191	validation-mlogloss:1.34977
[3]	train-mlogloss:1.34077	validation-mlogloss:1.33786
[4]	train-mlogloss:1.32988	validation-mlogloss:1.32636
[5]	train-mlogloss:1.31923	validation-mlogloss:1.31490
[6]	train-mlogloss:1.30895	validation-mlogloss:1.30378
[7]	train-mlogloss:1.29843	validation-mlogloss:1.29264
[8]	train-mlogloss:1.28823	validation-mlogloss:1.28165
[9]	train-mlogloss:1.27805	validation-mlogloss:1.27127
[10]	train-mlogloss:1.26834	validation-mlogloss:1.26092
[11]	train-mlogloss:1.25879	validation-mlogloss:1.25073
[12]	train-mlogloss:1.24936	validation-mlogloss:1.24065
[13]	train-mlogloss:1.24040	validation-mlogloss:1.23106
[14]	train-mlogloss:1.23148	validation-mlogloss:1.22157
[15]	train-mlogloss:1.22289	validation-mlogloss:1.21254
[16]	train-mlogloss:1.21423	validation-mlogloss:1.20352
[17]	train-mlogloss:1.20572	validation-mlogloss:1.19452
[18]	train-mlogloss:1.19748	validation-mlogloss:1.18582
[19]	train-mlogloss:1.18943	validation-mlogloss:1.17773
[20]	train-mlogloss:1.18147	validation-mlogloss:1.16959
[21]	train-mlogloss:1.17355	validation-mlogloss:1.16128
[22]	train-mlogloss:1.16569	validation-mlogloss:1.15295
[23]	train-mlogloss:1.15815	validation-mlogloss:1.14525
[24]	train-mlogloss:1.15060	validation-mlogloss:1.13716
[25]	train-mlogloss:1.14326	validation-mlogloss:1.12926
[26]	train-mlogloss:1.13605	validation-mlogloss:1.12171
[27]	train-mlogloss:1.12864	validation-mlogloss:1.11413
[28]	train-mlogloss:1.12172	validation-mlogloss:1.10703
[29]	train-mlogloss:1.11501	validation-mlogloss:1.10015
[30]	train-mlogloss:1.10815	validation-mlogloss:1.09298
[31]	train-mlogloss:1.10138	validation-mlogloss:1.08588
[32]	train-mlogloss:1.09481	validation-mlogloss:1.07887
[33]	train-mlogloss:1.08832	validation-mlogloss:1.07203
[34]	train-mlogloss:1.08191	validation-mlogloss:1.06537
[35]	train-mlogloss:1.07541	validation-mlogloss:1.05850
[36]	train-mlogloss:1.06914	validation-mlogloss:1.05193
[37]	train-mlogloss:1.06309	validation-mlogloss:1.04557
[38]	train-mlogloss:1.05703	validation-mlogloss:1.03925
[39]	train-mlogloss:1.05093	validation-mlogloss:1.03289
[40]	train-mlogloss:1.04493	validation-mlogloss:1.02661
[41]	train-mlogloss:1.03911	validation-mlogloss:1.02051
[42]	train-mlogloss:1.03330	validation-mlogloss:1.01436
[43]	train-mlogloss:1.02753	validation-mlogloss:1.00856
[44]	train-mlogloss:1.02215	validation-mlogloss:1.00304
[45]	train-mlogloss:1.01671	validation-mlogloss:0.99734
[46]	train-mlogloss:1.01138	validation-mlogloss:0.99158
[47]	train-mlogloss:1.00583	validation-mlogloss:0.98592
[48]	train-mlogloss:1.00044	validation-mlogloss:0.98066
[49]	train-mlogloss:0.99519	validation-mlogloss:0.97519
[50]	train-mlogloss:0.98984	validation-mlogloss:0.96964
[51]	train-mlogloss:0.98461	validation-mlogloss:0.96432
[52]	train-mlogloss:0.97954	validation-mlogloss:0.95899
[53]	train-mlogloss:0.97453	validation-mlogloss:0.95399
[54]	train-mlogloss:0.96964	validation-mlogloss:0.94895
[55]	train-mlogloss:0.96478	validation-mlogloss:0.94392
[56]	train-mlogloss:0.96021	validation-mlogloss:0.93915
[57]	train-mlogloss:0.95553	validation-mlogloss:0.93427
[58]	train-mlogloss:0.95090	validation-mlogloss:0.92970
[59]	train-mlogloss:0.94632	validation-mlogloss:0.92500
[60]	train-mlogloss:0.94184	validation-mlogloss:0.92030
[61]	train-mlogloss:0.93737	validation-mlogloss:0.91561
[62]	train-mlogloss:0.93282	validation-mlogloss:0.91090
[63]	train-mlogloss:0.92854	validation-mlogloss:0.90643
[64]	train-mlogloss:0.92432	validation-mlogloss:0.90213
[65]	train-mlogloss:0.91999	validation-mlogloss:0.89772
[66]	train-mlogloss:0.91564	validation-mlogloss:0.89334
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[440]	train-mlogloss:0.51709	validation-mlogloss:0.49461
[441]	train-mlogloss:0.51701	validation-mlogloss:0.49452
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[443]	train-mlogloss:0.51668	validation-mlogloss:0.49416
[444]	train-mlogloss:0.51648	validation-mlogloss:0.49402
[445]	train-mlogloss:0.51631	validation-mlogloss:0.49392
[446]	train-mlogloss:0.51625	validation-mlogloss:0.49386
[447]	train-mlogloss:0.51609	validation-mlogloss:0.49369
[448]	train-mlogloss:0.51585	validation-mlogloss:0.49341
[449]	train-mlogloss:0.51573	validation-mlogloss:0.49329
[450]	train-mlogloss:0.51558	validation-mlogloss:0.49322
[451]	train-mlogloss:0.51549	validation-mlogloss:0.49311
[452]	train-mlogloss:0.51537	validation-mlogloss:0.49298
[453]	train-mlogloss:0.51521	validation-mlogloss:0.49283
[454]	train-mlogloss:0.51506	validation-mlogloss:0.49263
[455]	train-mlogloss:0.51490	validation-mlogloss:0.49249
[456]	train-mlogloss:0.51479	validation-mlogloss:0.49238
[457]	train-mlogloss:0.51464	validation-mlogloss:0.49226
[458]	train-mlogloss:0.51445	validation-mlogloss:0.49207
[459]	train-mlogloss:0.51429	validation-mlogloss:0.49194
[460]	train-mlogloss:0.51412	validation-mlogloss:0.49177
[461]	train-mlogloss:0.51399	validation-mlogloss:0.49166
[462]	train-mlogloss:0.51386	validation-mlogloss:0.49150
[463]	train-mlogloss:0.51370	validation-mlogloss:0.49135
[464]	train-mlogloss:0.51358	validation-mlogloss:0.49123
[465]	train-mlogloss:0.51341	validation-mlogloss:0.49107
[466]	train-mlogloss:0.51324	validation-mlogloss:0.49086
[467]	train-mlogloss:0.51307	validation-mlogloss:0.49075
[468]	train-mlogloss:0.51289	validation-mlogloss:0.49062
[469]	train-mlogloss:0.51273	validation-mlogloss:0.49048
[470]	train-mlogloss:0.51260	validation-mlogloss:0.49034
[471]	train-mlogloss:0.51248	validation-mlogloss:0.49028
[472]	train-mlogloss:0.51238	validation-mlogloss:0.49015
[473]	train-mlogloss:0.51224	validation-mlogloss:0.49007
[474]	train-mlogloss:0.51212	validation-mlogloss:0.48994
[475]	train-mlogloss:0.51195	validation-mlogloss:0.48979
[476]	train-mlogloss:0.51172	validation-mlogloss:0.48962
[477]	train-mlogloss:0.51161	validation-mlogloss:0.48949
[478]	train-mlogloss:0.51150	validation-mlogloss:0.48938
[479]	train-mlogloss:0.51139	validation-mlogloss:0.48927
[480]	train-mlogloss:0.51124	validation-mlogloss:0.48917
[481]	train-mlogloss:0.51113	validation-mlogloss:0.48911
[482]	train-mlogloss:0.51101	validation-mlogloss:0.48898
[483]	train-mlogloss:0.51083	validation-mlogloss:0.48882
[484]	train-mlogloss:0.51064	validation-mlogloss:0.48861
[485]	train-mlogloss:0.51054	validation-mlogloss:0.48850
[486]	train-mlogloss:0.51038	validation-mlogloss:0.48837
[487]	train-mlogloss:0.51029	validation-mlogloss:0.48828
[488]	train-mlogloss:0.51015	validation-mlogloss:0.48817
[489]	train-mlogloss:0.51002	validation-mlogloss:0.48802
[490]	train-mlogloss:0.50984	validation-mlogloss:0.48781
[491]	train-mlogloss:0.50970	validation-mlogloss:0.48771
[492]	train-mlogloss:0.50958	validation-mlogloss:0.48760
[493]	train-mlogloss:0.50938	validation-mlogloss:0.48745
[494]	train-mlogloss:0.50930	validation-mlogloss:0.48739
[495]	train-mlogloss:0.50922	validation-mlogloss:0.48735
[496]	train-mlogloss:0.50906	validation-mlogloss:0.48718
[497]	train-mlogloss:0.50899	validation-mlogloss:0.48711
[498]	train-mlogloss:0.50889	validation-mlogloss:0.48700
[499]	train-mlogloss:0.50878	validation-mlogloss:0.48693
[500]	train-mlogloss:0.50862	validation-mlogloss:0.48674
[501]	train-mlogloss:0.50853	validation-mlogloss:0.48664
[502]	train-mlogloss:0.50844	validation-mlogloss:0.48666
[503]	train-mlogloss:0.50836	validation-mlogloss:0.48659
[504]	train-mlogloss:0.50822	validation-mlogloss:0.48649
[505]	train-mlogloss:0.50811	validation-mlogloss:0.48640
[506]	train-mlogloss:0.50804	validation-mlogloss:0.48633
[507]	train-mlogloss:0.50800	validation-mlogloss:0.48629
[508]	train-mlogloss:0.50790	validation-mlogloss:0.48627
[509]	train-mlogloss:0.50782	validation-mlogloss:0.48623
[510]	train-mlogloss:0.50765	validation-mlogloss:0.48605
[511]	train-mlogloss:0.50757	validation-mlogloss:0.48602
[512]	train-mlogloss:0.50747	validation-mlogloss:0.48590
[513]	train-mlogloss:0.50738	validation-mlogloss:0.48587
[514]	train-mlogloss:0.50730	validation-mlogloss:0.48578
[515]	train-mlogloss:0.50720	validation-mlogloss:0.48568
[516]	train-mlogloss:0.50703	validation-mlogloss:0.48553
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[520]	train-mlogloss:0.50660	validation-mlogloss:0.48513
[521]	train-mlogloss:0.50650	validation-mlogloss:0.48503
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 1 0 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.64 [%]
Global accuracy score (test) = 81.41 [%]
Global F1 score (train) = 79.93 [%]
Global F1 score (test) = 81.92 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.65      0.72      0.68       350
MODERATE-INTENSITY       0.69      0.67      0.68       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.96      0.92      0.94       322

          accuracy                           0.81      1372
         macro avg       0.82      0.82      0.82      1372
      weighted avg       0.82      0.81      0.82      1372


Accuracy capturado en la ejecución 26: 81.41 [%]
F1-score capturado en la ejecución 26: 81.92 [%]

=== EJECUCIÓN 27 ===

--- TRAIN (ejecución 27) ---

--- TEST (ejecución 27) ---
2025-11-03 17:26:55.871309: 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`.
2025-11-03 17:26:55.882810: 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 00:00:1762187215.896139  334989 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187215.900471  334989 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187215.910525  334989 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187215.910546  334989 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187215.910549  334989 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187215.910550  334989 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:26:55.913821: 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:1.37425	validation-mlogloss:1.37350
[1]	train-mlogloss:1.36288	validation-mlogloss:1.36169
[2]	train-mlogloss:1.35161	validation-mlogloss:1.35020
[3]	train-mlogloss:1.34036	validation-mlogloss:1.33861
[4]	train-mlogloss:1.32917	validation-mlogloss:1.32730
[5]	train-mlogloss:1.31845	validation-mlogloss:1.31616
[6]	train-mlogloss:1.30795	validation-mlogloss:1.30539
[7]	train-mlogloss:1.29766	validation-mlogloss:1.29480
[8]	train-mlogloss:1.28729	validation-mlogloss:1.28405
[9]	train-mlogloss:1.27732	validation-mlogloss:1.27381
[10]	train-mlogloss:1.26778	validation-mlogloss:1.26422
[11]	train-mlogloss:1.25826	validation-mlogloss:1.25457
[12]	train-mlogloss:1.24884	validation-mlogloss:1.24475
[13]	train-mlogloss:1.23966	validation-mlogloss:1.23529
[14]	train-mlogloss:1.23049	validation-mlogloss:1.22586
[15]	train-mlogloss:1.22157	validation-mlogloss:1.21653
[16]	train-mlogloss:1.21269	validation-mlogloss:1.20731
[17]	train-mlogloss:1.20414	validation-mlogloss:1.19844
[18]	train-mlogloss:1.19569	validation-mlogloss:1.18965
[19]	train-mlogloss:1.18740	validation-mlogloss:1.18099
[20]	train-mlogloss:1.17922	validation-mlogloss:1.17236
[21]	train-mlogloss:1.17119	validation-mlogloss:1.16422
[22]	train-mlogloss:1.16327	validation-mlogloss:1.15620
[23]	train-mlogloss:1.15536	validation-mlogloss:1.14811
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[449]	train-mlogloss:0.51066	validation-mlogloss:0.51304
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[459]	train-mlogloss:0.50952	validation-mlogloss:0.51208
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[481]	train-mlogloss:0.50689	validation-mlogloss:0.50999
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[483]	train-mlogloss:0.50661	validation-mlogloss:0.50972
[484]	train-mlogloss:0.50646	validation-mlogloss:0.50955
[485]	train-mlogloss:0.50639	validation-mlogloss:0.50952
[486]	train-mlogloss:0.50627	validation-mlogloss:0.50938
[487]	train-mlogloss:0.50614	validation-mlogloss:0.50922
[488]	train-mlogloss:0.50606	validation-mlogloss:0.50920
[489]	train-mlogloss:0.50584	validation-mlogloss:0.50908
[490]	train-mlogloss:0.50568	validation-mlogloss:0.50889
[491]	train-mlogloss:0.50561	validation-mlogloss:0.50887
[492]	train-mlogloss:0.50547	validation-mlogloss:0.50875
[493]	train-mlogloss:0.50538	validation-mlogloss:0.50863
[494]	train-mlogloss:0.50530	validation-mlogloss:0.50859
[495]	train-mlogloss:0.50518	validation-mlogloss:0.50854
[496]	train-mlogloss:0.50509	validation-mlogloss:0.50843
[497]	train-mlogloss:0.50498	validation-mlogloss:0.50835
[498]	train-mlogloss:0.50483	validation-mlogloss:0.50829
[499]	train-mlogloss:0.50474	validation-mlogloss:0.50817
[500]	train-mlogloss:0.50470	validation-mlogloss:0.50814
[501]	train-mlogloss:0.50458	validation-mlogloss:0.50809
[502]	train-mlogloss:0.50451	validation-mlogloss:0.50801
[503]	train-mlogloss:0.50442	validation-mlogloss:0.50788
[504]	train-mlogloss:0.50433	validation-mlogloss:0.50782
[505]	train-mlogloss:0.50427	validation-mlogloss:0.50773
[506]	train-mlogloss:0.50416	validation-mlogloss:0.50767
[507]	train-mlogloss:0.50407	validation-mlogloss:0.50766
[508]	train-mlogloss:0.50393	validation-mlogloss:0.50752
[509]	train-mlogloss:0.50383	validation-mlogloss:0.50745
[510]	train-mlogloss:0.50365	validation-mlogloss:0.50722
[511]	train-mlogloss:0.50351	validation-mlogloss:0.50711
[512]	train-mlogloss:0.50332	validation-mlogloss:0.50698
[513]	train-mlogloss:0.50321	validation-mlogloss:0.50689
[514]	train-mlogloss:0.50313	validation-mlogloss:0.50683
[515]	train-mlogloss:0.50303	validation-mlogloss:0.50677
[516]	train-mlogloss:0.50295	validation-mlogloss:0.50674
[517]	train-mlogloss:0.50285	validation-mlogloss:0.50665
[518]	train-mlogloss:0.50270	validation-mlogloss:0.50649
[519]	train-mlogloss:0.50262	validation-mlogloss:0.50637
[520]	train-mlogloss:0.50252	validation-mlogloss:0.50629
[521]	train-mlogloss:0.50243	validation-mlogloss:0.50620
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 1 ... 1 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.02 [%]
Global accuracy score (test) = 80.98 [%]
Global F1 score (train) = 79.31 [%]
Global F1 score (test) = 81.55 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.69      0.67       350
MODERATE-INTENSITY       0.67      0.68      0.68       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.95       322

          accuracy                           0.81      1372
         macro avg       0.82      0.81      0.82      1372
      weighted avg       0.82      0.81      0.81      1372


Accuracy capturado en la ejecución 27: 80.98 [%]
F1-score capturado en la ejecución 27: 81.55 [%]

=== EJECUCIÓN 28 ===

--- TRAIN (ejecución 28) ---

--- TEST (ejecución 28) ---
2025-11-03 17:27:12.018852: 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`.
2025-11-03 17:27:12.030063: 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 00:00:1762187232.043365  335263 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187232.047673  335263 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187232.058085  335263 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187232.058106  335263 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187232.058108  335263 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187232.058110  335263 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:27:12.061127: 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)
Training a non-convolutional model.
[0]	train-mlogloss:1.37460	validation-mlogloss:1.37435
[1]	train-mlogloss:1.36315	validation-mlogloss:1.36224
[2]	train-mlogloss:1.35206	validation-mlogloss:1.35066
[3]	train-mlogloss:1.34104	validation-mlogloss:1.33921
[4]	train-mlogloss:1.33036	validation-mlogloss:1.32813
[5]	train-mlogloss:1.31983	validation-mlogloss:1.31684
[6]	train-mlogloss:1.30944	validation-mlogloss:1.30594
[7]	train-mlogloss:1.29938	validation-mlogloss:1.29548
[8]	train-mlogloss:1.28945	validation-mlogloss:1.28491
[9]	train-mlogloss:1.27970	validation-mlogloss:1.27459
[10]	train-mlogloss:1.27026	validation-mlogloss:1.26491
[11]	train-mlogloss:1.26064	validation-mlogloss:1.25486
[12]	train-mlogloss:1.25154	validation-mlogloss:1.24511
[13]	train-mlogloss:1.24242	validation-mlogloss:1.23577
[14]	train-mlogloss:1.23366	validation-mlogloss:1.22678
[15]	train-mlogloss:1.22444	validation-mlogloss:1.21707
[16]	train-mlogloss:1.21592	validation-mlogloss:1.20825
[17]	train-mlogloss:1.20738	validation-mlogloss:1.19931
[18]	train-mlogloss:1.19917	validation-mlogloss:1.19061
[19]	train-mlogloss:1.19101	validation-mlogloss:1.18188
[20]	train-mlogloss:1.18313	validation-mlogloss:1.17358
[21]	train-mlogloss:1.17498	validation-mlogloss:1.16491
[22]	train-mlogloss:1.16708	validation-mlogloss:1.15650
[23]	train-mlogloss:1.15910	validation-mlogloss:1.14821
[24]	train-mlogloss:1.15162	validation-mlogloss:1.14043
[25]	train-mlogloss:1.14435	validation-mlogloss:1.13291
[26]	train-mlogloss:1.13711	validation-mlogloss:1.12552
[27]	train-mlogloss:1.12977	validation-mlogloss:1.11775
[28]	train-mlogloss:1.12263	validation-mlogloss:1.11022
[29]	train-mlogloss:1.11566	validation-mlogloss:1.10292
[30]	train-mlogloss:1.10889	validation-mlogloss:1.09586
[31]	train-mlogloss:1.10215	validation-mlogloss:1.08861
[32]	train-mlogloss:1.09560	validation-mlogloss:1.08185
[33]	train-mlogloss:1.08903	validation-mlogloss:1.07490
[34]	train-mlogloss:1.08253	validation-mlogloss:1.06806
[35]	train-mlogloss:1.07602	validation-mlogloss:1.06136
[36]	train-mlogloss:1.06999	validation-mlogloss:1.05519
[37]	train-mlogloss:1.06385	validation-mlogloss:1.04876
[38]	train-mlogloss:1.05762	validation-mlogloss:1.04223
[39]	train-mlogloss:1.05159	validation-mlogloss:1.03605
[40]	train-mlogloss:1.04567	validation-mlogloss:1.03018
[41]	train-mlogloss:1.03968	validation-mlogloss:1.02381
[42]	train-mlogloss:1.03417	validation-mlogloss:1.01822
[43]	train-mlogloss:1.02843	validation-mlogloss:1.01235
[44]	train-mlogloss:1.02297	validation-mlogloss:1.00663
[45]	train-mlogloss:1.01744	validation-mlogloss:1.00094
[46]	train-mlogloss:1.01214	validation-mlogloss:0.99566
[47]	train-mlogloss:1.00698	validation-mlogloss:0.99006
[48]	train-mlogloss:1.00154	validation-mlogloss:0.98431
[49]	train-mlogloss:0.99626	validation-mlogloss:0.97892
[50]	train-mlogloss:0.99102	validation-mlogloss:0.97327
[51]	train-mlogloss:0.98592	validation-mlogloss:0.96808
[52]	train-mlogloss:0.98081	validation-mlogloss:0.96300
[53]	train-mlogloss:0.97573	validation-mlogloss:0.95764
[54]	train-mlogloss:0.97093	validation-mlogloss:0.95253
[55]	train-mlogloss:0.96597	validation-mlogloss:0.94758
[56]	train-mlogloss:0.96126	validation-mlogloss:0.94261
[57]	train-mlogloss:0.95656	validation-mlogloss:0.93771
[58]	train-mlogloss:0.95185	validation-mlogloss:0.93292
[59]	train-mlogloss:0.94721	validation-mlogloss:0.92789
[60]	train-mlogloss:0.94259	validation-mlogloss:0.92302
[61]	train-mlogloss:0.93824	validation-mlogloss:0.91849
[62]	train-mlogloss:0.93387	validation-mlogloss:0.91391
[63]	train-mlogloss:0.92939	validation-mlogloss:0.90925
[64]	train-mlogloss:0.92520	validation-mlogloss:0.90514
[65]	train-mlogloss:0.92088	validation-mlogloss:0.90050
[66]	train-mlogloss:0.91672	validation-mlogloss:0.89611
[67]	train-mlogloss:0.91274	validation-mlogloss:0.89194
[68]	train-mlogloss:0.90878	validation-mlogloss:0.88793
[69]	train-mlogloss:0.90460	validation-mlogloss:0.88367
[70]	train-mlogloss:0.90062	validation-mlogloss:0.87955
[71]	train-mlogloss:0.89688	validation-mlogloss:0.87569
[72]	train-mlogloss:0.89317	validation-mlogloss:0.87198
[73]	train-mlogloss:0.88945	validation-mlogloss:0.86802
[74]	train-mlogloss:0.88586	validation-mlogloss:0.86421
[75]	train-mlogloss:0.88216	validation-mlogloss:0.86034
[76]	train-mlogloss:0.87847	validation-mlogloss:0.85657
[77]	train-mlogloss:0.87497	validation-mlogloss:0.85293
[78]	train-mlogloss:0.87149	validation-mlogloss:0.84929
[79]	train-mlogloss:0.86791	validation-mlogloss:0.84559
[80]	train-mlogloss:0.86426	validation-mlogloss:0.84186
[81]	train-mlogloss:0.86070	validation-mlogloss:0.83816
[82]	train-mlogloss:0.85750	validation-mlogloss:0.83501
[83]	train-mlogloss:0.85411	validation-mlogloss:0.83165
[84]	train-mlogloss:0.85070	validation-mlogloss:0.82811
[85]	train-mlogloss:0.84736	validation-mlogloss:0.82459
[86]	train-mlogloss:0.84408	validation-mlogloss:0.82107
[87]	train-mlogloss:0.84082	validation-mlogloss:0.81760
[88]	train-mlogloss:0.83761	validation-mlogloss:0.81445
[89]	train-mlogloss:0.83432	validation-mlogloss:0.81108
[90]	train-mlogloss:0.83128	validation-mlogloss:0.80790
[91]	train-mlogloss:0.82829	validation-mlogloss:0.80474
[92]	train-mlogloss:0.82538	validation-mlogloss:0.80166
[93]	train-mlogloss:0.82218	validation-mlogloss:0.79844
[94]	train-mlogloss:0.81903	validation-mlogloss:0.79503
[95]	train-mlogloss:0.81608	validation-mlogloss:0.79182
[96]	train-mlogloss:0.81334	validation-mlogloss:0.78896
[97]	train-mlogloss:0.81047	validation-mlogloss:0.78603
[98]	train-mlogloss:0.80781	validation-mlogloss:0.78318
[99]	train-mlogloss:0.80508	validation-mlogloss:0.78027
[100]	train-mlogloss:0.80211	validation-mlogloss:0.77719
[101]	train-mlogloss:0.79952	validation-mlogloss:0.77467
[102]	train-mlogloss:0.79678	validation-mlogloss:0.77180
[103]	train-mlogloss:0.79408	validation-mlogloss:0.76904
[104]	train-mlogloss:0.79124	validation-mlogloss:0.76604
[105]	train-mlogloss:0.78879	validation-mlogloss:0.76344
[106]	train-mlogloss:0.78615	validation-mlogloss:0.76071
[107]	train-mlogloss:0.78358	validation-mlogloss:0.75795
[108]	train-mlogloss:0.78088	validation-mlogloss:0.75529
[109]	train-mlogloss:0.77842	validation-mlogloss:0.75271
[110]	train-mlogloss:0.77586	validation-mlogloss:0.75009
[111]	train-mlogloss:0.77343	validation-mlogloss:0.74765
[112]	train-mlogloss:0.77117	validation-mlogloss:0.74535
[113]	train-mlogloss:0.76883	validation-mlogloss:0.74291
[114]	train-mlogloss:0.76654	validation-mlogloss:0.74042
[115]	train-mlogloss:0.76422	validation-mlogloss:0.73784
[116]	train-mlogloss:0.76194	validation-mlogloss:0.73540
[117]	train-mlogloss:0.75966	validation-mlogloss:0.73304
[118]	train-mlogloss:0.75756	validation-mlogloss:0.73083
[119]	train-mlogloss:0.75525	validation-mlogloss:0.72840
[120]	train-mlogloss:0.75304	validation-mlogloss:0.72597
[121]	train-mlogloss:0.75073	validation-mlogloss:0.72363
[122]	train-mlogloss:0.74865	validation-mlogloss:0.72155
[123]	train-mlogloss:0.74627	validation-mlogloss:0.71919
[124]	train-mlogloss:0.74414	validation-mlogloss:0.71681
[125]	train-mlogloss:0.74189	validation-mlogloss:0.71444
[126]	train-mlogloss:0.73971	validation-mlogloss:0.71224
[127]	train-mlogloss:0.73752	validation-mlogloss:0.71001
[128]	train-mlogloss:0.73553	validation-mlogloss:0.70790
[129]	train-mlogloss:0.73345	validation-mlogloss:0.70585
[130]	train-mlogloss:0.73139	validation-mlogloss:0.70375
[131]	train-mlogloss:0.72928	validation-mlogloss:0.70143
[132]	train-mlogloss:0.72721	validation-mlogloss:0.69929
[133]	train-mlogloss:0.72536	validation-mlogloss:0.69727
[134]	train-mlogloss:0.72348	validation-mlogloss:0.69525
[135]	train-mlogloss:0.72147	validation-mlogloss:0.69321
[136]	train-mlogloss:0.71964	validation-mlogloss:0.69135
[137]	train-mlogloss:0.71760	validation-mlogloss:0.68928
[138]	train-mlogloss:0.71558	validation-mlogloss:0.68708
[139]	train-mlogloss:0.71364	validation-mlogloss:0.68512
[140]	train-mlogloss:0.71176	validation-mlogloss:0.68315
[141]	train-mlogloss:0.70983	validation-mlogloss:0.68115
[142]	train-mlogloss:0.70795	validation-mlogloss:0.67917
[143]	train-mlogloss:0.70628	validation-mlogloss:0.67739
[144]	train-mlogloss:0.70461	validation-mlogloss:0.67560
[145]	train-mlogloss:0.70297	validation-mlogloss:0.67396
[146]	train-mlogloss:0.70112	validation-mlogloss:0.67205
[147]	train-mlogloss:0.69930	validation-mlogloss:0.67020
[148]	train-mlogloss:0.69761	validation-mlogloss:0.66846
[149]	train-mlogloss:0.69597	validation-mlogloss:0.66676
[150]	train-mlogloss:0.69430	validation-mlogloss:0.66497
[151]	train-mlogloss:0.69267	validation-mlogloss:0.66315
[152]	train-mlogloss:0.69097	validation-mlogloss:0.66148
[153]	train-mlogloss:0.68936	validation-mlogloss:0.65977
[154]	train-mlogloss:0.68784	validation-mlogloss:0.65805
[155]	train-mlogloss:0.68637	validation-mlogloss:0.65636
[156]	train-mlogloss:0.68480	validation-mlogloss:0.65478
[157]	train-mlogloss:0.68318	validation-mlogloss:0.65310
[158]	train-mlogloss:0.68155	validation-mlogloss:0.65146
[159]	train-mlogloss:0.68012	validation-mlogloss:0.64993
[160]	train-mlogloss:0.67857	validation-mlogloss:0.64842
[161]	train-mlogloss:0.67710	validation-mlogloss:0.64695
[162]	train-mlogloss:0.67577	validation-mlogloss:0.64559
[163]	train-mlogloss:0.67431	validation-mlogloss:0.64406
[164]	train-mlogloss:0.67282	validation-mlogloss:0.64244
[165]	train-mlogloss:0.67137	validation-mlogloss:0.64093
[166]	train-mlogloss:0.67007	validation-mlogloss:0.63965
[167]	train-mlogloss:0.66862	validation-mlogloss:0.63803
[168]	train-mlogloss:0.66730	validation-mlogloss:0.63670
[169]	train-mlogloss:0.66592	validation-mlogloss:0.63528
[170]	train-mlogloss:0.66458	validation-mlogloss:0.63386
[171]	train-mlogloss:0.66321	validation-mlogloss:0.63247
[172]	train-mlogloss:0.66180	validation-mlogloss:0.63098
[173]	train-mlogloss:0.66046	validation-mlogloss:0.62962
[174]	train-mlogloss:0.65922	validation-mlogloss:0.62829
[175]	train-mlogloss:0.65800	validation-mlogloss:0.62699
[176]	train-mlogloss:0.65668	validation-mlogloss:0.62558
[177]	train-mlogloss:0.65545	validation-mlogloss:0.62431
[178]	train-mlogloss:0.65416	validation-mlogloss:0.62296
[179]	train-mlogloss:0.65285	validation-mlogloss:0.62165
[180]	train-mlogloss:0.65171	validation-mlogloss:0.62036
[181]	train-mlogloss:0.65050	validation-mlogloss:0.61919
[182]	train-mlogloss:0.64922	validation-mlogloss:0.61786
[183]	train-mlogloss:0.64796	validation-mlogloss:0.61652
[184]	train-mlogloss:0.64684	validation-mlogloss:0.61533
[185]	train-mlogloss:0.64562	validation-mlogloss:0.61409
[186]	train-mlogloss:0.64451	validation-mlogloss:0.61304
[187]	train-mlogloss:0.64339	validation-mlogloss:0.61185
[188]	train-mlogloss:0.64226	validation-mlogloss:0.61074
[189]	train-mlogloss:0.64106	validation-mlogloss:0.60958
[190]	train-mlogloss:0.63992	validation-mlogloss:0.60830
[191]	train-mlogloss:0.63882	validation-mlogloss:0.60709
[192]	train-mlogloss:0.63773	validation-mlogloss:0.60600
[193]	train-mlogloss:0.63658	validation-mlogloss:0.60484
[194]	train-mlogloss:0.63546	validation-mlogloss:0.60374
[195]	train-mlogloss:0.63428	validation-mlogloss:0.60263
[196]	train-mlogloss:0.63341	validation-mlogloss:0.60173
[197]	train-mlogloss:0.63234	validation-mlogloss:0.60067
[198]	train-mlogloss:0.63134	validation-mlogloss:0.59968
[199]	train-mlogloss:0.63030	validation-mlogloss:0.59869
[200]	train-mlogloss:0.62931	validation-mlogloss:0.59763
[201]	train-mlogloss:0.62837	validation-mlogloss:0.59656
[202]	train-mlogloss:0.62735	validation-mlogloss:0.59553
[203]	train-mlogloss:0.62634	validation-mlogloss:0.59457
[204]	train-mlogloss:0.62536	validation-mlogloss:0.59350
[205]	train-mlogloss:0.62439	validation-mlogloss:0.59251
[206]	train-mlogloss:0.62340	validation-mlogloss:0.59161
[207]	train-mlogloss:0.62244	validation-mlogloss:0.59065
[208]	train-mlogloss:0.62154	validation-mlogloss:0.58973
[209]	train-mlogloss:0.62051	validation-mlogloss:0.58861
[210]	train-mlogloss:0.61960	validation-mlogloss:0.58777
[211]	train-mlogloss:0.61864	validation-mlogloss:0.58674
[212]	train-mlogloss:0.61764	validation-mlogloss:0.58576
[213]	train-mlogloss:0.61673	validation-mlogloss:0.58487
[214]	train-mlogloss:0.61580	validation-mlogloss:0.58396
[215]	train-mlogloss:0.61487	validation-mlogloss:0.58303
[216]	train-mlogloss:0.61399	validation-mlogloss:0.58209
[217]	train-mlogloss:0.61312	validation-mlogloss:0.58127
[218]	train-mlogloss:0.61226	validation-mlogloss:0.58036
[219]	train-mlogloss:0.61134	validation-mlogloss:0.57930
[220]	train-mlogloss:0.61047	validation-mlogloss:0.57849
[221]	train-mlogloss:0.60955	validation-mlogloss:0.57751
[222]	train-mlogloss:0.60873	validation-mlogloss:0.57672
[223]	train-mlogloss:0.60785	validation-mlogloss:0.57596
[224]	train-mlogloss:0.60706	validation-mlogloss:0.57519
[225]	train-mlogloss:0.60622	validation-mlogloss:0.57443
[226]	train-mlogloss:0.60542	validation-mlogloss:0.57363
[227]	train-mlogloss:0.60470	validation-mlogloss:0.57294
[228]	train-mlogloss:0.60391	validation-mlogloss:0.57213
[229]	train-mlogloss:0.60320	validation-mlogloss:0.57136
[230]	train-mlogloss:0.60244	validation-mlogloss:0.57065
[231]	train-mlogloss:0.60166	validation-mlogloss:0.56988
[232]	train-mlogloss:0.60092	validation-mlogloss:0.56906
[233]	train-mlogloss:0.60012	validation-mlogloss:0.56816
[234]	train-mlogloss:0.59939	validation-mlogloss:0.56738
[235]	train-mlogloss:0.59868	validation-mlogloss:0.56664
[236]	train-mlogloss:0.59795	validation-mlogloss:0.56599
[237]	train-mlogloss:0.59720	validation-mlogloss:0.56528
[238]	train-mlogloss:0.59647	validation-mlogloss:0.56462
[239]	train-mlogloss:0.59571	validation-mlogloss:0.56395
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[277]	train-mlogloss:0.57229	validation-mlogloss:0.54123
[278]	train-mlogloss:0.57177	validation-mlogloss:0.54076
[279]	train-mlogloss:0.57123	validation-mlogloss:0.54027
[280]	train-mlogloss:0.57072	validation-mlogloss:0.53975
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[503]	train-mlogloss:0.51108	validation-mlogloss:0.48726
[504]	train-mlogloss:0.51102	validation-mlogloss:0.48721
[505]	train-mlogloss:0.51088	validation-mlogloss:0.48713
[506]	train-mlogloss:0.51079	validation-mlogloss:0.48710
[507]	train-mlogloss:0.51073	validation-mlogloss:0.48705
[508]	train-mlogloss:0.51066	validation-mlogloss:0.48697
[509]	train-mlogloss:0.51051	validation-mlogloss:0.48686
[510]	train-mlogloss:0.51045	validation-mlogloss:0.48685
[511]	train-mlogloss:0.51035	validation-mlogloss:0.48678
[512]	train-mlogloss:0.51027	validation-mlogloss:0.48676
[513]	train-mlogloss:0.51016	validation-mlogloss:0.48673
[514]	train-mlogloss:0.51008	validation-mlogloss:0.48666
[515]	train-mlogloss:0.50999	validation-mlogloss:0.48658
[516]	train-mlogloss:0.50990	validation-mlogloss:0.48652
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[520]	train-mlogloss:0.50957	validation-mlogloss:0.48616
[521]	train-mlogloss:0.50947	validation-mlogloss:0.48609
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.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 1 0 1]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 78.46 [%]
Global accuracy score (test) = 80.25 [%]
Global F1 score (train) = 78.78 [%]
Global F1 score (test) = 80.82 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.69      0.66       350
MODERATE-INTENSITY       0.66      0.64      0.65       350
         SEDENTARY       0.99      0.97      0.98       350
VIGOROUS-INTENSITY       0.98      0.92      0.95       322

          accuracy                           0.80      1372
         macro avg       0.81      0.80      0.81      1372
      weighted avg       0.81      0.80      0.81      1372


Accuracy capturado en la ejecución 28: 80.25 [%]
F1-score capturado en la ejecución 28: 80.82 [%]

=== EJECUCIÓN 29 ===

--- TRAIN (ejecución 29) ---

--- TEST (ejecución 29) ---
2025-11-03 17:27:28.329244: 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`.
2025-11-03 17:27:28.340745: 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 00:00:1762187248.354455  335540 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762187248.358733  335540 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762187248.369067  335540 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187248.369093  335540 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187248.369095  335540 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762187248.369097  335540 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-03 17:27:28.372571: 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:1.37453	validation-mlogloss:1.37384
[1]	train-mlogloss:1.36271	validation-mlogloss:1.36139
[2]	train-mlogloss:1.35164	validation-mlogloss:1.34991
[3]	train-mlogloss:1.34055	validation-mlogloss:1.33827
[4]	train-mlogloss:1.32971	validation-mlogloss:1.32679
[5]	train-mlogloss:1.31914	validation-mlogloss:1.31569
[6]	train-mlogloss:1.30916	validation-mlogloss:1.30546
[7]	train-mlogloss:1.29914	validation-mlogloss:1.29494
[8]	train-mlogloss:1.28935	validation-mlogloss:1.28482
[9]	train-mlogloss:1.27943	validation-mlogloss:1.27416
[10]	train-mlogloss:1.26980	validation-mlogloss:1.26398
[11]	train-mlogloss:1.26018	validation-mlogloss:1.25379
[12]	train-mlogloss:1.25099	validation-mlogloss:1.24416
[13]	train-mlogloss:1.24166	validation-mlogloss:1.23464
[14]	train-mlogloss:1.23272	validation-mlogloss:1.22526
[15]	train-mlogloss:1.22390	validation-mlogloss:1.21626
[16]	train-mlogloss:1.21550	validation-mlogloss:1.20768
[17]	train-mlogloss:1.20685	validation-mlogloss:1.19880
[18]	train-mlogloss:1.19850	validation-mlogloss:1.19005
[19]	train-mlogloss:1.19060	validation-mlogloss:1.18178
[20]	train-mlogloss:1.18263	validation-mlogloss:1.17359
[21]	train-mlogloss:1.17466	validation-mlogloss:1.16542
[22]	train-mlogloss:1.16687	validation-mlogloss:1.15735
[23]	train-mlogloss:1.15940	validation-mlogloss:1.14994
[24]	train-mlogloss:1.15175	validation-mlogloss:1.14182
[25]	train-mlogloss:1.14414	validation-mlogloss:1.13376
[26]	train-mlogloss:1.13656	validation-mlogloss:1.12590
[27]	train-mlogloss:1.12913	validation-mlogloss:1.11792
[28]	train-mlogloss:1.12212	validation-mlogloss:1.11077
[29]	train-mlogloss:1.11525	validation-mlogloss:1.10352
[30]	train-mlogloss:1.10816	validation-mlogloss:1.09623
[31]	train-mlogloss:1.10165	validation-mlogloss:1.08936
[32]	train-mlogloss:1.09520	validation-mlogloss:1.08281
[33]	train-mlogloss:1.08872	validation-mlogloss:1.07615
[34]	train-mlogloss:1.08219	validation-mlogloss:1.06965
[35]	train-mlogloss:1.07595	validation-mlogloss:1.06305
[36]	train-mlogloss:1.06973	validation-mlogloss:1.05643
[37]	train-mlogloss:1.06355	validation-mlogloss:1.04989
[38]	train-mlogloss:1.05745	validation-mlogloss:1.04340
[39]	train-mlogloss:1.05149	validation-mlogloss:1.03708
[40]	train-mlogloss:1.04542	validation-mlogloss:1.03107
[41]	train-mlogloss:1.03965	validation-mlogloss:1.02497
[42]	train-mlogloss:1.03397	validation-mlogloss:1.01884
[43]	train-mlogloss:1.02821	validation-mlogloss:1.01262
[44]	train-mlogloss:1.02274	validation-mlogloss:1.00712
[45]	train-mlogloss:1.01710	validation-mlogloss:1.00150
[46]	train-mlogloss:1.01171	validation-mlogloss:0.99589
[47]	train-mlogloss:1.00630	validation-mlogloss:0.99061
[48]	train-mlogloss:1.00096	validation-mlogloss:0.98514
[49]	train-mlogloss:0.99571	validation-mlogloss:0.97980
[50]	train-mlogloss:0.99026	validation-mlogloss:0.97452
[51]	train-mlogloss:0.98505	validation-mlogloss:0.96911
[52]	train-mlogloss:0.97990	validation-mlogloss:0.96368
[53]	train-mlogloss:0.97505	validation-mlogloss:0.95858
[54]	train-mlogloss:0.97011	validation-mlogloss:0.95343
[55]	train-mlogloss:0.96540	validation-mlogloss:0.94849
[56]	train-mlogloss:0.96073	validation-mlogloss:0.94371
[57]	train-mlogloss:0.95607	validation-mlogloss:0.93891
[58]	train-mlogloss:0.95160	validation-mlogloss:0.93421
[59]	train-mlogloss:0.94721	validation-mlogloss:0.92964
[60]	train-mlogloss:0.94252	validation-mlogloss:0.92485
[61]	train-mlogloss:0.93813	validation-mlogloss:0.92050
[62]	train-mlogloss:0.93366	validation-mlogloss:0.91591
[63]	train-mlogloss:0.92918	validation-mlogloss:0.91130
[64]	train-mlogloss:0.92468	validation-mlogloss:0.90670
[65]	train-mlogloss:0.92052	validation-mlogloss:0.90241
[66]	train-mlogloss:0.91641	validation-mlogloss:0.89807
[67]	train-mlogloss:0.91222	validation-mlogloss:0.89364
[68]	train-mlogloss:0.90819	validation-mlogloss:0.88966
[69]	train-mlogloss:0.90414	validation-mlogloss:0.88549
[70]	train-mlogloss:0.89995	validation-mlogloss:0.88137
[71]	train-mlogloss:0.89584	validation-mlogloss:0.87725
[72]	train-mlogloss:0.89195	validation-mlogloss:0.87342
[73]	train-mlogloss:0.88798	validation-mlogloss:0.86905
[74]	train-mlogloss:0.88417	validation-mlogloss:0.86520
[75]	train-mlogloss:0.88055	validation-mlogloss:0.86153
[76]	train-mlogloss:0.87682	validation-mlogloss:0.85763
[77]	train-mlogloss:0.87312	validation-mlogloss:0.85389
[78]	train-mlogloss:0.86953	validation-mlogloss:0.85028
[79]	train-mlogloss:0.86573	validation-mlogloss:0.84637
[80]	train-mlogloss:0.86217	validation-mlogloss:0.84278
[81]	train-mlogloss:0.85875	validation-mlogloss:0.83926
[82]	train-mlogloss:0.85538	validation-mlogloss:0.83569
[83]	train-mlogloss:0.85192	validation-mlogloss:0.83219
[84]	train-mlogloss:0.84852	validation-mlogloss:0.82875
[85]	train-mlogloss:0.84539	validation-mlogloss:0.82556
[86]	train-mlogloss:0.84224	validation-mlogloss:0.82228
[87]	train-mlogloss:0.83913	validation-mlogloss:0.81900
[88]	train-mlogloss:0.83592	validation-mlogloss:0.81570
[89]	train-mlogloss:0.83270	validation-mlogloss:0.81229
[90]	train-mlogloss:0.82961	validation-mlogloss:0.80900
[91]	train-mlogloss:0.82651	validation-mlogloss:0.80565
[92]	train-mlogloss:0.82327	validation-mlogloss:0.80230
[93]	train-mlogloss:0.82016	validation-mlogloss:0.79923
[94]	train-mlogloss:0.81730	validation-mlogloss:0.79617
[95]	train-mlogloss:0.81415	validation-mlogloss:0.79289
[96]	train-mlogloss:0.81116	validation-mlogloss:0.78974
[97]	train-mlogloss:0.80831	validation-mlogloss:0.78679
[98]	train-mlogloss:0.80548	validation-mlogloss:0.78380
[99]	train-mlogloss:0.80277	validation-mlogloss:0.78101
[100]	train-mlogloss:0.79998	validation-mlogloss:0.77804
[101]	train-mlogloss:0.79732	validation-mlogloss:0.77546
[102]	train-mlogloss:0.79475	validation-mlogloss:0.77273
[103]	train-mlogloss:0.79183	validation-mlogloss:0.76984
[104]	train-mlogloss:0.78917	validation-mlogloss:0.76692
[105]	train-mlogloss:0.78651	validation-mlogloss:0.76413
[106]	train-mlogloss:0.78378	validation-mlogloss:0.76134
[107]	train-mlogloss:0.78121	validation-mlogloss:0.75867
[108]	train-mlogloss:0.77862	validation-mlogloss:0.75593
[109]	train-mlogloss:0.77591	validation-mlogloss:0.75317
[110]	train-mlogloss:0.77363	validation-mlogloss:0.75078
[111]	train-mlogloss:0.77098	validation-mlogloss:0.74813
[112]	train-mlogloss:0.76867	validation-mlogloss:0.74588
[113]	train-mlogloss:0.76636	validation-mlogloss:0.74353
[114]	train-mlogloss:0.76396	validation-mlogloss:0.74112
[115]	train-mlogloss:0.76161	validation-mlogloss:0.73872
[116]	train-mlogloss:0.75932	validation-mlogloss:0.73630
[117]	train-mlogloss:0.75708	validation-mlogloss:0.73393
[118]	train-mlogloss:0.75473	validation-mlogloss:0.73156
[119]	train-mlogloss:0.75261	validation-mlogloss:0.72940
[120]	train-mlogloss:0.75042	validation-mlogloss:0.72726
[121]	train-mlogloss:0.74806	validation-mlogloss:0.72492
[122]	train-mlogloss:0.74596	validation-mlogloss:0.72267
[123]	train-mlogloss:0.74365	validation-mlogloss:0.72041
[124]	train-mlogloss:0.74143	validation-mlogloss:0.71814
[125]	train-mlogloss:0.73916	validation-mlogloss:0.71586
[126]	train-mlogloss:0.73707	validation-mlogloss:0.71368
[127]	train-mlogloss:0.73483	validation-mlogloss:0.71147
[128]	train-mlogloss:0.73281	validation-mlogloss:0.70936
[129]	train-mlogloss:0.73082	validation-mlogloss:0.70733
[130]	train-mlogloss:0.72885	validation-mlogloss:0.70515
[131]	train-mlogloss:0.72673	validation-mlogloss:0.70306
[132]	train-mlogloss:0.72459	validation-mlogloss:0.70095
[133]	train-mlogloss:0.72254	validation-mlogloss:0.69893
[134]	train-mlogloss:0.72070	validation-mlogloss:0.69704
[135]	train-mlogloss:0.71873	validation-mlogloss:0.69507
[136]	train-mlogloss:0.71667	validation-mlogloss:0.69285
[137]	train-mlogloss:0.71496	validation-mlogloss:0.69114
[138]	train-mlogloss:0.71330	validation-mlogloss:0.68944
[139]	train-mlogloss:0.71147	validation-mlogloss:0.68756
[140]	train-mlogloss:0.70980	validation-mlogloss:0.68575
[141]	train-mlogloss:0.70818	validation-mlogloss:0.68421
[142]	train-mlogloss:0.70636	validation-mlogloss:0.68231
[143]	train-mlogloss:0.70453	validation-mlogloss:0.68046
[144]	train-mlogloss:0.70285	validation-mlogloss:0.67854
[145]	train-mlogloss:0.70104	validation-mlogloss:0.67674
[146]	train-mlogloss:0.69929	validation-mlogloss:0.67499
[147]	train-mlogloss:0.69746	validation-mlogloss:0.67321
[148]	train-mlogloss:0.69583	validation-mlogloss:0.67155
[149]	train-mlogloss:0.69418	validation-mlogloss:0.66981
[150]	train-mlogloss:0.69241	validation-mlogloss:0.66807
[151]	train-mlogloss:0.69068	validation-mlogloss:0.66631
[152]	train-mlogloss:0.68918	validation-mlogloss:0.66497
[153]	train-mlogloss:0.68755	validation-mlogloss:0.66336
[154]	train-mlogloss:0.68609	validation-mlogloss:0.66197
[155]	train-mlogloss:0.68464	validation-mlogloss:0.66053
[156]	train-mlogloss:0.68310	validation-mlogloss:0.65893
[157]	train-mlogloss:0.68146	validation-mlogloss:0.65733
[158]	train-mlogloss:0.67985	validation-mlogloss:0.65563
[159]	train-mlogloss:0.67825	validation-mlogloss:0.65403
[160]	train-mlogloss:0.67677	validation-mlogloss:0.65250
[161]	train-mlogloss:0.67521	validation-mlogloss:0.65074
[162]	train-mlogloss:0.67371	validation-mlogloss:0.64925
[163]	train-mlogloss:0.67231	validation-mlogloss:0.64784
[164]	train-mlogloss:0.67086	validation-mlogloss:0.64642
[165]	train-mlogloss:0.66938	validation-mlogloss:0.64495
[166]	train-mlogloss:0.66787	validation-mlogloss:0.64339
[167]	train-mlogloss:0.66656	validation-mlogloss:0.64200
[168]	train-mlogloss:0.66516	validation-mlogloss:0.64058
[169]	train-mlogloss:0.66376	validation-mlogloss:0.63915
[170]	train-mlogloss:0.66230	validation-mlogloss:0.63771
[171]	train-mlogloss:0.66091	validation-mlogloss:0.63636
[172]	train-mlogloss:0.65963	validation-mlogloss:0.63497
[173]	train-mlogloss:0.65826	validation-mlogloss:0.63366
[174]	train-mlogloss:0.65684	validation-mlogloss:0.63227
[175]	train-mlogloss:0.65547	validation-mlogloss:0.63082
[176]	train-mlogloss:0.65415	validation-mlogloss:0.62952
[177]	train-mlogloss:0.65296	validation-mlogloss:0.62832
[178]	train-mlogloss:0.65166	validation-mlogloss:0.62699
[179]	train-mlogloss:0.65049	validation-mlogloss:0.62586
[180]	train-mlogloss:0.64922	validation-mlogloss:0.62464
[181]	train-mlogloss:0.64794	validation-mlogloss:0.62342
[182]	train-mlogloss:0.64663	validation-mlogloss:0.62205
[183]	train-mlogloss:0.64554	validation-mlogloss:0.62085
[184]	train-mlogloss:0.64434	validation-mlogloss:0.61966
[185]	train-mlogloss:0.64309	validation-mlogloss:0.61849
[186]	train-mlogloss:0.64195	validation-mlogloss:0.61751
[187]	train-mlogloss:0.64092	validation-mlogloss:0.61654
[188]	train-mlogloss:0.63980	validation-mlogloss:0.61533
[189]	train-mlogloss:0.63856	validation-mlogloss:0.61400
[190]	train-mlogloss:0.63739	validation-mlogloss:0.61286
[191]	train-mlogloss:0.63627	validation-mlogloss:0.61182
[192]	train-mlogloss:0.63515	validation-mlogloss:0.61073
[193]	train-mlogloss:0.63414	validation-mlogloss:0.60963
[194]	train-mlogloss:0.63297	validation-mlogloss:0.60836
[195]	train-mlogloss:0.63192	validation-mlogloss:0.60727
[196]	train-mlogloss:0.63094	validation-mlogloss:0.60625
[197]	train-mlogloss:0.62990	validation-mlogloss:0.60524
[198]	train-mlogloss:0.62879	validation-mlogloss:0.60420
[199]	train-mlogloss:0.62774	validation-mlogloss:0.60318
[200]	train-mlogloss:0.62672	validation-mlogloss:0.60219
[201]	train-mlogloss:0.62576	validation-mlogloss:0.60128
[202]	train-mlogloss:0.62479	validation-mlogloss:0.60027
[203]	train-mlogloss:0.62375	validation-mlogloss:0.59927
[204]	train-mlogloss:0.62272	validation-mlogloss:0.59833
[205]	train-mlogloss:0.62167	validation-mlogloss:0.59731
[206]	train-mlogloss:0.62071	validation-mlogloss:0.59630
[207]	train-mlogloss:0.61980	validation-mlogloss:0.59540
[208]	train-mlogloss:0.61879	validation-mlogloss:0.59447
[209]	train-mlogloss:0.61779	validation-mlogloss:0.59332
[210]	train-mlogloss:0.61681	validation-mlogloss:0.59229
[211]	train-mlogloss:0.61580	validation-mlogloss:0.59117
[212]	train-mlogloss:0.61492	validation-mlogloss:0.59029
[213]	train-mlogloss:0.61399	validation-mlogloss:0.58942
[214]	train-mlogloss:0.61306	validation-mlogloss:0.58846
[215]	train-mlogloss:0.61219	validation-mlogloss:0.58755
[216]	train-mlogloss:0.61124	validation-mlogloss:0.58656
[217]	train-mlogloss:0.61035	validation-mlogloss:0.58563
[218]	train-mlogloss:0.60948	validation-mlogloss:0.58479
[219]	train-mlogloss:0.60867	validation-mlogloss:0.58401
[220]	train-mlogloss:0.60781	validation-mlogloss:0.58321
[221]	train-mlogloss:0.60695	validation-mlogloss:0.58234
[222]	train-mlogloss:0.60612	validation-mlogloss:0.58147
[223]	train-mlogloss:0.60526	validation-mlogloss:0.58063
[224]	train-mlogloss:0.60440	validation-mlogloss:0.57982
[225]	train-mlogloss:0.60361	validation-mlogloss:0.57906
[226]	train-mlogloss:0.60276	validation-mlogloss:0.57832
[227]	train-mlogloss:0.60199	validation-mlogloss:0.57763
[228]	train-mlogloss:0.60120	validation-mlogloss:0.57694
[229]	train-mlogloss:0.60049	validation-mlogloss:0.57620
[230]	train-mlogloss:0.59968	validation-mlogloss:0.57535
[231]	train-mlogloss:0.59882	validation-mlogloss:0.57438
[232]	train-mlogloss:0.59804	validation-mlogloss:0.57370
[233]	train-mlogloss:0.59736	validation-mlogloss:0.57297
[234]	train-mlogloss:0.59658	validation-mlogloss:0.57231
[235]	train-mlogloss:0.59580	validation-mlogloss:0.57159
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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)
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Training a non-convolutional model.
Loaded model from disk.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[2 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.16 [%]
Global accuracy score (test) = 81.34 [%]
Global F1 score (train) = 79.55 [%]
Global F1 score (test) = 81.88 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.65      0.73      0.68       350
MODERATE-INTENSITY       0.69      0.66      0.68       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.97      0.92      0.95       322

          accuracy                           0.81      1372
         macro avg       0.82      0.82      0.82      1372
      weighted avg       0.82      0.81      0.82      1372


Accuracy capturado en la ejecución 29: 81.34 [%]
F1-score capturado en la ejecución 29: 81.88 [%]

=== 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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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1372, 91)
(9708, 91)
[[2.]
 [2.]
 [2.]
 ...
 [0.]
 [0.]
 [0.]]
(1372, 1)
[1 2 2 ... 0 0 0]
(1372,)
-------------------------------------------------

Global accuracy score (train) = 79.36 [%]
Global accuracy score (test) = 79.81 [%]
Global F1 score (train) = 79.74 [%]
Global F1 score (test) = 80.44 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.74      0.66       350
MODERATE-INTENSITY       0.68      0.59      0.63       350
         SEDENTARY       0.99      0.95      0.97       350
VIGOROUS-INTENSITY       0.99      0.92      0.95       322

          accuracy                           0.80      1372
         macro avg       0.81      0.80      0.80      1372
      weighted avg       0.81      0.80      0.80      1372


Accuracy capturado en la ejecución 30: 79.81 [%]
F1-score capturado en la ejecución 30: 80.44 [%]

=== RESUMEN FINAL ===
Accuracies: [79.88, 80.98, 80.47, 79.23, 80.69, 80.17, 80.54, 80.32, 78.86, 81.27, 80.54, 79.52, 80.83, 79.81, 80.32, 80.76, 79.81, 79.74, 78.86, 79.96, 78.86, 81.12, 79.08, 79.52, 80.47, 81.41, 80.98, 80.25, 81.34, 79.81]
F1-scores: [80.5, 81.48, 81.07, 79.73, 81.26, 80.78, 81.07, 80.87, 79.43, 81.82, 81.06, 80.06, 81.24, 80.37, 80.97, 81.23, 80.39, 80.3, 79.5, 80.65, 79.52, 81.69, 79.68, 80.05, 81.07, 81.92, 81.55, 80.82, 81.88, 80.44]
Accuracy mean: 80.1800 | std: 0.7451
F1 mean: 80.7467 | std: 0.7226

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