2025-11-07 10:37:22.994201: 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`.
2025-11-07 10:37:23.008282: 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 00:00:1762508243.023030 2395466 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508243.027526 2395466 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508243.038306 2395466 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508243.038328 2395466 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508243.038330 2395466 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508243.038332 2395466 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:37:23.041597: 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(
2025-11-07 10:37:27,289	INFO worker.py:1927 -- Started a local Ray instance.
2025-11-07 10:37:27,972	INFO tune.py:253 -- Initializing Ray automatically. For cluster usage or custom Ray initialization, call `ray.init(...)` before `Tuner(...)`.
2025-11-07 10:37:28,039	INFO trial.py:182 -- Creating a new dirname dir_5fd95_4df4 because trial dirname 'dir_5fd95' already exists.
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2025-11-07 10:37:28,069	INFO trial.py:182 -- Creating a new dirname dir_5fd95_f683 because trial dirname 'dir_5fd95' already exists.
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2025-11-07 10:37:28,076	INFO trial.py:182 -- Creating a new dirname dir_5fd95_39d8 because trial dirname 'dir_5fd95' already exists.
2025-11-07 10:37:28,079	INFO trial.py:182 -- Creating a new dirname dir_5fd95_fc2b because trial dirname 'dir_5fd95' already exists.
2025-11-07 10:37:28,083	INFO trial.py:182 -- Creating a new dirname dir_5fd95_f163 because trial dirname 'dir_5fd95' already exists.
2025-11-07 10:37:28,087	INFO trial.py:182 -- Creating a new dirname dir_5fd95_b2af because trial dirname 'dir_5fd95' already exists.
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1 GPU(s) detected and VRAM set to crossover mode..
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Training a non-convolutional model.
Se lanza la búsqueda de hiperparámetros óptimos del modelo.
╭───────────────────────────────────────────────────────────────────╮
│ Configuration for experiment     XGBoost_hyperparameters_tuning   │
├───────────────────────────────────────────────────────────────────┤
│ Search algorithm                 BasicVariantGenerator            │
│ Scheduler                        AsyncHyperBandScheduler          │
│ Number of trials                 20                               │
╰───────────────────────────────────────────────────────────────────╯

View detailed results here: /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_C/case_C_XGB_acc_superclasses_CPA_METs/XGBoost_hyperparameters_tuning
To visualize your results with TensorBoard, run: `tensorboard --logdir /tmp/ray/session_2025-11-07_10-37-26_570641_2395466/artifacts/2025-11-07_10-37-27/XGBoost_hyperparameters_tuning/driver_artifacts`

Trial status: 20 PENDING
Current time: 2025-11-07 10:37:28. 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_5fd95    PENDING                  281             3        0.011498        0.680629             0.747094   22.9662                    58       9.0561        42.6187              9361 │
│ trial_5fd95    PENDING                  377             3        0.0163183       0.718144             0.792861    6.81871                  147     234.491         84.559               5431 │
│ trial_5fd95    PENDING                  503             3        0.00786478      0.770042             0.619079   17.8275                    71       1.83174      241.25                7971 │
│ trial_5fd95    PENDING                  515             2        0.010348        0.617843             0.629482   26.0083                   183      46.7915       186.36                4150 │
│ trial_5fd95    PENDING                  321             3        0.00846564      0.781588             0.673947   14.2977                   135       6.1327       148.036                323 │
│ trial_5fd95    PENDING                  644             3        0.0084981       0.659095             0.78928    20.5637                    57     493.573         30.4026              8519 │
│ trial_5fd95    PENDING                  425             3        0.0123061       0.747366             0.60546    19.5826                    68      56.3759       286.224               4987 │
│ trial_5fd95    PENDING                  686             2        0.00518609      0.775168             0.560468   29.1092                   131     448.896          7.04957             2019 │
│ trial_5fd95    PENDING                  218             2        0.010918        0.646512             0.647904   11.3263                    91     126.328        665.495               3368 │
│ trial_5fd95    PENDING                  492             3        0.00822957      0.521535             0.769159   13.1611                   149      30.5152       149.054               2059 │
│ trial_5fd95    PENDING                  759             3        0.00580413      0.580151             0.771038   21.126                    144     114.103        127.9                 6401 │
│ trial_5fd95    PENDING                  420             3        0.00763529      0.824739             0.5674      9.71208                  171       6.77669       41.0037               780 │
│ trial_5fd95    PENDING                  331             2        0.0192744       0.622759             0.692704   26.5716                    64       7.64788      600.815               8297 │
│ trial_5fd95    PENDING                  402             3        0.0134491       0.581908             0.643076    7.90818                  145       4.30569      990.61                1135 │
│ trial_5fd95    PENDING                  351             3        0.00564377      0.697152             0.604937   15.7713                   196     661.287          6.24177              677 │
│ trial_5fd95    PENDING                  224             3        0.0166761       0.765505             0.816218   19.8747                   147       9.59551       42.8706              2096 │
│ trial_5fd95    PENDING                  483             3        0.0108328       0.82069              0.627123   16.0053                    70     464.251        599.629               7772 │
│ trial_5fd95    PENDING                  673             2        0.0187443       0.542524             0.749029   17.1649                    96       2.8971       477.371               9306 │
│ trial_5fd95    PENDING                  581             2        0.0186869       0.660209             0.755025   17.7383                   130       5.13309        6.17487             1801 │
│ trial_5fd95    PENDING                  778             3        0.00964987      0.60782              0.617102   14.084                    138      21.5309       199.407               7100 │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.60546 │
│ gamma                        19.5826 │
│ learning_rate                0.01231 │
│ max_depth                          3 │
│ min_child_weight                  68 │
│ num_boost_round                  425 │
│ random_state                    4987 │
│ reg_alpha                    56.3759 │
│ reg_lambda                   286.224 │
│ subsample                    0.74737 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.74709 │
│ gamma                        22.9662 │
│ learning_rate                 0.0115 │
│ max_depth                          3 │
│ min_child_weight                  58 │
│ num_boost_round                  281 │
│ random_state                    9361 │
│ reg_alpha                     9.0561 │
│ reg_lambda                   42.6187 │
│ subsample                    0.68063 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.62948 │
│ gamma                        26.0084 │
│ learning_rate                0.01035 │
│ max_depth                          2 │
│ min_child_weight                 183 │
│ num_boost_round                  515 │
│ random_state                    4150 │
│ reg_alpha                    46.7915 │
│ reg_lambda                    186.36 │
│ subsample                    0.61784 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.76916 │
│ gamma                        13.1611 │
│ learning_rate                0.00823 │
│ max_depth                          3 │
│ min_child_weight                 149 │
│ num_boost_round                  492 │
│ random_state                    2059 │
│ reg_alpha                    30.5151 │
│ reg_lambda                   149.054 │
│ subsample                    0.52153 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.64308 │
│ gamma                        7.90818 │
│ learning_rate                0.01345 │
│ max_depth                          3 │
│ min_child_weight                 145 │
│ num_boost_round                  402 │
│ random_state                    1135 │
│ reg_alpha                    4.30569 │
│ reg_lambda                    990.61 │
│ subsample                    0.58191 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.67395 │
│ gamma                        14.2977 │
│ learning_rate                0.00847 │
│ max_depth                          3 │
│ min_child_weight                 135 │
│ num_boost_round                  321 │
│ random_state                     323 │
│ reg_alpha                     6.1327 │
│ reg_lambda                   148.036 │
│ subsample                    0.78159 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.79286 │
│ gamma                        6.81871 │
│ learning_rate                0.01632 │
│ max_depth                          3 │
│ min_child_weight                 147 │
│ num_boost_round                  377 │
│ random_state                    5431 │
│ reg_alpha                    234.491 │
│ reg_lambda                    84.559 │
│ subsample                    0.71814 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.75503 │
│ gamma                        17.7383 │
│ learning_rate                0.01869 │
│ max_depth                          2 │
│ min_child_weight                 130 │
│ num_boost_round                  581 │
│ random_state                    1801 │
│ reg_alpha                    5.13309 │
│ reg_lambda                   6.17487 │
│ subsample                    0.66021 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.81622 │
│ gamma                        19.8747 │
│ learning_rate                0.01668 │
│ max_depth                          3 │
│ min_child_weight                 147 │
│ num_boost_round                  224 │
│ random_state                    2096 │
│ reg_alpha                    9.59551 │
│ reg_lambda                   42.8706 │
│ subsample                    0.76551 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.56047 │
│ gamma                        29.1092 │
│ learning_rate                0.00519 │
│ max_depth                          2 │
│ min_child_weight                 131 │
│ num_boost_round                  686 │
│ random_state                    2019 │
│ reg_alpha                    448.896 │
│ reg_lambda                   7.04957 │
│ subsample                    0.77517 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.5674 │
│ gamma                        9.71208 │
│ learning_rate                0.00764 │
│ max_depth                          3 │
│ min_child_weight                 171 │
│ num_boost_round                  420 │
│ random_state                     780 │
│ reg_alpha                    6.77669 │
│ reg_lambda                   41.0037 │
│ subsample                    0.82474 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
[36m(train_xgb_ray_tune pid=2397085)[0m 2025-11-07 10:37:31.222295: 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=2397085)[0m 2025-11-07 10:37:31.244358: 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=2397106)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
[36m(train_xgb_ray_tune pid=2397106)[0m E0000 00:00:1762508251.203192 2398232 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=2397106)[0m E0000 00:00:1762508251.211974 2398232 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=2397106)[0m W0000 00:00:1762508251.234163 2398232 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=2397106)[0m W0000 00:00:1762508251.234203 2398232 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=2397106)[0m W0000 00:00:1762508251.234205 2398232 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=2397106)[0m W0000 00:00:1762508251.234208 2398232 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=2397106)[0m 2025-11-07 10:37:31.240674: 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=2397106)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.61908 │
│ gamma                        17.8275 │
│ learning_rate                0.00786 │
│ max_depth                          3 │
│ min_child_weight                  71 │
│ num_boost_round                  503 │
│ random_state                    7971 │
│ reg_alpha                    1.83174 │
│ reg_lambda                    241.25 │
│ subsample                    0.77004 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.6171 │
│ gamma                         14.084 │
│ learning_rate                0.00965 │
│ max_depth                          3 │
│ min_child_weight                 138 │
│ num_boost_round                  778 │
│ random_state                    7100 │
│ reg_alpha                    21.5309 │
│ reg_lambda                   199.407 │
│ subsample                    0.60782 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.6479 │
│ gamma                        11.3263 │
│ learning_rate                0.01092 │
│ max_depth                          2 │
│ min_child_weight                  91 │
│ num_boost_round                  218 │
│ random_state                    3368 │
│ reg_alpha                    126.328 │
│ reg_lambda                   665.495 │
│ subsample                    0.64651 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.77104 │
│ gamma                         21.126 │
│ learning_rate                 0.0058 │
│ max_depth                          3 │
│ min_child_weight                 144 │
│ num_boost_round                  759 │
│ random_state                    6401 │
│ reg_alpha                    114.103 │
│ reg_lambda                     127.9 │
│ subsample                    0.58015 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.62712 │
│ gamma                        16.0053 │
│ learning_rate                0.01083 │
│ max_depth                          3 │
│ min_child_weight                  70 │
│ num_boost_round                  483 │
│ random_state                    7772 │
│ reg_alpha                    464.251 │
│ reg_lambda                   599.629 │
│ subsample                    0.82069 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.60494 │
│ gamma                        15.7713 │
│ learning_rate                0.00564 │
│ max_depth                          3 │
│ min_child_weight                 196 │
│ num_boost_round                  351 │
│ random_state                     677 │
│ reg_alpha                    661.287 │
│ reg_lambda                   6.24177 │
│ subsample                    0.69715 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.78928 │
│ gamma                        20.5637 │
│ learning_rate                 0.0085 │
│ max_depth                          3 │
│ min_child_weight                  57 │
│ num_boost_round                  644 │
│ random_state                    8519 │
│ reg_alpha                    493.573 │
│ reg_lambda                   30.4026 │
│ subsample                     0.6591 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.6927 │
│ gamma                        26.5716 │
│ learning_rate                0.01927 │
│ max_depth                          2 │
│ min_child_weight                  64 │
│ num_boost_round                  331 │
│ random_state                    8297 │
│ reg_alpha                    7.64788 │
│ reg_lambda                   600.815 │
│ subsample                    0.62276 │
╰──────────────────────────────────────╯
Trial trial_5fd95 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_5fd95 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.74903 │
│ gamma                        17.1649 │
│ learning_rate                0.01874 │
│ max_depth                          2 │
│ min_child_weight                  96 │
│ num_boost_round                  673 │
│ random_state                    9306 │
│ reg_alpha                     2.8971 │
│ reg_lambda                   477.371 │
│ subsample                    0.54252 │
╰──────────────────────────────────────╯
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[36m(train_xgb_ray_tune pid=2397109)[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=2397109)[0m   _log_deprecation_warning(
[36m(train_xgb_ray_tune pid=2397116)[0m 2025-11-07 10:37:31.673273: 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=2397119)[0m 2025-11-07 10:37:31.614551: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=2397116)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=2397116)[0m E0000 00:00:1762508251.726570 2398365 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=2397116)[0m E0000 00:00:1762508251.735203 2398365 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=2397116)[0m W0000 00:00:1762508251.756203 2398365 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=2397116)[0m 2025-11-07 10:37:31.762511: 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=2397116)[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_5fd95 finished iteration 1 at 2025-11-07 10:37:38. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.08748 │
│ time_total_s                 7.08748 │
│ training_iteration                 1 │
│ validation_accuracy          0.60534 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:38. Total running time: 10s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:38. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.51829 │
│ time_total_s                 7.51829 │
│ training_iteration                 1 │
│ validation_accuracy          0.67135 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:38. Total running time: 10s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:38. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.96514 │
│ time_total_s                 7.96514 │
│ training_iteration                 1 │
│ validation_accuracy          0.66117 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:38. Total running time: 10s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:38. Total running time: 10s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.72419 │
│ time_total_s                 7.72419 │
│ training_iteration                 1 │
│ validation_accuracy          0.44487 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:38. Total running time: 10s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:39. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             7.90572 │
│ time_total_s                 7.90572 │
│ training_iteration                 1 │
│ validation_accuracy          0.62079 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:39. Total running time: 11s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:39. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.38819 │
│ time_total_s                 8.38819 │
│ training_iteration                 1 │
│ validation_accuracy          0.66538 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:39. Total running time: 11s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:39. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.35527 │
│ time_total_s                 8.35527 │
│ training_iteration                 1 │
│ validation_accuracy          0.63027 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:39. Total running time: 11s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:39. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.95048 │
│ time_total_s                 8.95048 │
│ training_iteration                 1 │
│ validation_accuracy          0.65028 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:39. Total running time: 11s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:39. Total running time: 11s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             8.79652 │
│ time_total_s                 8.79652 │
│ training_iteration                 1 │
│ validation_accuracy          0.57549 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:39. Total running time: 11s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:40. Total running time: 12s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             9.19409 │
│ time_total_s                 9.19409 │
│ training_iteration                 1 │
│ validation_accuracy          0.62079 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:40. Total running time: 12s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:40. Total running time: 12s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             9.31128 │
│ time_total_s                 9.31128 │
│ training_iteration                 1 │
│ validation_accuracy           0.6401 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:40. Total running time: 12s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:40. Total running time: 12s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             9.25759 │
│ time_total_s                 9.25759 │
│ training_iteration                 1 │
│ validation_accuracy          0.44417 │
╰──────────────────────────────────────╯
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Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:40. Total running time: 12s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:40. Total running time: 12s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              9.3736 │
│ time_total_s                  9.3736 │
│ training_iteration                 1 │
│ validation_accuracy          0.67451 │
╰──────────────────────────────────────╯

Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:40. Total running time: 12s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:40. Total running time: 12s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             9.60408 │
│ time_total_s                 9.60408 │
│ training_iteration                 1 │
│ validation_accuracy          0.66959 │
╰──────────────────────────────────────╯

Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:40. Total running time: 12s

Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:40. Total running time: 12s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             9.75195 │
│ time_total_s                 9.75195 │
│ training_iteration                 1 │
│ validation_accuracy           0.6552 │
╰──────────────────────────────────────╯

Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:40. Total running time: 12s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:41. Total running time: 13s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             9.91446 │
│ time_total_s                 9.91446 │
│ training_iteration                 1 │
│ validation_accuracy          0.53371 │
╰──────────────────────────────────────╯

Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:41. Total running time: 13s
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:41. Total running time: 13s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             10.0111 │
│ time_total_s                 10.0111 │
│ training_iteration                 1 │
│ validation_accuracy          0.66784 │
╰──────────────────────────────────────╯

Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:41. Total running time: 13s

Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:41. Total running time: 13s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             9.95253 │
│ time_total_s                 9.95253 │
│ training_iteration                 1 │
│ validation_accuracy          0.63097 │
╰──────────────────────────────────────╯

Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:41. Total running time: 13s
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2025-11-07 10:37:42,108	INFO tune.py:1009 -- Wrote the latest version of all result files and experiment state to '/mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_C/case_C_XGB_acc_superclasses_CPA_METs/XGBoost_hyperparameters_tuning' in 0.0162s.
[36m(train_xgb_ray_tune pid=2397117)[0m [757]	train-mlogloss:0.81555	validation-mlogloss:0.81581
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[36m(train_xgb_ray_tune pid=2397117)[0m [760]	train-mlogloss:0.81542	validation-mlogloss:0.81569

Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:41. Total running time: 13s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             10.7546 │
│ time_total_s                 10.7546 │
│ training_iteration                 1 │
│ validation_accuracy           0.6236 │
╰──────────────────────────────────────╯

Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:41. Total running time: 13s
[36m(train_xgb_ray_tune pid=2397117)[0m [761]	train-mlogloss:0.81535	validation-mlogloss:0.81564
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Trial trial_5fd95 finished iteration 1 at 2025-11-07 10:37:42. Total running time: 14s
╭──────────────────────────────────────╮
│ Trial trial_5fd95 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             10.9542 │
│ time_total_s                 10.9542 │
│ training_iteration                 1 │
│ validation_accuracy          0.66011 │
╰──────────────────────────────────────╯

Trial trial_5fd95 completed after 1 iterations at 2025-11-07 10:37:42. Total running time: 14s

Trial status: 20 TERMINATED
Current time: 2025-11-07 10:37:42. Total running time: 14s
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_5fd95    TERMINATED                 281             3        0.011498        0.680629             0.747094   22.9662                    58       9.0561        42.6187              9361        1            7.96514                0.661166 │
│ trial_5fd95    TERMINATED                 377             3        0.0163183       0.718144             0.792861    6.81871                  147     234.491         84.559               5431        1            8.35527                0.630267 │
│ trial_5fd95    TERMINATED                 503             3        0.00786478      0.770042             0.619079   17.8275                    71       1.83174      241.25                7971        1           10.0111                 0.667837 │
│ trial_5fd95    TERMINATED                 515             2        0.010348        0.617843             0.629482   26.0083                   183      46.7915       186.36                4150        1            9.19409                0.620787 │
│ trial_5fd95    TERMINATED                 321             3        0.00846564      0.781588             0.673947   14.2977                   135       6.1327       148.036                323        1            8.38819                0.665379 │
│ trial_5fd95    TERMINATED                 644             3        0.0084981       0.659095             0.78928    20.5637                    57     493.573         30.4026              8519        1            9.25759                0.444171 │
│ trial_5fd95    TERMINATED                 425             3        0.0123061       0.747366             0.60546    19.5826                    68      56.3759       286.224               4987        1            8.95048                0.650281 │
│ trial_5fd95    TERMINATED                 686             2        0.00518609      0.775168             0.560468   29.1092                   131     448.896          7.04957             2019        1            9.91446                0.533708 │
│ trial_5fd95    TERMINATED                 218             2        0.010918        0.646512             0.647904   11.3263                    91     126.328        665.495               3368        1            7.08748                0.605337 │
│ trial_5fd95    TERMINATED                 492             3        0.00822957      0.521535             0.769159   13.1611                   149      30.5152       149.054               2059        1            9.75195                0.655197 │
│ trial_5fd95    TERMINATED                 759             3        0.00580413      0.580151             0.771038   21.126                    144     114.103        127.9                 6401        1           10.7546                 0.623596 │
│ trial_5fd95    TERMINATED                 420             3        0.00763529      0.824739             0.5674      9.71208                  171       6.77669       41.0037               780        1            9.3736                 0.674508 │
│ trial_5fd95    TERMINATED                 331             2        0.0192744       0.622759             0.692704   26.5716                    64       7.64788      600.815               8297        1            7.90572                0.620787 │
│ trial_5fd95    TERMINATED                 402             3        0.0134491       0.581908             0.643076    7.90818                  145       4.30569      990.61                1135        1            9.31128                0.640098 │
│ trial_5fd95    TERMINATED                 351             3        0.00564377      0.697152             0.604937   15.7713                   196     661.287          6.24177              677        1            7.72419                0.444874 │
│ trial_5fd95    TERMINATED                 224             3        0.0166761       0.765505             0.816218   19.8747                   147       9.59551       42.8706              2096        1            7.51829                0.671348 │
│ trial_5fd95    TERMINATED                 483             3        0.0108328       0.82069              0.627123   16.0053                    70     464.251        599.629               7772        1            8.79652                0.575492 │
│ trial_5fd95    TERMINATED                 673             2        0.0187443       0.542524             0.749029   17.1649                    96       2.8971       477.371               9306        1            9.95253                0.630969 │
│ trial_5fd95    TERMINATED                 581             2        0.0186869       0.660209             0.755025   17.7383                   130       5.13309        6.17487             1801        1            9.60408                0.669593 │
│ trial_5fd95    TERMINATED                 778             3        0.00964987      0.60782              0.617102   14.084                    138      21.5309       199.407               7100        1           10.9542                 0.660112 │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Mejores hiperparámetros XGBoost: {'num_boost_round': 420, 'max_depth': 3, 'learning_rate': 0.0076352874834214116, 'subsample': 0.8247392018236993, 'colsample_bytree': 0.5674003244579177, 'gamma': 9.712079281997758, 'min_child_weight': 171, 'reg_alpha': 6.7766884665498734, 'reg_lambda': 41.00371929819084, 'random_state': 780}
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Saved model to disk.
[36m(train_xgb_ray_tune pid=2397117)[0m /home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/train/_internal/session.py:772: RayDeprecationWarning: `ray.train.report` should be switched to `ray.tune.report` when running in a function passed to Ray Tune. This will be an error in the future. See this issue for more context: https://github.com/ray-project/ray/issues/49454[32m [repeated 19x across cluster][0m
[36m(train_xgb_ray_tune pid=2397117)[0m   _log_deprecation_warning([32m [repeated 19x across cluster][0m
2025-11-07 10:37:52.595091: 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`.
2025-11-07 10:37:52.606471: 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 00:00:1762508272.620215 2398785 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508272.624325 2398785 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508272.634803 2398785 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508272.634822 2398785 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508272.634824 2398785 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508272.634825 2398785 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:37:52.637965: 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)
Training a non-convolutional model.
[0]	train-mlogloss:1.38183	validation-mlogloss:1.38180
[1]	train-mlogloss:1.37754	validation-mlogloss:1.37761
[2]	train-mlogloss:1.37291	validation-mlogloss:1.37334
[3]	train-mlogloss:1.36874	validation-mlogloss:1.36924
[4]	train-mlogloss:1.36453	validation-mlogloss:1.36508
[5]	train-mlogloss:1.36024	validation-mlogloss:1.36078
[6]	train-mlogloss:1.35600	validation-mlogloss:1.35684
[7]	train-mlogloss:1.35179	validation-mlogloss:1.35271
[8]	train-mlogloss:1.34774	validation-mlogloss:1.34858
[9]	train-mlogloss:1.34368	validation-mlogloss:1.34464
[10]	train-mlogloss:1.33979	validation-mlogloss:1.34090
[11]	train-mlogloss:1.33589	validation-mlogloss:1.33706
[12]	train-mlogloss:1.33163	validation-mlogloss:1.33286
[13]	train-mlogloss:1.32785	validation-mlogloss:1.32913
[14]	train-mlogloss:1.32399	validation-mlogloss:1.32518
[15]	train-mlogloss:1.32009	validation-mlogloss:1.32135
[16]	train-mlogloss:1.31640	validation-mlogloss:1.31774
[17]	train-mlogloss:1.31271	validation-mlogloss:1.31393
[18]	train-mlogloss:1.30900	validation-mlogloss:1.31018
[19]	train-mlogloss:1.30531	validation-mlogloss:1.30636
[20]	train-mlogloss:1.30131	validation-mlogloss:1.30252
[21]	train-mlogloss:1.29748	validation-mlogloss:1.29872
[22]	train-mlogloss:1.29386	validation-mlogloss:1.29499
[23]	train-mlogloss:1.29035	validation-mlogloss:1.29154
[24]	train-mlogloss:1.28686	validation-mlogloss:1.28794
[25]	train-mlogloss:1.28320	validation-mlogloss:1.28443
[26]	train-mlogloss:1.27986	validation-mlogloss:1.28132
[27]	train-mlogloss:1.27639	validation-mlogloss:1.27793
[28]	train-mlogloss:1.27312	validation-mlogloss:1.27457
[29]	train-mlogloss:1.26976	validation-mlogloss:1.27120
[30]	train-mlogloss:1.26650	validation-mlogloss:1.26792
[31]	train-mlogloss:1.26321	validation-mlogloss:1.26456
[32]	train-mlogloss:1.25998	validation-mlogloss:1.26127
[33]	train-mlogloss:1.25682	validation-mlogloss:1.25812
[34]	train-mlogloss:1.25358	validation-mlogloss:1.25489
[35]	train-mlogloss:1.25041	validation-mlogloss:1.25177
[36]	train-mlogloss:1.24725	validation-mlogloss:1.24861
[37]	train-mlogloss:1.24421	validation-mlogloss:1.24556
[38]	train-mlogloss:1.24108	validation-mlogloss:1.24245
[39]	train-mlogloss:1.23802	validation-mlogloss:1.23948
[40]	train-mlogloss:1.23501	validation-mlogloss:1.23644
[41]	train-mlogloss:1.23204	validation-mlogloss:1.23353
[42]	train-mlogloss:1.22894	validation-mlogloss:1.23048
[43]	train-mlogloss:1.22606	validation-mlogloss:1.22754
[44]	train-mlogloss:1.22304	validation-mlogloss:1.22436
[45]	train-mlogloss:1.22025	validation-mlogloss:1.22164
[46]	train-mlogloss:1.21737	validation-mlogloss:1.21869
[47]	train-mlogloss:1.21454	validation-mlogloss:1.21594
[48]	train-mlogloss:1.21160	validation-mlogloss:1.21312
[49]	train-mlogloss:1.20873	validation-mlogloss:1.21030
[50]	train-mlogloss:1.20565	validation-mlogloss:1.20740
[51]	train-mlogloss:1.20287	validation-mlogloss:1.20456
[52]	train-mlogloss:1.20009	validation-mlogloss:1.20179
[53]	train-mlogloss:1.19734	validation-mlogloss:1.19893
[54]	train-mlogloss:1.19464	validation-mlogloss:1.19619
[55]	train-mlogloss:1.19189	validation-mlogloss:1.19353
[56]	train-mlogloss:1.18921	validation-mlogloss:1.19069
[57]	train-mlogloss:1.18660	validation-mlogloss:1.18812
[58]	train-mlogloss:1.18403	validation-mlogloss:1.18563
[59]	train-mlogloss:1.18140	validation-mlogloss:1.18302
[60]	train-mlogloss:1.17896	validation-mlogloss:1.18064
[61]	train-mlogloss:1.17639	validation-mlogloss:1.17790
[62]	train-mlogloss:1.17397	validation-mlogloss:1.17546
[63]	train-mlogloss:1.17152	validation-mlogloss:1.17294
[64]	train-mlogloss:1.16903	validation-mlogloss:1.17044
[65]	train-mlogloss:1.16648	validation-mlogloss:1.16781
[66]	train-mlogloss:1.16403	validation-mlogloss:1.16547
[67]	train-mlogloss:1.16157	validation-mlogloss:1.16308
[68]	train-mlogloss:1.15909	validation-mlogloss:1.16046
[69]	train-mlogloss:1.15655	validation-mlogloss:1.15817
[70]	train-mlogloss:1.15431	validation-mlogloss:1.15605
[71]	train-mlogloss:1.15193	validation-mlogloss:1.15367
[72]	train-mlogloss:1.14959	validation-mlogloss:1.15124
[73]	train-mlogloss:1.14724	validation-mlogloss:1.14889
[74]	train-mlogloss:1.14503	validation-mlogloss:1.14657
[75]	train-mlogloss:1.14274	validation-mlogloss:1.14423
[76]	train-mlogloss:1.14050	validation-mlogloss:1.14195
[77]	train-mlogloss:1.13822	validation-mlogloss:1.13968
[78]	train-mlogloss:1.13576	validation-mlogloss:1.13739
[79]	train-mlogloss:1.13353	validation-mlogloss:1.13508
[80]	train-mlogloss:1.13140	validation-mlogloss:1.13300
[81]	train-mlogloss:1.12907	validation-mlogloss:1.13069
[82]	train-mlogloss:1.12693	validation-mlogloss:1.12859
[83]	train-mlogloss:1.12483	validation-mlogloss:1.12640
[84]	train-mlogloss:1.12277	validation-mlogloss:1.12427
[85]	train-mlogloss:1.12075	validation-mlogloss:1.12213
[86]	train-mlogloss:1.11863	validation-mlogloss:1.11989
[87]	train-mlogloss:1.11639	validation-mlogloss:1.11769
[88]	train-mlogloss:1.11438	validation-mlogloss:1.11570
[89]	train-mlogloss:1.11207	validation-mlogloss:1.11347
[90]	train-mlogloss:1.10974	validation-mlogloss:1.11119
[91]	train-mlogloss:1.10775	validation-mlogloss:1.10922
[92]	train-mlogloss:1.10573	validation-mlogloss:1.10719
[93]	train-mlogloss:1.10361	validation-mlogloss:1.10515
[94]	train-mlogloss:1.10143	validation-mlogloss:1.10302
[95]	train-mlogloss:1.09946	validation-mlogloss:1.10102
[96]	train-mlogloss:1.09753	validation-mlogloss:1.09917
[97]	train-mlogloss:1.09534	validation-mlogloss:1.09712
[98]	train-mlogloss:1.09323	validation-mlogloss:1.09509
[99]	train-mlogloss:1.09116	validation-mlogloss:1.09322
[100]	train-mlogloss:1.08928	validation-mlogloss:1.09130
[101]	train-mlogloss:1.08716	validation-mlogloss:1.08924
[102]	train-mlogloss:1.08513	validation-mlogloss:1.08724
[103]	train-mlogloss:1.08314	validation-mlogloss:1.08544
[104]	train-mlogloss:1.08114	validation-mlogloss:1.08355
[105]	train-mlogloss:1.07908	validation-mlogloss:1.08152
[106]	train-mlogloss:1.07735	validation-mlogloss:1.07966
[107]	train-mlogloss:1.07551	validation-mlogloss:1.07785
[108]	train-mlogloss:1.07360	validation-mlogloss:1.07600
[109]	train-mlogloss:1.07170	validation-mlogloss:1.07410
[110]	train-mlogloss:1.06977	validation-mlogloss:1.07227
[111]	train-mlogloss:1.06785	validation-mlogloss:1.07050
[112]	train-mlogloss:1.06603	validation-mlogloss:1.06887
[113]	train-mlogloss:1.06415	validation-mlogloss:1.06711
[114]	train-mlogloss:1.06242	validation-mlogloss:1.06541
[115]	train-mlogloss:1.06075	validation-mlogloss:1.06371
[116]	train-mlogloss:1.05891	validation-mlogloss:1.06193
[117]	train-mlogloss:1.05723	validation-mlogloss:1.06032
[118]	train-mlogloss:1.05535	validation-mlogloss:1.05851
[119]	train-mlogloss:1.05370	validation-mlogloss:1.05697
[120]	train-mlogloss:1.05181	validation-mlogloss:1.05499
[121]	train-mlogloss:1.05009	validation-mlogloss:1.05336
[122]	train-mlogloss:1.04843	validation-mlogloss:1.05180
[123]	train-mlogloss:1.04677	validation-mlogloss:1.05020
[124]	train-mlogloss:1.04509	validation-mlogloss:1.04866
[125]	train-mlogloss:1.04350	validation-mlogloss:1.04697
[126]	train-mlogloss:1.04169	validation-mlogloss:1.04514
[127]	train-mlogloss:1.04010	validation-mlogloss:1.04364
[128]	train-mlogloss:1.03842	validation-mlogloss:1.04207
[129]	train-mlogloss:1.03674	validation-mlogloss:1.04046
[130]	train-mlogloss:1.03521	validation-mlogloss:1.03900
[131]	train-mlogloss:1.03372	validation-mlogloss:1.03748
[132]	train-mlogloss:1.03215	validation-mlogloss:1.03588
[133]	train-mlogloss:1.03045	validation-mlogloss:1.03430
[134]	train-mlogloss:1.02883	validation-mlogloss:1.03275
[135]	train-mlogloss:1.02717	validation-mlogloss:1.03117
[136]	train-mlogloss:1.02570	validation-mlogloss:1.02963
[137]	train-mlogloss:1.02405	validation-mlogloss:1.02800
[138]	train-mlogloss:1.02252	validation-mlogloss:1.02641
[139]	train-mlogloss:1.02106	validation-mlogloss:1.02484
[140]	train-mlogloss:1.01953	validation-mlogloss:1.02343
[141]	train-mlogloss:1.01794	validation-mlogloss:1.02182
[142]	train-mlogloss:1.01637	validation-mlogloss:1.02022
[143]	train-mlogloss:1.01484	validation-mlogloss:1.01881
[144]	train-mlogloss:1.01342	validation-mlogloss:1.01732
[145]	train-mlogloss:1.01189	validation-mlogloss:1.01590
[146]	train-mlogloss:1.01049	validation-mlogloss:1.01450
[147]	train-mlogloss:1.00904	validation-mlogloss:1.01309
[148]	train-mlogloss:1.00770	validation-mlogloss:1.01169
[149]	train-mlogloss:1.00625	validation-mlogloss:1.01031
[150]	train-mlogloss:1.00489	validation-mlogloss:1.00900
[151]	train-mlogloss:1.00339	validation-mlogloss:1.00742
[152]	train-mlogloss:1.00195	validation-mlogloss:1.00602
[153]	train-mlogloss:1.00057	validation-mlogloss:1.00472
[154]	train-mlogloss:0.99917	validation-mlogloss:1.00344
[155]	train-mlogloss:0.99777	validation-mlogloss:1.00213
[156]	train-mlogloss:0.99638	validation-mlogloss:1.00084
[157]	train-mlogloss:0.99508	validation-mlogloss:0.99954
[158]	train-mlogloss:0.99367	validation-mlogloss:0.99816
[159]	train-mlogloss:0.99233	validation-mlogloss:0.99685
[160]	train-mlogloss:0.99107	validation-mlogloss:0.99564
[161]	train-mlogloss:0.98982	validation-mlogloss:0.99442
[162]	train-mlogloss:0.98852	validation-mlogloss:0.99319
[163]	train-mlogloss:0.98716	validation-mlogloss:0.99184
[164]	train-mlogloss:0.98579	validation-mlogloss:0.99041
[165]	train-mlogloss:0.98443	validation-mlogloss:0.98911
[166]	train-mlogloss:0.98319	validation-mlogloss:0.98785
[167]	train-mlogloss:0.98182	validation-mlogloss:0.98641
[168]	train-mlogloss:0.98061	validation-mlogloss:0.98523
[169]	train-mlogloss:0.97927	validation-mlogloss:0.98385
[170]	train-mlogloss:0.97812	validation-mlogloss:0.98257
[171]	train-mlogloss:0.97686	validation-mlogloss:0.98131
[172]	train-mlogloss:0.97563	validation-mlogloss:0.98013
[173]	train-mlogloss:0.97451	validation-mlogloss:0.97883
[174]	train-mlogloss:0.97322	validation-mlogloss:0.97755
[175]	train-mlogloss:0.97202	validation-mlogloss:0.97639
[176]	train-mlogloss:0.97083	validation-mlogloss:0.97524
[177]	train-mlogloss:0.96959	validation-mlogloss:0.97402
[178]	train-mlogloss:0.96844	validation-mlogloss:0.97289
[179]	train-mlogloss:0.96728	validation-mlogloss:0.97167
[180]	train-mlogloss:0.96603	validation-mlogloss:0.97032
[181]	train-mlogloss:0.96489	validation-mlogloss:0.96922
[182]	train-mlogloss:0.96381	validation-mlogloss:0.96815
[183]	train-mlogloss:0.96269	validation-mlogloss:0.96711
[184]	train-mlogloss:0.96158	validation-mlogloss:0.96601
[185]	train-mlogloss:0.96048	validation-mlogloss:0.96494
[186]	train-mlogloss:0.95940	validation-mlogloss:0.96386
[187]	train-mlogloss:0.95826	validation-mlogloss:0.96266
[188]	train-mlogloss:0.95712	validation-mlogloss:0.96154
[189]	train-mlogloss:0.95590	validation-mlogloss:0.96041
[190]	train-mlogloss:0.95466	validation-mlogloss:0.95910
[191]	train-mlogloss:0.95350	validation-mlogloss:0.95791
[192]	train-mlogloss:0.95246	validation-mlogloss:0.95692
[193]	train-mlogloss:0.95133	validation-mlogloss:0.95575
[194]	train-mlogloss:0.95014	validation-mlogloss:0.95452
[195]	train-mlogloss:0.94894	validation-mlogloss:0.95331
[196]	train-mlogloss:0.94795	validation-mlogloss:0.95221
[197]	train-mlogloss:0.94686	validation-mlogloss:0.95114
[198]	train-mlogloss:0.94597	validation-mlogloss:0.95022
[199]	train-mlogloss:0.94483	validation-mlogloss:0.94902
[200]	train-mlogloss:0.94373	validation-mlogloss:0.94792
[201]	train-mlogloss:0.94259	validation-mlogloss:0.94670
[202]	train-mlogloss:0.94168	validation-mlogloss:0.94573
[203]	train-mlogloss:0.94054	validation-mlogloss:0.94454
[204]	train-mlogloss:0.93950	validation-mlogloss:0.94348
[205]	train-mlogloss:0.93846	validation-mlogloss:0.94251
[206]	train-mlogloss:0.93749	validation-mlogloss:0.94154
[207]	train-mlogloss:0.93643	validation-mlogloss:0.94040
[208]	train-mlogloss:0.93538	validation-mlogloss:0.93931
[209]	train-mlogloss:0.93436	validation-mlogloss:0.93836
[210]	train-mlogloss:0.93333	validation-mlogloss:0.93725
[211]	train-mlogloss:0.93232	validation-mlogloss:0.93621
[212]	train-mlogloss:0.93135	validation-mlogloss:0.93516
[213]	train-mlogloss:0.93032	validation-mlogloss:0.93407
[214]	train-mlogloss:0.92934	validation-mlogloss:0.93309
[215]	train-mlogloss:0.92836	validation-mlogloss:0.93208
[216]	train-mlogloss:0.92744	validation-mlogloss:0.93118
[217]	train-mlogloss:0.92648	validation-mlogloss:0.93026
[218]	train-mlogloss:0.92567	validation-mlogloss:0.92944
[219]	train-mlogloss:0.92470	validation-mlogloss:0.92845
[220]	train-mlogloss:0.92378	validation-mlogloss:0.92761
[221]	train-mlogloss:0.92290	validation-mlogloss:0.92676
[222]	train-mlogloss:0.92200	validation-mlogloss:0.92590
[223]	train-mlogloss:0.92109	validation-mlogloss:0.92498
[224]	train-mlogloss:0.92017	validation-mlogloss:0.92398
[225]	train-mlogloss:0.91933	validation-mlogloss:0.92311
[226]	train-mlogloss:0.91833	validation-mlogloss:0.92204
[227]	train-mlogloss:0.91742	validation-mlogloss:0.92107
[228]	train-mlogloss:0.91651	validation-mlogloss:0.92022
[229]	train-mlogloss:0.91552	validation-mlogloss:0.91919
[230]	train-mlogloss:0.91470	validation-mlogloss:0.91843
[231]	train-mlogloss:0.91388	validation-mlogloss:0.91752
[232]	train-mlogloss:0.91312	validation-mlogloss:0.91668
[233]	train-mlogloss:0.91226	validation-mlogloss:0.91586
[234]	train-mlogloss:0.91138	validation-mlogloss:0.91492
[235]	train-mlogloss:0.91037	validation-mlogloss:0.91384
[236]	train-mlogloss:0.90956	validation-mlogloss:0.91308
[237]	train-mlogloss:0.90870	validation-mlogloss:0.91218
[238]	train-mlogloss:0.90794	validation-mlogloss:0.91139
[239]	train-mlogloss:0.90707	validation-mlogloss:0.91050
[240]	train-mlogloss:0.90624	validation-mlogloss:0.90967
[241]	train-mlogloss:0.90547	validation-mlogloss:0.90889
[242]	train-mlogloss:0.90454	validation-mlogloss:0.90786
[243]	train-mlogloss:0.90367	validation-mlogloss:0.90700
[244]	train-mlogloss:0.90287	validation-mlogloss:0.90623
[245]	train-mlogloss:0.90204	validation-mlogloss:0.90537
[246]	train-mlogloss:0.90115	validation-mlogloss:0.90440
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[249]	train-mlogloss:0.89861	validation-mlogloss:0.90171
[250]	train-mlogloss:0.89784	validation-mlogloss:0.90092
[251]	train-mlogloss:0.89697	validation-mlogloss:0.89999
[252]	train-mlogloss:0.89622	validation-mlogloss:0.89925
[253]	train-mlogloss:0.89546	validation-mlogloss:0.89853
[254]	train-mlogloss:0.89468	validation-mlogloss:0.89777
[255]	train-mlogloss:0.89387	validation-mlogloss:0.89691
[256]	train-mlogloss:0.89304	validation-mlogloss:0.89598
[257]	train-mlogloss:0.89230	validation-mlogloss:0.89518
[258]	train-mlogloss:0.89167	validation-mlogloss:0.89458
[259]	train-mlogloss:0.89077	validation-mlogloss:0.89358
[260]	train-mlogloss:0.88996	validation-mlogloss:0.89276
[261]	train-mlogloss:0.88927	validation-mlogloss:0.89206
[262]	train-mlogloss:0.88862	validation-mlogloss:0.89144
[263]	train-mlogloss:0.88789	validation-mlogloss:0.89073
[264]	train-mlogloss:0.88715	validation-mlogloss:0.88994
[265]	train-mlogloss:0.88641	validation-mlogloss:0.88927
[266]	train-mlogloss:0.88572	validation-mlogloss:0.88858
[267]	train-mlogloss:0.88503	validation-mlogloss:0.88793
[268]	train-mlogloss:0.88429	validation-mlogloss:0.88720
[269]	train-mlogloss:0.88349	validation-mlogloss:0.88645
[270]	train-mlogloss:0.88283	validation-mlogloss:0.88576
[271]	train-mlogloss:0.88219	validation-mlogloss:0.88512
[272]	train-mlogloss:0.88133	validation-mlogloss:0.88411
[273]	train-mlogloss:0.88053	validation-mlogloss:0.88332
[274]	train-mlogloss:0.87974	validation-mlogloss:0.88260
[275]	train-mlogloss:0.87900	validation-mlogloss:0.88187
[276]	train-mlogloss:0.87833	validation-mlogloss:0.88114
[277]	train-mlogloss:0.87769	validation-mlogloss:0.88044
[278]	train-mlogloss:0.87708	validation-mlogloss:0.87984
[279]	train-mlogloss:0.87637	validation-mlogloss:0.87912
[280]	train-mlogloss:0.87562	validation-mlogloss:0.87839
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[299]	train-mlogloss:0.86275	validation-mlogloss:0.86543
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[306]	train-mlogloss:0.85810	validation-mlogloss:0.86076
[307]	train-mlogloss:0.85744	validation-mlogloss:0.86003
[308]	train-mlogloss:0.85677	validation-mlogloss:0.85938
[309]	train-mlogloss:0.85610	validation-mlogloss:0.85874
[310]	train-mlogloss:0.85545	validation-mlogloss:0.85802
[311]	train-mlogloss:0.85484	validation-mlogloss:0.85752
[312]	train-mlogloss:0.85428	validation-mlogloss:0.85703
[313]	train-mlogloss:0.85374	validation-mlogloss:0.85640
[314]	train-mlogloss:0.85317	validation-mlogloss:0.85581
[315]	train-mlogloss:0.85253	validation-mlogloss:0.85510
[316]	train-mlogloss:0.85195	validation-mlogloss:0.85453
[317]	train-mlogloss:0.85138	validation-mlogloss:0.85392
[318]	train-mlogloss:0.85077	validation-mlogloss:0.85335
[319]	train-mlogloss:0.85023	validation-mlogloss:0.85274
[320]	train-mlogloss:0.84962	validation-mlogloss:0.85215
[321]	train-mlogloss:0.84906	validation-mlogloss:0.85163
[322]	train-mlogloss:0.84858	validation-mlogloss:0.85116
[323]	train-mlogloss:0.84805	validation-mlogloss:0.85063
[324]	train-mlogloss:0.84749	validation-mlogloss:0.85010
[325]	train-mlogloss:0.84686	validation-mlogloss:0.84941
[326]	train-mlogloss:0.84628	validation-mlogloss:0.84879
[327]	train-mlogloss:0.84578	validation-mlogloss:0.84824
[328]	train-mlogloss:0.84518	validation-mlogloss:0.84767
[329]	train-mlogloss:0.84465	validation-mlogloss:0.84719
[330]	train-mlogloss:0.84407	validation-mlogloss:0.84661
[331]	train-mlogloss:0.84356	validation-mlogloss:0.84610
[332]	train-mlogloss:0.84309	validation-mlogloss:0.84562
[333]	train-mlogloss:0.84257	validation-mlogloss:0.84518
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[336]	train-mlogloss:0.84096	validation-mlogloss:0.84357
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[338]	train-mlogloss:0.83998	validation-mlogloss:0.84261
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[345]	train-mlogloss:0.83626	validation-mlogloss:0.83903
[346]	train-mlogloss:0.83584	validation-mlogloss:0.83864
[347]	train-mlogloss:0.83532	validation-mlogloss:0.83812
[348]	train-mlogloss:0.83474	validation-mlogloss:0.83750
[349]	train-mlogloss:0.83420	validation-mlogloss:0.83701
[350]	train-mlogloss:0.83370	validation-mlogloss:0.83654
[351]	train-mlogloss:0.83331	validation-mlogloss:0.83608
[352]	train-mlogloss:0.83292	validation-mlogloss:0.83567
[353]	train-mlogloss:0.83236	validation-mlogloss:0.83515
[354]	train-mlogloss:0.83177	validation-mlogloss:0.83457
[355]	train-mlogloss:0.83131	validation-mlogloss:0.83411
[356]	train-mlogloss:0.83086	validation-mlogloss:0.83369
[357]	train-mlogloss:0.83034	validation-mlogloss:0.83321
[358]	train-mlogloss:0.82978	validation-mlogloss:0.83268
[359]	train-mlogloss:0.82933	validation-mlogloss:0.83227
[360]	train-mlogloss:0.82886	validation-mlogloss:0.83182
[361]	train-mlogloss:0.82833	validation-mlogloss:0.83131
[362]	train-mlogloss:0.82791	validation-mlogloss:0.83084
[363]	train-mlogloss:0.82746	validation-mlogloss:0.83046
[364]	train-mlogloss:0.82700	validation-mlogloss:0.82999
[365]	train-mlogloss:0.82652	validation-mlogloss:0.82952
[366]	train-mlogloss:0.82612	validation-mlogloss:0.82918
[367]	train-mlogloss:0.82554	validation-mlogloss:0.82857
[368]	train-mlogloss:0.82510	validation-mlogloss:0.82818
[369]	train-mlogloss:0.82467	validation-mlogloss:0.82783
[370]	train-mlogloss:0.82418	validation-mlogloss:0.82740
[371]	train-mlogloss:0.82379	validation-mlogloss:0.82711
[372]	train-mlogloss:0.82339	validation-mlogloss:0.82675
[373]	train-mlogloss:0.82298	validation-mlogloss:0.82629
[374]	train-mlogloss:0.82251	validation-mlogloss:0.82582
[375]	train-mlogloss:0.82212	validation-mlogloss:0.82540
[376]	train-mlogloss:0.82163	validation-mlogloss:0.82494
[377]	train-mlogloss:0.82118	validation-mlogloss:0.82452
[378]	train-mlogloss:0.82071	validation-mlogloss:0.82402
[379]	train-mlogloss:0.82023	validation-mlogloss:0.82344
[380]	train-mlogloss:0.81976	validation-mlogloss:0.82303
[381]	train-mlogloss:0.81934	validation-mlogloss:0.82265
[382]	train-mlogloss:0.81895	validation-mlogloss:0.82225
[383]	train-mlogloss:0.81850	validation-mlogloss:0.82184
[384]	train-mlogloss:0.81803	validation-mlogloss:0.82134
[385]	train-mlogloss:0.81764	validation-mlogloss:0.82100
[386]	train-mlogloss:0.81717	validation-mlogloss:0.82056
[387]	train-mlogloss:0.81673	validation-mlogloss:0.82012
[388]	train-mlogloss:0.81629	validation-mlogloss:0.81972
[389]	train-mlogloss:0.81588	validation-mlogloss:0.81933
[390]	train-mlogloss:0.81543	validation-mlogloss:0.81896
[391]	train-mlogloss:0.81506	validation-mlogloss:0.81860
[392]	train-mlogloss:0.81459	validation-mlogloss:0.81813
[393]	train-mlogloss:0.81413	validation-mlogloss:0.81768
[394]	train-mlogloss:0.81362	validation-mlogloss:0.81722
[395]	train-mlogloss:0.81309	validation-mlogloss:0.81672
[396]	train-mlogloss:0.81263	validation-mlogloss:0.81624
[397]	train-mlogloss:0.81220	validation-mlogloss:0.81579
[398]	train-mlogloss:0.81175	validation-mlogloss:0.81535
[399]	train-mlogloss:0.81138	validation-mlogloss:0.81501
[400]	train-mlogloss:0.81098	validation-mlogloss:0.81466
[401]	train-mlogloss:0.81056	validation-mlogloss:0.81427
[402]	train-mlogloss:0.81013	validation-mlogloss:0.81385
[403]	train-mlogloss:0.80961	validation-mlogloss:0.81335
[404]	train-mlogloss:0.80911	validation-mlogloss:0.81294
[405]	train-mlogloss:0.80875	validation-mlogloss:0.81256
[406]	train-mlogloss:0.80832	validation-mlogloss:0.81225
[407]	train-mlogloss:0.80785	validation-mlogloss:0.81178
[408]	train-mlogloss:0.80743	validation-mlogloss:0.81136
[409]	train-mlogloss:0.80703	validation-mlogloss:0.81096
[410]	train-mlogloss:0.80660	validation-mlogloss:0.81056
[411]	train-mlogloss:0.80616	validation-mlogloss:0.81011
[412]	train-mlogloss:0.80575	validation-mlogloss:0.80967
[413]	train-mlogloss:0.80534	validation-mlogloss:0.80932
[414]	train-mlogloss:0.80495	validation-mlogloss:0.80895
[415]	train-mlogloss:0.80458	validation-mlogloss:0.80865
[416]	train-mlogloss:0.80422	validation-mlogloss:0.80829
[417]	train-mlogloss:0.80386	validation-mlogloss:0.80801
[418]	train-mlogloss:0.80351	validation-mlogloss:0.80771
[419]	train-mlogloss:0.80321	validation-mlogloss:0.80744
Saved model to disk.

=== EJECUCIÓN 1 ===

--- TRAIN (ejecución 1) ---

--- TEST (ejecución 1) ---
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.28 [%]
Global accuracy score (test) = 68.61 [%]
Global F1 score (train) = 68.99 [%]
Global F1 score (test) = 68.6 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.39      0.47       400
MODERATE-INTENSITY       0.53      0.81      0.64       400
         SEDENTARY       0.83      0.84      0.84       400
VIGOROUS-INTENSITY       0.91      0.71      0.80       345

          accuracy                           0.69      1545
         macro avg       0.72      0.69      0.69      1545
      weighted avg       0.71      0.69      0.68      1545


Accuracy capturado en la ejecución 1: 68.61 [%]
F1-score capturado en la ejecución 1: 68.6 [%]

=== EJECUCIÓN 2 ===

--- TRAIN (ejecución 2) ---

--- TEST (ejecución 2) ---
2025-11-07 10:38:04.346372: 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`.
2025-11-07 10:38:04.357674: 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 00:00:1762508284.370709 2399060 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508284.374860 2399060 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508284.384574 2399060 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508284.384592 2399060 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508284.384594 2399060 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508284.384595 2399060 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:38:04.387789: 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:1.38183	validation-mlogloss:1.38177
[1]	train-mlogloss:1.37744	validation-mlogloss:1.37750
[2]	train-mlogloss:1.37316	validation-mlogloss:1.37333
[3]	train-mlogloss:1.36905	validation-mlogloss:1.36926
[4]	train-mlogloss:1.36494	validation-mlogloss:1.36507
[5]	train-mlogloss:1.36074	validation-mlogloss:1.36083
[6]	train-mlogloss:1.35664	validation-mlogloss:1.35701
[7]	train-mlogloss:1.35222	validation-mlogloss:1.35263
[8]	train-mlogloss:1.34821	validation-mlogloss:1.34838
[9]	train-mlogloss:1.34426	validation-mlogloss:1.34455
[10]	train-mlogloss:1.34033	validation-mlogloss:1.34047
[11]	train-mlogloss:1.33644	validation-mlogloss:1.33655
[12]	train-mlogloss:1.33244	validation-mlogloss:1.33261
[13]	train-mlogloss:1.32852	validation-mlogloss:1.32864
[14]	train-mlogloss:1.32471	validation-mlogloss:1.32479
[15]	train-mlogloss:1.32110	validation-mlogloss:1.32121
[16]	train-mlogloss:1.31736	validation-mlogloss:1.31735
[17]	train-mlogloss:1.31372	validation-mlogloss:1.31363
[18]	train-mlogloss:1.30991	validation-mlogloss:1.30972
[19]	train-mlogloss:1.30633	validation-mlogloss:1.30610
[20]	train-mlogloss:1.30267	validation-mlogloss:1.30242
[21]	train-mlogloss:1.29909	validation-mlogloss:1.29880
[22]	train-mlogloss:1.29554	validation-mlogloss:1.29513
[23]	train-mlogloss:1.29203	validation-mlogloss:1.29161
[24]	train-mlogloss:1.28850	validation-mlogloss:1.28790
[25]	train-mlogloss:1.28503	validation-mlogloss:1.28434
[26]	train-mlogloss:1.28154	validation-mlogloss:1.28079
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[327]	train-mlogloss:0.84899	validation-mlogloss:0.84352
[328]	train-mlogloss:0.84851	validation-mlogloss:0.84304
[329]	train-mlogloss:0.84789	validation-mlogloss:0.84235
[330]	train-mlogloss:0.84738	validation-mlogloss:0.84190
[331]	train-mlogloss:0.84687	validation-mlogloss:0.84144
[332]	train-mlogloss:0.84629	validation-mlogloss:0.84079
[333]	train-mlogloss:0.84574	validation-mlogloss:0.84029
[334]	train-mlogloss:0.84525	validation-mlogloss:0.83979
[335]	train-mlogloss:0.84476	validation-mlogloss:0.83935
[336]	train-mlogloss:0.84425	validation-mlogloss:0.83886
[337]	train-mlogloss:0.84375	validation-mlogloss:0.83833
[338]	train-mlogloss:0.84317	validation-mlogloss:0.83779
[339]	train-mlogloss:0.84256	validation-mlogloss:0.83718
[340]	train-mlogloss:0.84201	validation-mlogloss:0.83667
[341]	train-mlogloss:0.84140	validation-mlogloss:0.83611
[342]	train-mlogloss:0.84091	validation-mlogloss:0.83561
[343]	train-mlogloss:0.84041	validation-mlogloss:0.83510
[344]	train-mlogloss:0.83993	validation-mlogloss:0.83466
[345]	train-mlogloss:0.83942	validation-mlogloss:0.83422
[346]	train-mlogloss:0.83896	validation-mlogloss:0.83375
[347]	train-mlogloss:0.83845	validation-mlogloss:0.83328
[348]	train-mlogloss:0.83787	validation-mlogloss:0.83265
[349]	train-mlogloss:0.83741	validation-mlogloss:0.83219
[350]	train-mlogloss:0.83689	validation-mlogloss:0.83167
[351]	train-mlogloss:0.83642	validation-mlogloss:0.83126
[352]	train-mlogloss:0.83586	validation-mlogloss:0.83080
[353]	train-mlogloss:0.83536	validation-mlogloss:0.83039
[354]	train-mlogloss:0.83489	validation-mlogloss:0.82997
[355]	train-mlogloss:0.83439	validation-mlogloss:0.82952
[356]	train-mlogloss:0.83386	validation-mlogloss:0.82901
[357]	train-mlogloss:0.83339	validation-mlogloss:0.82855
[358]	train-mlogloss:0.83290	validation-mlogloss:0.82805
[359]	train-mlogloss:0.83235	validation-mlogloss:0.82753
[360]	train-mlogloss:0.83179	validation-mlogloss:0.82697
[361]	train-mlogloss:0.83127	validation-mlogloss:0.82641
[362]	train-mlogloss:0.83074	validation-mlogloss:0.82582
[363]	train-mlogloss:0.83025	validation-mlogloss:0.82533
[364]	train-mlogloss:0.82974	validation-mlogloss:0.82483
[365]	train-mlogloss:0.82923	validation-mlogloss:0.82426
[366]	train-mlogloss:0.82881	validation-mlogloss:0.82385
[367]	train-mlogloss:0.82831	validation-mlogloss:0.82338
[368]	train-mlogloss:0.82789	validation-mlogloss:0.82298
[369]	train-mlogloss:0.82733	validation-mlogloss:0.82242
[370]	train-mlogloss:0.82691	validation-mlogloss:0.82207
[371]	train-mlogloss:0.82641	validation-mlogloss:0.82152
[372]	train-mlogloss:0.82599	validation-mlogloss:0.82110
[373]	train-mlogloss:0.82552	validation-mlogloss:0.82065
[374]	train-mlogloss:0.82499	validation-mlogloss:0.82010
[375]	train-mlogloss:0.82450	validation-mlogloss:0.81957
[376]	train-mlogloss:0.82401	validation-mlogloss:0.81908
[377]	train-mlogloss:0.82355	validation-mlogloss:0.81865
[378]	train-mlogloss:0.82305	validation-mlogloss:0.81818
[379]	train-mlogloss:0.82255	validation-mlogloss:0.81769
[380]	train-mlogloss:0.82206	validation-mlogloss:0.81719
[381]	train-mlogloss:0.82154	validation-mlogloss:0.81668
[382]	train-mlogloss:0.82107	validation-mlogloss:0.81624
[383]	train-mlogloss:0.82070	validation-mlogloss:0.81585
[384]	train-mlogloss:0.82023	validation-mlogloss:0.81539
[385]	train-mlogloss:0.81974	validation-mlogloss:0.81490
[386]	train-mlogloss:0.81926	validation-mlogloss:0.81453
[387]	train-mlogloss:0.81873	validation-mlogloss:0.81401
[388]	train-mlogloss:0.81830	validation-mlogloss:0.81361
[389]	train-mlogloss:0.81781	validation-mlogloss:0.81314
[390]	train-mlogloss:0.81736	validation-mlogloss:0.81277
[391]	train-mlogloss:0.81690	validation-mlogloss:0.81228
[392]	train-mlogloss:0.81644	validation-mlogloss:0.81197
[393]	train-mlogloss:0.81595	validation-mlogloss:0.81150
[394]	train-mlogloss:0.81549	validation-mlogloss:0.81111
[395]	train-mlogloss:0.81505	validation-mlogloss:0.81070
[396]	train-mlogloss:0.81462	validation-mlogloss:0.81029
[397]	train-mlogloss:0.81421	validation-mlogloss:0.80996
[398]	train-mlogloss:0.81376	validation-mlogloss:0.80957
[399]	train-mlogloss:0.81335	validation-mlogloss:0.80924
[400]	train-mlogloss:0.81297	validation-mlogloss:0.80888
[401]	train-mlogloss:0.81259	validation-mlogloss:0.80846
[402]	train-mlogloss:0.81212	validation-mlogloss:0.80804
[403]	train-mlogloss:0.81172	validation-mlogloss:0.80765
[404]	train-mlogloss:0.81137	validation-mlogloss:0.80729
[405]	train-mlogloss:0.81090	validation-mlogloss:0.80687
[406]	train-mlogloss:0.81051	validation-mlogloss:0.80655
[407]	train-mlogloss:0.81012	validation-mlogloss:0.80612
[408]	train-mlogloss:0.80968	validation-mlogloss:0.80575
[409]	train-mlogloss:0.80929	validation-mlogloss:0.80540
[410]	train-mlogloss:0.80889	validation-mlogloss:0.80504
[411]	train-mlogloss:0.80849	validation-mlogloss:0.80467
[412]	train-mlogloss:0.80802	validation-mlogloss:0.80422
[413]	train-mlogloss:0.80757	validation-mlogloss:0.80375
[414]	train-mlogloss:0.80717	validation-mlogloss:0.80332
[415]	train-mlogloss:0.80680	validation-mlogloss:0.80294
[416]	train-mlogloss:0.80645	validation-mlogloss:0.80260
[417]	train-mlogloss:0.80607	validation-mlogloss:0.80224
[418]	train-mlogloss:0.80571	validation-mlogloss:0.80188
[419]	train-mlogloss:0.80538	validation-mlogloss:0.80162
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.12 [%]
Global accuracy score (test) = 67.51 [%]
Global F1 score (train) = 68.73 [%]
Global F1 score (test) = 67.28 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.57      0.34      0.43       400
MODERATE-INTENSITY       0.52      0.81      0.63       400
         SEDENTARY       0.83      0.84      0.83       400
VIGOROUS-INTENSITY       0.91      0.71      0.80       345

          accuracy                           0.68      1545
         macro avg       0.71      0.68      0.67      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 2: 67.51 [%]
F1-score capturado en la ejecución 2: 67.28 [%]

=== EJECUCIÓN 3 ===

--- TRAIN (ejecución 3) ---

--- TEST (ejecución 3) ---
2025-11-07 10:38:15.979973: 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`.
2025-11-07 10:38:15.991114: 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 00:00:1762508296.004440 2399315 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508296.008563 2399315 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508296.018417 2399315 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508296.018436 2399315 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508296.018438 2399315 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508296.018440 2399315 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:38:16.021394: 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:1.38195	validation-mlogloss:1.38195
[1]	train-mlogloss:1.37761	validation-mlogloss:1.37765
[2]	train-mlogloss:1.37335	validation-mlogloss:1.37325
[3]	train-mlogloss:1.36906	validation-mlogloss:1.36893
[4]	train-mlogloss:1.36494	validation-mlogloss:1.36502
[5]	train-mlogloss:1.36074	validation-mlogloss:1.36079
[6]	train-mlogloss:1.35665	validation-mlogloss:1.35660
[7]	train-mlogloss:1.35248	validation-mlogloss:1.35245
[8]	train-mlogloss:1.34832	validation-mlogloss:1.34835
[9]	train-mlogloss:1.34405	validation-mlogloss:1.34418
[10]	train-mlogloss:1.34007	validation-mlogloss:1.34027
[11]	train-mlogloss:1.33616	validation-mlogloss:1.33636
[12]	train-mlogloss:1.33244	validation-mlogloss:1.33276
[13]	train-mlogloss:1.32859	validation-mlogloss:1.32888
[14]	train-mlogloss:1.32478	validation-mlogloss:1.32533
[15]	train-mlogloss:1.32115	validation-mlogloss:1.32162
[16]	train-mlogloss:1.31740	validation-mlogloss:1.31812
[17]	train-mlogloss:1.31371	validation-mlogloss:1.31441
[18]	train-mlogloss:1.31006	validation-mlogloss:1.31081
[19]	train-mlogloss:1.30639	validation-mlogloss:1.30713
[20]	train-mlogloss:1.30269	validation-mlogloss:1.30331
[21]	train-mlogloss:1.29920	validation-mlogloss:1.29985
[22]	train-mlogloss:1.29567	validation-mlogloss:1.29624
[23]	train-mlogloss:1.29221	validation-mlogloss:1.29268
[24]	train-mlogloss:1.28831	validation-mlogloss:1.28894
[25]	train-mlogloss:1.28486	validation-mlogloss:1.28546
[26]	train-mlogloss:1.28148	validation-mlogloss:1.28223
[27]	train-mlogloss:1.27809	validation-mlogloss:1.27879
[28]	train-mlogloss:1.27477	validation-mlogloss:1.27547
[29]	train-mlogloss:1.27144	validation-mlogloss:1.27228
[30]	train-mlogloss:1.26813	validation-mlogloss:1.26886
[31]	train-mlogloss:1.26484	validation-mlogloss:1.26560
[32]	train-mlogloss:1.26164	validation-mlogloss:1.26228
[33]	train-mlogloss:1.25809	validation-mlogloss:1.25879
[34]	train-mlogloss:1.25496	validation-mlogloss:1.25579
[35]	train-mlogloss:1.25186	validation-mlogloss:1.25274
[36]	train-mlogloss:1.24868	validation-mlogloss:1.24951
[37]	train-mlogloss:1.24564	validation-mlogloss:1.24623
[38]	train-mlogloss:1.24256	validation-mlogloss:1.24308
[39]	train-mlogloss:1.23955	validation-mlogloss:1.23996
[40]	train-mlogloss:1.23658	validation-mlogloss:1.23688
[41]	train-mlogloss:1.23359	validation-mlogloss:1.23381
[42]	train-mlogloss:1.23065	validation-mlogloss:1.23096
[43]	train-mlogloss:1.22764	validation-mlogloss:1.22786
[44]	train-mlogloss:1.22476	validation-mlogloss:1.22502
[45]	train-mlogloss:1.22156	validation-mlogloss:1.22193
[46]	train-mlogloss:1.21871	validation-mlogloss:1.21900
[47]	train-mlogloss:1.21588	validation-mlogloss:1.21609
[48]	train-mlogloss:1.21308	validation-mlogloss:1.21331
[49]	train-mlogloss:1.21023	validation-mlogloss:1.21052
[50]	train-mlogloss:1.20749	validation-mlogloss:1.20765
[51]	train-mlogloss:1.20476	validation-mlogloss:1.20491
[52]	train-mlogloss:1.20203	validation-mlogloss:1.20219
[53]	train-mlogloss:1.19930	validation-mlogloss:1.19954
[54]	train-mlogloss:1.19662	validation-mlogloss:1.19708
[55]	train-mlogloss:1.19404	validation-mlogloss:1.19461
[56]	train-mlogloss:1.19140	validation-mlogloss:1.19210
[57]	train-mlogloss:1.18880	validation-mlogloss:1.18959
[58]	train-mlogloss:1.18619	validation-mlogloss:1.18694
[59]	train-mlogloss:1.18367	validation-mlogloss:1.18448
[60]	train-mlogloss:1.18107	validation-mlogloss:1.18187
[61]	train-mlogloss:1.17852	validation-mlogloss:1.17938
[62]	train-mlogloss:1.17596	validation-mlogloss:1.17675
[63]	train-mlogloss:1.17348	validation-mlogloss:1.17417
[64]	train-mlogloss:1.17098	validation-mlogloss:1.17152
[65]	train-mlogloss:1.16854	validation-mlogloss:1.16906
[66]	train-mlogloss:1.16610	validation-mlogloss:1.16663
[67]	train-mlogloss:1.16337	validation-mlogloss:1.16394
[68]	train-mlogloss:1.16105	validation-mlogloss:1.16158
[69]	train-mlogloss:1.15871	validation-mlogloss:1.15920
[70]	train-mlogloss:1.15635	validation-mlogloss:1.15687
[71]	train-mlogloss:1.15370	validation-mlogloss:1.15427
[72]	train-mlogloss:1.15140	validation-mlogloss:1.15202
[73]	train-mlogloss:1.14914	validation-mlogloss:1.14966
[74]	train-mlogloss:1.14688	validation-mlogloss:1.14733
[75]	train-mlogloss:1.14461	validation-mlogloss:1.14489
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[375]	train-mlogloss:0.82452	validation-mlogloss:0.82457
[376]	train-mlogloss:0.82405	validation-mlogloss:0.82416
[377]	train-mlogloss:0.82359	validation-mlogloss:0.82374
[378]	train-mlogloss:0.82311	validation-mlogloss:0.82337
[379]	train-mlogloss:0.82260	validation-mlogloss:0.82288
[380]	train-mlogloss:0.82221	validation-mlogloss:0.82257
[381]	train-mlogloss:0.82183	validation-mlogloss:0.82217
[382]	train-mlogloss:0.82132	validation-mlogloss:0.82165
[383]	train-mlogloss:0.82089	validation-mlogloss:0.82128
[384]	train-mlogloss:0.82039	validation-mlogloss:0.82082
[385]	train-mlogloss:0.81999	validation-mlogloss:0.82041
[386]	train-mlogloss:0.81957	validation-mlogloss:0.82004
[387]	train-mlogloss:0.81910	validation-mlogloss:0.81958
[388]	train-mlogloss:0.81869	validation-mlogloss:0.81926
[389]	train-mlogloss:0.81821	validation-mlogloss:0.81881
[390]	train-mlogloss:0.81770	validation-mlogloss:0.81826
[391]	train-mlogloss:0.81730	validation-mlogloss:0.81785
[392]	train-mlogloss:0.81690	validation-mlogloss:0.81751
[393]	train-mlogloss:0.81646	validation-mlogloss:0.81707
[394]	train-mlogloss:0.81602	validation-mlogloss:0.81670
[395]	train-mlogloss:0.81561	validation-mlogloss:0.81634
[396]	train-mlogloss:0.81522	validation-mlogloss:0.81596
[397]	train-mlogloss:0.81483	validation-mlogloss:0.81560
[398]	train-mlogloss:0.81445	validation-mlogloss:0.81525
[399]	train-mlogloss:0.81406	validation-mlogloss:0.81475
[400]	train-mlogloss:0.81364	validation-mlogloss:0.81432
[401]	train-mlogloss:0.81325	validation-mlogloss:0.81391
[402]	train-mlogloss:0.81283	validation-mlogloss:0.81356
[403]	train-mlogloss:0.81244	validation-mlogloss:0.81317
[404]	train-mlogloss:0.81204	validation-mlogloss:0.81284
[405]	train-mlogloss:0.81163	validation-mlogloss:0.81243
[406]	train-mlogloss:0.81120	validation-mlogloss:0.81208
[407]	train-mlogloss:0.81076	validation-mlogloss:0.81165
[408]	train-mlogloss:0.81031	validation-mlogloss:0.81125
[409]	train-mlogloss:0.80990	validation-mlogloss:0.81078
[410]	train-mlogloss:0.80958	validation-mlogloss:0.81043
[411]	train-mlogloss:0.80923	validation-mlogloss:0.81010
[412]	train-mlogloss:0.80887	validation-mlogloss:0.80973
[413]	train-mlogloss:0.80846	validation-mlogloss:0.80930
[414]	train-mlogloss:0.80815	validation-mlogloss:0.80900
[415]	train-mlogloss:0.80782	validation-mlogloss:0.80870
[416]	train-mlogloss:0.80743	validation-mlogloss:0.80833
[417]	train-mlogloss:0.80707	validation-mlogloss:0.80806
[418]	train-mlogloss:0.80675	validation-mlogloss:0.80777
[419]	train-mlogloss:0.80640	validation-mlogloss:0.80740
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 0 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.35 [%]
Global accuracy score (test) = 69.84 [%]
Global F1 score (train) = 69.01 [%]
Global F1 score (test) = 69.72 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.64      0.42      0.51       400
MODERATE-INTENSITY       0.55      0.81      0.65       400
         SEDENTARY       0.84      0.85      0.85       400
VIGOROUS-INTENSITY       0.87      0.72      0.78       345

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


Accuracy capturado en la ejecución 3: 69.84 [%]
F1-score capturado en la ejecución 3: 69.72 [%]

=== EJECUCIÓN 4 ===

--- TRAIN (ejecución 4) ---

--- TEST (ejecución 4) ---
2025-11-07 10:38:27.701451: 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`.
2025-11-07 10:38:27.712850: 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 00:00:1762508307.726192 2399563 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508307.730440 2399563 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508307.740578 2399563 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508307.740601 2399563 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508307.740603 2399563 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508307.740604 2399563 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:38:27.743811: 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:1.38203	validation-mlogloss:1.38206
[1]	train-mlogloss:1.37765	validation-mlogloss:1.37780
[2]	train-mlogloss:1.37319	validation-mlogloss:1.37340
[3]	train-mlogloss:1.36901	validation-mlogloss:1.36916
[4]	train-mlogloss:1.36474	validation-mlogloss:1.36490
[5]	train-mlogloss:1.36055	validation-mlogloss:1.36080
[6]	train-mlogloss:1.35629	validation-mlogloss:1.35654
[7]	train-mlogloss:1.35205	validation-mlogloss:1.35234
[8]	train-mlogloss:1.34800	validation-mlogloss:1.34834
[9]	train-mlogloss:1.34393	validation-mlogloss:1.34438
[10]	train-mlogloss:1.33980	validation-mlogloss:1.34015
[11]	train-mlogloss:1.33578	validation-mlogloss:1.33608
[12]	train-mlogloss:1.33190	validation-mlogloss:1.33221
[13]	train-mlogloss:1.32799	validation-mlogloss:1.32825
[14]	train-mlogloss:1.32409	validation-mlogloss:1.32428
[15]	train-mlogloss:1.32034	validation-mlogloss:1.32051
[16]	train-mlogloss:1.31648	validation-mlogloss:1.31683
[17]	train-mlogloss:1.31259	validation-mlogloss:1.31304
[18]	train-mlogloss:1.30879	validation-mlogloss:1.30937
[19]	train-mlogloss:1.30517	validation-mlogloss:1.30598
[20]	train-mlogloss:1.30149	validation-mlogloss:1.30221
[21]	train-mlogloss:1.29785	validation-mlogloss:1.29844
[22]	train-mlogloss:1.29424	validation-mlogloss:1.29477
[23]	train-mlogloss:1.29077	validation-mlogloss:1.29126
[24]	train-mlogloss:1.28727	validation-mlogloss:1.28773
[25]	train-mlogloss:1.28381	validation-mlogloss:1.28445
[26]	train-mlogloss:1.28039	validation-mlogloss:1.28110
[27]	train-mlogloss:1.27693	validation-mlogloss:1.27764
[28]	train-mlogloss:1.27356	validation-mlogloss:1.27439
[29]	train-mlogloss:1.27025	validation-mlogloss:1.27125
[30]	train-mlogloss:1.26693	validation-mlogloss:1.26796
[31]	train-mlogloss:1.26362	validation-mlogloss:1.26470
[32]	train-mlogloss:1.26040	validation-mlogloss:1.26156
[33]	train-mlogloss:1.25721	validation-mlogloss:1.25835
[34]	train-mlogloss:1.25400	validation-mlogloss:1.25509
[35]	train-mlogloss:1.25083	validation-mlogloss:1.25182
[36]	train-mlogloss:1.24771	validation-mlogloss:1.24870
[37]	train-mlogloss:1.24472	validation-mlogloss:1.24566
[38]	train-mlogloss:1.24161	validation-mlogloss:1.24254
[39]	train-mlogloss:1.23859	validation-mlogloss:1.23948
[40]	train-mlogloss:1.23561	validation-mlogloss:1.23646
[41]	train-mlogloss:1.23254	validation-mlogloss:1.23334
[42]	train-mlogloss:1.22923	validation-mlogloss:1.23020
[43]	train-mlogloss:1.22632	validation-mlogloss:1.22746
[44]	train-mlogloss:1.22333	validation-mlogloss:1.22443
[45]	train-mlogloss:1.22046	validation-mlogloss:1.22141
[46]	train-mlogloss:1.21747	validation-mlogloss:1.21835
[47]	train-mlogloss:1.21463	validation-mlogloss:1.21541
[48]	train-mlogloss:1.21158	validation-mlogloss:1.21253
[49]	train-mlogloss:1.20874	validation-mlogloss:1.20972
[50]	train-mlogloss:1.20596	validation-mlogloss:1.20704
[51]	train-mlogloss:1.20309	validation-mlogloss:1.20421
[52]	train-mlogloss:1.20039	validation-mlogloss:1.20149
[53]	train-mlogloss:1.19758	validation-mlogloss:1.19891
[54]	train-mlogloss:1.19488	validation-mlogloss:1.19613
[55]	train-mlogloss:1.19218	validation-mlogloss:1.19346
[56]	train-mlogloss:1.18941	validation-mlogloss:1.19071
[57]	train-mlogloss:1.18683	validation-mlogloss:1.18825
[58]	train-mlogloss:1.18428	validation-mlogloss:1.18569
[59]	train-mlogloss:1.18169	validation-mlogloss:1.18324
[60]	train-mlogloss:1.17913	validation-mlogloss:1.18069
[61]	train-mlogloss:1.17654	validation-mlogloss:1.17810
[62]	train-mlogloss:1.17398	validation-mlogloss:1.17551
[63]	train-mlogloss:1.17151	validation-mlogloss:1.17304
[64]	train-mlogloss:1.16902	validation-mlogloss:1.17060
[65]	train-mlogloss:1.16657	validation-mlogloss:1.16794
[66]	train-mlogloss:1.16415	validation-mlogloss:1.16550
[67]	train-mlogloss:1.16168	validation-mlogloss:1.16302
[68]	train-mlogloss:1.15929	validation-mlogloss:1.16050
[69]	train-mlogloss:1.15689	validation-mlogloss:1.15813
[70]	train-mlogloss:1.15422	validation-mlogloss:1.15555
[71]	train-mlogloss:1.15183	validation-mlogloss:1.15321
[72]	train-mlogloss:1.14947	validation-mlogloss:1.15095
[73]	train-mlogloss:1.14717	validation-mlogloss:1.14845
[74]	train-mlogloss:1.14488	validation-mlogloss:1.14618
[75]	train-mlogloss:1.14254	validation-mlogloss:1.14378
[76]	train-mlogloss:1.14008	validation-mlogloss:1.14141
[77]	train-mlogloss:1.13783	validation-mlogloss:1.13915
[78]	train-mlogloss:1.13533	validation-mlogloss:1.13681
[79]	train-mlogloss:1.13312	validation-mlogloss:1.13443
[80]	train-mlogloss:1.13088	validation-mlogloss:1.13211
[81]	train-mlogloss:1.12877	validation-mlogloss:1.13006
[82]	train-mlogloss:1.12652	validation-mlogloss:1.12773
[83]	train-mlogloss:1.12442	validation-mlogloss:1.12561
[84]	train-mlogloss:1.12223	validation-mlogloss:1.12344
[85]	train-mlogloss:1.12006	validation-mlogloss:1.12132
[86]	train-mlogloss:1.11789	validation-mlogloss:1.11914
[87]	train-mlogloss:1.11579	validation-mlogloss:1.11701
[88]	train-mlogloss:1.11344	validation-mlogloss:1.11484
[89]	train-mlogloss:1.11114	validation-mlogloss:1.11253
[90]	train-mlogloss:1.10914	validation-mlogloss:1.11062
[91]	train-mlogloss:1.10711	validation-mlogloss:1.10860
[92]	train-mlogloss:1.10504	validation-mlogloss:1.10652
[93]	train-mlogloss:1.10305	validation-mlogloss:1.10457
[94]	train-mlogloss:1.10108	validation-mlogloss:1.10266
[95]	train-mlogloss:1.09906	validation-mlogloss:1.10058
[96]	train-mlogloss:1.09713	validation-mlogloss:1.09861
[97]	train-mlogloss:1.09504	validation-mlogloss:1.09663
[98]	train-mlogloss:1.09311	validation-mlogloss:1.09476
[99]	train-mlogloss:1.09121	validation-mlogloss:1.09278
[100]	train-mlogloss:1.08906	validation-mlogloss:1.09069
[101]	train-mlogloss:1.08720	validation-mlogloss:1.08890
[102]	train-mlogloss:1.08529	validation-mlogloss:1.08696
[103]	train-mlogloss:1.08349	validation-mlogloss:1.08504
[104]	train-mlogloss:1.08147	validation-mlogloss:1.08307
[105]	train-mlogloss:1.07966	validation-mlogloss:1.08112
[106]	train-mlogloss:1.07788	validation-mlogloss:1.07924
[107]	train-mlogloss:1.07610	validation-mlogloss:1.07752
[108]	train-mlogloss:1.07429	validation-mlogloss:1.07563
[109]	train-mlogloss:1.07247	validation-mlogloss:1.07383
[110]	train-mlogloss:1.07059	validation-mlogloss:1.07204
[111]	train-mlogloss:1.06852	validation-mlogloss:1.06992
[112]	train-mlogloss:1.06664	validation-mlogloss:1.06829
[113]	train-mlogloss:1.06475	validation-mlogloss:1.06654
[114]	train-mlogloss:1.06301	validation-mlogloss:1.06462
[115]	train-mlogloss:1.06103	validation-mlogloss:1.06277
[116]	train-mlogloss:1.05918	validation-mlogloss:1.06100
[117]	train-mlogloss:1.05732	validation-mlogloss:1.05918
[118]	train-mlogloss:1.05539	validation-mlogloss:1.05732
[119]	train-mlogloss:1.05373	validation-mlogloss:1.05571
[120]	train-mlogloss:1.05212	validation-mlogloss:1.05406
[121]	train-mlogloss:1.05025	validation-mlogloss:1.05227
[122]	train-mlogloss:1.04845	validation-mlogloss:1.05056
[123]	train-mlogloss:1.04665	validation-mlogloss:1.04877
[124]	train-mlogloss:1.04488	validation-mlogloss:1.04715
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 0 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.47 [%]
Global accuracy score (test) = 69.26 [%]
Global F1 score (train) = 69.16 [%]
Global F1 score (test) = 69.32 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.43      0.50       400
MODERATE-INTENSITY       0.54      0.78      0.64       400
         SEDENTARY       0.83      0.86      0.85       400
VIGOROUS-INTENSITY       0.88      0.71      0.79       345

          accuracy                           0.69      1545
         macro avg       0.71      0.69      0.69      1545
      weighted avg       0.71      0.69      0.69      1545


Accuracy capturado en la ejecución 4: 69.26 [%]
F1-score capturado en la ejecución 4: 69.32 [%]

=== EJECUCIÓN 5 ===

--- TRAIN (ejecución 5) ---

--- TEST (ejecución 5) ---
2025-11-07 10:38:39.426397: 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`.
2025-11-07 10:38:39.437833: 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 00:00:1762508319.450735 2399840 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508319.454854 2399840 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508319.464954 2399840 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508319.464972 2399840 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508319.464974 2399840 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508319.464976 2399840 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:38:39.468198: 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:1.38177	validation-mlogloss:1.38170
[1]	train-mlogloss:1.37727	validation-mlogloss:1.37723
[2]	train-mlogloss:1.37279	validation-mlogloss:1.37276
[3]	train-mlogloss:1.36842	validation-mlogloss:1.36837
[4]	train-mlogloss:1.36416	validation-mlogloss:1.36410
[5]	train-mlogloss:1.35990	validation-mlogloss:1.36013
[6]	train-mlogloss:1.35568	validation-mlogloss:1.35599
[7]	train-mlogloss:1.35150	validation-mlogloss:1.35179
[8]	train-mlogloss:1.34746	validation-mlogloss:1.34782
[9]	train-mlogloss:1.34341	validation-mlogloss:1.34370
[10]	train-mlogloss:1.33946	validation-mlogloss:1.33975
[11]	train-mlogloss:1.33569	validation-mlogloss:1.33626
[12]	train-mlogloss:1.33180	validation-mlogloss:1.33249
[13]	train-mlogloss:1.32778	validation-mlogloss:1.32846
[14]	train-mlogloss:1.32393	validation-mlogloss:1.32447
[15]	train-mlogloss:1.32009	validation-mlogloss:1.32053
[16]	train-mlogloss:1.31633	validation-mlogloss:1.31698
[17]	train-mlogloss:1.31268	validation-mlogloss:1.31338
[18]	train-mlogloss:1.30897	validation-mlogloss:1.30967
[19]	train-mlogloss:1.30497	validation-mlogloss:1.30583
[20]	train-mlogloss:1.30138	validation-mlogloss:1.30216
[21]	train-mlogloss:1.29775	validation-mlogloss:1.29840
[22]	train-mlogloss:1.29412	validation-mlogloss:1.29484
[23]	train-mlogloss:1.29062	validation-mlogloss:1.29134
[24]	train-mlogloss:1.28715	validation-mlogloss:1.28789
[25]	train-mlogloss:1.28378	validation-mlogloss:1.28446
[26]	train-mlogloss:1.28027	validation-mlogloss:1.28097
[27]	train-mlogloss:1.27691	validation-mlogloss:1.27767
[28]	train-mlogloss:1.27329	validation-mlogloss:1.27419
[29]	train-mlogloss:1.26990	validation-mlogloss:1.27072
[30]	train-mlogloss:1.26665	validation-mlogloss:1.26751
[31]	train-mlogloss:1.26352	validation-mlogloss:1.26446
[32]	train-mlogloss:1.26032	validation-mlogloss:1.26121
[33]	train-mlogloss:1.25716	validation-mlogloss:1.25801
[34]	train-mlogloss:1.25382	validation-mlogloss:1.25462
[35]	train-mlogloss:1.25069	validation-mlogloss:1.25148
[36]	train-mlogloss:1.24749	validation-mlogloss:1.24811
[37]	train-mlogloss:1.24436	validation-mlogloss:1.24502
[38]	train-mlogloss:1.24127	validation-mlogloss:1.24188
[39]	train-mlogloss:1.23816	validation-mlogloss:1.23866
[40]	train-mlogloss:1.23525	validation-mlogloss:1.23583
[41]	train-mlogloss:1.23229	validation-mlogloss:1.23285
[42]	train-mlogloss:1.22934	validation-mlogloss:1.22984
[43]	train-mlogloss:1.22639	validation-mlogloss:1.22689
[44]	train-mlogloss:1.22341	validation-mlogloss:1.22385
[45]	train-mlogloss:1.22053	validation-mlogloss:1.22092
[46]	train-mlogloss:1.21771	validation-mlogloss:1.21833
[47]	train-mlogloss:1.21477	validation-mlogloss:1.21534
[48]	train-mlogloss:1.21195	validation-mlogloss:1.21249
[49]	train-mlogloss:1.20906	validation-mlogloss:1.20958
[50]	train-mlogloss:1.20632	validation-mlogloss:1.20705
[51]	train-mlogloss:1.20363	validation-mlogloss:1.20439
[52]	train-mlogloss:1.20094	validation-mlogloss:1.20172
[53]	train-mlogloss:1.19826	validation-mlogloss:1.19903
[54]	train-mlogloss:1.19561	validation-mlogloss:1.19641
[55]	train-mlogloss:1.19296	validation-mlogloss:1.19377
[56]	train-mlogloss:1.19032	validation-mlogloss:1.19112
[57]	train-mlogloss:1.18767	validation-mlogloss:1.18846
[58]	train-mlogloss:1.18508	validation-mlogloss:1.18588
[59]	train-mlogloss:1.18248	validation-mlogloss:1.18316
[60]	train-mlogloss:1.17986	validation-mlogloss:1.18045
[61]	train-mlogloss:1.17727	validation-mlogloss:1.17772
[62]	train-mlogloss:1.17476	validation-mlogloss:1.17522
[63]	train-mlogloss:1.17223	validation-mlogloss:1.17275
[64]	train-mlogloss:1.16979	validation-mlogloss:1.17035
[65]	train-mlogloss:1.16733	validation-mlogloss:1.16788
[66]	train-mlogloss:1.16455	validation-mlogloss:1.16516
[67]	train-mlogloss:1.16213	validation-mlogloss:1.16266
[68]	train-mlogloss:1.15970	validation-mlogloss:1.16029
[69]	train-mlogloss:1.15735	validation-mlogloss:1.15801
[70]	train-mlogloss:1.15498	validation-mlogloss:1.15555
[71]	train-mlogloss:1.15267	validation-mlogloss:1.15312
[72]	train-mlogloss:1.15035	validation-mlogloss:1.15088
[73]	train-mlogloss:1.14795	validation-mlogloss:1.14846
[74]	train-mlogloss:1.14559	validation-mlogloss:1.14608
[75]	train-mlogloss:1.14313	validation-mlogloss:1.14372
[76]	train-mlogloss:1.14088	validation-mlogloss:1.14152
[77]	train-mlogloss:1.13860	validation-mlogloss:1.13924
[78]	train-mlogloss:1.13640	validation-mlogloss:1.13702
[79]	train-mlogloss:1.13424	validation-mlogloss:1.13488
[80]	train-mlogloss:1.13203	validation-mlogloss:1.13257
[81]	train-mlogloss:1.12985	validation-mlogloss:1.13025
[82]	train-mlogloss:1.12739	validation-mlogloss:1.12782
[83]	train-mlogloss:1.12524	validation-mlogloss:1.12555
[84]	train-mlogloss:1.12313	validation-mlogloss:1.12343
[85]	train-mlogloss:1.12103	validation-mlogloss:1.12135
[86]	train-mlogloss:1.11869	validation-mlogloss:1.11909
[87]	train-mlogloss:1.11638	validation-mlogloss:1.11680
[88]	train-mlogloss:1.11430	validation-mlogloss:1.11475
[89]	train-mlogloss:1.11225	validation-mlogloss:1.11266
[90]	train-mlogloss:1.11019	validation-mlogloss:1.11068
[91]	train-mlogloss:1.10817	validation-mlogloss:1.10870
[92]	train-mlogloss:1.10611	validation-mlogloss:1.10668
[93]	train-mlogloss:1.10416	validation-mlogloss:1.10477
[94]	train-mlogloss:1.10221	validation-mlogloss:1.10277
[95]	train-mlogloss:1.10008	validation-mlogloss:1.10070
[96]	train-mlogloss:1.09815	validation-mlogloss:1.09877
[97]	train-mlogloss:1.09628	validation-mlogloss:1.09681
[98]	train-mlogloss:1.09416	validation-mlogloss:1.09478
[99]	train-mlogloss:1.09220	validation-mlogloss:1.09301
[100]	train-mlogloss:1.09035	validation-mlogloss:1.09111
[101]	train-mlogloss:1.08847	validation-mlogloss:1.08921
[102]	train-mlogloss:1.08664	validation-mlogloss:1.08724
[103]	train-mlogloss:1.08454	validation-mlogloss:1.08519
[104]	train-mlogloss:1.08268	validation-mlogloss:1.08317
[105]	train-mlogloss:1.08073	validation-mlogloss:1.08123
[106]	train-mlogloss:1.07877	validation-mlogloss:1.07932
[107]	train-mlogloss:1.07674	validation-mlogloss:1.07740
[108]	train-mlogloss:1.07490	validation-mlogloss:1.07548
[109]	train-mlogloss:1.07318	validation-mlogloss:1.07378
[110]	train-mlogloss:1.07122	validation-mlogloss:1.07204
[111]	train-mlogloss:1.06947	validation-mlogloss:1.07022
[112]	train-mlogloss:1.06763	validation-mlogloss:1.06855
[113]	train-mlogloss:1.06591	validation-mlogloss:1.06686
[114]	train-mlogloss:1.06394	validation-mlogloss:1.06484
[115]	train-mlogloss:1.06234	validation-mlogloss:1.06320
[116]	train-mlogloss:1.06048	validation-mlogloss:1.06133
[117]	train-mlogloss:1.05867	validation-mlogloss:1.05959
[118]	train-mlogloss:1.05699	validation-mlogloss:1.05780
[119]	train-mlogloss:1.05517	validation-mlogloss:1.05610
[120]	train-mlogloss:1.05333	validation-mlogloss:1.05428
[121]	train-mlogloss:1.05178	validation-mlogloss:1.05279
[122]	train-mlogloss:1.05016	validation-mlogloss:1.05119
[123]	train-mlogloss:1.04859	validation-mlogloss:1.04961
[124]	train-mlogloss:1.04679	validation-mlogloss:1.04782
[125]	train-mlogloss:1.04516	validation-mlogloss:1.04614
[126]	train-mlogloss:1.04347	validation-mlogloss:1.04448
[127]	train-mlogloss:1.04183	validation-mlogloss:1.04287
[128]	train-mlogloss:1.04026	validation-mlogloss:1.04132
[129]	train-mlogloss:1.03859	validation-mlogloss:1.03978
[130]	train-mlogloss:1.03709	validation-mlogloss:1.03839
[131]	train-mlogloss:1.03544	validation-mlogloss:1.03673
[132]	train-mlogloss:1.03389	validation-mlogloss:1.03517
[133]	train-mlogloss:1.03243	validation-mlogloss:1.03370
[134]	train-mlogloss:1.03094	validation-mlogloss:1.03223
[135]	train-mlogloss:1.02934	validation-mlogloss:1.03067
[136]	train-mlogloss:1.02772	validation-mlogloss:1.02903
[137]	train-mlogloss:1.02629	validation-mlogloss:1.02765
[138]	train-mlogloss:1.02484	validation-mlogloss:1.02616
[139]	train-mlogloss:1.02321	validation-mlogloss:1.02457
[140]	train-mlogloss:1.02177	validation-mlogloss:1.02319
[141]	train-mlogloss:1.02016	validation-mlogloss:1.02163
[142]	train-mlogloss:1.01882	validation-mlogloss:1.02028
[143]	train-mlogloss:1.01725	validation-mlogloss:1.01869
[144]	train-mlogloss:1.01583	validation-mlogloss:1.01724
[145]	train-mlogloss:1.01425	validation-mlogloss:1.01558
[146]	train-mlogloss:1.01272	validation-mlogloss:1.01398
[147]	train-mlogloss:1.01135	validation-mlogloss:1.01259
[148]	train-mlogloss:1.00982	validation-mlogloss:1.01099
[149]	train-mlogloss:1.00837	validation-mlogloss:1.00964
[150]	train-mlogloss:1.00707	validation-mlogloss:1.00827
[151]	train-mlogloss:1.00564	validation-mlogloss:1.00687
[152]	train-mlogloss:1.00428	validation-mlogloss:1.00558
[153]	train-mlogloss:1.00278	validation-mlogloss:1.00407
[154]	train-mlogloss:1.00141	validation-mlogloss:1.00282
[155]	train-mlogloss:0.99996	validation-mlogloss:1.00137
[156]	train-mlogloss:0.99868	validation-mlogloss:1.00010
[157]	train-mlogloss:0.99722	validation-mlogloss:0.99874
[158]	train-mlogloss:0.99580	validation-mlogloss:0.99721
[159]	train-mlogloss:0.99434	validation-mlogloss:0.99574
[160]	train-mlogloss:0.99293	validation-mlogloss:0.99428
[161]	train-mlogloss:0.99171	validation-mlogloss:0.99310
[162]	train-mlogloss:0.99047	validation-mlogloss:0.99181
[163]	train-mlogloss:0.98928	validation-mlogloss:0.99054
[164]	train-mlogloss:0.98807	validation-mlogloss:0.98938
[165]	train-mlogloss:0.98682	validation-mlogloss:0.98823
[166]	train-mlogloss:0.98544	validation-mlogloss:0.98690
[167]	train-mlogloss:0.98425	validation-mlogloss:0.98559
[168]	train-mlogloss:0.98286	validation-mlogloss:0.98419
[169]	train-mlogloss:0.98165	validation-mlogloss:0.98301
[170]	train-mlogloss:0.98040	validation-mlogloss:0.98176
[171]	train-mlogloss:0.97920	validation-mlogloss:0.98061
[172]	train-mlogloss:0.97803	validation-mlogloss:0.97944
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
This activity can't be balanced (in a downsampling way)
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This activity can't be balanced (in a downsampling way)
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
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(1545, 1)
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(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.14 [%]
Global accuracy score (test) = 68.48 [%]
Global F1 score (train) = 68.85 [%]
Global F1 score (test) = 68.47 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.40      0.47       400
MODERATE-INTENSITY       0.53      0.80      0.64       400
         SEDENTARY       0.84      0.84      0.84       400
VIGOROUS-INTENSITY       0.89      0.71      0.79       345

          accuracy                           0.68      1545
         macro avg       0.71      0.69      0.68      1545
      weighted avg       0.70      0.68      0.68      1545


Accuracy capturado en la ejecución 5: 68.48 [%]
F1-score capturado en la ejecución 5: 68.47 [%]

=== EJECUCIÓN 6 ===

--- TRAIN (ejecución 6) ---

--- TEST (ejecución 6) ---
2025-11-07 10:38:51.031946: 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`.
2025-11-07 10:38:51.043459: 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 00:00:1762508331.056750 2400095 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508331.060970 2400095 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508331.070781 2400095 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508331.070801 2400095 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508331.070803 2400095 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508331.070805 2400095 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:38:51.073883: 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:1.38189	validation-mlogloss:1.38188
[1]	train-mlogloss:1.37750	validation-mlogloss:1.37783
[2]	train-mlogloss:1.37308	validation-mlogloss:1.37349
[3]	train-mlogloss:1.36883	validation-mlogloss:1.36950
[4]	train-mlogloss:1.36471	validation-mlogloss:1.36557
[5]	train-mlogloss:1.36055	validation-mlogloss:1.36161
[6]	train-mlogloss:1.35635	validation-mlogloss:1.35763
[7]	train-mlogloss:1.35221	validation-mlogloss:1.35352
[8]	train-mlogloss:1.34814	validation-mlogloss:1.34956
[9]	train-mlogloss:1.34376	validation-mlogloss:1.34541
[10]	train-mlogloss:1.33973	validation-mlogloss:1.34138
[11]	train-mlogloss:1.33580	validation-mlogloss:1.33757
[12]	train-mlogloss:1.33182	validation-mlogloss:1.33371
[13]	train-mlogloss:1.32789	validation-mlogloss:1.32973
[14]	train-mlogloss:1.32410	validation-mlogloss:1.32604
[15]	train-mlogloss:1.32031	validation-mlogloss:1.32237
[16]	train-mlogloss:1.31652	validation-mlogloss:1.31873
[17]	train-mlogloss:1.31280	validation-mlogloss:1.31505
[18]	train-mlogloss:1.30875	validation-mlogloss:1.31125
[19]	train-mlogloss:1.30503	validation-mlogloss:1.30745
[20]	train-mlogloss:1.30131	validation-mlogloss:1.30390
[21]	train-mlogloss:1.29777	validation-mlogloss:1.30032
[22]	train-mlogloss:1.29425	validation-mlogloss:1.29682
[23]	train-mlogloss:1.29076	validation-mlogloss:1.29342
[24]	train-mlogloss:1.28734	validation-mlogloss:1.29002
[25]	train-mlogloss:1.28391	validation-mlogloss:1.28653
[26]	train-mlogloss:1.28054	validation-mlogloss:1.28328
[27]	train-mlogloss:1.27718	validation-mlogloss:1.27987
[28]	train-mlogloss:1.27375	validation-mlogloss:1.27648
[29]	train-mlogloss:1.27041	validation-mlogloss:1.27323
[30]	train-mlogloss:1.26723	validation-mlogloss:1.27000
[31]	train-mlogloss:1.26396	validation-mlogloss:1.26674
[32]	train-mlogloss:1.26072	validation-mlogloss:1.26341
[33]	train-mlogloss:1.25735	validation-mlogloss:1.26006
[34]	train-mlogloss:1.25417	validation-mlogloss:1.25688
[35]	train-mlogloss:1.25093	validation-mlogloss:1.25375
[36]	train-mlogloss:1.24772	validation-mlogloss:1.25049
[37]	train-mlogloss:1.24454	validation-mlogloss:1.24730
[38]	train-mlogloss:1.24146	validation-mlogloss:1.24427
[39]	train-mlogloss:1.23837	validation-mlogloss:1.24116
[40]	train-mlogloss:1.23536	validation-mlogloss:1.23829
[41]	train-mlogloss:1.23235	validation-mlogloss:1.23529
[42]	train-mlogloss:1.22933	validation-mlogloss:1.23244
[43]	train-mlogloss:1.22644	validation-mlogloss:1.22972
[44]	train-mlogloss:1.22320	validation-mlogloss:1.22659
[45]	train-mlogloss:1.22010	validation-mlogloss:1.22368
[46]	train-mlogloss:1.21722	validation-mlogloss:1.22090
[47]	train-mlogloss:1.21435	validation-mlogloss:1.21831
[48]	train-mlogloss:1.21155	validation-mlogloss:1.21546
[49]	train-mlogloss:1.20877	validation-mlogloss:1.21257
[50]	train-mlogloss:1.20610	validation-mlogloss:1.20986
[51]	train-mlogloss:1.20334	validation-mlogloss:1.20712
[52]	train-mlogloss:1.20058	validation-mlogloss:1.20439
[53]	train-mlogloss:1.19759	validation-mlogloss:1.20146
[54]	train-mlogloss:1.19479	validation-mlogloss:1.19863
[55]	train-mlogloss:1.19215	validation-mlogloss:1.19613
[56]	train-mlogloss:1.18960	validation-mlogloss:1.19368
[57]	train-mlogloss:1.18700	validation-mlogloss:1.19125
[58]	train-mlogloss:1.18444	validation-mlogloss:1.18865
[59]	train-mlogloss:1.18177	validation-mlogloss:1.18597
[60]	train-mlogloss:1.17927	validation-mlogloss:1.18334
[61]	train-mlogloss:1.17674	validation-mlogloss:1.18079
[62]	train-mlogloss:1.17404	validation-mlogloss:1.17816
[63]	train-mlogloss:1.17151	validation-mlogloss:1.17563
[64]	train-mlogloss:1.16895	validation-mlogloss:1.17293
[65]	train-mlogloss:1.16645	validation-mlogloss:1.17047
[66]	train-mlogloss:1.16399	validation-mlogloss:1.16803
[67]	train-mlogloss:1.16131	validation-mlogloss:1.16547
[68]	train-mlogloss:1.15893	validation-mlogloss:1.16313
[69]	train-mlogloss:1.15661	validation-mlogloss:1.16082
[70]	train-mlogloss:1.15432	validation-mlogloss:1.15848
[71]	train-mlogloss:1.15196	validation-mlogloss:1.15609
[72]	train-mlogloss:1.14965	validation-mlogloss:1.15360
[73]	train-mlogloss:1.14736	validation-mlogloss:1.15130
[74]	train-mlogloss:1.14503	validation-mlogloss:1.14905
[75]	train-mlogloss:1.14244	validation-mlogloss:1.14661
[76]	train-mlogloss:1.14014	validation-mlogloss:1.14429
[77]	train-mlogloss:1.13791	validation-mlogloss:1.14201
[78]	train-mlogloss:1.13548	validation-mlogloss:1.13975
[79]	train-mlogloss:1.13328	validation-mlogloss:1.13751
[80]	train-mlogloss:1.13108	validation-mlogloss:1.13535
[81]	train-mlogloss:1.12886	validation-mlogloss:1.13312
[82]	train-mlogloss:1.12679	validation-mlogloss:1.13109
[83]	train-mlogloss:1.12434	validation-mlogloss:1.12874
[84]	train-mlogloss:1.12200	validation-mlogloss:1.12650
[85]	train-mlogloss:1.11967	validation-mlogloss:1.12435
[86]	train-mlogloss:1.11755	validation-mlogloss:1.12229
[87]	train-mlogloss:1.11555	validation-mlogloss:1.12048
[88]	train-mlogloss:1.11348	validation-mlogloss:1.11845
[89]	train-mlogloss:1.11146	validation-mlogloss:1.11641
[90]	train-mlogloss:1.10937	validation-mlogloss:1.11423
[91]	train-mlogloss:1.10738	validation-mlogloss:1.11217
[92]	train-mlogloss:1.10539	validation-mlogloss:1.11025
[93]	train-mlogloss:1.10315	validation-mlogloss:1.10799
[94]	train-mlogloss:1.10119	validation-mlogloss:1.10599
[95]	train-mlogloss:1.09927	validation-mlogloss:1.10413
[96]	train-mlogloss:1.09720	validation-mlogloss:1.10219
[97]	train-mlogloss:1.09501	validation-mlogloss:1.10006
[98]	train-mlogloss:1.09292	validation-mlogloss:1.09803
[99]	train-mlogloss:1.09077	validation-mlogloss:1.09604
[100]	train-mlogloss:1.08889	validation-mlogloss:1.09435
[101]	train-mlogloss:1.08703	validation-mlogloss:1.09245
[102]	train-mlogloss:1.08499	validation-mlogloss:1.09049
[103]	train-mlogloss:1.08317	validation-mlogloss:1.08879
[104]	train-mlogloss:1.08127	validation-mlogloss:1.08693
[105]	train-mlogloss:1.07920	validation-mlogloss:1.08501
[106]	train-mlogloss:1.07741	validation-mlogloss:1.08325
[107]	train-mlogloss:1.07557	validation-mlogloss:1.08138
[108]	train-mlogloss:1.07383	validation-mlogloss:1.07966
[109]	train-mlogloss:1.07181	validation-mlogloss:1.07768
[110]	train-mlogloss:1.06983	validation-mlogloss:1.07583
[111]	train-mlogloss:1.06781	validation-mlogloss:1.07390
[112]	train-mlogloss:1.06585	validation-mlogloss:1.07206
[113]	train-mlogloss:1.06391	validation-mlogloss:1.07020
[114]	train-mlogloss:1.06216	validation-mlogloss:1.06843
[115]	train-mlogloss:1.06047	validation-mlogloss:1.06682
[116]	train-mlogloss:1.05874	validation-mlogloss:1.06496
[117]	train-mlogloss:1.05700	validation-mlogloss:1.06327
[118]	train-mlogloss:1.05536	validation-mlogloss:1.06158
[119]	train-mlogloss:1.05372	validation-mlogloss:1.05982
[120]	train-mlogloss:1.05186	validation-mlogloss:1.05799
[121]	train-mlogloss:1.05028	validation-mlogloss:1.05636
[122]	train-mlogloss:1.04857	validation-mlogloss:1.05469
[123]	train-mlogloss:1.04692	validation-mlogloss:1.05298
[124]	train-mlogloss:1.04517	validation-mlogloss:1.05128
[125]	train-mlogloss:1.04331	validation-mlogloss:1.04938
[126]	train-mlogloss:1.04159	validation-mlogloss:1.04767
[127]	train-mlogloss:1.04006	validation-mlogloss:1.04615
[128]	train-mlogloss:1.03845	validation-mlogloss:1.04448
[129]	train-mlogloss:1.03694	validation-mlogloss:1.04292
[130]	train-mlogloss:1.03542	validation-mlogloss:1.04152
[131]	train-mlogloss:1.03395	validation-mlogloss:1.04008
[132]	train-mlogloss:1.03222	validation-mlogloss:1.03835
[133]	train-mlogloss:1.03059	validation-mlogloss:1.03687
[134]	train-mlogloss:1.02912	validation-mlogloss:1.03532
[135]	train-mlogloss:1.02753	validation-mlogloss:1.03374
[136]	train-mlogloss:1.02598	validation-mlogloss:1.03229
[137]	train-mlogloss:1.02450	validation-mlogloss:1.03069
[138]	train-mlogloss:1.02308	validation-mlogloss:1.02939
[139]	train-mlogloss:1.02155	validation-mlogloss:1.02778
[140]	train-mlogloss:1.02002	validation-mlogloss:1.02629
[141]	train-mlogloss:1.01854	validation-mlogloss:1.02489
[142]	train-mlogloss:1.01696	validation-mlogloss:1.02339
[143]	train-mlogloss:1.01555	validation-mlogloss:1.02194
[144]	train-mlogloss:1.01394	validation-mlogloss:1.02035
[145]	train-mlogloss:1.01231	validation-mlogloss:1.01867
[146]	train-mlogloss:1.01095	validation-mlogloss:1.01732
[147]	train-mlogloss:1.00940	validation-mlogloss:1.01579
[148]	train-mlogloss:1.00803	validation-mlogloss:1.01440
[149]	train-mlogloss:1.00651	validation-mlogloss:1.01287
[150]	train-mlogloss:1.00519	validation-mlogloss:1.01155
[151]	train-mlogloss:1.00368	validation-mlogloss:1.00993
[152]	train-mlogloss:1.00241	validation-mlogloss:1.00860
[153]	train-mlogloss:1.00097	validation-mlogloss:1.00722
[154]	train-mlogloss:0.99972	validation-mlogloss:1.00589
[155]	train-mlogloss:0.99835	validation-mlogloss:1.00452
[156]	train-mlogloss:0.99685	validation-mlogloss:1.00298
[157]	train-mlogloss:0.99558	validation-mlogloss:1.00171
[158]	train-mlogloss:0.99414	validation-mlogloss:1.00026
[159]	train-mlogloss:0.99270	validation-mlogloss:0.99880
[160]	train-mlogloss:0.99123	validation-mlogloss:0.99728
[161]	train-mlogloss:0.99001	validation-mlogloss:0.99612
[162]	train-mlogloss:0.98862	validation-mlogloss:0.99475
[163]	train-mlogloss:0.98737	validation-mlogloss:0.99338
[164]	train-mlogloss:0.98606	validation-mlogloss:0.99213
[165]	train-mlogloss:0.98473	validation-mlogloss:0.99075
[166]	train-mlogloss:0.98351	validation-mlogloss:0.98952
[167]	train-mlogloss:0.98216	validation-mlogloss:0.98817
[168]	train-mlogloss:0.98099	validation-mlogloss:0.98695
[169]	train-mlogloss:0.97972	validation-mlogloss:0.98568
[170]	train-mlogloss:0.97838	validation-mlogloss:0.98424
[171]	train-mlogloss:0.97714	validation-mlogloss:0.98301
[172]	train-mlogloss:0.97593	validation-mlogloss:0.98179
[173]	train-mlogloss:0.97464	validation-mlogloss:0.98045
[174]	train-mlogloss:0.97350	validation-mlogloss:0.97930
[175]	train-mlogloss:0.97219	validation-mlogloss:0.97797
[176]	train-mlogloss:0.97108	validation-mlogloss:0.97686
[177]	train-mlogloss:0.96993	validation-mlogloss:0.97560
[178]	train-mlogloss:0.96885	validation-mlogloss:0.97449
[179]	train-mlogloss:0.96750	validation-mlogloss:0.97317
[180]	train-mlogloss:0.96622	validation-mlogloss:0.97189
[181]	train-mlogloss:0.96499	validation-mlogloss:0.97056
[182]	train-mlogloss:0.96372	validation-mlogloss:0.96929
[183]	train-mlogloss:0.96248	validation-mlogloss:0.96799
[184]	train-mlogloss:0.96133	validation-mlogloss:0.96684
[185]	train-mlogloss:0.96016	validation-mlogloss:0.96560
[186]	train-mlogloss:0.95918	validation-mlogloss:0.96465
[187]	train-mlogloss:0.95800	validation-mlogloss:0.96345
[188]	train-mlogloss:0.95682	validation-mlogloss:0.96228
[189]	train-mlogloss:0.95580	validation-mlogloss:0.96129
[190]	train-mlogloss:0.95476	validation-mlogloss:0.96022
[191]	train-mlogloss:0.95360	validation-mlogloss:0.95898
[192]	train-mlogloss:0.95238	validation-mlogloss:0.95780
[193]	train-mlogloss:0.95126	validation-mlogloss:0.95671
[194]	train-mlogloss:0.95017	validation-mlogloss:0.95562
[195]	train-mlogloss:0.94905	validation-mlogloss:0.95458
[196]	train-mlogloss:0.94785	validation-mlogloss:0.95342
[197]	train-mlogloss:0.94668	validation-mlogloss:0.95221
[198]	train-mlogloss:0.94570	validation-mlogloss:0.95118
[199]	train-mlogloss:0.94471	validation-mlogloss:0.95016
[200]	train-mlogloss:0.94358	validation-mlogloss:0.94895
[201]	train-mlogloss:0.94244	validation-mlogloss:0.94786
[202]	train-mlogloss:0.94146	validation-mlogloss:0.94699
[203]	train-mlogloss:0.94054	validation-mlogloss:0.94603
[204]	train-mlogloss:0.93952	validation-mlogloss:0.94500
[205]	train-mlogloss:0.93846	validation-mlogloss:0.94393
[206]	train-mlogloss:0.93739	validation-mlogloss:0.94280
[207]	train-mlogloss:0.93625	validation-mlogloss:0.94176
[208]	train-mlogloss:0.93518	validation-mlogloss:0.94073
[209]	train-mlogloss:0.93423	validation-mlogloss:0.93983
[210]	train-mlogloss:0.93324	validation-mlogloss:0.93881
[211]	train-mlogloss:0.93221	validation-mlogloss:0.93775
[212]	train-mlogloss:0.93137	validation-mlogloss:0.93686
[213]	train-mlogloss:0.93033	validation-mlogloss:0.93577
[214]	train-mlogloss:0.92930	validation-mlogloss:0.93476
[215]	train-mlogloss:0.92822	validation-mlogloss:0.93364
[216]	train-mlogloss:0.92721	validation-mlogloss:0.93271
[217]	train-mlogloss:0.92627	validation-mlogloss:0.93176
[218]	train-mlogloss:0.92530	validation-mlogloss:0.93082
[219]	train-mlogloss:0.92427	validation-mlogloss:0.92978
[220]	train-mlogloss:0.92321	validation-mlogloss:0.92871
[221]	train-mlogloss:0.92216	validation-mlogloss:0.92763
[222]	train-mlogloss:0.92124	validation-mlogloss:0.92664
[223]	train-mlogloss:0.92020	validation-mlogloss:0.92554
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[384]	train-mlogloss:0.81290	validation-mlogloss:0.81883
[385]	train-mlogloss:0.81243	validation-mlogloss:0.81830
[386]	train-mlogloss:0.81191	validation-mlogloss:0.81782
[387]	train-mlogloss:0.81149	validation-mlogloss:0.81737
[388]	train-mlogloss:0.81108	validation-mlogloss:0.81695
[389]	train-mlogloss:0.81059	validation-mlogloss:0.81650
[390]	train-mlogloss:0.81016	validation-mlogloss:0.81613
[391]	train-mlogloss:0.80966	validation-mlogloss:0.81564
[392]	train-mlogloss:0.80924	validation-mlogloss:0.81522
[393]	train-mlogloss:0.80882	validation-mlogloss:0.81483
[394]	train-mlogloss:0.80834	validation-mlogloss:0.81434
[395]	train-mlogloss:0.80792	validation-mlogloss:0.81395
[396]	train-mlogloss:0.80755	validation-mlogloss:0.81357
[397]	train-mlogloss:0.80713	validation-mlogloss:0.81322
[398]	train-mlogloss:0.80672	validation-mlogloss:0.81285
[399]	train-mlogloss:0.80638	validation-mlogloss:0.81247
[400]	train-mlogloss:0.80595	validation-mlogloss:0.81199
[401]	train-mlogloss:0.80552	validation-mlogloss:0.81152
[402]	train-mlogloss:0.80518	validation-mlogloss:0.81114
[403]	train-mlogloss:0.80478	validation-mlogloss:0.81080
[404]	train-mlogloss:0.80439	validation-mlogloss:0.81045
[405]	train-mlogloss:0.80399	validation-mlogloss:0.81011
[406]	train-mlogloss:0.80360	validation-mlogloss:0.80978
[407]	train-mlogloss:0.80324	validation-mlogloss:0.80938
[408]	train-mlogloss:0.80285	validation-mlogloss:0.80901
[409]	train-mlogloss:0.80244	validation-mlogloss:0.80863
[410]	train-mlogloss:0.80202	validation-mlogloss:0.80827
[411]	train-mlogloss:0.80154	validation-mlogloss:0.80780
[412]	train-mlogloss:0.80107	validation-mlogloss:0.80736
[413]	train-mlogloss:0.80065	validation-mlogloss:0.80713
[414]	train-mlogloss:0.80026	validation-mlogloss:0.80680
[415]	train-mlogloss:0.79994	validation-mlogloss:0.80656
[416]	train-mlogloss:0.79952	validation-mlogloss:0.80618
[417]	train-mlogloss:0.79913	validation-mlogloss:0.80588
[418]	train-mlogloss:0.79874	validation-mlogloss:0.80549
[419]	train-mlogloss:0.79834	validation-mlogloss:0.80510
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.0 [%]
Global accuracy score (test) = 67.83 [%]
Global F1 score (train) = 68.55 [%]
Global F1 score (test) = 67.7 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.37      0.46       400
MODERATE-INTENSITY       0.52      0.79      0.63       400
         SEDENTARY       0.83      0.85      0.84       400
VIGOROUS-INTENSITY       0.89      0.70      0.79       345

          accuracy                           0.68      1545
         macro avg       0.71      0.68      0.68      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 6: 67.83 [%]
F1-score capturado en la ejecución 6: 67.7 [%]

=== EJECUCIÓN 7 ===

--- TRAIN (ejecución 7) ---

--- TEST (ejecución 7) ---
2025-11-07 10:39:02.711917: 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`.
2025-11-07 10:39:02.723854: 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 00:00:1762508342.738069 2400344 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508342.742519 2400344 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508342.753055 2400344 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508342.753079 2400344 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508342.753088 2400344 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508342.753090 2400344 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:39:02.756365: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
Training a non-convolutional model.
[0]	train-mlogloss:1.38185	validation-mlogloss:1.38187
[1]	train-mlogloss:1.37744	validation-mlogloss:1.37756
[2]	train-mlogloss:1.37274	validation-mlogloss:1.37324
[3]	train-mlogloss:1.36846	validation-mlogloss:1.36911
[4]	train-mlogloss:1.36418	validation-mlogloss:1.36494
[5]	train-mlogloss:1.36002	validation-mlogloss:1.36081
[6]	train-mlogloss:1.35596	validation-mlogloss:1.35700
[7]	train-mlogloss:1.35192	validation-mlogloss:1.35313
[8]	train-mlogloss:1.34786	validation-mlogloss:1.34901
[9]	train-mlogloss:1.34382	validation-mlogloss:1.34496
[10]	train-mlogloss:1.33975	validation-mlogloss:1.34102
[11]	train-mlogloss:1.33576	validation-mlogloss:1.33704
[12]	train-mlogloss:1.33186	validation-mlogloss:1.33334
[13]	train-mlogloss:1.32798	validation-mlogloss:1.32938
[14]	train-mlogloss:1.32409	validation-mlogloss:1.32554
[15]	train-mlogloss:1.32047	validation-mlogloss:1.32216
[16]	train-mlogloss:1.31667	validation-mlogloss:1.31827
[17]	train-mlogloss:1.31295	validation-mlogloss:1.31474
[18]	train-mlogloss:1.30920	validation-mlogloss:1.31097
[19]	train-mlogloss:1.30559	validation-mlogloss:1.30747
[20]	train-mlogloss:1.30203	validation-mlogloss:1.30398
[21]	train-mlogloss:1.29841	validation-mlogloss:1.30035
[22]	train-mlogloss:1.29498	validation-mlogloss:1.29684
[23]	train-mlogloss:1.29143	validation-mlogloss:1.29324
[24]	train-mlogloss:1.28792	validation-mlogloss:1.28973
[25]	train-mlogloss:1.28440	validation-mlogloss:1.28622
[26]	train-mlogloss:1.28099	validation-mlogloss:1.28280
[27]	train-mlogloss:1.27726	validation-mlogloss:1.27917
[28]	train-mlogloss:1.27350	validation-mlogloss:1.27552
[29]	train-mlogloss:1.27022	validation-mlogloss:1.27232
[30]	train-mlogloss:1.26693	validation-mlogloss:1.26931
[31]	train-mlogloss:1.26365	validation-mlogloss:1.26598
[32]	train-mlogloss:1.26045	validation-mlogloss:1.26292
[33]	train-mlogloss:1.25725	validation-mlogloss:1.25965
[34]	train-mlogloss:1.25403	validation-mlogloss:1.25651
[35]	train-mlogloss:1.25092	validation-mlogloss:1.25345
[36]	train-mlogloss:1.24775	validation-mlogloss:1.25036
[37]	train-mlogloss:1.24470	validation-mlogloss:1.24743
[38]	train-mlogloss:1.24152	validation-mlogloss:1.24449
[39]	train-mlogloss:1.23845	validation-mlogloss:1.24153
[40]	train-mlogloss:1.23563	validation-mlogloss:1.23873
[41]	train-mlogloss:1.23235	validation-mlogloss:1.23565
[42]	train-mlogloss:1.22946	validation-mlogloss:1.23279
[43]	train-mlogloss:1.22643	validation-mlogloss:1.22999
[44]	train-mlogloss:1.22370	validation-mlogloss:1.22757
[45]	train-mlogloss:1.22080	validation-mlogloss:1.22475
[46]	train-mlogloss:1.21786	validation-mlogloss:1.22175
[47]	train-mlogloss:1.21504	validation-mlogloss:1.21896
[48]	train-mlogloss:1.21213	validation-mlogloss:1.21607
[49]	train-mlogloss:1.20932	validation-mlogloss:1.21328
[50]	train-mlogloss:1.20650	validation-mlogloss:1.21058
[51]	train-mlogloss:1.20377	validation-mlogloss:1.20774
[52]	train-mlogloss:1.20104	validation-mlogloss:1.20516
[53]	train-mlogloss:1.19816	validation-mlogloss:1.20238
[54]	train-mlogloss:1.19560	validation-mlogloss:1.19984
[55]	train-mlogloss:1.19293	validation-mlogloss:1.19721
[56]	train-mlogloss:1.19035	validation-mlogloss:1.19466
[57]	train-mlogloss:1.18766	validation-mlogloss:1.19197
[58]	train-mlogloss:1.18504	validation-mlogloss:1.18940
[59]	train-mlogloss:1.18258	validation-mlogloss:1.18682
[60]	train-mlogloss:1.18004	validation-mlogloss:1.18419
[61]	train-mlogloss:1.17748	validation-mlogloss:1.18182
[62]	train-mlogloss:1.17500	validation-mlogloss:1.17937
[63]	train-mlogloss:1.17251	validation-mlogloss:1.17697
[64]	train-mlogloss:1.17006	validation-mlogloss:1.17436
[65]	train-mlogloss:1.16760	validation-mlogloss:1.17178
[66]	train-mlogloss:1.16517	validation-mlogloss:1.16941
[67]	train-mlogloss:1.16285	validation-mlogloss:1.16721
[68]	train-mlogloss:1.16040	validation-mlogloss:1.16485
[69]	train-mlogloss:1.15804	validation-mlogloss:1.16253
[70]	train-mlogloss:1.15566	validation-mlogloss:1.16022
[71]	train-mlogloss:1.15326	validation-mlogloss:1.15785
[72]	train-mlogloss:1.15103	validation-mlogloss:1.15559
[73]	train-mlogloss:1.14869	validation-mlogloss:1.15323
[74]	train-mlogloss:1.14640	validation-mlogloss:1.15094
[75]	train-mlogloss:1.14409	validation-mlogloss:1.14868
[76]	train-mlogloss:1.14198	validation-mlogloss:1.14647
[77]	train-mlogloss:1.13949	validation-mlogloss:1.14408
[78]	train-mlogloss:1.13698	validation-mlogloss:1.14169
[79]	train-mlogloss:1.13481	validation-mlogloss:1.13961
[80]	train-mlogloss:1.13247	validation-mlogloss:1.13737
[81]	train-mlogloss:1.13042	validation-mlogloss:1.13535
[82]	train-mlogloss:1.12834	validation-mlogloss:1.13337
[83]	train-mlogloss:1.12600	validation-mlogloss:1.13110
[84]	train-mlogloss:1.12367	validation-mlogloss:1.12884
[85]	train-mlogloss:1.12153	validation-mlogloss:1.12667
[86]	train-mlogloss:1.11943	validation-mlogloss:1.12464
[87]	train-mlogloss:1.11731	validation-mlogloss:1.12261
[88]	train-mlogloss:1.11526	validation-mlogloss:1.12051
[89]	train-mlogloss:1.11323	validation-mlogloss:1.11849
[90]	train-mlogloss:1.11127	validation-mlogloss:1.11664
[91]	train-mlogloss:1.10926	validation-mlogloss:1.11455
[92]	train-mlogloss:1.10727	validation-mlogloss:1.11258
[93]	train-mlogloss:1.10537	validation-mlogloss:1.11070
[94]	train-mlogloss:1.10341	validation-mlogloss:1.10877
[95]	train-mlogloss:1.10147	validation-mlogloss:1.10688
[96]	train-mlogloss:1.09957	validation-mlogloss:1.10499
[97]	train-mlogloss:1.09763	validation-mlogloss:1.10297
[98]	train-mlogloss:1.09572	validation-mlogloss:1.10115
[99]	train-mlogloss:1.09359	validation-mlogloss:1.09908
[100]	train-mlogloss:1.09156	validation-mlogloss:1.09708
[101]	train-mlogloss:1.08946	validation-mlogloss:1.09503
[102]	train-mlogloss:1.08743	validation-mlogloss:1.09304
[103]	train-mlogloss:1.08558	validation-mlogloss:1.09126
[104]	train-mlogloss:1.08371	validation-mlogloss:1.08939
[105]	train-mlogloss:1.08171	validation-mlogloss:1.08748
[106]	train-mlogloss:1.07983	validation-mlogloss:1.08564
[107]	train-mlogloss:1.07783	validation-mlogloss:1.08371
[108]	train-mlogloss:1.07588	validation-mlogloss:1.08184
[109]	train-mlogloss:1.07404	validation-mlogloss:1.08009
[110]	train-mlogloss:1.07235	validation-mlogloss:1.07837
[111]	train-mlogloss:1.07051	validation-mlogloss:1.07659
[112]	train-mlogloss:1.06863	validation-mlogloss:1.07476
[113]	train-mlogloss:1.06665	validation-mlogloss:1.07282
[114]	train-mlogloss:1.06473	validation-mlogloss:1.07088
[115]	train-mlogloss:1.06281	validation-mlogloss:1.06909
[116]	train-mlogloss:1.06101	validation-mlogloss:1.06732
[117]	train-mlogloss:1.05912	validation-mlogloss:1.06547
[118]	train-mlogloss:1.05732	validation-mlogloss:1.06373
[119]	train-mlogloss:1.05555	validation-mlogloss:1.06205
[120]	train-mlogloss:1.05374	validation-mlogloss:1.06038
[121]	train-mlogloss:1.05191	validation-mlogloss:1.05862
[122]	train-mlogloss:1.05010	validation-mlogloss:1.05680
[123]	train-mlogloss:1.04838	validation-mlogloss:1.05525
[124]	train-mlogloss:1.04671	validation-mlogloss:1.05371
[125]	train-mlogloss:1.04514	validation-mlogloss:1.05207
[126]	train-mlogloss:1.04340	validation-mlogloss:1.05037
[127]	train-mlogloss:1.04185	validation-mlogloss:1.04896
[128]	train-mlogloss:1.04014	validation-mlogloss:1.04732
[129]	train-mlogloss:1.03845	validation-mlogloss:1.04562
[130]	train-mlogloss:1.03695	validation-mlogloss:1.04407
[131]	train-mlogloss:1.03533	validation-mlogloss:1.04253
[132]	train-mlogloss:1.03375	validation-mlogloss:1.04111
[133]	train-mlogloss:1.03232	validation-mlogloss:1.03966
[134]	train-mlogloss:1.03088	validation-mlogloss:1.03817
[135]	train-mlogloss:1.02927	validation-mlogloss:1.03663
[136]	train-mlogloss:1.02763	validation-mlogloss:1.03499
[137]	train-mlogloss:1.02605	validation-mlogloss:1.03347
[138]	train-mlogloss:1.02445	validation-mlogloss:1.03201
[139]	train-mlogloss:1.02286	validation-mlogloss:1.03051
[140]	train-mlogloss:1.02137	validation-mlogloss:1.02896
[141]	train-mlogloss:1.01982	validation-mlogloss:1.02745
[142]	train-mlogloss:1.01839	validation-mlogloss:1.02602
[143]	train-mlogloss:1.01691	validation-mlogloss:1.02470
[144]	train-mlogloss:1.01551	validation-mlogloss:1.02324
[145]	train-mlogloss:1.01396	validation-mlogloss:1.02174
[146]	train-mlogloss:1.01247	validation-mlogloss:1.02035
[147]	train-mlogloss:1.01111	validation-mlogloss:1.01903
[148]	train-mlogloss:1.00972	validation-mlogloss:1.01759
[149]	train-mlogloss:1.00817	validation-mlogloss:1.01604
[150]	train-mlogloss:1.00683	validation-mlogloss:1.01459
[151]	train-mlogloss:1.00542	validation-mlogloss:1.01337
[152]	train-mlogloss:1.00408	validation-mlogloss:1.01199
[153]	train-mlogloss:1.00281	validation-mlogloss:1.01066
[154]	train-mlogloss:1.00155	validation-mlogloss:1.00944
[155]	train-mlogloss:1.00022	validation-mlogloss:1.00811
[156]	train-mlogloss:0.99897	validation-mlogloss:1.00685
[157]	train-mlogloss:0.99763	validation-mlogloss:1.00561
[158]	train-mlogloss:0.99623	validation-mlogloss:1.00420
[159]	train-mlogloss:0.99501	validation-mlogloss:1.00302
[160]	train-mlogloss:0.99363	validation-mlogloss:1.00174
[161]	train-mlogloss:0.99225	validation-mlogloss:1.00026
[162]	train-mlogloss:0.99102	validation-mlogloss:0.99902
[163]	train-mlogloss:0.98980	validation-mlogloss:0.99784
[164]	train-mlogloss:0.98862	validation-mlogloss:0.99659
[165]	train-mlogloss:0.98744	validation-mlogloss:0.99542
[166]	train-mlogloss:0.98628	validation-mlogloss:0.99435
[167]	train-mlogloss:0.98491	validation-mlogloss:0.99287
[168]	train-mlogloss:0.98356	validation-mlogloss:0.99146
[169]	train-mlogloss:0.98225	validation-mlogloss:0.99019
[170]	train-mlogloss:0.98093	validation-mlogloss:0.98890
[171]	train-mlogloss:0.97972	validation-mlogloss:0.98772
[172]	train-mlogloss:0.97840	validation-mlogloss:0.98638
[173]	train-mlogloss:0.97727	validation-mlogloss:0.98532
[174]	train-mlogloss:0.97607	validation-mlogloss:0.98417
[175]	train-mlogloss:0.97501	validation-mlogloss:0.98306
[176]	train-mlogloss:0.97389	validation-mlogloss:0.98204
[177]	train-mlogloss:0.97259	validation-mlogloss:0.98084
[178]	train-mlogloss:0.97133	validation-mlogloss:0.97960
[179]	train-mlogloss:0.97021	validation-mlogloss:0.97841
[180]	train-mlogloss:0.96893	validation-mlogloss:0.97716
[181]	train-mlogloss:0.96779	validation-mlogloss:0.97587
[182]	train-mlogloss:0.96666	validation-mlogloss:0.97484
[183]	train-mlogloss:0.96553	validation-mlogloss:0.97375
[184]	train-mlogloss:0.96448	validation-mlogloss:0.97272
[185]	train-mlogloss:0.96320	validation-mlogloss:0.97132
[186]	train-mlogloss:0.96209	validation-mlogloss:0.97031
[187]	train-mlogloss:0.96104	validation-mlogloss:0.96926
[188]	train-mlogloss:0.95982	validation-mlogloss:0.96803
[189]	train-mlogloss:0.95877	validation-mlogloss:0.96700
[190]	train-mlogloss:0.95761	validation-mlogloss:0.96583
[191]	train-mlogloss:0.95637	validation-mlogloss:0.96457
[192]	train-mlogloss:0.95512	validation-mlogloss:0.96331
[193]	train-mlogloss:0.95397	validation-mlogloss:0.96219
[194]	train-mlogloss:0.95278	validation-mlogloss:0.96109
[195]	train-mlogloss:0.95175	validation-mlogloss:0.96003
[196]	train-mlogloss:0.95078	validation-mlogloss:0.95903
[197]	train-mlogloss:0.94976	validation-mlogloss:0.95800
[198]	train-mlogloss:0.94863	validation-mlogloss:0.95687
[199]	train-mlogloss:0.94765	validation-mlogloss:0.95584
[200]	train-mlogloss:0.94654	validation-mlogloss:0.95473
[201]	train-mlogloss:0.94547	validation-mlogloss:0.95367
[202]	train-mlogloss:0.94431	validation-mlogloss:0.95246
[203]	train-mlogloss:0.94318	validation-mlogloss:0.95128
[204]	train-mlogloss:0.94221	validation-mlogloss:0.95034
[205]	train-mlogloss:0.94107	validation-mlogloss:0.94921
[206]	train-mlogloss:0.94000	validation-mlogloss:0.94806
[207]	train-mlogloss:0.93887	validation-mlogloss:0.94695
[208]	train-mlogloss:0.93796	validation-mlogloss:0.94599
[209]	train-mlogloss:0.93690	validation-mlogloss:0.94494
[210]	train-mlogloss:0.93586	validation-mlogloss:0.94382
[211]	train-mlogloss:0.93486	validation-mlogloss:0.94284
[212]	train-mlogloss:0.93378	validation-mlogloss:0.94174
[213]	train-mlogloss:0.93278	validation-mlogloss:0.94062
[214]	train-mlogloss:0.93192	validation-mlogloss:0.93977
[215]	train-mlogloss:0.93102	validation-mlogloss:0.93884
[216]	train-mlogloss:0.93002	validation-mlogloss:0.93783
[217]	train-mlogloss:0.92914	validation-mlogloss:0.93693
[218]	train-mlogloss:0.92813	validation-mlogloss:0.93590
[219]	train-mlogloss:0.92703	validation-mlogloss:0.93474
[220]	train-mlogloss:0.92620	validation-mlogloss:0.93396
[221]	train-mlogloss:0.92523	validation-mlogloss:0.93293
[222]	train-mlogloss:0.92430	validation-mlogloss:0.93201
[223]	train-mlogloss:0.92333	validation-mlogloss:0.93099
[224]	train-mlogloss:0.92236	validation-mlogloss:0.93003
[225]	train-mlogloss:0.92145	validation-mlogloss:0.92909
[226]	train-mlogloss:0.92045	validation-mlogloss:0.92806
[227]	train-mlogloss:0.91946	validation-mlogloss:0.92699
[228]	train-mlogloss:0.91845	validation-mlogloss:0.92597
[229]	train-mlogloss:0.91763	validation-mlogloss:0.92514
[230]	train-mlogloss:0.91672	validation-mlogloss:0.92429
[231]	train-mlogloss:0.91583	validation-mlogloss:0.92351
[232]	train-mlogloss:0.91486	validation-mlogloss:0.92244
[233]	train-mlogloss:0.91401	validation-mlogloss:0.92162
[234]	train-mlogloss:0.91313	validation-mlogloss:0.92077
[235]	train-mlogloss:0.91223	validation-mlogloss:0.91986
[236]	train-mlogloss:0.91134	validation-mlogloss:0.91896
[237]	train-mlogloss:0.91044	validation-mlogloss:0.91799
[238]	train-mlogloss:0.90960	validation-mlogloss:0.91718
[239]	train-mlogloss:0.90866	validation-mlogloss:0.91625
[240]	train-mlogloss:0.90770	validation-mlogloss:0.91533
[241]	train-mlogloss:0.90692	validation-mlogloss:0.91453
[242]	train-mlogloss:0.90601	validation-mlogloss:0.91365
[243]	train-mlogloss:0.90520	validation-mlogloss:0.91285
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[245]	train-mlogloss:0.90344	validation-mlogloss:0.91112
[246]	train-mlogloss:0.90258	validation-mlogloss:0.91021
[247]	train-mlogloss:0.90166	validation-mlogloss:0.90928
[248]	train-mlogloss:0.90082	validation-mlogloss:0.90843
[249]	train-mlogloss:0.90000	validation-mlogloss:0.90760
[250]	train-mlogloss:0.89921	validation-mlogloss:0.90685
[251]	train-mlogloss:0.89834	validation-mlogloss:0.90591
[252]	train-mlogloss:0.89764	validation-mlogloss:0.90527
[253]	train-mlogloss:0.89692	validation-mlogloss:0.90450
[254]	train-mlogloss:0.89602	validation-mlogloss:0.90366
[255]	train-mlogloss:0.89525	validation-mlogloss:0.90287
[256]	train-mlogloss:0.89440	validation-mlogloss:0.90198
[257]	train-mlogloss:0.89361	validation-mlogloss:0.90124
[258]	train-mlogloss:0.89280	validation-mlogloss:0.90048
[259]	train-mlogloss:0.89203	validation-mlogloss:0.89973
[260]	train-mlogloss:0.89136	validation-mlogloss:0.89910
[261]	train-mlogloss:0.89063	validation-mlogloss:0.89835
[262]	train-mlogloss:0.88988	validation-mlogloss:0.89759
[263]	train-mlogloss:0.88909	validation-mlogloss:0.89681
[264]	train-mlogloss:0.88829	validation-mlogloss:0.89606
[265]	train-mlogloss:0.88754	validation-mlogloss:0.89527
[266]	train-mlogloss:0.88681	validation-mlogloss:0.89460
[267]	train-mlogloss:0.88610	validation-mlogloss:0.89398
[268]	train-mlogloss:0.88532	validation-mlogloss:0.89316
[269]	train-mlogloss:0.88458	validation-mlogloss:0.89237
[270]	train-mlogloss:0.88388	validation-mlogloss:0.89162
[271]	train-mlogloss:0.88325	validation-mlogloss:0.89090
[272]	train-mlogloss:0.88246	validation-mlogloss:0.89011
[273]	train-mlogloss:0.88174	validation-mlogloss:0.88940
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[298]	train-mlogloss:0.86457	validation-mlogloss:0.87247
[299]	train-mlogloss:0.86387	validation-mlogloss:0.87174
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[307]	train-mlogloss:0.85861	validation-mlogloss:0.86663
[308]	train-mlogloss:0.85809	validation-mlogloss:0.86609
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[310]	train-mlogloss:0.85703	validation-mlogloss:0.86503
[311]	train-mlogloss:0.85634	validation-mlogloss:0.86435
[312]	train-mlogloss:0.85580	validation-mlogloss:0.86373
[313]	train-mlogloss:0.85520	validation-mlogloss:0.86318
[314]	train-mlogloss:0.85459	validation-mlogloss:0.86262
[315]	train-mlogloss:0.85398	validation-mlogloss:0.86204
[316]	train-mlogloss:0.85345	validation-mlogloss:0.86148
[317]	train-mlogloss:0.85279	validation-mlogloss:0.86081
[318]	train-mlogloss:0.85222	validation-mlogloss:0.86031
[319]	train-mlogloss:0.85157	validation-mlogloss:0.85972
[320]	train-mlogloss:0.85100	validation-mlogloss:0.85911
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[324]	train-mlogloss:0.84864	validation-mlogloss:0.85678
[325]	train-mlogloss:0.84800	validation-mlogloss:0.85614
[326]	train-mlogloss:0.84739	validation-mlogloss:0.85554
[327]	train-mlogloss:0.84678	validation-mlogloss:0.85497
[328]	train-mlogloss:0.84622	validation-mlogloss:0.85445
[329]	train-mlogloss:0.84570	validation-mlogloss:0.85396
[330]	train-mlogloss:0.84513	validation-mlogloss:0.85341
[331]	train-mlogloss:0.84464	validation-mlogloss:0.85287
[332]	train-mlogloss:0.84410	validation-mlogloss:0.85236
[333]	train-mlogloss:0.84356	validation-mlogloss:0.85192
[334]	train-mlogloss:0.84310	validation-mlogloss:0.85155
[335]	train-mlogloss:0.84252	validation-mlogloss:0.85098
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[338]	train-mlogloss:0.84086	validation-mlogloss:0.84941
[339]	train-mlogloss:0.84026	validation-mlogloss:0.84889
[340]	train-mlogloss:0.83967	validation-mlogloss:0.84827
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[342]	train-mlogloss:0.83847	validation-mlogloss:0.84711
[343]	train-mlogloss:0.83789	validation-mlogloss:0.84655
[344]	train-mlogloss:0.83729	validation-mlogloss:0.84596
[345]	train-mlogloss:0.83673	validation-mlogloss:0.84542
[346]	train-mlogloss:0.83620	validation-mlogloss:0.84493
[347]	train-mlogloss:0.83562	validation-mlogloss:0.84440
[348]	train-mlogloss:0.83513	validation-mlogloss:0.84385
[349]	train-mlogloss:0.83464	validation-mlogloss:0.84340
[350]	train-mlogloss:0.83417	validation-mlogloss:0.84288
[351]	train-mlogloss:0.83368	validation-mlogloss:0.84243
[352]	train-mlogloss:0.83316	validation-mlogloss:0.84203
[353]	train-mlogloss:0.83270	validation-mlogloss:0.84160
[354]	train-mlogloss:0.83224	validation-mlogloss:0.84118
[355]	train-mlogloss:0.83169	validation-mlogloss:0.84067
[356]	train-mlogloss:0.83120	validation-mlogloss:0.84018
[357]	train-mlogloss:0.83067	validation-mlogloss:0.83965
[358]	train-mlogloss:0.83012	validation-mlogloss:0.83908
[359]	train-mlogloss:0.82971	validation-mlogloss:0.83871
[360]	train-mlogloss:0.82924	validation-mlogloss:0.83822
[361]	train-mlogloss:0.82879	validation-mlogloss:0.83779
[362]	train-mlogloss:0.82837	validation-mlogloss:0.83738
[363]	train-mlogloss:0.82794	validation-mlogloss:0.83703
[364]	train-mlogloss:0.82738	validation-mlogloss:0.83650
[365]	train-mlogloss:0.82688	validation-mlogloss:0.83593
[366]	train-mlogloss:0.82638	validation-mlogloss:0.83552
[367]	train-mlogloss:0.82596	validation-mlogloss:0.83518
[368]	train-mlogloss:0.82540	validation-mlogloss:0.83467
[369]	train-mlogloss:0.82486	validation-mlogloss:0.83415
[370]	train-mlogloss:0.82437	validation-mlogloss:0.83376
[371]	train-mlogloss:0.82391	validation-mlogloss:0.83342
[372]	train-mlogloss:0.82349	validation-mlogloss:0.83309
[373]	train-mlogloss:0.82304	validation-mlogloss:0.83266
[374]	train-mlogloss:0.82260	validation-mlogloss:0.83221
[375]	train-mlogloss:0.82217	validation-mlogloss:0.83178
[376]	train-mlogloss:0.82177	validation-mlogloss:0.83145
[377]	train-mlogloss:0.82135	validation-mlogloss:0.83111
[378]	train-mlogloss:0.82089	validation-mlogloss:0.83069
[379]	train-mlogloss:0.82041	validation-mlogloss:0.83020
[380]	train-mlogloss:0.81999	validation-mlogloss:0.82986
[381]	train-mlogloss:0.81945	validation-mlogloss:0.82935
[382]	train-mlogloss:0.81903	validation-mlogloss:0.82901
[383]	train-mlogloss:0.81856	validation-mlogloss:0.82858
[384]	train-mlogloss:0.81807	validation-mlogloss:0.82811
[385]	train-mlogloss:0.81767	validation-mlogloss:0.82779
[386]	train-mlogloss:0.81731	validation-mlogloss:0.82747
[387]	train-mlogloss:0.81689	validation-mlogloss:0.82704
[388]	train-mlogloss:0.81642	validation-mlogloss:0.82659
[389]	train-mlogloss:0.81603	validation-mlogloss:0.82621
[390]	train-mlogloss:0.81555	validation-mlogloss:0.82579
[391]	train-mlogloss:0.81516	validation-mlogloss:0.82539
[392]	train-mlogloss:0.81466	validation-mlogloss:0.82491
[393]	train-mlogloss:0.81418	validation-mlogloss:0.82449
[394]	train-mlogloss:0.81380	validation-mlogloss:0.82418
[395]	train-mlogloss:0.81340	validation-mlogloss:0.82379
[396]	train-mlogloss:0.81292	validation-mlogloss:0.82335
[397]	train-mlogloss:0.81254	validation-mlogloss:0.82305
[398]	train-mlogloss:0.81214	validation-mlogloss:0.82262
[399]	train-mlogloss:0.81172	validation-mlogloss:0.82227
[400]	train-mlogloss:0.81131	validation-mlogloss:0.82187
[401]	train-mlogloss:0.81089	validation-mlogloss:0.82152
[402]	train-mlogloss:0.81045	validation-mlogloss:0.82111
[403]	train-mlogloss:0.81006	validation-mlogloss:0.82078
[404]	train-mlogloss:0.80969	validation-mlogloss:0.82040
[405]	train-mlogloss:0.80931	validation-mlogloss:0.82003
[406]	train-mlogloss:0.80883	validation-mlogloss:0.81955
[407]	train-mlogloss:0.80836	validation-mlogloss:0.81910
[408]	train-mlogloss:0.80795	validation-mlogloss:0.81870
[409]	train-mlogloss:0.80759	validation-mlogloss:0.81832
[410]	train-mlogloss:0.80720	validation-mlogloss:0.81789
[411]	train-mlogloss:0.80678	validation-mlogloss:0.81753
[412]	train-mlogloss:0.80632	validation-mlogloss:0.81713
[413]	train-mlogloss:0.80595	validation-mlogloss:0.81677
[414]	train-mlogloss:0.80554	validation-mlogloss:0.81638
[415]	train-mlogloss:0.80516	validation-mlogloss:0.81603
[416]	train-mlogloss:0.80478	validation-mlogloss:0.81567
[417]	train-mlogloss:0.80438	validation-mlogloss:0.81536
[418]	train-mlogloss:0.80403	validation-mlogloss:0.81500
[419]	train-mlogloss:0.80360	validation-mlogloss:0.81460
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.66 [%]
Global accuracy score (test) = 68.16 [%]
Global F1 score (train) = 69.35 [%]
Global F1 score (test) = 67.96 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.38      0.46       400
MODERATE-INTENSITY       0.53      0.77      0.63       400
         SEDENTARY       0.83      0.86      0.85       400
VIGOROUS-INTENSITY       0.86      0.71      0.78       345

          accuracy                           0.68      1545
         macro avg       0.70      0.68      0.68      1545
      weighted avg       0.70      0.68      0.68      1545


Accuracy capturado en la ejecución 7: 68.16 [%]
F1-score capturado en la ejecución 7: 67.96 [%]

=== EJECUCIÓN 8 ===

--- TRAIN (ejecución 8) ---

--- TEST (ejecución 8) ---
2025-11-07 10:39:14.409730: 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`.
2025-11-07 10:39:14.420929: 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 00:00:1762508354.433908 2400622 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508354.438025 2400622 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508354.447931 2400622 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508354.447949 2400622 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508354.447951 2400622 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508354.447953 2400622 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:39:14.451031: 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:1.38192	validation-mlogloss:1.38186
[1]	train-mlogloss:1.37757	validation-mlogloss:1.37755
[2]	train-mlogloss:1.37320	validation-mlogloss:1.37334
[3]	train-mlogloss:1.36916	validation-mlogloss:1.36932
[4]	train-mlogloss:1.36486	validation-mlogloss:1.36488
[5]	train-mlogloss:1.36062	validation-mlogloss:1.36049
[6]	train-mlogloss:1.35643	validation-mlogloss:1.35637
[7]	train-mlogloss:1.35230	validation-mlogloss:1.35232
[8]	train-mlogloss:1.34826	validation-mlogloss:1.34827
[9]	train-mlogloss:1.34426	validation-mlogloss:1.34426
[10]	train-mlogloss:1.34019	validation-mlogloss:1.34033
[11]	train-mlogloss:1.33625	validation-mlogloss:1.33637
[12]	train-mlogloss:1.33248	validation-mlogloss:1.33279
[13]	train-mlogloss:1.32867	validation-mlogloss:1.32894
[14]	train-mlogloss:1.32485	validation-mlogloss:1.32520
[15]	train-mlogloss:1.32104	validation-mlogloss:1.32126
[16]	train-mlogloss:1.31727	validation-mlogloss:1.31732
[17]	train-mlogloss:1.31355	validation-mlogloss:1.31343
[18]	train-mlogloss:1.30991	validation-mlogloss:1.30969
[19]	train-mlogloss:1.30620	validation-mlogloss:1.30602
[20]	train-mlogloss:1.30257	validation-mlogloss:1.30234
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[321]	train-mlogloss:0.85149	validation-mlogloss:0.85281
[322]	train-mlogloss:0.85086	validation-mlogloss:0.85214
[323]	train-mlogloss:0.85030	validation-mlogloss:0.85155
[324]	train-mlogloss:0.84985	validation-mlogloss:0.85113
[325]	train-mlogloss:0.84928	validation-mlogloss:0.85052
[326]	train-mlogloss:0.84862	validation-mlogloss:0.84988
[327]	train-mlogloss:0.84800	validation-mlogloss:0.84929
[328]	train-mlogloss:0.84745	validation-mlogloss:0.84880
[329]	train-mlogloss:0.84690	validation-mlogloss:0.84819
[330]	train-mlogloss:0.84639	validation-mlogloss:0.84765
[331]	train-mlogloss:0.84574	validation-mlogloss:0.84696
[332]	train-mlogloss:0.84525	validation-mlogloss:0.84655
[333]	train-mlogloss:0.84470	validation-mlogloss:0.84596
[334]	train-mlogloss:0.84414	validation-mlogloss:0.84538
[335]	train-mlogloss:0.84359	validation-mlogloss:0.84488
[336]	train-mlogloss:0.84307	validation-mlogloss:0.84445
[337]	train-mlogloss:0.84248	validation-mlogloss:0.84381
[338]	train-mlogloss:0.84197	validation-mlogloss:0.84339
[339]	train-mlogloss:0.84145	validation-mlogloss:0.84288
[340]	train-mlogloss:0.84083	validation-mlogloss:0.84228
[341]	train-mlogloss:0.84031	validation-mlogloss:0.84174
[342]	train-mlogloss:0.83976	validation-mlogloss:0.84114
[343]	train-mlogloss:0.83923	validation-mlogloss:0.84067
[344]	train-mlogloss:0.83864	validation-mlogloss:0.84005
[345]	train-mlogloss:0.83813	validation-mlogloss:0.83960
[346]	train-mlogloss:0.83761	validation-mlogloss:0.83904
[347]	train-mlogloss:0.83702	validation-mlogloss:0.83846
[348]	train-mlogloss:0.83642	validation-mlogloss:0.83785
[349]	train-mlogloss:0.83595	validation-mlogloss:0.83741
[350]	train-mlogloss:0.83546	validation-mlogloss:0.83702
[351]	train-mlogloss:0.83494	validation-mlogloss:0.83650
[352]	train-mlogloss:0.83439	validation-mlogloss:0.83594
[353]	train-mlogloss:0.83385	validation-mlogloss:0.83533
[354]	train-mlogloss:0.83335	validation-mlogloss:0.83484
[355]	train-mlogloss:0.83282	validation-mlogloss:0.83430
[356]	train-mlogloss:0.83225	validation-mlogloss:0.83382
[357]	train-mlogloss:0.83179	validation-mlogloss:0.83343
[358]	train-mlogloss:0.83127	validation-mlogloss:0.83291
[359]	train-mlogloss:0.83081	validation-mlogloss:0.83240
[360]	train-mlogloss:0.83034	validation-mlogloss:0.83204
[361]	train-mlogloss:0.82982	validation-mlogloss:0.83158
[362]	train-mlogloss:0.82928	validation-mlogloss:0.83102
[363]	train-mlogloss:0.82878	validation-mlogloss:0.83053
[364]	train-mlogloss:0.82834	validation-mlogloss:0.83012
[365]	train-mlogloss:0.82777	validation-mlogloss:0.82956
[366]	train-mlogloss:0.82733	validation-mlogloss:0.82917
[367]	train-mlogloss:0.82684	validation-mlogloss:0.82870
[368]	train-mlogloss:0.82637	validation-mlogloss:0.82823
[369]	train-mlogloss:0.82593	validation-mlogloss:0.82779
[370]	train-mlogloss:0.82541	validation-mlogloss:0.82725
[371]	train-mlogloss:0.82488	validation-mlogloss:0.82675
[372]	train-mlogloss:0.82440	validation-mlogloss:0.82630
[373]	train-mlogloss:0.82387	validation-mlogloss:0.82574
[374]	train-mlogloss:0.82334	validation-mlogloss:0.82522
[375]	train-mlogloss:0.82282	validation-mlogloss:0.82476
[376]	train-mlogloss:0.82236	validation-mlogloss:0.82432
[377]	train-mlogloss:0.82186	validation-mlogloss:0.82382
[378]	train-mlogloss:0.82140	validation-mlogloss:0.82331
[379]	train-mlogloss:0.82098	validation-mlogloss:0.82293
[380]	train-mlogloss:0.82058	validation-mlogloss:0.82249
[381]	train-mlogloss:0.82017	validation-mlogloss:0.82204
[382]	train-mlogloss:0.81975	validation-mlogloss:0.82170
[383]	train-mlogloss:0.81933	validation-mlogloss:0.82129
[384]	train-mlogloss:0.81892	validation-mlogloss:0.82087
[385]	train-mlogloss:0.81849	validation-mlogloss:0.82047
[386]	train-mlogloss:0.81805	validation-mlogloss:0.82005
[387]	train-mlogloss:0.81756	validation-mlogloss:0.81955
[388]	train-mlogloss:0.81718	validation-mlogloss:0.81922
[389]	train-mlogloss:0.81683	validation-mlogloss:0.81890
[390]	train-mlogloss:0.81645	validation-mlogloss:0.81853
[391]	train-mlogloss:0.81592	validation-mlogloss:0.81806
[392]	train-mlogloss:0.81538	validation-mlogloss:0.81753
[393]	train-mlogloss:0.81493	validation-mlogloss:0.81717
[394]	train-mlogloss:0.81445	validation-mlogloss:0.81669
[395]	train-mlogloss:0.81407	validation-mlogloss:0.81637
[396]	train-mlogloss:0.81363	validation-mlogloss:0.81590
[397]	train-mlogloss:0.81327	validation-mlogloss:0.81554
[398]	train-mlogloss:0.81288	validation-mlogloss:0.81522
[399]	train-mlogloss:0.81250	validation-mlogloss:0.81490
[400]	train-mlogloss:0.81207	validation-mlogloss:0.81446
[401]	train-mlogloss:0.81161	validation-mlogloss:0.81400
[402]	train-mlogloss:0.81117	validation-mlogloss:0.81352
[403]	train-mlogloss:0.81080	validation-mlogloss:0.81319
[404]	train-mlogloss:0.81042	validation-mlogloss:0.81284
[405]	train-mlogloss:0.81000	validation-mlogloss:0.81252
[406]	train-mlogloss:0.80956	validation-mlogloss:0.81212
[407]	train-mlogloss:0.80909	validation-mlogloss:0.81166
[408]	train-mlogloss:0.80869	validation-mlogloss:0.81133
[409]	train-mlogloss:0.80823	validation-mlogloss:0.81086
[410]	train-mlogloss:0.80776	validation-mlogloss:0.81039
[411]	train-mlogloss:0.80733	validation-mlogloss:0.81002
[412]	train-mlogloss:0.80693	validation-mlogloss:0.80972
[413]	train-mlogloss:0.80653	validation-mlogloss:0.80927
[414]	train-mlogloss:0.80614	validation-mlogloss:0.80885
[415]	train-mlogloss:0.80577	validation-mlogloss:0.80852
[416]	train-mlogloss:0.80538	validation-mlogloss:0.80823
[417]	train-mlogloss:0.80495	validation-mlogloss:0.80781
[418]	train-mlogloss:0.80459	validation-mlogloss:0.80751
[419]	train-mlogloss:0.80428	validation-mlogloss:0.80726
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 0 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.06 [%]
Global accuracy score (test) = 67.57 [%]
Global F1 score (train) = 68.55 [%]
Global F1 score (test) = 67.45 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.37      0.45       400
MODERATE-INTENSITY       0.52      0.80      0.63       400
         SEDENTARY       0.83      0.83      0.83       400
VIGOROUS-INTENSITY       0.89      0.71      0.79       345

          accuracy                           0.68      1545
         macro avg       0.70      0.68      0.67      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 8: 67.57 [%]
F1-score capturado en la ejecución 8: 67.45 [%]

=== EJECUCIÓN 9 ===

--- TRAIN (ejecución 9) ---

--- TEST (ejecución 9) ---
2025-11-07 10:39:26.161592: 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`.
2025-11-07 10:39:26.172748: 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 00:00:1762508366.185692 2400885 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508366.189726 2400885 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508366.199589 2400885 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508366.199607 2400885 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508366.199610 2400885 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508366.199611 2400885 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:39:26.202648: 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:1.38188	validation-mlogloss:1.38210
[1]	train-mlogloss:1.37754	validation-mlogloss:1.37781
[2]	train-mlogloss:1.37322	validation-mlogloss:1.37343
[3]	train-mlogloss:1.36890	validation-mlogloss:1.36902
[4]	train-mlogloss:1.36473	validation-mlogloss:1.36489
[5]	train-mlogloss:1.36056	validation-mlogloss:1.36073
[6]	train-mlogloss:1.35663	validation-mlogloss:1.35670
[7]	train-mlogloss:1.35260	validation-mlogloss:1.35260
[8]	train-mlogloss:1.34876	validation-mlogloss:1.34881
[9]	train-mlogloss:1.34486	validation-mlogloss:1.34525
[10]	train-mlogloss:1.34087	validation-mlogloss:1.34121
[11]	train-mlogloss:1.33698	validation-mlogloss:1.33721
[12]	train-mlogloss:1.33300	validation-mlogloss:1.33331
[13]	train-mlogloss:1.32908	validation-mlogloss:1.32934
[14]	train-mlogloss:1.32523	validation-mlogloss:1.32562
[15]	train-mlogloss:1.32144	validation-mlogloss:1.32172
[16]	train-mlogloss:1.31767	validation-mlogloss:1.31792
[17]	train-mlogloss:1.31383	validation-mlogloss:1.31406
[18]	train-mlogloss:1.31008	validation-mlogloss:1.31029
[19]	train-mlogloss:1.30644	validation-mlogloss:1.30671
[20]	train-mlogloss:1.30296	validation-mlogloss:1.30310
[21]	train-mlogloss:1.29927	validation-mlogloss:1.29951
[22]	train-mlogloss:1.29568	validation-mlogloss:1.29602
[23]	train-mlogloss:1.29220	validation-mlogloss:1.29230
[24]	train-mlogloss:1.28867	validation-mlogloss:1.28862
[25]	train-mlogloss:1.28522	validation-mlogloss:1.28502
[26]	train-mlogloss:1.28183	validation-mlogloss:1.28159
[27]	train-mlogloss:1.27864	validation-mlogloss:1.27852
[28]	train-mlogloss:1.27538	validation-mlogloss:1.27516
[29]	train-mlogloss:1.27198	validation-mlogloss:1.27181
[30]	train-mlogloss:1.26866	validation-mlogloss:1.26831
[31]	train-mlogloss:1.26527	validation-mlogloss:1.26509
[32]	train-mlogloss:1.26203	validation-mlogloss:1.26180
[33]	train-mlogloss:1.25887	validation-mlogloss:1.25868
[34]	train-mlogloss:1.25560	validation-mlogloss:1.25536
[35]	train-mlogloss:1.25244	validation-mlogloss:1.25226
[36]	train-mlogloss:1.24938	validation-mlogloss:1.24934
[37]	train-mlogloss:1.24622	validation-mlogloss:1.24613
[38]	train-mlogloss:1.24312	validation-mlogloss:1.24311
[39]	train-mlogloss:1.24006	validation-mlogloss:1.24018
[40]	train-mlogloss:1.23702	validation-mlogloss:1.23714
[41]	train-mlogloss:1.23395	validation-mlogloss:1.23399
[42]	train-mlogloss:1.23067	validation-mlogloss:1.23096
[43]	train-mlogloss:1.22770	validation-mlogloss:1.22800
[44]	train-mlogloss:1.22476	validation-mlogloss:1.22507
[45]	train-mlogloss:1.22186	validation-mlogloss:1.22230
[46]	train-mlogloss:1.21868	validation-mlogloss:1.21934
[47]	train-mlogloss:1.21583	validation-mlogloss:1.21647
[48]	train-mlogloss:1.21299	validation-mlogloss:1.21343
[49]	train-mlogloss:1.20989	validation-mlogloss:1.21047
[50]	train-mlogloss:1.20716	validation-mlogloss:1.20773
[51]	train-mlogloss:1.20445	validation-mlogloss:1.20503
[52]	train-mlogloss:1.20177	validation-mlogloss:1.20232
[53]	train-mlogloss:1.19924	validation-mlogloss:1.19978
[54]	train-mlogloss:1.19658	validation-mlogloss:1.19713
[55]	train-mlogloss:1.19395	validation-mlogloss:1.19452
[56]	train-mlogloss:1.19125	validation-mlogloss:1.19189
[57]	train-mlogloss:1.18867	validation-mlogloss:1.18912
[58]	train-mlogloss:1.18614	validation-mlogloss:1.18641
[59]	train-mlogloss:1.18359	validation-mlogloss:1.18371
[60]	train-mlogloss:1.18099	validation-mlogloss:1.18127
[61]	train-mlogloss:1.17817	validation-mlogloss:1.17861
[62]	train-mlogloss:1.17561	validation-mlogloss:1.17602
[63]	train-mlogloss:1.17317	validation-mlogloss:1.17375
[64]	train-mlogloss:1.17070	validation-mlogloss:1.17122
[65]	train-mlogloss:1.16807	validation-mlogloss:1.16874
[66]	train-mlogloss:1.16571	validation-mlogloss:1.16648
[67]	train-mlogloss:1.16329	validation-mlogloss:1.16409
[68]	train-mlogloss:1.16087	validation-mlogloss:1.16174
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[367]	train-mlogloss:0.82669	validation-mlogloss:0.82861
[368]	train-mlogloss:0.82624	validation-mlogloss:0.82819
[369]	train-mlogloss:0.82580	validation-mlogloss:0.82774
[370]	train-mlogloss:0.82525	validation-mlogloss:0.82715
[371]	train-mlogloss:0.82479	validation-mlogloss:0.82673
[372]	train-mlogloss:0.82441	validation-mlogloss:0.82640
[373]	train-mlogloss:0.82389	validation-mlogloss:0.82591
[374]	train-mlogloss:0.82343	validation-mlogloss:0.82542
[375]	train-mlogloss:0.82305	validation-mlogloss:0.82507
[376]	train-mlogloss:0.82256	validation-mlogloss:0.82458
[377]	train-mlogloss:0.82216	validation-mlogloss:0.82417
[378]	train-mlogloss:0.82166	validation-mlogloss:0.82372
[379]	train-mlogloss:0.82125	validation-mlogloss:0.82329
[380]	train-mlogloss:0.82077	validation-mlogloss:0.82292
[381]	train-mlogloss:0.82034	validation-mlogloss:0.82252
[382]	train-mlogloss:0.81992	validation-mlogloss:0.82214
[383]	train-mlogloss:0.81950	validation-mlogloss:0.82176
[384]	train-mlogloss:0.81906	validation-mlogloss:0.82132
[385]	train-mlogloss:0.81863	validation-mlogloss:0.82096
[386]	train-mlogloss:0.81824	validation-mlogloss:0.82055
[387]	train-mlogloss:0.81782	validation-mlogloss:0.82020
[388]	train-mlogloss:0.81735	validation-mlogloss:0.81972
[389]	train-mlogloss:0.81690	validation-mlogloss:0.81929
[390]	train-mlogloss:0.81648	validation-mlogloss:0.81894
[391]	train-mlogloss:0.81608	validation-mlogloss:0.81861
[392]	train-mlogloss:0.81560	validation-mlogloss:0.81815
[393]	train-mlogloss:0.81528	validation-mlogloss:0.81780
[394]	train-mlogloss:0.81490	validation-mlogloss:0.81748
[395]	train-mlogloss:0.81442	validation-mlogloss:0.81703
[396]	train-mlogloss:0.81399	validation-mlogloss:0.81661
[397]	train-mlogloss:0.81350	validation-mlogloss:0.81610
[398]	train-mlogloss:0.81309	validation-mlogloss:0.81575
[399]	train-mlogloss:0.81269	validation-mlogloss:0.81530
[400]	train-mlogloss:0.81219	validation-mlogloss:0.81475
[401]	train-mlogloss:0.81181	validation-mlogloss:0.81442
[402]	train-mlogloss:0.81143	validation-mlogloss:0.81407
[403]	train-mlogloss:0.81109	validation-mlogloss:0.81372
[404]	train-mlogloss:0.81074	validation-mlogloss:0.81339
[405]	train-mlogloss:0.81032	validation-mlogloss:0.81289
[406]	train-mlogloss:0.80987	validation-mlogloss:0.81249
[407]	train-mlogloss:0.80946	validation-mlogloss:0.81212
[408]	train-mlogloss:0.80916	validation-mlogloss:0.81179
[409]	train-mlogloss:0.80882	validation-mlogloss:0.81145
[410]	train-mlogloss:0.80836	validation-mlogloss:0.81104
[411]	train-mlogloss:0.80790	validation-mlogloss:0.81058
[412]	train-mlogloss:0.80752	validation-mlogloss:0.81021
[413]	train-mlogloss:0.80706	validation-mlogloss:0.80979
[414]	train-mlogloss:0.80664	validation-mlogloss:0.80942
[415]	train-mlogloss:0.80630	validation-mlogloss:0.80906
[416]	train-mlogloss:0.80590	validation-mlogloss:0.80865
[417]	train-mlogloss:0.80558	validation-mlogloss:0.80836
[418]	train-mlogloss:0.80522	validation-mlogloss:0.80808
[419]	train-mlogloss:0.80481	validation-mlogloss:0.80770
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 0 ... 2 0 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.98 [%]
Global accuracy score (test) = 69.45 [%]
Global F1 score (train) = 68.42 [%]
Global F1 score (test) = 69.35 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.59      0.40      0.47       400
MODERATE-INTENSITY       0.54      0.80      0.65       400
         SEDENTARY       0.84      0.87      0.85       400
VIGOROUS-INTENSITY       0.90      0.72      0.80       345

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


Accuracy capturado en la ejecución 9: 69.45 [%]
F1-score capturado en la ejecución 9: 69.35 [%]

=== EJECUCIÓN 10 ===

--- TRAIN (ejecución 10) ---

--- TEST (ejecución 10) ---
2025-11-07 10:39:38.252920: 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`.
2025-11-07 10:39:38.264344: 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 00:00:1762508378.277552 2401141 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508378.281657 2401141 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508378.291622 2401141 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508378.291641 2401141 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508378.291643 2401141 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508378.291645 2401141 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:39:38.294743: 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:1.38179	validation-mlogloss:1.38179
[1]	train-mlogloss:1.37747	validation-mlogloss:1.37751
[2]	train-mlogloss:1.37299	validation-mlogloss:1.37311
[3]	train-mlogloss:1.36876	validation-mlogloss:1.36882
[4]	train-mlogloss:1.36448	validation-mlogloss:1.36465
[5]	train-mlogloss:1.36032	validation-mlogloss:1.36078
[6]	train-mlogloss:1.35624	validation-mlogloss:1.35667
[7]	train-mlogloss:1.35202	validation-mlogloss:1.35257
[8]	train-mlogloss:1.34797	validation-mlogloss:1.34879
[9]	train-mlogloss:1.34372	validation-mlogloss:1.34461
[10]	train-mlogloss:1.33972	validation-mlogloss:1.34063
[11]	train-mlogloss:1.33575	validation-mlogloss:1.33671
[12]	train-mlogloss:1.33180	validation-mlogloss:1.33280
[13]	train-mlogloss:1.32754	validation-mlogloss:1.32863
[14]	train-mlogloss:1.32357	validation-mlogloss:1.32454
[15]	train-mlogloss:1.31976	validation-mlogloss:1.32084
[16]	train-mlogloss:1.31598	validation-mlogloss:1.31705
[17]	train-mlogloss:1.31254	validation-mlogloss:1.31377
[18]	train-mlogloss:1.30874	validation-mlogloss:1.31011
[19]	train-mlogloss:1.30508	validation-mlogloss:1.30633
[20]	train-mlogloss:1.30140	validation-mlogloss:1.30249
[21]	train-mlogloss:1.29780	validation-mlogloss:1.29906
[22]	train-mlogloss:1.29424	validation-mlogloss:1.29576
[23]	train-mlogloss:1.29068	validation-mlogloss:1.29240
[24]	train-mlogloss:1.28712	validation-mlogloss:1.28882
[25]	train-mlogloss:1.28364	validation-mlogloss:1.28527
[26]	train-mlogloss:1.28015	validation-mlogloss:1.28197
[27]	train-mlogloss:1.27679	validation-mlogloss:1.27856
[28]	train-mlogloss:1.27337	validation-mlogloss:1.27511
[29]	train-mlogloss:1.26994	validation-mlogloss:1.27172
[30]	train-mlogloss:1.26655	validation-mlogloss:1.26836
[31]	train-mlogloss:1.26320	validation-mlogloss:1.26518
[32]	train-mlogloss:1.25992	validation-mlogloss:1.26199
[33]	train-mlogloss:1.25666	validation-mlogloss:1.25864
[34]	train-mlogloss:1.25338	validation-mlogloss:1.25555
[35]	train-mlogloss:1.24990	validation-mlogloss:1.25221
[36]	train-mlogloss:1.24672	validation-mlogloss:1.24907
[37]	train-mlogloss:1.24356	validation-mlogloss:1.24586
[38]	train-mlogloss:1.24044	validation-mlogloss:1.24282
[39]	train-mlogloss:1.23737	validation-mlogloss:1.23981
[40]	train-mlogloss:1.23440	validation-mlogloss:1.23678
[41]	train-mlogloss:1.23136	validation-mlogloss:1.23386
[42]	train-mlogloss:1.22829	validation-mlogloss:1.23074
[43]	train-mlogloss:1.22510	validation-mlogloss:1.22777
[44]	train-mlogloss:1.22213	validation-mlogloss:1.22482
[45]	train-mlogloss:1.21911	validation-mlogloss:1.22182
[46]	train-mlogloss:1.21628	validation-mlogloss:1.21894
[47]	train-mlogloss:1.21338	validation-mlogloss:1.21602
[48]	train-mlogloss:1.21056	validation-mlogloss:1.21330
[49]	train-mlogloss:1.20773	validation-mlogloss:1.21048
[50]	train-mlogloss:1.20484	validation-mlogloss:1.20777
[51]	train-mlogloss:1.20207	validation-mlogloss:1.20507
[52]	train-mlogloss:1.19938	validation-mlogloss:1.20247
[53]	train-mlogloss:1.19669	validation-mlogloss:1.19975
[54]	train-mlogloss:1.19392	validation-mlogloss:1.19700
[55]	train-mlogloss:1.19128	validation-mlogloss:1.19427
[56]	train-mlogloss:1.18865	validation-mlogloss:1.19166
[57]	train-mlogloss:1.18568	validation-mlogloss:1.18886
[58]	train-mlogloss:1.18300	validation-mlogloss:1.18617
[59]	train-mlogloss:1.18026	validation-mlogloss:1.18360
[60]	train-mlogloss:1.17768	validation-mlogloss:1.18095
[61]	train-mlogloss:1.17512	validation-mlogloss:1.17848
[62]	train-mlogloss:1.17249	validation-mlogloss:1.17582
[63]	train-mlogloss:1.16993	validation-mlogloss:1.17337
[64]	train-mlogloss:1.16722	validation-mlogloss:1.17081
[65]	train-mlogloss:1.16471	validation-mlogloss:1.16835
[66]	train-mlogloss:1.16221	validation-mlogloss:1.16580
[67]	train-mlogloss:1.15974	validation-mlogloss:1.16336
[68]	train-mlogloss:1.15727	validation-mlogloss:1.16086
[69]	train-mlogloss:1.15456	validation-mlogloss:1.15831
[70]	train-mlogloss:1.15206	validation-mlogloss:1.15582
[71]	train-mlogloss:1.14981	validation-mlogloss:1.15354
[72]	train-mlogloss:1.14718	validation-mlogloss:1.15101
[73]	train-mlogloss:1.14472	validation-mlogloss:1.14867
[74]	train-mlogloss:1.14237	validation-mlogloss:1.14639
[75]	train-mlogloss:1.14011	validation-mlogloss:1.14417
[76]	train-mlogloss:1.13782	validation-mlogloss:1.14188
[77]	train-mlogloss:1.13551	validation-mlogloss:1.13949
[78]	train-mlogloss:1.13299	validation-mlogloss:1.13706
[79]	train-mlogloss:1.13062	validation-mlogloss:1.13462
[80]	train-mlogloss:1.12840	validation-mlogloss:1.13233
[81]	train-mlogloss:1.12618	validation-mlogloss:1.13018
[82]	train-mlogloss:1.12376	validation-mlogloss:1.12790
[83]	train-mlogloss:1.12162	validation-mlogloss:1.12572
[84]	train-mlogloss:1.11947	validation-mlogloss:1.12350
[85]	train-mlogloss:1.11711	validation-mlogloss:1.12120
[86]	train-mlogloss:1.11505	validation-mlogloss:1.11925
[87]	train-mlogloss:1.11293	validation-mlogloss:1.11712
[88]	train-mlogloss:1.11085	validation-mlogloss:1.11511
[89]	train-mlogloss:1.10878	validation-mlogloss:1.11299
[90]	train-mlogloss:1.10669	validation-mlogloss:1.11089
[91]	train-mlogloss:1.10471	validation-mlogloss:1.10892
[92]	train-mlogloss:1.10245	validation-mlogloss:1.10670
[93]	train-mlogloss:1.10044	validation-mlogloss:1.10473
[94]	train-mlogloss:1.09849	validation-mlogloss:1.10275
[95]	train-mlogloss:1.09650	validation-mlogloss:1.10082
[96]	train-mlogloss:1.09457	validation-mlogloss:1.09892
[97]	train-mlogloss:1.09277	validation-mlogloss:1.09710
[98]	train-mlogloss:1.09079	validation-mlogloss:1.09514
[99]	train-mlogloss:1.08868	validation-mlogloss:1.09318
[100]	train-mlogloss:1.08682	validation-mlogloss:1.09128
[101]	train-mlogloss:1.08467	validation-mlogloss:1.08914
[102]	train-mlogloss:1.08279	validation-mlogloss:1.08741
[103]	train-mlogloss:1.08071	validation-mlogloss:1.08545
[104]	train-mlogloss:1.07887	validation-mlogloss:1.08362
[105]	train-mlogloss:1.07699	validation-mlogloss:1.08169
[106]	train-mlogloss:1.07516	validation-mlogloss:1.07994
[107]	train-mlogloss:1.07335	validation-mlogloss:1.07811
[108]	train-mlogloss:1.07130	validation-mlogloss:1.07613
[109]	train-mlogloss:1.06958	validation-mlogloss:1.07431
[110]	train-mlogloss:1.06758	validation-mlogloss:1.07243
[111]	train-mlogloss:1.06566	validation-mlogloss:1.07061
[112]	train-mlogloss:1.06388	validation-mlogloss:1.06880
[113]	train-mlogloss:1.06203	validation-mlogloss:1.06698
[114]	train-mlogloss:1.06022	validation-mlogloss:1.06518
[115]	train-mlogloss:1.05833	validation-mlogloss:1.06334
[116]	train-mlogloss:1.05647	validation-mlogloss:1.06162
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[415]	train-mlogloss:0.80070	validation-mlogloss:0.80730
[416]	train-mlogloss:0.80031	validation-mlogloss:0.80688
[417]	train-mlogloss:0.79986	validation-mlogloss:0.80641
[418]	train-mlogloss:0.79952	validation-mlogloss:0.80602
[419]	train-mlogloss:0.79915	validation-mlogloss:0.80562
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.75 [%]
Global accuracy score (test) = 69.64 [%]
Global F1 score (train) = 68.09 [%]
Global F1 score (test) = 69.21 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.66      0.38      0.48       400
MODERATE-INTENSITY       0.54      0.84      0.65       400
         SEDENTARY       0.84      0.86      0.85       400
VIGOROUS-INTENSITY       0.88      0.71      0.79       345

          accuracy                           0.70      1545
         macro avg       0.73      0.70      0.69      1545
      weighted avg       0.72      0.70      0.69      1545


Accuracy capturado en la ejecución 10: 69.64 [%]
F1-score capturado en la ejecución 10: 69.21 [%]

=== EJECUCIÓN 11 ===

--- TRAIN (ejecución 11) ---

--- TEST (ejecución 11) ---
2025-11-07 10:39:49.991476: 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`.
2025-11-07 10:39:50.003265: 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 00:00:1762508390.017161 2401417 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508390.021272 2401417 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508390.031447 2401417 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508390.031469 2401417 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508390.031471 2401417 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508390.031473 2401417 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:39:50.034696: 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:1.38191	validation-mlogloss:1.38163
[1]	train-mlogloss:1.37752	validation-mlogloss:1.37714
[2]	train-mlogloss:1.37333	validation-mlogloss:1.37278
[3]	train-mlogloss:1.36894	validation-mlogloss:1.36825
[4]	train-mlogloss:1.36469	validation-mlogloss:1.36388
[5]	train-mlogloss:1.36051	validation-mlogloss:1.35964
[6]	train-mlogloss:1.35633	validation-mlogloss:1.35535
[7]	train-mlogloss:1.35225	validation-mlogloss:1.35111
[8]	train-mlogloss:1.34814	validation-mlogloss:1.34692
[9]	train-mlogloss:1.34419	validation-mlogloss:1.34274
[10]	train-mlogloss:1.33973	validation-mlogloss:1.33852
[11]	train-mlogloss:1.33588	validation-mlogloss:1.33478
[12]	train-mlogloss:1.33203	validation-mlogloss:1.33084
[13]	train-mlogloss:1.32818	validation-mlogloss:1.32680
[14]	train-mlogloss:1.32437	validation-mlogloss:1.32286
[15]	train-mlogloss:1.32052	validation-mlogloss:1.31885
[16]	train-mlogloss:1.31680	validation-mlogloss:1.31512
[17]	train-mlogloss:1.31307	validation-mlogloss:1.31122
[18]	train-mlogloss:1.30950	validation-mlogloss:1.30772
[19]	train-mlogloss:1.30587	validation-mlogloss:1.30405
[20]	train-mlogloss:1.30236	validation-mlogloss:1.30054
[21]	train-mlogloss:1.29885	validation-mlogloss:1.29712
[22]	train-mlogloss:1.29528	validation-mlogloss:1.29350
[23]	train-mlogloss:1.29185	validation-mlogloss:1.28990
[24]	train-mlogloss:1.28833	validation-mlogloss:1.28640
[25]	train-mlogloss:1.28492	validation-mlogloss:1.28279
[26]	train-mlogloss:1.28155	validation-mlogloss:1.27949
[27]	train-mlogloss:1.27823	validation-mlogloss:1.27618
[28]	train-mlogloss:1.27500	validation-mlogloss:1.27300
[29]	train-mlogloss:1.27166	validation-mlogloss:1.26955
[30]	train-mlogloss:1.26830	validation-mlogloss:1.26602
[31]	train-mlogloss:1.26520	validation-mlogloss:1.26297
[32]	train-mlogloss:1.26200	validation-mlogloss:1.25959
[33]	train-mlogloss:1.25887	validation-mlogloss:1.25629
[34]	train-mlogloss:1.25589	validation-mlogloss:1.25348
[35]	train-mlogloss:1.25274	validation-mlogloss:1.25026
[36]	train-mlogloss:1.24970	validation-mlogloss:1.24702
[37]	train-mlogloss:1.24623	validation-mlogloss:1.24360
[38]	train-mlogloss:1.24334	validation-mlogloss:1.24060
[39]	train-mlogloss:1.24031	validation-mlogloss:1.23753
[40]	train-mlogloss:1.23737	validation-mlogloss:1.23447
[41]	train-mlogloss:1.23441	validation-mlogloss:1.23141
[42]	train-mlogloss:1.23155	validation-mlogloss:1.22842
[43]	train-mlogloss:1.22863	validation-mlogloss:1.22533
[44]	train-mlogloss:1.22581	validation-mlogloss:1.22266
[45]	train-mlogloss:1.22295	validation-mlogloss:1.21976
[46]	train-mlogloss:1.22009	validation-mlogloss:1.21693
[47]	train-mlogloss:1.21734	validation-mlogloss:1.21422
[48]	train-mlogloss:1.21453	validation-mlogloss:1.21138
[49]	train-mlogloss:1.21176	validation-mlogloss:1.20845
[50]	train-mlogloss:1.20901	validation-mlogloss:1.20573
[51]	train-mlogloss:1.20620	validation-mlogloss:1.20285
[52]	train-mlogloss:1.20349	validation-mlogloss:1.20007
[53]	train-mlogloss:1.20046	validation-mlogloss:1.19707
[54]	train-mlogloss:1.19781	validation-mlogloss:1.19442
[55]	train-mlogloss:1.19516	validation-mlogloss:1.19162
[56]	train-mlogloss:1.19252	validation-mlogloss:1.18892
[57]	train-mlogloss:1.18992	validation-mlogloss:1.18621
[58]	train-mlogloss:1.18727	validation-mlogloss:1.18360
[59]	train-mlogloss:1.18472	validation-mlogloss:1.18077
[60]	train-mlogloss:1.18217	validation-mlogloss:1.17815
[61]	train-mlogloss:1.17965	validation-mlogloss:1.17565
[62]	train-mlogloss:1.17721	validation-mlogloss:1.17318
[63]	train-mlogloss:1.17471	validation-mlogloss:1.17056
[64]	train-mlogloss:1.17221	validation-mlogloss:1.16801
[65]	train-mlogloss:1.16950	validation-mlogloss:1.16546
[66]	train-mlogloss:1.16684	validation-mlogloss:1.16286
[67]	train-mlogloss:1.16414	validation-mlogloss:1.16023
[68]	train-mlogloss:1.16153	validation-mlogloss:1.15774
[69]	train-mlogloss:1.15901	validation-mlogloss:1.15540
[70]	train-mlogloss:1.15643	validation-mlogloss:1.15287
[71]	train-mlogloss:1.15414	validation-mlogloss:1.15057
[72]	train-mlogloss:1.15179	validation-mlogloss:1.14818
[73]	train-mlogloss:1.14953	validation-mlogloss:1.14590
[74]	train-mlogloss:1.14727	validation-mlogloss:1.14367
[75]	train-mlogloss:1.14497	validation-mlogloss:1.14136
[76]	train-mlogloss:1.14292	validation-mlogloss:1.13925
[77]	train-mlogloss:1.14046	validation-mlogloss:1.13683
[78]	train-mlogloss:1.13803	validation-mlogloss:1.13437
[79]	train-mlogloss:1.13575	validation-mlogloss:1.13199
[80]	train-mlogloss:1.13364	validation-mlogloss:1.12991
[81]	train-mlogloss:1.13115	validation-mlogloss:1.12751
[82]	train-mlogloss:1.12884	validation-mlogloss:1.12523
[83]	train-mlogloss:1.12640	validation-mlogloss:1.12274
[84]	train-mlogloss:1.12413	validation-mlogloss:1.12065
[85]	train-mlogloss:1.12178	validation-mlogloss:1.11835
[86]	train-mlogloss:1.11968	validation-mlogloss:1.11617
[87]	train-mlogloss:1.11740	validation-mlogloss:1.11397
[88]	train-mlogloss:1.11545	validation-mlogloss:1.11197
[89]	train-mlogloss:1.11320	validation-mlogloss:1.10980
[90]	train-mlogloss:1.11113	validation-mlogloss:1.10767
[91]	train-mlogloss:1.10916	validation-mlogloss:1.10567
[92]	train-mlogloss:1.10723	validation-mlogloss:1.10359
[93]	train-mlogloss:1.10530	validation-mlogloss:1.10161
[94]	train-mlogloss:1.10309	validation-mlogloss:1.09940
[95]	train-mlogloss:1.10131	validation-mlogloss:1.09753
[96]	train-mlogloss:1.09915	validation-mlogloss:1.09539
[97]	train-mlogloss:1.09727	validation-mlogloss:1.09342
[98]	train-mlogloss:1.09536	validation-mlogloss:1.09139
[99]	train-mlogloss:1.09338	validation-mlogloss:1.08954
[100]	train-mlogloss:1.09130	validation-mlogloss:1.08750
[101]	train-mlogloss:1.08939	validation-mlogloss:1.08547
[102]	train-mlogloss:1.08759	validation-mlogloss:1.08356
[103]	train-mlogloss:1.08560	validation-mlogloss:1.08156
[104]	train-mlogloss:1.08377	validation-mlogloss:1.07975
[105]	train-mlogloss:1.08172	validation-mlogloss:1.07774
[106]	train-mlogloss:1.07995	validation-mlogloss:1.07591
[107]	train-mlogloss:1.07796	validation-mlogloss:1.07390
[108]	train-mlogloss:1.07616	validation-mlogloss:1.07192
[109]	train-mlogloss:1.07431	validation-mlogloss:1.07008
[110]	train-mlogloss:1.07229	validation-mlogloss:1.06804
[111]	train-mlogloss:1.07062	validation-mlogloss:1.06643
[112]	train-mlogloss:1.06887	validation-mlogloss:1.06462
[113]	train-mlogloss:1.06700	validation-mlogloss:1.06279
[114]	train-mlogloss:1.06518	validation-mlogloss:1.06091
[115]	train-mlogloss:1.06335	validation-mlogloss:1.05918
[116]	train-mlogloss:1.06150	validation-mlogloss:1.05733
[117]	train-mlogloss:1.05989	validation-mlogloss:1.05552
[118]	train-mlogloss:1.05824	validation-mlogloss:1.05375
[119]	train-mlogloss:1.05651	validation-mlogloss:1.05208
[120]	train-mlogloss:1.05489	validation-mlogloss:1.05038
[121]	train-mlogloss:1.05324	validation-mlogloss:1.04877
[122]	train-mlogloss:1.05156	validation-mlogloss:1.04704
[123]	train-mlogloss:1.04985	validation-mlogloss:1.04538
[124]	train-mlogloss:1.04832	validation-mlogloss:1.04368
[125]	train-mlogloss:1.04665	validation-mlogloss:1.04210
[126]	train-mlogloss:1.04503	validation-mlogloss:1.04061
[127]	train-mlogloss:1.04336	validation-mlogloss:1.03902
[128]	train-mlogloss:1.04173	validation-mlogloss:1.03748
[129]	train-mlogloss:1.04026	validation-mlogloss:1.03603
[130]	train-mlogloss:1.03855	validation-mlogloss:1.03436
[131]	train-mlogloss:1.03697	validation-mlogloss:1.03285
[132]	train-mlogloss:1.03554	validation-mlogloss:1.03137
[133]	train-mlogloss:1.03390	validation-mlogloss:1.02978
[134]	train-mlogloss:1.03233	validation-mlogloss:1.02830
[135]	train-mlogloss:1.03089	validation-mlogloss:1.02673
[136]	train-mlogloss:1.02946	validation-mlogloss:1.02520
[137]	train-mlogloss:1.02806	validation-mlogloss:1.02373
[138]	train-mlogloss:1.02646	validation-mlogloss:1.02212
[139]	train-mlogloss:1.02489	validation-mlogloss:1.02065
[140]	train-mlogloss:1.02330	validation-mlogloss:1.01918
[141]	train-mlogloss:1.02192	validation-mlogloss:1.01773
[142]	train-mlogloss:1.02048	validation-mlogloss:1.01626
[143]	train-mlogloss:1.01911	validation-mlogloss:1.01489
[144]	train-mlogloss:1.01757	validation-mlogloss:1.01331
[145]	train-mlogloss:1.01623	validation-mlogloss:1.01189
[146]	train-mlogloss:1.01468	validation-mlogloss:1.01025
[147]	train-mlogloss:1.01320	validation-mlogloss:1.00883
[148]	train-mlogloss:1.01182	validation-mlogloss:1.00742
[149]	train-mlogloss:1.01049	validation-mlogloss:1.00596
[150]	train-mlogloss:1.00904	validation-mlogloss:1.00467
[151]	train-mlogloss:1.00767	validation-mlogloss:1.00328
[152]	train-mlogloss:1.00628	validation-mlogloss:1.00192
[153]	train-mlogloss:1.00493	validation-mlogloss:1.00063
[154]	train-mlogloss:1.00368	validation-mlogloss:0.99933
[155]	train-mlogloss:1.00221	validation-mlogloss:0.99779
[156]	train-mlogloss:1.00079	validation-mlogloss:0.99640
[157]	train-mlogloss:0.99948	validation-mlogloss:0.99511
[158]	train-mlogloss:0.99806	validation-mlogloss:0.99368
[159]	train-mlogloss:0.99679	validation-mlogloss:0.99244
[160]	train-mlogloss:0.99555	validation-mlogloss:0.99122
[161]	train-mlogloss:0.99428	validation-mlogloss:0.98994
[162]	train-mlogloss:0.99299	validation-mlogloss:0.98871
[163]	train-mlogloss:0.99166	validation-mlogloss:0.98738
[164]	train-mlogloss:0.99043	validation-mlogloss:0.98621
[165]	train-mlogloss:0.98926	validation-mlogloss:0.98497
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.65 [%]
Global accuracy score (test) = 68.67 [%]
Global F1 score (train) = 68.3 [%]
Global F1 score (test) = 68.49 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.39      0.47       400
MODERATE-INTENSITY       0.54      0.81      0.65       400
         SEDENTARY       0.84      0.84      0.84       400
VIGOROUS-INTENSITY       0.88      0.71      0.78       345

          accuracy                           0.69      1545
         macro avg       0.71      0.69      0.68      1545
      weighted avg       0.71      0.69      0.68      1545


Accuracy capturado en la ejecución 11: 68.67 [%]
F1-score capturado en la ejecución 11: 68.49 [%]

=== EJECUCIÓN 12 ===

--- TRAIN (ejecución 12) ---

--- TEST (ejecución 12) ---
2025-11-07 10:40:01.761273: 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`.
2025-11-07 10:40:01.772622: 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 00:00:1762508401.785940 2401672 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508401.790022 2401672 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508401.799899 2401672 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508401.799919 2401672 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508401.799921 2401672 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508401.799923 2401672 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:40:01.803052: 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:1.38201	validation-mlogloss:1.38177
[1]	train-mlogloss:1.37776	validation-mlogloss:1.37760
[2]	train-mlogloss:1.37347	validation-mlogloss:1.37345
[3]	train-mlogloss:1.36917	validation-mlogloss:1.36916
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[5]	train-mlogloss:1.36085	validation-mlogloss:1.36086
[6]	train-mlogloss:1.35664	validation-mlogloss:1.35657
[7]	train-mlogloss:1.35259	validation-mlogloss:1.35236
[8]	train-mlogloss:1.34849	validation-mlogloss:1.34809
[9]	train-mlogloss:1.34449	validation-mlogloss:1.34403
[10]	train-mlogloss:1.34061	validation-mlogloss:1.34000
[11]	train-mlogloss:1.33665	validation-mlogloss:1.33604
[12]	train-mlogloss:1.33279	validation-mlogloss:1.33198
[13]	train-mlogloss:1.32886	validation-mlogloss:1.32805
[14]	train-mlogloss:1.32523	validation-mlogloss:1.32434
[15]	train-mlogloss:1.32147	validation-mlogloss:1.32039
[16]	train-mlogloss:1.31776	validation-mlogloss:1.31667
[17]	train-mlogloss:1.31409	validation-mlogloss:1.31311
[18]	train-mlogloss:1.31041	validation-mlogloss:1.30945
[19]	train-mlogloss:1.30675	validation-mlogloss:1.30569
[20]	train-mlogloss:1.30320	validation-mlogloss:1.30207
[21]	train-mlogloss:1.29961	validation-mlogloss:1.29839
[22]	train-mlogloss:1.29610	validation-mlogloss:1.29498
[23]	train-mlogloss:1.29269	validation-mlogloss:1.29157
[24]	train-mlogloss:1.28932	validation-mlogloss:1.28811
[25]	train-mlogloss:1.28599	validation-mlogloss:1.28482
[26]	train-mlogloss:1.28260	validation-mlogloss:1.28132
[27]	train-mlogloss:1.27919	validation-mlogloss:1.27789
[28]	train-mlogloss:1.27602	validation-mlogloss:1.27466
[29]	train-mlogloss:1.27273	validation-mlogloss:1.27133
[30]	train-mlogloss:1.26946	validation-mlogloss:1.26804
[31]	train-mlogloss:1.26639	validation-mlogloss:1.26495
[32]	train-mlogloss:1.26317	validation-mlogloss:1.26174
[33]	train-mlogloss:1.26004	validation-mlogloss:1.25847
[34]	train-mlogloss:1.25682	validation-mlogloss:1.25521
[35]	train-mlogloss:1.25364	validation-mlogloss:1.25201
[36]	train-mlogloss:1.25051	validation-mlogloss:1.24894
[37]	train-mlogloss:1.24746	validation-mlogloss:1.24595
[38]	train-mlogloss:1.24437	validation-mlogloss:1.24286
[39]	train-mlogloss:1.24127	validation-mlogloss:1.23963
[40]	train-mlogloss:1.23827	validation-mlogloss:1.23660
[41]	train-mlogloss:1.23521	validation-mlogloss:1.23347
[42]	train-mlogloss:1.23223	validation-mlogloss:1.23043
[43]	train-mlogloss:1.22925	validation-mlogloss:1.22747
[44]	train-mlogloss:1.22632	validation-mlogloss:1.22444
[45]	train-mlogloss:1.22341	validation-mlogloss:1.22158
[46]	train-mlogloss:1.22059	validation-mlogloss:1.21866
[47]	train-mlogloss:1.21767	validation-mlogloss:1.21568
[48]	train-mlogloss:1.21459	validation-mlogloss:1.21268
[49]	train-mlogloss:1.21177	validation-mlogloss:1.20982
[50]	train-mlogloss:1.20903	validation-mlogloss:1.20697
[51]	train-mlogloss:1.20624	validation-mlogloss:1.20425
[52]	train-mlogloss:1.20356	validation-mlogloss:1.20165
[53]	train-mlogloss:1.20087	validation-mlogloss:1.19893
[54]	train-mlogloss:1.19813	validation-mlogloss:1.19614
[55]	train-mlogloss:1.19539	validation-mlogloss:1.19341
[56]	train-mlogloss:1.19268	validation-mlogloss:1.19054
[57]	train-mlogloss:1.18984	validation-mlogloss:1.18783
[58]	train-mlogloss:1.18722	validation-mlogloss:1.18539
[59]	train-mlogloss:1.18460	validation-mlogloss:1.18266
[60]	train-mlogloss:1.18204	validation-mlogloss:1.18010
[61]	train-mlogloss:1.17930	validation-mlogloss:1.17749
[62]	train-mlogloss:1.17677	validation-mlogloss:1.17486
[63]	train-mlogloss:1.17438	validation-mlogloss:1.17243
[64]	train-mlogloss:1.17186	validation-mlogloss:1.16994
[65]	train-mlogloss:1.16941	validation-mlogloss:1.16738
[66]	train-mlogloss:1.16672	validation-mlogloss:1.16484
[67]	train-mlogloss:1.16429	validation-mlogloss:1.16236
[68]	train-mlogloss:1.16184	validation-mlogloss:1.15987
[69]	train-mlogloss:1.15942	validation-mlogloss:1.15743
[70]	train-mlogloss:1.15700	validation-mlogloss:1.15494
[71]	train-mlogloss:1.15463	validation-mlogloss:1.15253
[72]	train-mlogloss:1.15229	validation-mlogloss:1.15015
[73]	train-mlogloss:1.14998	validation-mlogloss:1.14781
[74]	train-mlogloss:1.14771	validation-mlogloss:1.14560
[75]	train-mlogloss:1.14543	validation-mlogloss:1.14341
[76]	train-mlogloss:1.14296	validation-mlogloss:1.14103
[77]	train-mlogloss:1.14052	validation-mlogloss:1.13875
[78]	train-mlogloss:1.13804	validation-mlogloss:1.13641
[79]	train-mlogloss:1.13592	validation-mlogloss:1.13418
[80]	train-mlogloss:1.13376	validation-mlogloss:1.13199
[81]	train-mlogloss:1.13135	validation-mlogloss:1.12963
[82]	train-mlogloss:1.12918	validation-mlogloss:1.12742
[83]	train-mlogloss:1.12700	validation-mlogloss:1.12512
[84]	train-mlogloss:1.12482	validation-mlogloss:1.12288
[85]	train-mlogloss:1.12250	validation-mlogloss:1.12080
[86]	train-mlogloss:1.12043	validation-mlogloss:1.11864
[87]	train-mlogloss:1.11806	validation-mlogloss:1.11631
[88]	train-mlogloss:1.11608	validation-mlogloss:1.11441
[89]	train-mlogloss:1.11406	validation-mlogloss:1.11231
[90]	train-mlogloss:1.11189	validation-mlogloss:1.11016
[91]	train-mlogloss:1.10965	validation-mlogloss:1.10803
[92]	train-mlogloss:1.10742	validation-mlogloss:1.10584
[93]	train-mlogloss:1.10516	validation-mlogloss:1.10359
[94]	train-mlogloss:1.10320	validation-mlogloss:1.10160
[95]	train-mlogloss:1.10100	validation-mlogloss:1.09943
[96]	train-mlogloss:1.09906	validation-mlogloss:1.09746
[97]	train-mlogloss:1.09695	validation-mlogloss:1.09547
[98]	train-mlogloss:1.09482	validation-mlogloss:1.09343
[99]	train-mlogloss:1.09287	validation-mlogloss:1.09154
[100]	train-mlogloss:1.09079	validation-mlogloss:1.08953
[101]	train-mlogloss:1.08898	validation-mlogloss:1.08773
[102]	train-mlogloss:1.08712	validation-mlogloss:1.08582
[103]	train-mlogloss:1.08532	validation-mlogloss:1.08394
[104]	train-mlogloss:1.08346	validation-mlogloss:1.08198
[105]	train-mlogloss:1.08171	validation-mlogloss:1.08022
[106]	train-mlogloss:1.07982	validation-mlogloss:1.07835
[107]	train-mlogloss:1.07792	validation-mlogloss:1.07658
[108]	train-mlogloss:1.07620	validation-mlogloss:1.07487
[109]	train-mlogloss:1.07448	validation-mlogloss:1.07301
[110]	train-mlogloss:1.07283	validation-mlogloss:1.07136
[111]	train-mlogloss:1.07088	validation-mlogloss:1.06952
[112]	train-mlogloss:1.06920	validation-mlogloss:1.06777
[113]	train-mlogloss:1.06748	validation-mlogloss:1.06619
[114]	train-mlogloss:1.06570	validation-mlogloss:1.06448
[115]	train-mlogloss:1.06382	validation-mlogloss:1.06263
[116]	train-mlogloss:1.06209	validation-mlogloss:1.06089
[117]	train-mlogloss:1.06049	validation-mlogloss:1.05927
[118]	train-mlogloss:1.05881	validation-mlogloss:1.05752
[119]	train-mlogloss:1.05697	validation-mlogloss:1.05572
[120]	train-mlogloss:1.05514	validation-mlogloss:1.05389
[121]	train-mlogloss:1.05332	validation-mlogloss:1.05199
[122]	train-mlogloss:1.05166	validation-mlogloss:1.05035
[123]	train-mlogloss:1.04979	validation-mlogloss:1.04849
[124]	train-mlogloss:1.04820	validation-mlogloss:1.04694
[125]	train-mlogloss:1.04660	validation-mlogloss:1.04534
[126]	train-mlogloss:1.04486	validation-mlogloss:1.04359
[127]	train-mlogloss:1.04333	validation-mlogloss:1.04211
[128]	train-mlogloss:1.04160	validation-mlogloss:1.04038
[129]	train-mlogloss:1.03985	validation-mlogloss:1.03869
[130]	train-mlogloss:1.03834	validation-mlogloss:1.03717
[131]	train-mlogloss:1.03685	validation-mlogloss:1.03562
[132]	train-mlogloss:1.03516	validation-mlogloss:1.03385
[133]	train-mlogloss:1.03368	validation-mlogloss:1.03223
[134]	train-mlogloss:1.03220	validation-mlogloss:1.03084
[135]	train-mlogloss:1.03069	validation-mlogloss:1.02929
[136]	train-mlogloss:1.02900	validation-mlogloss:1.02750
[137]	train-mlogloss:1.02757	validation-mlogloss:1.02602
[138]	train-mlogloss:1.02602	validation-mlogloss:1.02453
[139]	train-mlogloss:1.02462	validation-mlogloss:1.02311
[140]	train-mlogloss:1.02316	validation-mlogloss:1.02164
[141]	train-mlogloss:1.02154	validation-mlogloss:1.01997
[142]	train-mlogloss:1.02013	validation-mlogloss:1.01850
[143]	train-mlogloss:1.01856	validation-mlogloss:1.01687
[144]	train-mlogloss:1.01699	validation-mlogloss:1.01526
[145]	train-mlogloss:1.01566	validation-mlogloss:1.01386
[146]	train-mlogloss:1.01430	validation-mlogloss:1.01246
[147]	train-mlogloss:1.01296	validation-mlogloss:1.01114
[148]	train-mlogloss:1.01143	validation-mlogloss:1.00962
[149]	train-mlogloss:1.01001	validation-mlogloss:1.00823
[150]	train-mlogloss:1.00856	validation-mlogloss:1.00682
[151]	train-mlogloss:1.00706	validation-mlogloss:1.00537
[152]	train-mlogloss:1.00559	validation-mlogloss:1.00391
[153]	train-mlogloss:1.00417	validation-mlogloss:1.00251
[154]	train-mlogloss:1.00289	validation-mlogloss:1.00111
[155]	train-mlogloss:1.00145	validation-mlogloss:0.99972
[156]	train-mlogloss:0.99994	validation-mlogloss:0.99814
[157]	train-mlogloss:0.99869	validation-mlogloss:0.99691
[158]	train-mlogloss:0.99746	validation-mlogloss:0.99557
[159]	train-mlogloss:0.99618	validation-mlogloss:0.99429
[160]	train-mlogloss:0.99494	validation-mlogloss:0.99307
[161]	train-mlogloss:0.99378	validation-mlogloss:0.99192
[162]	train-mlogloss:0.99239	validation-mlogloss:0.99046
[163]	train-mlogloss:0.99118	validation-mlogloss:0.98920
[164]	train-mlogloss:0.98982	validation-mlogloss:0.98782
[165]	train-mlogloss:0.98842	validation-mlogloss:0.98641
[166]	train-mlogloss:0.98727	validation-mlogloss:0.98522
[167]	train-mlogloss:0.98608	validation-mlogloss:0.98406
[168]	train-mlogloss:0.98489	validation-mlogloss:0.98287
[169]	train-mlogloss:0.98374	validation-mlogloss:0.98160
[170]	train-mlogloss:0.98239	validation-mlogloss:0.98013
[171]	train-mlogloss:0.98107	validation-mlogloss:0.97878
[172]	train-mlogloss:0.97992	validation-mlogloss:0.97765
[173]	train-mlogloss:0.97873	validation-mlogloss:0.97645
[174]	train-mlogloss:0.97766	validation-mlogloss:0.97534
[175]	train-mlogloss:0.97653	validation-mlogloss:0.97414
[176]	train-mlogloss:0.97524	validation-mlogloss:0.97286
[177]	train-mlogloss:0.97397	validation-mlogloss:0.97151
[178]	train-mlogloss:0.97273	validation-mlogloss:0.97021
[179]	train-mlogloss:0.97151	validation-mlogloss:0.96898
[180]	train-mlogloss:0.97036	validation-mlogloss:0.96774
[181]	train-mlogloss:0.96923	validation-mlogloss:0.96659
[182]	train-mlogloss:0.96799	validation-mlogloss:0.96530
[183]	train-mlogloss:0.96675	validation-mlogloss:0.96405
[184]	train-mlogloss:0.96571	validation-mlogloss:0.96294
[185]	train-mlogloss:0.96463	validation-mlogloss:0.96182
[186]	train-mlogloss:0.96345	validation-mlogloss:0.96056
[187]	train-mlogloss:0.96238	validation-mlogloss:0.95948
[188]	train-mlogloss:0.96118	validation-mlogloss:0.95822
[189]	train-mlogloss:0.96013	validation-mlogloss:0.95713
[190]	train-mlogloss:0.95911	validation-mlogloss:0.95605
[191]	train-mlogloss:0.95815	validation-mlogloss:0.95514
[192]	train-mlogloss:0.95695	validation-mlogloss:0.95395
[193]	train-mlogloss:0.95583	validation-mlogloss:0.95282
[194]	train-mlogloss:0.95482	validation-mlogloss:0.95180
[195]	train-mlogloss:0.95366	validation-mlogloss:0.95062
[196]	train-mlogloss:0.95258	validation-mlogloss:0.94956
[197]	train-mlogloss:0.95151	validation-mlogloss:0.94842
[198]	train-mlogloss:0.95043	validation-mlogloss:0.94730
[199]	train-mlogloss:0.94943	validation-mlogloss:0.94621
[200]	train-mlogloss:0.94845	validation-mlogloss:0.94519
[201]	train-mlogloss:0.94749	validation-mlogloss:0.94420
[202]	train-mlogloss:0.94632	validation-mlogloss:0.94308
[203]	train-mlogloss:0.94527	validation-mlogloss:0.94203
[204]	train-mlogloss:0.94420	validation-mlogloss:0.94095
[205]	train-mlogloss:0.94309	validation-mlogloss:0.93974
[206]	train-mlogloss:0.94201	validation-mlogloss:0.93863
[207]	train-mlogloss:0.94112	validation-mlogloss:0.93770
[208]	train-mlogloss:0.94005	validation-mlogloss:0.93657
[209]	train-mlogloss:0.93908	validation-mlogloss:0.93551
[210]	train-mlogloss:0.93815	validation-mlogloss:0.93458
[211]	train-mlogloss:0.93706	validation-mlogloss:0.93342
[212]	train-mlogloss:0.93594	validation-mlogloss:0.93222
[213]	train-mlogloss:0.93490	validation-mlogloss:0.93118
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[215]	train-mlogloss:0.93290	validation-mlogloss:0.92912
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[384]	train-mlogloss:0.82050	validation-mlogloss:0.81683
[385]	train-mlogloss:0.82002	validation-mlogloss:0.81634
[386]	train-mlogloss:0.81962	validation-mlogloss:0.81606
[387]	train-mlogloss:0.81919	validation-mlogloss:0.81561
[388]	train-mlogloss:0.81878	validation-mlogloss:0.81524
[389]	train-mlogloss:0.81835	validation-mlogloss:0.81481
[390]	train-mlogloss:0.81788	validation-mlogloss:0.81440
[391]	train-mlogloss:0.81747	validation-mlogloss:0.81400
[392]	train-mlogloss:0.81707	validation-mlogloss:0.81363
[393]	train-mlogloss:0.81670	validation-mlogloss:0.81325
[394]	train-mlogloss:0.81622	validation-mlogloss:0.81276
[395]	train-mlogloss:0.81577	validation-mlogloss:0.81231
[396]	train-mlogloss:0.81534	validation-mlogloss:0.81192
[397]	train-mlogloss:0.81497	validation-mlogloss:0.81163
[398]	train-mlogloss:0.81462	validation-mlogloss:0.81126
[399]	train-mlogloss:0.81419	validation-mlogloss:0.81083
[400]	train-mlogloss:0.81382	validation-mlogloss:0.81043
[401]	train-mlogloss:0.81348	validation-mlogloss:0.81005
[402]	train-mlogloss:0.81306	validation-mlogloss:0.80968
[403]	train-mlogloss:0.81271	validation-mlogloss:0.80933
[404]	train-mlogloss:0.81236	validation-mlogloss:0.80896
[405]	train-mlogloss:0.81196	validation-mlogloss:0.80863
[406]	train-mlogloss:0.81159	validation-mlogloss:0.80822
[407]	train-mlogloss:0.81118	validation-mlogloss:0.80785
[408]	train-mlogloss:0.81079	validation-mlogloss:0.80750
[409]	train-mlogloss:0.81037	validation-mlogloss:0.80707
[410]	train-mlogloss:0.80999	validation-mlogloss:0.80669
[411]	train-mlogloss:0.80954	validation-mlogloss:0.80628
[412]	train-mlogloss:0.80909	validation-mlogloss:0.80592
[413]	train-mlogloss:0.80873	validation-mlogloss:0.80553
[414]	train-mlogloss:0.80831	validation-mlogloss:0.80519
[415]	train-mlogloss:0.80795	validation-mlogloss:0.80487
[416]	train-mlogloss:0.80757	validation-mlogloss:0.80450
[417]	train-mlogloss:0.80724	validation-mlogloss:0.80416
[418]	train-mlogloss:0.80677	validation-mlogloss:0.80370
[419]	train-mlogloss:0.80644	validation-mlogloss:0.80337
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.95 [%]
Global accuracy score (test) = 68.16 [%]
Global F1 score (train) = 68.39 [%]
Global F1 score (test) = 67.78 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.35      0.45       400
MODERATE-INTENSITY       0.52      0.81      0.63       400
         SEDENTARY       0.84      0.85      0.84       400
VIGOROUS-INTENSITY       0.88      0.71      0.79       345

          accuracy                           0.68      1545
         macro avg       0.71      0.68      0.68      1545
      weighted avg       0.71      0.68      0.67      1545


Accuracy capturado en la ejecución 12: 68.16 [%]
F1-score capturado en la ejecución 12: 67.78 [%]

=== EJECUCIÓN 13 ===

--- TRAIN (ejecución 13) ---

--- TEST (ejecución 13) ---
2025-11-07 10:40:13.517940: 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`.
2025-11-07 10:40:13.529145: 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 00:00:1762508413.542307 2401924 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508413.546552 2401924 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508413.557222 2401924 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508413.557244 2401924 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508413.557246 2401924 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508413.557248 2401924 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:40:13.560524: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
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This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
This activity can't be balanced (in a downsampling way)
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:1.38188	validation-mlogloss:1.38177
[1]	train-mlogloss:1.37751	validation-mlogloss:1.37758
[2]	train-mlogloss:1.37309	validation-mlogloss:1.37347
[3]	train-mlogloss:1.36890	validation-mlogloss:1.36952
[4]	train-mlogloss:1.36453	validation-mlogloss:1.36523
[5]	train-mlogloss:1.36039	validation-mlogloss:1.36133
[6]	train-mlogloss:1.35620	validation-mlogloss:1.35714
[7]	train-mlogloss:1.35199	validation-mlogloss:1.35301
[8]	train-mlogloss:1.34805	validation-mlogloss:1.34917
[9]	train-mlogloss:1.34410	validation-mlogloss:1.34523
[10]	train-mlogloss:1.34019	validation-mlogloss:1.34146
[11]	train-mlogloss:1.33585	validation-mlogloss:1.33747
[12]	train-mlogloss:1.33202	validation-mlogloss:1.33359
[13]	train-mlogloss:1.32814	validation-mlogloss:1.32971
[14]	train-mlogloss:1.32432	validation-mlogloss:1.32592
[15]	train-mlogloss:1.32058	validation-mlogloss:1.32221
[16]	train-mlogloss:1.31689	validation-mlogloss:1.31877
[17]	train-mlogloss:1.31317	validation-mlogloss:1.31492
[18]	train-mlogloss:1.30940	validation-mlogloss:1.31104
[19]	train-mlogloss:1.30578	validation-mlogloss:1.30745
[20]	train-mlogloss:1.30217	validation-mlogloss:1.30376
[21]	train-mlogloss:1.29877	validation-mlogloss:1.30049
[22]	train-mlogloss:1.29524	validation-mlogloss:1.29698
[23]	train-mlogloss:1.29176	validation-mlogloss:1.29363
[24]	train-mlogloss:1.28817	validation-mlogloss:1.29004
[25]	train-mlogloss:1.28473	validation-mlogloss:1.28663
[26]	train-mlogloss:1.28124	validation-mlogloss:1.28308
[27]	train-mlogloss:1.27786	validation-mlogloss:1.27962
[28]	train-mlogloss:1.27446	validation-mlogloss:1.27632
[29]	train-mlogloss:1.27119	validation-mlogloss:1.27309
[30]	train-mlogloss:1.26791	validation-mlogloss:1.26971
[31]	train-mlogloss:1.26468	validation-mlogloss:1.26663
[32]	train-mlogloss:1.26138	validation-mlogloss:1.26343
[33]	train-mlogloss:1.25815	validation-mlogloss:1.26029
[34]	train-mlogloss:1.25494	validation-mlogloss:1.25716
[35]	train-mlogloss:1.25171	validation-mlogloss:1.25392
[36]	train-mlogloss:1.24862	validation-mlogloss:1.25092
[37]	train-mlogloss:1.24554	validation-mlogloss:1.24787
[38]	train-mlogloss:1.24241	validation-mlogloss:1.24475
[39]	train-mlogloss:1.23929	validation-mlogloss:1.24163
[40]	train-mlogloss:1.23620	validation-mlogloss:1.23864
[41]	train-mlogloss:1.23310	validation-mlogloss:1.23560
[42]	train-mlogloss:1.22979	validation-mlogloss:1.23245
[43]	train-mlogloss:1.22685	validation-mlogloss:1.22947
[44]	train-mlogloss:1.22386	validation-mlogloss:1.22650
[45]	train-mlogloss:1.22095	validation-mlogloss:1.22361
[46]	train-mlogloss:1.21805	validation-mlogloss:1.22074
[47]	train-mlogloss:1.21504	validation-mlogloss:1.21766
[48]	train-mlogloss:1.21223	validation-mlogloss:1.21498
[49]	train-mlogloss:1.20951	validation-mlogloss:1.21221
[50]	train-mlogloss:1.20681	validation-mlogloss:1.20966
[51]	train-mlogloss:1.20407	validation-mlogloss:1.20674
[52]	train-mlogloss:1.20146	validation-mlogloss:1.20424
[53]	train-mlogloss:1.19877	validation-mlogloss:1.20160
[54]	train-mlogloss:1.19605	validation-mlogloss:1.19881
[55]	train-mlogloss:1.19339	validation-mlogloss:1.19612
[56]	train-mlogloss:1.19072	validation-mlogloss:1.19347
[57]	train-mlogloss:1.18813	validation-mlogloss:1.19087
[58]	train-mlogloss:1.18565	validation-mlogloss:1.18832
[59]	train-mlogloss:1.18301	validation-mlogloss:1.18567
[60]	train-mlogloss:1.18048	validation-mlogloss:1.18324
[61]	train-mlogloss:1.17792	validation-mlogloss:1.18077
[62]	train-mlogloss:1.17535	validation-mlogloss:1.17817
[63]	train-mlogloss:1.17286	validation-mlogloss:1.17561
[64]	train-mlogloss:1.17040	validation-mlogloss:1.17316
[65]	train-mlogloss:1.16797	validation-mlogloss:1.17080
[66]	train-mlogloss:1.16557	validation-mlogloss:1.16841
[67]	train-mlogloss:1.16298	validation-mlogloss:1.16584
[68]	train-mlogloss:1.16063	validation-mlogloss:1.16347
[69]	train-mlogloss:1.15818	validation-mlogloss:1.16092
[70]	train-mlogloss:1.15553	validation-mlogloss:1.15834
[71]	train-mlogloss:1.15322	validation-mlogloss:1.15607
[72]	train-mlogloss:1.15090	validation-mlogloss:1.15376
[73]	train-mlogloss:1.14858	validation-mlogloss:1.15140
[74]	train-mlogloss:1.14627	validation-mlogloss:1.14900
[75]	train-mlogloss:1.14368	validation-mlogloss:1.14648
[76]	train-mlogloss:1.14138	validation-mlogloss:1.14404
[77]	train-mlogloss:1.13915	validation-mlogloss:1.14192
[78]	train-mlogloss:1.13694	validation-mlogloss:1.13962
[79]	train-mlogloss:1.13475	validation-mlogloss:1.13736
[80]	train-mlogloss:1.13252	validation-mlogloss:1.13501
[81]	train-mlogloss:1.13032	validation-mlogloss:1.13281
[82]	train-mlogloss:1.12817	validation-mlogloss:1.13062
[83]	train-mlogloss:1.12588	validation-mlogloss:1.12839
[84]	train-mlogloss:1.12375	validation-mlogloss:1.12611
[85]	train-mlogloss:1.12163	validation-mlogloss:1.12391
[86]	train-mlogloss:1.11933	validation-mlogloss:1.12172
[87]	train-mlogloss:1.11713	validation-mlogloss:1.11960
[88]	train-mlogloss:1.11509	validation-mlogloss:1.11756
[89]	train-mlogloss:1.11279	validation-mlogloss:1.11548
[90]	train-mlogloss:1.11058	validation-mlogloss:1.11331
[91]	train-mlogloss:1.10849	validation-mlogloss:1.11123
[92]	train-mlogloss:1.10652	validation-mlogloss:1.10921
[93]	train-mlogloss:1.10427	validation-mlogloss:1.10699
[94]	train-mlogloss:1.10226	validation-mlogloss:1.10493
[95]	train-mlogloss:1.10004	validation-mlogloss:1.10281
[96]	train-mlogloss:1.09787	validation-mlogloss:1.10064
[97]	train-mlogloss:1.09582	validation-mlogloss:1.09881
[98]	train-mlogloss:1.09368	validation-mlogloss:1.09671
[99]	train-mlogloss:1.09179	validation-mlogloss:1.09477
[100]	train-mlogloss:1.08994	validation-mlogloss:1.09292
[101]	train-mlogloss:1.08805	validation-mlogloss:1.09101
[102]	train-mlogloss:1.08622	validation-mlogloss:1.08915
[103]	train-mlogloss:1.08438	validation-mlogloss:1.08736
[104]	train-mlogloss:1.08230	validation-mlogloss:1.08538
[105]	train-mlogloss:1.08051	validation-mlogloss:1.08373
[106]	train-mlogloss:1.07844	validation-mlogloss:1.08174
[107]	train-mlogloss:1.07650	validation-mlogloss:1.07988
[108]	train-mlogloss:1.07451	validation-mlogloss:1.07798
[109]	train-mlogloss:1.07252	validation-mlogloss:1.07610
[110]	train-mlogloss:1.07073	validation-mlogloss:1.07424
[111]	train-mlogloss:1.06902	validation-mlogloss:1.07256
[112]	train-mlogloss:1.06705	validation-mlogloss:1.07060
[113]	train-mlogloss:1.06531	validation-mlogloss:1.06885
[114]	train-mlogloss:1.06362	validation-mlogloss:1.06725
[115]	train-mlogloss:1.06194	validation-mlogloss:1.06554
[116]	train-mlogloss:1.06018	validation-mlogloss:1.06389
[117]	train-mlogloss:1.05824	validation-mlogloss:1.06193
[118]	train-mlogloss:1.05640	validation-mlogloss:1.06021
[119]	train-mlogloss:1.05482	validation-mlogloss:1.05867
[120]	train-mlogloss:1.05304	validation-mlogloss:1.05697
[121]	train-mlogloss:1.05118	validation-mlogloss:1.05511
[122]	train-mlogloss:1.04934	validation-mlogloss:1.05337
[123]	train-mlogloss:1.04760	validation-mlogloss:1.05173
[124]	train-mlogloss:1.04605	validation-mlogloss:1.05008
[125]	train-mlogloss:1.04431	validation-mlogloss:1.04849
[126]	train-mlogloss:1.04255	validation-mlogloss:1.04688
[127]	train-mlogloss:1.04103	validation-mlogloss:1.04531
[128]	train-mlogloss:1.03927	validation-mlogloss:1.04364
[129]	train-mlogloss:1.03764	validation-mlogloss:1.04213
[130]	train-mlogloss:1.03598	validation-mlogloss:1.04059
[131]	train-mlogloss:1.03445	validation-mlogloss:1.03895
[132]	train-mlogloss:1.03277	validation-mlogloss:1.03731
[133]	train-mlogloss:1.03117	validation-mlogloss:1.03570
[134]	train-mlogloss:1.02950	validation-mlogloss:1.03401
[135]	train-mlogloss:1.02807	validation-mlogloss:1.03250
[136]	train-mlogloss:1.02640	validation-mlogloss:1.03088
[137]	train-mlogloss:1.02478	validation-mlogloss:1.02933
[138]	train-mlogloss:1.02328	validation-mlogloss:1.02780
[139]	train-mlogloss:1.02162	validation-mlogloss:1.02610
[140]	train-mlogloss:1.02001	validation-mlogloss:1.02453
[141]	train-mlogloss:1.01859	validation-mlogloss:1.02305
[142]	train-mlogloss:1.01710	validation-mlogloss:1.02157
[143]	train-mlogloss:1.01574	validation-mlogloss:1.02021
[144]	train-mlogloss:1.01424	validation-mlogloss:1.01876
[145]	train-mlogloss:1.01278	validation-mlogloss:1.01736
[146]	train-mlogloss:1.01147	validation-mlogloss:1.01601
[147]	train-mlogloss:1.01000	validation-mlogloss:1.01470
[148]	train-mlogloss:1.00852	validation-mlogloss:1.01330
[149]	train-mlogloss:1.00708	validation-mlogloss:1.01192
[150]	train-mlogloss:1.00566	validation-mlogloss:1.01058
[151]	train-mlogloss:1.00421	validation-mlogloss:1.00914
[152]	train-mlogloss:1.00279	validation-mlogloss:1.00779
[153]	train-mlogloss:1.00134	validation-mlogloss:1.00637
[154]	train-mlogloss:1.00003	validation-mlogloss:1.00505
[155]	train-mlogloss:0.99859	validation-mlogloss:1.00374
[156]	train-mlogloss:0.99723	validation-mlogloss:1.00238
[157]	train-mlogloss:0.99589	validation-mlogloss:1.00102
[158]	train-mlogloss:0.99447	validation-mlogloss:0.99958
[159]	train-mlogloss:0.99319	validation-mlogloss:0.99825
[160]	train-mlogloss:0.99193	validation-mlogloss:0.99700
[161]	train-mlogloss:0.99079	validation-mlogloss:0.99582
[162]	train-mlogloss:0.98940	validation-mlogloss:0.99450
[163]	train-mlogloss:0.98809	validation-mlogloss:0.99326
[164]	train-mlogloss:0.98684	validation-mlogloss:0.99200
[165]	train-mlogloss:0.98549	validation-mlogloss:0.99075
[166]	train-mlogloss:0.98411	validation-mlogloss:0.98931
[167]	train-mlogloss:0.98272	validation-mlogloss:0.98792
[168]	train-mlogloss:0.98133	validation-mlogloss:0.98654
[169]	train-mlogloss:0.98019	validation-mlogloss:0.98540
[170]	train-mlogloss:0.97901	validation-mlogloss:0.98409
[171]	train-mlogloss:0.97784	validation-mlogloss:0.98285
[172]	train-mlogloss:0.97669	validation-mlogloss:0.98176
[173]	train-mlogloss:0.97541	validation-mlogloss:0.98045
[174]	train-mlogloss:0.97426	validation-mlogloss:0.97926
[175]	train-mlogloss:0.97295	validation-mlogloss:0.97796
[176]	train-mlogloss:0.97172	validation-mlogloss:0.97667
[177]	train-mlogloss:0.97060	validation-mlogloss:0.97545
[178]	train-mlogloss:0.96933	validation-mlogloss:0.97420
[179]	train-mlogloss:0.96826	validation-mlogloss:0.97320
[180]	train-mlogloss:0.96707	validation-mlogloss:0.97199
[181]	train-mlogloss:0.96604	validation-mlogloss:0.97099
[182]	train-mlogloss:0.96497	validation-mlogloss:0.96987
[183]	train-mlogloss:0.96390	validation-mlogloss:0.96886
[184]	train-mlogloss:0.96268	validation-mlogloss:0.96760
[185]	train-mlogloss:0.96146	validation-mlogloss:0.96629
[186]	train-mlogloss:0.96023	validation-mlogloss:0.96503
[187]	train-mlogloss:0.95908	validation-mlogloss:0.96389
[188]	train-mlogloss:0.95797	validation-mlogloss:0.96282
[189]	train-mlogloss:0.95683	validation-mlogloss:0.96178
[190]	train-mlogloss:0.95575	validation-mlogloss:0.96075
[191]	train-mlogloss:0.95460	validation-mlogloss:0.95959
[192]	train-mlogloss:0.95353	validation-mlogloss:0.95857
[193]	train-mlogloss:0.95254	validation-mlogloss:0.95763
[194]	train-mlogloss:0.95151	validation-mlogloss:0.95664
[195]	train-mlogloss:0.95035	validation-mlogloss:0.95544
[196]	train-mlogloss:0.94928	validation-mlogloss:0.95441
[197]	train-mlogloss:0.94812	validation-mlogloss:0.95321
[198]	train-mlogloss:0.94696	validation-mlogloss:0.95198
[199]	train-mlogloss:0.94583	validation-mlogloss:0.95082
[200]	train-mlogloss:0.94470	validation-mlogloss:0.94969
[201]	train-mlogloss:0.94362	validation-mlogloss:0.94856
[202]	train-mlogloss:0.94260	validation-mlogloss:0.94759
[203]	train-mlogloss:0.94154	validation-mlogloss:0.94654
[204]	train-mlogloss:0.94052	validation-mlogloss:0.94567
[205]	train-mlogloss:0.93955	validation-mlogloss:0.94475
[206]	train-mlogloss:0.93839	validation-mlogloss:0.94350
[207]	train-mlogloss:0.93747	validation-mlogloss:0.94255
[208]	train-mlogloss:0.93653	validation-mlogloss:0.94167
[209]	train-mlogloss:0.93558	validation-mlogloss:0.94083
[210]	train-mlogloss:0.93466	validation-mlogloss:0.93989
[211]	train-mlogloss:0.93360	validation-mlogloss:0.93890
[212]	train-mlogloss:0.93267	validation-mlogloss:0.93795
[213]	train-mlogloss:0.93164	validation-mlogloss:0.93687
[214]	train-mlogloss:0.93077	validation-mlogloss:0.93596
[215]	train-mlogloss:0.92970	validation-mlogloss:0.93490
[216]	train-mlogloss:0.92866	validation-mlogloss:0.93383
[217]	train-mlogloss:0.92777	validation-mlogloss:0.93288
[218]	train-mlogloss:0.92676	validation-mlogloss:0.93179
[219]	train-mlogloss:0.92581	validation-mlogloss:0.93078
[220]	train-mlogloss:0.92486	validation-mlogloss:0.92984
[221]	train-mlogloss:0.92384	validation-mlogloss:0.92879
[222]	train-mlogloss:0.92295	validation-mlogloss:0.92793
[223]	train-mlogloss:0.92198	validation-mlogloss:0.92693
[224]	train-mlogloss:0.92093	validation-mlogloss:0.92583
[225]	train-mlogloss:0.91996	validation-mlogloss:0.92483
[226]	train-mlogloss:0.91908	validation-mlogloss:0.92387
[227]	train-mlogloss:0.91807	validation-mlogloss:0.92289
[228]	train-mlogloss:0.91718	validation-mlogloss:0.92194
[229]	train-mlogloss:0.91625	validation-mlogloss:0.92105
[230]	train-mlogloss:0.91530	validation-mlogloss:0.92008
[231]	train-mlogloss:0.91449	validation-mlogloss:0.91933
[232]	train-mlogloss:0.91352	validation-mlogloss:0.91836
[233]	train-mlogloss:0.91267	validation-mlogloss:0.91753
[234]	train-mlogloss:0.91174	validation-mlogloss:0.91658
[235]	train-mlogloss:0.91088	validation-mlogloss:0.91570
[236]	train-mlogloss:0.90998	validation-mlogloss:0.91487
[237]	train-mlogloss:0.90899	validation-mlogloss:0.91383
[238]	train-mlogloss:0.90815	validation-mlogloss:0.91295
[239]	train-mlogloss:0.90723	validation-mlogloss:0.91209
[240]	train-mlogloss:0.90630	validation-mlogloss:0.91116
[241]	train-mlogloss:0.90542	validation-mlogloss:0.91034
[242]	train-mlogloss:0.90458	validation-mlogloss:0.90940
[243]	train-mlogloss:0.90376	validation-mlogloss:0.90868
[244]	train-mlogloss:0.90304	validation-mlogloss:0.90791
[245]	train-mlogloss:0.90227	validation-mlogloss:0.90727
[246]	train-mlogloss:0.90143	validation-mlogloss:0.90644
[247]	train-mlogloss:0.90069	validation-mlogloss:0.90562
[248]	train-mlogloss:0.89993	validation-mlogloss:0.90480
[249]	train-mlogloss:0.89914	validation-mlogloss:0.90398
[250]	train-mlogloss:0.89829	validation-mlogloss:0.90307
[251]	train-mlogloss:0.89733	validation-mlogloss:0.90221
[252]	train-mlogloss:0.89651	validation-mlogloss:0.90146
[253]	train-mlogloss:0.89579	validation-mlogloss:0.90070
[254]	train-mlogloss:0.89494	validation-mlogloss:0.89985
[255]	train-mlogloss:0.89418	validation-mlogloss:0.89908
[256]	train-mlogloss:0.89341	validation-mlogloss:0.89830
[257]	train-mlogloss:0.89267	validation-mlogloss:0.89753
[258]	train-mlogloss:0.89182	validation-mlogloss:0.89666
[259]	train-mlogloss:0.89103	validation-mlogloss:0.89588
[260]	train-mlogloss:0.89017	validation-mlogloss:0.89503
[261]	train-mlogloss:0.88934	validation-mlogloss:0.89421
[262]	train-mlogloss:0.88862	validation-mlogloss:0.89347
[263]	train-mlogloss:0.88772	validation-mlogloss:0.89257
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[305]	train-mlogloss:0.85870	validation-mlogloss:0.86375
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[308]	train-mlogloss:0.85678	validation-mlogloss:0.86191
[309]	train-mlogloss:0.85616	validation-mlogloss:0.86138
[310]	train-mlogloss:0.85553	validation-mlogloss:0.86081
[311]	train-mlogloss:0.85492	validation-mlogloss:0.86018
[312]	train-mlogloss:0.85438	validation-mlogloss:0.85967
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[318]	train-mlogloss:0.85092	validation-mlogloss:0.85619
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[320]	train-mlogloss:0.84960	validation-mlogloss:0.85490
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[323]	train-mlogloss:0.84788	validation-mlogloss:0.85324
[324]	train-mlogloss:0.84723	validation-mlogloss:0.85264
[325]	train-mlogloss:0.84669	validation-mlogloss:0.85220
[326]	train-mlogloss:0.84618	validation-mlogloss:0.85166
[327]	train-mlogloss:0.84562	validation-mlogloss:0.85117
[328]	train-mlogloss:0.84504	validation-mlogloss:0.85062
[329]	train-mlogloss:0.84446	validation-mlogloss:0.85007
[330]	train-mlogloss:0.84393	validation-mlogloss:0.84962
[331]	train-mlogloss:0.84330	validation-mlogloss:0.84901
[332]	train-mlogloss:0.84269	validation-mlogloss:0.84832
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[335]	train-mlogloss:0.84104	validation-mlogloss:0.84684
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[342]	train-mlogloss:0.83730	validation-mlogloss:0.84302
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[344]	train-mlogloss:0.83623	validation-mlogloss:0.84206
[345]	train-mlogloss:0.83566	validation-mlogloss:0.84149
[346]	train-mlogloss:0.83510	validation-mlogloss:0.84100
[347]	train-mlogloss:0.83451	validation-mlogloss:0.84044
[348]	train-mlogloss:0.83397	validation-mlogloss:0.83992
[349]	train-mlogloss:0.83349	validation-mlogloss:0.83947
[350]	train-mlogloss:0.83295	validation-mlogloss:0.83906
[351]	train-mlogloss:0.83243	validation-mlogloss:0.83858
[352]	train-mlogloss:0.83182	validation-mlogloss:0.83794
[353]	train-mlogloss:0.83122	validation-mlogloss:0.83738
[354]	train-mlogloss:0.83070	validation-mlogloss:0.83689
[355]	train-mlogloss:0.83014	validation-mlogloss:0.83637
[356]	train-mlogloss:0.82968	validation-mlogloss:0.83595
[357]	train-mlogloss:0.82918	validation-mlogloss:0.83542
[358]	train-mlogloss:0.82860	validation-mlogloss:0.83488
[359]	train-mlogloss:0.82807	validation-mlogloss:0.83437
[360]	train-mlogloss:0.82761	validation-mlogloss:0.83391
[361]	train-mlogloss:0.82713	validation-mlogloss:0.83345
[362]	train-mlogloss:0.82671	validation-mlogloss:0.83306
[363]	train-mlogloss:0.82621	validation-mlogloss:0.83252
[364]	train-mlogloss:0.82566	validation-mlogloss:0.83200
[365]	train-mlogloss:0.82518	validation-mlogloss:0.83153
[366]	train-mlogloss:0.82473	validation-mlogloss:0.83116
[367]	train-mlogloss:0.82421	validation-mlogloss:0.83070
[368]	train-mlogloss:0.82376	validation-mlogloss:0.83030
[369]	train-mlogloss:0.82324	validation-mlogloss:0.82990
[370]	train-mlogloss:0.82283	validation-mlogloss:0.82951
[371]	train-mlogloss:0.82233	validation-mlogloss:0.82900
[372]	train-mlogloss:0.82186	validation-mlogloss:0.82854
[373]	train-mlogloss:0.82140	validation-mlogloss:0.82808
[374]	train-mlogloss:0.82094	validation-mlogloss:0.82765
[375]	train-mlogloss:0.82048	validation-mlogloss:0.82727
[376]	train-mlogloss:0.81999	validation-mlogloss:0.82681
[377]	train-mlogloss:0.81948	validation-mlogloss:0.82629
[378]	train-mlogloss:0.81891	validation-mlogloss:0.82569
[379]	train-mlogloss:0.81841	validation-mlogloss:0.82526
[380]	train-mlogloss:0.81792	validation-mlogloss:0.82478
[381]	train-mlogloss:0.81742	validation-mlogloss:0.82434
[382]	train-mlogloss:0.81700	validation-mlogloss:0.82400
[383]	train-mlogloss:0.81660	validation-mlogloss:0.82360
[384]	train-mlogloss:0.81616	validation-mlogloss:0.82313
[385]	train-mlogloss:0.81572	validation-mlogloss:0.82274
[386]	train-mlogloss:0.81534	validation-mlogloss:0.82238
[387]	train-mlogloss:0.81486	validation-mlogloss:0.82185
[388]	train-mlogloss:0.81441	validation-mlogloss:0.82144
[389]	train-mlogloss:0.81387	validation-mlogloss:0.82096
[390]	train-mlogloss:0.81340	validation-mlogloss:0.82049
[391]	train-mlogloss:0.81295	validation-mlogloss:0.82011
[392]	train-mlogloss:0.81247	validation-mlogloss:0.81963
[393]	train-mlogloss:0.81208	validation-mlogloss:0.81930
[394]	train-mlogloss:0.81166	validation-mlogloss:0.81885
[395]	train-mlogloss:0.81123	validation-mlogloss:0.81851
[396]	train-mlogloss:0.81082	validation-mlogloss:0.81808
[397]	train-mlogloss:0.81039	validation-mlogloss:0.81770
[398]	train-mlogloss:0.80993	validation-mlogloss:0.81728
[399]	train-mlogloss:0.80949	validation-mlogloss:0.81696
[400]	train-mlogloss:0.80898	validation-mlogloss:0.81651
[401]	train-mlogloss:0.80859	validation-mlogloss:0.81611
[402]	train-mlogloss:0.80820	validation-mlogloss:0.81570
[403]	train-mlogloss:0.80772	validation-mlogloss:0.81515
[404]	train-mlogloss:0.80732	validation-mlogloss:0.81484
[405]	train-mlogloss:0.80690	validation-mlogloss:0.81447
[406]	train-mlogloss:0.80652	validation-mlogloss:0.81412
[407]	train-mlogloss:0.80608	validation-mlogloss:0.81374
[408]	train-mlogloss:0.80563	validation-mlogloss:0.81328
[409]	train-mlogloss:0.80526	validation-mlogloss:0.81302
[410]	train-mlogloss:0.80480	validation-mlogloss:0.81262
[411]	train-mlogloss:0.80445	validation-mlogloss:0.81230
[412]	train-mlogloss:0.80401	validation-mlogloss:0.81190
[413]	train-mlogloss:0.80362	validation-mlogloss:0.81151
[414]	train-mlogloss:0.80323	validation-mlogloss:0.81116
[415]	train-mlogloss:0.80290	validation-mlogloss:0.81088
[416]	train-mlogloss:0.80252	validation-mlogloss:0.81050
[417]	train-mlogloss:0.80209	validation-mlogloss:0.81014
[418]	train-mlogloss:0.80168	validation-mlogloss:0.80971
[419]	train-mlogloss:0.80130	validation-mlogloss:0.80939
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.64 [%]
Global accuracy score (test) = 67.7 [%]
Global F1 score (train) = 68.13 [%]
Global F1 score (test) = 67.52 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.36      0.45       400
MODERATE-INTENSITY       0.53      0.80      0.64       400
         SEDENTARY       0.82      0.84      0.83       400
VIGOROUS-INTENSITY       0.89      0.71      0.79       345

          accuracy                           0.68      1545
         macro avg       0.70      0.68      0.68      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 13: 67.7 [%]
F1-score capturado en la ejecución 13: 67.52 [%]

=== EJECUCIÓN 14 ===

--- TRAIN (ejecución 14) ---

--- TEST (ejecución 14) ---
2025-11-07 10:40:25.228892: 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`.
2025-11-07 10:40:25.240388: 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 00:00:1762508425.254310 2402201 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508425.258484 2402201 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508425.268626 2402201 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508425.268650 2402201 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508425.268652 2402201 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508425.268653 2402201 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:40:25.271915: 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:1.38196	validation-mlogloss:1.38226
[1]	train-mlogloss:1.37747	validation-mlogloss:1.37786
[2]	train-mlogloss:1.37325	validation-mlogloss:1.37351
[3]	train-mlogloss:1.36898	validation-mlogloss:1.36923
[4]	train-mlogloss:1.36484	validation-mlogloss:1.36500
[5]	train-mlogloss:1.36054	validation-mlogloss:1.36088
[6]	train-mlogloss:1.35631	validation-mlogloss:1.35682
[7]	train-mlogloss:1.35223	validation-mlogloss:1.35273
[8]	train-mlogloss:1.34788	validation-mlogloss:1.34854
[9]	train-mlogloss:1.34382	validation-mlogloss:1.34454
[10]	train-mlogloss:1.33985	validation-mlogloss:1.34054
[11]	train-mlogloss:1.33603	validation-mlogloss:1.33686
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[312]	train-mlogloss:0.85486	validation-mlogloss:0.85904
[313]	train-mlogloss:0.85434	validation-mlogloss:0.85851
[314]	train-mlogloss:0.85371	validation-mlogloss:0.85785
[315]	train-mlogloss:0.85305	validation-mlogloss:0.85722
[316]	train-mlogloss:0.85250	validation-mlogloss:0.85670
[317]	train-mlogloss:0.85193	validation-mlogloss:0.85612
[318]	train-mlogloss:0.85139	validation-mlogloss:0.85552
[319]	train-mlogloss:0.85073	validation-mlogloss:0.85489
[320]	train-mlogloss:0.85022	validation-mlogloss:0.85441
[321]	train-mlogloss:0.84956	validation-mlogloss:0.85377
[322]	train-mlogloss:0.84898	validation-mlogloss:0.85322
[323]	train-mlogloss:0.84836	validation-mlogloss:0.85259
[324]	train-mlogloss:0.84785	validation-mlogloss:0.85209
[325]	train-mlogloss:0.84728	validation-mlogloss:0.85160
[326]	train-mlogloss:0.84676	validation-mlogloss:0.85103
[327]	train-mlogloss:0.84620	validation-mlogloss:0.85053
[328]	train-mlogloss:0.84564	validation-mlogloss:0.84994
[329]	train-mlogloss:0.84517	validation-mlogloss:0.84947
[330]	train-mlogloss:0.84464	validation-mlogloss:0.84888
[331]	train-mlogloss:0.84409	validation-mlogloss:0.84829
[332]	train-mlogloss:0.84359	validation-mlogloss:0.84776
[333]	train-mlogloss:0.84307	validation-mlogloss:0.84720
[334]	train-mlogloss:0.84261	validation-mlogloss:0.84674
[335]	train-mlogloss:0.84207	validation-mlogloss:0.84619
[336]	train-mlogloss:0.84148	validation-mlogloss:0.84561
[337]	train-mlogloss:0.84094	validation-mlogloss:0.84510
[338]	train-mlogloss:0.84038	validation-mlogloss:0.84455
[339]	train-mlogloss:0.83998	validation-mlogloss:0.84421
[340]	train-mlogloss:0.83944	validation-mlogloss:0.84370
[341]	train-mlogloss:0.83896	validation-mlogloss:0.84320
[342]	train-mlogloss:0.83837	validation-mlogloss:0.84254
[343]	train-mlogloss:0.83778	validation-mlogloss:0.84196
[344]	train-mlogloss:0.83719	validation-mlogloss:0.84139
[345]	train-mlogloss:0.83660	validation-mlogloss:0.84077
[346]	train-mlogloss:0.83601	validation-mlogloss:0.84016
[347]	train-mlogloss:0.83556	validation-mlogloss:0.83973
[348]	train-mlogloss:0.83509	validation-mlogloss:0.83922
[349]	train-mlogloss:0.83461	validation-mlogloss:0.83877
[350]	train-mlogloss:0.83412	validation-mlogloss:0.83830
[351]	train-mlogloss:0.83370	validation-mlogloss:0.83792
[352]	train-mlogloss:0.83313	validation-mlogloss:0.83735
[353]	train-mlogloss:0.83264	validation-mlogloss:0.83688
[354]	train-mlogloss:0.83212	validation-mlogloss:0.83635
[355]	train-mlogloss:0.83161	validation-mlogloss:0.83589
[356]	train-mlogloss:0.83107	validation-mlogloss:0.83539
[357]	train-mlogloss:0.83052	validation-mlogloss:0.83486
[358]	train-mlogloss:0.83009	validation-mlogloss:0.83450
[359]	train-mlogloss:0.82963	validation-mlogloss:0.83402
[360]	train-mlogloss:0.82913	validation-mlogloss:0.83358
[361]	train-mlogloss:0.82868	validation-mlogloss:0.83316
[362]	train-mlogloss:0.82823	validation-mlogloss:0.83270
[363]	train-mlogloss:0.82777	validation-mlogloss:0.83229
[364]	train-mlogloss:0.82741	validation-mlogloss:0.83201
[365]	train-mlogloss:0.82696	validation-mlogloss:0.83153
[366]	train-mlogloss:0.82648	validation-mlogloss:0.83108
[367]	train-mlogloss:0.82601	validation-mlogloss:0.83064
[368]	train-mlogloss:0.82553	validation-mlogloss:0.83021
[369]	train-mlogloss:0.82509	validation-mlogloss:0.82980
[370]	train-mlogloss:0.82466	validation-mlogloss:0.82945
[371]	train-mlogloss:0.82428	validation-mlogloss:0.82904
[372]	train-mlogloss:0.82380	validation-mlogloss:0.82855
[373]	train-mlogloss:0.82335	validation-mlogloss:0.82814
[374]	train-mlogloss:0.82290	validation-mlogloss:0.82781
[375]	train-mlogloss:0.82247	validation-mlogloss:0.82743
[376]	train-mlogloss:0.82198	validation-mlogloss:0.82698
[377]	train-mlogloss:0.82147	validation-mlogloss:0.82643
[378]	train-mlogloss:0.82097	validation-mlogloss:0.82595
[379]	train-mlogloss:0.82056	validation-mlogloss:0.82557
[380]	train-mlogloss:0.82007	validation-mlogloss:0.82512
[381]	train-mlogloss:0.81967	validation-mlogloss:0.82476
[382]	train-mlogloss:0.81926	validation-mlogloss:0.82434
[383]	train-mlogloss:0.81877	validation-mlogloss:0.82387
[384]	train-mlogloss:0.81842	validation-mlogloss:0.82358
[385]	train-mlogloss:0.81797	validation-mlogloss:0.82316
[386]	train-mlogloss:0.81759	validation-mlogloss:0.82276
[387]	train-mlogloss:0.81719	validation-mlogloss:0.82237
[388]	train-mlogloss:0.81675	validation-mlogloss:0.82191
[389]	train-mlogloss:0.81635	validation-mlogloss:0.82153
[390]	train-mlogloss:0.81595	validation-mlogloss:0.82111
[391]	train-mlogloss:0.81556	validation-mlogloss:0.82075
[392]	train-mlogloss:0.81521	validation-mlogloss:0.82040
[393]	train-mlogloss:0.81474	validation-mlogloss:0.81990
[394]	train-mlogloss:0.81436	validation-mlogloss:0.81950
[395]	train-mlogloss:0.81394	validation-mlogloss:0.81906
[396]	train-mlogloss:0.81347	validation-mlogloss:0.81858
[397]	train-mlogloss:0.81310	validation-mlogloss:0.81829
[398]	train-mlogloss:0.81268	validation-mlogloss:0.81784
[399]	train-mlogloss:0.81230	validation-mlogloss:0.81748
[400]	train-mlogloss:0.81192	validation-mlogloss:0.81713
[401]	train-mlogloss:0.81155	validation-mlogloss:0.81678
[402]	train-mlogloss:0.81113	validation-mlogloss:0.81642
[403]	train-mlogloss:0.81066	validation-mlogloss:0.81598
[404]	train-mlogloss:0.81022	validation-mlogloss:0.81551
[405]	train-mlogloss:0.80989	validation-mlogloss:0.81512
[406]	train-mlogloss:0.80949	validation-mlogloss:0.81480
[407]	train-mlogloss:0.80914	validation-mlogloss:0.81440
[408]	train-mlogloss:0.80873	validation-mlogloss:0.81402
[409]	train-mlogloss:0.80829	validation-mlogloss:0.81363
[410]	train-mlogloss:0.80785	validation-mlogloss:0.81316
[411]	train-mlogloss:0.80738	validation-mlogloss:0.81271
[412]	train-mlogloss:0.80692	validation-mlogloss:0.81229
[413]	train-mlogloss:0.80653	validation-mlogloss:0.81198
[414]	train-mlogloss:0.80616	validation-mlogloss:0.81168
[415]	train-mlogloss:0.80582	validation-mlogloss:0.81130
[416]	train-mlogloss:0.80547	validation-mlogloss:0.81103
[417]	train-mlogloss:0.80502	validation-mlogloss:0.81062
[418]	train-mlogloss:0.80467	validation-mlogloss:0.81030
[419]	train-mlogloss:0.80431	validation-mlogloss:0.80987
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.83 [%]
Global accuracy score (test) = 68.22 [%]
Global F1 score (train) = 68.46 [%]
Global F1 score (test) = 68.08 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.39      0.48       400
MODERATE-INTENSITY       0.53      0.77      0.63       400
         SEDENTARY       0.82      0.86      0.84       400
VIGOROUS-INTENSITY       0.88      0.71      0.78       345

          accuracy                           0.68      1545
         macro avg       0.71      0.68      0.68      1545
      weighted avg       0.70      0.68      0.68      1545


Accuracy capturado en la ejecución 14: 68.22 [%]
F1-score capturado en la ejecución 14: 68.08 [%]

=== EJECUCIÓN 15 ===

--- TRAIN (ejecución 15) ---

--- TEST (ejecución 15) ---
2025-11-07 10:40:36.870182: 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`.
2025-11-07 10:40:36.881666: 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 00:00:1762508436.894929 2402454 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508436.899013 2402454 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508436.908926 2402454 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508436.908947 2402454 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508436.908949 2402454 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508436.908950 2402454 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:40:36.912059: 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:1.38196	validation-mlogloss:1.38198
[1]	train-mlogloss:1.37705	validation-mlogloss:1.37721
[2]	train-mlogloss:1.37289	validation-mlogloss:1.37295
[3]	train-mlogloss:1.36865	validation-mlogloss:1.36897
[4]	train-mlogloss:1.36438	validation-mlogloss:1.36492
[5]	train-mlogloss:1.36005	validation-mlogloss:1.36040
[6]	train-mlogloss:1.35591	validation-mlogloss:1.35613
[7]	train-mlogloss:1.35177	validation-mlogloss:1.35191
[8]	train-mlogloss:1.34771	validation-mlogloss:1.34766
[9]	train-mlogloss:1.34360	validation-mlogloss:1.34356
[10]	train-mlogloss:1.33962	validation-mlogloss:1.33946
[11]	train-mlogloss:1.33559	validation-mlogloss:1.33525
[12]	train-mlogloss:1.33161	validation-mlogloss:1.33128
[13]	train-mlogloss:1.32775	validation-mlogloss:1.32751
[14]	train-mlogloss:1.32347	validation-mlogloss:1.32359
[15]	train-mlogloss:1.31957	validation-mlogloss:1.31964
[16]	train-mlogloss:1.31541	validation-mlogloss:1.31562
[17]	train-mlogloss:1.31174	validation-mlogloss:1.31190
[18]	train-mlogloss:1.30764	validation-mlogloss:1.30799
[19]	train-mlogloss:1.30402	validation-mlogloss:1.30440
[20]	train-mlogloss:1.30030	validation-mlogloss:1.30060
[21]	train-mlogloss:1.29679	validation-mlogloss:1.29720
[22]	train-mlogloss:1.29326	validation-mlogloss:1.29363
[23]	train-mlogloss:1.28968	validation-mlogloss:1.28989
[24]	train-mlogloss:1.28613	validation-mlogloss:1.28618
[25]	train-mlogloss:1.28263	validation-mlogloss:1.28270
[26]	train-mlogloss:1.27915	validation-mlogloss:1.27914
[27]	train-mlogloss:1.27571	validation-mlogloss:1.27554
[28]	train-mlogloss:1.27224	validation-mlogloss:1.27214
[29]	train-mlogloss:1.26885	validation-mlogloss:1.26879
[30]	train-mlogloss:1.26554	validation-mlogloss:1.26544
[31]	train-mlogloss:1.26218	validation-mlogloss:1.26194
[32]	train-mlogloss:1.25894	validation-mlogloss:1.25873
[33]	train-mlogloss:1.25575	validation-mlogloss:1.25553
[34]	train-mlogloss:1.25259	validation-mlogloss:1.25236
[35]	train-mlogloss:1.24940	validation-mlogloss:1.24915
[36]	train-mlogloss:1.24591	validation-mlogloss:1.24576
[37]	train-mlogloss:1.24284	validation-mlogloss:1.24274
[38]	train-mlogloss:1.23953	validation-mlogloss:1.23964
[39]	train-mlogloss:1.23650	validation-mlogloss:1.23641
[40]	train-mlogloss:1.23358	validation-mlogloss:1.23348
[41]	train-mlogloss:1.23054	validation-mlogloss:1.23044
[42]	train-mlogloss:1.22756	validation-mlogloss:1.22738
[43]	train-mlogloss:1.22429	validation-mlogloss:1.22428
[44]	train-mlogloss:1.22130	validation-mlogloss:1.22136
[45]	train-mlogloss:1.21831	validation-mlogloss:1.21838
[46]	train-mlogloss:1.21538	validation-mlogloss:1.21552
[47]	train-mlogloss:1.21252	validation-mlogloss:1.21258
[48]	train-mlogloss:1.20971	validation-mlogloss:1.20973
[49]	train-mlogloss:1.20690	validation-mlogloss:1.20688
[50]	train-mlogloss:1.20415	validation-mlogloss:1.20413
[51]	train-mlogloss:1.20132	validation-mlogloss:1.20126
[52]	train-mlogloss:1.19851	validation-mlogloss:1.19840
[53]	train-mlogloss:1.19574	validation-mlogloss:1.19563
[54]	train-mlogloss:1.19298	validation-mlogloss:1.19280
[55]	train-mlogloss:1.19039	validation-mlogloss:1.19010
[56]	train-mlogloss:1.18765	validation-mlogloss:1.18733
[57]	train-mlogloss:1.18501	validation-mlogloss:1.18457
[58]	train-mlogloss:1.18219	validation-mlogloss:1.18187
[59]	train-mlogloss:1.17945	validation-mlogloss:1.17914
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[358]	train-mlogloss:0.82596	validation-mlogloss:0.82329
[359]	train-mlogloss:0.82542	validation-mlogloss:0.82272
[360]	train-mlogloss:0.82496	validation-mlogloss:0.82222
[361]	train-mlogloss:0.82449	validation-mlogloss:0.82175
[362]	train-mlogloss:0.82394	validation-mlogloss:0.82120
[363]	train-mlogloss:0.82349	validation-mlogloss:0.82083
[364]	train-mlogloss:0.82298	validation-mlogloss:0.82027
[365]	train-mlogloss:0.82243	validation-mlogloss:0.81974
[366]	train-mlogloss:0.82199	validation-mlogloss:0.81925
[367]	train-mlogloss:0.82151	validation-mlogloss:0.81881
[368]	train-mlogloss:0.82101	validation-mlogloss:0.81827
[369]	train-mlogloss:0.82053	validation-mlogloss:0.81783
[370]	train-mlogloss:0.82010	validation-mlogloss:0.81744
[371]	train-mlogloss:0.81968	validation-mlogloss:0.81700
[372]	train-mlogloss:0.81921	validation-mlogloss:0.81649
[373]	train-mlogloss:0.81874	validation-mlogloss:0.81602
[374]	train-mlogloss:0.81819	validation-mlogloss:0.81546
[375]	train-mlogloss:0.81768	validation-mlogloss:0.81490
[376]	train-mlogloss:0.81722	validation-mlogloss:0.81436
[377]	train-mlogloss:0.81682	validation-mlogloss:0.81397
[378]	train-mlogloss:0.81633	validation-mlogloss:0.81351
[379]	train-mlogloss:0.81590	validation-mlogloss:0.81316
[380]	train-mlogloss:0.81540	validation-mlogloss:0.81277
[381]	train-mlogloss:0.81498	validation-mlogloss:0.81234
[382]	train-mlogloss:0.81455	validation-mlogloss:0.81190
[383]	train-mlogloss:0.81414	validation-mlogloss:0.81146
[384]	train-mlogloss:0.81361	validation-mlogloss:0.81089
[385]	train-mlogloss:0.81314	validation-mlogloss:0.81041
[386]	train-mlogloss:0.81262	validation-mlogloss:0.80990
[387]	train-mlogloss:0.81222	validation-mlogloss:0.80957
[388]	train-mlogloss:0.81176	validation-mlogloss:0.80915
[389]	train-mlogloss:0.81129	validation-mlogloss:0.80868
[390]	train-mlogloss:0.81086	validation-mlogloss:0.80823
[391]	train-mlogloss:0.81050	validation-mlogloss:0.80790
[392]	train-mlogloss:0.81001	validation-mlogloss:0.80742
[393]	train-mlogloss:0.80961	validation-mlogloss:0.80700
[394]	train-mlogloss:0.80920	validation-mlogloss:0.80664
[395]	train-mlogloss:0.80880	validation-mlogloss:0.80619
[396]	train-mlogloss:0.80832	validation-mlogloss:0.80574
[397]	train-mlogloss:0.80785	validation-mlogloss:0.80530
[398]	train-mlogloss:0.80746	validation-mlogloss:0.80491
[399]	train-mlogloss:0.80706	validation-mlogloss:0.80447
[400]	train-mlogloss:0.80660	validation-mlogloss:0.80401
[401]	train-mlogloss:0.80621	validation-mlogloss:0.80366
[402]	train-mlogloss:0.80577	validation-mlogloss:0.80325
[403]	train-mlogloss:0.80539	validation-mlogloss:0.80281
[404]	train-mlogloss:0.80499	validation-mlogloss:0.80246
[405]	train-mlogloss:0.80453	validation-mlogloss:0.80203
[406]	train-mlogloss:0.80419	validation-mlogloss:0.80170
[407]	train-mlogloss:0.80373	validation-mlogloss:0.80129
[408]	train-mlogloss:0.80337	validation-mlogloss:0.80089
[409]	train-mlogloss:0.80293	validation-mlogloss:0.80049
[410]	train-mlogloss:0.80256	validation-mlogloss:0.80005
[411]	train-mlogloss:0.80219	validation-mlogloss:0.79970
[412]	train-mlogloss:0.80183	validation-mlogloss:0.79928
[413]	train-mlogloss:0.80138	validation-mlogloss:0.79890
[414]	train-mlogloss:0.80094	validation-mlogloss:0.79844
[415]	train-mlogloss:0.80055	validation-mlogloss:0.79811
[416]	train-mlogloss:0.80025	validation-mlogloss:0.79780
[417]	train-mlogloss:0.79988	validation-mlogloss:0.79750
[418]	train-mlogloss:0.79943	validation-mlogloss:0.79703
[419]	train-mlogloss:0.79910	validation-mlogloss:0.79673
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.23 [%]
Global accuracy score (test) = 67.57 [%]
Global F1 score (train) = 67.69 [%]
Global F1 score (test) = 67.14 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.60      0.34      0.43       400
MODERATE-INTENSITY       0.51      0.80      0.62       400
         SEDENTARY       0.82      0.86      0.84       400
VIGOROUS-INTENSITY       0.89      0.71      0.79       345

          accuracy                           0.68      1545
         macro avg       0.70      0.68      0.67      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 15: 67.57 [%]
F1-score capturado en la ejecución 15: 67.14 [%]

=== EJECUCIÓN 16 ===

--- TRAIN (ejecución 16) ---

--- TEST (ejecución 16) ---
2025-11-07 10:40:48.558473: 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`.
2025-11-07 10:40:48.569812: 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 00:00:1762508448.583070 2402702 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508448.587083 2402702 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508448.597135 2402702 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508448.597153 2402702 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508448.597155 2402702 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508448.597157 2402702 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:40:48.600328: 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:1.38190	validation-mlogloss:1.38185
[1]	train-mlogloss:1.37753	validation-mlogloss:1.37748
[2]	train-mlogloss:1.37325	validation-mlogloss:1.37326
[3]	train-mlogloss:1.36897	validation-mlogloss:1.36900
[4]	train-mlogloss:1.36477	validation-mlogloss:1.36478
[5]	train-mlogloss:1.36068	validation-mlogloss:1.36057
[6]	train-mlogloss:1.35652	validation-mlogloss:1.35637
[7]	train-mlogloss:1.35261	validation-mlogloss:1.35248
[8]	train-mlogloss:1.34858	validation-mlogloss:1.34855
[9]	train-mlogloss:1.34445	validation-mlogloss:1.34431
[10]	train-mlogloss:1.34050	validation-mlogloss:1.34056
[11]	train-mlogloss:1.33653	validation-mlogloss:1.33654
[12]	train-mlogloss:1.33257	validation-mlogloss:1.33261
[13]	train-mlogloss:1.32865	validation-mlogloss:1.32869
[14]	train-mlogloss:1.32487	validation-mlogloss:1.32489
[15]	train-mlogloss:1.32108	validation-mlogloss:1.32093
[16]	train-mlogloss:1.31747	validation-mlogloss:1.31733
[17]	train-mlogloss:1.31394	validation-mlogloss:1.31389
[18]	train-mlogloss:1.30984	validation-mlogloss:1.30992
[19]	train-mlogloss:1.30633	validation-mlogloss:1.30669
[20]	train-mlogloss:1.30233	validation-mlogloss:1.30284
[21]	train-mlogloss:1.29866	validation-mlogloss:1.29925
[22]	train-mlogloss:1.29507	validation-mlogloss:1.29553
[23]	train-mlogloss:1.29152	validation-mlogloss:1.29204
[24]	train-mlogloss:1.28814	validation-mlogloss:1.28884
[25]	train-mlogloss:1.28465	validation-mlogloss:1.28535
[26]	train-mlogloss:1.28116	validation-mlogloss:1.28184
[27]	train-mlogloss:1.27780	validation-mlogloss:1.27844
[28]	train-mlogloss:1.27459	validation-mlogloss:1.27529
[29]	train-mlogloss:1.27124	validation-mlogloss:1.27191
[30]	train-mlogloss:1.26791	validation-mlogloss:1.26854
[31]	train-mlogloss:1.26467	validation-mlogloss:1.26526
[32]	train-mlogloss:1.26149	validation-mlogloss:1.26227
[33]	train-mlogloss:1.25829	validation-mlogloss:1.25903
[34]	train-mlogloss:1.25520	validation-mlogloss:1.25601
[35]	train-mlogloss:1.25204	validation-mlogloss:1.25289
[36]	train-mlogloss:1.24895	validation-mlogloss:1.24977
[37]	train-mlogloss:1.24586	validation-mlogloss:1.24677
[38]	train-mlogloss:1.24285	validation-mlogloss:1.24391
[39]	train-mlogloss:1.23990	validation-mlogloss:1.24112
[40]	train-mlogloss:1.23693	validation-mlogloss:1.23821
[41]	train-mlogloss:1.23395	validation-mlogloss:1.23512
[42]	train-mlogloss:1.23094	validation-mlogloss:1.23205
[43]	train-mlogloss:1.22800	validation-mlogloss:1.22901
[44]	train-mlogloss:1.22485	validation-mlogloss:1.22596
[45]	train-mlogloss:1.22191	validation-mlogloss:1.22301
[46]	train-mlogloss:1.21918	validation-mlogloss:1.22022
[47]	train-mlogloss:1.21645	validation-mlogloss:1.21761
[48]	train-mlogloss:1.21367	validation-mlogloss:1.21486
[49]	train-mlogloss:1.21090	validation-mlogloss:1.21209
[50]	train-mlogloss:1.20824	validation-mlogloss:1.20967
[51]	train-mlogloss:1.20552	validation-mlogloss:1.20692
[52]	train-mlogloss:1.20282	validation-mlogloss:1.20417
[53]	train-mlogloss:1.20008	validation-mlogloss:1.20153
[54]	train-mlogloss:1.19745	validation-mlogloss:1.19884
[55]	train-mlogloss:1.19480	validation-mlogloss:1.19627
[56]	train-mlogloss:1.19207	validation-mlogloss:1.19359
[57]	train-mlogloss:1.18943	validation-mlogloss:1.19096
[58]	train-mlogloss:1.18681	validation-mlogloss:1.18830
[59]	train-mlogloss:1.18417	validation-mlogloss:1.18573
[60]	train-mlogloss:1.18162	validation-mlogloss:1.18315
[61]	train-mlogloss:1.17913	validation-mlogloss:1.18071
[62]	train-mlogloss:1.17666	validation-mlogloss:1.17835
[63]	train-mlogloss:1.17418	validation-mlogloss:1.17599
[64]	train-mlogloss:1.17174	validation-mlogloss:1.17352
[65]	train-mlogloss:1.16921	validation-mlogloss:1.17108
[66]	train-mlogloss:1.16676	validation-mlogloss:1.16871
[67]	train-mlogloss:1.16433	validation-mlogloss:1.16634
[68]	train-mlogloss:1.16199	validation-mlogloss:1.16389
[69]	train-mlogloss:1.15935	validation-mlogloss:1.16130
[70]	train-mlogloss:1.15698	validation-mlogloss:1.15898
[71]	train-mlogloss:1.15461	validation-mlogloss:1.15673
[72]	train-mlogloss:1.15232	validation-mlogloss:1.15443
[73]	train-mlogloss:1.15003	validation-mlogloss:1.15205
[74]	train-mlogloss:1.14775	validation-mlogloss:1.14977
[75]	train-mlogloss:1.14549	validation-mlogloss:1.14743
[76]	train-mlogloss:1.14333	validation-mlogloss:1.14528
[77]	train-mlogloss:1.14111	validation-mlogloss:1.14309
[78]	train-mlogloss:1.13886	validation-mlogloss:1.14084
[79]	train-mlogloss:1.13673	validation-mlogloss:1.13861
[80]	train-mlogloss:1.13455	validation-mlogloss:1.13630
[81]	train-mlogloss:1.13239	validation-mlogloss:1.13410
[82]	train-mlogloss:1.13021	validation-mlogloss:1.13177
[83]	train-mlogloss:1.12782	validation-mlogloss:1.12941
[84]	train-mlogloss:1.12568	validation-mlogloss:1.12731
[85]	train-mlogloss:1.12351	validation-mlogloss:1.12513
[86]	train-mlogloss:1.12127	validation-mlogloss:1.12310
[87]	train-mlogloss:1.11918	validation-mlogloss:1.12094
[88]	train-mlogloss:1.11696	validation-mlogloss:1.11878
[89]	train-mlogloss:1.11484	validation-mlogloss:1.11665
[90]	train-mlogloss:1.11284	validation-mlogloss:1.11472
[91]	train-mlogloss:1.11082	validation-mlogloss:1.11270
[92]	train-mlogloss:1.10884	validation-mlogloss:1.11069
[93]	train-mlogloss:1.10694	validation-mlogloss:1.10878
[94]	train-mlogloss:1.10492	validation-mlogloss:1.10674
[95]	train-mlogloss:1.10291	validation-mlogloss:1.10469
[96]	train-mlogloss:1.10096	validation-mlogloss:1.10274
[97]	train-mlogloss:1.09897	validation-mlogloss:1.10075
[98]	train-mlogloss:1.09707	validation-mlogloss:1.09884
[99]	train-mlogloss:1.09517	validation-mlogloss:1.09697
[100]	train-mlogloss:1.09301	validation-mlogloss:1.09490
[101]	train-mlogloss:1.09096	validation-mlogloss:1.09286
[102]	train-mlogloss:1.08886	validation-mlogloss:1.09092
[103]	train-mlogloss:1.08670	validation-mlogloss:1.08881
[104]	train-mlogloss:1.08462	validation-mlogloss:1.08684
[105]	train-mlogloss:1.08284	validation-mlogloss:1.08499
[106]	train-mlogloss:1.08104	validation-mlogloss:1.08315
[107]	train-mlogloss:1.07927	validation-mlogloss:1.08134
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[405]	train-mlogloss:0.80989	validation-mlogloss:0.81285
[406]	train-mlogloss:0.80945	validation-mlogloss:0.81245
[407]	train-mlogloss:0.80906	validation-mlogloss:0.81201
[408]	train-mlogloss:0.80863	validation-mlogloss:0.81167
[409]	train-mlogloss:0.80823	validation-mlogloss:0.81131
[410]	train-mlogloss:0.80788	validation-mlogloss:0.81098
[411]	train-mlogloss:0.80745	validation-mlogloss:0.81056
[412]	train-mlogloss:0.80699	validation-mlogloss:0.81015
[413]	train-mlogloss:0.80658	validation-mlogloss:0.80978
[414]	train-mlogloss:0.80622	validation-mlogloss:0.80949
[415]	train-mlogloss:0.80587	validation-mlogloss:0.80914
[416]	train-mlogloss:0.80542	validation-mlogloss:0.80872
[417]	train-mlogloss:0.80504	validation-mlogloss:0.80841
[418]	train-mlogloss:0.80458	validation-mlogloss:0.80803
[419]	train-mlogloss:0.80415	validation-mlogloss:0.80762
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.01 [%]
Global accuracy score (test) = 69.39 [%]
Global F1 score (train) = 68.37 [%]
Global F1 score (test) = 69.27 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.40      0.49       400
MODERATE-INTENSITY       0.53      0.81      0.64       400
         SEDENTARY       0.85      0.86      0.86       400
VIGOROUS-INTENSITY       0.87      0.71      0.78       345

          accuracy                           0.69      1545
         macro avg       0.72      0.69      0.69      1545
      weighted avg       0.72      0.69      0.69      1545


Accuracy capturado en la ejecución 16: 69.39 [%]
F1-score capturado en la ejecución 16: 69.27 [%]

=== EJECUCIÓN 17 ===

--- TRAIN (ejecución 17) ---

--- TEST (ejecución 17) ---
2025-11-07 10:41:00.366050: 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`.
2025-11-07 10:41:00.377113: 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 00:00:1762508460.390047 2402987 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508460.394242 2402987 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508460.404330 2402987 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508460.404349 2402987 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508460.404351 2402987 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508460.404352 2402987 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:41:00.407533: 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:1.38185	validation-mlogloss:1.38190
[1]	train-mlogloss:1.37741	validation-mlogloss:1.37755
[2]	train-mlogloss:1.37294	validation-mlogloss:1.37299
[3]	train-mlogloss:1.36857	validation-mlogloss:1.36865
[4]	train-mlogloss:1.36429	validation-mlogloss:1.36443
[5]	train-mlogloss:1.36013	validation-mlogloss:1.36042
[6]	train-mlogloss:1.35582	validation-mlogloss:1.35602
[7]	train-mlogloss:1.35169	validation-mlogloss:1.35184
[8]	train-mlogloss:1.34765	validation-mlogloss:1.34784
[9]	train-mlogloss:1.34379	validation-mlogloss:1.34436
[10]	train-mlogloss:1.33986	validation-mlogloss:1.34031
[11]	train-mlogloss:1.33582	validation-mlogloss:1.33633
[12]	train-mlogloss:1.33199	validation-mlogloss:1.33240
[13]	train-mlogloss:1.32815	validation-mlogloss:1.32870
[14]	train-mlogloss:1.32430	validation-mlogloss:1.32506
[15]	train-mlogloss:1.32042	validation-mlogloss:1.32131
[16]	train-mlogloss:1.31662	validation-mlogloss:1.31751
[17]	train-mlogloss:1.31294	validation-mlogloss:1.31397
[18]	train-mlogloss:1.30913	validation-mlogloss:1.31012
[19]	train-mlogloss:1.30538	validation-mlogloss:1.30650
[20]	train-mlogloss:1.30166	validation-mlogloss:1.30289
[21]	train-mlogloss:1.29809	validation-mlogloss:1.29920
[22]	train-mlogloss:1.29451	validation-mlogloss:1.29562
[23]	train-mlogloss:1.29090	validation-mlogloss:1.29204
[24]	train-mlogloss:1.28754	validation-mlogloss:1.28878
[25]	train-mlogloss:1.28405	validation-mlogloss:1.28517
[26]	train-mlogloss:1.28060	validation-mlogloss:1.28162
[27]	train-mlogloss:1.27716	validation-mlogloss:1.27822
[28]	train-mlogloss:1.27374	validation-mlogloss:1.27487
[29]	train-mlogloss:1.27035	validation-mlogloss:1.27139
[30]	train-mlogloss:1.26710	validation-mlogloss:1.26826
[31]	train-mlogloss:1.26382	validation-mlogloss:1.26517
[32]	train-mlogloss:1.26052	validation-mlogloss:1.26191
[33]	train-mlogloss:1.25725	validation-mlogloss:1.25868
[34]	train-mlogloss:1.25409	validation-mlogloss:1.25554
[35]	train-mlogloss:1.25106	validation-mlogloss:1.25241
[36]	train-mlogloss:1.24799	validation-mlogloss:1.24942
[37]	train-mlogloss:1.24478	validation-mlogloss:1.24628
[38]	train-mlogloss:1.24139	validation-mlogloss:1.24301
[39]	train-mlogloss:1.23835	validation-mlogloss:1.24003
[40]	train-mlogloss:1.23528	validation-mlogloss:1.23709
[41]	train-mlogloss:1.23224	validation-mlogloss:1.23416
[42]	train-mlogloss:1.22935	validation-mlogloss:1.23132
[43]	train-mlogloss:1.22658	validation-mlogloss:1.22850
[44]	train-mlogloss:1.22363	validation-mlogloss:1.22556
[45]	train-mlogloss:1.22083	validation-mlogloss:1.22279
[46]	train-mlogloss:1.21793	validation-mlogloss:1.21994
[47]	train-mlogloss:1.21509	validation-mlogloss:1.21711
[48]	train-mlogloss:1.21236	validation-mlogloss:1.21438
[49]	train-mlogloss:1.20954	validation-mlogloss:1.21178
[50]	train-mlogloss:1.20672	validation-mlogloss:1.20888
[51]	train-mlogloss:1.20397	validation-mlogloss:1.20617
[52]	train-mlogloss:1.20119	validation-mlogloss:1.20327
[53]	train-mlogloss:1.19833	validation-mlogloss:1.20050
[54]	train-mlogloss:1.19563	validation-mlogloss:1.19771
[55]	train-mlogloss:1.19298	validation-mlogloss:1.19509
[56]	train-mlogloss:1.19034	validation-mlogloss:1.19248
[57]	train-mlogloss:1.18776	validation-mlogloss:1.18997
[58]	train-mlogloss:1.18517	validation-mlogloss:1.18740
[59]	train-mlogloss:1.18255	validation-mlogloss:1.18479
[60]	train-mlogloss:1.18000	validation-mlogloss:1.18219
[61]	train-mlogloss:1.17735	validation-mlogloss:1.17956
[62]	train-mlogloss:1.17488	validation-mlogloss:1.17706
[63]	train-mlogloss:1.17237	validation-mlogloss:1.17441
[64]	train-mlogloss:1.16984	validation-mlogloss:1.17187
[65]	train-mlogloss:1.16711	validation-mlogloss:1.16915
[66]	train-mlogloss:1.16437	validation-mlogloss:1.16650
[67]	train-mlogloss:1.16204	validation-mlogloss:1.16408
[68]	train-mlogloss:1.15961	validation-mlogloss:1.16161
[69]	train-mlogloss:1.15732	validation-mlogloss:1.15927
[70]	train-mlogloss:1.15502	validation-mlogloss:1.15698
[71]	train-mlogloss:1.15262	validation-mlogloss:1.15456
[72]	train-mlogloss:1.15008	validation-mlogloss:1.15214
[73]	train-mlogloss:1.14773	validation-mlogloss:1.14983
[74]	train-mlogloss:1.14549	validation-mlogloss:1.14746
[75]	train-mlogloss:1.14322	validation-mlogloss:1.14517
[76]	train-mlogloss:1.14093	validation-mlogloss:1.14291
[77]	train-mlogloss:1.13868	validation-mlogloss:1.14061
[78]	train-mlogloss:1.13642	validation-mlogloss:1.13825
[79]	train-mlogloss:1.13426	validation-mlogloss:1.13608
[80]	train-mlogloss:1.13205	validation-mlogloss:1.13386
[81]	train-mlogloss:1.12998	validation-mlogloss:1.13172
[82]	train-mlogloss:1.12768	validation-mlogloss:1.12955
[83]	train-mlogloss:1.12549	validation-mlogloss:1.12738
[84]	train-mlogloss:1.12343	validation-mlogloss:1.12523
[85]	train-mlogloss:1.12131	validation-mlogloss:1.12320
[86]	train-mlogloss:1.11922	validation-mlogloss:1.12113
[87]	train-mlogloss:1.11717	validation-mlogloss:1.11913
[88]	train-mlogloss:1.11485	validation-mlogloss:1.11689
[89]	train-mlogloss:1.11276	validation-mlogloss:1.11485
[90]	train-mlogloss:1.11084	validation-mlogloss:1.11297
[91]	train-mlogloss:1.10857	validation-mlogloss:1.11071
[92]	train-mlogloss:1.10656	validation-mlogloss:1.10865
[93]	train-mlogloss:1.10455	validation-mlogloss:1.10653
[94]	train-mlogloss:1.10253	validation-mlogloss:1.10459
[95]	train-mlogloss:1.10036	validation-mlogloss:1.10252
[96]	train-mlogloss:1.09838	validation-mlogloss:1.10037
[97]	train-mlogloss:1.09621	validation-mlogloss:1.09820
[98]	train-mlogloss:1.09433	validation-mlogloss:1.09640
[99]	train-mlogloss:1.09224	validation-mlogloss:1.09436
[100]	train-mlogloss:1.09030	validation-mlogloss:1.09245
[101]	train-mlogloss:1.08844	validation-mlogloss:1.09065
[102]	train-mlogloss:1.08649	validation-mlogloss:1.08874
[103]	train-mlogloss:1.08462	validation-mlogloss:1.08683
[104]	train-mlogloss:1.08256	validation-mlogloss:1.08475
[105]	train-mlogloss:1.08066	validation-mlogloss:1.08278
[106]	train-mlogloss:1.07853	validation-mlogloss:1.08060
[107]	train-mlogloss:1.07669	validation-mlogloss:1.07862
[108]	train-mlogloss:1.07492	validation-mlogloss:1.07677
[109]	train-mlogloss:1.07300	validation-mlogloss:1.07492
[110]	train-mlogloss:1.07116	validation-mlogloss:1.07296
[111]	train-mlogloss:1.06928	validation-mlogloss:1.07126
[112]	train-mlogloss:1.06755	validation-mlogloss:1.06952
[113]	train-mlogloss:1.06559	validation-mlogloss:1.06757
[114]	train-mlogloss:1.06371	validation-mlogloss:1.06583
[115]	train-mlogloss:1.06201	validation-mlogloss:1.06413
[116]	train-mlogloss:1.06034	validation-mlogloss:1.06242
[117]	train-mlogloss:1.05843	validation-mlogloss:1.06052
[118]	train-mlogloss:1.05669	validation-mlogloss:1.05886
[119]	train-mlogloss:1.05479	validation-mlogloss:1.05701
[120]	train-mlogloss:1.05300	validation-mlogloss:1.05528
[121]	train-mlogloss:1.05115	validation-mlogloss:1.05348
[122]	train-mlogloss:1.04931	validation-mlogloss:1.05172
[123]	train-mlogloss:1.04766	validation-mlogloss:1.05004
[124]	train-mlogloss:1.04608	validation-mlogloss:1.04854
[125]	train-mlogloss:1.04453	validation-mlogloss:1.04695
[126]	train-mlogloss:1.04275	validation-mlogloss:1.04526
[127]	train-mlogloss:1.04108	validation-mlogloss:1.04371
[128]	train-mlogloss:1.03935	validation-mlogloss:1.04201
[129]	train-mlogloss:1.03758	validation-mlogloss:1.04018
[130]	train-mlogloss:1.03578	validation-mlogloss:1.03840
[131]	train-mlogloss:1.03411	validation-mlogloss:1.03684
[132]	train-mlogloss:1.03271	validation-mlogloss:1.03545
[133]	train-mlogloss:1.03118	validation-mlogloss:1.03398
[134]	train-mlogloss:1.02950	validation-mlogloss:1.03230
[135]	train-mlogloss:1.02776	validation-mlogloss:1.03053
[136]	train-mlogloss:1.02622	validation-mlogloss:1.02902
[137]	train-mlogloss:1.02458	validation-mlogloss:1.02740
[138]	train-mlogloss:1.02292	validation-mlogloss:1.02570
[139]	train-mlogloss:1.02145	validation-mlogloss:1.02412
[140]	train-mlogloss:1.02005	validation-mlogloss:1.02273
[141]	train-mlogloss:1.01847	validation-mlogloss:1.02121
[142]	train-mlogloss:1.01709	validation-mlogloss:1.01991
[143]	train-mlogloss:1.01550	validation-mlogloss:1.01826
[144]	train-mlogloss:1.01386	validation-mlogloss:1.01657
[145]	train-mlogloss:1.01253	validation-mlogloss:1.01514
[146]	train-mlogloss:1.01124	validation-mlogloss:1.01387
[147]	train-mlogloss:1.00961	validation-mlogloss:1.01220
[148]	train-mlogloss:1.00807	validation-mlogloss:1.01064
[149]	train-mlogloss:1.00672	validation-mlogloss:1.00927
[150]	train-mlogloss:1.00533	validation-mlogloss:1.00780
[151]	train-mlogloss:1.00384	validation-mlogloss:1.00627
[152]	train-mlogloss:1.00254	validation-mlogloss:1.00494
[153]	train-mlogloss:1.00105	validation-mlogloss:1.00348
[154]	train-mlogloss:0.99964	validation-mlogloss:1.00210
[155]	train-mlogloss:0.99822	validation-mlogloss:1.00076
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.67 [%]
Global accuracy score (test) = 68.87 [%]
Global F1 score (train) = 68.1 [%]
Global F1 score (test) = 68.84 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.41      0.49       400
MODERATE-INTENSITY       0.53      0.80      0.64       400
         SEDENTARY       0.83      0.84      0.83       400
VIGOROUS-INTENSITY       0.88      0.71      0.79       345

          accuracy                           0.69      1545
         macro avg       0.72      0.69      0.69      1545
      weighted avg       0.71      0.69      0.68      1545


Accuracy capturado en la ejecución 17: 68.87 [%]
F1-score capturado en la ejecución 17: 68.84 [%]

=== EJECUCIÓN 18 ===

--- TRAIN (ejecución 18) ---

--- TEST (ejecución 18) ---
2025-11-07 10:41:12.130515: 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`.
2025-11-07 10:41:12.141708: 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 00:00:1762508472.154695 2403242 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508472.158752 2403242 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508472.168546 2403242 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508472.168565 2403242 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508472.168568 2403242 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508472.168569 2403242 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:41:12.171543: 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:1.38180	validation-mlogloss:1.38189
[1]	train-mlogloss:1.37742	validation-mlogloss:1.37739
[2]	train-mlogloss:1.37316	validation-mlogloss:1.37343
[3]	train-mlogloss:1.36883	validation-mlogloss:1.36932
[4]	train-mlogloss:1.36432	validation-mlogloss:1.36508
[5]	train-mlogloss:1.36007	validation-mlogloss:1.36083
[6]	train-mlogloss:1.35584	validation-mlogloss:1.35676
[7]	train-mlogloss:1.35157	validation-mlogloss:1.35268
[8]	train-mlogloss:1.34743	validation-mlogloss:1.34862
[9]	train-mlogloss:1.34350	validation-mlogloss:1.34492
[10]	train-mlogloss:1.33904	validation-mlogloss:1.34060
[11]	train-mlogloss:1.33499	validation-mlogloss:1.33644
[12]	train-mlogloss:1.33110	validation-mlogloss:1.33280
[13]	train-mlogloss:1.32724	validation-mlogloss:1.32891
[14]	train-mlogloss:1.32331	validation-mlogloss:1.32494
[15]	train-mlogloss:1.31957	validation-mlogloss:1.32140
[16]	train-mlogloss:1.31574	validation-mlogloss:1.31755
[17]	train-mlogloss:1.31191	validation-mlogloss:1.31366
[18]	train-mlogloss:1.30829	validation-mlogloss:1.31026
[19]	train-mlogloss:1.30457	validation-mlogloss:1.30662
[20]	train-mlogloss:1.30087	validation-mlogloss:1.30295
[21]	train-mlogloss:1.29738	validation-mlogloss:1.29950
[22]	train-mlogloss:1.29384	validation-mlogloss:1.29615
[23]	train-mlogloss:1.29028	validation-mlogloss:1.29263
[24]	train-mlogloss:1.28665	validation-mlogloss:1.28896
[25]	train-mlogloss:1.28324	validation-mlogloss:1.28540
[26]	train-mlogloss:1.27987	validation-mlogloss:1.28224
[27]	train-mlogloss:1.27639	validation-mlogloss:1.27892
[28]	train-mlogloss:1.27307	validation-mlogloss:1.27549
[29]	train-mlogloss:1.26969	validation-mlogloss:1.27214
[30]	train-mlogloss:1.26620	validation-mlogloss:1.26889
[31]	train-mlogloss:1.26290	validation-mlogloss:1.26558
[32]	train-mlogloss:1.25966	validation-mlogloss:1.26236
[33]	train-mlogloss:1.25635	validation-mlogloss:1.25886
[34]	train-mlogloss:1.25317	validation-mlogloss:1.25565
[35]	train-mlogloss:1.25010	validation-mlogloss:1.25268
[36]	train-mlogloss:1.24695	validation-mlogloss:1.24945
[37]	train-mlogloss:1.24385	validation-mlogloss:1.24649
[38]	train-mlogloss:1.24074	validation-mlogloss:1.24351
[39]	train-mlogloss:1.23767	validation-mlogloss:1.24038
[40]	train-mlogloss:1.23454	validation-mlogloss:1.23718
[41]	train-mlogloss:1.23149	validation-mlogloss:1.23431
[42]	train-mlogloss:1.22849	validation-mlogloss:1.23131
[43]	train-mlogloss:1.22549	validation-mlogloss:1.22847
[44]	train-mlogloss:1.22247	validation-mlogloss:1.22540
[45]	train-mlogloss:1.21946	validation-mlogloss:1.22234
[46]	train-mlogloss:1.21654	validation-mlogloss:1.21960
[47]	train-mlogloss:1.21375	validation-mlogloss:1.21673
[48]	train-mlogloss:1.21087	validation-mlogloss:1.21391
[49]	train-mlogloss:1.20799	validation-mlogloss:1.21099
[50]	train-mlogloss:1.20515	validation-mlogloss:1.20817
[51]	train-mlogloss:1.20236	validation-mlogloss:1.20529
[52]	train-mlogloss:1.19957	validation-mlogloss:1.20247
[53]	train-mlogloss:1.19682	validation-mlogloss:1.19979
[54]	train-mlogloss:1.19405	validation-mlogloss:1.19710
[55]	train-mlogloss:1.19138	validation-mlogloss:1.19445
[56]	train-mlogloss:1.18875	validation-mlogloss:1.19199
[57]	train-mlogloss:1.18607	validation-mlogloss:1.18932
[58]	train-mlogloss:1.18342	validation-mlogloss:1.18668
[59]	train-mlogloss:1.18078	validation-mlogloss:1.18409
[60]	train-mlogloss:1.17821	validation-mlogloss:1.18173
[61]	train-mlogloss:1.17565	validation-mlogloss:1.17919
[62]	train-mlogloss:1.17309	validation-mlogloss:1.17667
[63]	train-mlogloss:1.17025	validation-mlogloss:1.17388
[64]	train-mlogloss:1.16771	validation-mlogloss:1.17126
[65]	train-mlogloss:1.16523	validation-mlogloss:1.16881
[66]	train-mlogloss:1.16278	validation-mlogloss:1.16627
[67]	train-mlogloss:1.16019	validation-mlogloss:1.16374
[68]	train-mlogloss:1.15774	validation-mlogloss:1.16133
[69]	train-mlogloss:1.15532	validation-mlogloss:1.15882
[70]	train-mlogloss:1.15288	validation-mlogloss:1.15641
[71]	train-mlogloss:1.15054	validation-mlogloss:1.15409
[72]	train-mlogloss:1.14824	validation-mlogloss:1.15182
[73]	train-mlogloss:1.14594	validation-mlogloss:1.14941
[74]	train-mlogloss:1.14355	validation-mlogloss:1.14698
[75]	train-mlogloss:1.14125	validation-mlogloss:1.14463
[76]	train-mlogloss:1.13897	validation-mlogloss:1.14243
[77]	train-mlogloss:1.13680	validation-mlogloss:1.14032
[78]	train-mlogloss:1.13456	validation-mlogloss:1.13813
[79]	train-mlogloss:1.13233	validation-mlogloss:1.13591
[80]	train-mlogloss:1.12989	validation-mlogloss:1.13359
[81]	train-mlogloss:1.12774	validation-mlogloss:1.13143
[82]	train-mlogloss:1.12556	validation-mlogloss:1.12918
[83]	train-mlogloss:1.12343	validation-mlogloss:1.12698
[84]	train-mlogloss:1.12128	validation-mlogloss:1.12472
[85]	train-mlogloss:1.11918	validation-mlogloss:1.12255
[86]	train-mlogloss:1.11721	validation-mlogloss:1.12069
[87]	train-mlogloss:1.11513	validation-mlogloss:1.11851
[88]	train-mlogloss:1.11299	validation-mlogloss:1.11636
[89]	train-mlogloss:1.11088	validation-mlogloss:1.11430
[90]	train-mlogloss:1.10884	validation-mlogloss:1.11229
[91]	train-mlogloss:1.10657	validation-mlogloss:1.11013
[92]	train-mlogloss:1.10449	validation-mlogloss:1.10802
[93]	train-mlogloss:1.10260	validation-mlogloss:1.10616
[94]	train-mlogloss:1.10045	validation-mlogloss:1.10421
[95]	train-mlogloss:1.09829	validation-mlogloss:1.10217
[96]	train-mlogloss:1.09635	validation-mlogloss:1.10023
[97]	train-mlogloss:1.09428	validation-mlogloss:1.09818
[98]	train-mlogloss:1.09240	validation-mlogloss:1.09631
[99]	train-mlogloss:1.09029	validation-mlogloss:1.09434
[100]	train-mlogloss:1.08844	validation-mlogloss:1.09248
[101]	train-mlogloss:1.08630	validation-mlogloss:1.09047
[102]	train-mlogloss:1.08444	validation-mlogloss:1.08870
[103]	train-mlogloss:1.08253	validation-mlogloss:1.08672
[104]	train-mlogloss:1.08046	validation-mlogloss:1.08482
[105]	train-mlogloss:1.07868	validation-mlogloss:1.08314
[106]	train-mlogloss:1.07685	validation-mlogloss:1.08146
[107]	train-mlogloss:1.07486	validation-mlogloss:1.07959
[108]	train-mlogloss:1.07302	validation-mlogloss:1.07755
[109]	train-mlogloss:1.07098	validation-mlogloss:1.07548
[110]	train-mlogloss:1.06918	validation-mlogloss:1.07357
[111]	train-mlogloss:1.06722	validation-mlogloss:1.07164
[112]	train-mlogloss:1.06534	validation-mlogloss:1.06976
[113]	train-mlogloss:1.06341	validation-mlogloss:1.06799
[114]	train-mlogloss:1.06153	validation-mlogloss:1.06623
[115]	train-mlogloss:1.05961	validation-mlogloss:1.06432
[116]	train-mlogloss:1.05777	validation-mlogloss:1.06258
[117]	train-mlogloss:1.05591	validation-mlogloss:1.06091
[118]	train-mlogloss:1.05432	validation-mlogloss:1.05928
[119]	train-mlogloss:1.05257	validation-mlogloss:1.05766
[120]	train-mlogloss:1.05078	validation-mlogloss:1.05601
[121]	train-mlogloss:1.04921	validation-mlogloss:1.05440
[122]	train-mlogloss:1.04762	validation-mlogloss:1.05277
[123]	train-mlogloss:1.04576	validation-mlogloss:1.05098
[124]	train-mlogloss:1.04397	validation-mlogloss:1.04924
[125]	train-mlogloss:1.04234	validation-mlogloss:1.04755
[126]	train-mlogloss:1.04075	validation-mlogloss:1.04587
[127]	train-mlogloss:1.03913	validation-mlogloss:1.04423
[128]	train-mlogloss:1.03756	validation-mlogloss:1.04262
[129]	train-mlogloss:1.03580	validation-mlogloss:1.04091
[130]	train-mlogloss:1.03409	validation-mlogloss:1.03924
[131]	train-mlogloss:1.03235	validation-mlogloss:1.03751
[132]	train-mlogloss:1.03063	validation-mlogloss:1.03580
[133]	train-mlogloss:1.02915	validation-mlogloss:1.03432
[134]	train-mlogloss:1.02769	validation-mlogloss:1.03277
[135]	train-mlogloss:1.02624	validation-mlogloss:1.03141
[136]	train-mlogloss:1.02477	validation-mlogloss:1.02991
[137]	train-mlogloss:1.02315	validation-mlogloss:1.02838
[138]	train-mlogloss:1.02148	validation-mlogloss:1.02678
[139]	train-mlogloss:1.01991	validation-mlogloss:1.02528
[140]	train-mlogloss:1.01835	validation-mlogloss:1.02375
[141]	train-mlogloss:1.01689	validation-mlogloss:1.02220
[142]	train-mlogloss:1.01547	validation-mlogloss:1.02072
[143]	train-mlogloss:1.01406	validation-mlogloss:1.01932
[144]	train-mlogloss:1.01265	validation-mlogloss:1.01792
[145]	train-mlogloss:1.01126	validation-mlogloss:1.01657
[146]	train-mlogloss:1.00973	validation-mlogloss:1.01507
[147]	train-mlogloss:1.00847	validation-mlogloss:1.01373
[148]	train-mlogloss:1.00696	validation-mlogloss:1.01227
[149]	train-mlogloss:1.00550	validation-mlogloss:1.01088
[150]	train-mlogloss:1.00416	validation-mlogloss:1.00955
[151]	train-mlogloss:1.00285	validation-mlogloss:1.00809
[152]	train-mlogloss:1.00151	validation-mlogloss:1.00676
[153]	train-mlogloss:1.00001	validation-mlogloss:1.00536
[154]	train-mlogloss:0.99856	validation-mlogloss:1.00392
[155]	train-mlogloss:0.99708	validation-mlogloss:1.00251
[156]	train-mlogloss:0.99574	validation-mlogloss:1.00106
[157]	train-mlogloss:0.99426	validation-mlogloss:0.99947
[158]	train-mlogloss:0.99296	validation-mlogloss:0.99825
[159]	train-mlogloss:0.99152	validation-mlogloss:0.99671
[160]	train-mlogloss:0.99026	validation-mlogloss:0.99547
[161]	train-mlogloss:0.98883	validation-mlogloss:0.99407
[162]	train-mlogloss:0.98744	validation-mlogloss:0.99269
[163]	train-mlogloss:0.98619	validation-mlogloss:0.99139
[164]	train-mlogloss:0.98480	validation-mlogloss:0.99001
[165]	train-mlogloss:0.98343	validation-mlogloss:0.98865
[166]	train-mlogloss:0.98226	validation-mlogloss:0.98751
[167]	train-mlogloss:0.98083	validation-mlogloss:0.98614
[168]	train-mlogloss:0.97941	validation-mlogloss:0.98465
[169]	train-mlogloss:0.97802	validation-mlogloss:0.98323
[170]	train-mlogloss:0.97675	validation-mlogloss:0.98204
[171]	train-mlogloss:0.97538	validation-mlogloss:0.98063
[172]	train-mlogloss:0.97421	validation-mlogloss:0.97935
[173]	train-mlogloss:0.97286	validation-mlogloss:0.97799
[174]	train-mlogloss:0.97152	validation-mlogloss:0.97657
[175]	train-mlogloss:0.97045	validation-mlogloss:0.97550
[176]	train-mlogloss:0.96923	validation-mlogloss:0.97437
[177]	train-mlogloss:0.96805	validation-mlogloss:0.97320
[178]	train-mlogloss:0.96674	validation-mlogloss:0.97187
[179]	train-mlogloss:0.96545	validation-mlogloss:0.97059
[180]	train-mlogloss:0.96417	validation-mlogloss:0.96922
[181]	train-mlogloss:0.96311	validation-mlogloss:0.96809
[182]	train-mlogloss:0.96181	validation-mlogloss:0.96687
[183]	train-mlogloss:0.96060	validation-mlogloss:0.96564
[184]	train-mlogloss:0.95940	validation-mlogloss:0.96446
[185]	train-mlogloss:0.95821	validation-mlogloss:0.96331
[186]	train-mlogloss:0.95715	validation-mlogloss:0.96219
[187]	train-mlogloss:0.95600	validation-mlogloss:0.96106
[188]	train-mlogloss:0.95480	validation-mlogloss:0.95979
[189]	train-mlogloss:0.95355	validation-mlogloss:0.95850
[190]	train-mlogloss:0.95237	validation-mlogloss:0.95736
[191]	train-mlogloss:0.95131	validation-mlogloss:0.95635
[192]	train-mlogloss:0.95016	validation-mlogloss:0.95517
[193]	train-mlogloss:0.94900	validation-mlogloss:0.95395
[194]	train-mlogloss:0.94803	validation-mlogloss:0.95296
[195]	train-mlogloss:0.94693	validation-mlogloss:0.95189
[196]	train-mlogloss:0.94580	validation-mlogloss:0.95074
[197]	train-mlogloss:0.94482	validation-mlogloss:0.94968
[198]	train-mlogloss:0.94369	validation-mlogloss:0.94853
[199]	train-mlogloss:0.94275	validation-mlogloss:0.94755
[200]	train-mlogloss:0.94163	validation-mlogloss:0.94634
[201]	train-mlogloss:0.94067	validation-mlogloss:0.94544
[202]	train-mlogloss:0.93956	validation-mlogloss:0.94429
[203]	train-mlogloss:0.93849	validation-mlogloss:0.94317
[204]	train-mlogloss:0.93734	validation-mlogloss:0.94200
[205]	train-mlogloss:0.93626	validation-mlogloss:0.94087
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[319]	train-mlogloss:0.84616	validation-mlogloss:0.84982
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[325]	train-mlogloss:0.84263	validation-mlogloss:0.84633
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[348]	train-mlogloss:0.82986	validation-mlogloss:0.83340
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[350]	train-mlogloss:0.82890	validation-mlogloss:0.83249
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[369]	train-mlogloss:0.81926	validation-mlogloss:0.82311
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[381]	train-mlogloss:0.81383	validation-mlogloss:0.81785
[382]	train-mlogloss:0.81342	validation-mlogloss:0.81740
[383]	train-mlogloss:0.81303	validation-mlogloss:0.81702
[384]	train-mlogloss:0.81261	validation-mlogloss:0.81666
[385]	train-mlogloss:0.81221	validation-mlogloss:0.81630
[386]	train-mlogloss:0.81178	validation-mlogloss:0.81587
[387]	train-mlogloss:0.81138	validation-mlogloss:0.81546
[388]	train-mlogloss:0.81096	validation-mlogloss:0.81504
[389]	train-mlogloss:0.81054	validation-mlogloss:0.81457
[390]	train-mlogloss:0.81012	validation-mlogloss:0.81418
[391]	train-mlogloss:0.80965	validation-mlogloss:0.81364
[392]	train-mlogloss:0.80922	validation-mlogloss:0.81321
[393]	train-mlogloss:0.80875	validation-mlogloss:0.81275
[394]	train-mlogloss:0.80836	validation-mlogloss:0.81239
[395]	train-mlogloss:0.80798	validation-mlogloss:0.81201
[396]	train-mlogloss:0.80755	validation-mlogloss:0.81165
[397]	train-mlogloss:0.80711	validation-mlogloss:0.81117
[398]	train-mlogloss:0.80669	validation-mlogloss:0.81073
[399]	train-mlogloss:0.80623	validation-mlogloss:0.81028
[400]	train-mlogloss:0.80582	validation-mlogloss:0.80988
[401]	train-mlogloss:0.80541	validation-mlogloss:0.80953
[402]	train-mlogloss:0.80501	validation-mlogloss:0.80915
[403]	train-mlogloss:0.80455	validation-mlogloss:0.80872
[404]	train-mlogloss:0.80413	validation-mlogloss:0.80830
[405]	train-mlogloss:0.80371	validation-mlogloss:0.80794
[406]	train-mlogloss:0.80327	validation-mlogloss:0.80748
[407]	train-mlogloss:0.80284	validation-mlogloss:0.80706
[408]	train-mlogloss:0.80245	validation-mlogloss:0.80678
[409]	train-mlogloss:0.80200	validation-mlogloss:0.80631
[410]	train-mlogloss:0.80157	validation-mlogloss:0.80587
[411]	train-mlogloss:0.80119	validation-mlogloss:0.80549
[412]	train-mlogloss:0.80081	validation-mlogloss:0.80509
[413]	train-mlogloss:0.80042	validation-mlogloss:0.80470
[414]	train-mlogloss:0.80003	validation-mlogloss:0.80428
[415]	train-mlogloss:0.79966	validation-mlogloss:0.80400
[416]	train-mlogloss:0.79929	validation-mlogloss:0.80360
[417]	train-mlogloss:0.79883	validation-mlogloss:0.80312
[418]	train-mlogloss:0.79844	validation-mlogloss:0.80277
[419]	train-mlogloss:0.79805	validation-mlogloss:0.80234
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 0 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.61 [%]
Global accuracy score (test) = 69.06 [%]
Global F1 score (train) = 67.86 [%]
Global F1 score (test) = 68.65 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.36      0.45       400
MODERATE-INTENSITY       0.53      0.82      0.64       400
         SEDENTARY       0.84      0.88      0.86       400
VIGOROUS-INTENSITY       0.89      0.71      0.79       345

          accuracy                           0.69      1545
         macro avg       0.72      0.69      0.69      1545
      weighted avg       0.71      0.69      0.68      1545


Accuracy capturado en la ejecución 18: 69.06 [%]
F1-score capturado en la ejecución 18: 68.65 [%]

=== EJECUCIÓN 19 ===

--- TRAIN (ejecución 19) ---

--- TEST (ejecución 19) ---
2025-11-07 10:41:24.289623: 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`.
2025-11-07 10:41:24.301299: 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 00:00:1762508484.314882 2403497 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508484.318887 2403497 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508484.328581 2403497 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508484.328600 2403497 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508484.328603 2403497 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508484.328604 2403497 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:41:24.331667: 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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[298]	train-mlogloss:0.86445	validation-mlogloss:0.87104
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[311]	train-mlogloss:0.85631	validation-mlogloss:0.86318
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[316]	train-mlogloss:0.85314	validation-mlogloss:0.86009
[317]	train-mlogloss:0.85252	validation-mlogloss:0.85951
[318]	train-mlogloss:0.85205	validation-mlogloss:0.85908
[319]	train-mlogloss:0.85145	validation-mlogloss:0.85847
[320]	train-mlogloss:0.85080	validation-mlogloss:0.85778
[321]	train-mlogloss:0.85022	validation-mlogloss:0.85719
[322]	train-mlogloss:0.84968	validation-mlogloss:0.85659
[323]	train-mlogloss:0.84916	validation-mlogloss:0.85614
[324]	train-mlogloss:0.84858	validation-mlogloss:0.85562
[325]	train-mlogloss:0.84805	validation-mlogloss:0.85514
[326]	train-mlogloss:0.84748	validation-mlogloss:0.85461
[327]	train-mlogloss:0.84687	validation-mlogloss:0.85413
[328]	train-mlogloss:0.84630	validation-mlogloss:0.85362
[329]	train-mlogloss:0.84580	validation-mlogloss:0.85315
[330]	train-mlogloss:0.84525	validation-mlogloss:0.85259
[331]	train-mlogloss:0.84467	validation-mlogloss:0.85201
[332]	train-mlogloss:0.84421	validation-mlogloss:0.85161
[333]	train-mlogloss:0.84367	validation-mlogloss:0.85110
[334]	train-mlogloss:0.84318	validation-mlogloss:0.85054
[335]	train-mlogloss:0.84257	validation-mlogloss:0.84992
[336]	train-mlogloss:0.84207	validation-mlogloss:0.84939
[337]	train-mlogloss:0.84145	validation-mlogloss:0.84874
[338]	train-mlogloss:0.84097	validation-mlogloss:0.84832
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[343]	train-mlogloss:0.83821	validation-mlogloss:0.84573
[344]	train-mlogloss:0.83771	validation-mlogloss:0.84523
[345]	train-mlogloss:0.83716	validation-mlogloss:0.84472
[346]	train-mlogloss:0.83666	validation-mlogloss:0.84428
[347]	train-mlogloss:0.83605	validation-mlogloss:0.84370
[348]	train-mlogloss:0.83561	validation-mlogloss:0.84318
[349]	train-mlogloss:0.83518	validation-mlogloss:0.84273
[350]	train-mlogloss:0.83458	validation-mlogloss:0.84216
[351]	train-mlogloss:0.83411	validation-mlogloss:0.84174
[352]	train-mlogloss:0.83364	validation-mlogloss:0.84127
[353]	train-mlogloss:0.83312	validation-mlogloss:0.84075
[354]	train-mlogloss:0.83263	validation-mlogloss:0.84022
[355]	train-mlogloss:0.83207	validation-mlogloss:0.83969
[356]	train-mlogloss:0.83160	validation-mlogloss:0.83922
[357]	train-mlogloss:0.83105	validation-mlogloss:0.83867
[358]	train-mlogloss:0.83058	validation-mlogloss:0.83821
[359]	train-mlogloss:0.83010	validation-mlogloss:0.83774
[360]	train-mlogloss:0.82956	validation-mlogloss:0.83720
[361]	train-mlogloss:0.82908	validation-mlogloss:0.83671
[362]	train-mlogloss:0.82851	validation-mlogloss:0.83611
[363]	train-mlogloss:0.82803	validation-mlogloss:0.83560
[364]	train-mlogloss:0.82758	validation-mlogloss:0.83520
[365]	train-mlogloss:0.82711	validation-mlogloss:0.83472
[366]	train-mlogloss:0.82666	validation-mlogloss:0.83423
[367]	train-mlogloss:0.82617	validation-mlogloss:0.83374
[368]	train-mlogloss:0.82572	validation-mlogloss:0.83331
[369]	train-mlogloss:0.82520	validation-mlogloss:0.83281
[370]	train-mlogloss:0.82483	validation-mlogloss:0.83245
[371]	train-mlogloss:0.82441	validation-mlogloss:0.83216
[372]	train-mlogloss:0.82393	validation-mlogloss:0.83164
[373]	train-mlogloss:0.82357	validation-mlogloss:0.83125
[374]	train-mlogloss:0.82306	validation-mlogloss:0.83072
[375]	train-mlogloss:0.82253	validation-mlogloss:0.83017
[376]	train-mlogloss:0.82205	validation-mlogloss:0.82970
[377]	train-mlogloss:0.82153	validation-mlogloss:0.82927
[378]	train-mlogloss:0.82107	validation-mlogloss:0.82888
[379]	train-mlogloss:0.82059	validation-mlogloss:0.82848
[380]	train-mlogloss:0.82013	validation-mlogloss:0.82806
[381]	train-mlogloss:0.81971	validation-mlogloss:0.82764
[382]	train-mlogloss:0.81919	validation-mlogloss:0.82718
[383]	train-mlogloss:0.81877	validation-mlogloss:0.82679
[384]	train-mlogloss:0.81839	validation-mlogloss:0.82639
[385]	train-mlogloss:0.81796	validation-mlogloss:0.82600
[386]	train-mlogloss:0.81754	validation-mlogloss:0.82561
[387]	train-mlogloss:0.81712	validation-mlogloss:0.82530
[388]	train-mlogloss:0.81661	validation-mlogloss:0.82480
[389]	train-mlogloss:0.81619	validation-mlogloss:0.82442
[390]	train-mlogloss:0.81573	validation-mlogloss:0.82395
[391]	train-mlogloss:0.81535	validation-mlogloss:0.82354
[392]	train-mlogloss:0.81491	validation-mlogloss:0.82314
[393]	train-mlogloss:0.81439	validation-mlogloss:0.82262
[394]	train-mlogloss:0.81400	validation-mlogloss:0.82227
[395]	train-mlogloss:0.81361	validation-mlogloss:0.82189
[396]	train-mlogloss:0.81316	validation-mlogloss:0.82144
[397]	train-mlogloss:0.81277	validation-mlogloss:0.82113
[398]	train-mlogloss:0.81234	validation-mlogloss:0.82072
[399]	train-mlogloss:0.81187	validation-mlogloss:0.82032
[400]	train-mlogloss:0.81149	validation-mlogloss:0.82003
[401]	train-mlogloss:0.81111	validation-mlogloss:0.81969
[402]	train-mlogloss:0.81070	validation-mlogloss:0.81931
[403]	train-mlogloss:0.81030	validation-mlogloss:0.81893
[404]	train-mlogloss:0.80986	validation-mlogloss:0.81853
[405]	train-mlogloss:0.80946	validation-mlogloss:0.81818
[406]	train-mlogloss:0.80903	validation-mlogloss:0.81777
[407]	train-mlogloss:0.80867	validation-mlogloss:0.81743
[408]	train-mlogloss:0.80824	validation-mlogloss:0.81700
[409]	train-mlogloss:0.80785	validation-mlogloss:0.81668
[410]	train-mlogloss:0.80742	validation-mlogloss:0.81628
[411]	train-mlogloss:0.80702	validation-mlogloss:0.81591
[412]	train-mlogloss:0.80669	validation-mlogloss:0.81560
[413]	train-mlogloss:0.80631	validation-mlogloss:0.81524
[414]	train-mlogloss:0.80590	validation-mlogloss:0.81481
[415]	train-mlogloss:0.80547	validation-mlogloss:0.81439
[416]	train-mlogloss:0.80511	validation-mlogloss:0.81410
[417]	train-mlogloss:0.80463	validation-mlogloss:0.81372
[418]	train-mlogloss:0.80429	validation-mlogloss:0.81345
[419]	train-mlogloss:0.80392	validation-mlogloss:0.81307
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.13 [%]
Global accuracy score (test) = 67.9 [%]
Global F1 score (train) = 68.75 [%]
Global F1 score (test) = 67.17 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.32      0.41       400
MODERATE-INTENSITY       0.52      0.83      0.64       400
         SEDENTARY       0.84      0.86      0.85       400
VIGOROUS-INTENSITY       0.88      0.71      0.79       345

          accuracy                           0.68      1545
         macro avg       0.71      0.68      0.67      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 19: 67.9 [%]
F1-score capturado en la ejecución 19: 67.17 [%]

=== EJECUCIÓN 20 ===

--- TRAIN (ejecución 20) ---

--- TEST (ejecución 20) ---
2025-11-07 10:41:36.021603: 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`.
2025-11-07 10:41:36.033175: 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 00:00:1762508496.046997 2403766 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508496.051398 2403766 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508496.061866 2403766 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508496.061887 2403766 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508496.061889 2403766 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508496.061891 2403766 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:41:36.064993: 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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[300]	train-mlogloss:0.86266	validation-mlogloss:0.86256
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[302]	train-mlogloss:0.86142	validation-mlogloss:0.86144
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[304]	train-mlogloss:0.86015	validation-mlogloss:0.86022
[305]	train-mlogloss:0.85953	validation-mlogloss:0.85962
[306]	train-mlogloss:0.85895	validation-mlogloss:0.85912
[307]	train-mlogloss:0.85835	validation-mlogloss:0.85852
[308]	train-mlogloss:0.85769	validation-mlogloss:0.85782
[309]	train-mlogloss:0.85710	validation-mlogloss:0.85730
[310]	train-mlogloss:0.85660	validation-mlogloss:0.85680
[311]	train-mlogloss:0.85599	validation-mlogloss:0.85622
[312]	train-mlogloss:0.85545	validation-mlogloss:0.85566
[313]	train-mlogloss:0.85487	validation-mlogloss:0.85511
[314]	train-mlogloss:0.85436	validation-mlogloss:0.85459
[315]	train-mlogloss:0.85373	validation-mlogloss:0.85392
[316]	train-mlogloss:0.85308	validation-mlogloss:0.85324
[317]	train-mlogloss:0.85238	validation-mlogloss:0.85257
[318]	train-mlogloss:0.85179	validation-mlogloss:0.85198
[319]	train-mlogloss:0.85118	validation-mlogloss:0.85139
[320]	train-mlogloss:0.85059	validation-mlogloss:0.85074
[321]	train-mlogloss:0.84997	validation-mlogloss:0.85009
[322]	train-mlogloss:0.84945	validation-mlogloss:0.84954
[323]	train-mlogloss:0.84891	validation-mlogloss:0.84899
[324]	train-mlogloss:0.84832	validation-mlogloss:0.84839
[325]	train-mlogloss:0.84764	validation-mlogloss:0.84772
[326]	train-mlogloss:0.84698	validation-mlogloss:0.84701
[327]	train-mlogloss:0.84639	validation-mlogloss:0.84642
[328]	train-mlogloss:0.84583	validation-mlogloss:0.84581
[329]	train-mlogloss:0.84529	validation-mlogloss:0.84535
[330]	train-mlogloss:0.84486	validation-mlogloss:0.84492
[331]	train-mlogloss:0.84428	validation-mlogloss:0.84438
[332]	train-mlogloss:0.84369	validation-mlogloss:0.84384
[333]	train-mlogloss:0.84305	validation-mlogloss:0.84319
[334]	train-mlogloss:0.84240	validation-mlogloss:0.84257
[335]	train-mlogloss:0.84186	validation-mlogloss:0.84201
[336]	train-mlogloss:0.84132	validation-mlogloss:0.84147
[337]	train-mlogloss:0.84065	validation-mlogloss:0.84076
[338]	train-mlogloss:0.84004	validation-mlogloss:0.84017
[339]	train-mlogloss:0.83950	validation-mlogloss:0.83957
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[341]	train-mlogloss:0.83852	validation-mlogloss:0.83862
[342]	train-mlogloss:0.83795	validation-mlogloss:0.83803
[343]	train-mlogloss:0.83746	validation-mlogloss:0.83755
[344]	train-mlogloss:0.83700	validation-mlogloss:0.83707
[345]	train-mlogloss:0.83645	validation-mlogloss:0.83657
[346]	train-mlogloss:0.83592	validation-mlogloss:0.83611
[347]	train-mlogloss:0.83544	validation-mlogloss:0.83564
[348]	train-mlogloss:0.83489	validation-mlogloss:0.83505
[349]	train-mlogloss:0.83431	validation-mlogloss:0.83451
[350]	train-mlogloss:0.83368	validation-mlogloss:0.83386
[351]	train-mlogloss:0.83319	validation-mlogloss:0.83335
[352]	train-mlogloss:0.83268	validation-mlogloss:0.83280
[353]	train-mlogloss:0.83215	validation-mlogloss:0.83231
[354]	train-mlogloss:0.83166	validation-mlogloss:0.83185
[355]	train-mlogloss:0.83120	validation-mlogloss:0.83141
[356]	train-mlogloss:0.83059	validation-mlogloss:0.83081
[357]	train-mlogloss:0.83008	validation-mlogloss:0.83035
[358]	train-mlogloss:0.82965	validation-mlogloss:0.82995
[359]	train-mlogloss:0.82912	validation-mlogloss:0.82951
[360]	train-mlogloss:0.82866	validation-mlogloss:0.82913
[361]	train-mlogloss:0.82821	validation-mlogloss:0.82873
[362]	train-mlogloss:0.82780	validation-mlogloss:0.82831
[363]	train-mlogloss:0.82732	validation-mlogloss:0.82784
[364]	train-mlogloss:0.82689	validation-mlogloss:0.82740
[365]	train-mlogloss:0.82641	validation-mlogloss:0.82696
[366]	train-mlogloss:0.82594	validation-mlogloss:0.82658
[367]	train-mlogloss:0.82546	validation-mlogloss:0.82608
[368]	train-mlogloss:0.82497	validation-mlogloss:0.82563
[369]	train-mlogloss:0.82454	validation-mlogloss:0.82521
[370]	train-mlogloss:0.82401	validation-mlogloss:0.82464
[371]	train-mlogloss:0.82355	validation-mlogloss:0.82420
[372]	train-mlogloss:0.82302	validation-mlogloss:0.82373
[373]	train-mlogloss:0.82260	validation-mlogloss:0.82336
[374]	train-mlogloss:0.82204	validation-mlogloss:0.82283
[375]	train-mlogloss:0.82158	validation-mlogloss:0.82237
[376]	train-mlogloss:0.82103	validation-mlogloss:0.82177
[377]	train-mlogloss:0.82052	validation-mlogloss:0.82128
[378]	train-mlogloss:0.82010	validation-mlogloss:0.82088
[379]	train-mlogloss:0.81965	validation-mlogloss:0.82048
[380]	train-mlogloss:0.81923	validation-mlogloss:0.82006
[381]	train-mlogloss:0.81879	validation-mlogloss:0.81963
[382]	train-mlogloss:0.81828	validation-mlogloss:0.81915
[383]	train-mlogloss:0.81777	validation-mlogloss:0.81865
[384]	train-mlogloss:0.81733	validation-mlogloss:0.81823
[385]	train-mlogloss:0.81689	validation-mlogloss:0.81780
[386]	train-mlogloss:0.81648	validation-mlogloss:0.81737
[387]	train-mlogloss:0.81607	validation-mlogloss:0.81696
[388]	train-mlogloss:0.81562	validation-mlogloss:0.81652
[389]	train-mlogloss:0.81519	validation-mlogloss:0.81611
[390]	train-mlogloss:0.81478	validation-mlogloss:0.81575
[391]	train-mlogloss:0.81432	validation-mlogloss:0.81528
[392]	train-mlogloss:0.81384	validation-mlogloss:0.81483
[393]	train-mlogloss:0.81340	validation-mlogloss:0.81439
[394]	train-mlogloss:0.81306	validation-mlogloss:0.81402
[395]	train-mlogloss:0.81268	validation-mlogloss:0.81371
[396]	train-mlogloss:0.81221	validation-mlogloss:0.81320
[397]	train-mlogloss:0.81172	validation-mlogloss:0.81270
[398]	train-mlogloss:0.81124	validation-mlogloss:0.81224
[399]	train-mlogloss:0.81084	validation-mlogloss:0.81190
[400]	train-mlogloss:0.81038	validation-mlogloss:0.81154
[401]	train-mlogloss:0.80999	validation-mlogloss:0.81122
[402]	train-mlogloss:0.80958	validation-mlogloss:0.81088
[403]	train-mlogloss:0.80911	validation-mlogloss:0.81043
[404]	train-mlogloss:0.80879	validation-mlogloss:0.81005
[405]	train-mlogloss:0.80841	validation-mlogloss:0.80973
[406]	train-mlogloss:0.80800	validation-mlogloss:0.80935
[407]	train-mlogloss:0.80757	validation-mlogloss:0.80890
[408]	train-mlogloss:0.80716	validation-mlogloss:0.80849
[409]	train-mlogloss:0.80678	validation-mlogloss:0.80811
[410]	train-mlogloss:0.80632	validation-mlogloss:0.80767
[411]	train-mlogloss:0.80593	validation-mlogloss:0.80734
[412]	train-mlogloss:0.80553	validation-mlogloss:0.80703
[413]	train-mlogloss:0.80517	validation-mlogloss:0.80663
[414]	train-mlogloss:0.80475	validation-mlogloss:0.80627
[415]	train-mlogloss:0.80442	validation-mlogloss:0.80600
[416]	train-mlogloss:0.80404	validation-mlogloss:0.80570
[417]	train-mlogloss:0.80372	validation-mlogloss:0.80540
[418]	train-mlogloss:0.80331	validation-mlogloss:0.80504
[419]	train-mlogloss:0.80296	validation-mlogloss:0.80465
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.19 [%]
Global accuracy score (test) = 67.96 [%]
Global F1 score (train) = 68.59 [%]
Global F1 score (test) = 67.88 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.57      0.38      0.46       400
MODERATE-INTENSITY       0.53      0.79      0.63       400
         SEDENTARY       0.82      0.84      0.83       400
VIGOROUS-INTENSITY       0.89      0.71      0.79       345

          accuracy                           0.68      1545
         macro avg       0.70      0.68      0.68      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 20: 67.96 [%]
F1-score capturado en la ejecución 20: 67.88 [%]

=== EJECUCIÓN 21 ===

--- TRAIN (ejecución 21) ---

--- TEST (ejecución 21) ---
2025-11-07 10:41:47.806646: 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`.
2025-11-07 10:41:47.817957: 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 00:00:1762508507.830923 2404022 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508507.834939 2404022 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508507.844828 2404022 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508507.844846 2404022 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508507.844855 2404022 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508507.844857 2404022 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:41:47.847930: 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:1.38185	validation-mlogloss:1.38188
[1]	train-mlogloss:1.37735	validation-mlogloss:1.37755
[2]	train-mlogloss:1.37303	validation-mlogloss:1.37342
[3]	train-mlogloss:1.36866	validation-mlogloss:1.36894
[4]	train-mlogloss:1.36438	validation-mlogloss:1.36471
[5]	train-mlogloss:1.36017	validation-mlogloss:1.36055
[6]	train-mlogloss:1.35594	validation-mlogloss:1.35627
[7]	train-mlogloss:1.35184	validation-mlogloss:1.35212
[8]	train-mlogloss:1.34772	validation-mlogloss:1.34794
[9]	train-mlogloss:1.34368	validation-mlogloss:1.34388
[10]	train-mlogloss:1.33960	validation-mlogloss:1.33978
[11]	train-mlogloss:1.33567	validation-mlogloss:1.33598
[12]	train-mlogloss:1.33166	validation-mlogloss:1.33195
[13]	train-mlogloss:1.32761	validation-mlogloss:1.32767
[14]	train-mlogloss:1.32377	validation-mlogloss:1.32413
[15]	train-mlogloss:1.31992	validation-mlogloss:1.32018
[16]	train-mlogloss:1.31613	validation-mlogloss:1.31658
[17]	train-mlogloss:1.31235	validation-mlogloss:1.31270
[18]	train-mlogloss:1.30867	validation-mlogloss:1.30900
[19]	train-mlogloss:1.30494	validation-mlogloss:1.30524
[20]	train-mlogloss:1.30132	validation-mlogloss:1.30169
[21]	train-mlogloss:1.29773	validation-mlogloss:1.29805
[22]	train-mlogloss:1.29414	validation-mlogloss:1.29454
[23]	train-mlogloss:1.29060	validation-mlogloss:1.29084
[24]	train-mlogloss:1.28709	validation-mlogloss:1.28725
[25]	train-mlogloss:1.28361	validation-mlogloss:1.28380
[26]	train-mlogloss:1.28007	validation-mlogloss:1.28021
[27]	train-mlogloss:1.27674	validation-mlogloss:1.27706
[28]	train-mlogloss:1.27338	validation-mlogloss:1.27349
[29]	train-mlogloss:1.26996	validation-mlogloss:1.26998
[30]	train-mlogloss:1.26657	validation-mlogloss:1.26650
[31]	train-mlogloss:1.26321	validation-mlogloss:1.26317
[32]	train-mlogloss:1.25996	validation-mlogloss:1.25973
[33]	train-mlogloss:1.25677	validation-mlogloss:1.25650
[34]	train-mlogloss:1.25352	validation-mlogloss:1.25322
[35]	train-mlogloss:1.25030	validation-mlogloss:1.25014
[36]	train-mlogloss:1.24715	validation-mlogloss:1.24692
[37]	train-mlogloss:1.24385	validation-mlogloss:1.24377
[38]	train-mlogloss:1.24070	validation-mlogloss:1.24060
[39]	train-mlogloss:1.23765	validation-mlogloss:1.23748
[40]	train-mlogloss:1.23461	validation-mlogloss:1.23426
[41]	train-mlogloss:1.23161	validation-mlogloss:1.23133
[42]	train-mlogloss:1.22832	validation-mlogloss:1.22801
[43]	train-mlogloss:1.22530	validation-mlogloss:1.22505
[44]	train-mlogloss:1.22236	validation-mlogloss:1.22213
[45]	train-mlogloss:1.21952	validation-mlogloss:1.21922
[46]	train-mlogloss:1.21658	validation-mlogloss:1.21623
[47]	train-mlogloss:1.21368	validation-mlogloss:1.21331
[48]	train-mlogloss:1.21073	validation-mlogloss:1.21033
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[348]	train-mlogloss:0.83112	validation-mlogloss:0.82589
[349]	train-mlogloss:0.83056	validation-mlogloss:0.82534
[350]	train-mlogloss:0.83010	validation-mlogloss:0.82500
[351]	train-mlogloss:0.82952	validation-mlogloss:0.82445
[352]	train-mlogloss:0.82899	validation-mlogloss:0.82396
[353]	train-mlogloss:0.82852	validation-mlogloss:0.82350
[354]	train-mlogloss:0.82797	validation-mlogloss:0.82292
[355]	train-mlogloss:0.82746	validation-mlogloss:0.82248
[356]	train-mlogloss:0.82693	validation-mlogloss:0.82202
[357]	train-mlogloss:0.82637	validation-mlogloss:0.82150
[358]	train-mlogloss:0.82586	validation-mlogloss:0.82096
[359]	train-mlogloss:0.82531	validation-mlogloss:0.82050
[360]	train-mlogloss:0.82487	validation-mlogloss:0.82005
[361]	train-mlogloss:0.82439	validation-mlogloss:0.81959
[362]	train-mlogloss:0.82391	validation-mlogloss:0.81912
[363]	train-mlogloss:0.82348	validation-mlogloss:0.81868
[364]	train-mlogloss:0.82299	validation-mlogloss:0.81817
[365]	train-mlogloss:0.82250	validation-mlogloss:0.81773
[366]	train-mlogloss:0.82198	validation-mlogloss:0.81726
[367]	train-mlogloss:0.82155	validation-mlogloss:0.81686
[368]	train-mlogloss:0.82110	validation-mlogloss:0.81644
[369]	train-mlogloss:0.82050	validation-mlogloss:0.81578
[370]	train-mlogloss:0.82000	validation-mlogloss:0.81531
[371]	train-mlogloss:0.81954	validation-mlogloss:0.81487
[372]	train-mlogloss:0.81906	validation-mlogloss:0.81444
[373]	train-mlogloss:0.81861	validation-mlogloss:0.81398
[374]	train-mlogloss:0.81819	validation-mlogloss:0.81367
[375]	train-mlogloss:0.81768	validation-mlogloss:0.81317
[376]	train-mlogloss:0.81724	validation-mlogloss:0.81274
[377]	train-mlogloss:0.81680	validation-mlogloss:0.81228
[378]	train-mlogloss:0.81629	validation-mlogloss:0.81175
[379]	train-mlogloss:0.81582	validation-mlogloss:0.81147
[380]	train-mlogloss:0.81530	validation-mlogloss:0.81093
[381]	train-mlogloss:0.81492	validation-mlogloss:0.81057
[382]	train-mlogloss:0.81445	validation-mlogloss:0.81006
[383]	train-mlogloss:0.81394	validation-mlogloss:0.80961
[384]	train-mlogloss:0.81353	validation-mlogloss:0.80931
[385]	train-mlogloss:0.81309	validation-mlogloss:0.80890
[386]	train-mlogloss:0.81260	validation-mlogloss:0.80837
[387]	train-mlogloss:0.81213	validation-mlogloss:0.80796
[388]	train-mlogloss:0.81167	validation-mlogloss:0.80751
[389]	train-mlogloss:0.81116	validation-mlogloss:0.80701
[390]	train-mlogloss:0.81067	validation-mlogloss:0.80653
[391]	train-mlogloss:0.81023	validation-mlogloss:0.80610
[392]	train-mlogloss:0.80977	validation-mlogloss:0.80568
[393]	train-mlogloss:0.80941	validation-mlogloss:0.80530
[394]	train-mlogloss:0.80898	validation-mlogloss:0.80484
[395]	train-mlogloss:0.80858	validation-mlogloss:0.80446
[396]	train-mlogloss:0.80818	validation-mlogloss:0.80413
[397]	train-mlogloss:0.80772	validation-mlogloss:0.80365
[398]	train-mlogloss:0.80727	validation-mlogloss:0.80326
[399]	train-mlogloss:0.80682	validation-mlogloss:0.80285
[400]	train-mlogloss:0.80643	validation-mlogloss:0.80245
[401]	train-mlogloss:0.80605	validation-mlogloss:0.80210
[402]	train-mlogloss:0.80556	validation-mlogloss:0.80162
[403]	train-mlogloss:0.80509	validation-mlogloss:0.80117
[404]	train-mlogloss:0.80461	validation-mlogloss:0.80075
[405]	train-mlogloss:0.80423	validation-mlogloss:0.80039
[406]	train-mlogloss:0.80378	validation-mlogloss:0.80000
[407]	train-mlogloss:0.80336	validation-mlogloss:0.79961
[408]	train-mlogloss:0.80289	validation-mlogloss:0.79907
[409]	train-mlogloss:0.80246	validation-mlogloss:0.79867
[410]	train-mlogloss:0.80202	validation-mlogloss:0.79817
[411]	train-mlogloss:0.80166	validation-mlogloss:0.79780
[412]	train-mlogloss:0.80129	validation-mlogloss:0.79741
[413]	train-mlogloss:0.80087	validation-mlogloss:0.79703
[414]	train-mlogloss:0.80052	validation-mlogloss:0.79663
[415]	train-mlogloss:0.80013	validation-mlogloss:0.79623
[416]	train-mlogloss:0.79978	validation-mlogloss:0.79588
[417]	train-mlogloss:0.79943	validation-mlogloss:0.79555
[418]	train-mlogloss:0.79902	validation-mlogloss:0.79518
[419]	train-mlogloss:0.79863	validation-mlogloss:0.79475
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.21 [%]
Global accuracy score (test) = 67.96 [%]
Global F1 score (train) = 68.8 [%]
Global F1 score (test) = 67.75 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.57      0.36      0.44       400
MODERATE-INTENSITY       0.53      0.81      0.64       400
         SEDENTARY       0.83      0.84      0.84       400
VIGOROUS-INTENSITY       0.89      0.71      0.79       345

          accuracy                           0.68      1545
         macro avg       0.71      0.68      0.68      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 21: 67.96 [%]
F1-score capturado en la ejecución 21: 67.75 [%]

=== EJECUCIÓN 22 ===

--- TRAIN (ejecución 22) ---

--- TEST (ejecución 22) ---
2025-11-07 10:41:59.532180: 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`.
2025-11-07 10:41:59.544156: 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 00:00:1762508519.558273 2404276 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508519.562711 2404276 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508519.573272 2404276 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508519.573293 2404276 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508519.573296 2404276 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508519.573297 2404276 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:41:59.576692: 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:1.38193	validation-mlogloss:1.38191
[1]	train-mlogloss:1.37770	validation-mlogloss:1.37798
[2]	train-mlogloss:1.37296	validation-mlogloss:1.37359
[3]	train-mlogloss:1.36864	validation-mlogloss:1.36943
[4]	train-mlogloss:1.36441	validation-mlogloss:1.36553
[5]	train-mlogloss:1.36022	validation-mlogloss:1.36131
[6]	train-mlogloss:1.35607	validation-mlogloss:1.35738
[7]	train-mlogloss:1.35198	validation-mlogloss:1.35316
[8]	train-mlogloss:1.34791	validation-mlogloss:1.34920
[9]	train-mlogloss:1.34392	validation-mlogloss:1.34526
[10]	train-mlogloss:1.33991	validation-mlogloss:1.34117
[11]	train-mlogloss:1.33591	validation-mlogloss:1.33742
[12]	train-mlogloss:1.33175	validation-mlogloss:1.33340
[13]	train-mlogloss:1.32787	validation-mlogloss:1.32950
[14]	train-mlogloss:1.32398	validation-mlogloss:1.32567
[15]	train-mlogloss:1.32013	validation-mlogloss:1.32171
[16]	train-mlogloss:1.31640	validation-mlogloss:1.31795
[17]	train-mlogloss:1.31264	validation-mlogloss:1.31415
[18]	train-mlogloss:1.30903	validation-mlogloss:1.31047
[19]	train-mlogloss:1.30536	validation-mlogloss:1.30684
[20]	train-mlogloss:1.30169	validation-mlogloss:1.30328
[21]	train-mlogloss:1.29822	validation-mlogloss:1.29980
[22]	train-mlogloss:1.29466	validation-mlogloss:1.29629
[23]	train-mlogloss:1.29115	validation-mlogloss:1.29276
[24]	train-mlogloss:1.28763	validation-mlogloss:1.28943
[25]	train-mlogloss:1.28415	validation-mlogloss:1.28575
[26]	train-mlogloss:1.28069	validation-mlogloss:1.28230
[27]	train-mlogloss:1.27691	validation-mlogloss:1.27854
[28]	train-mlogloss:1.27353	validation-mlogloss:1.27509
[29]	train-mlogloss:1.27028	validation-mlogloss:1.27198
[30]	train-mlogloss:1.26699	validation-mlogloss:1.26871
[31]	train-mlogloss:1.26375	validation-mlogloss:1.26546
[32]	train-mlogloss:1.26054	validation-mlogloss:1.26226
[33]	train-mlogloss:1.25733	validation-mlogloss:1.25907
[34]	train-mlogloss:1.25404	validation-mlogloss:1.25576
[35]	train-mlogloss:1.25088	validation-mlogloss:1.25252
[36]	train-mlogloss:1.24776	validation-mlogloss:1.24948
[37]	train-mlogloss:1.24466	validation-mlogloss:1.24641
[38]	train-mlogloss:1.24168	validation-mlogloss:1.24354
[39]	train-mlogloss:1.23873	validation-mlogloss:1.24055
[40]	train-mlogloss:1.23571	validation-mlogloss:1.23744
[41]	train-mlogloss:1.23268	validation-mlogloss:1.23440
[42]	train-mlogloss:1.22973	validation-mlogloss:1.23125
[43]	train-mlogloss:1.22689	validation-mlogloss:1.22836
[44]	train-mlogloss:1.22403	validation-mlogloss:1.22551
[45]	train-mlogloss:1.22117	validation-mlogloss:1.22266
[46]	train-mlogloss:1.21831	validation-mlogloss:1.21959
[47]	train-mlogloss:1.21544	validation-mlogloss:1.21679
[48]	train-mlogloss:1.21264	validation-mlogloss:1.21386
[49]	train-mlogloss:1.20950	validation-mlogloss:1.21082
[50]	train-mlogloss:1.20666	validation-mlogloss:1.20789
[51]	train-mlogloss:1.20390	validation-mlogloss:1.20511
[52]	train-mlogloss:1.20120	validation-mlogloss:1.20249
[53]	train-mlogloss:1.19833	validation-mlogloss:1.19983
[54]	train-mlogloss:1.19565	validation-mlogloss:1.19720
[55]	train-mlogloss:1.19296	validation-mlogloss:1.19438
[56]	train-mlogloss:1.19029	validation-mlogloss:1.19157
[57]	train-mlogloss:1.18766	validation-mlogloss:1.18882
[58]	train-mlogloss:1.18505	validation-mlogloss:1.18622
[59]	train-mlogloss:1.18255	validation-mlogloss:1.18368
[60]	train-mlogloss:1.17994	validation-mlogloss:1.18101
[61]	train-mlogloss:1.17733	validation-mlogloss:1.17846
[62]	train-mlogloss:1.17477	validation-mlogloss:1.17582
[63]	train-mlogloss:1.17223	validation-mlogloss:1.17322
[64]	train-mlogloss:1.16976	validation-mlogloss:1.17069
[65]	train-mlogloss:1.16727	validation-mlogloss:1.16827
[66]	train-mlogloss:1.16487	validation-mlogloss:1.16579
[67]	train-mlogloss:1.16225	validation-mlogloss:1.16326
[68]	train-mlogloss:1.15983	validation-mlogloss:1.16090
[69]	train-mlogloss:1.15744	validation-mlogloss:1.15858
[70]	train-mlogloss:1.15506	validation-mlogloss:1.15625
[71]	train-mlogloss:1.15269	validation-mlogloss:1.15370
[72]	train-mlogloss:1.15034	validation-mlogloss:1.15137
[73]	train-mlogloss:1.14799	validation-mlogloss:1.14901
[74]	train-mlogloss:1.14547	validation-mlogloss:1.14654
[75]	train-mlogloss:1.14325	validation-mlogloss:1.14441
[76]	train-mlogloss:1.14092	validation-mlogloss:1.14206
[77]	train-mlogloss:1.13870	validation-mlogloss:1.13980
[78]	train-mlogloss:1.13646	validation-mlogloss:1.13739
[79]	train-mlogloss:1.13406	validation-mlogloss:1.13501
[80]	train-mlogloss:1.13162	validation-mlogloss:1.13267
[81]	train-mlogloss:1.12947	validation-mlogloss:1.13037
[82]	train-mlogloss:1.12711	validation-mlogloss:1.12811
[83]	train-mlogloss:1.12470	validation-mlogloss:1.12576
[84]	train-mlogloss:1.12268	validation-mlogloss:1.12381
[85]	train-mlogloss:1.12040	validation-mlogloss:1.12154
[86]	train-mlogloss:1.11806	validation-mlogloss:1.11931
[87]	train-mlogloss:1.11593	validation-mlogloss:1.11706
[88]	train-mlogloss:1.11389	validation-mlogloss:1.11480
[89]	train-mlogloss:1.11159	validation-mlogloss:1.11255
[90]	train-mlogloss:1.10940	validation-mlogloss:1.11048
[91]	train-mlogloss:1.10715	validation-mlogloss:1.10828
[92]	train-mlogloss:1.10513	validation-mlogloss:1.10607
[93]	train-mlogloss:1.10318	validation-mlogloss:1.10402
[94]	train-mlogloss:1.10123	validation-mlogloss:1.10203
[95]	train-mlogloss:1.09898	validation-mlogloss:1.09986
[96]	train-mlogloss:1.09679	validation-mlogloss:1.09780
[97]	train-mlogloss:1.09483	validation-mlogloss:1.09573
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[396]	train-mlogloss:0.81196	validation-mlogloss:0.81217
[397]	train-mlogloss:0.81151	validation-mlogloss:0.81167
[398]	train-mlogloss:0.81106	validation-mlogloss:0.81123
[399]	train-mlogloss:0.81068	validation-mlogloss:0.81086
[400]	train-mlogloss:0.81033	validation-mlogloss:0.81050
[401]	train-mlogloss:0.80992	validation-mlogloss:0.81014
[402]	train-mlogloss:0.80957	validation-mlogloss:0.80976
[403]	train-mlogloss:0.80918	validation-mlogloss:0.80940
[404]	train-mlogloss:0.80876	validation-mlogloss:0.80900
[405]	train-mlogloss:0.80829	validation-mlogloss:0.80857
[406]	train-mlogloss:0.80791	validation-mlogloss:0.80825
[407]	train-mlogloss:0.80753	validation-mlogloss:0.80793
[408]	train-mlogloss:0.80714	validation-mlogloss:0.80757
[409]	train-mlogloss:0.80682	validation-mlogloss:0.80729
[410]	train-mlogloss:0.80642	validation-mlogloss:0.80693
[411]	train-mlogloss:0.80611	validation-mlogloss:0.80657
[412]	train-mlogloss:0.80570	validation-mlogloss:0.80619
[413]	train-mlogloss:0.80532	validation-mlogloss:0.80582
[414]	train-mlogloss:0.80498	validation-mlogloss:0.80548
[415]	train-mlogloss:0.80458	validation-mlogloss:0.80503
[416]	train-mlogloss:0.80415	validation-mlogloss:0.80458
[417]	train-mlogloss:0.80378	validation-mlogloss:0.80423
[418]	train-mlogloss:0.80336	validation-mlogloss:0.80374
[419]	train-mlogloss:0.80295	validation-mlogloss:0.80342
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.46 [%]
Global accuracy score (test) = 69.64 [%]
Global F1 score (train) = 68.94 [%]
Global F1 score (test) = 69.47 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.40      0.48       400
MODERATE-INTENSITY       0.56      0.83      0.66       400
         SEDENTARY       0.82      0.84      0.83       400
VIGOROUS-INTENSITY       0.90      0.72      0.80       345

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


Accuracy capturado en la ejecución 22: 69.64 [%]
F1-score capturado en la ejecución 22: 69.47 [%]

=== EJECUCIÓN 23 ===

--- TRAIN (ejecución 23) ---

--- TEST (ejecución 23) ---
2025-11-07 10:42:11.425317: 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`.
2025-11-07 10:42:11.436732: 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 00:00:1762508531.450232 2404546 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508531.454359 2404546 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508531.464159 2404546 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508531.464178 2404546 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508531.464181 2404546 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508531.464182 2404546 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:42:11.467237: 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:1.38186	validation-mlogloss:1.38208
[1]	train-mlogloss:1.37748	validation-mlogloss:1.37751
[2]	train-mlogloss:1.37313	validation-mlogloss:1.37341
[3]	train-mlogloss:1.36886	validation-mlogloss:1.36944
[4]	train-mlogloss:1.36466	validation-mlogloss:1.36526
[5]	train-mlogloss:1.36045	validation-mlogloss:1.36111
[6]	train-mlogloss:1.35643	validation-mlogloss:1.35737
[7]	train-mlogloss:1.35228	validation-mlogloss:1.35333
[8]	train-mlogloss:1.34814	validation-mlogloss:1.34918
[9]	train-mlogloss:1.34422	validation-mlogloss:1.34538
[10]	train-mlogloss:1.34019	validation-mlogloss:1.34147
[11]	train-mlogloss:1.33606	validation-mlogloss:1.33751
[12]	train-mlogloss:1.33209	validation-mlogloss:1.33360
[13]	train-mlogloss:1.32815	validation-mlogloss:1.32965
[14]	train-mlogloss:1.32427	validation-mlogloss:1.32580
[15]	train-mlogloss:1.32057	validation-mlogloss:1.32207
[16]	train-mlogloss:1.31683	validation-mlogloss:1.31856
[17]	train-mlogloss:1.31316	validation-mlogloss:1.31512
[18]	train-mlogloss:1.30943	validation-mlogloss:1.31135
[19]	train-mlogloss:1.30572	validation-mlogloss:1.30761
[20]	train-mlogloss:1.30211	validation-mlogloss:1.30412
[21]	train-mlogloss:1.29854	validation-mlogloss:1.30058
[22]	train-mlogloss:1.29488	validation-mlogloss:1.29689
[23]	train-mlogloss:1.29134	validation-mlogloss:1.29341
[24]	train-mlogloss:1.28782	validation-mlogloss:1.28994
[25]	train-mlogloss:1.28430	validation-mlogloss:1.28642
[26]	train-mlogloss:1.28087	validation-mlogloss:1.28310
[27]	train-mlogloss:1.27738	validation-mlogloss:1.27982
[28]	train-mlogloss:1.27399	validation-mlogloss:1.27632
[29]	train-mlogloss:1.27059	validation-mlogloss:1.27292
[30]	train-mlogloss:1.26730	validation-mlogloss:1.26969
[31]	train-mlogloss:1.26394	validation-mlogloss:1.26647
[32]	train-mlogloss:1.26064	validation-mlogloss:1.26309
[33]	train-mlogloss:1.25740	validation-mlogloss:1.25982
[34]	train-mlogloss:1.25416	validation-mlogloss:1.25660
[35]	train-mlogloss:1.25091	validation-mlogloss:1.25351
[36]	train-mlogloss:1.24772	validation-mlogloss:1.25039
[37]	train-mlogloss:1.24460	validation-mlogloss:1.24718
[38]	train-mlogloss:1.24169	validation-mlogloss:1.24442
[39]	train-mlogloss:1.23862	validation-mlogloss:1.24131
[40]	train-mlogloss:1.23561	validation-mlogloss:1.23822
[41]	train-mlogloss:1.23257	validation-mlogloss:1.23537
[42]	train-mlogloss:1.22958	validation-mlogloss:1.23236
[43]	train-mlogloss:1.22654	validation-mlogloss:1.22955
[44]	train-mlogloss:1.22358	validation-mlogloss:1.22670
[45]	train-mlogloss:1.22073	validation-mlogloss:1.22376
[46]	train-mlogloss:1.21782	validation-mlogloss:1.22097
[47]	train-mlogloss:1.21497	validation-mlogloss:1.21807
[48]	train-mlogloss:1.21206	validation-mlogloss:1.21536
[49]	train-mlogloss:1.20924	validation-mlogloss:1.21272
[50]	train-mlogloss:1.20650	validation-mlogloss:1.21022
[51]	train-mlogloss:1.20376	validation-mlogloss:1.20755
[52]	train-mlogloss:1.20098	validation-mlogloss:1.20487
[53]	train-mlogloss:1.19821	validation-mlogloss:1.20207
[54]	train-mlogloss:1.19549	validation-mlogloss:1.19930
[55]	train-mlogloss:1.19279	validation-mlogloss:1.19675
[56]	train-mlogloss:1.19013	validation-mlogloss:1.19411
[57]	train-mlogloss:1.18742	validation-mlogloss:1.19145
[58]	train-mlogloss:1.18481	validation-mlogloss:1.18890
[59]	train-mlogloss:1.18225	validation-mlogloss:1.18627
[60]	train-mlogloss:1.17967	validation-mlogloss:1.18373
[61]	train-mlogloss:1.17708	validation-mlogloss:1.18126
[62]	train-mlogloss:1.17459	validation-mlogloss:1.17886
[63]	train-mlogloss:1.17206	validation-mlogloss:1.17637
[64]	train-mlogloss:1.16958	validation-mlogloss:1.17386
[65]	train-mlogloss:1.16710	validation-mlogloss:1.17161
[66]	train-mlogloss:1.16463	validation-mlogloss:1.16911
[67]	train-mlogloss:1.16223	validation-mlogloss:1.16689
[68]	train-mlogloss:1.15979	validation-mlogloss:1.16453
[69]	train-mlogloss:1.15739	validation-mlogloss:1.16212
[70]	train-mlogloss:1.15501	validation-mlogloss:1.15972
[71]	train-mlogloss:1.15259	validation-mlogloss:1.15731
[72]	train-mlogloss:1.15005	validation-mlogloss:1.15505
[73]	train-mlogloss:1.14771	validation-mlogloss:1.15272
[74]	train-mlogloss:1.14540	validation-mlogloss:1.15033
[75]	train-mlogloss:1.14317	validation-mlogloss:1.14816
[76]	train-mlogloss:1.14092	validation-mlogloss:1.14585
[77]	train-mlogloss:1.13848	validation-mlogloss:1.14351
[78]	train-mlogloss:1.13623	validation-mlogloss:1.14144
[79]	train-mlogloss:1.13395	validation-mlogloss:1.13932
[80]	train-mlogloss:1.13175	validation-mlogloss:1.13716
[81]	train-mlogloss:1.12958	validation-mlogloss:1.13500
[82]	train-mlogloss:1.12744	validation-mlogloss:1.13281
[83]	train-mlogloss:1.12530	validation-mlogloss:1.13078
[84]	train-mlogloss:1.12297	validation-mlogloss:1.12862
[85]	train-mlogloss:1.12087	validation-mlogloss:1.12642
[86]	train-mlogloss:1.11873	validation-mlogloss:1.12424
[87]	train-mlogloss:1.11662	validation-mlogloss:1.12218
[88]	train-mlogloss:1.11454	validation-mlogloss:1.12012
[89]	train-mlogloss:1.11222	validation-mlogloss:1.11785
[90]	train-mlogloss:1.11018	validation-mlogloss:1.11580
[91]	train-mlogloss:1.10814	validation-mlogloss:1.11367
[92]	train-mlogloss:1.10608	validation-mlogloss:1.11156
[93]	train-mlogloss:1.10383	validation-mlogloss:1.10947
[94]	train-mlogloss:1.10156	validation-mlogloss:1.10727
[95]	train-mlogloss:1.09929	validation-mlogloss:1.10514
[96]	train-mlogloss:1.09738	validation-mlogloss:1.10316
[97]	train-mlogloss:1.09541	validation-mlogloss:1.10120
[98]	train-mlogloss:1.09323	validation-mlogloss:1.09914
[99]	train-mlogloss:1.09131	validation-mlogloss:1.09725
[100]	train-mlogloss:1.08950	validation-mlogloss:1.09548
[101]	train-mlogloss:1.08762	validation-mlogloss:1.09350
[102]	train-mlogloss:1.08547	validation-mlogloss:1.09139
[103]	train-mlogloss:1.08359	validation-mlogloss:1.08959
[104]	train-mlogloss:1.08147	validation-mlogloss:1.08760
[105]	train-mlogloss:1.07941	validation-mlogloss:1.08563
[106]	train-mlogloss:1.07758	validation-mlogloss:1.08384
[107]	train-mlogloss:1.07579	validation-mlogloss:1.08214
[108]	train-mlogloss:1.07376	validation-mlogloss:1.08008
[109]	train-mlogloss:1.07195	validation-mlogloss:1.07833
[110]	train-mlogloss:1.07014	validation-mlogloss:1.07657
[111]	train-mlogloss:1.06830	validation-mlogloss:1.07474
[112]	train-mlogloss:1.06641	validation-mlogloss:1.07291
[113]	train-mlogloss:1.06461	validation-mlogloss:1.07110
[114]	train-mlogloss:1.06278	validation-mlogloss:1.06936
[115]	train-mlogloss:1.06083	validation-mlogloss:1.06746
[116]	train-mlogloss:1.05898	validation-mlogloss:1.06562
[117]	train-mlogloss:1.05717	validation-mlogloss:1.06396
[118]	train-mlogloss:1.05534	validation-mlogloss:1.06220
[119]	train-mlogloss:1.05370	validation-mlogloss:1.06061
[120]	train-mlogloss:1.05179	validation-mlogloss:1.05872
[121]	train-mlogloss:1.05018	validation-mlogloss:1.05703
[122]	train-mlogloss:1.04861	validation-mlogloss:1.05544
[123]	train-mlogloss:1.04696	validation-mlogloss:1.05386
[124]	train-mlogloss:1.04523	validation-mlogloss:1.05222
[125]	train-mlogloss:1.04347	validation-mlogloss:1.05051
[126]	train-mlogloss:1.04162	validation-mlogloss:1.04860
[127]	train-mlogloss:1.04003	validation-mlogloss:1.04711
[128]	train-mlogloss:1.03849	validation-mlogloss:1.04554
[129]	train-mlogloss:1.03679	validation-mlogloss:1.04392
[130]	train-mlogloss:1.03508	validation-mlogloss:1.04228
[131]	train-mlogloss:1.03353	validation-mlogloss:1.04083
[132]	train-mlogloss:1.03182	validation-mlogloss:1.03919
[133]	train-mlogloss:1.03034	validation-mlogloss:1.03787
[134]	train-mlogloss:1.02861	validation-mlogloss:1.03612
[135]	train-mlogloss:1.02698	validation-mlogloss:1.03459
[136]	train-mlogloss:1.02537	validation-mlogloss:1.03310
[137]	train-mlogloss:1.02373	validation-mlogloss:1.03149
[138]	train-mlogloss:1.02223	validation-mlogloss:1.03000
[139]	train-mlogloss:1.02056	validation-mlogloss:1.02833
[140]	train-mlogloss:1.01911	validation-mlogloss:1.02677
[141]	train-mlogloss:1.01775	validation-mlogloss:1.02541
[142]	train-mlogloss:1.01634	validation-mlogloss:1.02394
[143]	train-mlogloss:1.01493	validation-mlogloss:1.02251
[144]	train-mlogloss:1.01340	validation-mlogloss:1.02096
[145]	train-mlogloss:1.01185	validation-mlogloss:1.01948
[146]	train-mlogloss:1.01033	validation-mlogloss:1.01796
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Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 0 ... 2 1 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.05 [%]
Global accuracy score (test) = 67.38 [%]
Global F1 score (train) = 68.78 [%]
Global F1 score (test) = 67.41 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.55      0.38      0.45       400
MODERATE-INTENSITY       0.53      0.79      0.63       400
         SEDENTARY       0.81      0.82      0.82       400
VIGOROUS-INTENSITY       0.90      0.71      0.80       345

          accuracy                           0.67      1545
         macro avg       0.70      0.68      0.67      1545
      weighted avg       0.69      0.67      0.67      1545


Accuracy capturado en la ejecución 23: 67.38 [%]
F1-score capturado en la ejecución 23: 67.41 [%]

=== EJECUCIÓN 24 ===

--- TRAIN (ejecución 24) ---

--- TEST (ejecución 24) ---
2025-11-07 10:42:23.213466: 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`.
2025-11-07 10:42:23.224851: 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 00:00:1762508543.238096 2404801 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508543.242263 2404801 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508543.252146 2404801 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508543.252164 2404801 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508543.252166 2404801 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508543.252168 2404801 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:42:23.255156: 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:1.38230	validation-mlogloss:1.38260
[1]	train-mlogloss:1.37750	validation-mlogloss:1.37808
[2]	train-mlogloss:1.37315	validation-mlogloss:1.37396
[3]	train-mlogloss:1.36889	validation-mlogloss:1.36994
[4]	train-mlogloss:1.36472	validation-mlogloss:1.36565
[5]	train-mlogloss:1.36052	validation-mlogloss:1.36139
[6]	train-mlogloss:1.35659	validation-mlogloss:1.35759
[7]	train-mlogloss:1.35253	validation-mlogloss:1.35346
[8]	train-mlogloss:1.34843	validation-mlogloss:1.34933
[9]	train-mlogloss:1.34438	validation-mlogloss:1.34512
[10]	train-mlogloss:1.34035	validation-mlogloss:1.34117
[11]	train-mlogloss:1.33640	validation-mlogloss:1.33742
[12]	train-mlogloss:1.33250	validation-mlogloss:1.33332
[13]	train-mlogloss:1.32872	validation-mlogloss:1.32956
[14]	train-mlogloss:1.32485	validation-mlogloss:1.32562
[15]	train-mlogloss:1.32109	validation-mlogloss:1.32192
[16]	train-mlogloss:1.31732	validation-mlogloss:1.31806
[17]	train-mlogloss:1.31360	validation-mlogloss:1.31424
[18]	train-mlogloss:1.30996	validation-mlogloss:1.31065
[19]	train-mlogloss:1.30625	validation-mlogloss:1.30717
[20]	train-mlogloss:1.30264	validation-mlogloss:1.30352
[21]	train-mlogloss:1.29909	validation-mlogloss:1.29994
[22]	train-mlogloss:1.29562	validation-mlogloss:1.29637
[23]	train-mlogloss:1.29206	validation-mlogloss:1.29284
[24]	train-mlogloss:1.28845	validation-mlogloss:1.28922
[25]	train-mlogloss:1.28493	validation-mlogloss:1.28568
[26]	train-mlogloss:1.28149	validation-mlogloss:1.28209
[27]	train-mlogloss:1.27806	validation-mlogloss:1.27871
[28]	train-mlogloss:1.27466	validation-mlogloss:1.27511
[29]	train-mlogloss:1.27135	validation-mlogloss:1.27187
[30]	train-mlogloss:1.26815	validation-mlogloss:1.26876
[31]	train-mlogloss:1.26490	validation-mlogloss:1.26558
[32]	train-mlogloss:1.26162	validation-mlogloss:1.26225
[33]	train-mlogloss:1.25844	validation-mlogloss:1.25895
[34]	train-mlogloss:1.25521	validation-mlogloss:1.25582
[35]	train-mlogloss:1.25170	validation-mlogloss:1.25245
[36]	train-mlogloss:1.24853	validation-mlogloss:1.24942
[37]	train-mlogloss:1.24552	validation-mlogloss:1.24641
[38]	train-mlogloss:1.24239	validation-mlogloss:1.24326
[39]	train-mlogloss:1.23930	validation-mlogloss:1.24025
[40]	train-mlogloss:1.23630	validation-mlogloss:1.23723
[41]	train-mlogloss:1.23325	validation-mlogloss:1.23427
[42]	train-mlogloss:1.23024	validation-mlogloss:1.23119
[43]	train-mlogloss:1.22730	validation-mlogloss:1.22824
[44]	train-mlogloss:1.22432	validation-mlogloss:1.22531
[45]	train-mlogloss:1.22139	validation-mlogloss:1.22229
[46]	train-mlogloss:1.21850	validation-mlogloss:1.21935
[47]	train-mlogloss:1.21562	validation-mlogloss:1.21648
[48]	train-mlogloss:1.21272	validation-mlogloss:1.21349
[49]	train-mlogloss:1.20990	validation-mlogloss:1.21066
[50]	train-mlogloss:1.20707	validation-mlogloss:1.20786
[51]	train-mlogloss:1.20436	validation-mlogloss:1.20526
[52]	train-mlogloss:1.20156	validation-mlogloss:1.20223
[53]	train-mlogloss:1.19881	validation-mlogloss:1.19953
[54]	train-mlogloss:1.19609	validation-mlogloss:1.19661
[55]	train-mlogloss:1.19343	validation-mlogloss:1.19391
[56]	train-mlogloss:1.19056	validation-mlogloss:1.19116
[57]	train-mlogloss:1.18797	validation-mlogloss:1.18839
[58]	train-mlogloss:1.18540	validation-mlogloss:1.18577
[59]	train-mlogloss:1.18290	validation-mlogloss:1.18318
[60]	train-mlogloss:1.18014	validation-mlogloss:1.18060
[61]	train-mlogloss:1.17754	validation-mlogloss:1.17797
[62]	train-mlogloss:1.17492	validation-mlogloss:1.17529
[63]	train-mlogloss:1.17238	validation-mlogloss:1.17267
[64]	train-mlogloss:1.16984	validation-mlogloss:1.17004
[65]	train-mlogloss:1.16735	validation-mlogloss:1.16746
[66]	train-mlogloss:1.16494	validation-mlogloss:1.16489
[67]	train-mlogloss:1.16245	validation-mlogloss:1.16235
[68]	train-mlogloss:1.15997	validation-mlogloss:1.15969
[69]	train-mlogloss:1.15756	validation-mlogloss:1.15718
[70]	train-mlogloss:1.15520	validation-mlogloss:1.15480
[71]	train-mlogloss:1.15282	validation-mlogloss:1.15245
[72]	train-mlogloss:1.15053	validation-mlogloss:1.14999
[73]	train-mlogloss:1.14804	validation-mlogloss:1.14760
[74]	train-mlogloss:1.14572	validation-mlogloss:1.14527
[75]	train-mlogloss:1.14345	validation-mlogloss:1.14301
[76]	train-mlogloss:1.14124	validation-mlogloss:1.14081
[77]	train-mlogloss:1.13897	validation-mlogloss:1.13845
[78]	train-mlogloss:1.13657	validation-mlogloss:1.13604
[79]	train-mlogloss:1.13438	validation-mlogloss:1.13378
[80]	train-mlogloss:1.13214	validation-mlogloss:1.13150
[81]	train-mlogloss:1.12990	validation-mlogloss:1.12924
[82]	train-mlogloss:1.12778	validation-mlogloss:1.12702
[83]	train-mlogloss:1.12561	validation-mlogloss:1.12485
[84]	train-mlogloss:1.12351	validation-mlogloss:1.12279
[85]	train-mlogloss:1.12112	validation-mlogloss:1.12053
[86]	train-mlogloss:1.11884	validation-mlogloss:1.11832
[87]	train-mlogloss:1.11643	validation-mlogloss:1.11599
[88]	train-mlogloss:1.11434	validation-mlogloss:1.11389
[89]	train-mlogloss:1.11229	validation-mlogloss:1.11188
[90]	train-mlogloss:1.11029	validation-mlogloss:1.10987
[91]	train-mlogloss:1.10809	validation-mlogloss:1.10777
[92]	train-mlogloss:1.10587	validation-mlogloss:1.10556
[93]	train-mlogloss:1.10391	validation-mlogloss:1.10363
[94]	train-mlogloss:1.10194	validation-mlogloss:1.10145
[95]	train-mlogloss:1.10000	validation-mlogloss:1.09954
[96]	train-mlogloss:1.09802	validation-mlogloss:1.09758
[97]	train-mlogloss:1.09611	validation-mlogloss:1.09567
[98]	train-mlogloss:1.09394	validation-mlogloss:1.09353
[99]	train-mlogloss:1.09186	validation-mlogloss:1.09154
[100]	train-mlogloss:1.08972	validation-mlogloss:1.08943
[101]	train-mlogloss:1.08767	validation-mlogloss:1.08752
[102]	train-mlogloss:1.08579	validation-mlogloss:1.08565
[103]	train-mlogloss:1.08398	validation-mlogloss:1.08383
[104]	train-mlogloss:1.08198	validation-mlogloss:1.08186
[105]	train-mlogloss:1.07994	validation-mlogloss:1.07987
[106]	train-mlogloss:1.07789	validation-mlogloss:1.07787
[107]	train-mlogloss:1.07589	validation-mlogloss:1.07599
[108]	train-mlogloss:1.07403	validation-mlogloss:1.07422
[109]	train-mlogloss:1.07228	validation-mlogloss:1.07238
[110]	train-mlogloss:1.07032	validation-mlogloss:1.07050
[111]	train-mlogloss:1.06840	validation-mlogloss:1.06854
[112]	train-mlogloss:1.06675	validation-mlogloss:1.06683
[113]	train-mlogloss:1.06502	validation-mlogloss:1.06509
[114]	train-mlogloss:1.06331	validation-mlogloss:1.06340
[115]	train-mlogloss:1.06165	validation-mlogloss:1.06169
[116]	train-mlogloss:1.05982	validation-mlogloss:1.05981
[117]	train-mlogloss:1.05797	validation-mlogloss:1.05806
[118]	train-mlogloss:1.05615	validation-mlogloss:1.05635
[119]	train-mlogloss:1.05437	validation-mlogloss:1.05461
[120]	train-mlogloss:1.05271	validation-mlogloss:1.05288
[121]	train-mlogloss:1.05113	validation-mlogloss:1.05129
[122]	train-mlogloss:1.04948	validation-mlogloss:1.04960
[123]	train-mlogloss:1.04766	validation-mlogloss:1.04776
[124]	train-mlogloss:1.04586	validation-mlogloss:1.04602
[125]	train-mlogloss:1.04411	validation-mlogloss:1.04428
[126]	train-mlogloss:1.04250	validation-mlogloss:1.04264
[127]	train-mlogloss:1.04095	validation-mlogloss:1.04101
[128]	train-mlogloss:1.03919	validation-mlogloss:1.03920
[129]	train-mlogloss:1.03765	validation-mlogloss:1.03760
[130]	train-mlogloss:1.03612	validation-mlogloss:1.03608
[131]	train-mlogloss:1.03440	validation-mlogloss:1.03438
[132]	train-mlogloss:1.03287	validation-mlogloss:1.03282
[133]	train-mlogloss:1.03125	validation-mlogloss:1.03124
[134]	train-mlogloss:1.02959	validation-mlogloss:1.02957
[135]	train-mlogloss:1.02812	validation-mlogloss:1.02798
[136]	train-mlogloss:1.02667	validation-mlogloss:1.02647
[137]	train-mlogloss:1.02505	validation-mlogloss:1.02491
[138]	train-mlogloss:1.02345	validation-mlogloss:1.02337
[139]	train-mlogloss:1.02190	validation-mlogloss:1.02193
[140]	train-mlogloss:1.02047	validation-mlogloss:1.02043
[141]	train-mlogloss:1.01896	validation-mlogloss:1.01891
[142]	train-mlogloss:1.01754	validation-mlogloss:1.01743
[143]	train-mlogloss:1.01624	validation-mlogloss:1.01608
[144]	train-mlogloss:1.01470	validation-mlogloss:1.01468
[145]	train-mlogloss:1.01319	validation-mlogloss:1.01327
[146]	train-mlogloss:1.01181	validation-mlogloss:1.01179
[147]	train-mlogloss:1.01032	validation-mlogloss:1.01035
[148]	train-mlogloss:1.00898	validation-mlogloss:1.00900
[149]	train-mlogloss:1.00763	validation-mlogloss:1.00763
[150]	train-mlogloss:1.00617	validation-mlogloss:1.00625
[151]	train-mlogloss:1.00486	validation-mlogloss:1.00496
[152]	train-mlogloss:1.00330	validation-mlogloss:1.00342
[153]	train-mlogloss:1.00179	validation-mlogloss:1.00192
[154]	train-mlogloss:1.00031	validation-mlogloss:1.00047
[155]	train-mlogloss:0.99887	validation-mlogloss:0.99904
[156]	train-mlogloss:0.99741	validation-mlogloss:0.99746
[157]	train-mlogloss:0.99614	validation-mlogloss:0.99618
[158]	train-mlogloss:0.99475	validation-mlogloss:0.99474
[159]	train-mlogloss:0.99348	validation-mlogloss:0.99344
[160]	train-mlogloss:0.99220	validation-mlogloss:0.99214
[161]	train-mlogloss:0.99089	validation-mlogloss:0.99088
[162]	train-mlogloss:0.98967	validation-mlogloss:0.98976
[163]	train-mlogloss:0.98826	validation-mlogloss:0.98832
[164]	train-mlogloss:0.98684	validation-mlogloss:0.98680
[165]	train-mlogloss:0.98554	validation-mlogloss:0.98553
[166]	train-mlogloss:0.98420	validation-mlogloss:0.98416
[167]	train-mlogloss:0.98286	validation-mlogloss:0.98279
[168]	train-mlogloss:0.98147	validation-mlogloss:0.98136
[169]	train-mlogloss:0.98025	validation-mlogloss:0.98017
[170]	train-mlogloss:0.97888	validation-mlogloss:0.97866
[171]	train-mlogloss:0.97767	validation-mlogloss:0.97744
[172]	train-mlogloss:0.97642	validation-mlogloss:0.97614
[173]	train-mlogloss:0.97526	validation-mlogloss:0.97504
[174]	train-mlogloss:0.97408	validation-mlogloss:0.97384
[175]	train-mlogloss:0.97279	validation-mlogloss:0.97248
[176]	train-mlogloss:0.97166	validation-mlogloss:0.97130
[177]	train-mlogloss:0.97042	validation-mlogloss:0.97005
[178]	train-mlogloss:0.96931	validation-mlogloss:0.96898
[179]	train-mlogloss:0.96813	validation-mlogloss:0.96778
[180]	train-mlogloss:0.96690	validation-mlogloss:0.96648
[181]	train-mlogloss:0.96567	validation-mlogloss:0.96522
[182]	train-mlogloss:0.96461	validation-mlogloss:0.96413
[183]	train-mlogloss:0.96353	validation-mlogloss:0.96305
[184]	train-mlogloss:0.96248	validation-mlogloss:0.96197
[185]	train-mlogloss:0.96130	validation-mlogloss:0.96078
[186]	train-mlogloss:0.96017	validation-mlogloss:0.95971
[187]	train-mlogloss:0.95908	validation-mlogloss:0.95856
[188]	train-mlogloss:0.95807	validation-mlogloss:0.95747
[189]	train-mlogloss:0.95703	validation-mlogloss:0.95640
[190]	train-mlogloss:0.95598	validation-mlogloss:0.95540
[191]	train-mlogloss:0.95498	validation-mlogloss:0.95448
[192]	train-mlogloss:0.95386	validation-mlogloss:0.95333
[193]	train-mlogloss:0.95273	validation-mlogloss:0.95216
[194]	train-mlogloss:0.95151	validation-mlogloss:0.95086
[195]	train-mlogloss:0.95035	validation-mlogloss:0.94964
[196]	train-mlogloss:0.94931	validation-mlogloss:0.94866
[197]	train-mlogloss:0.94822	validation-mlogloss:0.94749
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[369]	train-mlogloss:0.82459	validation-mlogloss:0.82416
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[371]	train-mlogloss:0.82362	validation-mlogloss:0.82326
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[382]	train-mlogloss:0.81844	validation-mlogloss:0.81828
[383]	train-mlogloss:0.81795	validation-mlogloss:0.81776
[384]	train-mlogloss:0.81755	validation-mlogloss:0.81740
[385]	train-mlogloss:0.81715	validation-mlogloss:0.81707
[386]	train-mlogloss:0.81666	validation-mlogloss:0.81664
[387]	train-mlogloss:0.81620	validation-mlogloss:0.81628
[388]	train-mlogloss:0.81576	validation-mlogloss:0.81580
[389]	train-mlogloss:0.81532	validation-mlogloss:0.81542
[390]	train-mlogloss:0.81491	validation-mlogloss:0.81505
[391]	train-mlogloss:0.81440	validation-mlogloss:0.81460
[392]	train-mlogloss:0.81393	validation-mlogloss:0.81415
[393]	train-mlogloss:0.81345	validation-mlogloss:0.81373
[394]	train-mlogloss:0.81306	validation-mlogloss:0.81339
[395]	train-mlogloss:0.81261	validation-mlogloss:0.81292
[396]	train-mlogloss:0.81212	validation-mlogloss:0.81247
[397]	train-mlogloss:0.81168	validation-mlogloss:0.81199
[398]	train-mlogloss:0.81124	validation-mlogloss:0.81159
[399]	train-mlogloss:0.81084	validation-mlogloss:0.81118
[400]	train-mlogloss:0.81051	validation-mlogloss:0.81083
[401]	train-mlogloss:0.81000	validation-mlogloss:0.81033
[402]	train-mlogloss:0.80958	validation-mlogloss:0.80993
[403]	train-mlogloss:0.80916	validation-mlogloss:0.80953
[404]	train-mlogloss:0.80873	validation-mlogloss:0.80915
[405]	train-mlogloss:0.80827	validation-mlogloss:0.80876
[406]	train-mlogloss:0.80783	validation-mlogloss:0.80829
[407]	train-mlogloss:0.80742	validation-mlogloss:0.80795
[408]	train-mlogloss:0.80702	validation-mlogloss:0.80759
[409]	train-mlogloss:0.80665	validation-mlogloss:0.80725
[410]	train-mlogloss:0.80620	validation-mlogloss:0.80675
[411]	train-mlogloss:0.80576	validation-mlogloss:0.80635
[412]	train-mlogloss:0.80531	validation-mlogloss:0.80579
[413]	train-mlogloss:0.80487	validation-mlogloss:0.80531
[414]	train-mlogloss:0.80450	validation-mlogloss:0.80495
[415]	train-mlogloss:0.80409	validation-mlogloss:0.80464
[416]	train-mlogloss:0.80366	validation-mlogloss:0.80425
[417]	train-mlogloss:0.80327	validation-mlogloss:0.80389
[418]	train-mlogloss:0.80291	validation-mlogloss:0.80353
[419]	train-mlogloss:0.80254	validation-mlogloss:0.80320
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 0]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.15 [%]
Global accuracy score (test) = 70.1 [%]
Global F1 score (train) = 68.7 [%]
Global F1 score (test) = 70.02 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.63      0.41      0.50       400
MODERATE-INTENSITY       0.54      0.82      0.66       400
         SEDENTARY       0.84      0.86      0.85       400
VIGOROUS-INTENSITY       0.91      0.71      0.80       345

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


Accuracy capturado en la ejecución 24: 70.1 [%]
F1-score capturado en la ejecución 24: 70.02 [%]

=== EJECUCIÓN 25 ===

--- TRAIN (ejecución 25) ---

--- TEST (ejecución 25) ---
2025-11-07 10:42:35.182541: 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`.
2025-11-07 10:42:35.193576: 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 00:00:1762508555.206934 2405057 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508555.210894 2405057 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508555.220784 2405057 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508555.220802 2405057 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508555.220804 2405057 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508555.220805 2405057 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:42:35.223862: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
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Training a non-convolutional model.
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[23]	train-mlogloss:1.29075	validation-mlogloss:1.29186
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[102]	train-mlogloss:1.08506	validation-mlogloss:1.08431
[103]	train-mlogloss:1.08321	validation-mlogloss:1.08229
[104]	train-mlogloss:1.08139	validation-mlogloss:1.08043
[105]	train-mlogloss:1.07932	validation-mlogloss:1.07840
[106]	train-mlogloss:1.07741	validation-mlogloss:1.07653
[107]	train-mlogloss:1.07565	validation-mlogloss:1.07475
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[109]	train-mlogloss:1.07191	validation-mlogloss:1.07091
[110]	train-mlogloss:1.07018	validation-mlogloss:1.06923
[111]	train-mlogloss:1.06839	validation-mlogloss:1.06737
[112]	train-mlogloss:1.06650	validation-mlogloss:1.06552
[113]	train-mlogloss:1.06465	validation-mlogloss:1.06375
[114]	train-mlogloss:1.06302	validation-mlogloss:1.06205
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[116]	train-mlogloss:1.05948	validation-mlogloss:1.05856
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[118]	train-mlogloss:1.05585	validation-mlogloss:1.05515
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[131]	train-mlogloss:1.03402	validation-mlogloss:1.03337
[132]	train-mlogloss:1.03248	validation-mlogloss:1.03185
[133]	train-mlogloss:1.03102	validation-mlogloss:1.03036
[134]	train-mlogloss:1.02940	validation-mlogloss:1.02868
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[139]	train-mlogloss:1.02168	validation-mlogloss:1.02095
[140]	train-mlogloss:1.02007	validation-mlogloss:1.01923
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[204]	train-mlogloss:0.94005	validation-mlogloss:0.93792
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[206]	train-mlogloss:0.93809	validation-mlogloss:0.93582
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[210]	train-mlogloss:0.93415	validation-mlogloss:0.93191
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[385]	train-mlogloss:0.81630	validation-mlogloss:0.81405
[386]	train-mlogloss:0.81585	validation-mlogloss:0.81361
[387]	train-mlogloss:0.81544	validation-mlogloss:0.81322
[388]	train-mlogloss:0.81504	validation-mlogloss:0.81285
[389]	train-mlogloss:0.81460	validation-mlogloss:0.81236
[390]	train-mlogloss:0.81419	validation-mlogloss:0.81194
[391]	train-mlogloss:0.81374	validation-mlogloss:0.81152
[392]	train-mlogloss:0.81328	validation-mlogloss:0.81107
[393]	train-mlogloss:0.81283	validation-mlogloss:0.81062
[394]	train-mlogloss:0.81242	validation-mlogloss:0.81019
[395]	train-mlogloss:0.81198	validation-mlogloss:0.80977
[396]	train-mlogloss:0.81157	validation-mlogloss:0.80938
[397]	train-mlogloss:0.81110	validation-mlogloss:0.80893
[398]	train-mlogloss:0.81074	validation-mlogloss:0.80855
[399]	train-mlogloss:0.81027	validation-mlogloss:0.80811
[400]	train-mlogloss:0.80980	validation-mlogloss:0.80769
[401]	train-mlogloss:0.80939	validation-mlogloss:0.80724
[402]	train-mlogloss:0.80893	validation-mlogloss:0.80678
[403]	train-mlogloss:0.80856	validation-mlogloss:0.80640
[404]	train-mlogloss:0.80815	validation-mlogloss:0.80607
[405]	train-mlogloss:0.80775	validation-mlogloss:0.80575
[406]	train-mlogloss:0.80737	validation-mlogloss:0.80547
[407]	train-mlogloss:0.80695	validation-mlogloss:0.80508
[408]	train-mlogloss:0.80655	validation-mlogloss:0.80465
[409]	train-mlogloss:0.80620	validation-mlogloss:0.80437
[410]	train-mlogloss:0.80584	validation-mlogloss:0.80400
[411]	train-mlogloss:0.80544	validation-mlogloss:0.80365
[412]	train-mlogloss:0.80507	validation-mlogloss:0.80334
[413]	train-mlogloss:0.80473	validation-mlogloss:0.80309
[414]	train-mlogloss:0.80433	validation-mlogloss:0.80270
[415]	train-mlogloss:0.80390	validation-mlogloss:0.80236
[416]	train-mlogloss:0.80346	validation-mlogloss:0.80190
[417]	train-mlogloss:0.80301	validation-mlogloss:0.80143
[418]	train-mlogloss:0.80264	validation-mlogloss:0.80107
[419]	train-mlogloss:0.80229	validation-mlogloss:0.80078
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.21 [%]
Global accuracy score (test) = 69.19 [%]
Global F1 score (train) = 68.76 [%]
Global F1 score (test) = 69.11 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.39      0.48       400
MODERATE-INTENSITY       0.53      0.81      0.64       400
         SEDENTARY       0.82      0.85      0.84       400
VIGOROUS-INTENSITY       0.92      0.71      0.80       345

          accuracy                           0.69      1545
         macro avg       0.72      0.69      0.69      1545
      weighted avg       0.72      0.69      0.69      1545


Accuracy capturado en la ejecución 25: 69.19 [%]
F1-score capturado en la ejecución 25: 69.11 [%]

=== EJECUCIÓN 26 ===

--- TRAIN (ejecución 26) ---

--- TEST (ejecución 26) ---
2025-11-07 10:42:46.929027: 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`.
2025-11-07 10:42:46.940576: 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 00:00:1762508566.953615 2405336 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508566.957763 2405336 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508566.967566 2405336 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508566.967586 2405336 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508566.967588 2405336 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508566.967589 2405336 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:42:46.970701: 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)
Training a non-convolutional model.
[0]	train-mlogloss:1.38193	validation-mlogloss:1.38196
[1]	train-mlogloss:1.37749	validation-mlogloss:1.37762
[2]	train-mlogloss:1.37263	validation-mlogloss:1.37310
[3]	train-mlogloss:1.36822	validation-mlogloss:1.36862
[4]	train-mlogloss:1.36392	validation-mlogloss:1.36445
[5]	train-mlogloss:1.35982	validation-mlogloss:1.36028
[6]	train-mlogloss:1.35567	validation-mlogloss:1.35622
[7]	train-mlogloss:1.35160	validation-mlogloss:1.35227
[8]	train-mlogloss:1.34754	validation-mlogloss:1.34832
[9]	train-mlogloss:1.34336	validation-mlogloss:1.34426
[10]	train-mlogloss:1.33938	validation-mlogloss:1.34032
[11]	train-mlogloss:1.33531	validation-mlogloss:1.33628
[12]	train-mlogloss:1.33114	validation-mlogloss:1.33234
[13]	train-mlogloss:1.32699	validation-mlogloss:1.32853
[14]	train-mlogloss:1.32310	validation-mlogloss:1.32469
[15]	train-mlogloss:1.31897	validation-mlogloss:1.32077
[16]	train-mlogloss:1.31539	validation-mlogloss:1.31729
[17]	train-mlogloss:1.31171	validation-mlogloss:1.31368
[18]	train-mlogloss:1.30794	validation-mlogloss:1.30988
[19]	train-mlogloss:1.30421	validation-mlogloss:1.30619
[20]	train-mlogloss:1.30058	validation-mlogloss:1.30256
[21]	train-mlogloss:1.29698	validation-mlogloss:1.29917
[22]	train-mlogloss:1.29339	validation-mlogloss:1.29569
[23]	train-mlogloss:1.28981	validation-mlogloss:1.29215
[24]	train-mlogloss:1.28619	validation-mlogloss:1.28855
[25]	train-mlogloss:1.28271	validation-mlogloss:1.28523
[26]	train-mlogloss:1.27920	validation-mlogloss:1.28184
[27]	train-mlogloss:1.27569	validation-mlogloss:1.27845
[28]	train-mlogloss:1.27230	validation-mlogloss:1.27514
[29]	train-mlogloss:1.26898	validation-mlogloss:1.27173
[30]	train-mlogloss:1.26567	validation-mlogloss:1.26854
[31]	train-mlogloss:1.26237	validation-mlogloss:1.26515
[32]	train-mlogloss:1.25911	validation-mlogloss:1.26189
[33]	train-mlogloss:1.25578	validation-mlogloss:1.25857
[34]	train-mlogloss:1.25253	validation-mlogloss:1.25535
[35]	train-mlogloss:1.24930	validation-mlogloss:1.25213
[36]	train-mlogloss:1.24617	validation-mlogloss:1.24890
[37]	train-mlogloss:1.24304	validation-mlogloss:1.24589
[38]	train-mlogloss:1.24010	validation-mlogloss:1.24295
[39]	train-mlogloss:1.23707	validation-mlogloss:1.24001
[40]	train-mlogloss:1.23404	validation-mlogloss:1.23699
[41]	train-mlogloss:1.23104	validation-mlogloss:1.23400
[42]	train-mlogloss:1.22801	validation-mlogloss:1.23096
[43]	train-mlogloss:1.22504	validation-mlogloss:1.22799
[44]	train-mlogloss:1.22210	validation-mlogloss:1.22515
[45]	train-mlogloss:1.21909	validation-mlogloss:1.22213
[46]	train-mlogloss:1.21618	validation-mlogloss:1.21936
[47]	train-mlogloss:1.21329	validation-mlogloss:1.21658
[48]	train-mlogloss:1.21029	validation-mlogloss:1.21371
[49]	train-mlogloss:1.20736	validation-mlogloss:1.21079
[50]	train-mlogloss:1.20455	validation-mlogloss:1.20804
[51]	train-mlogloss:1.20183	validation-mlogloss:1.20538
[52]	train-mlogloss:1.19909	validation-mlogloss:1.20272
[53]	train-mlogloss:1.19635	validation-mlogloss:1.20005
[54]	train-mlogloss:1.19374	validation-mlogloss:1.19740
[55]	train-mlogloss:1.19096	validation-mlogloss:1.19463
[56]	train-mlogloss:1.18824	validation-mlogloss:1.19199
[57]	train-mlogloss:1.18565	validation-mlogloss:1.18953
[58]	train-mlogloss:1.18297	validation-mlogloss:1.18684
[59]	train-mlogloss:1.18037	validation-mlogloss:1.18424
[60]	train-mlogloss:1.17785	validation-mlogloss:1.18177
[61]	train-mlogloss:1.17533	validation-mlogloss:1.17920
[62]	train-mlogloss:1.17282	validation-mlogloss:1.17682
[63]	train-mlogloss:1.17025	validation-mlogloss:1.17432
[64]	train-mlogloss:1.16777	validation-mlogloss:1.17191
[65]	train-mlogloss:1.16523	validation-mlogloss:1.16943
[66]	train-mlogloss:1.16284	validation-mlogloss:1.16709
[67]	train-mlogloss:1.16043	validation-mlogloss:1.16476
[68]	train-mlogloss:1.15809	validation-mlogloss:1.16239
[69]	train-mlogloss:1.15550	validation-mlogloss:1.15997
[70]	train-mlogloss:1.15327	validation-mlogloss:1.15766
[71]	train-mlogloss:1.15091	validation-mlogloss:1.15540
[72]	train-mlogloss:1.14847	validation-mlogloss:1.15295
[73]	train-mlogloss:1.14616	validation-mlogloss:1.15063
[74]	train-mlogloss:1.14389	validation-mlogloss:1.14844
[75]	train-mlogloss:1.14163	validation-mlogloss:1.14624
[76]	train-mlogloss:1.13939	validation-mlogloss:1.14401
[77]	train-mlogloss:1.13714	validation-mlogloss:1.14179
[78]	train-mlogloss:1.13454	validation-mlogloss:1.13928
[79]	train-mlogloss:1.13230	validation-mlogloss:1.13710
[80]	train-mlogloss:1.13007	validation-mlogloss:1.13492
[81]	train-mlogloss:1.12789	validation-mlogloss:1.13278
[82]	train-mlogloss:1.12578	validation-mlogloss:1.13072
[83]	train-mlogloss:1.12363	validation-mlogloss:1.12856
[84]	train-mlogloss:1.12154	validation-mlogloss:1.12654
[85]	train-mlogloss:1.11930	validation-mlogloss:1.12442
[86]	train-mlogloss:1.11730	validation-mlogloss:1.12252
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[88]	train-mlogloss:1.11301	validation-mlogloss:1.11832
[89]	train-mlogloss:1.11097	validation-mlogloss:1.11633
[90]	train-mlogloss:1.10892	validation-mlogloss:1.11435
[91]	train-mlogloss:1.10691	validation-mlogloss:1.11224
[92]	train-mlogloss:1.10491	validation-mlogloss:1.11025
[93]	train-mlogloss:1.10288	validation-mlogloss:1.10819
[94]	train-mlogloss:1.10093	validation-mlogloss:1.10634
[95]	train-mlogloss:1.09881	validation-mlogloss:1.10435
[96]	train-mlogloss:1.09691	validation-mlogloss:1.10235
[97]	train-mlogloss:1.09500	validation-mlogloss:1.10051
[98]	train-mlogloss:1.09311	validation-mlogloss:1.09872
[99]	train-mlogloss:1.09116	validation-mlogloss:1.09669
[100]	train-mlogloss:1.08926	validation-mlogloss:1.09483
[101]	train-mlogloss:1.08744	validation-mlogloss:1.09308
[102]	train-mlogloss:1.08554	validation-mlogloss:1.09114
[103]	train-mlogloss:1.08371	validation-mlogloss:1.08937
[104]	train-mlogloss:1.08186	validation-mlogloss:1.08759
[105]	train-mlogloss:1.08000	validation-mlogloss:1.08573
[106]	train-mlogloss:1.07796	validation-mlogloss:1.08372
[107]	train-mlogloss:1.07614	validation-mlogloss:1.08196
[108]	train-mlogloss:1.07436	validation-mlogloss:1.08020
[109]	train-mlogloss:1.07240	validation-mlogloss:1.07830
[110]	train-mlogloss:1.07063	validation-mlogloss:1.07653
[111]	train-mlogloss:1.06893	validation-mlogloss:1.07492
[112]	train-mlogloss:1.06727	validation-mlogloss:1.07327
[113]	train-mlogloss:1.06551	validation-mlogloss:1.07161
[114]	train-mlogloss:1.06388	validation-mlogloss:1.06997
[115]	train-mlogloss:1.06195	validation-mlogloss:1.06810
[116]	train-mlogloss:1.06012	validation-mlogloss:1.06640
[117]	train-mlogloss:1.05833	validation-mlogloss:1.06471
[118]	train-mlogloss:1.05646	validation-mlogloss:1.06293
[119]	train-mlogloss:1.05478	validation-mlogloss:1.06129
[120]	train-mlogloss:1.05312	validation-mlogloss:1.05971
[121]	train-mlogloss:1.05139	validation-mlogloss:1.05791
[122]	train-mlogloss:1.04981	validation-mlogloss:1.05637
[123]	train-mlogloss:1.04819	validation-mlogloss:1.05468
[124]	train-mlogloss:1.04647	validation-mlogloss:1.05314
[125]	train-mlogloss:1.04474	validation-mlogloss:1.05149
[126]	train-mlogloss:1.04294	validation-mlogloss:1.04980
[127]	train-mlogloss:1.04134	validation-mlogloss:1.04824
[128]	train-mlogloss:1.03954	validation-mlogloss:1.04648
[129]	train-mlogloss:1.03778	validation-mlogloss:1.04478
[130]	train-mlogloss:1.03624	validation-mlogloss:1.04326
[131]	train-mlogloss:1.03449	validation-mlogloss:1.04158
[132]	train-mlogloss:1.03278	validation-mlogloss:1.03993
[133]	train-mlogloss:1.03132	validation-mlogloss:1.03837
[134]	train-mlogloss:1.02990	validation-mlogloss:1.03700
[135]	train-mlogloss:1.02839	validation-mlogloss:1.03560
[136]	train-mlogloss:1.02690	validation-mlogloss:1.03412
[137]	train-mlogloss:1.02530	validation-mlogloss:1.03263
[138]	train-mlogloss:1.02374	validation-mlogloss:1.03111
[139]	train-mlogloss:1.02209	validation-mlogloss:1.02953
[140]	train-mlogloss:1.02066	validation-mlogloss:1.02810
[141]	train-mlogloss:1.01923	validation-mlogloss:1.02665
[142]	train-mlogloss:1.01788	validation-mlogloss:1.02533
[143]	train-mlogloss:1.01646	validation-mlogloss:1.02385
[144]	train-mlogloss:1.01504	validation-mlogloss:1.02236
[145]	train-mlogloss:1.01371	validation-mlogloss:1.02107
[146]	train-mlogloss:1.01228	validation-mlogloss:1.01970
[147]	train-mlogloss:1.01068	validation-mlogloss:1.01811
[148]	train-mlogloss:1.00917	validation-mlogloss:1.01672
[149]	train-mlogloss:1.00784	validation-mlogloss:1.01532
[150]	train-mlogloss:1.00638	validation-mlogloss:1.01398
[151]	train-mlogloss:1.00490	validation-mlogloss:1.01256
[152]	train-mlogloss:1.00357	validation-mlogloss:1.01114
[153]	train-mlogloss:1.00223	validation-mlogloss:1.00978
[154]	train-mlogloss:1.00086	validation-mlogloss:1.00847
[155]	train-mlogloss:0.99957	validation-mlogloss:1.00716
[156]	train-mlogloss:0.99809	validation-mlogloss:1.00575
[157]	train-mlogloss:0.99661	validation-mlogloss:1.00428
[158]	train-mlogloss:0.99535	validation-mlogloss:1.00298
[159]	train-mlogloss:0.99416	validation-mlogloss:1.00184
[160]	train-mlogloss:0.99269	validation-mlogloss:1.00037
[161]	train-mlogloss:0.99144	validation-mlogloss:0.99905
[162]	train-mlogloss:0.99013	validation-mlogloss:0.99778
[163]	train-mlogloss:0.98869	validation-mlogloss:0.99633
[164]	train-mlogloss:0.98726	validation-mlogloss:0.99490
[165]	train-mlogloss:0.98597	validation-mlogloss:0.99374
[166]	train-mlogloss:0.98475	validation-mlogloss:0.99243
[167]	train-mlogloss:0.98337	validation-mlogloss:0.99105
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[169]	train-mlogloss:0.98095	validation-mlogloss:0.98887
[170]	train-mlogloss:0.97960	validation-mlogloss:0.98755
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[181]	train-mlogloss:0.96550	validation-mlogloss:0.97353
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[191]	train-mlogloss:0.95405	validation-mlogloss:0.96217
[192]	train-mlogloss:0.95277	validation-mlogloss:0.96096
[193]	train-mlogloss:0.95163	validation-mlogloss:0.95984
[194]	train-mlogloss:0.95061	validation-mlogloss:0.95880
[195]	train-mlogloss:0.94952	validation-mlogloss:0.95784
[196]	train-mlogloss:0.94829	validation-mlogloss:0.95663
[197]	train-mlogloss:0.94717	validation-mlogloss:0.95553
[198]	train-mlogloss:0.94599	validation-mlogloss:0.95431
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[200]	train-mlogloss:0.94391	validation-mlogloss:0.95230
[201]	train-mlogloss:0.94275	validation-mlogloss:0.95114
[202]	train-mlogloss:0.94163	validation-mlogloss:0.94991
[203]	train-mlogloss:0.94053	validation-mlogloss:0.94885
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[291]	train-mlogloss:0.86617	validation-mlogloss:0.87585
[292]	train-mlogloss:0.86547	validation-mlogloss:0.87517
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[296]	train-mlogloss:0.86273	validation-mlogloss:0.87243
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[298]	train-mlogloss:0.86136	validation-mlogloss:0.87111
[299]	train-mlogloss:0.86064	validation-mlogloss:0.87031
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[304]	train-mlogloss:0.85740	validation-mlogloss:0.86713
[305]	train-mlogloss:0.85680	validation-mlogloss:0.86655
[306]	train-mlogloss:0.85620	validation-mlogloss:0.86600
[307]	train-mlogloss:0.85562	validation-mlogloss:0.86543
[308]	train-mlogloss:0.85505	validation-mlogloss:0.86490
[309]	train-mlogloss:0.85442	validation-mlogloss:0.86427
[310]	train-mlogloss:0.85380	validation-mlogloss:0.86363
[311]	train-mlogloss:0.85320	validation-mlogloss:0.86300
[312]	train-mlogloss:0.85251	validation-mlogloss:0.86234
[313]	train-mlogloss:0.85192	validation-mlogloss:0.86179
[314]	train-mlogloss:0.85143	validation-mlogloss:0.86133
[315]	train-mlogloss:0.85087	validation-mlogloss:0.86079
[316]	train-mlogloss:0.85030	validation-mlogloss:0.86030
[317]	train-mlogloss:0.84968	validation-mlogloss:0.85971
[318]	train-mlogloss:0.84906	validation-mlogloss:0.85909
[319]	train-mlogloss:0.84849	validation-mlogloss:0.85852
[320]	train-mlogloss:0.84788	validation-mlogloss:0.85788
[321]	train-mlogloss:0.84730	validation-mlogloss:0.85728
[322]	train-mlogloss:0.84667	validation-mlogloss:0.85673
[323]	train-mlogloss:0.84612	validation-mlogloss:0.85626
[324]	train-mlogloss:0.84552	validation-mlogloss:0.85570
[325]	train-mlogloss:0.84497	validation-mlogloss:0.85513
[326]	train-mlogloss:0.84441	validation-mlogloss:0.85453
[327]	train-mlogloss:0.84381	validation-mlogloss:0.85399
[328]	train-mlogloss:0.84326	validation-mlogloss:0.85348
[329]	train-mlogloss:0.84273	validation-mlogloss:0.85297
[330]	train-mlogloss:0.84211	validation-mlogloss:0.85233
[331]	train-mlogloss:0.84155	validation-mlogloss:0.85173
[332]	train-mlogloss:0.84100	validation-mlogloss:0.85128
[333]	train-mlogloss:0.84051	validation-mlogloss:0.85080
[334]	train-mlogloss:0.83998	validation-mlogloss:0.85030
[335]	train-mlogloss:0.83939	validation-mlogloss:0.84975
[336]	train-mlogloss:0.83879	validation-mlogloss:0.84910
[337]	train-mlogloss:0.83817	validation-mlogloss:0.84847
[338]	train-mlogloss:0.83765	validation-mlogloss:0.84798
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[342]	train-mlogloss:0.83551	validation-mlogloss:0.84592
[343]	train-mlogloss:0.83497	validation-mlogloss:0.84543
[344]	train-mlogloss:0.83445	validation-mlogloss:0.84500
[345]	train-mlogloss:0.83394	validation-mlogloss:0.84456
[346]	train-mlogloss:0.83345	validation-mlogloss:0.84408
[347]	train-mlogloss:0.83288	validation-mlogloss:0.84348
[348]	train-mlogloss:0.83236	validation-mlogloss:0.84292
[349]	train-mlogloss:0.83183	validation-mlogloss:0.84242
[350]	train-mlogloss:0.83136	validation-mlogloss:0.84198
[351]	train-mlogloss:0.83089	validation-mlogloss:0.84146
[352]	train-mlogloss:0.83045	validation-mlogloss:0.84105
[353]	train-mlogloss:0.82988	validation-mlogloss:0.84051
[354]	train-mlogloss:0.82947	validation-mlogloss:0.84008
[355]	train-mlogloss:0.82895	validation-mlogloss:0.83958
[356]	train-mlogloss:0.82849	validation-mlogloss:0.83912
[357]	train-mlogloss:0.82792	validation-mlogloss:0.83858
[358]	train-mlogloss:0.82741	validation-mlogloss:0.83803
[359]	train-mlogloss:0.82691	validation-mlogloss:0.83747
[360]	train-mlogloss:0.82645	validation-mlogloss:0.83703
[361]	train-mlogloss:0.82598	validation-mlogloss:0.83655
[362]	train-mlogloss:0.82549	validation-mlogloss:0.83605
[363]	train-mlogloss:0.82507	validation-mlogloss:0.83563
[364]	train-mlogloss:0.82459	validation-mlogloss:0.83519
[365]	train-mlogloss:0.82412	validation-mlogloss:0.83468
[366]	train-mlogloss:0.82360	validation-mlogloss:0.83414
[367]	train-mlogloss:0.82313	validation-mlogloss:0.83370
[368]	train-mlogloss:0.82266	validation-mlogloss:0.83318
[369]	train-mlogloss:0.82214	validation-mlogloss:0.83270
[370]	train-mlogloss:0.82166	validation-mlogloss:0.83225
[371]	train-mlogloss:0.82118	validation-mlogloss:0.83177
[372]	train-mlogloss:0.82075	validation-mlogloss:0.83138
[373]	train-mlogloss:0.82029	validation-mlogloss:0.83097
[374]	train-mlogloss:0.81986	validation-mlogloss:0.83055
[375]	train-mlogloss:0.81942	validation-mlogloss:0.83017
[376]	train-mlogloss:0.81897	validation-mlogloss:0.82981
[377]	train-mlogloss:0.81854	validation-mlogloss:0.82946
[378]	train-mlogloss:0.81807	validation-mlogloss:0.82897
[379]	train-mlogloss:0.81766	validation-mlogloss:0.82851
[380]	train-mlogloss:0.81720	validation-mlogloss:0.82806
[381]	train-mlogloss:0.81672	validation-mlogloss:0.82765
[382]	train-mlogloss:0.81627	validation-mlogloss:0.82729
[383]	train-mlogloss:0.81590	validation-mlogloss:0.82691
[384]	train-mlogloss:0.81548	validation-mlogloss:0.82648
[385]	train-mlogloss:0.81507	validation-mlogloss:0.82609
[386]	train-mlogloss:0.81458	validation-mlogloss:0.82562
[387]	train-mlogloss:0.81415	validation-mlogloss:0.82528
[388]	train-mlogloss:0.81367	validation-mlogloss:0.82487
[389]	train-mlogloss:0.81327	validation-mlogloss:0.82456
[390]	train-mlogloss:0.81276	validation-mlogloss:0.82408
[391]	train-mlogloss:0.81230	validation-mlogloss:0.82359
[392]	train-mlogloss:0.81184	validation-mlogloss:0.82315
[393]	train-mlogloss:0.81143	validation-mlogloss:0.82276
[394]	train-mlogloss:0.81101	validation-mlogloss:0.82235
[395]	train-mlogloss:0.81062	validation-mlogloss:0.82200
[396]	train-mlogloss:0.81026	validation-mlogloss:0.82166
[397]	train-mlogloss:0.80984	validation-mlogloss:0.82115
[398]	train-mlogloss:0.80938	validation-mlogloss:0.82067
[399]	train-mlogloss:0.80897	validation-mlogloss:0.82028
[400]	train-mlogloss:0.80858	validation-mlogloss:0.81991
[401]	train-mlogloss:0.80816	validation-mlogloss:0.81954
[402]	train-mlogloss:0.80778	validation-mlogloss:0.81918
[403]	train-mlogloss:0.80743	validation-mlogloss:0.81884
[404]	train-mlogloss:0.80703	validation-mlogloss:0.81849
[405]	train-mlogloss:0.80668	validation-mlogloss:0.81812
[406]	train-mlogloss:0.80636	validation-mlogloss:0.81780
[407]	train-mlogloss:0.80595	validation-mlogloss:0.81746
[408]	train-mlogloss:0.80549	validation-mlogloss:0.81701
[409]	train-mlogloss:0.80509	validation-mlogloss:0.81666
[410]	train-mlogloss:0.80467	validation-mlogloss:0.81630
[411]	train-mlogloss:0.80430	validation-mlogloss:0.81596
[412]	train-mlogloss:0.80393	validation-mlogloss:0.81556
[413]	train-mlogloss:0.80354	validation-mlogloss:0.81519
[414]	train-mlogloss:0.80318	validation-mlogloss:0.81487
[415]	train-mlogloss:0.80279	validation-mlogloss:0.81456
[416]	train-mlogloss:0.80236	validation-mlogloss:0.81414
[417]	train-mlogloss:0.80195	validation-mlogloss:0.81374
[418]	train-mlogloss:0.80162	validation-mlogloss:0.81337
[419]	train-mlogloss:0.80122	validation-mlogloss:0.81296
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.05 [%]
Global accuracy score (test) = 67.57 [%]
Global F1 score (train) = 68.42 [%]
Global F1 score (test) = 67.21 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.56      0.34      0.42       400
MODERATE-INTENSITY       0.52      0.81      0.63       400
         SEDENTARY       0.83      0.85      0.84       400
VIGOROUS-INTENSITY       0.89      0.72      0.80       345

          accuracy                           0.68      1545
         macro avg       0.70      0.68      0.67      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 26: 67.57 [%]
F1-score capturado en la ejecución 26: 67.21 [%]

=== EJECUCIÓN 27 ===

--- TRAIN (ejecución 27) ---

--- TEST (ejecución 27) ---
2025-11-07 10:42:58.695580: 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`.
2025-11-07 10:42:58.706713: 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 00:00:1762508578.719677 2405584 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508578.723721 2405584 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508578.733496 2405584 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508578.733516 2405584 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508578.733518 2405584 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508578.733520 2405584 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:42:58.736557: 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:1.38191	validation-mlogloss:1.38201
[1]	train-mlogloss:1.37759	validation-mlogloss:1.37770
[2]	train-mlogloss:1.37313	validation-mlogloss:1.37318
[3]	train-mlogloss:1.36871	validation-mlogloss:1.36872
[4]	train-mlogloss:1.36455	validation-mlogloss:1.36465
[5]	train-mlogloss:1.36023	validation-mlogloss:1.36044
[6]	train-mlogloss:1.35604	validation-mlogloss:1.35617
[7]	train-mlogloss:1.35187	validation-mlogloss:1.35200
[8]	train-mlogloss:1.34770	validation-mlogloss:1.34791
[9]	train-mlogloss:1.34361	validation-mlogloss:1.34376
[10]	train-mlogloss:1.33933	validation-mlogloss:1.33956
[11]	train-mlogloss:1.33551	validation-mlogloss:1.33570
[12]	train-mlogloss:1.33158	validation-mlogloss:1.33183
[13]	train-mlogloss:1.32767	validation-mlogloss:1.32809
[14]	train-mlogloss:1.32376	validation-mlogloss:1.32408
[15]	train-mlogloss:1.31999	validation-mlogloss:1.32041
[16]	train-mlogloss:1.31614	validation-mlogloss:1.31655
[17]	train-mlogloss:1.31234	validation-mlogloss:1.31280
[18]	train-mlogloss:1.30859	validation-mlogloss:1.30897
[19]	train-mlogloss:1.30497	validation-mlogloss:1.30534
[20]	train-mlogloss:1.30132	validation-mlogloss:1.30170
[21]	train-mlogloss:1.29774	validation-mlogloss:1.29838
[22]	train-mlogloss:1.29414	validation-mlogloss:1.29475
[23]	train-mlogloss:1.29056	validation-mlogloss:1.29106
[24]	train-mlogloss:1.28702	validation-mlogloss:1.28744
[25]	train-mlogloss:1.28355	validation-mlogloss:1.28390
[26]	train-mlogloss:1.27977	validation-mlogloss:1.28041
[27]	train-mlogloss:1.27635	validation-mlogloss:1.27687
[28]	train-mlogloss:1.27292	validation-mlogloss:1.27347
[29]	train-mlogloss:1.26966	validation-mlogloss:1.27026
[30]	train-mlogloss:1.26640	validation-mlogloss:1.26694
[31]	train-mlogloss:1.26310	validation-mlogloss:1.26360
[32]	train-mlogloss:1.25980	validation-mlogloss:1.26036
[33]	train-mlogloss:1.25665	validation-mlogloss:1.25737
[34]	train-mlogloss:1.25352	validation-mlogloss:1.25416
[35]	train-mlogloss:1.25046	validation-mlogloss:1.25125
[36]	train-mlogloss:1.24728	validation-mlogloss:1.24818
[37]	train-mlogloss:1.24418	validation-mlogloss:1.24496
[38]	train-mlogloss:1.24108	validation-mlogloss:1.24177
[39]	train-mlogloss:1.23798	validation-mlogloss:1.23881
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[339]	train-mlogloss:0.83800	validation-mlogloss:0.84501
[340]	train-mlogloss:0.83753	validation-mlogloss:0.84450
[341]	train-mlogloss:0.83701	validation-mlogloss:0.84398
[342]	train-mlogloss:0.83646	validation-mlogloss:0.84344
[343]	train-mlogloss:0.83588	validation-mlogloss:0.84289
[344]	train-mlogloss:0.83538	validation-mlogloss:0.84242
[345]	train-mlogloss:0.83491	validation-mlogloss:0.84195
[346]	train-mlogloss:0.83448	validation-mlogloss:0.84155
[347]	train-mlogloss:0.83398	validation-mlogloss:0.84116
[348]	train-mlogloss:0.83343	validation-mlogloss:0.84060
[349]	train-mlogloss:0.83289	validation-mlogloss:0.84008
[350]	train-mlogloss:0.83247	validation-mlogloss:0.83973
[351]	train-mlogloss:0.83200	validation-mlogloss:0.83922
[352]	train-mlogloss:0.83163	validation-mlogloss:0.83888
[353]	train-mlogloss:0.83106	validation-mlogloss:0.83833
[354]	train-mlogloss:0.83059	validation-mlogloss:0.83783
[355]	train-mlogloss:0.83011	validation-mlogloss:0.83732
[356]	train-mlogloss:0.82957	validation-mlogloss:0.83674
[357]	train-mlogloss:0.82905	validation-mlogloss:0.83621
[358]	train-mlogloss:0.82849	validation-mlogloss:0.83570
[359]	train-mlogloss:0.82801	validation-mlogloss:0.83521
[360]	train-mlogloss:0.82751	validation-mlogloss:0.83479
[361]	train-mlogloss:0.82701	validation-mlogloss:0.83428
[362]	train-mlogloss:0.82656	validation-mlogloss:0.83386
[363]	train-mlogloss:0.82604	validation-mlogloss:0.83336
[364]	train-mlogloss:0.82554	validation-mlogloss:0.83286
[365]	train-mlogloss:0.82500	validation-mlogloss:0.83228
[366]	train-mlogloss:0.82451	validation-mlogloss:0.83183
[367]	train-mlogloss:0.82403	validation-mlogloss:0.83139
[368]	train-mlogloss:0.82354	validation-mlogloss:0.83098
[369]	train-mlogloss:0.82307	validation-mlogloss:0.83051
[370]	train-mlogloss:0.82258	validation-mlogloss:0.83006
[371]	train-mlogloss:0.82217	validation-mlogloss:0.82969
[372]	train-mlogloss:0.82169	validation-mlogloss:0.82920
[373]	train-mlogloss:0.82116	validation-mlogloss:0.82870
[374]	train-mlogloss:0.82069	validation-mlogloss:0.82824
[375]	train-mlogloss:0.82021	validation-mlogloss:0.82771
[376]	train-mlogloss:0.81975	validation-mlogloss:0.82726
[377]	train-mlogloss:0.81928	validation-mlogloss:0.82678
[378]	train-mlogloss:0.81875	validation-mlogloss:0.82626
[379]	train-mlogloss:0.81828	validation-mlogloss:0.82579
[380]	train-mlogloss:0.81783	validation-mlogloss:0.82532
[381]	train-mlogloss:0.81740	validation-mlogloss:0.82490
[382]	train-mlogloss:0.81696	validation-mlogloss:0.82449
[383]	train-mlogloss:0.81655	validation-mlogloss:0.82406
[384]	train-mlogloss:0.81614	validation-mlogloss:0.82373
[385]	train-mlogloss:0.81566	validation-mlogloss:0.82327
[386]	train-mlogloss:0.81522	validation-mlogloss:0.82286
[387]	train-mlogloss:0.81480	validation-mlogloss:0.82255
[388]	train-mlogloss:0.81438	validation-mlogloss:0.82210
[389]	train-mlogloss:0.81395	validation-mlogloss:0.82173
[390]	train-mlogloss:0.81356	validation-mlogloss:0.82138
[391]	train-mlogloss:0.81318	validation-mlogloss:0.82102
[392]	train-mlogloss:0.81272	validation-mlogloss:0.82059
[393]	train-mlogloss:0.81228	validation-mlogloss:0.82014
[394]	train-mlogloss:0.81186	validation-mlogloss:0.81972
[395]	train-mlogloss:0.81145	validation-mlogloss:0.81929
[396]	train-mlogloss:0.81106	validation-mlogloss:0.81892
[397]	train-mlogloss:0.81071	validation-mlogloss:0.81856
[398]	train-mlogloss:0.81025	validation-mlogloss:0.81807
[399]	train-mlogloss:0.80992	validation-mlogloss:0.81770
[400]	train-mlogloss:0.80955	validation-mlogloss:0.81743
[401]	train-mlogloss:0.80914	validation-mlogloss:0.81702
[402]	train-mlogloss:0.80874	validation-mlogloss:0.81657
[403]	train-mlogloss:0.80836	validation-mlogloss:0.81623
[404]	train-mlogloss:0.80797	validation-mlogloss:0.81592
[405]	train-mlogloss:0.80753	validation-mlogloss:0.81548
[406]	train-mlogloss:0.80718	validation-mlogloss:0.81517
[407]	train-mlogloss:0.80680	validation-mlogloss:0.81480
[408]	train-mlogloss:0.80641	validation-mlogloss:0.81441
[409]	train-mlogloss:0.80607	validation-mlogloss:0.81412
[410]	train-mlogloss:0.80564	validation-mlogloss:0.81367
[411]	train-mlogloss:0.80528	validation-mlogloss:0.81334
[412]	train-mlogloss:0.80486	validation-mlogloss:0.81303
[413]	train-mlogloss:0.80446	validation-mlogloss:0.81265
[414]	train-mlogloss:0.80409	validation-mlogloss:0.81223
[415]	train-mlogloss:0.80369	validation-mlogloss:0.81177
[416]	train-mlogloss:0.80330	validation-mlogloss:0.81138
[417]	train-mlogloss:0.80295	validation-mlogloss:0.81108
[418]	train-mlogloss:0.80257	validation-mlogloss:0.81078
[419]	train-mlogloss:0.80219	validation-mlogloss:0.81046
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[0 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.59 [%]
Global accuracy score (test) = 67.64 [%]
Global F1 score (train) = 68.08 [%]
Global F1 score (test) = 67.42 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.34      0.43       400
MODERATE-INTENSITY       0.51      0.81      0.62       400
         SEDENTARY       0.84      0.85      0.84       400
VIGOROUS-INTENSITY       0.90      0.71      0.80       345

          accuracy                           0.68      1545
         macro avg       0.71      0.68      0.67      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 27: 67.64 [%]
F1-score capturado en la ejecución 27: 67.42 [%]

=== EJECUCIÓN 28 ===

--- TRAIN (ejecución 28) ---

--- TEST (ejecución 28) ---
2025-11-07 10:43:10.756005: 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`.
2025-11-07 10:43:10.767672: 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 00:00:1762508590.782437 2405837 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508590.786856 2405837 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508590.797499 2405837 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508590.797525 2405837 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508590.797527 2405837 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508590.797529 2405837 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:43:10.800849: 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:1.38202	validation-mlogloss:1.38201
[1]	train-mlogloss:1.37760	validation-mlogloss:1.37767
[2]	train-mlogloss:1.37319	validation-mlogloss:1.37318
[3]	train-mlogloss:1.36882	validation-mlogloss:1.36860
[4]	train-mlogloss:1.36473	validation-mlogloss:1.36453
[5]	train-mlogloss:1.36069	validation-mlogloss:1.36046
[6]	train-mlogloss:1.35648	validation-mlogloss:1.35627
[7]	train-mlogloss:1.35231	validation-mlogloss:1.35208
[8]	train-mlogloss:1.34832	validation-mlogloss:1.34808
[9]	train-mlogloss:1.34398	validation-mlogloss:1.34390
[10]	train-mlogloss:1.34002	validation-mlogloss:1.34005
[11]	train-mlogloss:1.33611	validation-mlogloss:1.33601
[12]	train-mlogloss:1.33221	validation-mlogloss:1.33210
[13]	train-mlogloss:1.32838	validation-mlogloss:1.32815
[14]	train-mlogloss:1.32453	validation-mlogloss:1.32433
[15]	train-mlogloss:1.32067	validation-mlogloss:1.32052
[16]	train-mlogloss:1.31687	validation-mlogloss:1.31643
[17]	train-mlogloss:1.31321	validation-mlogloss:1.31279
[18]	train-mlogloss:1.30966	validation-mlogloss:1.30930
[19]	train-mlogloss:1.30586	validation-mlogloss:1.30545
[20]	train-mlogloss:1.30232	validation-mlogloss:1.30187
[21]	train-mlogloss:1.29881	validation-mlogloss:1.29833
[22]	train-mlogloss:1.29516	validation-mlogloss:1.29448
[23]	train-mlogloss:1.29167	validation-mlogloss:1.29077
[24]	train-mlogloss:1.28817	validation-mlogloss:1.28725
[25]	train-mlogloss:1.28466	validation-mlogloss:1.28375
[26]	train-mlogloss:1.28130	validation-mlogloss:1.28024
[27]	train-mlogloss:1.27791	validation-mlogloss:1.27679
[28]	train-mlogloss:1.27451	validation-mlogloss:1.27345
[29]	train-mlogloss:1.27115	validation-mlogloss:1.26996
[30]	train-mlogloss:1.26789	validation-mlogloss:1.26660
[31]	train-mlogloss:1.26461	validation-mlogloss:1.26320
[32]	train-mlogloss:1.26138	validation-mlogloss:1.25991
[33]	train-mlogloss:1.25794	validation-mlogloss:1.25673
[34]	train-mlogloss:1.25480	validation-mlogloss:1.25367
[35]	train-mlogloss:1.25168	validation-mlogloss:1.25049
[36]	train-mlogloss:1.24855	validation-mlogloss:1.24732
[37]	train-mlogloss:1.24544	validation-mlogloss:1.24426
[38]	train-mlogloss:1.24245	validation-mlogloss:1.24138
[39]	train-mlogloss:1.23943	validation-mlogloss:1.23832
[40]	train-mlogloss:1.23617	validation-mlogloss:1.23519
[41]	train-mlogloss:1.23322	validation-mlogloss:1.23230
[42]	train-mlogloss:1.23020	validation-mlogloss:1.22919
[43]	train-mlogloss:1.22734	validation-mlogloss:1.22633
[44]	train-mlogloss:1.22406	validation-mlogloss:1.22312
[45]	train-mlogloss:1.22113	validation-mlogloss:1.22020
[46]	train-mlogloss:1.21827	validation-mlogloss:1.21739
[47]	train-mlogloss:1.21540	validation-mlogloss:1.21441
[48]	train-mlogloss:1.21256	validation-mlogloss:1.21162
[49]	train-mlogloss:1.20975	validation-mlogloss:1.20886
[50]	train-mlogloss:1.20692	validation-mlogloss:1.20612
[51]	train-mlogloss:1.20417	validation-mlogloss:1.20339
[52]	train-mlogloss:1.20141	validation-mlogloss:1.20056
[53]	train-mlogloss:1.19871	validation-mlogloss:1.19791
[54]	train-mlogloss:1.19592	validation-mlogloss:1.19501
[55]	train-mlogloss:1.19327	validation-mlogloss:1.19227
[56]	train-mlogloss:1.19068	validation-mlogloss:1.18957
[57]	train-mlogloss:1.18798	validation-mlogloss:1.18686
[58]	train-mlogloss:1.18531	validation-mlogloss:1.18416
[59]	train-mlogloss:1.18267	validation-mlogloss:1.18158
[60]	train-mlogloss:1.18014	validation-mlogloss:1.17902
[61]	train-mlogloss:1.17764	validation-mlogloss:1.17650
[62]	train-mlogloss:1.17515	validation-mlogloss:1.17406
[63]	train-mlogloss:1.17262	validation-mlogloss:1.17150
[64]	train-mlogloss:1.17022	validation-mlogloss:1.16900
[65]	train-mlogloss:1.16779	validation-mlogloss:1.16660
[66]	train-mlogloss:1.16536	validation-mlogloss:1.16418
[67]	train-mlogloss:1.16294	validation-mlogloss:1.16166
[68]	train-mlogloss:1.16022	validation-mlogloss:1.15901
[69]	train-mlogloss:1.15779	validation-mlogloss:1.15646
[70]	train-mlogloss:1.15548	validation-mlogloss:1.15417
[71]	train-mlogloss:1.15305	validation-mlogloss:1.15174
[72]	train-mlogloss:1.15076	validation-mlogloss:1.14941
[73]	train-mlogloss:1.14831	validation-mlogloss:1.14710
[74]	train-mlogloss:1.14605	validation-mlogloss:1.14488
[75]	train-mlogloss:1.14380	validation-mlogloss:1.14252
[76]	train-mlogloss:1.14156	validation-mlogloss:1.14029
[77]	train-mlogloss:1.13936	validation-mlogloss:1.13803
[78]	train-mlogloss:1.13716	validation-mlogloss:1.13585
[79]	train-mlogloss:1.13503	validation-mlogloss:1.13378
[80]	train-mlogloss:1.13283	validation-mlogloss:1.13159
[81]	train-mlogloss:1.13035	validation-mlogloss:1.12915
[82]	train-mlogloss:1.12819	validation-mlogloss:1.12702
[83]	train-mlogloss:1.12608	validation-mlogloss:1.12487
[84]	train-mlogloss:1.12372	validation-mlogloss:1.12269
[85]	train-mlogloss:1.12163	validation-mlogloss:1.12044
[86]	train-mlogloss:1.11959	validation-mlogloss:1.11833
[87]	train-mlogloss:1.11720	validation-mlogloss:1.11594
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[386]	train-mlogloss:0.82022	validation-mlogloss:0.81706
[387]	train-mlogloss:0.81991	validation-mlogloss:0.81678
[388]	train-mlogloss:0.81941	validation-mlogloss:0.81635
[389]	train-mlogloss:0.81894	validation-mlogloss:0.81591
[390]	train-mlogloss:0.81845	validation-mlogloss:0.81543
[391]	train-mlogloss:0.81801	validation-mlogloss:0.81501
[392]	train-mlogloss:0.81764	validation-mlogloss:0.81465
[393]	train-mlogloss:0.81722	validation-mlogloss:0.81421
[394]	train-mlogloss:0.81678	validation-mlogloss:0.81386
[395]	train-mlogloss:0.81640	validation-mlogloss:0.81342
[396]	train-mlogloss:0.81592	validation-mlogloss:0.81295
[397]	train-mlogloss:0.81545	validation-mlogloss:0.81255
[398]	train-mlogloss:0.81499	validation-mlogloss:0.81213
[399]	train-mlogloss:0.81461	validation-mlogloss:0.81176
[400]	train-mlogloss:0.81418	validation-mlogloss:0.81133
[401]	train-mlogloss:0.81383	validation-mlogloss:0.81099
[402]	train-mlogloss:0.81348	validation-mlogloss:0.81061
[403]	train-mlogloss:0.81300	validation-mlogloss:0.81014
[404]	train-mlogloss:0.81253	validation-mlogloss:0.80963
[405]	train-mlogloss:0.81207	validation-mlogloss:0.80915
[406]	train-mlogloss:0.81169	validation-mlogloss:0.80883
[407]	train-mlogloss:0.81130	validation-mlogloss:0.80844
[408]	train-mlogloss:0.81092	validation-mlogloss:0.80805
[409]	train-mlogloss:0.81053	validation-mlogloss:0.80773
[410]	train-mlogloss:0.81019	validation-mlogloss:0.80749
[411]	train-mlogloss:0.80984	validation-mlogloss:0.80711
[412]	train-mlogloss:0.80941	validation-mlogloss:0.80668
[413]	train-mlogloss:0.80907	validation-mlogloss:0.80631
[414]	train-mlogloss:0.80870	validation-mlogloss:0.80596
[415]	train-mlogloss:0.80825	validation-mlogloss:0.80551
[416]	train-mlogloss:0.80782	validation-mlogloss:0.80506
[417]	train-mlogloss:0.80745	validation-mlogloss:0.80472
[418]	train-mlogloss:0.80710	validation-mlogloss:0.80439
[419]	train-mlogloss:0.80673	validation-mlogloss:0.80398
Saved model to disk.
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 69.01 [%]
Global accuracy score (test) = 68.93 [%]
Global F1 score (train) = 68.45 [%]
Global F1 score (test) = 68.64 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.61      0.36      0.46       400
MODERATE-INTENSITY       0.53      0.82      0.65       400
         SEDENTARY       0.84      0.86      0.85       400
VIGOROUS-INTENSITY       0.90      0.71      0.80       345

          accuracy                           0.69      1545
         macro avg       0.72      0.69      0.69      1545
      weighted avg       0.71      0.69      0.68      1545


Accuracy capturado en la ejecución 28: 68.93 [%]
F1-score capturado en la ejecución 28: 68.64 [%]

=== EJECUCIÓN 29 ===

--- TRAIN (ejecución 29) ---

--- TEST (ejecución 29) ---
2025-11-07 10:43:22.557680: 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`.
2025-11-07 10:43:22.569291: 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 00:00:1762508602.582541 2406113 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762508602.586671 2406113 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762508602.596464 2406113 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508602.596490 2406113 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508602.596493 2406113 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762508602.596494 2406113 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:43:22.599666: 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:1.38181	validation-mlogloss:1.38162
[1]	train-mlogloss:1.37742	validation-mlogloss:1.37719
[2]	train-mlogloss:1.37326	validation-mlogloss:1.37309
[3]	train-mlogloss:1.36895	validation-mlogloss:1.36905
[4]	train-mlogloss:1.36471	validation-mlogloss:1.36488
[5]	train-mlogloss:1.36077	validation-mlogloss:1.36096
[6]	train-mlogloss:1.35655	validation-mlogloss:1.35663
[7]	train-mlogloss:1.35227	validation-mlogloss:1.35246
[8]	train-mlogloss:1.34828	validation-mlogloss:1.34840
[9]	train-mlogloss:1.34429	validation-mlogloss:1.34422
[10]	train-mlogloss:1.34032	validation-mlogloss:1.34008
[11]	train-mlogloss:1.33627	validation-mlogloss:1.33596
[12]	train-mlogloss:1.33233	validation-mlogloss:1.33182
[13]	train-mlogloss:1.32834	validation-mlogloss:1.32789
[14]	train-mlogloss:1.32404	validation-mlogloss:1.32361
[15]	train-mlogloss:1.32027	validation-mlogloss:1.31974
[16]	train-mlogloss:1.31646	validation-mlogloss:1.31597
[17]	train-mlogloss:1.31272	validation-mlogloss:1.31207
[18]	train-mlogloss:1.30905	validation-mlogloss:1.30848
[19]	train-mlogloss:1.30545	validation-mlogloss:1.30497
[20]	train-mlogloss:1.30185	validation-mlogloss:1.30129
[21]	train-mlogloss:1.29802	validation-mlogloss:1.29746
[22]	train-mlogloss:1.29445	validation-mlogloss:1.29408
[23]	train-mlogloss:1.29087	validation-mlogloss:1.29054
[24]	train-mlogloss:1.28740	validation-mlogloss:1.28700
[25]	train-mlogloss:1.28387	validation-mlogloss:1.28347
[26]	train-mlogloss:1.28051	validation-mlogloss:1.28020
[27]	train-mlogloss:1.27711	validation-mlogloss:1.27676
[28]	train-mlogloss:1.27365	validation-mlogloss:1.27316
[29]	train-mlogloss:1.27028	validation-mlogloss:1.26985
[30]	train-mlogloss:1.26665	validation-mlogloss:1.26631
[31]	train-mlogloss:1.26336	validation-mlogloss:1.26316
[32]	train-mlogloss:1.26001	validation-mlogloss:1.25968
[33]	train-mlogloss:1.25682	validation-mlogloss:1.25645
[34]	train-mlogloss:1.25358	validation-mlogloss:1.25316
[35]	train-mlogloss:1.25045	validation-mlogloss:1.25027
[36]	train-mlogloss:1.24734	validation-mlogloss:1.24709
[37]	train-mlogloss:1.24413	validation-mlogloss:1.24379
[38]	train-mlogloss:1.24103	validation-mlogloss:1.24057
[39]	train-mlogloss:1.23799	validation-mlogloss:1.23749
[40]	train-mlogloss:1.23504	validation-mlogloss:1.23460
[41]	train-mlogloss:1.23203	validation-mlogloss:1.23156
[42]	train-mlogloss:1.22873	validation-mlogloss:1.22836
[43]	train-mlogloss:1.22573	validation-mlogloss:1.22517
[44]	train-mlogloss:1.22274	validation-mlogloss:1.22210
[45]	train-mlogloss:1.21982	validation-mlogloss:1.21917
[46]	train-mlogloss:1.21690	validation-mlogloss:1.21608
[47]	train-mlogloss:1.21398	validation-mlogloss:1.21299
[48]	train-mlogloss:1.21118	validation-mlogloss:1.21026
[49]	train-mlogloss:1.20836	validation-mlogloss:1.20753
[50]	train-mlogloss:1.20543	validation-mlogloss:1.20447
[51]	train-mlogloss:1.20264	validation-mlogloss:1.20161
[52]	train-mlogloss:1.19987	validation-mlogloss:1.19880
[53]	train-mlogloss:1.19716	validation-mlogloss:1.19599
[54]	train-mlogloss:1.19442	validation-mlogloss:1.19305
[55]	train-mlogloss:1.19174	validation-mlogloss:1.19024
[56]	train-mlogloss:1.18905	validation-mlogloss:1.18761
[57]	train-mlogloss:1.18639	validation-mlogloss:1.18477
[58]	train-mlogloss:1.18376	validation-mlogloss:1.18197
[59]	train-mlogloss:1.18119	validation-mlogloss:1.17930
[60]	train-mlogloss:1.17866	validation-mlogloss:1.17685
[61]	train-mlogloss:1.17611	validation-mlogloss:1.17430
[62]	train-mlogloss:1.17353	validation-mlogloss:1.17175
[63]	train-mlogloss:1.17099	validation-mlogloss:1.16917
[64]	train-mlogloss:1.16847	validation-mlogloss:1.16668
[65]	train-mlogloss:1.16592	validation-mlogloss:1.16402
[66]	train-mlogloss:1.16346	validation-mlogloss:1.16143
[67]	train-mlogloss:1.16107	validation-mlogloss:1.15898
[68]	train-mlogloss:1.15865	validation-mlogloss:1.15645
[69]	train-mlogloss:1.15619	validation-mlogloss:1.15392
[70]	train-mlogloss:1.15374	validation-mlogloss:1.15141
[71]	train-mlogloss:1.15126	validation-mlogloss:1.14905
[72]	train-mlogloss:1.14886	validation-mlogloss:1.14664
[73]	train-mlogloss:1.14651	validation-mlogloss:1.14414
[74]	train-mlogloss:1.14415	validation-mlogloss:1.14174
[75]	train-mlogloss:1.14183	validation-mlogloss:1.13950
[76]	train-mlogloss:1.13954	validation-mlogloss:1.13720
[77]	train-mlogloss:1.13736	validation-mlogloss:1.13484
[78]	train-mlogloss:1.13512	validation-mlogloss:1.13270
[79]	train-mlogloss:1.13285	validation-mlogloss:1.13030
[80]	train-mlogloss:1.13052	validation-mlogloss:1.12805
[81]	train-mlogloss:1.12812	validation-mlogloss:1.12562
[82]	train-mlogloss:1.12567	validation-mlogloss:1.12322
[83]	train-mlogloss:1.12356	validation-mlogloss:1.12110
[84]	train-mlogloss:1.12139	validation-mlogloss:1.11895
[85]	train-mlogloss:1.11906	validation-mlogloss:1.11666
[86]	train-mlogloss:1.11692	validation-mlogloss:1.11458
[87]	train-mlogloss:1.11480	validation-mlogloss:1.11230
[88]	train-mlogloss:1.11274	validation-mlogloss:1.11016
[89]	train-mlogloss:1.11059	validation-mlogloss:1.10800
[90]	train-mlogloss:1.10832	validation-mlogloss:1.10577
[91]	train-mlogloss:1.10625	validation-mlogloss:1.10372
[92]	train-mlogloss:1.10418	validation-mlogloss:1.10162
[93]	train-mlogloss:1.10227	validation-mlogloss:1.09956
[94]	train-mlogloss:1.10030	validation-mlogloss:1.09758
[95]	train-mlogloss:1.09832	validation-mlogloss:1.09556
[96]	train-mlogloss:1.09610	validation-mlogloss:1.09336
[97]	train-mlogloss:1.09396	validation-mlogloss:1.09129
[98]	train-mlogloss:1.09201	validation-mlogloss:1.08939
[99]	train-mlogloss:1.09015	validation-mlogloss:1.08757
[100]	train-mlogloss:1.08793	validation-mlogloss:1.08528
[101]	train-mlogloss:1.08604	validation-mlogloss:1.08331
[102]	train-mlogloss:1.08394	validation-mlogloss:1.08122
[103]	train-mlogloss:1.08182	validation-mlogloss:1.07912
[104]	train-mlogloss:1.07977	validation-mlogloss:1.07720
[105]	train-mlogloss:1.07773	validation-mlogloss:1.07528
[106]	train-mlogloss:1.07590	validation-mlogloss:1.07341
[107]	train-mlogloss:1.07383	validation-mlogloss:1.07136
[108]	train-mlogloss:1.07206	validation-mlogloss:1.06957
[109]	train-mlogloss:1.07027	validation-mlogloss:1.06770
[110]	train-mlogloss:1.06851	validation-mlogloss:1.06585
[111]	train-mlogloss:1.06655	validation-mlogloss:1.06394
[112]	train-mlogloss:1.06467	validation-mlogloss:1.06220
[113]	train-mlogloss:1.06267	validation-mlogloss:1.06012
[114]	train-mlogloss:1.06072	validation-mlogloss:1.05809
[115]	train-mlogloss:1.05906	validation-mlogloss:1.05624
[116]	train-mlogloss:1.05733	validation-mlogloss:1.05454
[117]	train-mlogloss:1.05559	validation-mlogloss:1.05274
[118]	train-mlogloss:1.05374	validation-mlogloss:1.05087
[119]	train-mlogloss:1.05206	validation-mlogloss:1.04915
[120]	train-mlogloss:1.05038	validation-mlogloss:1.04742
[121]	train-mlogloss:1.04886	validation-mlogloss:1.04584
[122]	train-mlogloss:1.04715	validation-mlogloss:1.04421
[123]	train-mlogloss:1.04541	validation-mlogloss:1.04256
[124]	train-mlogloss:1.04382	validation-mlogloss:1.04103
[125]	train-mlogloss:1.04218	validation-mlogloss:1.03949
[126]	train-mlogloss:1.04045	validation-mlogloss:1.03782
[127]	train-mlogloss:1.03886	validation-mlogloss:1.03628
[128]	train-mlogloss:1.03713	validation-mlogloss:1.03465
[129]	train-mlogloss:1.03541	validation-mlogloss:1.03298
[130]	train-mlogloss:1.03371	validation-mlogloss:1.03129
[131]	train-mlogloss:1.03218	validation-mlogloss:1.02973
[132]	train-mlogloss:1.03071	validation-mlogloss:1.02818
[133]	train-mlogloss:1.02908	validation-mlogloss:1.02662
[134]	train-mlogloss:1.02731	validation-mlogloss:1.02476
[135]	train-mlogloss:1.02566	validation-mlogloss:1.02319
[136]	train-mlogloss:1.02414	validation-mlogloss:1.02165
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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)
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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)
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 1 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.55 [%]
Global accuracy score (test) = 69.58 [%]
Global F1 score (train) = 68.02 [%]
Global F1 score (test) = 69.54 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.62      0.41      0.50       400
MODERATE-INTENSITY       0.55      0.83      0.66       400
         SEDENTARY       0.83      0.83      0.83       400
VIGOROUS-INTENSITY       0.91      0.70      0.79       345

          accuracy                           0.70      1545
         macro avg       0.73      0.70      0.70      1545
      weighted avg       0.72      0.70      0.69      1545


Accuracy capturado en la ejecución 29: 69.58 [%]
F1-score capturado en la ejecución 29: 69.54 [%]

=== EJECUCIÓN 30 ===

--- TRAIN (ejecución 30) ---

--- TEST (ejecución 30) ---
['LIGHT-INTENSITY' 'MODERATE-INTENSITY' 'SEDENTARY' 'VIGOROUS-INTENSITY']
4
Mapeo de etiquetas: {'LIGHT-INTENSITY': 0, 'MODERATE-INTENSITY': 1, 'SEDENTARY': 2, 'VIGOROUS-INTENSITY': 3}
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Training a non-convolutional model.
Loaded model from disk.
(1545, 42)
(10438, 42)
[[1.]
 [1.]
 [1.]
 ...
 [2.]
 [2.]
 [2.]]
(1545, 1)
[1 1 0 ... 2 2 2]
(1545,)
-------------------------------------------------

Global accuracy score (train) = 68.68 [%]
Global accuracy score (test) = 67.96 [%]
Global F1 score (train) = 68.23 [%]
Global F1 score (test) = 67.82 [%]
                    precision    recall  f1-score   support

   LIGHT-INTENSITY       0.58      0.36      0.45       400
MODERATE-INTENSITY       0.52      0.80      0.63       400
         SEDENTARY       0.85      0.85      0.85       400
VIGOROUS-INTENSITY       0.88      0.71      0.79       345

          accuracy                           0.68      1545
         macro avg       0.71      0.68      0.68      1545
      weighted avg       0.70      0.68      0.67      1545


Accuracy capturado en la ejecución 30: 67.96 [%]
F1-score capturado en la ejecución 30: 67.82 [%]

=== RESUMEN FINAL ===
Accuracies: [68.61, 67.51, 69.84, 69.26, 68.48, 67.83, 68.16, 67.57, 69.45, 69.64, 68.67, 68.16, 67.7, 68.22, 67.57, 69.39, 68.87, 69.06, 67.9, 67.96, 67.96, 69.64, 67.38, 70.1, 69.19, 67.57, 67.64, 68.93, 69.58, 67.96]
F1-scores: [68.6, 67.28, 69.72, 69.32, 68.47, 67.7, 67.96, 67.45, 69.35, 69.21, 68.49, 67.78, 67.52, 68.08, 67.14, 69.27, 68.84, 68.65, 67.17, 67.88, 67.75, 69.47, 67.41, 70.02, 69.11, 67.21, 67.42, 68.64, 69.54, 67.82]
Accuracy mean: 68.5267 | std: 0.8109
F1 mean: 68.3423 | std: 0.8628

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