2025-11-06 21:42:21.378853: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:42:21.390621: 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 00:00:1762461741.403854 1819997 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461741.407933 1819997 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461741.417969 1819997 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461741.417990 1819997 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461741.417992 1819997 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461741.417993 1819997 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:42:21.421015: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
/home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/tune/impl/tuner_internal.py:144: RayDeprecationWarning: The `RunConfig` class should be imported from `ray.tune` when passing it to the Tuner. Please update your imports. See this issue for more context and migration options: https://github.com/ray-project/ray/issues/49454. Disable these warnings by setting the environment variable: RAY_TRAIN_ENABLE_V2_MIGRATION_WARNINGS=0
  _log_deprecation_warning(
2025-11-06 21:42:28,953	INFO worker.py:1927 -- Started a local Ray instance.
2025-11-06 21:42:29,682	INFO tune.py:253 -- Initializing Ray automatically. For cluster usage or custom Ray initialization, call `ray.init(...)` before `Tuner(...)`.
2025-11-06 21:42:29,751	INFO trial.py:182 -- Creating a new dirname dir_1cb55_7c57 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,754	INFO trial.py:182 -- Creating a new dirname dir_1cb55_e8c9 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,756	INFO trial.py:182 -- Creating a new dirname dir_1cb55_4290 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,759	INFO trial.py:182 -- Creating a new dirname dir_1cb55_2c62 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,762	INFO trial.py:182 -- Creating a new dirname dir_1cb55_b96f because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,764	INFO trial.py:182 -- Creating a new dirname dir_1cb55_a43b because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,767	INFO trial.py:182 -- Creating a new dirname dir_1cb55_bd70 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,769	INFO trial.py:182 -- Creating a new dirname dir_1cb55_fe53 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,773	INFO trial.py:182 -- Creating a new dirname dir_1cb55_80ee because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,775	INFO trial.py:182 -- Creating a new dirname dir_1cb55_e560 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,778	INFO trial.py:182 -- Creating a new dirname dir_1cb55_8535 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,781	INFO trial.py:182 -- Creating a new dirname dir_1cb55_2e32 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,784	INFO trial.py:182 -- Creating a new dirname dir_1cb55_5b7b because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,788	INFO trial.py:182 -- Creating a new dirname dir_1cb55_a6a5 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,791	INFO trial.py:182 -- Creating a new dirname dir_1cb55_a5d9 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,794	INFO trial.py:182 -- Creating a new dirname dir_1cb55_3f78 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,798	INFO trial.py:182 -- Creating a new dirname dir_1cb55_d212 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,804	INFO trial.py:182 -- Creating a new dirname dir_1cb55_8134 because trial dirname 'dir_1cb55' already exists.
2025-11-06 21:42:29,813	INFO trial.py:182 -- Creating a new dirname dir_1cb55_cf10 because trial dirname 'dir_1cb55' already exists.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
Se lanza la búsqueda de hiperparámetros óptimos del modelo.
╭───────────────────────────────────────────────────────────────────╮
│ Configuration for experiment     XGBoost_hyperparameters_tuning   │
├───────────────────────────────────────────────────────────────────┤
│ Search algorithm                 BasicVariantGenerator            │
│ Scheduler                        AsyncHyperBandScheduler          │
│ Number of trials                 20                               │
╰───────────────────────────────────────────────────────────────────╯

View detailed results here: /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_M/case_M_XGB_acc_17_classes/XGBoost_hyperparameters_tuning
To visualize your results with TensorBoard, run: `tensorboard --logdir /tmp/ray/session_2025-11-06_21-42-28_245878_1819997/artifacts/2025-11-06_21-42-29/XGBoost_hyperparameters_tuning/driver_artifacts`

Trial status: 20 PENDING
Current time: 2025-11-06 21:42:29. 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_1cb55    PENDING                  754             3        0.00708953      0.572333             0.571419   23.2246                    63       1.1888        43.7925              5319 │
│ trial_1cb55    PENDING                  271             3        0.0190181       0.628713             0.644453    5.39879                  116      50.2256        13.9432              1016 │
│ trial_1cb55    PENDING                  420             2        0.0114507       0.674775             0.784948   16.1511                   138       1.94599       25.0934              4910 │
│ trial_1cb55    PENDING                  315             3        0.0185528       0.750404             0.640788   16.2339                   132       5.66557      699.33                4881 │
│ trial_1cb55    PENDING                  671             3        0.00656652      0.840697             0.632676   20.0238                   175     146.659         14.3622              1766 │
│ trial_1cb55    PENDING                  261             3        0.0079232       0.695251             0.679307   14.9999                   149       3.29567      351.316                773 │
│ trial_1cb55    PENDING                  448             3        0.015063        0.548208             0.634636   15.8129                   114     413.067          8.48831             9642 │
│ trial_1cb55    PENDING                  407             3        0.00839124      0.623236             0.585971   14.2771                   141      99.7363        36.3844              8847 │
│ trial_1cb55    PENDING                  533             2        0.0159374       0.671786             0.754294   17.6281                   107      26.8082       366.449               9665 │
│ trial_1cb55    PENDING                  595             3        0.012221        0.64406              0.601166   27.5846                   147      21.8054         8.5704              3985 │
│ trial_1cb55    PENDING                  259             2        0.0162511       0.636471             0.73363    19.5734                    84     200.438        106.568               5001 │
│ trial_1cb55    PENDING                  226             2        0.0109774       0.771305             0.792725   22.4585                    91      46.6636        52.4725              1090 │
│ trial_1cb55    PENDING                  345             2        0.00624441      0.839356             0.5687     19.6342                   156       8.55672       25.9994              7299 │
│ trial_1cb55    PENDING                  545             3        0.0194414       0.759991             0.501904    6.50189                   61     860.959        756.382               6475 │
│ trial_1cb55    PENDING                  672             3        0.018443        0.848987             0.786135   16.1061                   189     250.383        109.728               3866 │
│ trial_1cb55    PENDING                  733             3        0.0143482       0.737584             0.823754   28.6324                   109      71.6413       494.079               1372 │
│ trial_1cb55    PENDING                  720             2        0.015517        0.706389             0.597535   28.2665                   146     322.046         42.6044              9545 │
│ trial_1cb55    PENDING                  718             3        0.00997422      0.696604             0.679719   29.37                      83       6.04013       21.9013              3622 │
│ trial_1cb55    PENDING                  386             2        0.0118711       0.536963             0.683892   14.8021                    69     231.759         24.4769              6579 │
│ trial_1cb55    PENDING                  799             2        0.00999408      0.501305             0.843765   28.8012                   121       6.57783        5.49196             4707 │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.78614 │
│ gamma                        16.1061 │
│ learning_rate                0.01844 │
│ max_depth                          3 │
│ min_child_weight                 189 │
│ num_boost_round                  672 │
│ random_state                    3866 │
│ reg_alpha                    250.383 │
│ reg_lambda                   109.728 │
│ subsample                    0.84899 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.5019 │
│ gamma                        6.50189 │
│ learning_rate                0.01944 │
│ max_depth                          3 │
│ min_child_weight                  61 │
│ num_boost_round                  545 │
│ random_state                    6475 │
│ reg_alpha                    860.959 │
│ reg_lambda                   756.382 │
│ subsample                    0.75999 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.67972 │
│ gamma                          29.37 │
│ learning_rate                0.00997 │
│ max_depth                          3 │
│ min_child_weight                  83 │
│ num_boost_round                  718 │
│ random_state                    3622 │
│ reg_alpha                    6.04013 │
│ reg_lambda                   21.9013 │
│ subsample                     0.6966 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.75429 │
│ gamma                        17.6281 │
│ learning_rate                0.01594 │
│ max_depth                          2 │
│ min_child_weight                 107 │
│ num_boost_round                  533 │
│ random_state                    9665 │
│ reg_alpha                    26.8082 │
│ reg_lambda                   366.449 │
│ subsample                    0.67179 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.78495 │
│ gamma                        16.1511 │
│ learning_rate                0.01145 │
│ max_depth                          2 │
│ min_child_weight                 138 │
│ num_boost_round                  420 │
│ random_state                    4910 │
│ reg_alpha                    1.94599 │
│ reg_lambda                   25.0934 │
│ subsample                    0.67478 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.68389 │
│ gamma                        14.8021 │
│ learning_rate                0.01187 │
│ max_depth                          2 │
│ min_child_weight                  69 │
│ num_boost_round                  386 │
│ random_state                    6579 │
│ reg_alpha                    231.759 │
│ reg_lambda                   24.4769 │
│ subsample                    0.53696 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.64445 │
│ gamma                        5.39879 │
│ learning_rate                0.01902 │
│ max_depth                          3 │
│ min_child_weight                 116 │
│ num_boost_round                  271 │
│ random_state                    1016 │
│ reg_alpha                    50.2256 │
│ reg_lambda                   13.9432 │
│ subsample                    0.62871 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.64079 │
│ gamma                        16.2339 │
│ learning_rate                0.01855 │
│ max_depth                          3 │
│ min_child_weight                 132 │
│ num_boost_round                  315 │
│ random_state                    4881 │
│ reg_alpha                    5.66557 │
│ reg_lambda                    699.33 │
│ subsample                     0.7504 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.5687 │
│ gamma                        19.6342 │
│ learning_rate                0.00624 │
│ max_depth                          2 │
│ min_child_weight                 156 │
│ num_boost_round                  345 │
│ random_state                    7299 │
│ reg_alpha                    8.55672 │
│ reg_lambda                   25.9994 │
│ subsample                    0.83936 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.57142 │
│ gamma                        23.2246 │
│ learning_rate                0.00709 │
│ max_depth                          3 │
│ min_child_weight                  63 │
│ num_boost_round                  754 │
│ random_state                    5319 │
│ reg_alpha                     1.1888 │
│ reg_lambda                   43.7925 │
│ subsample                    0.57233 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.63268 │
│ gamma                        20.0238 │
│ learning_rate                0.00657 │
│ max_depth                          3 │
│ min_child_weight                 175 │
│ num_boost_round                  671 │
│ random_state                    1766 │
│ reg_alpha                    146.659 │
│ reg_lambda                   14.3622 │
│ subsample                     0.8407 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.60117 │
│ gamma                        27.5846 │
│ learning_rate                0.01222 │
│ max_depth                          3 │
│ min_child_weight                 147 │
│ num_boost_round                  595 │
│ random_state                    3985 │
│ reg_alpha                    21.8054 │
│ reg_lambda                    8.5704 │
│ subsample                    0.64406 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.82375 │
│ gamma                        28.6324 │
│ learning_rate                0.01435 │
│ max_depth                          3 │
│ min_child_weight                 109 │
│ num_boost_round                  733 │
│ random_state                    1372 │
│ reg_alpha                    71.6413 │
│ reg_lambda                   494.079 │
│ subsample                    0.73758 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.63464 │
│ gamma                        15.8129 │
│ learning_rate                0.01506 │
│ max_depth                          3 │
│ min_child_weight                 114 │
│ num_boost_round                  448 │
│ random_state                    9642 │
│ reg_alpha                    413.067 │
│ reg_lambda                   8.48831 │
│ subsample                    0.54821 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.58597 │
│ gamma                        14.2771 │
│ learning_rate                0.00839 │
│ max_depth                          3 │
│ min_child_weight                 141 │
│ num_boost_round                  407 │
│ random_state                    8847 │
│ reg_alpha                    99.7363 │
│ reg_lambda                   36.3844 │
│ subsample                    0.62324 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.59753 │
│ gamma                        28.2665 │
│ learning_rate                0.01552 │
│ max_depth                          2 │
│ min_child_weight                 146 │
│ num_boost_round                  720 │
│ random_state                    9545 │
│ reg_alpha                    322.046 │
│ reg_lambda                   42.6044 │
│ subsample                    0.70639 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.73363 │
│ gamma                        19.5734 │
│ learning_rate                0.01625 │
│ max_depth                          2 │
│ min_child_weight                  84 │
│ num_boost_round                  259 │
│ random_state                    5001 │
│ reg_alpha                    200.438 │
│ reg_lambda                   106.568 │
│ subsample                    0.63647 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.84376 │
│ gamma                        28.8012 │
│ learning_rate                0.00999 │
│ max_depth                          2 │
│ min_child_weight                 121 │
│ num_boost_round                  799 │
│ random_state                    4707 │
│ reg_alpha                    6.57783 │
│ reg_lambda                   5.49196 │
│ subsample                     0.5013 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
[36m(train_xgb_ray_tune pid=1821687)[0m 2025-11-06 21:42:33.057622: 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=1821687)[0m 2025-11-06 21:42:33.079320: 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=1821682)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
[36m(train_xgb_ray_tune pid=1821682)[0m E0000 00:00:1762461753.076424 1822799 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=1821682)[0m E0000 00:00:1762461753.084585 1822799 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=1821682)[0m W0000 00:00:1762461753.104567 1822799 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=1821682)[0m W0000 00:00:1762461753.104616 1822799 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=1821682)[0m W0000 00:00:1762461753.104618 1822799 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=1821682)[0m W0000 00:00:1762461753.104621 1822799 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=1821682)[0m 2025-11-06 21:42:33.110860: 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=1821682)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.79273 │
│ gamma                        22.4585 │
│ learning_rate                0.01098 │
│ max_depth                          2 │
│ min_child_weight                  91 │
│ num_boost_round                  226 │
│ random_state                    1090 │
│ reg_alpha                    46.6636 │
│ reg_lambda                   52.4725 │
│ subsample                    0.77131 │
╰──────────────────────────────────────╯
Trial trial_1cb55 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_1cb55 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.67931 │
│ gamma                        14.9999 │
│ learning_rate                0.00792 │
│ max_depth                          3 │
│ min_child_weight                 149 │
│ num_boost_round                  261 │
│ random_state                     773 │
│ reg_alpha                    3.29567 │
│ reg_lambda                   351.316 │
│ subsample                    0.69525 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=1821682)[0m [0]	train-mlogloss:2.70385	validation-mlogloss:2.70393
[36m(train_xgb_ray_tune pid=1821682)[0m [1]	train-mlogloss:2.69962	validation-mlogloss:2.69995
[36m(train_xgb_ray_tune pid=1821687)[0m [0]	train-mlogloss:2.70307	validation-mlogloss:2.70266
[36m(train_xgb_ray_tune pid=1821687)[0m [1]	train-mlogloss:2.69823	validation-mlogloss:2.69743
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:42:37. Total running time: 8s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             5.32095 │
│ time_total_s                 5.32095 │
│ training_iteration                 1 │
│ validation_accuracy          0.06393 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:42:37. Total running time: 8s
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[36m(train_xgb_ray_tune pid=1821688)[0m 2025-11-06 21:42:33.348371: 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=1821688)[0m 2025-11-06 21:42:33.370484: 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=1821671)[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=1821671)[0m E0000 00:00:1762461753.455127 1822932 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=1821671)[0m E0000 00:00:1762461753.463425 1822932 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=1821671)[0m W0000 00:00:1762461753.483307 1822932 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=1821671)[0m 2025-11-06 21:42:33.489729: 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=1821671)[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
[36m(train_xgb_ray_tune pid=1821681)[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=1821681)[0m   _log_deprecation_warning(
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:42:44. Total running time: 14s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              11.826 │
│ time_total_s                  11.826 │
│ training_iteration                 1 │
│ validation_accuracy          0.12428 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:42:44. Total running time: 14s
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[36m(train_xgb_ray_tune pid=1821685)[0m   _log_deprecation_warning(
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:42:54. Total running time: 25s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             22.1076 │
│ time_total_s                 22.1076 │
│ training_iteration                 1 │
│ validation_accuracy          0.26802 │
╰──────────────────────────────────────╯
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Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:42:55. Total running time: 25s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:42:56. Total running time: 27s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             23.7949 │
│ time_total_s                 23.7949 │
│ training_iteration                 1 │
│ validation_accuracy          0.46099 │
╰──────────────────────────────────────╯
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Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:42:56. Total running time: 27s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:42:58. Total running time: 28s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              25.243 │
│ time_total_s                  25.243 │
│ training_iteration                 1 │
│ validation_accuracy          0.16577 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:42:58. Total running time: 28s
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Trial status: 15 RUNNING | 5 TERMINATED
Current time: 2025-11-06 21:42:59. Total running time: 30s
Logical resource usage: 15.0/20 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_1cb55    RUNNING                    754             3        0.00708953      0.572333             0.571419   23.2246                    63       1.1888        43.7925              5319                                                     │
│ trial_1cb55    RUNNING                    271             3        0.0190181       0.628713             0.644453    5.39879                  116      50.2256        13.9432              1016                                                     │
│ trial_1cb55    RUNNING                    420             2        0.0114507       0.674775             0.784948   16.1511                   138       1.94599       25.0934              4910                                                     │
│ trial_1cb55    RUNNING                    315             3        0.0185528       0.750404             0.640788   16.2339                   132       5.66557      699.33                4881                                                     │
│ trial_1cb55    RUNNING                    671             3        0.00656652      0.840697             0.632676   20.0238                   175     146.659         14.3622              1766                                                     │
│ trial_1cb55    RUNNING                    261             3        0.0079232       0.695251             0.679307   14.9999                   149       3.29567      351.316                773                                                     │
│ trial_1cb55    RUNNING                    407             3        0.00839124      0.623236             0.585971   14.2771                   141      99.7363        36.3844              8847                                                     │
│ trial_1cb55    RUNNING                    533             2        0.0159374       0.671786             0.754294   17.6281                   107      26.8082       366.449               9665                                                     │
│ trial_1cb55    RUNNING                    595             3        0.012221        0.64406              0.601166   27.5846                   147      21.8054         8.5704              3985                                                     │
│ trial_1cb55    RUNNING                    345             2        0.00624441      0.839356             0.5687     19.6342                   156       8.55672       25.9994              7299                                                     │
│ trial_1cb55    RUNNING                    672             3        0.018443        0.848987             0.786135   16.1061                   189     250.383        109.728               3866                                                     │
│ trial_1cb55    RUNNING                    733             3        0.0143482       0.737584             0.823754   28.6324                   109      71.6413       494.079               1372                                                     │
│ trial_1cb55    RUNNING                    718             3        0.00997422      0.696604             0.679719   29.37                      83       6.04013       21.9013              3622                                                     │
│ trial_1cb55    RUNNING                    386             2        0.0118711       0.536963             0.683892   14.8021                    69     231.759         24.4769              6579                                                     │
│ trial_1cb55    RUNNING                    799             2        0.00999408      0.501305             0.843765   28.8012                   121       6.57783        5.49196             4707                                                     │
│ trial_1cb55    TERMINATED                 448             3        0.015063        0.548208             0.634636   15.8129                   114     413.067          8.48831             9642        1           11.826                 0.12428   │
│ trial_1cb55    TERMINATED                 259             2        0.0162511       0.636471             0.73363    19.5734                    84     200.438        106.568               5001        1           22.1076                0.268017  │
│ trial_1cb55    TERMINATED                 226             2        0.0109774       0.771305             0.792725   22.4585                    91      46.6636        52.4725              1090        1           23.7949                0.460989  │
│ trial_1cb55    TERMINATED                 545             3        0.0194414       0.759991             0.501904    6.50189                   61     860.959        756.382               6475        1            5.32095               0.0639269 │
│ trial_1cb55    TERMINATED                 720             2        0.015517        0.706389             0.597535   28.2665                   146     322.046         42.6044              9545        1           25.243                 0.165773  │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:00. Total running time: 31s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             28.2754 │
│ time_total_s                 28.2754 │
│ training_iteration                 1 │
│ validation_accuracy          0.20071 │
╰──────────────────────────────────────╯
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Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:00. Total running time: 31s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:01. Total running time: 31s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             28.3228 │
│ time_total_s                 28.3228 │
│ training_iteration                 1 │
│ validation_accuracy          0.43855 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:01. Total running time: 31s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:02. Total running time: 32s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             29.3636 │
│ time_total_s                 29.3636 │
│ training_iteration                 1 │
│ validation_accuracy          0.49891 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:02. Total running time: 32s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:03. Total running time: 33s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             30.3986 │
│ time_total_s                 30.3986 │
│ training_iteration                 1 │
│ validation_accuracy           0.4864 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:03. Total running time: 33s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:03. Total running time: 34s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             31.0931 │
│ time_total_s                 31.0931 │
│ training_iteration                 1 │
│ validation_accuracy          0.47012 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:03. Total running time: 34s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:04. Total running time: 34s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             31.5358 │
│ time_total_s                 31.5358 │
│ training_iteration                 1 │
│ validation_accuracy          0.30792 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:04. Total running time: 34s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:04. Total running time: 35s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             31.9777 │
│ time_total_s                 31.9777 │
│ training_iteration                 1 │
│ validation_accuracy          0.37522 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:04. Total running time: 35s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:05. Total running time: 35s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             33.0308 │
│ time_total_s                 33.0308 │
│ training_iteration                 1 │
│ validation_accuracy          0.50427 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:05. Total running time: 35s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:07. Total running time: 38s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             35.2506 │
│ time_total_s                 35.2506 │
│ training_iteration                 1 │
│ validation_accuracy           0.4588 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:07. Total running time: 38s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:09. Total running time: 39s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             36.7657 │
│ time_total_s                 36.7657 │
│ training_iteration                 1 │
│ validation_accuracy          0.48303 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:09. Total running time: 39s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:11. Total running time: 42s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              39.063 │
│ time_total_s                  39.063 │
│ training_iteration                 1 │
│ validation_accuracy          0.36966 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:11. Total running time: 42s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:12. Total running time: 42s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             39.3348 │
│ time_total_s                 39.3348 │
│ training_iteration                 1 │
│ validation_accuracy          0.36252 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:12. Total running time: 42s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:13. Total running time: 43s
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│ Trial trial_1cb55 result             │
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│ checkpoint_dir_name                  │
│ time_this_iter_s             40.9008 │
│ time_total_s                 40.9008 │
│ training_iteration                 1 │
│ validation_accuracy          0.50069 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:13. Total running time: 43s
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2025-11-06 21:43:16,162	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_M/case_M_XGB_acc_17_classes/XGBoost_hyperparameters_tuning' in 0.0083s.
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╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
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│ checkpoint_dir_name                  │
│ time_this_iter_s             41.7507 │
│ time_total_s                 41.7507 │
│ training_iteration                 1 │
│ validation_accuracy          0.48739 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:14. Total running time: 44s
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Trial trial_1cb55 finished iteration 1 at 2025-11-06 21:43:16. Total running time: 46s
╭──────────────────────────────────────╮
│ Trial trial_1cb55 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             43.3743 │
│ time_total_s                 43.3743 │
│ training_iteration                 1 │
│ validation_accuracy          0.50208 │
╰──────────────────────────────────────╯

Trial trial_1cb55 completed after 1 iterations at 2025-11-06 21:43:16. Total running time: 46s

Trial status: 20 TERMINATED
Current time: 2025-11-06 21:43:16. Total running time: 46s
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_1cb55    TERMINATED                 754             3        0.00708953      0.572333             0.571419   23.2246                    63       1.1888        43.7925              5319        1           43.3743                0.502085  │
│ trial_1cb55    TERMINATED                 271             3        0.0190181       0.628713             0.644453    5.39879                  116      50.2256        13.9432              1016        1           29.3636                0.498908  │
│ trial_1cb55    TERMINATED                 420             2        0.0114507       0.674775             0.784948   16.1511                   138       1.94599       25.0934              4910        1           33.0308                0.504268  │
│ trial_1cb55    TERMINATED                 315             3        0.0185528       0.750404             0.640788   16.2339                   132       5.66557      699.33                4881        1           31.0931                0.470121  │
│ trial_1cb55    TERMINATED                 671             3        0.00656652      0.840697             0.632676   20.0238                   175     146.659         14.3622              1766        1           39.063                 0.369664  │
│ trial_1cb55    TERMINATED                 261             3        0.0079232       0.695251             0.679307   14.9999                   149       3.29567      351.316                773        1           28.3228                0.438555  │
│ trial_1cb55    TERMINATED                 448             3        0.015063        0.548208             0.634636   15.8129                   114     413.067          8.48831             9642        1           11.826                 0.12428   │
│ trial_1cb55    TERMINATED                 407             3        0.00839124      0.623236             0.585971   14.2771                   141      99.7363        36.3844              8847        1           31.9777                0.375223  │
│ trial_1cb55    TERMINATED                 533             2        0.0159374       0.671786             0.754294   17.6281                   107      26.8082       366.449               9665        1           35.2506                0.458805  │
│ trial_1cb55    TERMINATED                 595             3        0.012221        0.64406              0.601166   27.5846                   147      21.8054         8.5704              3985        1           36.7657                0.483026  │
│ trial_1cb55    TERMINATED                 259             2        0.0162511       0.636471             0.73363    19.5734                    84     200.438        106.568               5001        1           22.1076                0.268017  │
│ trial_1cb55    TERMINATED                 226             2        0.0109774       0.771305             0.792725   22.4585                    91      46.6636        52.4725              1090        1           23.7949                0.460989  │
│ trial_1cb55    TERMINATED                 345             2        0.00624441      0.839356             0.5687     19.6342                   156       8.55672       25.9994              7299        1           30.3986                0.486401  │
│ trial_1cb55    TERMINATED                 545             3        0.0194414       0.759991             0.501904    6.50189                   61     860.959        756.382               6475        1            5.32095               0.0639269 │
│ trial_1cb55    TERMINATED                 672             3        0.018443        0.848987             0.786135   16.1061                   189     250.383        109.728               3866        1           31.5358                0.307921  │
│ trial_1cb55    TERMINATED                 733             3        0.0143482       0.737584             0.823754   28.6324                   109      71.6413       494.079               1372        1           39.3348                0.362517  │
│ trial_1cb55    TERMINATED                 720             2        0.015517        0.706389             0.597535   28.2665                   146     322.046         42.6044              9545        1           25.243                 0.165773  │
│ trial_1cb55    TERMINATED                 718             3        0.00997422      0.696604             0.679719   29.37                      83       6.04013       21.9013              3622        1           40.9008                0.500695  │
│ trial_1cb55    TERMINATED                 386             2        0.0118711       0.536963             0.683892   14.8021                    69     231.759         24.4769              6579        1           28.2754                0.200715  │
│ trial_1cb55    TERMINATED                 799             2        0.00999408      0.501305             0.843765   28.8012                   121       6.57783        5.49196             4707        1           41.7507                0.487393  │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Mejores hiperparámetros XGBoost: {'num_boost_round': 420, 'max_depth': 2, 'learning_rate': 0.011450661425445114, 'subsample': 0.6747751033782248, 'colsample_bytree': 0.7849481342435494, 'gamma': 16.15110900148842, 'min_child_weight': 138, 'reg_alpha': 1.9459863194560743, 'reg_lambda': 25.093438623126175, 'random_state': 4910}
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[413]	train-mlogloss:1.83535	validation-mlogloss:1.82350
[414]	train-mlogloss:1.83490	validation-mlogloss:1.82321
[415]	train-mlogloss:1.83440	validation-mlogloss:1.82288
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[417]	train-mlogloss:1.83347	validation-mlogloss:1.82214
[418]	train-mlogloss:1.83301	validation-mlogloss:1.82188
[419]	train-mlogloss:1.83252	validation-mlogloss:1.82159
Saved model to disk.
[36m(train_xgb_ray_tune pid=1821663)[0m /home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/train/_internal/session.py:772: RayDeprecationWarning: `ray.train.report` should be switched to `ray.tune.report` when running in a function passed to Ray Tune. This will be an error in the future. See this issue for more context: https://github.com/ray-project/ray/issues/49454[32m [repeated 2x across cluster][0m
[36m(train_xgb_ray_tune pid=1821663)[0m   _log_deprecation_warning([32m [repeated 2x across cluster][0m
2025-11-06 21:43:34.680119: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:43:34.691345: 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 00:00:1762461814.704278 1823822 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461814.708321 1823822 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461814.718023 1823822 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461814.718041 1823822 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461814.718043 1823822 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461814.718045 1823822 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:43:34.721280: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[12]	train-mlogloss:2.61531	validation-mlogloss:2.60893
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[396]	train-mlogloss:1.84453	validation-mlogloss:1.82987
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[398]	train-mlogloss:1.84354	validation-mlogloss:1.82913
[399]	train-mlogloss:1.84296	validation-mlogloss:1.82873
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[402]	train-mlogloss:1.84125	validation-mlogloss:1.82777
[403]	train-mlogloss:1.84071	validation-mlogloss:1.82740
[404]	train-mlogloss:1.84015	validation-mlogloss:1.82699
[405]	train-mlogloss:1.83967	validation-mlogloss:1.82667
[406]	train-mlogloss:1.83914	validation-mlogloss:1.82633
[407]	train-mlogloss:1.83858	validation-mlogloss:1.82603
[408]	train-mlogloss:1.83799	validation-mlogloss:1.82573
[409]	train-mlogloss:1.83747	validation-mlogloss:1.82531
[410]	train-mlogloss:1.83696	validation-mlogloss:1.82505
[411]	train-mlogloss:1.83646	validation-mlogloss:1.82468
[412]	train-mlogloss:1.83593	validation-mlogloss:1.82429
[413]	train-mlogloss:1.83540	validation-mlogloss:1.82406
[414]	train-mlogloss:1.83489	validation-mlogloss:1.82377
[415]	train-mlogloss:1.83438	validation-mlogloss:1.82340
[416]	train-mlogloss:1.83386	validation-mlogloss:1.82318
[417]	train-mlogloss:1.83343	validation-mlogloss:1.82292
[418]	train-mlogloss:1.83294	validation-mlogloss:1.82249
[419]	train-mlogloss:1.83254	validation-mlogloss:1.82219
Saved model to disk.
2025-11-06 21:43:56.876142: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:43:56.887202: 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 00:00:1762461836.900366 1824210 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461836.904584 1824210 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461836.914884 1824210 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461836.914903 1824210 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461836.914913 1824210 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461836.914915 1824210 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:43:56.917933: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[2]	train-mlogloss:2.68543	validation-mlogloss:2.68406
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[7]	train-mlogloss:2.64906	validation-mlogloss:2.64469
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[9]	train-mlogloss:2.63560	validation-mlogloss:2.63004
[10]	train-mlogloss:2.62845	validation-mlogloss:2.62215
[11]	train-mlogloss:2.62168	validation-mlogloss:2.61447
[12]	train-mlogloss:2.61463	validation-mlogloss:2.60680
[13]	train-mlogloss:2.60807	validation-mlogloss:2.59949
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[19]	train-mlogloss:2.56962	validation-mlogloss:2.55765
[20]	train-mlogloss:2.56373	validation-mlogloss:2.55150
[21]	train-mlogloss:2.55764	validation-mlogloss:2.54458
[22]	train-mlogloss:2.55178	validation-mlogloss:2.53846
[23]	train-mlogloss:2.54606	validation-mlogloss:2.53245
[24]	train-mlogloss:2.54025	validation-mlogloss:2.52629
[25]	train-mlogloss:2.53442	validation-mlogloss:2.51986
[26]	train-mlogloss:2.52892	validation-mlogloss:2.51399
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[33]	train-mlogloss:2.49089	validation-mlogloss:2.47228
[34]	train-mlogloss:2.48580	validation-mlogloss:2.46653
[35]	train-mlogloss:2.48079	validation-mlogloss:2.46111
[36]	train-mlogloss:2.47583	validation-mlogloss:2.45562
[37]	train-mlogloss:2.47099	validation-mlogloss:2.45042
[38]	train-mlogloss:2.46558	validation-mlogloss:2.44385
[39]	train-mlogloss:2.46069	validation-mlogloss:2.43866
[40]	train-mlogloss:2.45570	validation-mlogloss:2.43329
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[42]	train-mlogloss:2.44627	validation-mlogloss:2.42305
[43]	train-mlogloss:2.44158	validation-mlogloss:2.41797
[44]	train-mlogloss:2.43693	validation-mlogloss:2.41301
[45]	train-mlogloss:2.43230	validation-mlogloss:2.40798
[46]	train-mlogloss:2.42772	validation-mlogloss:2.40288
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[48]	train-mlogloss:2.41914	validation-mlogloss:2.39374
[49]	train-mlogloss:2.41475	validation-mlogloss:2.38874
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[51]	train-mlogloss:2.40574	validation-mlogloss:2.37927
[52]	train-mlogloss:2.40134	validation-mlogloss:2.37422
[53]	train-mlogloss:2.39696	validation-mlogloss:2.36932
[54]	train-mlogloss:2.39255	validation-mlogloss:2.36455
[55]	train-mlogloss:2.38860	validation-mlogloss:2.36020
[56]	train-mlogloss:2.38434	validation-mlogloss:2.35554
[57]	train-mlogloss:2.38000	validation-mlogloss:2.35071
[58]	train-mlogloss:2.37577	validation-mlogloss:2.34558
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[62]	train-mlogloss:2.35930	validation-mlogloss:2.32743
[63]	train-mlogloss:2.35541	validation-mlogloss:2.32346
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[65]	train-mlogloss:2.34757	validation-mlogloss:2.31497
[66]	train-mlogloss:2.34349	validation-mlogloss:2.31055
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[72]	train-mlogloss:2.32125	validation-mlogloss:2.28651
[73]	train-mlogloss:2.31759	validation-mlogloss:2.28264
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[75]	train-mlogloss:2.31000	validation-mlogloss:2.27401
[76]	train-mlogloss:2.30628	validation-mlogloss:2.26991
[77]	train-mlogloss:2.30277	validation-mlogloss:2.26603
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[133]	train-mlogloss:2.14755	validation-mlogloss:2.10117
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[146]	train-mlogloss:2.12072	validation-mlogloss:2.07496
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[152]	train-mlogloss:2.10888	validation-mlogloss:2.06301
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[389]	train-mlogloss:1.84739	validation-mlogloss:1.83288
[390]	train-mlogloss:1.84685	validation-mlogloss:1.83260
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[393]	train-mlogloss:1.84513	validation-mlogloss:1.83126
[394]	train-mlogloss:1.84453	validation-mlogloss:1.83081
[395]	train-mlogloss:1.84397	validation-mlogloss:1.83045
[396]	train-mlogloss:1.84344	validation-mlogloss:1.83005
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[398]	train-mlogloss:1.84236	validation-mlogloss:1.82930
[399]	train-mlogloss:1.84181	validation-mlogloss:1.82887
[400]	train-mlogloss:1.84123	validation-mlogloss:1.82846
[401]	train-mlogloss:1.84076	validation-mlogloss:1.82825
[402]	train-mlogloss:1.84021	validation-mlogloss:1.82773
[403]	train-mlogloss:1.83960	validation-mlogloss:1.82731
[404]	train-mlogloss:1.83911	validation-mlogloss:1.82699
[405]	train-mlogloss:1.83859	validation-mlogloss:1.82673
[406]	train-mlogloss:1.83814	validation-mlogloss:1.82644
[407]	train-mlogloss:1.83756	validation-mlogloss:1.82609
[408]	train-mlogloss:1.83701	validation-mlogloss:1.82578
[409]	train-mlogloss:1.83641	validation-mlogloss:1.82546
[410]	train-mlogloss:1.83586	validation-mlogloss:1.82505
[411]	train-mlogloss:1.83537	validation-mlogloss:1.82474
[412]	train-mlogloss:1.83490	validation-mlogloss:1.82440
[413]	train-mlogloss:1.83446	validation-mlogloss:1.82402
[414]	train-mlogloss:1.83396	validation-mlogloss:1.82356
[415]	train-mlogloss:1.83351	validation-mlogloss:1.82306
[416]	train-mlogloss:1.83302	validation-mlogloss:1.82265
[417]	train-mlogloss:1.83251	validation-mlogloss:1.82236
[418]	train-mlogloss:1.83195	validation-mlogloss:1.82185
[419]	train-mlogloss:1.83142	validation-mlogloss:1.82154
Saved model to disk.
2025-11-06 21:44:19.017913: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:44:19.029115: 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 00:00:1762461859.042403 1824595 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461859.046463 1824595 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461859.056559 1824595 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461859.056579 1824595 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461859.056581 1824595 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461859.056584 1824595 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:44:19.059590: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70037	validation-mlogloss:2.69990
[1]	train-mlogloss:2.69311	validation-mlogloss:2.69230
[2]	train-mlogloss:2.68575	validation-mlogloss:2.68465
[3]	train-mlogloss:2.67837	validation-mlogloss:2.67672
[4]	train-mlogloss:2.67086	validation-mlogloss:2.66859
[5]	train-mlogloss:2.66363	validation-mlogloss:2.66069
[6]	train-mlogloss:2.65680	validation-mlogloss:2.65344
[7]	train-mlogloss:2.64971	validation-mlogloss:2.64554
[8]	train-mlogloss:2.64240	validation-mlogloss:2.63758
[9]	train-mlogloss:2.63503	validation-mlogloss:2.62937
[10]	train-mlogloss:2.62846	validation-mlogloss:2.62231
[11]	train-mlogloss:2.62142	validation-mlogloss:2.61462
[12]	train-mlogloss:2.61463	validation-mlogloss:2.60735
[13]	train-mlogloss:2.60787	validation-mlogloss:2.60006
[14]	train-mlogloss:2.60139	validation-mlogloss:2.59321
[15]	train-mlogloss:2.59502	validation-mlogloss:2.58628
[16]	train-mlogloss:2.58850	validation-mlogloss:2.57923
[17]	train-mlogloss:2.58213	validation-mlogloss:2.57199
[18]	train-mlogloss:2.57604	validation-mlogloss:2.56552
[19]	train-mlogloss:2.57012	validation-mlogloss:2.55953
[20]	train-mlogloss:2.56420	validation-mlogloss:2.55325
[21]	train-mlogloss:2.55830	validation-mlogloss:2.54712
[22]	train-mlogloss:2.55238	validation-mlogloss:2.54072
[23]	train-mlogloss:2.54644	validation-mlogloss:2.53402
[24]	train-mlogloss:2.54036	validation-mlogloss:2.52702
[25]	train-mlogloss:2.53428	validation-mlogloss:2.52015
[26]	train-mlogloss:2.52856	validation-mlogloss:2.51377
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[327]	train-mlogloss:1.89047	validation-mlogloss:1.86358
[328]	train-mlogloss:1.88963	validation-mlogloss:1.86295
[329]	train-mlogloss:1.88875	validation-mlogloss:1.86232
[330]	train-mlogloss:1.88787	validation-mlogloss:1.86154
[331]	train-mlogloss:1.88705	validation-mlogloss:1.86093
[332]	train-mlogloss:1.88629	validation-mlogloss:1.86029
[333]	train-mlogloss:1.88551	validation-mlogloss:1.85952
[334]	train-mlogloss:1.88478	validation-mlogloss:1.85909
[335]	train-mlogloss:1.88403	validation-mlogloss:1.85852
[336]	train-mlogloss:1.88329	validation-mlogloss:1.85808
[337]	train-mlogloss:1.88262	validation-mlogloss:1.85746
[338]	train-mlogloss:1.88186	validation-mlogloss:1.85685
[339]	train-mlogloss:1.88102	validation-mlogloss:1.85598
[340]	train-mlogloss:1.88017	validation-mlogloss:1.85533
[341]	train-mlogloss:1.87937	validation-mlogloss:1.85462
[342]	train-mlogloss:1.87857	validation-mlogloss:1.85399
[343]	train-mlogloss:1.87777	validation-mlogloss:1.85338
[344]	train-mlogloss:1.87703	validation-mlogloss:1.85294
[345]	train-mlogloss:1.87635	validation-mlogloss:1.85248
[346]	train-mlogloss:1.87567	validation-mlogloss:1.85195
[347]	train-mlogloss:1.87496	validation-mlogloss:1.85149
[348]	train-mlogloss:1.87420	validation-mlogloss:1.85092
[349]	train-mlogloss:1.87346	validation-mlogloss:1.85047
[350]	train-mlogloss:1.87278	validation-mlogloss:1.84993
[351]	train-mlogloss:1.87198	validation-mlogloss:1.84934
[352]	train-mlogloss:1.87126	validation-mlogloss:1.84867
[353]	train-mlogloss:1.87044	validation-mlogloss:1.84803
[354]	train-mlogloss:1.86980	validation-mlogloss:1.84765
[355]	train-mlogloss:1.86907	validation-mlogloss:1.84700
[356]	train-mlogloss:1.86837	validation-mlogloss:1.84651
[357]	train-mlogloss:1.86769	validation-mlogloss:1.84596
[358]	train-mlogloss:1.86697	validation-mlogloss:1.84539
[359]	train-mlogloss:1.86624	validation-mlogloss:1.84508
[360]	train-mlogloss:1.86560	validation-mlogloss:1.84450
[361]	train-mlogloss:1.86501	validation-mlogloss:1.84401
[362]	train-mlogloss:1.86429	validation-mlogloss:1.84350
[363]	train-mlogloss:1.86359	validation-mlogloss:1.84289
[364]	train-mlogloss:1.86287	validation-mlogloss:1.84233
[365]	train-mlogloss:1.86224	validation-mlogloss:1.84188
[366]	train-mlogloss:1.86150	validation-mlogloss:1.84142
[367]	train-mlogloss:1.86085	validation-mlogloss:1.84108
[368]	train-mlogloss:1.86020	validation-mlogloss:1.84062
[369]	train-mlogloss:1.85954	validation-mlogloss:1.84020
[370]	train-mlogloss:1.85883	validation-mlogloss:1.83973
[371]	train-mlogloss:1.85825	validation-mlogloss:1.83929
[372]	train-mlogloss:1.85753	validation-mlogloss:1.83881
[373]	train-mlogloss:1.85694	validation-mlogloss:1.83841
[374]	train-mlogloss:1.85629	validation-mlogloss:1.83802
[375]	train-mlogloss:1.85581	validation-mlogloss:1.83766
[376]	train-mlogloss:1.85509	validation-mlogloss:1.83718
[377]	train-mlogloss:1.85442	validation-mlogloss:1.83665
[378]	train-mlogloss:1.85375	validation-mlogloss:1.83622
[379]	train-mlogloss:1.85321	validation-mlogloss:1.83589
[380]	train-mlogloss:1.85265	validation-mlogloss:1.83537
[381]	train-mlogloss:1.85205	validation-mlogloss:1.83494
[382]	train-mlogloss:1.85148	validation-mlogloss:1.83461
[383]	train-mlogloss:1.85095	validation-mlogloss:1.83441
[384]	train-mlogloss:1.85038	validation-mlogloss:1.83397
[385]	train-mlogloss:1.84977	validation-mlogloss:1.83360
[386]	train-mlogloss:1.84911	validation-mlogloss:1.83331
[387]	train-mlogloss:1.84848	validation-mlogloss:1.83282
[388]	train-mlogloss:1.84786	validation-mlogloss:1.83240
[389]	train-mlogloss:1.84732	validation-mlogloss:1.83200
[390]	train-mlogloss:1.84679	validation-mlogloss:1.83159
[391]	train-mlogloss:1.84626	validation-mlogloss:1.83140
[392]	train-mlogloss:1.84560	validation-mlogloss:1.83092
[393]	train-mlogloss:1.84502	validation-mlogloss:1.83049
[394]	train-mlogloss:1.84443	validation-mlogloss:1.83011
[395]	train-mlogloss:1.84382	validation-mlogloss:1.82970
[396]	train-mlogloss:1.84316	validation-mlogloss:1.82918
[397]	train-mlogloss:1.84267	validation-mlogloss:1.82886
[398]	train-mlogloss:1.84201	validation-mlogloss:1.82862
[399]	train-mlogloss:1.84141	validation-mlogloss:1.82812
[400]	train-mlogloss:1.84095	validation-mlogloss:1.82785
[401]	train-mlogloss:1.84041	validation-mlogloss:1.82746
[402]	train-mlogloss:1.83994	validation-mlogloss:1.82715
[403]	train-mlogloss:1.83936	validation-mlogloss:1.82675
[404]	train-mlogloss:1.83877	validation-mlogloss:1.82647
[405]	train-mlogloss:1.83821	validation-mlogloss:1.82612
[406]	train-mlogloss:1.83759	validation-mlogloss:1.82576
[407]	train-mlogloss:1.83707	validation-mlogloss:1.82537
[408]	train-mlogloss:1.83658	validation-mlogloss:1.82510
[409]	train-mlogloss:1.83601	validation-mlogloss:1.82471
[410]	train-mlogloss:1.83552	validation-mlogloss:1.82435
[411]	train-mlogloss:1.83503	validation-mlogloss:1.82412
[412]	train-mlogloss:1.83453	validation-mlogloss:1.82365
[413]	train-mlogloss:1.83400	validation-mlogloss:1.82334
[414]	train-mlogloss:1.83350	validation-mlogloss:1.82308
[415]	train-mlogloss:1.83297	validation-mlogloss:1.82287
[416]	train-mlogloss:1.83247	validation-mlogloss:1.82253
[417]	train-mlogloss:1.83199	validation-mlogloss:1.82207
[418]	train-mlogloss:1.83157	validation-mlogloss:1.82166
[419]	train-mlogloss:1.83106	validation-mlogloss:1.82129
Saved model to disk.

=== EJECUCIÓN 1 ===

--- TRAIN (ejecución 1) ---

--- TEST (ejecución 1) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.23 [%]
Global accuracy score (test) = 44.14 [%]
Global F1 score (train) = 43.75 [%]
Global F1 score (test) = 43.28 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.46      0.45       184
       CAMINAR USUAL SPEED       0.30      0.14      0.19       184
            CAMINAR ZIGZAG       0.31      0.56      0.40       184
          DE PIE BARRIENDO       0.71      0.40      0.51       184
   DE PIE DOBLANDO TOALLAS       0.44      0.44      0.44       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.39       184
          DE PIE USANDO PC       0.21      0.33      0.26       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.47      0.39      0.42       184
         SENTADO USANDO PC       0.27      0.14      0.19       184
      SENTADO VIENDO LA TV       0.24      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.56      0.60       184
                    TROTAR       0.68      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 1: 44.14 [%]
F1-score capturado en la ejecución 1: 43.28 [%]

=== EJECUCIÓN 2 ===

--- TRAIN (ejecución 2) ---

--- TEST (ejecución 2) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.21 [%]
Global accuracy score (test) = 44.25 [%]
Global F1 score (train) = 43.77 [%]
Global F1 score (test) = 43.38 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.72      0.59       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.46      0.45       184
       CAMINAR USUAL SPEED       0.32      0.16      0.21       184
            CAMINAR ZIGZAG       0.32      0.55      0.40       184
          DE PIE BARRIENDO       0.69      0.40      0.50       184
   DE PIE DOBLANDO TOALLAS       0.45      0.44      0.44       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.21      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.64      0.58      0.61       184
           SENTADO LEYENDO       0.46      0.38      0.42       184
         SENTADO USANDO PC       0.29      0.15      0.19       184
      SENTADO VIENDO LA TV       0.26      0.17      0.20       184
   SUBIR Y BAJAR ESCALERAS       0.61      0.56      0.59       184
                    TROTAR       0.65      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 2: 44.25 [%]
F1-score capturado en la ejecución 2: 43.38 [%]

=== EJECUCIÓN 3 ===

--- TRAIN (ejecución 3) ---

--- TEST (ejecución 3) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.37 [%]
Global accuracy score (test) = 44.06 [%]
Global F1 score (train) = 43.93 [%]
Global F1 score (test) = 43.39 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.71      0.56       184
 CAMINAR CON MÓVIL O LIBRO       0.41      0.46      0.44       184
       CAMINAR USUAL SPEED       0.36      0.18      0.24       184
            CAMINAR ZIGZAG       0.31      0.53      0.39       184
          DE PIE BARRIENDO       0.71      0.39      0.51       184
   DE PIE DOBLANDO TOALLAS       0.44      0.43      0.44       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.57      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.57      0.61       184
           SENTADO LEYENDO       0.46      0.40      0.43       184
         SENTADO USANDO PC       0.27      0.12      0.17       184
      SENTADO VIENDO LA TV       0.27      0.18      0.21       184
   SUBIR Y BAJAR ESCALERAS       0.66      0.56      0.61       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.46      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 3: 44.06 [%]
F1-score capturado en la ejecución 3: 43.39 [%]

=== EJECUCIÓN 4 ===

--- TRAIN (ejecución 4) ---

--- TEST (ejecución 4) ---
2025-11-06 21:44:41.467946: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:44:41.479117: 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 00:00:1762461881.492324 1824967 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461881.496427 1824967 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461881.506483 1824967 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461881.506514 1824967 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461881.506516 1824967 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461881.506517 1824967 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:44:41.509646: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70063	validation-mlogloss:2.70021
[1]	train-mlogloss:2.69307	validation-mlogloss:2.69217
[2]	train-mlogloss:2.68545	validation-mlogloss:2.68393
[3]	train-mlogloss:2.67803	validation-mlogloss:2.67593
[4]	train-mlogloss:2.67068	validation-mlogloss:2.66822
[5]	train-mlogloss:2.66340	validation-mlogloss:2.66021
[6]	train-mlogloss:2.65668	validation-mlogloss:2.65308
[7]	train-mlogloss:2.64924	validation-mlogloss:2.64515
[8]	train-mlogloss:2.64205	validation-mlogloss:2.63730
[9]	train-mlogloss:2.63495	validation-mlogloss:2.62974
[10]	train-mlogloss:2.62828	validation-mlogloss:2.62251
[11]	train-mlogloss:2.62120	validation-mlogloss:2.61445
[12]	train-mlogloss:2.61440	validation-mlogloss:2.60698
[13]	train-mlogloss:2.60766	validation-mlogloss:2.59955
[14]	train-mlogloss:2.60092	validation-mlogloss:2.59191
[15]	train-mlogloss:2.59435	validation-mlogloss:2.58449
[16]	train-mlogloss:2.58796	validation-mlogloss:2.57738
[17]	train-mlogloss:2.58183	validation-mlogloss:2.57091
[18]	train-mlogloss:2.57551	validation-mlogloss:2.56406
[19]	train-mlogloss:2.56929	validation-mlogloss:2.55729
[20]	train-mlogloss:2.56323	validation-mlogloss:2.55063
[21]	train-mlogloss:2.55727	validation-mlogloss:2.54425
[22]	train-mlogloss:2.55135	validation-mlogloss:2.53791
[23]	train-mlogloss:2.54537	validation-mlogloss:2.53127
[24]	train-mlogloss:2.53979	validation-mlogloss:2.52551
[25]	train-mlogloss:2.53366	validation-mlogloss:2.51863
[26]	train-mlogloss:2.52797	validation-mlogloss:2.51264
[27]	train-mlogloss:2.52241	validation-mlogloss:2.50692
[28]	train-mlogloss:2.51687	validation-mlogloss:2.50103
[29]	train-mlogloss:2.51155	validation-mlogloss:2.49544
[30]	train-mlogloss:2.50602	validation-mlogloss:2.48932
[31]	train-mlogloss:2.50080	validation-mlogloss:2.48378
[32]	train-mlogloss:2.49529	validation-mlogloss:2.47752
[33]	train-mlogloss:2.49003	validation-mlogloss:2.47177
[34]	train-mlogloss:2.48484	validation-mlogloss:2.46605
[35]	train-mlogloss:2.47971	validation-mlogloss:2.46037
[36]	train-mlogloss:2.47485	validation-mlogloss:2.45507
[37]	train-mlogloss:2.46990	validation-mlogloss:2.44970
[38]	train-mlogloss:2.46458	validation-mlogloss:2.44357
[39]	train-mlogloss:2.45944	validation-mlogloss:2.43773
[40]	train-mlogloss:2.45450	validation-mlogloss:2.43241
[41]	train-mlogloss:2.44967	validation-mlogloss:2.42705
[42]	train-mlogloss:2.44489	validation-mlogloss:2.42203
[43]	train-mlogloss:2.44012	validation-mlogloss:2.41673
[44]	train-mlogloss:2.43552	validation-mlogloss:2.41175
[45]	train-mlogloss:2.43107	validation-mlogloss:2.40689
[46]	train-mlogloss:2.42644	validation-mlogloss:2.40193
[47]	train-mlogloss:2.42164	validation-mlogloss:2.39637
[48]	train-mlogloss:2.41716	validation-mlogloss:2.39140
[49]	train-mlogloss:2.41271	validation-mlogloss:2.38652
[50]	train-mlogloss:2.40824	validation-mlogloss:2.38151
[51]	train-mlogloss:2.40389	validation-mlogloss:2.37678
[52]	train-mlogloss:2.39952	validation-mlogloss:2.37200
[53]	train-mlogloss:2.39517	validation-mlogloss:2.36726
[54]	train-mlogloss:2.39086	validation-mlogloss:2.36252
[55]	train-mlogloss:2.38666	validation-mlogloss:2.35799
[56]	train-mlogloss:2.38220	validation-mlogloss:2.35288
[57]	train-mlogloss:2.37790	validation-mlogloss:2.34799
[58]	train-mlogloss:2.37368	validation-mlogloss:2.34335
[59]	train-mlogloss:2.36966	validation-mlogloss:2.33917
[60]	train-mlogloss:2.36566	validation-mlogloss:2.33486
[61]	train-mlogloss:2.36156	validation-mlogloss:2.33064
[62]	train-mlogloss:2.35766	validation-mlogloss:2.32647
[63]	train-mlogloss:2.35361	validation-mlogloss:2.32199
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[364]	train-mlogloss:1.86382	validation-mlogloss:1.84373
[365]	train-mlogloss:1.86307	validation-mlogloss:1.84332
[366]	train-mlogloss:1.86244	validation-mlogloss:1.84280
[367]	train-mlogloss:1.86170	validation-mlogloss:1.84223
[368]	train-mlogloss:1.86098	validation-mlogloss:1.84182
[369]	train-mlogloss:1.86035	validation-mlogloss:1.84138
[370]	train-mlogloss:1.85969	validation-mlogloss:1.84089
[371]	train-mlogloss:1.85901	validation-mlogloss:1.84038
[372]	train-mlogloss:1.85835	validation-mlogloss:1.83987
[373]	train-mlogloss:1.85771	validation-mlogloss:1.83949
[374]	train-mlogloss:1.85706	validation-mlogloss:1.83906
[375]	train-mlogloss:1.85640	validation-mlogloss:1.83857
[376]	train-mlogloss:1.85583	validation-mlogloss:1.83828
[377]	train-mlogloss:1.85525	validation-mlogloss:1.83793
[378]	train-mlogloss:1.85464	validation-mlogloss:1.83742
[379]	train-mlogloss:1.85394	validation-mlogloss:1.83684
[380]	train-mlogloss:1.85336	validation-mlogloss:1.83657
[381]	train-mlogloss:1.85282	validation-mlogloss:1.83618
[382]	train-mlogloss:1.85222	validation-mlogloss:1.83583
[383]	train-mlogloss:1.85163	validation-mlogloss:1.83532
[384]	train-mlogloss:1.85102	validation-mlogloss:1.83478
[385]	train-mlogloss:1.85045	validation-mlogloss:1.83438
[386]	train-mlogloss:1.84989	validation-mlogloss:1.83400
[387]	train-mlogloss:1.84925	validation-mlogloss:1.83359
[388]	train-mlogloss:1.84871	validation-mlogloss:1.83325
[389]	train-mlogloss:1.84812	validation-mlogloss:1.83285
[390]	train-mlogloss:1.84755	validation-mlogloss:1.83234
[391]	train-mlogloss:1.84701	validation-mlogloss:1.83198
[392]	train-mlogloss:1.84645	validation-mlogloss:1.83152
[393]	train-mlogloss:1.84594	validation-mlogloss:1.83124
[394]	train-mlogloss:1.84537	validation-mlogloss:1.83089
[395]	train-mlogloss:1.84481	validation-mlogloss:1.83048
[396]	train-mlogloss:1.84420	validation-mlogloss:1.83018
[397]	train-mlogloss:1.84362	validation-mlogloss:1.82984
[398]	train-mlogloss:1.84306	validation-mlogloss:1.82940
[399]	train-mlogloss:1.84260	validation-mlogloss:1.82916
[400]	train-mlogloss:1.84204	validation-mlogloss:1.82877
[401]	train-mlogloss:1.84138	validation-mlogloss:1.82821
[402]	train-mlogloss:1.84085	validation-mlogloss:1.82780
[403]	train-mlogloss:1.84026	validation-mlogloss:1.82742
[404]	train-mlogloss:1.83989	validation-mlogloss:1.82724
[405]	train-mlogloss:1.83930	validation-mlogloss:1.82699
[406]	train-mlogloss:1.83876	validation-mlogloss:1.82656
[407]	train-mlogloss:1.83819	validation-mlogloss:1.82614
[408]	train-mlogloss:1.83757	validation-mlogloss:1.82570
[409]	train-mlogloss:1.83704	validation-mlogloss:1.82543
[410]	train-mlogloss:1.83658	validation-mlogloss:1.82507
[411]	train-mlogloss:1.83611	validation-mlogloss:1.82479
[412]	train-mlogloss:1.83559	validation-mlogloss:1.82451
[413]	train-mlogloss:1.83503	validation-mlogloss:1.82421
[414]	train-mlogloss:1.83454	validation-mlogloss:1.82392
[415]	train-mlogloss:1.83406	validation-mlogloss:1.82356
[416]	train-mlogloss:1.83359	validation-mlogloss:1.82328
[417]	train-mlogloss:1.83308	validation-mlogloss:1.82291
[418]	train-mlogloss:1.83267	validation-mlogloss:1.82261
[419]	train-mlogloss:1.83223	validation-mlogloss:1.82237
Saved model to disk.
2025-11-06 21:45:03.448146: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:45:03.459572: 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 00:00:1762461903.472704 1825371 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461903.476791 1825371 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461903.486479 1825371 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461903.486523 1825371 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461903.486525 1825371 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461903.486526 1825371 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:45:03.489718: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[1]	train-mlogloss:2.69260	validation-mlogloss:2.69153
[2]	train-mlogloss:2.68537	validation-mlogloss:2.68398
[3]	train-mlogloss:2.67769	validation-mlogloss:2.67556
[4]	train-mlogloss:2.67009	validation-mlogloss:2.66713
[5]	train-mlogloss:2.66315	validation-mlogloss:2.65979
[6]	train-mlogloss:2.65596	validation-mlogloss:2.65243
[7]	train-mlogloss:2.64896	validation-mlogloss:2.64490
[8]	train-mlogloss:2.64223	validation-mlogloss:2.63788
[9]	train-mlogloss:2.63512	validation-mlogloss:2.63008
[10]	train-mlogloss:2.62873	validation-mlogloss:2.62339
[11]	train-mlogloss:2.62210	validation-mlogloss:2.61596
[12]	train-mlogloss:2.61531	validation-mlogloss:2.60859
[13]	train-mlogloss:2.60841	validation-mlogloss:2.60064
[14]	train-mlogloss:2.60180	validation-mlogloss:2.59372
[15]	train-mlogloss:2.59542	validation-mlogloss:2.58681
[16]	train-mlogloss:2.58895	validation-mlogloss:2.57965
[17]	train-mlogloss:2.58278	validation-mlogloss:2.57273
[18]	train-mlogloss:2.57680	validation-mlogloss:2.56632
[19]	train-mlogloss:2.57065	validation-mlogloss:2.56000
[20]	train-mlogloss:2.56471	validation-mlogloss:2.55331
[21]	train-mlogloss:2.55893	validation-mlogloss:2.54704
[22]	train-mlogloss:2.55266	validation-mlogloss:2.53980
[23]	train-mlogloss:2.54671	validation-mlogloss:2.53308
[24]	train-mlogloss:2.54076	validation-mlogloss:2.52683
[25]	train-mlogloss:2.53510	validation-mlogloss:2.52057
[26]	train-mlogloss:2.52943	validation-mlogloss:2.51460
[27]	train-mlogloss:2.52373	validation-mlogloss:2.50819
[28]	train-mlogloss:2.51832	validation-mlogloss:2.50232
[29]	train-mlogloss:2.51288	validation-mlogloss:2.49648
[30]	train-mlogloss:2.50747	validation-mlogloss:2.49024
[31]	train-mlogloss:2.50208	validation-mlogloss:2.48428
[32]	train-mlogloss:2.49679	validation-mlogloss:2.47839
[33]	train-mlogloss:2.49138	validation-mlogloss:2.47236
[34]	train-mlogloss:2.48608	validation-mlogloss:2.46648
[35]	train-mlogloss:2.48096	validation-mlogloss:2.46088
[36]	train-mlogloss:2.47569	validation-mlogloss:2.45515
[37]	train-mlogloss:2.47056	validation-mlogloss:2.44944
[38]	train-mlogloss:2.46556	validation-mlogloss:2.44399
[39]	train-mlogloss:2.46046	validation-mlogloss:2.43851
[40]	train-mlogloss:2.45533	validation-mlogloss:2.43274
[41]	train-mlogloss:2.45075	validation-mlogloss:2.42797
[42]	train-mlogloss:2.44604	validation-mlogloss:2.42282
[43]	train-mlogloss:2.44124	validation-mlogloss:2.41753
[44]	train-mlogloss:2.43658	validation-mlogloss:2.41239
[45]	train-mlogloss:2.43199	validation-mlogloss:2.40753
[46]	train-mlogloss:2.42743	validation-mlogloss:2.40249
[47]	train-mlogloss:2.42265	validation-mlogloss:2.39702
[48]	train-mlogloss:2.41836	validation-mlogloss:2.39220
[49]	train-mlogloss:2.41396	validation-mlogloss:2.38733
[50]	train-mlogloss:2.40957	validation-mlogloss:2.38259
[51]	train-mlogloss:2.40506	validation-mlogloss:2.37739
[52]	train-mlogloss:2.40061	validation-mlogloss:2.37267
[53]	train-mlogloss:2.39632	validation-mlogloss:2.36775
[54]	train-mlogloss:2.39228	validation-mlogloss:2.36356
[55]	train-mlogloss:2.38809	validation-mlogloss:2.35884
[56]	train-mlogloss:2.38373	validation-mlogloss:2.35396
[57]	train-mlogloss:2.37924	validation-mlogloss:2.34888
[58]	train-mlogloss:2.37481	validation-mlogloss:2.34391
[59]	train-mlogloss:2.37072	validation-mlogloss:2.33958
[60]	train-mlogloss:2.36664	validation-mlogloss:2.33511
[61]	train-mlogloss:2.36239	validation-mlogloss:2.33008
[62]	train-mlogloss:2.35840	validation-mlogloss:2.32580
[63]	train-mlogloss:2.35420	validation-mlogloss:2.32107
[64]	train-mlogloss:2.35033	validation-mlogloss:2.31677
[65]	train-mlogloss:2.34625	validation-mlogloss:2.31239
[66]	train-mlogloss:2.34232	validation-mlogloss:2.30830
[67]	train-mlogloss:2.33833	validation-mlogloss:2.30360
[68]	train-mlogloss:2.33460	validation-mlogloss:2.29968
[69]	train-mlogloss:2.33083	validation-mlogloss:2.29559
[70]	train-mlogloss:2.32697	validation-mlogloss:2.29132
[71]	train-mlogloss:2.32349	validation-mlogloss:2.28787
[72]	train-mlogloss:2.31994	validation-mlogloss:2.28389
[73]	train-mlogloss:2.31610	validation-mlogloss:2.27975
[74]	train-mlogloss:2.31244	validation-mlogloss:2.27558
[75]	train-mlogloss:2.30891	validation-mlogloss:2.27156
[76]	train-mlogloss:2.30525	validation-mlogloss:2.26738
[77]	train-mlogloss:2.30171	validation-mlogloss:2.26369
[78]	train-mlogloss:2.29810	validation-mlogloss:2.25951
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[81]	train-mlogloss:2.28797	validation-mlogloss:2.24879
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[84]	train-mlogloss:2.27810	validation-mlogloss:2.23853
[85]	train-mlogloss:2.27493	validation-mlogloss:2.23518
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[87]	train-mlogloss:2.26896	validation-mlogloss:2.22905
[88]	train-mlogloss:2.26578	validation-mlogloss:2.22552
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[90]	train-mlogloss:2.25952	validation-mlogloss:2.21882
[91]	train-mlogloss:2.25640	validation-mlogloss:2.21531
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[94]	train-mlogloss:2.24745	validation-mlogloss:2.20588
[95]	train-mlogloss:2.24452	validation-mlogloss:2.20277
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[97]	train-mlogloss:2.23858	validation-mlogloss:2.19627
[98]	train-mlogloss:2.23567	validation-mlogloss:2.19297
[99]	train-mlogloss:2.23292	validation-mlogloss:2.18995
[100]	train-mlogloss:2.23004	validation-mlogloss:2.18674
[101]	train-mlogloss:2.22724	validation-mlogloss:2.18399
[102]	train-mlogloss:2.22445	validation-mlogloss:2.18098
[103]	train-mlogloss:2.22160	validation-mlogloss:2.17769
[104]	train-mlogloss:2.21885	validation-mlogloss:2.17459
[105]	train-mlogloss:2.21614	validation-mlogloss:2.17159
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[107]	train-mlogloss:2.21101	validation-mlogloss:2.16650
[108]	train-mlogloss:2.20831	validation-mlogloss:2.16351
[109]	train-mlogloss:2.20555	validation-mlogloss:2.16054
[110]	train-mlogloss:2.20277	validation-mlogloss:2.15747
[111]	train-mlogloss:2.20022	validation-mlogloss:2.15473
[112]	train-mlogloss:2.19767	validation-mlogloss:2.15220
[113]	train-mlogloss:2.19519	validation-mlogloss:2.14979
[114]	train-mlogloss:2.19271	validation-mlogloss:2.14750
[115]	train-mlogloss:2.19017	validation-mlogloss:2.14500
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[117]	train-mlogloss:2.18510	validation-mlogloss:2.13999
[118]	train-mlogloss:2.18249	validation-mlogloss:2.13730
[119]	train-mlogloss:2.18010	validation-mlogloss:2.13491
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[121]	train-mlogloss:2.17529	validation-mlogloss:2.12959
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[124]	train-mlogloss:2.16825	validation-mlogloss:2.12234
[125]	train-mlogloss:2.16597	validation-mlogloss:2.11992
[126]	train-mlogloss:2.16362	validation-mlogloss:2.11744
[127]	train-mlogloss:2.16142	validation-mlogloss:2.11536
[128]	train-mlogloss:2.15923	validation-mlogloss:2.11310
[129]	train-mlogloss:2.15701	validation-mlogloss:2.11065
[130]	train-mlogloss:2.15482	validation-mlogloss:2.10853
[131]	train-mlogloss:2.15258	validation-mlogloss:2.10651
[132]	train-mlogloss:2.15033	validation-mlogloss:2.10409
[133]	train-mlogloss:2.14825	validation-mlogloss:2.10216
[134]	train-mlogloss:2.14595	validation-mlogloss:2.09977
[135]	train-mlogloss:2.14373	validation-mlogloss:2.09752
[136]	train-mlogloss:2.14160	validation-mlogloss:2.09540
[137]	train-mlogloss:2.13946	validation-mlogloss:2.09327
[138]	train-mlogloss:2.13718	validation-mlogloss:2.09078
[139]	train-mlogloss:2.13497	validation-mlogloss:2.08852
[140]	train-mlogloss:2.13291	validation-mlogloss:2.08642
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[144]	train-mlogloss:2.12435	validation-mlogloss:2.07765
[145]	train-mlogloss:2.12248	validation-mlogloss:2.07604
[146]	train-mlogloss:2.12038	validation-mlogloss:2.07371
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[148]	train-mlogloss:2.11635	validation-mlogloss:2.06983
[149]	train-mlogloss:2.11439	validation-mlogloss:2.06811
[150]	train-mlogloss:2.11244	validation-mlogloss:2.06609
[151]	train-mlogloss:2.11041	validation-mlogloss:2.06376
[152]	train-mlogloss:2.10847	validation-mlogloss:2.06200
[153]	train-mlogloss:2.10655	validation-mlogloss:2.06026
[154]	train-mlogloss:2.10459	validation-mlogloss:2.05827
[155]	train-mlogloss:2.10270	validation-mlogloss:2.05642
[156]	train-mlogloss:2.10077	validation-mlogloss:2.05432
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[158]	train-mlogloss:2.09697	validation-mlogloss:2.05063
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[161]	train-mlogloss:2.09144	validation-mlogloss:2.04507
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[164]	train-mlogloss:2.08601	validation-mlogloss:2.03995
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[189]	train-mlogloss:2.04467	validation-mlogloss:1.99925
[190]	train-mlogloss:2.04311	validation-mlogloss:1.99795
[191]	train-mlogloss:2.04155	validation-mlogloss:1.99642
[192]	train-mlogloss:2.04006	validation-mlogloss:1.99533
[193]	train-mlogloss:2.03865	validation-mlogloss:1.99391
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[196]	train-mlogloss:2.03425	validation-mlogloss:1.98986
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[198]	train-mlogloss:2.03119	validation-mlogloss:1.98670
[199]	train-mlogloss:2.02971	validation-mlogloss:1.98522
[200]	train-mlogloss:2.02815	validation-mlogloss:1.98352
[201]	train-mlogloss:2.02662	validation-mlogloss:1.98204
[202]	train-mlogloss:2.02516	validation-mlogloss:1.98062
[203]	train-mlogloss:2.02370	validation-mlogloss:1.97938
[204]	train-mlogloss:2.02229	validation-mlogloss:1.97826
[205]	train-mlogloss:2.02088	validation-mlogloss:1.97676
[206]	train-mlogloss:2.01955	validation-mlogloss:1.97564
[207]	train-mlogloss:2.01803	validation-mlogloss:1.97416
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[209]	train-mlogloss:2.01513	validation-mlogloss:1.97137
[210]	train-mlogloss:2.01379	validation-mlogloss:1.97017
[211]	train-mlogloss:2.01247	validation-mlogloss:1.96923
[212]	train-mlogloss:2.01115	validation-mlogloss:1.96787
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[371]	train-mlogloss:1.85929	validation-mlogloss:1.84082
[372]	train-mlogloss:1.85859	validation-mlogloss:1.84038
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[386]	train-mlogloss:1.85000	validation-mlogloss:1.83437
[387]	train-mlogloss:1.84944	validation-mlogloss:1.83391
[388]	train-mlogloss:1.84886	validation-mlogloss:1.83363
[389]	train-mlogloss:1.84824	validation-mlogloss:1.83311
[390]	train-mlogloss:1.84769	validation-mlogloss:1.83270
[391]	train-mlogloss:1.84717	validation-mlogloss:1.83231
[392]	train-mlogloss:1.84657	validation-mlogloss:1.83175
[393]	train-mlogloss:1.84606	validation-mlogloss:1.83149
[394]	train-mlogloss:1.84549	validation-mlogloss:1.83122
[395]	train-mlogloss:1.84489	validation-mlogloss:1.83072
[396]	train-mlogloss:1.84433	validation-mlogloss:1.83027
[397]	train-mlogloss:1.84378	validation-mlogloss:1.82987
[398]	train-mlogloss:1.84315	validation-mlogloss:1.82953
[399]	train-mlogloss:1.84261	validation-mlogloss:1.82918
[400]	train-mlogloss:1.84210	validation-mlogloss:1.82884
[401]	train-mlogloss:1.84156	validation-mlogloss:1.82840
[402]	train-mlogloss:1.84105	validation-mlogloss:1.82809
[403]	train-mlogloss:1.84049	validation-mlogloss:1.82783
[404]	train-mlogloss:1.83991	validation-mlogloss:1.82756
[405]	train-mlogloss:1.83933	validation-mlogloss:1.82707
[406]	train-mlogloss:1.83874	validation-mlogloss:1.82667
[407]	train-mlogloss:1.83824	validation-mlogloss:1.82625
[408]	train-mlogloss:1.83769	validation-mlogloss:1.82578
[409]	train-mlogloss:1.83720	validation-mlogloss:1.82548
[410]	train-mlogloss:1.83667	validation-mlogloss:1.82505
[411]	train-mlogloss:1.83623	validation-mlogloss:1.82476
[412]	train-mlogloss:1.83565	validation-mlogloss:1.82437
[413]	train-mlogloss:1.83506	validation-mlogloss:1.82397
[414]	train-mlogloss:1.83448	validation-mlogloss:1.82357
[415]	train-mlogloss:1.83401	validation-mlogloss:1.82323
[416]	train-mlogloss:1.83351	validation-mlogloss:1.82283
[417]	train-mlogloss:1.83295	validation-mlogloss:1.82249
[418]	train-mlogloss:1.83248	validation-mlogloss:1.82232
[419]	train-mlogloss:1.83192	validation-mlogloss:1.82193
Saved model to disk.
2025-11-06 21:45:25.418916: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:45:25.430158: 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 00:00:1762461925.443425 1825738 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461925.447532 1825738 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461925.457391 1825738 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461925.457407 1825738 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461925.457408 1825738 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461925.457409 1825738 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:45:25.460548: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[1]	train-mlogloss:2.69284	validation-mlogloss:2.69142
[2]	train-mlogloss:2.68535	validation-mlogloss:2.68325
[3]	train-mlogloss:2.67809	validation-mlogloss:2.67590
[4]	train-mlogloss:2.67078	validation-mlogloss:2.66793
[5]	train-mlogloss:2.66334	validation-mlogloss:2.65992
[6]	train-mlogloss:2.65562	validation-mlogloss:2.65168
[7]	train-mlogloss:2.64815	validation-mlogloss:2.64364
[8]	train-mlogloss:2.64085	validation-mlogloss:2.63535
[9]	train-mlogloss:2.63399	validation-mlogloss:2.62788
[10]	train-mlogloss:2.62706	validation-mlogloss:2.62028
[11]	train-mlogloss:2.62052	validation-mlogloss:2.61320
[12]	train-mlogloss:2.61422	validation-mlogloss:2.60636
[13]	train-mlogloss:2.60742	validation-mlogloss:2.59892
[14]	train-mlogloss:2.60066	validation-mlogloss:2.59167
[15]	train-mlogloss:2.59423	validation-mlogloss:2.58449
[16]	train-mlogloss:2.58766	validation-mlogloss:2.57729
[17]	train-mlogloss:2.58130	validation-mlogloss:2.57048
[18]	train-mlogloss:2.57501	validation-mlogloss:2.56352
[19]	train-mlogloss:2.56895	validation-mlogloss:2.55695
[20]	train-mlogloss:2.56288	validation-mlogloss:2.55034
[21]	train-mlogloss:2.55700	validation-mlogloss:2.54396
[22]	train-mlogloss:2.55097	validation-mlogloss:2.53740
[23]	train-mlogloss:2.54513	validation-mlogloss:2.53126
[24]	train-mlogloss:2.53939	validation-mlogloss:2.52522
[25]	train-mlogloss:2.53370	validation-mlogloss:2.51929
[26]	train-mlogloss:2.52813	validation-mlogloss:2.51319
[27]	train-mlogloss:2.52256	validation-mlogloss:2.50701
[28]	train-mlogloss:2.51693	validation-mlogloss:2.50067
[29]	train-mlogloss:2.51139	validation-mlogloss:2.49469
[30]	train-mlogloss:2.50587	validation-mlogloss:2.48864
[31]	train-mlogloss:2.50047	validation-mlogloss:2.48267
[32]	train-mlogloss:2.49537	validation-mlogloss:2.47718
[33]	train-mlogloss:2.49021	validation-mlogloss:2.47173
[34]	train-mlogloss:2.48512	validation-mlogloss:2.46615
[35]	train-mlogloss:2.47998	validation-mlogloss:2.46058
[36]	train-mlogloss:2.47481	validation-mlogloss:2.45467
[37]	train-mlogloss:2.46982	validation-mlogloss:2.44907
[38]	train-mlogloss:2.46495	validation-mlogloss:2.44395
[39]	train-mlogloss:2.46012	validation-mlogloss:2.43874
[40]	train-mlogloss:2.45539	validation-mlogloss:2.43357
[41]	train-mlogloss:2.45059	validation-mlogloss:2.42828
[42]	train-mlogloss:2.44565	validation-mlogloss:2.42268
[43]	train-mlogloss:2.44118	validation-mlogloss:2.41788
[44]	train-mlogloss:2.43654	validation-mlogloss:2.41295
[45]	train-mlogloss:2.43152	validation-mlogloss:2.40747
[46]	train-mlogloss:2.42685	validation-mlogloss:2.40237
[47]	train-mlogloss:2.42234	validation-mlogloss:2.39743
[48]	train-mlogloss:2.41783	validation-mlogloss:2.39244
[49]	train-mlogloss:2.41344	validation-mlogloss:2.38751
[50]	train-mlogloss:2.40899	validation-mlogloss:2.38259
[51]	train-mlogloss:2.40479	validation-mlogloss:2.37803
[52]	train-mlogloss:2.40040	validation-mlogloss:2.37305
[53]	train-mlogloss:2.39624	validation-mlogloss:2.36856
[54]	train-mlogloss:2.39198	validation-mlogloss:2.36384
[55]	train-mlogloss:2.38801	validation-mlogloss:2.35961
[56]	train-mlogloss:2.38358	validation-mlogloss:2.35449
[57]	train-mlogloss:2.37975	validation-mlogloss:2.35052
[58]	train-mlogloss:2.37566	validation-mlogloss:2.34621
[59]	train-mlogloss:2.37125	validation-mlogloss:2.34106
[60]	train-mlogloss:2.36697	validation-mlogloss:2.33636
[61]	train-mlogloss:2.36311	validation-mlogloss:2.33207
[62]	train-mlogloss:2.35908	validation-mlogloss:2.32783
[63]	train-mlogloss:2.35503	validation-mlogloss:2.32318
[64]	train-mlogloss:2.35081	validation-mlogloss:2.31848
[65]	train-mlogloss:2.34678	validation-mlogloss:2.31385
[66]	train-mlogloss:2.34309	validation-mlogloss:2.31007
[67]	train-mlogloss:2.33935	validation-mlogloss:2.30621
[68]	train-mlogloss:2.33573	validation-mlogloss:2.30241
[69]	train-mlogloss:2.33176	validation-mlogloss:2.29791
[70]	train-mlogloss:2.32818	validation-mlogloss:2.29400
[71]	train-mlogloss:2.32471	validation-mlogloss:2.29016
[72]	train-mlogloss:2.32099	validation-mlogloss:2.28593
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[373]	train-mlogloss:1.85754	validation-mlogloss:1.83869
[374]	train-mlogloss:1.85687	validation-mlogloss:1.83832
[375]	train-mlogloss:1.85633	validation-mlogloss:1.83791
[376]	train-mlogloss:1.85570	validation-mlogloss:1.83748
[377]	train-mlogloss:1.85510	validation-mlogloss:1.83720
[378]	train-mlogloss:1.85452	validation-mlogloss:1.83683
[379]	train-mlogloss:1.85378	validation-mlogloss:1.83641
[380]	train-mlogloss:1.85315	validation-mlogloss:1.83597
[381]	train-mlogloss:1.85250	validation-mlogloss:1.83533
[382]	train-mlogloss:1.85184	validation-mlogloss:1.83492
[383]	train-mlogloss:1.85126	validation-mlogloss:1.83450
[384]	train-mlogloss:1.85064	validation-mlogloss:1.83414
[385]	train-mlogloss:1.85010	validation-mlogloss:1.83368
[386]	train-mlogloss:1.84942	validation-mlogloss:1.83315
[387]	train-mlogloss:1.84890	validation-mlogloss:1.83287
[388]	train-mlogloss:1.84841	validation-mlogloss:1.83262
[389]	train-mlogloss:1.84785	validation-mlogloss:1.83235
[390]	train-mlogloss:1.84731	validation-mlogloss:1.83197
[391]	train-mlogloss:1.84676	validation-mlogloss:1.83158
[392]	train-mlogloss:1.84618	validation-mlogloss:1.83108
[393]	train-mlogloss:1.84566	validation-mlogloss:1.83060
[394]	train-mlogloss:1.84505	validation-mlogloss:1.83012
[395]	train-mlogloss:1.84458	validation-mlogloss:1.82990
[396]	train-mlogloss:1.84397	validation-mlogloss:1.82950
[397]	train-mlogloss:1.84343	validation-mlogloss:1.82889
[398]	train-mlogloss:1.84288	validation-mlogloss:1.82864
[399]	train-mlogloss:1.84236	validation-mlogloss:1.82825
[400]	train-mlogloss:1.84187	validation-mlogloss:1.82792
[401]	train-mlogloss:1.84135	validation-mlogloss:1.82763
[402]	train-mlogloss:1.84073	validation-mlogloss:1.82704
[403]	train-mlogloss:1.84019	validation-mlogloss:1.82669
[404]	train-mlogloss:1.83973	validation-mlogloss:1.82643
[405]	train-mlogloss:1.83917	validation-mlogloss:1.82611
[406]	train-mlogloss:1.83870	validation-mlogloss:1.82572
[407]	train-mlogloss:1.83815	validation-mlogloss:1.82540
[408]	train-mlogloss:1.83765	validation-mlogloss:1.82498
[409]	train-mlogloss:1.83708	validation-mlogloss:1.82451
[410]	train-mlogloss:1.83651	validation-mlogloss:1.82404
[411]	train-mlogloss:1.83599	validation-mlogloss:1.82378
[412]	train-mlogloss:1.83550	validation-mlogloss:1.82351
[413]	train-mlogloss:1.83498	validation-mlogloss:1.82329
[414]	train-mlogloss:1.83445	validation-mlogloss:1.82280
[415]	train-mlogloss:1.83400	validation-mlogloss:1.82264
[416]	train-mlogloss:1.83348	validation-mlogloss:1.82223
[417]	train-mlogloss:1.83297	validation-mlogloss:1.82187
[418]	train-mlogloss:1.83243	validation-mlogloss:1.82143
[419]	train-mlogloss:1.83196	validation-mlogloss:1.82118
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.24 [%]
Global accuracy score (test) = 44.43 [%]
Global F1 score (train) = 43.75 [%]
Global F1 score (test) = 43.77 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.47      0.46       184
       CAMINAR USUAL SPEED       0.34      0.19      0.24       184
            CAMINAR ZIGZAG       0.31      0.52      0.39       184
          DE PIE BARRIENDO       0.70      0.41      0.52       184
   DE PIE DOBLANDO TOALLAS       0.45      0.44      0.45       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.21      0.33      0.26       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.64      0.57      0.61       184
           SENTADO LEYENDO       0.48      0.40      0.44       184
         SENTADO USANDO PC       0.27      0.14      0.19       184
      SENTADO VIENDO LA TV       0.25      0.16      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.65      0.55      0.60       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.46      0.45      0.44      2737
              weighted avg       0.45      0.44      0.44      2737


Accuracy capturado en la ejecución 4: 44.43 [%]
F1-score capturado en la ejecución 4: 43.77 [%]

=== EJECUCIÓN 5 ===

--- TRAIN (ejecución 5) ---

--- TEST (ejecución 5) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.17 [%]
Global accuracy score (test) = 44.36 [%]
Global F1 score (train) = 43.67 [%]
Global F1 score (test) = 43.55 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.72      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.46      0.44       184
       CAMINAR USUAL SPEED       0.33      0.16      0.21       184
            CAMINAR ZIGZAG       0.32      0.54      0.40       184
          DE PIE BARRIENDO       0.71      0.40      0.51       184
   DE PIE DOBLANDO TOALLAS       0.47      0.43      0.45       184
    DE PIE MOVIENDO LIBROS       0.38      0.40      0.39       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.47      0.41      0.44       184
         SENTADO USANDO PC       0.28      0.13      0.18       184
      SENTADO VIENDO LA TV       0.27      0.17      0.21       184
   SUBIR Y BAJAR ESCALERAS       0.65      0.56      0.60       184
                    TROTAR       0.66      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.46      0.44      0.44      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 5: 44.36 [%]
F1-score capturado en la ejecución 5: 43.55 [%]

=== EJECUCIÓN 6 ===

--- TRAIN (ejecución 6) ---

--- TEST (ejecución 6) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.26 [%]
Global accuracy score (test) = 44.5 [%]
Global F1 score (train) = 43.82 [%]
Global F1 score (test) = 43.76 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.42      0.46      0.44       184
       CAMINAR USUAL SPEED       0.36      0.18      0.24       184
            CAMINAR ZIGZAG       0.32      0.54      0.40       184
          DE PIE BARRIENDO       0.71      0.40      0.51       184
   DE PIE DOBLANDO TOALLAS       0.44      0.44      0.44       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.21      0.32      0.26       184
        FASE REPOSO CON K5       0.55      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.47      0.39      0.43       184
         SENTADO USANDO PC       0.31      0.17      0.22       184
      SENTADO VIENDO LA TV       0.23      0.14      0.17       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.58      0.61       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.45      2737
                 macro avg       0.46      0.45      0.44      2737
              weighted avg       0.46      0.45      0.44      2737


Accuracy capturado en la ejecución 6: 44.5 [%]
F1-score capturado en la ejecución 6: 43.76 [%]

=== EJECUCIÓN 7 ===

--- TRAIN (ejecución 7) ---

--- TEST (ejecución 7) ---
2025-11-06 21:45:47.655959: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:45:47.667229: 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 00:00:1762461947.680307 1826107 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461947.684400 1826107 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461947.694386 1826107 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461947.694404 1826107 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461947.694406 1826107 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461947.694407 1826107 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:45:47.697532: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70043	validation-mlogloss:2.69959
[1]	train-mlogloss:2.69288	validation-mlogloss:2.69154
[2]	train-mlogloss:2.68549	validation-mlogloss:2.68358
[3]	train-mlogloss:2.67830	validation-mlogloss:2.67595
[4]	train-mlogloss:2.67102	validation-mlogloss:2.66819
[5]	train-mlogloss:2.66327	validation-mlogloss:2.65985
[6]	train-mlogloss:2.65612	validation-mlogloss:2.65222
[7]	train-mlogloss:2.64907	validation-mlogloss:2.64481
[8]	train-mlogloss:2.64213	validation-mlogloss:2.63734
[9]	train-mlogloss:2.63506	validation-mlogloss:2.63003
[10]	train-mlogloss:2.62864	validation-mlogloss:2.62318
[11]	train-mlogloss:2.62158	validation-mlogloss:2.61548
[12]	train-mlogloss:2.61498	validation-mlogloss:2.60825
[13]	train-mlogloss:2.60847	validation-mlogloss:2.60116
[14]	train-mlogloss:2.60186	validation-mlogloss:2.59404
[15]	train-mlogloss:2.59514	validation-mlogloss:2.58648
[16]	train-mlogloss:2.58880	validation-mlogloss:2.57984
[17]	train-mlogloss:2.58222	validation-mlogloss:2.57246
[18]	train-mlogloss:2.57595	validation-mlogloss:2.56556
[19]	train-mlogloss:2.56960	validation-mlogloss:2.55835
[20]	train-mlogloss:2.56352	validation-mlogloss:2.55154
[21]	train-mlogloss:2.55746	validation-mlogloss:2.54509
[22]	train-mlogloss:2.55133	validation-mlogloss:2.53834
[23]	train-mlogloss:2.54562	validation-mlogloss:2.53217
[24]	train-mlogloss:2.53973	validation-mlogloss:2.52572
[25]	train-mlogloss:2.53397	validation-mlogloss:2.51911
[26]	train-mlogloss:2.52831	validation-mlogloss:2.51299
[27]	train-mlogloss:2.52269	validation-mlogloss:2.50673
[28]	train-mlogloss:2.51725	validation-mlogloss:2.50060
[29]	train-mlogloss:2.51189	validation-mlogloss:2.49481
[30]	train-mlogloss:2.50684	validation-mlogloss:2.48947
[31]	train-mlogloss:2.50140	validation-mlogloss:2.48309
[32]	train-mlogloss:2.49622	validation-mlogloss:2.47745
[33]	train-mlogloss:2.49113	validation-mlogloss:2.47196
[34]	train-mlogloss:2.48602	validation-mlogloss:2.46603
[35]	train-mlogloss:2.48102	validation-mlogloss:2.46055
[36]	train-mlogloss:2.47613	validation-mlogloss:2.45499
[37]	train-mlogloss:2.47116	validation-mlogloss:2.44946
[38]	train-mlogloss:2.46619	validation-mlogloss:2.44405
[39]	train-mlogloss:2.46128	validation-mlogloss:2.43879
[40]	train-mlogloss:2.45637	validation-mlogloss:2.43317
[41]	train-mlogloss:2.45163	validation-mlogloss:2.42798
[42]	train-mlogloss:2.44688	validation-mlogloss:2.42283
[43]	train-mlogloss:2.44215	validation-mlogloss:2.41801
[44]	train-mlogloss:2.43766	validation-mlogloss:2.41342
[45]	train-mlogloss:2.43316	validation-mlogloss:2.40854
[46]	train-mlogloss:2.42827	validation-mlogloss:2.40303
[47]	train-mlogloss:2.42364	validation-mlogloss:2.39779
[48]	train-mlogloss:2.41900	validation-mlogloss:2.39270
[49]	train-mlogloss:2.41450	validation-mlogloss:2.38782
[50]	train-mlogloss:2.41001	validation-mlogloss:2.38278
[51]	train-mlogloss:2.40539	validation-mlogloss:2.37772
[52]	train-mlogloss:2.40097	validation-mlogloss:2.37283
[53]	train-mlogloss:2.39629	validation-mlogloss:2.36746
[54]	train-mlogloss:2.39212	validation-mlogloss:2.36294
[55]	train-mlogloss:2.38779	validation-mlogloss:2.35801
[56]	train-mlogloss:2.38372	validation-mlogloss:2.35363
[57]	train-mlogloss:2.37969	validation-mlogloss:2.34921
[58]	train-mlogloss:2.37562	validation-mlogloss:2.34466
[59]	train-mlogloss:2.37161	validation-mlogloss:2.34019
[60]	train-mlogloss:2.36728	validation-mlogloss:2.33516
[61]	train-mlogloss:2.36313	validation-mlogloss:2.33071
[62]	train-mlogloss:2.35885	validation-mlogloss:2.32577
[63]	train-mlogloss:2.35478	validation-mlogloss:2.32116
[64]	train-mlogloss:2.35094	validation-mlogloss:2.31703
[65]	train-mlogloss:2.34704	validation-mlogloss:2.31256
[66]	train-mlogloss:2.34323	validation-mlogloss:2.30859
[67]	train-mlogloss:2.33955	validation-mlogloss:2.30464
[68]	train-mlogloss:2.33578	validation-mlogloss:2.30059
[69]	train-mlogloss:2.33203	validation-mlogloss:2.29639
[70]	train-mlogloss:2.32818	validation-mlogloss:2.29199
[71]	train-mlogloss:2.32460	validation-mlogloss:2.28810
[72]	train-mlogloss:2.32084	validation-mlogloss:2.28392
[73]	train-mlogloss:2.31730	validation-mlogloss:2.28002
[74]	train-mlogloss:2.31377	validation-mlogloss:2.27623
[75]	train-mlogloss:2.31017	validation-mlogloss:2.27230
[76]	train-mlogloss:2.30675	validation-mlogloss:2.26870
[77]	train-mlogloss:2.30351	validation-mlogloss:2.26529
[78]	train-mlogloss:2.30025	validation-mlogloss:2.26210
[79]	train-mlogloss:2.29654	validation-mlogloss:2.25782
[80]	train-mlogloss:2.29321	validation-mlogloss:2.25444
[81]	train-mlogloss:2.28998	validation-mlogloss:2.25124
[82]	train-mlogloss:2.28647	validation-mlogloss:2.24734
[83]	train-mlogloss:2.28304	validation-mlogloss:2.24363
[84]	train-mlogloss:2.27973	validation-mlogloss:2.23996
[85]	train-mlogloss:2.27631	validation-mlogloss:2.23614
[86]	train-mlogloss:2.27297	validation-mlogloss:2.23230
[87]	train-mlogloss:2.26954	validation-mlogloss:2.22841
[88]	train-mlogloss:2.26660	validation-mlogloss:2.22533
[89]	train-mlogloss:2.26346	validation-mlogloss:2.22197
[90]	train-mlogloss:2.26033	validation-mlogloss:2.21891
[91]	train-mlogloss:2.25701	validation-mlogloss:2.21512
[92]	train-mlogloss:2.25413	validation-mlogloss:2.21197
[93]	train-mlogloss:2.25107	validation-mlogloss:2.20858
[94]	train-mlogloss:2.24807	validation-mlogloss:2.20542
[95]	train-mlogloss:2.24518	validation-mlogloss:2.20258
[96]	train-mlogloss:2.24206	validation-mlogloss:2.19895
[97]	train-mlogloss:2.23931	validation-mlogloss:2.19611
[98]	train-mlogloss:2.23647	validation-mlogloss:2.19309
[99]	train-mlogloss:2.23379	validation-mlogloss:2.19044
[100]	train-mlogloss:2.23099	validation-mlogloss:2.18767
[101]	train-mlogloss:2.22824	validation-mlogloss:2.18475
[102]	train-mlogloss:2.22537	validation-mlogloss:2.18159
[103]	train-mlogloss:2.22252	validation-mlogloss:2.17851
[104]	train-mlogloss:2.21994	validation-mlogloss:2.17599
[105]	train-mlogloss:2.21728	validation-mlogloss:2.17311
[106]	train-mlogloss:2.21458	validation-mlogloss:2.17029
[107]	train-mlogloss:2.21189	validation-mlogloss:2.16735
[108]	train-mlogloss:2.20912	validation-mlogloss:2.16406
[109]	train-mlogloss:2.20659	validation-mlogloss:2.16158
[110]	train-mlogloss:2.20404	validation-mlogloss:2.15907
[111]	train-mlogloss:2.20150	validation-mlogloss:2.15655
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[410]	train-mlogloss:1.83712	validation-mlogloss:1.82325
[411]	train-mlogloss:1.83664	validation-mlogloss:1.82297
[412]	train-mlogloss:1.83613	validation-mlogloss:1.82277
[413]	train-mlogloss:1.83557	validation-mlogloss:1.82239
[414]	train-mlogloss:1.83514	validation-mlogloss:1.82205
[415]	train-mlogloss:1.83470	validation-mlogloss:1.82193
[416]	train-mlogloss:1.83420	validation-mlogloss:1.82161
[417]	train-mlogloss:1.83367	validation-mlogloss:1.82135
[418]	train-mlogloss:1.83308	validation-mlogloss:1.82092
[419]	train-mlogloss:1.83262	validation-mlogloss:1.82057
Saved model to disk.
2025-11-06 21:46:09.542511: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:46:09.553950: 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 00:00:1762461969.566927 1826497 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461969.571141 1826497 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461969.581146 1826497 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461969.581164 1826497 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461969.581166 1826497 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461969.581168 1826497 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:46:09.584356: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70024	validation-mlogloss:2.69958
[1]	train-mlogloss:2.69218	validation-mlogloss:2.69067
[2]	train-mlogloss:2.68473	validation-mlogloss:2.68274
[3]	train-mlogloss:2.67762	validation-mlogloss:2.67517
[4]	train-mlogloss:2.67045	validation-mlogloss:2.66726
[5]	train-mlogloss:2.66246	validation-mlogloss:2.65824
[6]	train-mlogloss:2.65550	validation-mlogloss:2.65099
[7]	train-mlogloss:2.64827	validation-mlogloss:2.64350
[8]	train-mlogloss:2.64116	validation-mlogloss:2.63587
[9]	train-mlogloss:2.63425	validation-mlogloss:2.62823
[10]	train-mlogloss:2.62719	validation-mlogloss:2.62048
[11]	train-mlogloss:2.62014	validation-mlogloss:2.61246
[12]	train-mlogloss:2.61322	validation-mlogloss:2.60500
[13]	train-mlogloss:2.60687	validation-mlogloss:2.59812
[14]	train-mlogloss:2.60023	validation-mlogloss:2.59080
[15]	train-mlogloss:2.59376	validation-mlogloss:2.58344
[16]	train-mlogloss:2.58721	validation-mlogloss:2.57598
[17]	train-mlogloss:2.58084	validation-mlogloss:2.56905
[18]	train-mlogloss:2.57456	validation-mlogloss:2.56244
[19]	train-mlogloss:2.56819	validation-mlogloss:2.55540
[20]	train-mlogloss:2.56205	validation-mlogloss:2.54857
[21]	train-mlogloss:2.55600	validation-mlogloss:2.54190
[22]	train-mlogloss:2.55001	validation-mlogloss:2.53510
[23]	train-mlogloss:2.54421	validation-mlogloss:2.52886
[24]	train-mlogloss:2.53841	validation-mlogloss:2.52264
[25]	train-mlogloss:2.53259	validation-mlogloss:2.51600
[26]	train-mlogloss:2.52709	validation-mlogloss:2.51023
[27]	train-mlogloss:2.52147	validation-mlogloss:2.50384
[28]	train-mlogloss:2.51598	validation-mlogloss:2.49805
[29]	train-mlogloss:2.51048	validation-mlogloss:2.49185
[30]	train-mlogloss:2.50513	validation-mlogloss:2.48620
[31]	train-mlogloss:2.49972	validation-mlogloss:2.48014
[32]	train-mlogloss:2.49441	validation-mlogloss:2.47457
[33]	train-mlogloss:2.48931	validation-mlogloss:2.46922
[34]	train-mlogloss:2.48425	validation-mlogloss:2.46387
[35]	train-mlogloss:2.47912	validation-mlogloss:2.45792
[36]	train-mlogloss:2.47370	validation-mlogloss:2.45158
[37]	train-mlogloss:2.46879	validation-mlogloss:2.44652
[38]	train-mlogloss:2.46389	validation-mlogloss:2.44101
[39]	train-mlogloss:2.45931	validation-mlogloss:2.43618
[40]	train-mlogloss:2.45450	validation-mlogloss:2.43083
[41]	train-mlogloss:2.44978	validation-mlogloss:2.42564
[42]	train-mlogloss:2.44502	validation-mlogloss:2.42056
[43]	train-mlogloss:2.44029	validation-mlogloss:2.41557
[44]	train-mlogloss:2.43559	validation-mlogloss:2.41035
[45]	train-mlogloss:2.43087	validation-mlogloss:2.40527
[46]	train-mlogloss:2.42640	validation-mlogloss:2.40064
[47]	train-mlogloss:2.42162	validation-mlogloss:2.39538
[48]	train-mlogloss:2.41696	validation-mlogloss:2.38987
[49]	train-mlogloss:2.41223	validation-mlogloss:2.38447
[50]	train-mlogloss:2.40765	validation-mlogloss:2.37904
[51]	train-mlogloss:2.40335	validation-mlogloss:2.37433
[52]	train-mlogloss:2.39889	validation-mlogloss:2.36975
[53]	train-mlogloss:2.39435	validation-mlogloss:2.36454
[54]	train-mlogloss:2.39025	validation-mlogloss:2.36028
[55]	train-mlogloss:2.38596	validation-mlogloss:2.35569
[56]	train-mlogloss:2.38176	validation-mlogloss:2.35104
[57]	train-mlogloss:2.37739	validation-mlogloss:2.34625
[58]	train-mlogloss:2.37350	validation-mlogloss:2.34229
[59]	train-mlogloss:2.36930	validation-mlogloss:2.33738
[60]	train-mlogloss:2.36545	validation-mlogloss:2.33342
[61]	train-mlogloss:2.36136	validation-mlogloss:2.32877
[62]	train-mlogloss:2.35755	validation-mlogloss:2.32480
[63]	train-mlogloss:2.35373	validation-mlogloss:2.32071
[64]	train-mlogloss:2.34958	validation-mlogloss:2.31590
[65]	train-mlogloss:2.34559	validation-mlogloss:2.31148
[66]	train-mlogloss:2.34177	validation-mlogloss:2.30747
[67]	train-mlogloss:2.33787	validation-mlogloss:2.30323
[68]	train-mlogloss:2.33382	validation-mlogloss:2.29860
[69]	train-mlogloss:2.33016	validation-mlogloss:2.29463
[70]	train-mlogloss:2.32662	validation-mlogloss:2.29090
[71]	train-mlogloss:2.32282	validation-mlogloss:2.28676
[72]	train-mlogloss:2.31903	validation-mlogloss:2.28244
[73]	train-mlogloss:2.31544	validation-mlogloss:2.27858
[74]	train-mlogloss:2.31202	validation-mlogloss:2.27499
[75]	train-mlogloss:2.30849	validation-mlogloss:2.27103
[76]	train-mlogloss:2.30514	validation-mlogloss:2.26750
[77]	train-mlogloss:2.30171	validation-mlogloss:2.26351
[78]	train-mlogloss:2.29840	validation-mlogloss:2.26016
[79]	train-mlogloss:2.29502	validation-mlogloss:2.25651
[80]	train-mlogloss:2.29172	validation-mlogloss:2.25296
[81]	train-mlogloss:2.28832	validation-mlogloss:2.24943
[82]	train-mlogloss:2.28495	validation-mlogloss:2.24587
[83]	train-mlogloss:2.28174	validation-mlogloss:2.24256
[84]	train-mlogloss:2.27834	validation-mlogloss:2.23875
[85]	train-mlogloss:2.27522	validation-mlogloss:2.23523
[86]	train-mlogloss:2.27176	validation-mlogloss:2.23135
[87]	train-mlogloss:2.26864	validation-mlogloss:2.22807
[88]	train-mlogloss:2.26544	validation-mlogloss:2.22487
[89]	train-mlogloss:2.26225	validation-mlogloss:2.22124
[90]	train-mlogloss:2.25927	validation-mlogloss:2.21805
[91]	train-mlogloss:2.25636	validation-mlogloss:2.21526
[92]	train-mlogloss:2.25338	validation-mlogloss:2.21231
[93]	train-mlogloss:2.25025	validation-mlogloss:2.20873
[94]	train-mlogloss:2.24737	validation-mlogloss:2.20576
[95]	train-mlogloss:2.24447	validation-mlogloss:2.20279
[96]	train-mlogloss:2.24155	validation-mlogloss:2.19956
[97]	train-mlogloss:2.23857	validation-mlogloss:2.19627
[98]	train-mlogloss:2.23588	validation-mlogloss:2.19360
[99]	train-mlogloss:2.23318	validation-mlogloss:2.19103
[100]	train-mlogloss:2.23031	validation-mlogloss:2.18784
[101]	train-mlogloss:2.22753	validation-mlogloss:2.18482
[102]	train-mlogloss:2.22458	validation-mlogloss:2.18174
[103]	train-mlogloss:2.22186	validation-mlogloss:2.17875
[104]	train-mlogloss:2.21903	validation-mlogloss:2.17570
[105]	train-mlogloss:2.21627	validation-mlogloss:2.17265
[106]	train-mlogloss:2.21348	validation-mlogloss:2.16981
[107]	train-mlogloss:2.21075	validation-mlogloss:2.16720
[108]	train-mlogloss:2.20810	validation-mlogloss:2.16450
[109]	train-mlogloss:2.20540	validation-mlogloss:2.16137
[110]	train-mlogloss:2.20279	validation-mlogloss:2.15840
[111]	train-mlogloss:2.20020	validation-mlogloss:2.15566
[112]	train-mlogloss:2.19763	validation-mlogloss:2.15304
[113]	train-mlogloss:2.19496	validation-mlogloss:2.15019
[114]	train-mlogloss:2.19254	validation-mlogloss:2.14780
[115]	train-mlogloss:2.18992	validation-mlogloss:2.14508
[116]	train-mlogloss:2.18748	validation-mlogloss:2.14251
[117]	train-mlogloss:2.18511	validation-mlogloss:2.14014
[118]	train-mlogloss:2.18267	validation-mlogloss:2.13758
[119]	train-mlogloss:2.18004	validation-mlogloss:2.13476
[120]	train-mlogloss:2.17747	validation-mlogloss:2.13221
[121]	train-mlogloss:2.17493	validation-mlogloss:2.12953
[122]	train-mlogloss:2.17241	validation-mlogloss:2.12668
[123]	train-mlogloss:2.17006	validation-mlogloss:2.12433
[124]	train-mlogloss:2.16776	validation-mlogloss:2.12202
[125]	train-mlogloss:2.16541	validation-mlogloss:2.11938
[126]	train-mlogloss:2.16307	validation-mlogloss:2.11673
[127]	train-mlogloss:2.16086	validation-mlogloss:2.11445
[128]	train-mlogloss:2.15851	validation-mlogloss:2.11209
[129]	train-mlogloss:2.15612	validation-mlogloss:2.10955
[130]	train-mlogloss:2.15401	validation-mlogloss:2.10749
[131]	train-mlogloss:2.15186	validation-mlogloss:2.10556
[132]	train-mlogloss:2.14966	validation-mlogloss:2.10335
[133]	train-mlogloss:2.14759	validation-mlogloss:2.10140
[134]	train-mlogloss:2.14544	validation-mlogloss:2.09939
[135]	train-mlogloss:2.14340	validation-mlogloss:2.09726
[136]	train-mlogloss:2.14123	validation-mlogloss:2.09494
[137]	train-mlogloss:2.13891	validation-mlogloss:2.09257
[138]	train-mlogloss:2.13660	validation-mlogloss:2.08995
[139]	train-mlogloss:2.13456	validation-mlogloss:2.08771
[140]	train-mlogloss:2.13244	validation-mlogloss:2.08555
[141]	train-mlogloss:2.13048	validation-mlogloss:2.08363
[142]	train-mlogloss:2.12833	validation-mlogloss:2.08135
[143]	train-mlogloss:2.12611	validation-mlogloss:2.07886
[144]	train-mlogloss:2.12399	validation-mlogloss:2.07685
[145]	train-mlogloss:2.12195	validation-mlogloss:2.07491
[146]	train-mlogloss:2.11981	validation-mlogloss:2.07264
[147]	train-mlogloss:2.11790	validation-mlogloss:2.07096
[148]	train-mlogloss:2.11592	validation-mlogloss:2.06879
[149]	train-mlogloss:2.11401	validation-mlogloss:2.06678
[150]	train-mlogloss:2.11201	validation-mlogloss:2.06468
[151]	train-mlogloss:2.11005	validation-mlogloss:2.06269
[152]	train-mlogloss:2.10812	validation-mlogloss:2.06073
[153]	train-mlogloss:2.10611	validation-mlogloss:2.05860
[154]	train-mlogloss:2.10419	validation-mlogloss:2.05682
[155]	train-mlogloss:2.10232	validation-mlogloss:2.05501
[156]	train-mlogloss:2.10051	validation-mlogloss:2.05332
[157]	train-mlogloss:2.09860	validation-mlogloss:2.05141
[158]	train-mlogloss:2.09681	validation-mlogloss:2.04966
[159]	train-mlogloss:2.09482	validation-mlogloss:2.04750
[160]	train-mlogloss:2.09293	validation-mlogloss:2.04576
[161]	train-mlogloss:2.09108	validation-mlogloss:2.04396
[162]	train-mlogloss:2.08938	validation-mlogloss:2.04235
[163]	train-mlogloss:2.08761	validation-mlogloss:2.04053
[164]	train-mlogloss:2.08582	validation-mlogloss:2.03887
[165]	train-mlogloss:2.08414	validation-mlogloss:2.03726
[166]	train-mlogloss:2.08239	validation-mlogloss:2.03543
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[169]	train-mlogloss:2.07713	validation-mlogloss:2.03041
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[171]	train-mlogloss:2.07369	validation-mlogloss:2.02725
[172]	train-mlogloss:2.07199	validation-mlogloss:2.02541
[173]	train-mlogloss:2.07019	validation-mlogloss:2.02349
[174]	train-mlogloss:2.06848	validation-mlogloss:2.02189
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[183]	train-mlogloss:2.05327	validation-mlogloss:2.00678
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[189]	train-mlogloss:2.04373	validation-mlogloss:1.99728
[190]	train-mlogloss:2.04211	validation-mlogloss:1.99563
[191]	train-mlogloss:2.04063	validation-mlogloss:1.99418
[192]	train-mlogloss:2.03910	validation-mlogloss:1.99281
[193]	train-mlogloss:2.03759	validation-mlogloss:1.99160
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[195]	train-mlogloss:2.03454	validation-mlogloss:1.98852
[196]	train-mlogloss:2.03305	validation-mlogloss:1.98703
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[198]	train-mlogloss:2.03009	validation-mlogloss:1.98410
[199]	train-mlogloss:2.02864	validation-mlogloss:1.98269
[200]	train-mlogloss:2.02709	validation-mlogloss:1.98116
[201]	train-mlogloss:2.02557	validation-mlogloss:1.97964
[202]	train-mlogloss:2.02407	validation-mlogloss:1.97832
[203]	train-mlogloss:2.02271	validation-mlogloss:1.97715
[204]	train-mlogloss:2.02125	validation-mlogloss:1.97571
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[210]	train-mlogloss:2.01292	validation-mlogloss:1.96825
[211]	train-mlogloss:2.01160	validation-mlogloss:1.96696
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[402]	train-mlogloss:1.84102	validation-mlogloss:1.82632
[403]	train-mlogloss:1.84050	validation-mlogloss:1.82593
[404]	train-mlogloss:1.83987	validation-mlogloss:1.82536
[405]	train-mlogloss:1.83928	validation-mlogloss:1.82508
[406]	train-mlogloss:1.83869	validation-mlogloss:1.82471
[407]	train-mlogloss:1.83820	validation-mlogloss:1.82429
[408]	train-mlogloss:1.83774	validation-mlogloss:1.82395
[409]	train-mlogloss:1.83724	validation-mlogloss:1.82358
[410]	train-mlogloss:1.83674	validation-mlogloss:1.82316
[411]	train-mlogloss:1.83623	validation-mlogloss:1.82283
[412]	train-mlogloss:1.83563	validation-mlogloss:1.82241
[413]	train-mlogloss:1.83511	validation-mlogloss:1.82213
[414]	train-mlogloss:1.83460	validation-mlogloss:1.82173
[415]	train-mlogloss:1.83392	validation-mlogloss:1.82142
[416]	train-mlogloss:1.83340	validation-mlogloss:1.82100
[417]	train-mlogloss:1.83287	validation-mlogloss:1.82069
[418]	train-mlogloss:1.83241	validation-mlogloss:1.82048
[419]	train-mlogloss:1.83195	validation-mlogloss:1.82024
Saved model to disk.
2025-11-06 21:46:31.271258: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:46:31.282913: 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 00:00:1762461991.295995 1826862 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762461991.300150 1826862 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762461991.310062 1826862 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461991.310082 1826862 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461991.310083 1826862 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762461991.310085 1826862 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:46:31.313243: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[7]	train-mlogloss:2.64867	validation-mlogloss:2.64381
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[10]	train-mlogloss:2.62795	validation-mlogloss:2.62118
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[12]	train-mlogloss:2.61445	validation-mlogloss:2.60665
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[16]	train-mlogloss:2.58814	validation-mlogloss:2.57802
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[19]	train-mlogloss:2.56926	validation-mlogloss:2.55754
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[21]	train-mlogloss:2.55741	validation-mlogloss:2.54450
[22]	train-mlogloss:2.55130	validation-mlogloss:2.53771
[23]	train-mlogloss:2.54543	validation-mlogloss:2.53140
[24]	train-mlogloss:2.53994	validation-mlogloss:2.52525
[25]	train-mlogloss:2.53423	validation-mlogloss:2.51890
[26]	train-mlogloss:2.52873	validation-mlogloss:2.51295
[27]	train-mlogloss:2.52324	validation-mlogloss:2.50692
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[29]	train-mlogloss:2.51232	validation-mlogloss:2.49524
[30]	train-mlogloss:2.50699	validation-mlogloss:2.48940
[31]	train-mlogloss:2.50171	validation-mlogloss:2.48397
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[34]	train-mlogloss:2.48597	validation-mlogloss:2.46665
[35]	train-mlogloss:2.48080	validation-mlogloss:2.46094
[36]	train-mlogloss:2.47576	validation-mlogloss:2.45531
[37]	train-mlogloss:2.47042	validation-mlogloss:2.44926
[38]	train-mlogloss:2.46541	validation-mlogloss:2.44366
[39]	train-mlogloss:2.46052	validation-mlogloss:2.43846
[40]	train-mlogloss:2.45554	validation-mlogloss:2.43285
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[42]	train-mlogloss:2.44589	validation-mlogloss:2.42219
[43]	train-mlogloss:2.44123	validation-mlogloss:2.41708
[44]	train-mlogloss:2.43650	validation-mlogloss:2.41195
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[49]	train-mlogloss:2.41331	validation-mlogloss:2.38640
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[52]	train-mlogloss:2.40045	validation-mlogloss:2.37281
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[54]	train-mlogloss:2.39167	validation-mlogloss:2.36310
[55]	train-mlogloss:2.38742	validation-mlogloss:2.35857
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[58]	train-mlogloss:2.37495	validation-mlogloss:2.34505
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[65]	train-mlogloss:2.34664	validation-mlogloss:2.31366
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[72]	train-mlogloss:2.32023	validation-mlogloss:2.28478
[73]	train-mlogloss:2.31644	validation-mlogloss:2.28068
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[75]	train-mlogloss:2.30935	validation-mlogloss:2.27303
[76]	train-mlogloss:2.30575	validation-mlogloss:2.26873
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[104]	train-mlogloss:2.21957	validation-mlogloss:2.17608
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[111]	train-mlogloss:2.20078	validation-mlogloss:2.15622
[112]	train-mlogloss:2.19806	validation-mlogloss:2.15328
[113]	train-mlogloss:2.19564	validation-mlogloss:2.15077
[114]	train-mlogloss:2.19291	validation-mlogloss:2.14767
[115]	train-mlogloss:2.19015	validation-mlogloss:2.14461
[116]	train-mlogloss:2.18775	validation-mlogloss:2.14224
[117]	train-mlogloss:2.18524	validation-mlogloss:2.13965
[118]	train-mlogloss:2.18266	validation-mlogloss:2.13672
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[419]	train-mlogloss:1.83271	validation-mlogloss:1.82312
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.33 [%]
Global accuracy score (test) = 44.06 [%]
Global F1 score (train) = 43.86 [%]
Global F1 score (test) = 43.26 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.46      0.45       184
       CAMINAR USUAL SPEED       0.33      0.16      0.21       184
            CAMINAR ZIGZAG       0.31      0.53      0.39       184
          DE PIE BARRIENDO       0.73      0.41      0.52       184
   DE PIE DOBLANDO TOALLAS       0.46      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.39       184
          DE PIE USANDO PC       0.20      0.33      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.57      0.61       184
           SENTADO LEYENDO       0.44      0.39      0.41       184
         SENTADO USANDO PC       0.23      0.11      0.15       184
      SENTADO VIENDO LA TV       0.28      0.16      0.20       184
   SUBIR Y BAJAR ESCALERAS       0.66      0.56      0.61       184
                    TROTAR       0.65      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 7: 44.06 [%]
F1-score capturado en la ejecución 7: 43.26 [%]

=== EJECUCIÓN 8 ===

--- TRAIN (ejecución 8) ---

--- TEST (ejecución 8) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.13 [%]
Global accuracy score (test) = 44.14 [%]
Global F1 score (train) = 43.63 [%]
Global F1 score (test) = 43.34 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.46      0.44       184
       CAMINAR USUAL SPEED       0.34      0.16      0.22       184
            CAMINAR ZIGZAG       0.31      0.53      0.39       184
          DE PIE BARRIENDO       0.72      0.40      0.51       184
   DE PIE DOBLANDO TOALLAS       0.44      0.45      0.44       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.39       184
          DE PIE USANDO PC       0.20      0.32      0.24       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.59      0.62       184
           SENTADO LEYENDO       0.49      0.41      0.45       184
         SENTADO USANDO PC       0.23      0.11      0.15       184
      SENTADO VIENDO LA TV       0.24      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.65      0.56      0.60       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 8: 44.14 [%]
F1-score capturado en la ejecución 8: 43.34 [%]

=== EJECUCIÓN 9 ===

--- TRAIN (ejecución 9) ---

--- TEST (ejecución 9) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.2 [%]
Global accuracy score (test) = 44.36 [%]
Global F1 score (train) = 43.71 [%]
Global F1 score (test) = 43.6 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.46      0.45       184
       CAMINAR USUAL SPEED       0.34      0.18      0.23       184
            CAMINAR ZIGZAG       0.32      0.54      0.40       184
          DE PIE BARRIENDO       0.72      0.41      0.53       184
   DE PIE DOBLANDO TOALLAS       0.47      0.45      0.46       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.45      0.40      0.42       184
         SENTADO USANDO PC       0.27      0.13      0.18       184
      SENTADO VIENDO LA TV       0.25      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.56      0.60       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.46      0.44      0.44      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 9: 44.36 [%]
F1-score capturado en la ejecución 9: 43.6 [%]

=== EJECUCIÓN 10 ===

--- TRAIN (ejecución 10) ---

--- TEST (ejecución 10) ---
2025-11-06 21:46:53.019427: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:46:53.030626: 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 00:00:1762462013.043905 1827232 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462013.047891 1827232 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462013.057841 1827232 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462013.057857 1827232 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462013.057858 1827232 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462013.057860 1827232 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:46:53.060933: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70029	validation-mlogloss:2.69951
[1]	train-mlogloss:2.69271	validation-mlogloss:2.69140
[2]	train-mlogloss:2.68513	validation-mlogloss:2.68341
[3]	train-mlogloss:2.67784	validation-mlogloss:2.67535
[4]	train-mlogloss:2.67065	validation-mlogloss:2.66744
[5]	train-mlogloss:2.66351	validation-mlogloss:2.65952
[6]	train-mlogloss:2.65645	validation-mlogloss:2.65189
[7]	train-mlogloss:2.64943	validation-mlogloss:2.64455
[8]	train-mlogloss:2.64232	validation-mlogloss:2.63670
[9]	train-mlogloss:2.63576	validation-mlogloss:2.62968
[10]	train-mlogloss:2.62859	validation-mlogloss:2.62188
[11]	train-mlogloss:2.62161	validation-mlogloss:2.61412
[12]	train-mlogloss:2.61491	validation-mlogloss:2.60690
[13]	train-mlogloss:2.60808	validation-mlogloss:2.59919
[14]	train-mlogloss:2.60151	validation-mlogloss:2.59181
[15]	train-mlogloss:2.59506	validation-mlogloss:2.58462
[16]	train-mlogloss:2.58897	validation-mlogloss:2.57807
[17]	train-mlogloss:2.58278	validation-mlogloss:2.57127
[18]	train-mlogloss:2.57649	validation-mlogloss:2.56464
[19]	train-mlogloss:2.57030	validation-mlogloss:2.55764
[20]	train-mlogloss:2.56410	validation-mlogloss:2.55081
[21]	train-mlogloss:2.55825	validation-mlogloss:2.54465
[22]	train-mlogloss:2.55232	validation-mlogloss:2.53866
[23]	train-mlogloss:2.54648	validation-mlogloss:2.53229
[24]	train-mlogloss:2.54054	validation-mlogloss:2.52547
[25]	train-mlogloss:2.53479	validation-mlogloss:2.51921
[26]	train-mlogloss:2.52914	validation-mlogloss:2.51307
[27]	train-mlogloss:2.52350	validation-mlogloss:2.50695
[28]	train-mlogloss:2.51790	validation-mlogloss:2.50072
[29]	train-mlogloss:2.51260	validation-mlogloss:2.49494
[30]	train-mlogloss:2.50730	validation-mlogloss:2.48903
[31]	train-mlogloss:2.50174	validation-mlogloss:2.48276
[32]	train-mlogloss:2.49614	validation-mlogloss:2.47636
[33]	train-mlogloss:2.49081	validation-mlogloss:2.47028
[34]	train-mlogloss:2.48556	validation-mlogloss:2.46420
[35]	train-mlogloss:2.48039	validation-mlogloss:2.45857
[36]	train-mlogloss:2.47520	validation-mlogloss:2.45278
[37]	train-mlogloss:2.47023	validation-mlogloss:2.44722
[38]	train-mlogloss:2.46549	validation-mlogloss:2.44229
[39]	train-mlogloss:2.46054	validation-mlogloss:2.43690
[40]	train-mlogloss:2.45544	validation-mlogloss:2.43136
[41]	train-mlogloss:2.45017	validation-mlogloss:2.42534
[42]	train-mlogloss:2.44537	validation-mlogloss:2.42016
[43]	train-mlogloss:2.44079	validation-mlogloss:2.41521
[44]	train-mlogloss:2.43616	validation-mlogloss:2.41008
[45]	train-mlogloss:2.43142	validation-mlogloss:2.40483
[46]	train-mlogloss:2.42690	validation-mlogloss:2.39972
[47]	train-mlogloss:2.42229	validation-mlogloss:2.39472
[48]	train-mlogloss:2.41788	validation-mlogloss:2.39042
[49]	train-mlogloss:2.41340	validation-mlogloss:2.38548
[50]	train-mlogloss:2.40897	validation-mlogloss:2.38037
[51]	train-mlogloss:2.40456	validation-mlogloss:2.37576
[52]	train-mlogloss:2.39996	validation-mlogloss:2.37056
[53]	train-mlogloss:2.39565	validation-mlogloss:2.36588
[54]	train-mlogloss:2.39144	validation-mlogloss:2.36125
[55]	train-mlogloss:2.38741	validation-mlogloss:2.35704
[56]	train-mlogloss:2.38331	validation-mlogloss:2.35227
[57]	train-mlogloss:2.37898	validation-mlogloss:2.34729
[58]	train-mlogloss:2.37487	validation-mlogloss:2.34284
[59]	train-mlogloss:2.37071	validation-mlogloss:2.33840
[60]	train-mlogloss:2.36662	validation-mlogloss:2.33404
[61]	train-mlogloss:2.36260	validation-mlogloss:2.32974
[62]	train-mlogloss:2.35844	validation-mlogloss:2.32481
[63]	train-mlogloss:2.35456	validation-mlogloss:2.32070
[64]	train-mlogloss:2.35049	validation-mlogloss:2.31639
[65]	train-mlogloss:2.34642	validation-mlogloss:2.31220
[66]	train-mlogloss:2.34266	validation-mlogloss:2.30807
[67]	train-mlogloss:2.33886	validation-mlogloss:2.30378
[68]	train-mlogloss:2.33488	validation-mlogloss:2.29956
[69]	train-mlogloss:2.33097	validation-mlogloss:2.29541
[70]	train-mlogloss:2.32722	validation-mlogloss:2.29122
[71]	train-mlogloss:2.32348	validation-mlogloss:2.28698
[72]	train-mlogloss:2.31995	validation-mlogloss:2.28317
[73]	train-mlogloss:2.31619	validation-mlogloss:2.27887
[74]	train-mlogloss:2.31263	validation-mlogloss:2.27490
[75]	train-mlogloss:2.30915	validation-mlogloss:2.27125
[76]	train-mlogloss:2.30548	validation-mlogloss:2.26705
[77]	train-mlogloss:2.30181	validation-mlogloss:2.26284
[78]	train-mlogloss:2.29851	validation-mlogloss:2.25952
[79]	train-mlogloss:2.29492	validation-mlogloss:2.25563
[80]	train-mlogloss:2.29158	validation-mlogloss:2.25214
[81]	train-mlogloss:2.28836	validation-mlogloss:2.24887
[82]	train-mlogloss:2.28489	validation-mlogloss:2.24504
[83]	train-mlogloss:2.28160	validation-mlogloss:2.24136
[84]	train-mlogloss:2.27847	validation-mlogloss:2.23811
[85]	train-mlogloss:2.27544	validation-mlogloss:2.23522
[86]	train-mlogloss:2.27243	validation-mlogloss:2.23223
[87]	train-mlogloss:2.26913	validation-mlogloss:2.22869
[88]	train-mlogloss:2.26608	validation-mlogloss:2.22569
[89]	train-mlogloss:2.26281	validation-mlogloss:2.22209
[90]	train-mlogloss:2.25994	validation-mlogloss:2.21914
[91]	train-mlogloss:2.25679	validation-mlogloss:2.21565
[92]	train-mlogloss:2.25365	validation-mlogloss:2.21236
[93]	train-mlogloss:2.25053	validation-mlogloss:2.20882
[94]	train-mlogloss:2.24753	validation-mlogloss:2.20552
[95]	train-mlogloss:2.24448	validation-mlogloss:2.20248
[96]	train-mlogloss:2.24169	validation-mlogloss:2.19935
[97]	train-mlogloss:2.23885	validation-mlogloss:2.19638
[98]	train-mlogloss:2.23579	validation-mlogloss:2.19307
[99]	train-mlogloss:2.23280	validation-mlogloss:2.18986
[100]	train-mlogloss:2.22994	validation-mlogloss:2.18665
[101]	train-mlogloss:2.22700	validation-mlogloss:2.18340
[102]	train-mlogloss:2.22425	validation-mlogloss:2.18047
[103]	train-mlogloss:2.22127	validation-mlogloss:2.17734
[104]	train-mlogloss:2.21866	validation-mlogloss:2.17447
[105]	train-mlogloss:2.21599	validation-mlogloss:2.17152
[106]	train-mlogloss:2.21327	validation-mlogloss:2.16865
[107]	train-mlogloss:2.21037	validation-mlogloss:2.16535
[108]	train-mlogloss:2.20768	validation-mlogloss:2.16238
[109]	train-mlogloss:2.20496	validation-mlogloss:2.15943
[110]	train-mlogloss:2.20227	validation-mlogloss:2.15658
[111]	train-mlogloss:2.19956	validation-mlogloss:2.15364
[112]	train-mlogloss:2.19699	validation-mlogloss:2.15077
[113]	train-mlogloss:2.19449	validation-mlogloss:2.14837
[114]	train-mlogloss:2.19192	validation-mlogloss:2.14552
[115]	train-mlogloss:2.18942	validation-mlogloss:2.14278
[116]	train-mlogloss:2.18693	validation-mlogloss:2.14027
[117]	train-mlogloss:2.18458	validation-mlogloss:2.13782
[118]	train-mlogloss:2.18215	validation-mlogloss:2.13545
[119]	train-mlogloss:2.17975	validation-mlogloss:2.13296
[120]	train-mlogloss:2.17738	validation-mlogloss:2.13064
[121]	train-mlogloss:2.17511	validation-mlogloss:2.12813
[122]	train-mlogloss:2.17273	validation-mlogloss:2.12560
[123]	train-mlogloss:2.17044	validation-mlogloss:2.12318
[124]	train-mlogloss:2.16803	validation-mlogloss:2.12078
[125]	train-mlogloss:2.16576	validation-mlogloss:2.11846
[126]	train-mlogloss:2.16356	validation-mlogloss:2.11639
[127]	train-mlogloss:2.16124	validation-mlogloss:2.11409
[128]	train-mlogloss:2.15897	validation-mlogloss:2.11181
[129]	train-mlogloss:2.15663	validation-mlogloss:2.10918
[130]	train-mlogloss:2.15454	validation-mlogloss:2.10708
[131]	train-mlogloss:2.15221	validation-mlogloss:2.10455
[132]	train-mlogloss:2.14988	validation-mlogloss:2.10199
[133]	train-mlogloss:2.14762	validation-mlogloss:2.09966
[134]	train-mlogloss:2.14531	validation-mlogloss:2.09713
[135]	train-mlogloss:2.14306	validation-mlogloss:2.09500
[136]	train-mlogloss:2.14096	validation-mlogloss:2.09300
[137]	train-mlogloss:2.13887	validation-mlogloss:2.09071
[138]	train-mlogloss:2.13682	validation-mlogloss:2.08866
[139]	train-mlogloss:2.13473	validation-mlogloss:2.08645
[140]	train-mlogloss:2.13261	validation-mlogloss:2.08437
[141]	train-mlogloss:2.13047	validation-mlogloss:2.08228
[142]	train-mlogloss:2.12838	validation-mlogloss:2.08027
[143]	train-mlogloss:2.12631	validation-mlogloss:2.07830
[144]	train-mlogloss:2.12428	validation-mlogloss:2.07638
[145]	train-mlogloss:2.12227	validation-mlogloss:2.07439
[146]	train-mlogloss:2.12032	validation-mlogloss:2.07258
[147]	train-mlogloss:2.11828	validation-mlogloss:2.07021
[148]	train-mlogloss:2.11634	validation-mlogloss:2.06829
[149]	train-mlogloss:2.11428	validation-mlogloss:2.06623
[150]	train-mlogloss:2.11230	validation-mlogloss:2.06432
[151]	train-mlogloss:2.11042	validation-mlogloss:2.06256
[152]	train-mlogloss:2.10847	validation-mlogloss:2.06061
[153]	train-mlogloss:2.10658	validation-mlogloss:2.05890
[154]	train-mlogloss:2.10476	validation-mlogloss:2.05719
[155]	train-mlogloss:2.10281	validation-mlogloss:2.05500
[156]	train-mlogloss:2.10087	validation-mlogloss:2.05304
[157]	train-mlogloss:2.09881	validation-mlogloss:2.05099
[158]	train-mlogloss:2.09697	validation-mlogloss:2.04906
[159]	train-mlogloss:2.09518	validation-mlogloss:2.04734
[160]	train-mlogloss:2.09332	validation-mlogloss:2.04553
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[393]	train-mlogloss:1.84510	validation-mlogloss:1.82995
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[395]	train-mlogloss:1.84402	validation-mlogloss:1.82915
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[402]	train-mlogloss:1.84008	validation-mlogloss:1.82627
[403]	train-mlogloss:1.83947	validation-mlogloss:1.82585
[404]	train-mlogloss:1.83891	validation-mlogloss:1.82544
[405]	train-mlogloss:1.83825	validation-mlogloss:1.82508
[406]	train-mlogloss:1.83773	validation-mlogloss:1.82472
[407]	train-mlogloss:1.83715	validation-mlogloss:1.82426
[408]	train-mlogloss:1.83669	validation-mlogloss:1.82391
[409]	train-mlogloss:1.83623	validation-mlogloss:1.82357
[410]	train-mlogloss:1.83565	validation-mlogloss:1.82308
[411]	train-mlogloss:1.83513	validation-mlogloss:1.82269
[412]	train-mlogloss:1.83462	validation-mlogloss:1.82240
[413]	train-mlogloss:1.83412	validation-mlogloss:1.82218
[414]	train-mlogloss:1.83359	validation-mlogloss:1.82174
[415]	train-mlogloss:1.83312	validation-mlogloss:1.82136
[416]	train-mlogloss:1.83270	validation-mlogloss:1.82114
[417]	train-mlogloss:1.83213	validation-mlogloss:1.82081
[418]	train-mlogloss:1.83168	validation-mlogloss:1.82053
[419]	train-mlogloss:1.83120	validation-mlogloss:1.82006
Saved model to disk.
2025-11-06 21:47:14.843177: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:47:14.854496: 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 00:00:1762462034.867417 1827623 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462034.871494 1827623 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462034.881198 1827623 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462034.881215 1827623 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462034.881217 1827623 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462034.881218 1827623 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:47:14.884362: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70062	validation-mlogloss:2.70030
[1]	train-mlogloss:2.69307	validation-mlogloss:2.69198
[2]	train-mlogloss:2.68561	validation-mlogloss:2.68382
[3]	train-mlogloss:2.67822	validation-mlogloss:2.67614
[4]	train-mlogloss:2.67110	validation-mlogloss:2.66835
[5]	train-mlogloss:2.66427	validation-mlogloss:2.66137
[6]	train-mlogloss:2.65698	validation-mlogloss:2.65375
[7]	train-mlogloss:2.64984	validation-mlogloss:2.64596
[8]	train-mlogloss:2.64257	validation-mlogloss:2.63826
[9]	train-mlogloss:2.63554	validation-mlogloss:2.63072
[10]	train-mlogloss:2.62872	validation-mlogloss:2.62306
[11]	train-mlogloss:2.62185	validation-mlogloss:2.61546
[12]	train-mlogloss:2.61490	validation-mlogloss:2.60781
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[313]	train-mlogloss:1.90205	validation-mlogloss:1.87252
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[352]	train-mlogloss:1.87193	validation-mlogloss:1.84961
[353]	train-mlogloss:1.87126	validation-mlogloss:1.84929
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[389]	train-mlogloss:1.84868	validation-mlogloss:1.83265
[390]	train-mlogloss:1.84805	validation-mlogloss:1.83214
[391]	train-mlogloss:1.84749	validation-mlogloss:1.83168
[392]	train-mlogloss:1.84687	validation-mlogloss:1.83129
[393]	train-mlogloss:1.84626	validation-mlogloss:1.83100
[394]	train-mlogloss:1.84568	validation-mlogloss:1.83066
[395]	train-mlogloss:1.84515	validation-mlogloss:1.83044
[396]	train-mlogloss:1.84446	validation-mlogloss:1.82990
[397]	train-mlogloss:1.84392	validation-mlogloss:1.82973
[398]	train-mlogloss:1.84340	validation-mlogloss:1.82945
[399]	train-mlogloss:1.84286	validation-mlogloss:1.82906
[400]	train-mlogloss:1.84229	validation-mlogloss:1.82866
[401]	train-mlogloss:1.84172	validation-mlogloss:1.82822
[402]	train-mlogloss:1.84109	validation-mlogloss:1.82778
[403]	train-mlogloss:1.84052	validation-mlogloss:1.82731
[404]	train-mlogloss:1.83998	validation-mlogloss:1.82684
[405]	train-mlogloss:1.83942	validation-mlogloss:1.82644
[406]	train-mlogloss:1.83886	validation-mlogloss:1.82607
[407]	train-mlogloss:1.83838	validation-mlogloss:1.82577
[408]	train-mlogloss:1.83780	validation-mlogloss:1.82539
[409]	train-mlogloss:1.83721	validation-mlogloss:1.82495
[410]	train-mlogloss:1.83668	validation-mlogloss:1.82464
[411]	train-mlogloss:1.83610	validation-mlogloss:1.82435
[412]	train-mlogloss:1.83551	validation-mlogloss:1.82387
[413]	train-mlogloss:1.83506	validation-mlogloss:1.82360
[414]	train-mlogloss:1.83460	validation-mlogloss:1.82322
[415]	train-mlogloss:1.83410	validation-mlogloss:1.82285
[416]	train-mlogloss:1.83350	validation-mlogloss:1.82239
[417]	train-mlogloss:1.83294	validation-mlogloss:1.82203
[418]	train-mlogloss:1.83246	validation-mlogloss:1.82163
[419]	train-mlogloss:1.83197	validation-mlogloss:1.82137
Saved model to disk.
2025-11-06 21:47:37.162810: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:47:37.174164: 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 00:00:1762462057.187783 1827993 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462057.191808 1827993 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462057.202174 1827993 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462057.202195 1827993 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462057.202205 1827993 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462057.202206 1827993 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:47:37.205505: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[2]	train-mlogloss:2.68576	validation-mlogloss:2.68491
[3]	train-mlogloss:2.67860	validation-mlogloss:2.67714
[4]	train-mlogloss:2.67165	validation-mlogloss:2.66992
[5]	train-mlogloss:2.66449	validation-mlogloss:2.66222
[6]	train-mlogloss:2.65743	validation-mlogloss:2.65440
[7]	train-mlogloss:2.65030	validation-mlogloss:2.64710
[8]	train-mlogloss:2.64321	validation-mlogloss:2.63956
[9]	train-mlogloss:2.63640	validation-mlogloss:2.63221
[10]	train-mlogloss:2.62926	validation-mlogloss:2.62425
[11]	train-mlogloss:2.62277	validation-mlogloss:2.61716
[12]	train-mlogloss:2.61589	validation-mlogloss:2.60936
[13]	train-mlogloss:2.60912	validation-mlogloss:2.60191
[14]	train-mlogloss:2.60238	validation-mlogloss:2.59426
[15]	train-mlogloss:2.59577	validation-mlogloss:2.58693
[16]	train-mlogloss:2.58906	validation-mlogloss:2.57948
[17]	train-mlogloss:2.58238	validation-mlogloss:2.57180
[18]	train-mlogloss:2.57604	validation-mlogloss:2.56475
[19]	train-mlogloss:2.56975	validation-mlogloss:2.55788
[20]	train-mlogloss:2.56394	validation-mlogloss:2.55161
[21]	train-mlogloss:2.55776	validation-mlogloss:2.54455
[22]	train-mlogloss:2.55192	validation-mlogloss:2.53834
[23]	train-mlogloss:2.54595	validation-mlogloss:2.53163
[24]	train-mlogloss:2.54032	validation-mlogloss:2.52591
[25]	train-mlogloss:2.53447	validation-mlogloss:2.51963
[26]	train-mlogloss:2.52899	validation-mlogloss:2.51355
[27]	train-mlogloss:2.52337	validation-mlogloss:2.50731
[28]	train-mlogloss:2.51763	validation-mlogloss:2.50075
[29]	train-mlogloss:2.51228	validation-mlogloss:2.49501
[30]	train-mlogloss:2.50679	validation-mlogloss:2.48882
[31]	train-mlogloss:2.50133	validation-mlogloss:2.48277
[32]	train-mlogloss:2.49604	validation-mlogloss:2.47715
[33]	train-mlogloss:2.49093	validation-mlogloss:2.47160
[34]	train-mlogloss:2.48568	validation-mlogloss:2.46601
[35]	train-mlogloss:2.48050	validation-mlogloss:2.46030
[36]	train-mlogloss:2.47520	validation-mlogloss:2.45460
[37]	train-mlogloss:2.47008	validation-mlogloss:2.44896
[38]	train-mlogloss:2.46499	validation-mlogloss:2.44318
[39]	train-mlogloss:2.45975	validation-mlogloss:2.43722
[40]	train-mlogloss:2.45479	validation-mlogloss:2.43192
[41]	train-mlogloss:2.45001	validation-mlogloss:2.42674
[42]	train-mlogloss:2.44514	validation-mlogloss:2.42120
[43]	train-mlogloss:2.44046	validation-mlogloss:2.41633
[44]	train-mlogloss:2.43606	validation-mlogloss:2.41191
[45]	train-mlogloss:2.43151	validation-mlogloss:2.40683
[46]	train-mlogloss:2.42703	validation-mlogloss:2.40218
[47]	train-mlogloss:2.42253	validation-mlogloss:2.39744
[48]	train-mlogloss:2.41814	validation-mlogloss:2.39274
[49]	train-mlogloss:2.41366	validation-mlogloss:2.38772
[50]	train-mlogloss:2.40933	validation-mlogloss:2.38324
[51]	train-mlogloss:2.40468	validation-mlogloss:2.37804
[52]	train-mlogloss:2.40023	validation-mlogloss:2.37308
[53]	train-mlogloss:2.39600	validation-mlogloss:2.36855
[54]	train-mlogloss:2.39133	validation-mlogloss:2.36319
[55]	train-mlogloss:2.38705	validation-mlogloss:2.35834
[56]	train-mlogloss:2.38294	validation-mlogloss:2.35410
[57]	train-mlogloss:2.37859	validation-mlogloss:2.34927
[58]	train-mlogloss:2.37416	validation-mlogloss:2.34435
[59]	train-mlogloss:2.37013	validation-mlogloss:2.33998
[60]	train-mlogloss:2.36585	validation-mlogloss:2.33518
[61]	train-mlogloss:2.36167	validation-mlogloss:2.33040
[62]	train-mlogloss:2.35794	validation-mlogloss:2.32651
[63]	train-mlogloss:2.35383	validation-mlogloss:2.32209
[64]	train-mlogloss:2.34993	validation-mlogloss:2.31777
[65]	train-mlogloss:2.34587	validation-mlogloss:2.31315
[66]	train-mlogloss:2.34215	validation-mlogloss:2.30926
[67]	train-mlogloss:2.33848	validation-mlogloss:2.30538
[68]	train-mlogloss:2.33444	validation-mlogloss:2.30073
[69]	train-mlogloss:2.33085	validation-mlogloss:2.29671
[70]	train-mlogloss:2.32691	validation-mlogloss:2.29237
[71]	train-mlogloss:2.32313	validation-mlogloss:2.28814
[72]	train-mlogloss:2.31940	validation-mlogloss:2.28389
[73]	train-mlogloss:2.31581	validation-mlogloss:2.28003
[74]	train-mlogloss:2.31237	validation-mlogloss:2.27641
[75]	train-mlogloss:2.30898	validation-mlogloss:2.27279
[76]	train-mlogloss:2.30553	validation-mlogloss:2.26912
[77]	train-mlogloss:2.30215	validation-mlogloss:2.26541
[78]	train-mlogloss:2.29860	validation-mlogloss:2.26148
[79]	train-mlogloss:2.29505	validation-mlogloss:2.25738
[80]	train-mlogloss:2.29183	validation-mlogloss:2.25403
[81]	train-mlogloss:2.28878	validation-mlogloss:2.25101
[82]	train-mlogloss:2.28545	validation-mlogloss:2.24729
[83]	train-mlogloss:2.28220	validation-mlogloss:2.24372
[84]	train-mlogloss:2.27874	validation-mlogloss:2.23986
[85]	train-mlogloss:2.27562	validation-mlogloss:2.23659
[86]	train-mlogloss:2.27242	validation-mlogloss:2.23307
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[100]	train-mlogloss:2.23001	validation-mlogloss:2.18800
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[103]	train-mlogloss:2.22165	validation-mlogloss:2.17916
[104]	train-mlogloss:2.21906	validation-mlogloss:2.17652
[105]	train-mlogloss:2.21644	validation-mlogloss:2.17386
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[107]	train-mlogloss:2.21106	validation-mlogloss:2.16831
[108]	train-mlogloss:2.20840	validation-mlogloss:2.16547
[109]	train-mlogloss:2.20580	validation-mlogloss:2.16291
[110]	train-mlogloss:2.20313	validation-mlogloss:2.16006
[111]	train-mlogloss:2.20064	validation-mlogloss:2.15755
[112]	train-mlogloss:2.19797	validation-mlogloss:2.15465
[113]	train-mlogloss:2.19542	validation-mlogloss:2.15206
[114]	train-mlogloss:2.19274	validation-mlogloss:2.14903
[115]	train-mlogloss:2.19021	validation-mlogloss:2.14658
[116]	train-mlogloss:2.18783	validation-mlogloss:2.14439
[117]	train-mlogloss:2.18531	validation-mlogloss:2.14170
[118]	train-mlogloss:2.18293	validation-mlogloss:2.13928
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[128]	train-mlogloss:2.15894	validation-mlogloss:2.11370
[129]	train-mlogloss:2.15674	validation-mlogloss:2.11171
[130]	train-mlogloss:2.15450	validation-mlogloss:2.10926
[131]	train-mlogloss:2.15219	validation-mlogloss:2.10693
[132]	train-mlogloss:2.14987	validation-mlogloss:2.10460
[133]	train-mlogloss:2.14767	validation-mlogloss:2.10223
[134]	train-mlogloss:2.14542	validation-mlogloss:2.09996
[135]	train-mlogloss:2.14333	validation-mlogloss:2.09775
[136]	train-mlogloss:2.14115	validation-mlogloss:2.09552
[137]	train-mlogloss:2.13910	validation-mlogloss:2.09329
[138]	train-mlogloss:2.13704	validation-mlogloss:2.09123
[139]	train-mlogloss:2.13486	validation-mlogloss:2.08895
[140]	train-mlogloss:2.13286	validation-mlogloss:2.08709
[141]	train-mlogloss:2.13076	validation-mlogloss:2.08491
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[144]	train-mlogloss:2.12466	validation-mlogloss:2.07842
[145]	train-mlogloss:2.12268	validation-mlogloss:2.07634
[146]	train-mlogloss:2.12051	validation-mlogloss:2.07396
[147]	train-mlogloss:2.11861	validation-mlogloss:2.07199
[148]	train-mlogloss:2.11651	validation-mlogloss:2.07007
[149]	train-mlogloss:2.11458	validation-mlogloss:2.06826
[150]	train-mlogloss:2.11253	validation-mlogloss:2.06586
[151]	train-mlogloss:2.11052	validation-mlogloss:2.06374
[152]	train-mlogloss:2.10855	validation-mlogloss:2.06185
[153]	train-mlogloss:2.10640	validation-mlogloss:2.05942
[154]	train-mlogloss:2.10452	validation-mlogloss:2.05765
[155]	train-mlogloss:2.10261	validation-mlogloss:2.05580
[156]	train-mlogloss:2.10073	validation-mlogloss:2.05407
[157]	train-mlogloss:2.09892	validation-mlogloss:2.05252
[158]	train-mlogloss:2.09725	validation-mlogloss:2.05094
[159]	train-mlogloss:2.09543	validation-mlogloss:2.04919
[160]	train-mlogloss:2.09358	validation-mlogloss:2.04721
[161]	train-mlogloss:2.09180	validation-mlogloss:2.04542
[162]	train-mlogloss:2.08997	validation-mlogloss:2.04364
[163]	train-mlogloss:2.08819	validation-mlogloss:2.04212
[164]	train-mlogloss:2.08641	validation-mlogloss:2.04038
[165]	train-mlogloss:2.08463	validation-mlogloss:2.03879
[166]	train-mlogloss:2.08277	validation-mlogloss:2.03679
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[411]	train-mlogloss:1.83594	validation-mlogloss:1.82305
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[413]	train-mlogloss:1.83503	validation-mlogloss:1.82251
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[416]	train-mlogloss:1.83351	validation-mlogloss:1.82154
[417]	train-mlogloss:1.83300	validation-mlogloss:1.82125
[418]	train-mlogloss:1.83259	validation-mlogloss:1.82103
[419]	train-mlogloss:1.83219	validation-mlogloss:1.82075
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.32 [%]
Global accuracy score (test) = 43.92 [%]
Global F1 score (train) = 43.82 [%]
Global F1 score (test) = 43.04 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.46      0.44       184
       CAMINAR USUAL SPEED       0.34      0.16      0.21       184
            CAMINAR ZIGZAG       0.31      0.54      0.40       184
          DE PIE BARRIENDO       0.69      0.39      0.50       184
   DE PIE DOBLANDO TOALLAS       0.45      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.46      0.39      0.42       184
         SENTADO USANDO PC       0.26      0.12      0.17       184
      SENTADO VIENDO LA TV       0.24      0.16      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.62      0.56      0.59       184
                    TROTAR       0.65      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 10: 43.92 [%]
F1-score capturado en la ejecución 10: 43.04 [%]

=== EJECUCIÓN 11 ===

--- TRAIN (ejecución 11) ---

--- TEST (ejecución 11) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.32 [%]
Global accuracy score (test) = 44.14 [%]
Global F1 score (train) = 43.83 [%]
Global F1 score (test) = 43.42 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.47      0.46       184
       CAMINAR USUAL SPEED       0.35      0.20      0.25       184
            CAMINAR ZIGZAG       0.32      0.51      0.39       184
          DE PIE BARRIENDO       0.69      0.41      0.51       184
   DE PIE DOBLANDO TOALLAS       0.45      0.43      0.44       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.21      0.33      0.26       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.46      0.39      0.42       184
         SENTADO USANDO PC       0.25      0.12      0.17       184
      SENTADO VIENDO LA TV       0.24      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.55      0.59       184
                    TROTAR       0.66      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 11: 44.14 [%]
F1-score capturado en la ejecución 11: 43.42 [%]

=== EJECUCIÓN 12 ===

--- TRAIN (ejecución 12) ---

--- TEST (ejecución 12) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.16 [%]
Global accuracy score (test) = 44.28 [%]
Global F1 score (train) = 43.67 [%]
Global F1 score (test) = 43.5 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.46      0.45       184
       CAMINAR USUAL SPEED       0.34      0.18      0.23       184
            CAMINAR ZIGZAG       0.31      0.52      0.39       184
          DE PIE BARRIENDO       0.71      0.42      0.53       184
   DE PIE DOBLANDO TOALLAS       0.46      0.46      0.46       184
    DE PIE MOVIENDO LIBROS       0.40      0.41      0.40       184
          DE PIE USANDO PC       0.20      0.30      0.24       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.64      0.57      0.61       184
           SENTADO LEYENDO       0.45      0.38      0.41       184
         SENTADO USANDO PC       0.27      0.14      0.18       184
      SENTADO VIENDO LA TV       0.24      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.60      0.55      0.57       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 12: 44.28 [%]
F1-score capturado en la ejecución 12: 43.5 [%]

=== EJECUCIÓN 13 ===

--- TRAIN (ejecución 13) ---

--- TEST (ejecución 13) ---
2025-11-06 21:47:58.825573: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:47:58.836793: 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 00:00:1762462078.850143 1828355 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462078.854433 1828355 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462078.864320 1828355 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462078.864335 1828355 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462078.864336 1828355 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462078.864337 1828355 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:47:58.867446: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70039	validation-mlogloss:2.69988
[1]	train-mlogloss:2.69286	validation-mlogloss:2.69217
[2]	train-mlogloss:2.68556	validation-mlogloss:2.68461
[3]	train-mlogloss:2.67838	validation-mlogloss:2.67686
[4]	train-mlogloss:2.67116	validation-mlogloss:2.66931
[5]	train-mlogloss:2.66379	validation-mlogloss:2.66150
[6]	train-mlogloss:2.65623	validation-mlogloss:2.65342
[7]	train-mlogloss:2.64935	validation-mlogloss:2.64599
[8]	train-mlogloss:2.64256	validation-mlogloss:2.63849
[9]	train-mlogloss:2.63552	validation-mlogloss:2.63104
[10]	train-mlogloss:2.62859	validation-mlogloss:2.62357
[11]	train-mlogloss:2.62185	validation-mlogloss:2.61618
[12]	train-mlogloss:2.61513	validation-mlogloss:2.60882
[13]	train-mlogloss:2.60845	validation-mlogloss:2.60169
[14]	train-mlogloss:2.60149	validation-mlogloss:2.59388
[15]	train-mlogloss:2.59494	validation-mlogloss:2.58667
[16]	train-mlogloss:2.58852	validation-mlogloss:2.57951
[17]	train-mlogloss:2.58206	validation-mlogloss:2.57228
[18]	train-mlogloss:2.57587	validation-mlogloss:2.56575
[19]	train-mlogloss:2.56983	validation-mlogloss:2.55911
[20]	train-mlogloss:2.56365	validation-mlogloss:2.55242
[21]	train-mlogloss:2.55747	validation-mlogloss:2.54562
[22]	train-mlogloss:2.55160	validation-mlogloss:2.53901
[23]	train-mlogloss:2.54561	validation-mlogloss:2.53238
[24]	train-mlogloss:2.53961	validation-mlogloss:2.52565
[25]	train-mlogloss:2.53395	validation-mlogloss:2.51956
[26]	train-mlogloss:2.52824	validation-mlogloss:2.51325
[27]	train-mlogloss:2.52259	validation-mlogloss:2.50660
[28]	train-mlogloss:2.51695	validation-mlogloss:2.50049
[29]	train-mlogloss:2.51136	validation-mlogloss:2.49434
[30]	train-mlogloss:2.50603	validation-mlogloss:2.48870
[31]	train-mlogloss:2.50056	validation-mlogloss:2.48259
[32]	train-mlogloss:2.49526	validation-mlogloss:2.47671
[33]	train-mlogloss:2.49012	validation-mlogloss:2.47121
[34]	train-mlogloss:2.48487	validation-mlogloss:2.46540
[35]	train-mlogloss:2.47958	validation-mlogloss:2.45964
[36]	train-mlogloss:2.47450	validation-mlogloss:2.45397
[37]	train-mlogloss:2.46952	validation-mlogloss:2.44854
[38]	train-mlogloss:2.46459	validation-mlogloss:2.44330
[39]	train-mlogloss:2.45973	validation-mlogloss:2.43788
[40]	train-mlogloss:2.45503	validation-mlogloss:2.43279
[41]	train-mlogloss:2.45026	validation-mlogloss:2.42767
[42]	train-mlogloss:2.44559	validation-mlogloss:2.42231
[43]	train-mlogloss:2.44086	validation-mlogloss:2.41733
[44]	train-mlogloss:2.43620	validation-mlogloss:2.41219
[45]	train-mlogloss:2.43169	validation-mlogloss:2.40734
[46]	train-mlogloss:2.42684	validation-mlogloss:2.40181
[47]	train-mlogloss:2.42226	validation-mlogloss:2.39698
[48]	train-mlogloss:2.41776	validation-mlogloss:2.39197
[49]	train-mlogloss:2.41325	validation-mlogloss:2.38689
[50]	train-mlogloss:2.40895	validation-mlogloss:2.38220
[51]	train-mlogloss:2.40434	validation-mlogloss:2.37706
[52]	train-mlogloss:2.39980	validation-mlogloss:2.37215
[53]	train-mlogloss:2.39526	validation-mlogloss:2.36701
[54]	train-mlogloss:2.39115	validation-mlogloss:2.36249
[55]	train-mlogloss:2.38692	validation-mlogloss:2.35796
[56]	train-mlogloss:2.38262	validation-mlogloss:2.35312
[57]	train-mlogloss:2.37854	validation-mlogloss:2.34856
[58]	train-mlogloss:2.37448	validation-mlogloss:2.34430
[59]	train-mlogloss:2.37052	validation-mlogloss:2.34015
[60]	train-mlogloss:2.36636	validation-mlogloss:2.33559
[61]	train-mlogloss:2.36215	validation-mlogloss:2.33082
[62]	train-mlogloss:2.35822	validation-mlogloss:2.32659
[63]	train-mlogloss:2.35414	validation-mlogloss:2.32227
[64]	train-mlogloss:2.35022	validation-mlogloss:2.31769
[65]	train-mlogloss:2.34621	validation-mlogloss:2.31313
[66]	train-mlogloss:2.34209	validation-mlogloss:2.30839
[67]	train-mlogloss:2.33837	validation-mlogloss:2.30452
[68]	train-mlogloss:2.33476	validation-mlogloss:2.30072
[69]	train-mlogloss:2.33109	validation-mlogloss:2.29707
[70]	train-mlogloss:2.32739	validation-mlogloss:2.29288
[71]	train-mlogloss:2.32359	validation-mlogloss:2.28869
[72]	train-mlogloss:2.31979	validation-mlogloss:2.28438
[73]	train-mlogloss:2.31635	validation-mlogloss:2.28056
[74]	train-mlogloss:2.31282	validation-mlogloss:2.27687
[75]	train-mlogloss:2.30930	validation-mlogloss:2.27306
[76]	train-mlogloss:2.30568	validation-mlogloss:2.26899
[77]	train-mlogloss:2.30214	validation-mlogloss:2.26525
[78]	train-mlogloss:2.29875	validation-mlogloss:2.26163
[79]	train-mlogloss:2.29522	validation-mlogloss:2.25790
[80]	train-mlogloss:2.29165	validation-mlogloss:2.25390
[81]	train-mlogloss:2.28838	validation-mlogloss:2.25055
[82]	train-mlogloss:2.28503	validation-mlogloss:2.24719
[83]	train-mlogloss:2.28182	validation-mlogloss:2.24376
[84]	train-mlogloss:2.27861	validation-mlogloss:2.24032
[85]	train-mlogloss:2.27521	validation-mlogloss:2.23620
[86]	train-mlogloss:2.27189	validation-mlogloss:2.23264
[87]	train-mlogloss:2.26864	validation-mlogloss:2.22908
[88]	train-mlogloss:2.26542	validation-mlogloss:2.22565
[89]	train-mlogloss:2.26228	validation-mlogloss:2.22218
[90]	train-mlogloss:2.25920	validation-mlogloss:2.21893
[91]	train-mlogloss:2.25619	validation-mlogloss:2.21582
[92]	train-mlogloss:2.25302	validation-mlogloss:2.21241
[93]	train-mlogloss:2.24991	validation-mlogloss:2.20886
[94]	train-mlogloss:2.24712	validation-mlogloss:2.20577
[95]	train-mlogloss:2.24418	validation-mlogloss:2.20254
[96]	train-mlogloss:2.24114	validation-mlogloss:2.19928
[97]	train-mlogloss:2.23831	validation-mlogloss:2.19612
[98]	train-mlogloss:2.23552	validation-mlogloss:2.19292
[99]	train-mlogloss:2.23265	validation-mlogloss:2.18979
[100]	train-mlogloss:2.22984	validation-mlogloss:2.18690
[101]	train-mlogloss:2.22700	validation-mlogloss:2.18386
[102]	train-mlogloss:2.22419	validation-mlogloss:2.18097
[103]	train-mlogloss:2.22143	validation-mlogloss:2.17805
[104]	train-mlogloss:2.21863	validation-mlogloss:2.17508
[105]	train-mlogloss:2.21595	validation-mlogloss:2.17225
[106]	train-mlogloss:2.21325	validation-mlogloss:2.16939
[107]	train-mlogloss:2.21066	validation-mlogloss:2.16668
[108]	train-mlogloss:2.20800	validation-mlogloss:2.16380
[109]	train-mlogloss:2.20550	validation-mlogloss:2.16132
[110]	train-mlogloss:2.20282	validation-mlogloss:2.15841
[111]	train-mlogloss:2.20027	validation-mlogloss:2.15569
[112]	train-mlogloss:2.19767	validation-mlogloss:2.15305
[113]	train-mlogloss:2.19499	validation-mlogloss:2.15019
[114]	train-mlogloss:2.19249	validation-mlogloss:2.14739
[115]	train-mlogloss:2.18996	validation-mlogloss:2.14472
[116]	train-mlogloss:2.18752	validation-mlogloss:2.14205
[117]	train-mlogloss:2.18493	validation-mlogloss:2.13928
[118]	train-mlogloss:2.18246	validation-mlogloss:2.13667
[119]	train-mlogloss:2.17989	validation-mlogloss:2.13391
[120]	train-mlogloss:2.17753	validation-mlogloss:2.13130
[121]	train-mlogloss:2.17503	validation-mlogloss:2.12859
[122]	train-mlogloss:2.17266	validation-mlogloss:2.12616
[123]	train-mlogloss:2.17040	validation-mlogloss:2.12378
[124]	train-mlogloss:2.16790	validation-mlogloss:2.12096
[125]	train-mlogloss:2.16552	validation-mlogloss:2.11844
[126]	train-mlogloss:2.16339	validation-mlogloss:2.11628
[127]	train-mlogloss:2.16099	validation-mlogloss:2.11379
[128]	train-mlogloss:2.15875	validation-mlogloss:2.11157
[129]	train-mlogloss:2.15640	validation-mlogloss:2.10903
[130]	train-mlogloss:2.15427	validation-mlogloss:2.10707
[131]	train-mlogloss:2.15194	validation-mlogloss:2.10462
[132]	train-mlogloss:2.14956	validation-mlogloss:2.10200
[133]	train-mlogloss:2.14738	validation-mlogloss:2.09966
[134]	train-mlogloss:2.14516	validation-mlogloss:2.09728
[135]	train-mlogloss:2.14302	validation-mlogloss:2.09488
[136]	train-mlogloss:2.14076	validation-mlogloss:2.09261
[137]	train-mlogloss:2.13849	validation-mlogloss:2.09013
[138]	train-mlogloss:2.13630	validation-mlogloss:2.08788
[139]	train-mlogloss:2.13430	validation-mlogloss:2.08594
[140]	train-mlogloss:2.13232	validation-mlogloss:2.08394
[141]	train-mlogloss:2.13038	validation-mlogloss:2.08218
[142]	train-mlogloss:2.12832	validation-mlogloss:2.08019
[143]	train-mlogloss:2.12628	validation-mlogloss:2.07833
[144]	train-mlogloss:2.12434	validation-mlogloss:2.07634
[145]	train-mlogloss:2.12232	validation-mlogloss:2.07436
[146]	train-mlogloss:2.12042	validation-mlogloss:2.07250
[147]	train-mlogloss:2.11825	validation-mlogloss:2.07031
[148]	train-mlogloss:2.11615	validation-mlogloss:2.06845
[149]	train-mlogloss:2.11411	validation-mlogloss:2.06627
[150]	train-mlogloss:2.11219	validation-mlogloss:2.06438
[151]	train-mlogloss:2.11031	validation-mlogloss:2.06253
[152]	train-mlogloss:2.10837	validation-mlogloss:2.06070
[153]	train-mlogloss:2.10636	validation-mlogloss:2.05860
[154]	train-mlogloss:2.10434	validation-mlogloss:2.05647
[155]	train-mlogloss:2.10250	validation-mlogloss:2.05480
[156]	train-mlogloss:2.10056	validation-mlogloss:2.05292
[157]	train-mlogloss:2.09856	validation-mlogloss:2.05096
[158]	train-mlogloss:2.09668	validation-mlogloss:2.04895
[159]	train-mlogloss:2.09490	validation-mlogloss:2.04741
[160]	train-mlogloss:2.09280	validation-mlogloss:2.04536
[161]	train-mlogloss:2.09093	validation-mlogloss:2.04343
[162]	train-mlogloss:2.08905	validation-mlogloss:2.04143
[163]	train-mlogloss:2.08721	validation-mlogloss:2.03964
[164]	train-mlogloss:2.08535	validation-mlogloss:2.03774
[165]	train-mlogloss:2.08360	validation-mlogloss:2.03604
[166]	train-mlogloss:2.08183	validation-mlogloss:2.03444
[167]	train-mlogloss:2.08009	validation-mlogloss:2.03278
[168]	train-mlogloss:2.07830	validation-mlogloss:2.03087
[169]	train-mlogloss:2.07664	validation-mlogloss:2.02925
[170]	train-mlogloss:2.07499	validation-mlogloss:2.02784
[171]	train-mlogloss:2.07332	validation-mlogloss:2.02625
[172]	train-mlogloss:2.07154	validation-mlogloss:2.02443
[173]	train-mlogloss:2.06982	validation-mlogloss:2.02258
[174]	train-mlogloss:2.06813	validation-mlogloss:2.02099
[175]	train-mlogloss:2.06644	validation-mlogloss:2.01944
[176]	train-mlogloss:2.06475	validation-mlogloss:2.01771
[177]	train-mlogloss:2.06312	validation-mlogloss:2.01606
[178]	train-mlogloss:2.06155	validation-mlogloss:2.01469
[179]	train-mlogloss:2.05984	validation-mlogloss:2.01290
[180]	train-mlogloss:2.05817	validation-mlogloss:2.01130
[181]	train-mlogloss:2.05656	validation-mlogloss:2.00978
[182]	train-mlogloss:2.05496	validation-mlogloss:2.00841
[183]	train-mlogloss:2.05336	validation-mlogloss:2.00686
[184]	train-mlogloss:2.05173	validation-mlogloss:2.00523
[185]	train-mlogloss:2.05015	validation-mlogloss:2.00366
[186]	train-mlogloss:2.04858	validation-mlogloss:2.00231
[187]	train-mlogloss:2.04699	validation-mlogloss:2.00084
[188]	train-mlogloss:2.04552	validation-mlogloss:1.99963
[189]	train-mlogloss:2.04393	validation-mlogloss:1.99807
[190]	train-mlogloss:2.04242	validation-mlogloss:1.99664
[191]	train-mlogloss:2.04091	validation-mlogloss:1.99509
[192]	train-mlogloss:2.03946	validation-mlogloss:1.99381
[193]	train-mlogloss:2.03792	validation-mlogloss:1.99250
[194]	train-mlogloss:2.03642	validation-mlogloss:1.99101
[195]	train-mlogloss:2.03502	validation-mlogloss:1.98960
[196]	train-mlogloss:2.03359	validation-mlogloss:1.98838
[197]	train-mlogloss:2.03209	validation-mlogloss:1.98720
[198]	train-mlogloss:2.03053	validation-mlogloss:1.98577
[199]	train-mlogloss:2.02915	validation-mlogloss:1.98449
[200]	train-mlogloss:2.02771	validation-mlogloss:1.98304
[201]	train-mlogloss:2.02629	validation-mlogloss:1.98177
[202]	train-mlogloss:2.02486	validation-mlogloss:1.98055
[203]	train-mlogloss:2.02332	validation-mlogloss:1.97896
[204]	train-mlogloss:2.02197	validation-mlogloss:1.97770
[205]	train-mlogloss:2.02045	validation-mlogloss:1.97621
[206]	train-mlogloss:2.01904	validation-mlogloss:1.97479
[207]	train-mlogloss:2.01762	validation-mlogloss:1.97350
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[272]	train-mlogloss:1.94027	validation-mlogloss:1.90300
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[388]	train-mlogloss:1.84859	validation-mlogloss:1.83184
[389]	train-mlogloss:1.84802	validation-mlogloss:1.83157
[390]	train-mlogloss:1.84746	validation-mlogloss:1.83103
[391]	train-mlogloss:1.84690	validation-mlogloss:1.83054
[392]	train-mlogloss:1.84631	validation-mlogloss:1.83006
[393]	train-mlogloss:1.84576	validation-mlogloss:1.82962
[394]	train-mlogloss:1.84516	validation-mlogloss:1.82910
[395]	train-mlogloss:1.84459	validation-mlogloss:1.82892
[396]	train-mlogloss:1.84408	validation-mlogloss:1.82847
[397]	train-mlogloss:1.84358	validation-mlogloss:1.82823
[398]	train-mlogloss:1.84295	validation-mlogloss:1.82781
[399]	train-mlogloss:1.84239	validation-mlogloss:1.82752
[400]	train-mlogloss:1.84174	validation-mlogloss:1.82714
[401]	train-mlogloss:1.84124	validation-mlogloss:1.82674
[402]	train-mlogloss:1.84074	validation-mlogloss:1.82649
[403]	train-mlogloss:1.84026	validation-mlogloss:1.82607
[404]	train-mlogloss:1.83971	validation-mlogloss:1.82571
[405]	train-mlogloss:1.83908	validation-mlogloss:1.82513
[406]	train-mlogloss:1.83853	validation-mlogloss:1.82482
[407]	train-mlogloss:1.83793	validation-mlogloss:1.82437
[408]	train-mlogloss:1.83741	validation-mlogloss:1.82403
[409]	train-mlogloss:1.83686	validation-mlogloss:1.82354
[410]	train-mlogloss:1.83638	validation-mlogloss:1.82317
[411]	train-mlogloss:1.83588	validation-mlogloss:1.82294
[412]	train-mlogloss:1.83533	validation-mlogloss:1.82263
[413]	train-mlogloss:1.83479	validation-mlogloss:1.82223
[414]	train-mlogloss:1.83426	validation-mlogloss:1.82180
[415]	train-mlogloss:1.83379	validation-mlogloss:1.82157
[416]	train-mlogloss:1.83318	validation-mlogloss:1.82125
[417]	train-mlogloss:1.83270	validation-mlogloss:1.82096
[418]	train-mlogloss:1.83220	validation-mlogloss:1.82069
[419]	train-mlogloss:1.83175	validation-mlogloss:1.82035
Saved model to disk.
2025-11-06 21:48:20.625962: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:48:20.637225: 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 00:00:1762462100.650395 1828745 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462100.654682 1828745 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462100.664476 1828745 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462100.664498 1828745 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462100.664500 1828745 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462100.664502 1828745 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:48:20.667631: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[2]	train-mlogloss:2.68558	validation-mlogloss:2.68438
[3]	train-mlogloss:2.67848	validation-mlogloss:2.67715
[4]	train-mlogloss:2.67095	validation-mlogloss:2.66885
[5]	train-mlogloss:2.66405	validation-mlogloss:2.66167
[6]	train-mlogloss:2.65718	validation-mlogloss:2.65392
[7]	train-mlogloss:2.64978	validation-mlogloss:2.64611
[8]	train-mlogloss:2.64251	validation-mlogloss:2.63816
[9]	train-mlogloss:2.63600	validation-mlogloss:2.63142
[10]	train-mlogloss:2.62902	validation-mlogloss:2.62369
[11]	train-mlogloss:2.62245	validation-mlogloss:2.61667
[12]	train-mlogloss:2.61569	validation-mlogloss:2.60902
[13]	train-mlogloss:2.60910	validation-mlogloss:2.60189
[14]	train-mlogloss:2.60217	validation-mlogloss:2.59393
[15]	train-mlogloss:2.59555	validation-mlogloss:2.58651
[16]	train-mlogloss:2.58881	validation-mlogloss:2.57906
[17]	train-mlogloss:2.58230	validation-mlogloss:2.57180
[18]	train-mlogloss:2.57599	validation-mlogloss:2.56490
[19]	train-mlogloss:2.56992	validation-mlogloss:2.55854
[20]	train-mlogloss:2.56376	validation-mlogloss:2.55151
[21]	train-mlogloss:2.55768	validation-mlogloss:2.54506
[22]	train-mlogloss:2.55164	validation-mlogloss:2.53834
[23]	train-mlogloss:2.54581	validation-mlogloss:2.53188
[24]	train-mlogloss:2.53995	validation-mlogloss:2.52559
[25]	train-mlogloss:2.53410	validation-mlogloss:2.51941
[26]	train-mlogloss:2.52829	validation-mlogloss:2.51295
[27]	train-mlogloss:2.52289	validation-mlogloss:2.50712
[28]	train-mlogloss:2.51742	validation-mlogloss:2.50102
[29]	train-mlogloss:2.51215	validation-mlogloss:2.49541
[30]	train-mlogloss:2.50691	validation-mlogloss:2.48954
[31]	train-mlogloss:2.50151	validation-mlogloss:2.48353
[32]	train-mlogloss:2.49624	validation-mlogloss:2.47788
[33]	train-mlogloss:2.49099	validation-mlogloss:2.47184
[34]	train-mlogloss:2.48585	validation-mlogloss:2.46640
[35]	train-mlogloss:2.48077	validation-mlogloss:2.46090
[36]	train-mlogloss:2.47565	validation-mlogloss:2.45504
[37]	train-mlogloss:2.47077	validation-mlogloss:2.44988
[38]	train-mlogloss:2.46568	validation-mlogloss:2.44460
[39]	train-mlogloss:2.46076	validation-mlogloss:2.43930
[40]	train-mlogloss:2.45604	validation-mlogloss:2.43424
[41]	train-mlogloss:2.45107	validation-mlogloss:2.42865
[42]	train-mlogloss:2.44619	validation-mlogloss:2.42338
[43]	train-mlogloss:2.44130	validation-mlogloss:2.41781
[44]	train-mlogloss:2.43655	validation-mlogloss:2.41243
[45]	train-mlogloss:2.43203	validation-mlogloss:2.40757
[46]	train-mlogloss:2.42716	validation-mlogloss:2.40217
[47]	train-mlogloss:2.42271	validation-mlogloss:2.39750
[48]	train-mlogloss:2.41826	validation-mlogloss:2.39281
[49]	train-mlogloss:2.41373	validation-mlogloss:2.38790
[50]	train-mlogloss:2.40928	validation-mlogloss:2.38306
[51]	train-mlogloss:2.40469	validation-mlogloss:2.37793
[52]	train-mlogloss:2.40043	validation-mlogloss:2.37308
[53]	train-mlogloss:2.39576	validation-mlogloss:2.36793
[54]	train-mlogloss:2.39143	validation-mlogloss:2.36316
[55]	train-mlogloss:2.38730	validation-mlogloss:2.35881
[56]	train-mlogloss:2.38315	validation-mlogloss:2.35447
[57]	train-mlogloss:2.37878	validation-mlogloss:2.34938
[58]	train-mlogloss:2.37458	validation-mlogloss:2.34488
[59]	train-mlogloss:2.37032	validation-mlogloss:2.34028
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[360]	train-mlogloss:1.86634	validation-mlogloss:1.84557
[361]	train-mlogloss:1.86565	validation-mlogloss:1.84516
[362]	train-mlogloss:1.86501	validation-mlogloss:1.84465
[363]	train-mlogloss:1.86437	validation-mlogloss:1.84425
[364]	train-mlogloss:1.86374	validation-mlogloss:1.84395
[365]	train-mlogloss:1.86315	validation-mlogloss:1.84349
[366]	train-mlogloss:1.86253	validation-mlogloss:1.84307
[367]	train-mlogloss:1.86189	validation-mlogloss:1.84260
[368]	train-mlogloss:1.86129	validation-mlogloss:1.84223
[369]	train-mlogloss:1.86064	validation-mlogloss:1.84173
[370]	train-mlogloss:1.86002	validation-mlogloss:1.84131
[371]	train-mlogloss:1.85938	validation-mlogloss:1.84075
[372]	train-mlogloss:1.85871	validation-mlogloss:1.84013
[373]	train-mlogloss:1.85803	validation-mlogloss:1.83954
[374]	train-mlogloss:1.85743	validation-mlogloss:1.83910
[375]	train-mlogloss:1.85686	validation-mlogloss:1.83869
[376]	train-mlogloss:1.85617	validation-mlogloss:1.83816
[377]	train-mlogloss:1.85563	validation-mlogloss:1.83781
[378]	train-mlogloss:1.85496	validation-mlogloss:1.83723
[379]	train-mlogloss:1.85431	validation-mlogloss:1.83674
[380]	train-mlogloss:1.85373	validation-mlogloss:1.83632
[381]	train-mlogloss:1.85329	validation-mlogloss:1.83604
[382]	train-mlogloss:1.85258	validation-mlogloss:1.83548
[383]	train-mlogloss:1.85185	validation-mlogloss:1.83502
[384]	train-mlogloss:1.85122	validation-mlogloss:1.83460
[385]	train-mlogloss:1.85064	validation-mlogloss:1.83425
[386]	train-mlogloss:1.84994	validation-mlogloss:1.83381
[387]	train-mlogloss:1.84943	validation-mlogloss:1.83350
[388]	train-mlogloss:1.84874	validation-mlogloss:1.83300
[389]	train-mlogloss:1.84813	validation-mlogloss:1.83248
[390]	train-mlogloss:1.84756	validation-mlogloss:1.83219
[391]	train-mlogloss:1.84703	validation-mlogloss:1.83169
[392]	train-mlogloss:1.84649	validation-mlogloss:1.83119
[393]	train-mlogloss:1.84589	validation-mlogloss:1.83089
[394]	train-mlogloss:1.84530	validation-mlogloss:1.83032
[395]	train-mlogloss:1.84476	validation-mlogloss:1.83006
[396]	train-mlogloss:1.84416	validation-mlogloss:1.82960
[397]	train-mlogloss:1.84358	validation-mlogloss:1.82921
[398]	train-mlogloss:1.84298	validation-mlogloss:1.82886
[399]	train-mlogloss:1.84244	validation-mlogloss:1.82856
[400]	train-mlogloss:1.84184	validation-mlogloss:1.82828
[401]	train-mlogloss:1.84126	validation-mlogloss:1.82790
[402]	train-mlogloss:1.84072	validation-mlogloss:1.82750
[403]	train-mlogloss:1.84021	validation-mlogloss:1.82723
[404]	train-mlogloss:1.83966	validation-mlogloss:1.82690
[405]	train-mlogloss:1.83915	validation-mlogloss:1.82660
[406]	train-mlogloss:1.83864	validation-mlogloss:1.82619
[407]	train-mlogloss:1.83807	validation-mlogloss:1.82583
[408]	train-mlogloss:1.83757	validation-mlogloss:1.82542
[409]	train-mlogloss:1.83710	validation-mlogloss:1.82515
[410]	train-mlogloss:1.83653	validation-mlogloss:1.82470
[411]	train-mlogloss:1.83607	validation-mlogloss:1.82432
[412]	train-mlogloss:1.83557	validation-mlogloss:1.82412
[413]	train-mlogloss:1.83513	validation-mlogloss:1.82380
[414]	train-mlogloss:1.83465	validation-mlogloss:1.82337
[415]	train-mlogloss:1.83418	validation-mlogloss:1.82299
[416]	train-mlogloss:1.83373	validation-mlogloss:1.82275
[417]	train-mlogloss:1.83311	validation-mlogloss:1.82241
[418]	train-mlogloss:1.83259	validation-mlogloss:1.82205
[419]	train-mlogloss:1.83214	validation-mlogloss:1.82188
Saved model to disk.
2025-11-06 21:48:42.511467: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:48:42.522908: 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 00:00:1762462122.537050 1829113 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462122.541541 1829113 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462122.552236 1829113 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462122.552259 1829113 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462122.552261 1829113 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462122.552263 1829113 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:48:42.555679: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[1]	train-mlogloss:2.69280	validation-mlogloss:2.69166
[2]	train-mlogloss:2.68570	validation-mlogloss:2.68379
[3]	train-mlogloss:2.67808	validation-mlogloss:2.67581
[4]	train-mlogloss:2.67093	validation-mlogloss:2.66829
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[6]	train-mlogloss:2.65694	validation-mlogloss:2.65311
[7]	train-mlogloss:2.64935	validation-mlogloss:2.64506
[8]	train-mlogloss:2.64263	validation-mlogloss:2.63792
[9]	train-mlogloss:2.63551	validation-mlogloss:2.62999
[10]	train-mlogloss:2.62857	validation-mlogloss:2.62249
[11]	train-mlogloss:2.62186	validation-mlogloss:2.61523
[12]	train-mlogloss:2.61517	validation-mlogloss:2.60811
[13]	train-mlogloss:2.60878	validation-mlogloss:2.60136
[14]	train-mlogloss:2.60196	validation-mlogloss:2.59394
[15]	train-mlogloss:2.59530	validation-mlogloss:2.58658
[16]	train-mlogloss:2.58899	validation-mlogloss:2.57948
[17]	train-mlogloss:2.58236	validation-mlogloss:2.57210
[18]	train-mlogloss:2.57609	validation-mlogloss:2.56536
[19]	train-mlogloss:2.56980	validation-mlogloss:2.55858
[20]	train-mlogloss:2.56346	validation-mlogloss:2.55167
[21]	train-mlogloss:2.55735	validation-mlogloss:2.54477
[22]	train-mlogloss:2.55166	validation-mlogloss:2.53844
[23]	train-mlogloss:2.54575	validation-mlogloss:2.53192
[24]	train-mlogloss:2.54016	validation-mlogloss:2.52601
[25]	train-mlogloss:2.53421	validation-mlogloss:2.51933
[26]	train-mlogloss:2.52844	validation-mlogloss:2.51282
[27]	train-mlogloss:2.52285	validation-mlogloss:2.50675
[28]	train-mlogloss:2.51744	validation-mlogloss:2.50089
[29]	train-mlogloss:2.51208	validation-mlogloss:2.49532
[30]	train-mlogloss:2.50675	validation-mlogloss:2.48961
[31]	train-mlogloss:2.50130	validation-mlogloss:2.48360
[32]	train-mlogloss:2.49598	validation-mlogloss:2.47760
[33]	train-mlogloss:2.49087	validation-mlogloss:2.47211
[34]	train-mlogloss:2.48584	validation-mlogloss:2.46660
[35]	train-mlogloss:2.48055	validation-mlogloss:2.46065
[36]	train-mlogloss:2.47562	validation-mlogloss:2.45534
[37]	train-mlogloss:2.47044	validation-mlogloss:2.44966
[38]	train-mlogloss:2.46557	validation-mlogloss:2.44422
[39]	train-mlogloss:2.46061	validation-mlogloss:2.43894
[40]	train-mlogloss:2.45572	validation-mlogloss:2.43389
[41]	train-mlogloss:2.45108	validation-mlogloss:2.42897
[42]	train-mlogloss:2.44628	validation-mlogloss:2.42373
[43]	train-mlogloss:2.44139	validation-mlogloss:2.41822
[44]	train-mlogloss:2.43677	validation-mlogloss:2.41316
[45]	train-mlogloss:2.43176	validation-mlogloss:2.40752
[46]	train-mlogloss:2.42727	validation-mlogloss:2.40267
[47]	train-mlogloss:2.42256	validation-mlogloss:2.39758
[48]	train-mlogloss:2.41803	validation-mlogloss:2.39251
[49]	train-mlogloss:2.41368	validation-mlogloss:2.38786
[50]	train-mlogloss:2.40914	validation-mlogloss:2.38301
[51]	train-mlogloss:2.40454	validation-mlogloss:2.37788
[52]	train-mlogloss:2.39994	validation-mlogloss:2.37259
[53]	train-mlogloss:2.39563	validation-mlogloss:2.36818
[54]	train-mlogloss:2.39130	validation-mlogloss:2.36334
[55]	train-mlogloss:2.38729	validation-mlogloss:2.35921
[56]	train-mlogloss:2.38295	validation-mlogloss:2.35435
[57]	train-mlogloss:2.37873	validation-mlogloss:2.34935
[58]	train-mlogloss:2.37456	validation-mlogloss:2.34472
[59]	train-mlogloss:2.37052	validation-mlogloss:2.34004
[60]	train-mlogloss:2.36643	validation-mlogloss:2.33576
[61]	train-mlogloss:2.36231	validation-mlogloss:2.33089
[62]	train-mlogloss:2.35836	validation-mlogloss:2.32640
[63]	train-mlogloss:2.35445	validation-mlogloss:2.32227
[64]	train-mlogloss:2.35053	validation-mlogloss:2.31774
[65]	train-mlogloss:2.34668	validation-mlogloss:2.31358
[66]	train-mlogloss:2.34275	validation-mlogloss:2.30951
[67]	train-mlogloss:2.33895	validation-mlogloss:2.30520
[68]	train-mlogloss:2.33532	validation-mlogloss:2.30142
[69]	train-mlogloss:2.33155	validation-mlogloss:2.29729
[70]	train-mlogloss:2.32769	validation-mlogloss:2.29291
[71]	train-mlogloss:2.32393	validation-mlogloss:2.28864
[72]	train-mlogloss:2.32062	validation-mlogloss:2.28545
[73]	train-mlogloss:2.31721	validation-mlogloss:2.28183
[74]	train-mlogloss:2.31374	validation-mlogloss:2.27825
[75]	train-mlogloss:2.30996	validation-mlogloss:2.27395
[76]	train-mlogloss:2.30651	validation-mlogloss:2.27024
[77]	train-mlogloss:2.30303	validation-mlogloss:2.26635
[78]	train-mlogloss:2.29970	validation-mlogloss:2.26285
[79]	train-mlogloss:2.29628	validation-mlogloss:2.25904
[80]	train-mlogloss:2.29275	validation-mlogloss:2.25490
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[83]	train-mlogloss:2.28280	validation-mlogloss:2.24396
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[95]	train-mlogloss:2.24553	validation-mlogloss:2.20389
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[101]	train-mlogloss:2.22839	validation-mlogloss:2.18559
[102]	train-mlogloss:2.22547	validation-mlogloss:2.18236
[103]	train-mlogloss:2.22268	validation-mlogloss:2.17924
[104]	train-mlogloss:2.21989	validation-mlogloss:2.17651
[105]	train-mlogloss:2.21700	validation-mlogloss:2.17340
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[108]	train-mlogloss:2.20908	validation-mlogloss:2.16522
[109]	train-mlogloss:2.20629	validation-mlogloss:2.16202
[110]	train-mlogloss:2.20363	validation-mlogloss:2.15911
[111]	train-mlogloss:2.20099	validation-mlogloss:2.15648
[112]	train-mlogloss:2.19838	validation-mlogloss:2.15382
[113]	train-mlogloss:2.19595	validation-mlogloss:2.15113
[114]	train-mlogloss:2.19339	validation-mlogloss:2.14839
[115]	train-mlogloss:2.19082	validation-mlogloss:2.14571
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[130]	train-mlogloss:2.15530	validation-mlogloss:2.10863
[131]	train-mlogloss:2.15303	validation-mlogloss:2.10612
[132]	train-mlogloss:2.15088	validation-mlogloss:2.10410
[133]	train-mlogloss:2.14874	validation-mlogloss:2.10203
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[136]	train-mlogloss:2.14219	validation-mlogloss:2.09522
[137]	train-mlogloss:2.13999	validation-mlogloss:2.09296
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[139]	train-mlogloss:2.13564	validation-mlogloss:2.08871
[140]	train-mlogloss:2.13356	validation-mlogloss:2.08646
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[144]	train-mlogloss:2.12555	validation-mlogloss:2.07856
[145]	train-mlogloss:2.12343	validation-mlogloss:2.07630
[146]	train-mlogloss:2.12145	validation-mlogloss:2.07425
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[150]	train-mlogloss:2.11345	validation-mlogloss:2.06626
[151]	train-mlogloss:2.11152	validation-mlogloss:2.06423
[152]	train-mlogloss:2.10945	validation-mlogloss:2.06205
[153]	train-mlogloss:2.10747	validation-mlogloss:2.05995
[154]	train-mlogloss:2.10554	validation-mlogloss:2.05818
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[156]	train-mlogloss:2.10166	validation-mlogloss:2.05422
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[160]	train-mlogloss:2.09413	validation-mlogloss:2.04661
[161]	train-mlogloss:2.09213	validation-mlogloss:2.04471
[162]	train-mlogloss:2.09022	validation-mlogloss:2.04270
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[164]	train-mlogloss:2.08664	validation-mlogloss:2.03949
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[192]	train-mlogloss:2.04022	validation-mlogloss:1.99496
[193]	train-mlogloss:2.03874	validation-mlogloss:1.99349
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[198]	train-mlogloss:2.03142	validation-mlogloss:1.98694
[199]	train-mlogloss:2.02986	validation-mlogloss:1.98552
[200]	train-mlogloss:2.02842	validation-mlogloss:1.98410
[201]	train-mlogloss:2.02695	validation-mlogloss:1.98263
[202]	train-mlogloss:2.02553	validation-mlogloss:1.98136
[203]	train-mlogloss:2.02406	validation-mlogloss:1.97992
[204]	train-mlogloss:2.02264	validation-mlogloss:1.97874
[205]	train-mlogloss:2.02122	validation-mlogloss:1.97747
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[209]	train-mlogloss:2.01554	validation-mlogloss:1.97228
[210]	train-mlogloss:2.01420	validation-mlogloss:1.97101
[211]	train-mlogloss:2.01276	validation-mlogloss:1.96953
[212]	train-mlogloss:2.01142	validation-mlogloss:1.96822
[213]	train-mlogloss:2.01011	validation-mlogloss:1.96696
[214]	train-mlogloss:2.00880	validation-mlogloss:1.96560
[215]	train-mlogloss:2.00743	validation-mlogloss:1.96433
[216]	train-mlogloss:2.00609	validation-mlogloss:1.96309
[217]	train-mlogloss:2.00475	validation-mlogloss:1.96180
[218]	train-mlogloss:2.00330	validation-mlogloss:1.96058
[219]	train-mlogloss:2.00186	validation-mlogloss:1.95889
[220]	train-mlogloss:2.00058	validation-mlogloss:1.95754
[221]	train-mlogloss:1.99923	validation-mlogloss:1.95619
[222]	train-mlogloss:1.99799	validation-mlogloss:1.95529
[223]	train-mlogloss:1.99666	validation-mlogloss:1.95418
[224]	train-mlogloss:1.99534	validation-mlogloss:1.95294
[225]	train-mlogloss:1.99408	validation-mlogloss:1.95185
[226]	train-mlogloss:1.99277	validation-mlogloss:1.95060
[227]	train-mlogloss:1.99149	validation-mlogloss:1.94949
[228]	train-mlogloss:1.99018	validation-mlogloss:1.94833
[229]	train-mlogloss:1.98891	validation-mlogloss:1.94714
[230]	train-mlogloss:1.98763	validation-mlogloss:1.94600
[231]	train-mlogloss:1.98645	validation-mlogloss:1.94489
[232]	train-mlogloss:1.98519	validation-mlogloss:1.94377
[233]	train-mlogloss:1.98387	validation-mlogloss:1.94269
[234]	train-mlogloss:1.98259	validation-mlogloss:1.94143
[235]	train-mlogloss:1.98136	validation-mlogloss:1.94030
[236]	train-mlogloss:1.98024	validation-mlogloss:1.93911
[237]	train-mlogloss:1.97907	validation-mlogloss:1.93810
[238]	train-mlogloss:1.97788	validation-mlogloss:1.93700
[239]	train-mlogloss:1.97670	validation-mlogloss:1.93590
[240]	train-mlogloss:1.97557	validation-mlogloss:1.93510
[241]	train-mlogloss:1.97444	validation-mlogloss:1.93408
[242]	train-mlogloss:1.97328	validation-mlogloss:1.93285
[243]	train-mlogloss:1.97216	validation-mlogloss:1.93173
[244]	train-mlogloss:1.97096	validation-mlogloss:1.93073
[245]	train-mlogloss:1.96977	validation-mlogloss:1.92974
[246]	train-mlogloss:1.96861	validation-mlogloss:1.92844
[247]	train-mlogloss:1.96748	validation-mlogloss:1.92757
[248]	train-mlogloss:1.96631	validation-mlogloss:1.92670
[249]	train-mlogloss:1.96517	validation-mlogloss:1.92574
[250]	train-mlogloss:1.96400	validation-mlogloss:1.92478
[251]	train-mlogloss:1.96280	validation-mlogloss:1.92376
[252]	train-mlogloss:1.96161	validation-mlogloss:1.92245
[253]	train-mlogloss:1.96057	validation-mlogloss:1.92170
[254]	train-mlogloss:1.95943	validation-mlogloss:1.92064
[255]	train-mlogloss:1.95833	validation-mlogloss:1.91980
[256]	train-mlogloss:1.95722	validation-mlogloss:1.91878
[257]	train-mlogloss:1.95619	validation-mlogloss:1.91798
[258]	train-mlogloss:1.95510	validation-mlogloss:1.91708
[259]	train-mlogloss:1.95399	validation-mlogloss:1.91606
[260]	train-mlogloss:1.95289	validation-mlogloss:1.91512
[261]	train-mlogloss:1.95179	validation-mlogloss:1.91431
[262]	train-mlogloss:1.95068	validation-mlogloss:1.91361
[263]	train-mlogloss:1.94967	validation-mlogloss:1.91281
[264]	train-mlogloss:1.94857	validation-mlogloss:1.91187
[265]	train-mlogloss:1.94748	validation-mlogloss:1.91083
[266]	train-mlogloss:1.94649	validation-mlogloss:1.90991
[267]	train-mlogloss:1.94553	validation-mlogloss:1.90903
[268]	train-mlogloss:1.94441	validation-mlogloss:1.90796
[269]	train-mlogloss:1.94336	validation-mlogloss:1.90692
[270]	train-mlogloss:1.94241	validation-mlogloss:1.90612
[271]	train-mlogloss:1.94134	validation-mlogloss:1.90507
[272]	train-mlogloss:1.94032	validation-mlogloss:1.90412
[273]	train-mlogloss:1.93934	validation-mlogloss:1.90341
[274]	train-mlogloss:1.93835	validation-mlogloss:1.90255
[275]	train-mlogloss:1.93733	validation-mlogloss:1.90146
[276]	train-mlogloss:1.93633	validation-mlogloss:1.90056
[277]	train-mlogloss:1.93535	validation-mlogloss:1.89979
[278]	train-mlogloss:1.93432	validation-mlogloss:1.89895
[279]	train-mlogloss:1.93325	validation-mlogloss:1.89809
[280]	train-mlogloss:1.93224	validation-mlogloss:1.89719
[281]	train-mlogloss:1.93121	validation-mlogloss:1.89629
[282]	train-mlogloss:1.93021	validation-mlogloss:1.89531
[283]	train-mlogloss:1.92923	validation-mlogloss:1.89446
[284]	train-mlogloss:1.92827	validation-mlogloss:1.89360
[285]	train-mlogloss:1.92729	validation-mlogloss:1.89275
[286]	train-mlogloss:1.92629	validation-mlogloss:1.89190
[287]	train-mlogloss:1.92524	validation-mlogloss:1.89094
[288]	train-mlogloss:1.92429	validation-mlogloss:1.89011
[289]	train-mlogloss:1.92331	validation-mlogloss:1.88921
[290]	train-mlogloss:1.92233	validation-mlogloss:1.88843
[291]	train-mlogloss:1.92142	validation-mlogloss:1.88755
[292]	train-mlogloss:1.92049	validation-mlogloss:1.88699
[293]	train-mlogloss:1.91959	validation-mlogloss:1.88610
[294]	train-mlogloss:1.91873	validation-mlogloss:1.88533
[295]	train-mlogloss:1.91787	validation-mlogloss:1.88463
[296]	train-mlogloss:1.91697	validation-mlogloss:1.88381
[297]	train-mlogloss:1.91604	validation-mlogloss:1.88314
[298]	train-mlogloss:1.91516	validation-mlogloss:1.88244
[299]	train-mlogloss:1.91423	validation-mlogloss:1.88171
[300]	train-mlogloss:1.91328	validation-mlogloss:1.88087
[301]	train-mlogloss:1.91238	validation-mlogloss:1.88001
[302]	train-mlogloss:1.91149	validation-mlogloss:1.87931
[303]	train-mlogloss:1.91063	validation-mlogloss:1.87856
[304]	train-mlogloss:1.90973	validation-mlogloss:1.87783
[305]	train-mlogloss:1.90882	validation-mlogloss:1.87692
[306]	train-mlogloss:1.90795	validation-mlogloss:1.87630
[307]	train-mlogloss:1.90711	validation-mlogloss:1.87577
[308]	train-mlogloss:1.90624	validation-mlogloss:1.87492
[309]	train-mlogloss:1.90523	validation-mlogloss:1.87427
[310]	train-mlogloss:1.90439	validation-mlogloss:1.87351
[311]	train-mlogloss:1.90351	validation-mlogloss:1.87291
[312]	train-mlogloss:1.90279	validation-mlogloss:1.87233
[313]	train-mlogloss:1.90199	validation-mlogloss:1.87167
[314]	train-mlogloss:1.90115	validation-mlogloss:1.87108
[315]	train-mlogloss:1.90035	validation-mlogloss:1.87056
[316]	train-mlogloss:1.89960	validation-mlogloss:1.87005
[317]	train-mlogloss:1.89879	validation-mlogloss:1.86947
[318]	train-mlogloss:1.89797	validation-mlogloss:1.86874
[319]	train-mlogloss:1.89715	validation-mlogloss:1.86824
[320]	train-mlogloss:1.89637	validation-mlogloss:1.86763
[321]	train-mlogloss:1.89542	validation-mlogloss:1.86677
[322]	train-mlogloss:1.89449	validation-mlogloss:1.86597
[323]	train-mlogloss:1.89370	validation-mlogloss:1.86540
[324]	train-mlogloss:1.89289	validation-mlogloss:1.86479
[325]	train-mlogloss:1.89217	validation-mlogloss:1.86428
[326]	train-mlogloss:1.89137	validation-mlogloss:1.86360
[327]	train-mlogloss:1.89059	validation-mlogloss:1.86288
[328]	train-mlogloss:1.88977	validation-mlogloss:1.86226
[329]	train-mlogloss:1.88894	validation-mlogloss:1.86168
[330]	train-mlogloss:1.88808	validation-mlogloss:1.86086
[331]	train-mlogloss:1.88731	validation-mlogloss:1.86014
[332]	train-mlogloss:1.88654	validation-mlogloss:1.85957
[333]	train-mlogloss:1.88569	validation-mlogloss:1.85902
[334]	train-mlogloss:1.88497	validation-mlogloss:1.85855
[335]	train-mlogloss:1.88426	validation-mlogloss:1.85795
[336]	train-mlogloss:1.88359	validation-mlogloss:1.85756
[337]	train-mlogloss:1.88276	validation-mlogloss:1.85685
[338]	train-mlogloss:1.88195	validation-mlogloss:1.85614
[339]	train-mlogloss:1.88113	validation-mlogloss:1.85568
[340]	train-mlogloss:1.88039	validation-mlogloss:1.85524
[341]	train-mlogloss:1.87963	validation-mlogloss:1.85455
[342]	train-mlogloss:1.87880	validation-mlogloss:1.85388
[343]	train-mlogloss:1.87813	validation-mlogloss:1.85341
[344]	train-mlogloss:1.87750	validation-mlogloss:1.85292
[345]	train-mlogloss:1.87678	validation-mlogloss:1.85248
[346]	train-mlogloss:1.87601	validation-mlogloss:1.85200
[347]	train-mlogloss:1.87532	validation-mlogloss:1.85154
[348]	train-mlogloss:1.87448	validation-mlogloss:1.85110
[349]	train-mlogloss:1.87377	validation-mlogloss:1.85052
[350]	train-mlogloss:1.87308	validation-mlogloss:1.85005
[351]	train-mlogloss:1.87240	validation-mlogloss:1.84956
[352]	train-mlogloss:1.87171	validation-mlogloss:1.84902
[353]	train-mlogloss:1.87099	validation-mlogloss:1.84857
[354]	train-mlogloss:1.87025	validation-mlogloss:1.84806
[355]	train-mlogloss:1.86952	validation-mlogloss:1.84763
[356]	train-mlogloss:1.86877	validation-mlogloss:1.84721
[357]	train-mlogloss:1.86808	validation-mlogloss:1.84665
[358]	train-mlogloss:1.86739	validation-mlogloss:1.84613
[359]	train-mlogloss:1.86673	validation-mlogloss:1.84571
[360]	train-mlogloss:1.86604	validation-mlogloss:1.84517
[361]	train-mlogloss:1.86536	validation-mlogloss:1.84465
[362]	train-mlogloss:1.86477	validation-mlogloss:1.84424
[363]	train-mlogloss:1.86410	validation-mlogloss:1.84362
[364]	train-mlogloss:1.86344	validation-mlogloss:1.84316
[365]	train-mlogloss:1.86283	validation-mlogloss:1.84252
[366]	train-mlogloss:1.86214	validation-mlogloss:1.84222
[367]	train-mlogloss:1.86147	validation-mlogloss:1.84161
[368]	train-mlogloss:1.86079	validation-mlogloss:1.84121
[369]	train-mlogloss:1.86015	validation-mlogloss:1.84051
[370]	train-mlogloss:1.85953	validation-mlogloss:1.83996
[371]	train-mlogloss:1.85885	validation-mlogloss:1.83950
[372]	train-mlogloss:1.85826	validation-mlogloss:1.83926
[373]	train-mlogloss:1.85760	validation-mlogloss:1.83900
[374]	train-mlogloss:1.85699	validation-mlogloss:1.83859
[375]	train-mlogloss:1.85640	validation-mlogloss:1.83838
[376]	train-mlogloss:1.85579	validation-mlogloss:1.83812
[377]	train-mlogloss:1.85519	validation-mlogloss:1.83763
[378]	train-mlogloss:1.85458	validation-mlogloss:1.83720
[379]	train-mlogloss:1.85402	validation-mlogloss:1.83683
[380]	train-mlogloss:1.85334	validation-mlogloss:1.83627
[381]	train-mlogloss:1.85268	validation-mlogloss:1.83566
[382]	train-mlogloss:1.85208	validation-mlogloss:1.83524
[383]	train-mlogloss:1.85151	validation-mlogloss:1.83482
[384]	train-mlogloss:1.85083	validation-mlogloss:1.83426
[385]	train-mlogloss:1.85026	validation-mlogloss:1.83392
[386]	train-mlogloss:1.84967	validation-mlogloss:1.83367
[387]	train-mlogloss:1.84909	validation-mlogloss:1.83335
[388]	train-mlogloss:1.84859	validation-mlogloss:1.83303
[389]	train-mlogloss:1.84803	validation-mlogloss:1.83275
[390]	train-mlogloss:1.84744	validation-mlogloss:1.83218
[391]	train-mlogloss:1.84683	validation-mlogloss:1.83175
[392]	train-mlogloss:1.84626	validation-mlogloss:1.83142
[393]	train-mlogloss:1.84571	validation-mlogloss:1.83102
[394]	train-mlogloss:1.84520	validation-mlogloss:1.83083
[395]	train-mlogloss:1.84473	validation-mlogloss:1.83056
[396]	train-mlogloss:1.84416	validation-mlogloss:1.83024
[397]	train-mlogloss:1.84363	validation-mlogloss:1.82981
[398]	train-mlogloss:1.84308	validation-mlogloss:1.82932
[399]	train-mlogloss:1.84252	validation-mlogloss:1.82884
[400]	train-mlogloss:1.84200	validation-mlogloss:1.82851
[401]	train-mlogloss:1.84140	validation-mlogloss:1.82819
[402]	train-mlogloss:1.84087	validation-mlogloss:1.82788
[403]	train-mlogloss:1.84036	validation-mlogloss:1.82764
[404]	train-mlogloss:1.83981	validation-mlogloss:1.82718
[405]	train-mlogloss:1.83932	validation-mlogloss:1.82690
[406]	train-mlogloss:1.83888	validation-mlogloss:1.82664
[407]	train-mlogloss:1.83834	validation-mlogloss:1.82619
[408]	train-mlogloss:1.83795	validation-mlogloss:1.82591
[409]	train-mlogloss:1.83740	validation-mlogloss:1.82553
[410]	train-mlogloss:1.83692	validation-mlogloss:1.82509
[411]	train-mlogloss:1.83638	validation-mlogloss:1.82476
[412]	train-mlogloss:1.83586	validation-mlogloss:1.82438
[413]	train-mlogloss:1.83531	validation-mlogloss:1.82396
[414]	train-mlogloss:1.83483	validation-mlogloss:1.82376
[415]	train-mlogloss:1.83439	validation-mlogloss:1.82344
[416]	train-mlogloss:1.83392	validation-mlogloss:1.82306
[417]	train-mlogloss:1.83344	validation-mlogloss:1.82285
[418]	train-mlogloss:1.83301	validation-mlogloss:1.82257
[419]	train-mlogloss:1.83255	validation-mlogloss:1.82222
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.17 [%]
Global accuracy score (test) = 44.36 [%]
Global F1 score (train) = 43.71 [%]
Global F1 score (test) = 43.5 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.72      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.45      0.44       184
       CAMINAR USUAL SPEED       0.31      0.15      0.21       184
            CAMINAR ZIGZAG       0.32      0.55      0.40       184
          DE PIE BARRIENDO       0.74      0.42      0.53       184
   DE PIE DOBLANDO TOALLAS       0.45      0.44      0.44       184
    DE PIE MOVIENDO LIBROS       0.38      0.40      0.39       184
          DE PIE USANDO PC       0.22      0.33      0.26       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.64      0.58      0.61       184
           SENTADO LEYENDO       0.47      0.40      0.43       184
         SENTADO USANDO PC       0.26      0.13      0.17       184
      SENTADO VIENDO LA TV       0.24      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.65      0.56      0.60       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 13: 44.36 [%]
F1-score capturado en la ejecución 13: 43.5 [%]

=== EJECUCIÓN 14 ===

--- TRAIN (ejecución 14) ---

--- TEST (ejecución 14) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.37 [%]
Global accuracy score (test) = 44.14 [%]
Global F1 score (train) = 43.88 [%]
Global F1 score (test) = 43.38 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.44      0.44       184
       CAMINAR USUAL SPEED       0.37      0.18      0.25       184
            CAMINAR ZIGZAG       0.31      0.53      0.39       184
          DE PIE BARRIENDO       0.71      0.43      0.53       184
   DE PIE DOBLANDO TOALLAS       0.45      0.43      0.44       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.46      0.39      0.42       184
         SENTADO USANDO PC       0.24      0.12      0.16       184
      SENTADO VIENDO LA TV       0.23      0.15      0.18       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.56      0.59       184
                    TROTAR       0.66      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 14: 44.14 [%]
F1-score capturado en la ejecución 14: 43.38 [%]

=== EJECUCIÓN 15 ===

--- TRAIN (ejecución 15) ---

--- TEST (ejecución 15) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.24 [%]
Global accuracy score (test) = 43.55 [%]
Global F1 score (train) = 43.73 [%]
Global F1 score (test) = 42.61 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.42      0.45      0.44       184
       CAMINAR USUAL SPEED       0.29      0.15      0.20       184
            CAMINAR ZIGZAG       0.32      0.55      0.40       184
          DE PIE BARRIENDO       0.68      0.39      0.50       184
   DE PIE DOBLANDO TOALLAS       0.46      0.43      0.45       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.31      0.24       184
        FASE REPOSO CON K5       0.55      0.83      0.66       184
INCREMENTAL CICLOERGOMETRO       0.65      0.57      0.61       184
           SENTADO LEYENDO       0.46      0.39      0.42       184
         SENTADO USANDO PC       0.21      0.10      0.13       184
      SENTADO VIENDO LA TV       0.23      0.15      0.18       184
   SUBIR Y BAJAR ESCALERAS       0.65      0.56      0.60       184
                    TROTAR       0.66      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.44      0.44      0.43      2737
              weighted avg       0.44      0.44      0.42      2737


Accuracy capturado en la ejecución 15: 43.55 [%]
F1-score capturado en la ejecución 15: 42.61 [%]

=== EJECUCIÓN 16 ===

--- TRAIN (ejecución 16) ---

--- TEST (ejecución 16) ---
2025-11-06 21:49:04.452926: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:49:04.464307: 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 00:00:1762462144.477787 1829476 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462144.481838 1829476 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462144.492078 1829476 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462144.492096 1829476 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462144.492097 1829476 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462144.492099 1829476 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:49:04.495381: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70023	validation-mlogloss:2.70005
[1]	train-mlogloss:2.69248	validation-mlogloss:2.69190
[2]	train-mlogloss:2.68501	validation-mlogloss:2.68391
[3]	train-mlogloss:2.67781	validation-mlogloss:2.67637
[4]	train-mlogloss:2.67055	validation-mlogloss:2.66856
[5]	train-mlogloss:2.66308	validation-mlogloss:2.66043
[6]	train-mlogloss:2.65644	validation-mlogloss:2.65356
[7]	train-mlogloss:2.64963	validation-mlogloss:2.64615
[8]	train-mlogloss:2.64219	validation-mlogloss:2.63813
[9]	train-mlogloss:2.63507	validation-mlogloss:2.63041
[10]	train-mlogloss:2.62802	validation-mlogloss:2.62259
[11]	train-mlogloss:2.62075	validation-mlogloss:2.61469
[12]	train-mlogloss:2.61443	validation-mlogloss:2.60801
[13]	train-mlogloss:2.60748	validation-mlogloss:2.60061
[14]	train-mlogloss:2.60118	validation-mlogloss:2.59363
[15]	train-mlogloss:2.59455	validation-mlogloss:2.58646
[16]	train-mlogloss:2.58788	validation-mlogloss:2.57931
[17]	train-mlogloss:2.58151	validation-mlogloss:2.57222
[18]	train-mlogloss:2.57507	validation-mlogloss:2.56515
[19]	train-mlogloss:2.56883	validation-mlogloss:2.55829
[20]	train-mlogloss:2.56280	validation-mlogloss:2.55169
[21]	train-mlogloss:2.55671	validation-mlogloss:2.54491
[22]	train-mlogloss:2.55081	validation-mlogloss:2.53833
[23]	train-mlogloss:2.54481	validation-mlogloss:2.53175
[24]	train-mlogloss:2.53899	validation-mlogloss:2.52524
[25]	train-mlogloss:2.53311	validation-mlogloss:2.51875
[26]	train-mlogloss:2.52710	validation-mlogloss:2.51185
[27]	train-mlogloss:2.52119	validation-mlogloss:2.50511
[28]	train-mlogloss:2.51575	validation-mlogloss:2.49916
[29]	train-mlogloss:2.51026	validation-mlogloss:2.49300
[30]	train-mlogloss:2.50491	validation-mlogloss:2.48717
[31]	train-mlogloss:2.49975	validation-mlogloss:2.48184
[32]	train-mlogloss:2.49449	validation-mlogloss:2.47590
[33]	train-mlogloss:2.48938	validation-mlogloss:2.47043
[34]	train-mlogloss:2.48426	validation-mlogloss:2.46492
[35]	train-mlogloss:2.47920	validation-mlogloss:2.45930
[36]	train-mlogloss:2.47405	validation-mlogloss:2.45360
[37]	train-mlogloss:2.46917	validation-mlogloss:2.44804
[38]	train-mlogloss:2.46440	validation-mlogloss:2.44295
[39]	train-mlogloss:2.45944	validation-mlogloss:2.43756
[40]	train-mlogloss:2.45482	validation-mlogloss:2.43253
[41]	train-mlogloss:2.45007	validation-mlogloss:2.42737
[42]	train-mlogloss:2.44506	validation-mlogloss:2.42173
[43]	train-mlogloss:2.44048	validation-mlogloss:2.41691
[44]	train-mlogloss:2.43584	validation-mlogloss:2.41167
[45]	train-mlogloss:2.43129	validation-mlogloss:2.40679
[46]	train-mlogloss:2.42683	validation-mlogloss:2.40180
[47]	train-mlogloss:2.42236	validation-mlogloss:2.39686
[48]	train-mlogloss:2.41776	validation-mlogloss:2.39144
[49]	train-mlogloss:2.41331	validation-mlogloss:2.38653
[50]	train-mlogloss:2.40901	validation-mlogloss:2.38189
[51]	train-mlogloss:2.40459	validation-mlogloss:2.37701
[52]	train-mlogloss:2.40034	validation-mlogloss:2.37230
[53]	train-mlogloss:2.39622	validation-mlogloss:2.36794
[54]	train-mlogloss:2.39183	validation-mlogloss:2.36322
[55]	train-mlogloss:2.38758	validation-mlogloss:2.35863
[56]	train-mlogloss:2.38313	validation-mlogloss:2.35339
[57]	train-mlogloss:2.37892	validation-mlogloss:2.34883
[58]	train-mlogloss:2.37468	validation-mlogloss:2.34423
[59]	train-mlogloss:2.37037	validation-mlogloss:2.33942
[60]	train-mlogloss:2.36636	validation-mlogloss:2.33511
[61]	train-mlogloss:2.36227	validation-mlogloss:2.33052
[62]	train-mlogloss:2.35833	validation-mlogloss:2.32634
[63]	train-mlogloss:2.35422	validation-mlogloss:2.32188
[64]	train-mlogloss:2.35051	validation-mlogloss:2.31797
[65]	train-mlogloss:2.34663	validation-mlogloss:2.31386
[66]	train-mlogloss:2.34268	validation-mlogloss:2.30966
[67]	train-mlogloss:2.33879	validation-mlogloss:2.30518
[68]	train-mlogloss:2.33490	validation-mlogloss:2.30077
[69]	train-mlogloss:2.33103	validation-mlogloss:2.29647
[70]	train-mlogloss:2.32722	validation-mlogloss:2.29231
[71]	train-mlogloss:2.32370	validation-mlogloss:2.28848
[72]	train-mlogloss:2.31987	validation-mlogloss:2.28438
[73]	train-mlogloss:2.31642	validation-mlogloss:2.28099
[74]	train-mlogloss:2.31267	validation-mlogloss:2.27705
[75]	train-mlogloss:2.30942	validation-mlogloss:2.27352
[76]	train-mlogloss:2.30591	validation-mlogloss:2.26955
[77]	train-mlogloss:2.30250	validation-mlogloss:2.26603
[78]	train-mlogloss:2.29871	validation-mlogloss:2.26194
[79]	train-mlogloss:2.29540	validation-mlogloss:2.25852
[80]	train-mlogloss:2.29193	validation-mlogloss:2.25469
[81]	train-mlogloss:2.28863	validation-mlogloss:2.25085
[82]	train-mlogloss:2.28537	validation-mlogloss:2.24742
[83]	train-mlogloss:2.28208	validation-mlogloss:2.24404
[84]	train-mlogloss:2.27902	validation-mlogloss:2.24085
[85]	train-mlogloss:2.27572	validation-mlogloss:2.23699
[86]	train-mlogloss:2.27264	validation-mlogloss:2.23396
[87]	train-mlogloss:2.26934	validation-mlogloss:2.23025
[88]	train-mlogloss:2.26605	validation-mlogloss:2.22679
[89]	train-mlogloss:2.26283	validation-mlogloss:2.22307
[90]	train-mlogloss:2.25979	validation-mlogloss:2.21988
[91]	train-mlogloss:2.25686	validation-mlogloss:2.21672
[92]	train-mlogloss:2.25389	validation-mlogloss:2.21373
[93]	train-mlogloss:2.25098	validation-mlogloss:2.21055
[94]	train-mlogloss:2.24801	validation-mlogloss:2.20736
[95]	train-mlogloss:2.24519	validation-mlogloss:2.20452
[96]	train-mlogloss:2.24235	validation-mlogloss:2.20159
[97]	train-mlogloss:2.23941	validation-mlogloss:2.19841
[98]	train-mlogloss:2.23635	validation-mlogloss:2.19509
[99]	train-mlogloss:2.23363	validation-mlogloss:2.19239
[100]	train-mlogloss:2.23093	validation-mlogloss:2.18960
[101]	train-mlogloss:2.22819	validation-mlogloss:2.18684
[102]	train-mlogloss:2.22550	validation-mlogloss:2.18392
[103]	train-mlogloss:2.22257	validation-mlogloss:2.18069
[104]	train-mlogloss:2.21982	validation-mlogloss:2.17762
[105]	train-mlogloss:2.21693	validation-mlogloss:2.17455
[106]	train-mlogloss:2.21420	validation-mlogloss:2.17170
[107]	train-mlogloss:2.21136	validation-mlogloss:2.16852
[108]	train-mlogloss:2.20863	validation-mlogloss:2.16567
[109]	train-mlogloss:2.20605	validation-mlogloss:2.16291
[110]	train-mlogloss:2.20367	validation-mlogloss:2.16061
[111]	train-mlogloss:2.20116	validation-mlogloss:2.15810
[112]	train-mlogloss:2.19864	validation-mlogloss:2.15543
[113]	train-mlogloss:2.19615	validation-mlogloss:2.15291
[114]	train-mlogloss:2.19354	validation-mlogloss:2.15010
[115]	train-mlogloss:2.19113	validation-mlogloss:2.14762
[116]	train-mlogloss:2.18853	validation-mlogloss:2.14481
[117]	train-mlogloss:2.18610	validation-mlogloss:2.14207
[118]	train-mlogloss:2.18362	validation-mlogloss:2.13952
[119]	train-mlogloss:2.18118	validation-mlogloss:2.13697
[120]	train-mlogloss:2.17881	validation-mlogloss:2.13455
[121]	train-mlogloss:2.17652	validation-mlogloss:2.13206
[122]	train-mlogloss:2.17432	validation-mlogloss:2.12983
[123]	train-mlogloss:2.17206	validation-mlogloss:2.12756
[124]	train-mlogloss:2.16964	validation-mlogloss:2.12490
[125]	train-mlogloss:2.16715	validation-mlogloss:2.12203
[126]	train-mlogloss:2.16477	validation-mlogloss:2.11965
[127]	train-mlogloss:2.16239	validation-mlogloss:2.11717
[128]	train-mlogloss:2.16007	validation-mlogloss:2.11454
[129]	train-mlogloss:2.15774	validation-mlogloss:2.11206
[130]	train-mlogloss:2.15523	validation-mlogloss:2.10942
[131]	train-mlogloss:2.15295	validation-mlogloss:2.10710
[132]	train-mlogloss:2.15074	validation-mlogloss:2.10455
[133]	train-mlogloss:2.14848	validation-mlogloss:2.10236
[134]	train-mlogloss:2.14635	validation-mlogloss:2.10013
[135]	train-mlogloss:2.14410	validation-mlogloss:2.09783
[136]	train-mlogloss:2.14193	validation-mlogloss:2.09567
[137]	train-mlogloss:2.13969	validation-mlogloss:2.09325
[138]	train-mlogloss:2.13742	validation-mlogloss:2.09094
[139]	train-mlogloss:2.13525	validation-mlogloss:2.08860
[140]	train-mlogloss:2.13323	validation-mlogloss:2.08666
[141]	train-mlogloss:2.13110	validation-mlogloss:2.08454
[142]	train-mlogloss:2.12906	validation-mlogloss:2.08257
[143]	train-mlogloss:2.12698	validation-mlogloss:2.08057
[144]	train-mlogloss:2.12492	validation-mlogloss:2.07850
[145]	train-mlogloss:2.12289	validation-mlogloss:2.07631
[146]	train-mlogloss:2.12070	validation-mlogloss:2.07370
[147]	train-mlogloss:2.11867	validation-mlogloss:2.07154
[148]	train-mlogloss:2.11667	validation-mlogloss:2.06972
[149]	train-mlogloss:2.11474	validation-mlogloss:2.06791
[150]	train-mlogloss:2.11288	validation-mlogloss:2.06610
[151]	train-mlogloss:2.11092	validation-mlogloss:2.06414
[152]	train-mlogloss:2.10886	validation-mlogloss:2.06199
[153]	train-mlogloss:2.10683	validation-mlogloss:2.05992
[154]	train-mlogloss:2.10484	validation-mlogloss:2.05781
[155]	train-mlogloss:2.10280	validation-mlogloss:2.05572
[156]	train-mlogloss:2.10083	validation-mlogloss:2.05372
[157]	train-mlogloss:2.09895	validation-mlogloss:2.05181
[158]	train-mlogloss:2.09701	validation-mlogloss:2.04982
[159]	train-mlogloss:2.09518	validation-mlogloss:2.04803
[160]	train-mlogloss:2.09336	validation-mlogloss:2.04613
[161]	train-mlogloss:2.09168	validation-mlogloss:2.04462
[162]	train-mlogloss:2.08991	validation-mlogloss:2.04302
[163]	train-mlogloss:2.08819	validation-mlogloss:2.04135
[164]	train-mlogloss:2.08643	validation-mlogloss:2.03973
[165]	train-mlogloss:2.08461	validation-mlogloss:2.03791
[166]	train-mlogloss:2.08280	validation-mlogloss:2.03608
[167]	train-mlogloss:2.08108	validation-mlogloss:2.03451
[168]	train-mlogloss:2.07921	validation-mlogloss:2.03280
[169]	train-mlogloss:2.07753	validation-mlogloss:2.03132
[170]	train-mlogloss:2.07584	validation-mlogloss:2.02949
[171]	train-mlogloss:2.07411	validation-mlogloss:2.02763
[172]	train-mlogloss:2.07231	validation-mlogloss:2.02587
[173]	train-mlogloss:2.07053	validation-mlogloss:2.02421
[174]	train-mlogloss:2.06885	validation-mlogloss:2.02249
[175]	train-mlogloss:2.06718	validation-mlogloss:2.02108
[176]	train-mlogloss:2.06540	validation-mlogloss:2.01936
[177]	train-mlogloss:2.06391	validation-mlogloss:2.01801
[178]	train-mlogloss:2.06232	validation-mlogloss:2.01655
[179]	train-mlogloss:2.06065	validation-mlogloss:2.01491
[180]	train-mlogloss:2.05907	validation-mlogloss:2.01329
[181]	train-mlogloss:2.05739	validation-mlogloss:2.01182
[182]	train-mlogloss:2.05585	validation-mlogloss:2.01068
[183]	train-mlogloss:2.05419	validation-mlogloss:2.00923
[184]	train-mlogloss:2.05260	validation-mlogloss:2.00746
[185]	train-mlogloss:2.05088	validation-mlogloss:2.00550
[186]	train-mlogloss:2.04932	validation-mlogloss:2.00393
[187]	train-mlogloss:2.04773	validation-mlogloss:2.00248
[188]	train-mlogloss:2.04615	validation-mlogloss:2.00079
[189]	train-mlogloss:2.04464	validation-mlogloss:1.99953
[190]	train-mlogloss:2.04314	validation-mlogloss:1.99795
[191]	train-mlogloss:2.04155	validation-mlogloss:1.99660
[192]	train-mlogloss:2.03995	validation-mlogloss:1.99508
[193]	train-mlogloss:2.03843	validation-mlogloss:1.99376
[194]	train-mlogloss:2.03692	validation-mlogloss:1.99237
[195]	train-mlogloss:2.03531	validation-mlogloss:1.99080
[196]	train-mlogloss:2.03365	validation-mlogloss:1.98911
[197]	train-mlogloss:2.03209	validation-mlogloss:1.98762
[198]	train-mlogloss:2.03057	validation-mlogloss:1.98637
[199]	train-mlogloss:2.02915	validation-mlogloss:1.98516
[200]	train-mlogloss:2.02769	validation-mlogloss:1.98375
[201]	train-mlogloss:2.02618	validation-mlogloss:1.98218
[202]	train-mlogloss:2.02472	validation-mlogloss:1.98084
[203]	train-mlogloss:2.02331	validation-mlogloss:1.97953
[204]	train-mlogloss:2.02194	validation-mlogloss:1.97827
[205]	train-mlogloss:2.02046	validation-mlogloss:1.97671
[206]	train-mlogloss:2.01897	validation-mlogloss:1.97520
[207]	train-mlogloss:2.01765	validation-mlogloss:1.97391
[208]	train-mlogloss:2.01636	validation-mlogloss:1.97280
[209]	train-mlogloss:2.01502	validation-mlogloss:1.97147
[210]	train-mlogloss:2.01367	validation-mlogloss:1.97036
[211]	train-mlogloss:2.01237	validation-mlogloss:1.96923
[212]	train-mlogloss:2.01108	validation-mlogloss:1.96802
[213]	train-mlogloss:2.00972	validation-mlogloss:1.96686
[214]	train-mlogloss:2.00831	validation-mlogloss:1.96546
[215]	train-mlogloss:2.00701	validation-mlogloss:1.96435
[216]	train-mlogloss:2.00564	validation-mlogloss:1.96303
[217]	train-mlogloss:2.00438	validation-mlogloss:1.96185
[218]	train-mlogloss:2.00308	validation-mlogloss:1.96049
[219]	train-mlogloss:2.00179	validation-mlogloss:1.95930
[220]	train-mlogloss:2.00046	validation-mlogloss:1.95818
[221]	train-mlogloss:1.99910	validation-mlogloss:1.95700
[222]	train-mlogloss:1.99773	validation-mlogloss:1.95551
[223]	train-mlogloss:1.99654	validation-mlogloss:1.95437
[224]	train-mlogloss:1.99522	validation-mlogloss:1.95320
[225]	train-mlogloss:1.99401	validation-mlogloss:1.95218
[226]	train-mlogloss:1.99278	validation-mlogloss:1.95082
[227]	train-mlogloss:1.99153	validation-mlogloss:1.94951
[228]	train-mlogloss:1.99031	validation-mlogloss:1.94848
[229]	train-mlogloss:1.98907	validation-mlogloss:1.94728
[230]	train-mlogloss:1.98774	validation-mlogloss:1.94620
[231]	train-mlogloss:1.98652	validation-mlogloss:1.94505
[232]	train-mlogloss:1.98526	validation-mlogloss:1.94402
[233]	train-mlogloss:1.98408	validation-mlogloss:1.94295
[234]	train-mlogloss:1.98292	validation-mlogloss:1.94176
[235]	train-mlogloss:1.98168	validation-mlogloss:1.94063
[236]	train-mlogloss:1.98050	validation-mlogloss:1.93958
[237]	train-mlogloss:1.97933	validation-mlogloss:1.93867
[238]	train-mlogloss:1.97808	validation-mlogloss:1.93752
[239]	train-mlogloss:1.97690	validation-mlogloss:1.93645
[240]	train-mlogloss:1.97576	validation-mlogloss:1.93542
[241]	train-mlogloss:1.97470	validation-mlogloss:1.93445
[242]	train-mlogloss:1.97343	validation-mlogloss:1.93333
[243]	train-mlogloss:1.97228	validation-mlogloss:1.93220
[244]	train-mlogloss:1.97122	validation-mlogloss:1.93128
[245]	train-mlogloss:1.96994	validation-mlogloss:1.93004
[246]	train-mlogloss:1.96876	validation-mlogloss:1.92911
[247]	train-mlogloss:1.96756	validation-mlogloss:1.92797
[248]	train-mlogloss:1.96647	validation-mlogloss:1.92709
[249]	train-mlogloss:1.96532	validation-mlogloss:1.92599
[250]	train-mlogloss:1.96420	validation-mlogloss:1.92495
[251]	train-mlogloss:1.96314	validation-mlogloss:1.92400
[252]	train-mlogloss:1.96199	validation-mlogloss:1.92291
[253]	train-mlogloss:1.96091	validation-mlogloss:1.92187
[254]	train-mlogloss:1.95983	validation-mlogloss:1.92101
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[396]	train-mlogloss:1.84463	validation-mlogloss:1.83078
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[398]	train-mlogloss:1.84365	validation-mlogloss:1.83017
[399]	train-mlogloss:1.84303	validation-mlogloss:1.82978
[400]	train-mlogloss:1.84255	validation-mlogloss:1.82939
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[402]	train-mlogloss:1.84150	validation-mlogloss:1.82870
[403]	train-mlogloss:1.84098	validation-mlogloss:1.82838
[404]	train-mlogloss:1.84043	validation-mlogloss:1.82814
[405]	train-mlogloss:1.83983	validation-mlogloss:1.82784
[406]	train-mlogloss:1.83930	validation-mlogloss:1.82741
[407]	train-mlogloss:1.83868	validation-mlogloss:1.82712
[408]	train-mlogloss:1.83827	validation-mlogloss:1.82690
[409]	train-mlogloss:1.83772	validation-mlogloss:1.82659
[410]	train-mlogloss:1.83724	validation-mlogloss:1.82632
[411]	train-mlogloss:1.83670	validation-mlogloss:1.82607
[412]	train-mlogloss:1.83612	validation-mlogloss:1.82570
[413]	train-mlogloss:1.83555	validation-mlogloss:1.82515
[414]	train-mlogloss:1.83512	validation-mlogloss:1.82498
[415]	train-mlogloss:1.83449	validation-mlogloss:1.82446
[416]	train-mlogloss:1.83401	validation-mlogloss:1.82406
[417]	train-mlogloss:1.83352	validation-mlogloss:1.82373
[418]	train-mlogloss:1.83301	validation-mlogloss:1.82339
[419]	train-mlogloss:1.83250	validation-mlogloss:1.82311
Saved model to disk.
2025-11-06 21:49:26.297159: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:49:26.308582: 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 00:00:1762462166.322232 1829882 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462166.326555 1829882 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462166.336417 1829882 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462166.336432 1829882 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462166.336434 1829882 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462166.336436 1829882 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:49:26.339535: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[2]	train-mlogloss:2.68503	validation-mlogloss:2.68277
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[5]	train-mlogloss:2.66255	validation-mlogloss:2.65846
[6]	train-mlogloss:2.65521	validation-mlogloss:2.65062
[7]	train-mlogloss:2.64816	validation-mlogloss:2.64307
[8]	train-mlogloss:2.64133	validation-mlogloss:2.63558
[9]	train-mlogloss:2.63452	validation-mlogloss:2.62848
[10]	train-mlogloss:2.62811	validation-mlogloss:2.62189
[11]	train-mlogloss:2.62122	validation-mlogloss:2.61436
[12]	train-mlogloss:2.61446	validation-mlogloss:2.60683
[13]	train-mlogloss:2.60804	validation-mlogloss:2.60000
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[16]	train-mlogloss:2.58826	validation-mlogloss:2.57803
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[19]	train-mlogloss:2.56948	validation-mlogloss:2.55764
[20]	train-mlogloss:2.56336	validation-mlogloss:2.55091
[21]	train-mlogloss:2.55733	validation-mlogloss:2.54414
[22]	train-mlogloss:2.55149	validation-mlogloss:2.53768
[23]	train-mlogloss:2.54552	validation-mlogloss:2.53134
[24]	train-mlogloss:2.53951	validation-mlogloss:2.52462
[25]	train-mlogloss:2.53392	validation-mlogloss:2.51836
[26]	train-mlogloss:2.52825	validation-mlogloss:2.51233
[27]	train-mlogloss:2.52279	validation-mlogloss:2.50654
[28]	train-mlogloss:2.51725	validation-mlogloss:2.50051
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[30]	train-mlogloss:2.50653	validation-mlogloss:2.48840
[31]	train-mlogloss:2.50090	validation-mlogloss:2.48189
[32]	train-mlogloss:2.49574	validation-mlogloss:2.47616
[33]	train-mlogloss:2.49051	validation-mlogloss:2.47024
[34]	train-mlogloss:2.48544	validation-mlogloss:2.46460
[35]	train-mlogloss:2.48049	validation-mlogloss:2.45935
[36]	train-mlogloss:2.47552	validation-mlogloss:2.45369
[37]	train-mlogloss:2.47057	validation-mlogloss:2.44859
[38]	train-mlogloss:2.46578	validation-mlogloss:2.44349
[39]	train-mlogloss:2.46091	validation-mlogloss:2.43835
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[43]	train-mlogloss:2.44195	validation-mlogloss:2.41747
[44]	train-mlogloss:2.43726	validation-mlogloss:2.41237
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[54]	train-mlogloss:2.39267	validation-mlogloss:2.36310
[55]	train-mlogloss:2.38843	validation-mlogloss:2.35832
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[58]	train-mlogloss:2.37543	validation-mlogloss:2.34426
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[72]	train-mlogloss:2.31972	validation-mlogloss:2.28201
[73]	train-mlogloss:2.31612	validation-mlogloss:2.27811
[74]	train-mlogloss:2.31249	validation-mlogloss:2.27422
[75]	train-mlogloss:2.30893	validation-mlogloss:2.27009
[76]	train-mlogloss:2.30545	validation-mlogloss:2.26610
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[101]	train-mlogloss:2.22777	validation-mlogloss:2.18321
[102]	train-mlogloss:2.22484	validation-mlogloss:2.18008
[103]	train-mlogloss:2.22192	validation-mlogloss:2.17665
[104]	train-mlogloss:2.21934	validation-mlogloss:2.17399
[105]	train-mlogloss:2.21651	validation-mlogloss:2.17106
[106]	train-mlogloss:2.21384	validation-mlogloss:2.16838
[107]	train-mlogloss:2.21106	validation-mlogloss:2.16558
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[407]	train-mlogloss:1.83888	validation-mlogloss:1.82417
[408]	train-mlogloss:1.83839	validation-mlogloss:1.82382
[409]	train-mlogloss:1.83786	validation-mlogloss:1.82355
[410]	train-mlogloss:1.83729	validation-mlogloss:1.82319
[411]	train-mlogloss:1.83679	validation-mlogloss:1.82292
[412]	train-mlogloss:1.83626	validation-mlogloss:1.82276
[413]	train-mlogloss:1.83561	validation-mlogloss:1.82229
[414]	train-mlogloss:1.83508	validation-mlogloss:1.82193
[415]	train-mlogloss:1.83459	validation-mlogloss:1.82171
[416]	train-mlogloss:1.83408	validation-mlogloss:1.82134
[417]	train-mlogloss:1.83354	validation-mlogloss:1.82095
[418]	train-mlogloss:1.83307	validation-mlogloss:1.82054
[419]	train-mlogloss:1.83259	validation-mlogloss:1.82024
Saved model to disk.
2025-11-06 21:49:48.303980: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:49:48.315398: 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 00:00:1762462188.328610 1830251 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462188.332840 1830251 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462188.342678 1830251 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462188.342697 1830251 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462188.342698 1830251 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462188.342700 1830251 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:49:48.345860: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70036	validation-mlogloss:2.69972
[1]	train-mlogloss:2.69263	validation-mlogloss:2.69184
[2]	train-mlogloss:2.68523	validation-mlogloss:2.68418
[3]	train-mlogloss:2.67742	validation-mlogloss:2.67565
[4]	train-mlogloss:2.67022	validation-mlogloss:2.66796
[5]	train-mlogloss:2.66302	validation-mlogloss:2.66028
[6]	train-mlogloss:2.65552	validation-mlogloss:2.65193
[7]	train-mlogloss:2.64858	validation-mlogloss:2.64415
[8]	train-mlogloss:2.64169	validation-mlogloss:2.63650
[9]	train-mlogloss:2.63472	validation-mlogloss:2.62924
[10]	train-mlogloss:2.62820	validation-mlogloss:2.62239
[11]	train-mlogloss:2.62146	validation-mlogloss:2.61524
[12]	train-mlogloss:2.61511	validation-mlogloss:2.60864
[13]	train-mlogloss:2.60822	validation-mlogloss:2.60097
[14]	train-mlogloss:2.60138	validation-mlogloss:2.59342
[15]	train-mlogloss:2.59509	validation-mlogloss:2.58656
[16]	train-mlogloss:2.58841	validation-mlogloss:2.57916
[17]	train-mlogloss:2.58201	validation-mlogloss:2.57195
[18]	train-mlogloss:2.57564	validation-mlogloss:2.56469
[19]	train-mlogloss:2.56950	validation-mlogloss:2.55777
[20]	train-mlogloss:2.56343	validation-mlogloss:2.55113
[21]	train-mlogloss:2.55727	validation-mlogloss:2.54438
[22]	train-mlogloss:2.55137	validation-mlogloss:2.53830
[23]	train-mlogloss:2.54543	validation-mlogloss:2.53176
[24]	train-mlogloss:2.53979	validation-mlogloss:2.52566
[25]	train-mlogloss:2.53407	validation-mlogloss:2.51956
[26]	train-mlogloss:2.52843	validation-mlogloss:2.51333
[27]	train-mlogloss:2.52292	validation-mlogloss:2.50727
[28]	train-mlogloss:2.51745	validation-mlogloss:2.50133
[29]	train-mlogloss:2.51193	validation-mlogloss:2.49508
[30]	train-mlogloss:2.50666	validation-mlogloss:2.48938
[31]	train-mlogloss:2.50125	validation-mlogloss:2.48363
[32]	train-mlogloss:2.49571	validation-mlogloss:2.47719
[33]	train-mlogloss:2.49045	validation-mlogloss:2.47138
[34]	train-mlogloss:2.48502	validation-mlogloss:2.46537
[35]	train-mlogloss:2.47990	validation-mlogloss:2.45982
[36]	train-mlogloss:2.47501	validation-mlogloss:2.45463
[37]	train-mlogloss:2.46998	validation-mlogloss:2.44888
[38]	train-mlogloss:2.46504	validation-mlogloss:2.44343
[39]	train-mlogloss:2.45998	validation-mlogloss:2.43768
[40]	train-mlogloss:2.45480	validation-mlogloss:2.43173
[41]	train-mlogloss:2.45011	validation-mlogloss:2.42669
[42]	train-mlogloss:2.44525	validation-mlogloss:2.42128
[43]	train-mlogloss:2.44032	validation-mlogloss:2.41576
[44]	train-mlogloss:2.43574	validation-mlogloss:2.41096
[45]	train-mlogloss:2.43101	validation-mlogloss:2.40563
[46]	train-mlogloss:2.42623	validation-mlogloss:2.40025
[47]	train-mlogloss:2.42130	validation-mlogloss:2.39479
[48]	train-mlogloss:2.41678	validation-mlogloss:2.39008
[49]	train-mlogloss:2.41245	validation-mlogloss:2.38552
[50]	train-mlogloss:2.40767	validation-mlogloss:2.37996
[51]	train-mlogloss:2.40348	validation-mlogloss:2.37545
[52]	train-mlogloss:2.39896	validation-mlogloss:2.37014
[53]	train-mlogloss:2.39477	validation-mlogloss:2.36555
[54]	train-mlogloss:2.39043	validation-mlogloss:2.36069
[55]	train-mlogloss:2.38618	validation-mlogloss:2.35630
[56]	train-mlogloss:2.38216	validation-mlogloss:2.35208
[57]	train-mlogloss:2.37807	validation-mlogloss:2.34774
[58]	train-mlogloss:2.37411	validation-mlogloss:2.34346
[59]	train-mlogloss:2.36976	validation-mlogloss:2.33852
[60]	train-mlogloss:2.36547	validation-mlogloss:2.33343
[61]	train-mlogloss:2.36143	validation-mlogloss:2.32916
[62]	train-mlogloss:2.35763	validation-mlogloss:2.32533
[63]	train-mlogloss:2.35363	validation-mlogloss:2.32074
[64]	train-mlogloss:2.34958	validation-mlogloss:2.31604
[65]	train-mlogloss:2.34590	validation-mlogloss:2.31218
[66]	train-mlogloss:2.34200	validation-mlogloss:2.30799
[67]	train-mlogloss:2.33817	validation-mlogloss:2.30384
[68]	train-mlogloss:2.33462	validation-mlogloss:2.30022
[69]	train-mlogloss:2.33098	validation-mlogloss:2.29618
[70]	train-mlogloss:2.32741	validation-mlogloss:2.29252
[71]	train-mlogloss:2.32385	validation-mlogloss:2.28874
[72]	train-mlogloss:2.32020	validation-mlogloss:2.28471
[73]	train-mlogloss:2.31676	validation-mlogloss:2.28107
[74]	train-mlogloss:2.31304	validation-mlogloss:2.27682
[75]	train-mlogloss:2.30950	validation-mlogloss:2.27302
[76]	train-mlogloss:2.30593	validation-mlogloss:2.26891
[77]	train-mlogloss:2.30233	validation-mlogloss:2.26482
[78]	train-mlogloss:2.29880	validation-mlogloss:2.26094
[79]	train-mlogloss:2.29539	validation-mlogloss:2.25743
[80]	train-mlogloss:2.29203	validation-mlogloss:2.25376
[81]	train-mlogloss:2.28852	validation-mlogloss:2.24993
[82]	train-mlogloss:2.28527	validation-mlogloss:2.24660
[83]	train-mlogloss:2.28219	validation-mlogloss:2.24344
[84]	train-mlogloss:2.27889	validation-mlogloss:2.23971
[85]	train-mlogloss:2.27561	validation-mlogloss:2.23617
[86]	train-mlogloss:2.27251	validation-mlogloss:2.23285
[87]	train-mlogloss:2.26904	validation-mlogloss:2.22901
[88]	train-mlogloss:2.26592	validation-mlogloss:2.22569
[89]	train-mlogloss:2.26268	validation-mlogloss:2.22205
[90]	train-mlogloss:2.25952	validation-mlogloss:2.21860
[91]	train-mlogloss:2.25654	validation-mlogloss:2.21552
[92]	train-mlogloss:2.25358	validation-mlogloss:2.21230
[93]	train-mlogloss:2.25071	validation-mlogloss:2.20925
[94]	train-mlogloss:2.24762	validation-mlogloss:2.20584
[95]	train-mlogloss:2.24463	validation-mlogloss:2.20249
[96]	train-mlogloss:2.24153	validation-mlogloss:2.19924
[97]	train-mlogloss:2.23852	validation-mlogloss:2.19579
[98]	train-mlogloss:2.23566	validation-mlogloss:2.19252
[99]	train-mlogloss:2.23293	validation-mlogloss:2.18996
[100]	train-mlogloss:2.23010	validation-mlogloss:2.18698
[101]	train-mlogloss:2.22727	validation-mlogloss:2.18391
[102]	train-mlogloss:2.22420	validation-mlogloss:2.18034
[103]	train-mlogloss:2.22153	validation-mlogloss:2.17757
[104]	train-mlogloss:2.21875	validation-mlogloss:2.17469
[105]	train-mlogloss:2.21623	validation-mlogloss:2.17221
[106]	train-mlogloss:2.21354	validation-mlogloss:2.16926
[107]	train-mlogloss:2.21103	validation-mlogloss:2.16684
[108]	train-mlogloss:2.20840	validation-mlogloss:2.16400
[109]	train-mlogloss:2.20576	validation-mlogloss:2.16129
[110]	train-mlogloss:2.20310	validation-mlogloss:2.15844
[111]	train-mlogloss:2.20055	validation-mlogloss:2.15582
[112]	train-mlogloss:2.19818	validation-mlogloss:2.15339
[113]	train-mlogloss:2.19559	validation-mlogloss:2.15048
[114]	train-mlogloss:2.19308	validation-mlogloss:2.14782
[115]	train-mlogloss:2.19046	validation-mlogloss:2.14493
[116]	train-mlogloss:2.18806	validation-mlogloss:2.14259
[117]	train-mlogloss:2.18569	validation-mlogloss:2.14016
[118]	train-mlogloss:2.18335	validation-mlogloss:2.13772
[119]	train-mlogloss:2.18103	validation-mlogloss:2.13545
[120]	train-mlogloss:2.17866	validation-mlogloss:2.13288
[121]	train-mlogloss:2.17626	validation-mlogloss:2.13060
[122]	train-mlogloss:2.17391	validation-mlogloss:2.12799
[123]	train-mlogloss:2.17149	validation-mlogloss:2.12520
[124]	train-mlogloss:2.16932	validation-mlogloss:2.12309
[125]	train-mlogloss:2.16689	validation-mlogloss:2.12051
[126]	train-mlogloss:2.16454	validation-mlogloss:2.11804
[127]	train-mlogloss:2.16217	validation-mlogloss:2.11567
[128]	train-mlogloss:2.15985	validation-mlogloss:2.11324
[129]	train-mlogloss:2.15752	validation-mlogloss:2.11092
[130]	train-mlogloss:2.15515	validation-mlogloss:2.10837
[131]	train-mlogloss:2.15293	validation-mlogloss:2.10620
[132]	train-mlogloss:2.15065	validation-mlogloss:2.10391
[133]	train-mlogloss:2.14843	validation-mlogloss:2.10144
[134]	train-mlogloss:2.14631	validation-mlogloss:2.09910
[135]	train-mlogloss:2.14413	validation-mlogloss:2.09688
[136]	train-mlogloss:2.14204	validation-mlogloss:2.09484
[137]	train-mlogloss:2.14001	validation-mlogloss:2.09293
[138]	train-mlogloss:2.13798	validation-mlogloss:2.09102
[139]	train-mlogloss:2.13593	validation-mlogloss:2.08902
[140]	train-mlogloss:2.13366	validation-mlogloss:2.08676
[141]	train-mlogloss:2.13149	validation-mlogloss:2.08440
[142]	train-mlogloss:2.12936	validation-mlogloss:2.08226
[143]	train-mlogloss:2.12723	validation-mlogloss:2.08022
[144]	train-mlogloss:2.12522	validation-mlogloss:2.07820
[145]	train-mlogloss:2.12318	validation-mlogloss:2.07633
[146]	train-mlogloss:2.12115	validation-mlogloss:2.07416
[147]	train-mlogloss:2.11916	validation-mlogloss:2.07223
[148]	train-mlogloss:2.11719	validation-mlogloss:2.07014
[149]	train-mlogloss:2.11510	validation-mlogloss:2.06797
[150]	train-mlogloss:2.11317	validation-mlogloss:2.06620
[151]	train-mlogloss:2.11105	validation-mlogloss:2.06394
[152]	train-mlogloss:2.10906	validation-mlogloss:2.06206
[153]	train-mlogloss:2.10710	validation-mlogloss:2.06007
[154]	train-mlogloss:2.10524	validation-mlogloss:2.05829
[155]	train-mlogloss:2.10331	validation-mlogloss:2.05633
[156]	train-mlogloss:2.10139	validation-mlogloss:2.05422
[157]	train-mlogloss:2.09957	validation-mlogloss:2.05246
[158]	train-mlogloss:2.09768	validation-mlogloss:2.05035
[159]	train-mlogloss:2.09576	validation-mlogloss:2.04855
[160]	train-mlogloss:2.09384	validation-mlogloss:2.04648
[161]	train-mlogloss:2.09193	validation-mlogloss:2.04448
[162]	train-mlogloss:2.09013	validation-mlogloss:2.04272
[163]	train-mlogloss:2.08835	validation-mlogloss:2.04101
[164]	train-mlogloss:2.08652	validation-mlogloss:2.03922
[165]	train-mlogloss:2.08483	validation-mlogloss:2.03759
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[168]	train-mlogloss:2.07939	validation-mlogloss:2.03247
[169]	train-mlogloss:2.07769	validation-mlogloss:2.03069
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[171]	train-mlogloss:2.07416	validation-mlogloss:2.02712
[172]	train-mlogloss:2.07251	validation-mlogloss:2.02573
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[174]	train-mlogloss:2.06914	validation-mlogloss:2.02253
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[179]	train-mlogloss:2.06066	validation-mlogloss:2.01425
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[182]	train-mlogloss:2.05567	validation-mlogloss:2.00952
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[187]	train-mlogloss:2.04788	validation-mlogloss:2.00224
[188]	train-mlogloss:2.04619	validation-mlogloss:2.00062
[189]	train-mlogloss:2.04465	validation-mlogloss:1.99910
[190]	train-mlogloss:2.04320	validation-mlogloss:1.99769
[191]	train-mlogloss:2.04165	validation-mlogloss:1.99621
[192]	train-mlogloss:2.04021	validation-mlogloss:1.99484
[193]	train-mlogloss:2.03867	validation-mlogloss:1.99342
[194]	train-mlogloss:2.03719	validation-mlogloss:1.99209
[195]	train-mlogloss:2.03562	validation-mlogloss:1.99055
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[197]	train-mlogloss:2.03253	validation-mlogloss:1.98733
[198]	train-mlogloss:2.03101	validation-mlogloss:1.98593
[199]	train-mlogloss:2.02961	validation-mlogloss:1.98457
[200]	train-mlogloss:2.02810	validation-mlogloss:1.98319
[201]	train-mlogloss:2.02669	validation-mlogloss:1.98186
[202]	train-mlogloss:2.02512	validation-mlogloss:1.98028
[203]	train-mlogloss:2.02377	validation-mlogloss:1.97905
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[205]	train-mlogloss:2.02092	validation-mlogloss:1.97626
[206]	train-mlogloss:2.01958	validation-mlogloss:1.97527
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[209]	train-mlogloss:2.01527	validation-mlogloss:1.97099
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[211]	train-mlogloss:2.01255	validation-mlogloss:1.96862
[212]	train-mlogloss:2.01119	validation-mlogloss:1.96741
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[220]	train-mlogloss:2.00038	validation-mlogloss:1.95760
[221]	train-mlogloss:1.99905	validation-mlogloss:1.95628
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[262]	train-mlogloss:1.95085	validation-mlogloss:1.91336
[263]	train-mlogloss:1.94985	validation-mlogloss:1.91237
[264]	train-mlogloss:1.94873	validation-mlogloss:1.91132
[265]	train-mlogloss:1.94762	validation-mlogloss:1.91024
[266]	train-mlogloss:1.94655	validation-mlogloss:1.90959
[267]	train-mlogloss:1.94555	validation-mlogloss:1.90873
[268]	train-mlogloss:1.94449	validation-mlogloss:1.90793
[269]	train-mlogloss:1.94334	validation-mlogloss:1.90697
[270]	train-mlogloss:1.94242	validation-mlogloss:1.90614
[271]	train-mlogloss:1.94144	validation-mlogloss:1.90531
[272]	train-mlogloss:1.94044	validation-mlogloss:1.90434
[273]	train-mlogloss:1.93942	validation-mlogloss:1.90356
[274]	train-mlogloss:1.93846	validation-mlogloss:1.90289
[275]	train-mlogloss:1.93746	validation-mlogloss:1.90192
[276]	train-mlogloss:1.93646	validation-mlogloss:1.90102
[277]	train-mlogloss:1.93542	validation-mlogloss:1.90019
[278]	train-mlogloss:1.93441	validation-mlogloss:1.89915
[279]	train-mlogloss:1.93346	validation-mlogloss:1.89840
[280]	train-mlogloss:1.93251	validation-mlogloss:1.89745
[281]	train-mlogloss:1.93156	validation-mlogloss:1.89650
[282]	train-mlogloss:1.93058	validation-mlogloss:1.89565
[283]	train-mlogloss:1.92968	validation-mlogloss:1.89499
[284]	train-mlogloss:1.92873	validation-mlogloss:1.89392
[285]	train-mlogloss:1.92783	validation-mlogloss:1.89310
[286]	train-mlogloss:1.92682	validation-mlogloss:1.89214
[287]	train-mlogloss:1.92590	validation-mlogloss:1.89127
[288]	train-mlogloss:1.92490	validation-mlogloss:1.89030
[289]	train-mlogloss:1.92393	validation-mlogloss:1.88932
[290]	train-mlogloss:1.92307	validation-mlogloss:1.88854
[291]	train-mlogloss:1.92207	validation-mlogloss:1.88778
[292]	train-mlogloss:1.92113	validation-mlogloss:1.88704
[293]	train-mlogloss:1.92017	validation-mlogloss:1.88633
[294]	train-mlogloss:1.91919	validation-mlogloss:1.88564
[295]	train-mlogloss:1.91823	validation-mlogloss:1.88471
[296]	train-mlogloss:1.91734	validation-mlogloss:1.88404
[297]	train-mlogloss:1.91646	validation-mlogloss:1.88333
[298]	train-mlogloss:1.91551	validation-mlogloss:1.88259
[299]	train-mlogloss:1.91452	validation-mlogloss:1.88182
[300]	train-mlogloss:1.91362	validation-mlogloss:1.88108
[301]	train-mlogloss:1.91271	validation-mlogloss:1.88024
[302]	train-mlogloss:1.91180	validation-mlogloss:1.87956
[303]	train-mlogloss:1.91094	validation-mlogloss:1.87876
[304]	train-mlogloss:1.91014	validation-mlogloss:1.87806
[305]	train-mlogloss:1.90925	validation-mlogloss:1.87744
[306]	train-mlogloss:1.90833	validation-mlogloss:1.87667
[307]	train-mlogloss:1.90734	validation-mlogloss:1.87591
[308]	train-mlogloss:1.90650	validation-mlogloss:1.87518
[309]	train-mlogloss:1.90565	validation-mlogloss:1.87459
[310]	train-mlogloss:1.90473	validation-mlogloss:1.87403
[311]	train-mlogloss:1.90400	validation-mlogloss:1.87329
[312]	train-mlogloss:1.90311	validation-mlogloss:1.87263
[313]	train-mlogloss:1.90226	validation-mlogloss:1.87189
[314]	train-mlogloss:1.90141	validation-mlogloss:1.87118
[315]	train-mlogloss:1.90063	validation-mlogloss:1.87068
[316]	train-mlogloss:1.89982	validation-mlogloss:1.87007
[317]	train-mlogloss:1.89890	validation-mlogloss:1.86935
[318]	train-mlogloss:1.89801	validation-mlogloss:1.86856
[319]	train-mlogloss:1.89724	validation-mlogloss:1.86781
[320]	train-mlogloss:1.89644	validation-mlogloss:1.86719
[321]	train-mlogloss:1.89565	validation-mlogloss:1.86651
[322]	train-mlogloss:1.89489	validation-mlogloss:1.86591
[323]	train-mlogloss:1.89411	validation-mlogloss:1.86525
[324]	train-mlogloss:1.89336	validation-mlogloss:1.86471
[325]	train-mlogloss:1.89251	validation-mlogloss:1.86401
[326]	train-mlogloss:1.89167	validation-mlogloss:1.86324
[327]	train-mlogloss:1.89090	validation-mlogloss:1.86265
[328]	train-mlogloss:1.89015	validation-mlogloss:1.86205
[329]	train-mlogloss:1.88937	validation-mlogloss:1.86161
[330]	train-mlogloss:1.88854	validation-mlogloss:1.86089
[331]	train-mlogloss:1.88767	validation-mlogloss:1.86031
[332]	train-mlogloss:1.88686	validation-mlogloss:1.85964
[333]	train-mlogloss:1.88605	validation-mlogloss:1.85901
[334]	train-mlogloss:1.88526	validation-mlogloss:1.85848
[335]	train-mlogloss:1.88447	validation-mlogloss:1.85791
[336]	train-mlogloss:1.88372	validation-mlogloss:1.85736
[337]	train-mlogloss:1.88297	validation-mlogloss:1.85670
[338]	train-mlogloss:1.88221	validation-mlogloss:1.85599
[339]	train-mlogloss:1.88140	validation-mlogloss:1.85521
[340]	train-mlogloss:1.88069	validation-mlogloss:1.85473
[341]	train-mlogloss:1.87999	validation-mlogloss:1.85408
[342]	train-mlogloss:1.87922	validation-mlogloss:1.85357
[343]	train-mlogloss:1.87842	validation-mlogloss:1.85313
[344]	train-mlogloss:1.87772	validation-mlogloss:1.85270
[345]	train-mlogloss:1.87701	validation-mlogloss:1.85220
[346]	train-mlogloss:1.87631	validation-mlogloss:1.85174
[347]	train-mlogloss:1.87569	validation-mlogloss:1.85123
[348]	train-mlogloss:1.87494	validation-mlogloss:1.85065
[349]	train-mlogloss:1.87426	validation-mlogloss:1.85011
[350]	train-mlogloss:1.87358	validation-mlogloss:1.84967
[351]	train-mlogloss:1.87285	validation-mlogloss:1.84906
[352]	train-mlogloss:1.87218	validation-mlogloss:1.84870
[353]	train-mlogloss:1.87148	validation-mlogloss:1.84823
[354]	train-mlogloss:1.87077	validation-mlogloss:1.84773
[355]	train-mlogloss:1.87010	validation-mlogloss:1.84724
[356]	train-mlogloss:1.86947	validation-mlogloss:1.84672
[357]	train-mlogloss:1.86876	validation-mlogloss:1.84618
[358]	train-mlogloss:1.86805	validation-mlogloss:1.84556
[359]	train-mlogloss:1.86735	validation-mlogloss:1.84520
[360]	train-mlogloss:1.86665	validation-mlogloss:1.84468
[361]	train-mlogloss:1.86595	validation-mlogloss:1.84426
[362]	train-mlogloss:1.86526	validation-mlogloss:1.84381
[363]	train-mlogloss:1.86460	validation-mlogloss:1.84333
[364]	train-mlogloss:1.86393	validation-mlogloss:1.84300
[365]	train-mlogloss:1.86325	validation-mlogloss:1.84252
[366]	train-mlogloss:1.86256	validation-mlogloss:1.84194
[367]	train-mlogloss:1.86196	validation-mlogloss:1.84163
[368]	train-mlogloss:1.86138	validation-mlogloss:1.84119
[369]	train-mlogloss:1.86071	validation-mlogloss:1.84077
[370]	train-mlogloss:1.86004	validation-mlogloss:1.84019
[371]	train-mlogloss:1.85947	validation-mlogloss:1.83970
[372]	train-mlogloss:1.85887	validation-mlogloss:1.83937
[373]	train-mlogloss:1.85824	validation-mlogloss:1.83885
[374]	train-mlogloss:1.85763	validation-mlogloss:1.83858
[375]	train-mlogloss:1.85704	validation-mlogloss:1.83817
[376]	train-mlogloss:1.85643	validation-mlogloss:1.83757
[377]	train-mlogloss:1.85588	validation-mlogloss:1.83715
[378]	train-mlogloss:1.85532	validation-mlogloss:1.83677
[379]	train-mlogloss:1.85466	validation-mlogloss:1.83633
[380]	train-mlogloss:1.85407	validation-mlogloss:1.83586
[381]	train-mlogloss:1.85345	validation-mlogloss:1.83551
[382]	train-mlogloss:1.85280	validation-mlogloss:1.83504
[383]	train-mlogloss:1.85224	validation-mlogloss:1.83465
[384]	train-mlogloss:1.85165	validation-mlogloss:1.83420
[385]	train-mlogloss:1.85106	validation-mlogloss:1.83353
[386]	train-mlogloss:1.85041	validation-mlogloss:1.83330
[387]	train-mlogloss:1.84980	validation-mlogloss:1.83293
[388]	train-mlogloss:1.84916	validation-mlogloss:1.83244
[389]	train-mlogloss:1.84857	validation-mlogloss:1.83209
[390]	train-mlogloss:1.84795	validation-mlogloss:1.83170
[391]	train-mlogloss:1.84735	validation-mlogloss:1.83138
[392]	train-mlogloss:1.84683	validation-mlogloss:1.83081
[393]	train-mlogloss:1.84624	validation-mlogloss:1.83050
[394]	train-mlogloss:1.84565	validation-mlogloss:1.83007
[395]	train-mlogloss:1.84508	validation-mlogloss:1.82968
[396]	train-mlogloss:1.84441	validation-mlogloss:1.82924
[397]	train-mlogloss:1.84393	validation-mlogloss:1.82872
[398]	train-mlogloss:1.84335	validation-mlogloss:1.82829
[399]	train-mlogloss:1.84284	validation-mlogloss:1.82797
[400]	train-mlogloss:1.84227	validation-mlogloss:1.82747
[401]	train-mlogloss:1.84165	validation-mlogloss:1.82707
[402]	train-mlogloss:1.84116	validation-mlogloss:1.82679
[403]	train-mlogloss:1.84070	validation-mlogloss:1.82639
[404]	train-mlogloss:1.84016	validation-mlogloss:1.82611
[405]	train-mlogloss:1.83950	validation-mlogloss:1.82572
[406]	train-mlogloss:1.83894	validation-mlogloss:1.82531
[407]	train-mlogloss:1.83846	validation-mlogloss:1.82488
[408]	train-mlogloss:1.83795	validation-mlogloss:1.82453
[409]	train-mlogloss:1.83743	validation-mlogloss:1.82414
[410]	train-mlogloss:1.83687	validation-mlogloss:1.82388
[411]	train-mlogloss:1.83646	validation-mlogloss:1.82357
[412]	train-mlogloss:1.83590	validation-mlogloss:1.82328
[413]	train-mlogloss:1.83535	validation-mlogloss:1.82285
[414]	train-mlogloss:1.83480	validation-mlogloss:1.82243
[415]	train-mlogloss:1.83436	validation-mlogloss:1.82209
[416]	train-mlogloss:1.83392	validation-mlogloss:1.82197
[417]	train-mlogloss:1.83341	validation-mlogloss:1.82170
[418]	train-mlogloss:1.83292	validation-mlogloss:1.82153
[419]	train-mlogloss:1.83237	validation-mlogloss:1.82113
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.4 [%]
Global accuracy score (test) = 44.36 [%]
Global F1 score (train) = 43.92 [%]
Global F1 score (test) = 43.59 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.47      0.46       184
       CAMINAR USUAL SPEED       0.35      0.18      0.24       184
            CAMINAR ZIGZAG       0.32      0.54      0.40       184
          DE PIE BARRIENDO       0.69      0.41      0.51       184
   DE PIE DOBLANDO TOALLAS       0.45      0.44      0.45       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.64      0.58      0.61       184
           SENTADO LEYENDO       0.46      0.38      0.42       184
         SENTADO USANDO PC       0.26      0.12      0.17       184
      SENTADO VIENDO LA TV       0.26      0.18      0.21       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.56      0.59       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.44      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 16: 44.36 [%]
F1-score capturado en la ejecución 16: 43.59 [%]

=== EJECUCIÓN 17 ===

--- TRAIN (ejecución 17) ---

--- TEST (ejecución 17) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.23 [%]
Global accuracy score (test) = 44.39 [%]
Global F1 score (train) = 43.78 [%]
Global F1 score (test) = 43.67 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.73      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.47      0.45       184
       CAMINAR USUAL SPEED       0.37      0.19      0.25       184
            CAMINAR ZIGZAG       0.31      0.54      0.40       184
          DE PIE BARRIENDO       0.72      0.41      0.52       184
   DE PIE DOBLANDO TOALLAS       0.45      0.43      0.44       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.39       184
          DE PIE USANDO PC       0.20      0.31      0.24       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.66      0.58      0.62       184
           SENTADO LEYENDO       0.45      0.38      0.41       184
         SENTADO USANDO PC       0.29      0.15      0.20       184
      SENTADO VIENDO LA TV       0.24      0.15      0.18       184
   SUBIR Y BAJAR ESCALERAS       0.66      0.56      0.61       184
                    TROTAR       0.66      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.46      0.44      0.44      2737
              weighted avg       0.46      0.44      0.44      2737


Accuracy capturado en la ejecución 17: 44.39 [%]
F1-score capturado en la ejecución 17: 43.67 [%]

=== EJECUCIÓN 18 ===

--- TRAIN (ejecución 18) ---

--- TEST (ejecución 18) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.3 [%]
Global accuracy score (test) = 44.43 [%]
Global F1 score (train) = 43.82 [%]
Global F1 score (test) = 43.74 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.71      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.46      0.45       184
       CAMINAR USUAL SPEED       0.34      0.17      0.23       184
            CAMINAR ZIGZAG       0.31      0.53      0.39       184
          DE PIE BARRIENDO       0.72      0.42      0.53       184
   DE PIE DOBLANDO TOALLAS       0.46      0.45      0.46       184
    DE PIE MOVIENDO LIBROS       0.38      0.40      0.39       184
          DE PIE USANDO PC       0.21      0.33      0.26       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.64      0.57      0.61       184
           SENTADO LEYENDO       0.46      0.39      0.42       184
         SENTADO USANDO PC       0.27      0.14      0.19       184
      SENTADO VIENDO LA TV       0.26      0.16      0.20       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.55      0.59       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.46      0.45      0.44      2737
              weighted avg       0.46      0.44      0.44      2737


Accuracy capturado en la ejecución 18: 44.43 [%]
F1-score capturado en la ejecución 18: 43.74 [%]

=== EJECUCIÓN 19 ===

--- TRAIN (ejecución 19) ---

--- TEST (ejecución 19) ---
2025-11-06 21:50:10.179237: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:50:10.190468: 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 00:00:1762462210.204134 1830624 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462210.208433 1830624 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462210.218417 1830624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462210.218435 1830624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462210.218436 1830624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462210.218445 1830624 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:50:10.221578: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70033	validation-mlogloss:2.69976
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[2]	train-mlogloss:2.68557	validation-mlogloss:2.68392
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[389]	train-mlogloss:1.84817	validation-mlogloss:1.83238
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[391]	train-mlogloss:1.84712	validation-mlogloss:1.83164
[392]	train-mlogloss:1.84655	validation-mlogloss:1.83139
[393]	train-mlogloss:1.84603	validation-mlogloss:1.83112
[394]	train-mlogloss:1.84545	validation-mlogloss:1.83074
[395]	train-mlogloss:1.84490	validation-mlogloss:1.83032
[396]	train-mlogloss:1.84431	validation-mlogloss:1.83007
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[398]	train-mlogloss:1.84320	validation-mlogloss:1.82941
[399]	train-mlogloss:1.84254	validation-mlogloss:1.82903
[400]	train-mlogloss:1.84196	validation-mlogloss:1.82857
[401]	train-mlogloss:1.84149	validation-mlogloss:1.82838
[402]	train-mlogloss:1.84086	validation-mlogloss:1.82801
[403]	train-mlogloss:1.84027	validation-mlogloss:1.82766
[404]	train-mlogloss:1.83955	validation-mlogloss:1.82727
[405]	train-mlogloss:1.83902	validation-mlogloss:1.82687
[406]	train-mlogloss:1.83843	validation-mlogloss:1.82646
[407]	train-mlogloss:1.83793	validation-mlogloss:1.82609
[408]	train-mlogloss:1.83738	validation-mlogloss:1.82569
[409]	train-mlogloss:1.83691	validation-mlogloss:1.82531
[410]	train-mlogloss:1.83634	validation-mlogloss:1.82484
[411]	train-mlogloss:1.83584	validation-mlogloss:1.82438
[412]	train-mlogloss:1.83527	validation-mlogloss:1.82394
[413]	train-mlogloss:1.83471	validation-mlogloss:1.82354
[414]	train-mlogloss:1.83428	validation-mlogloss:1.82326
[415]	train-mlogloss:1.83377	validation-mlogloss:1.82288
[416]	train-mlogloss:1.83321	validation-mlogloss:1.82253
[417]	train-mlogloss:1.83266	validation-mlogloss:1.82204
[418]	train-mlogloss:1.83222	validation-mlogloss:1.82167
[419]	train-mlogloss:1.83170	validation-mlogloss:1.82133
Saved model to disk.
2025-11-06 21:50:32.342511: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:50:32.353892: 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 00:00:1762462232.367181 1831019 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462232.371103 1831019 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462232.380986 1831019 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462232.381004 1831019 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462232.381006 1831019 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462232.381008 1831019 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:50:32.383953: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[2]	train-mlogloss:2.68542	validation-mlogloss:2.68407
[3]	train-mlogloss:2.67792	validation-mlogloss:2.67622
[4]	train-mlogloss:2.67089	validation-mlogloss:2.66864
[5]	train-mlogloss:2.66377	validation-mlogloss:2.66118
[6]	train-mlogloss:2.65683	validation-mlogloss:2.65351
[7]	train-mlogloss:2.64980	validation-mlogloss:2.64592
[8]	train-mlogloss:2.64255	validation-mlogloss:2.63795
[9]	train-mlogloss:2.63557	validation-mlogloss:2.63056
[10]	train-mlogloss:2.62861	validation-mlogloss:2.62278
[11]	train-mlogloss:2.62185	validation-mlogloss:2.61523
[12]	train-mlogloss:2.61478	validation-mlogloss:2.60756
[13]	train-mlogloss:2.60806	validation-mlogloss:2.60027
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[15]	train-mlogloss:2.59486	validation-mlogloss:2.58581
[16]	train-mlogloss:2.58855	validation-mlogloss:2.57898
[17]	train-mlogloss:2.58233	validation-mlogloss:2.57249
[18]	train-mlogloss:2.57618	validation-mlogloss:2.56553
[19]	train-mlogloss:2.57008	validation-mlogloss:2.55889
[20]	train-mlogloss:2.56385	validation-mlogloss:2.55191
[21]	train-mlogloss:2.55774	validation-mlogloss:2.54510
[22]	train-mlogloss:2.55183	validation-mlogloss:2.53861
[23]	train-mlogloss:2.54614	validation-mlogloss:2.53253
[24]	train-mlogloss:2.54036	validation-mlogloss:2.52638
[25]	train-mlogloss:2.53443	validation-mlogloss:2.51960
[26]	train-mlogloss:2.52844	validation-mlogloss:2.51292
[27]	train-mlogloss:2.52254	validation-mlogloss:2.50608
[28]	train-mlogloss:2.51694	validation-mlogloss:2.50022
[29]	train-mlogloss:2.51148	validation-mlogloss:2.49410
[30]	train-mlogloss:2.50594	validation-mlogloss:2.48803
[31]	train-mlogloss:2.50040	validation-mlogloss:2.48175
[32]	train-mlogloss:2.49523	validation-mlogloss:2.47618
[33]	train-mlogloss:2.49005	validation-mlogloss:2.47046
[34]	train-mlogloss:2.48492	validation-mlogloss:2.46486
[35]	train-mlogloss:2.47989	validation-mlogloss:2.45926
[36]	train-mlogloss:2.47487	validation-mlogloss:2.45388
[37]	train-mlogloss:2.47005	validation-mlogloss:2.44869
[38]	train-mlogloss:2.46496	validation-mlogloss:2.44307
[39]	train-mlogloss:2.45965	validation-mlogloss:2.43684
[40]	train-mlogloss:2.45470	validation-mlogloss:2.43126
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[42]	train-mlogloss:2.44535	validation-mlogloss:2.42141
[43]	train-mlogloss:2.44064	validation-mlogloss:2.41618
[44]	train-mlogloss:2.43593	validation-mlogloss:2.41089
[45]	train-mlogloss:2.43115	validation-mlogloss:2.40585
[46]	train-mlogloss:2.42670	validation-mlogloss:2.40090
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[48]	train-mlogloss:2.41754	validation-mlogloss:2.39065
[49]	train-mlogloss:2.41278	validation-mlogloss:2.38521
[50]	train-mlogloss:2.40820	validation-mlogloss:2.38007
[51]	train-mlogloss:2.40404	validation-mlogloss:2.37551
[52]	train-mlogloss:2.39967	validation-mlogloss:2.37072
[53]	train-mlogloss:2.39538	validation-mlogloss:2.36591
[54]	train-mlogloss:2.39113	validation-mlogloss:2.36138
[55]	train-mlogloss:2.38688	validation-mlogloss:2.35679
[56]	train-mlogloss:2.38254	validation-mlogloss:2.35195
[57]	train-mlogloss:2.37830	validation-mlogloss:2.34722
[58]	train-mlogloss:2.37390	validation-mlogloss:2.34220
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[60]	train-mlogloss:2.36599	validation-mlogloss:2.33355
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[62]	train-mlogloss:2.35805	validation-mlogloss:2.32485
[63]	train-mlogloss:2.35385	validation-mlogloss:2.32042
[64]	train-mlogloss:2.34992	validation-mlogloss:2.31607
[65]	train-mlogloss:2.34614	validation-mlogloss:2.31199
[66]	train-mlogloss:2.34228	validation-mlogloss:2.30787
[67]	train-mlogloss:2.33835	validation-mlogloss:2.30364
[68]	train-mlogloss:2.33447	validation-mlogloss:2.29934
[69]	train-mlogloss:2.33082	validation-mlogloss:2.29553
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[72]	train-mlogloss:2.32013	validation-mlogloss:2.28371
[73]	train-mlogloss:2.31647	validation-mlogloss:2.27961
[74]	train-mlogloss:2.31283	validation-mlogloss:2.27557
[75]	train-mlogloss:2.30929	validation-mlogloss:2.27170
[76]	train-mlogloss:2.30584	validation-mlogloss:2.26807
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[104]	train-mlogloss:2.21929	validation-mlogloss:2.17585
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[110]	train-mlogloss:2.20317	validation-mlogloss:2.15862
[111]	train-mlogloss:2.20057	validation-mlogloss:2.15581
[112]	train-mlogloss:2.19799	validation-mlogloss:2.15285
[113]	train-mlogloss:2.19552	validation-mlogloss:2.15021
[114]	train-mlogloss:2.19287	validation-mlogloss:2.14705
[115]	train-mlogloss:2.19038	validation-mlogloss:2.14424
[116]	train-mlogloss:2.18774	validation-mlogloss:2.14156
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[131]	train-mlogloss:2.15216	validation-mlogloss:2.10492
[132]	train-mlogloss:2.14995	validation-mlogloss:2.10251
[133]	train-mlogloss:2.14777	validation-mlogloss:2.10011
[134]	train-mlogloss:2.14562	validation-mlogloss:2.09797
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[136]	train-mlogloss:2.14134	validation-mlogloss:2.09356
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[139]	train-mlogloss:2.13482	validation-mlogloss:2.08680
[140]	train-mlogloss:2.13279	validation-mlogloss:2.08466
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[146]	train-mlogloss:2.12064	validation-mlogloss:2.07286
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[149]	train-mlogloss:2.11471	validation-mlogloss:2.06714
[150]	train-mlogloss:2.11270	validation-mlogloss:2.06524
[151]	train-mlogloss:2.11070	validation-mlogloss:2.06323
[152]	train-mlogloss:2.10867	validation-mlogloss:2.06094
[153]	train-mlogloss:2.10675	validation-mlogloss:2.05902
[154]	train-mlogloss:2.10485	validation-mlogloss:2.05714
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[396]	train-mlogloss:1.84438	validation-mlogloss:1.82921
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[398]	train-mlogloss:1.84323	validation-mlogloss:1.82835
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[402]	train-mlogloss:1.84119	validation-mlogloss:1.82723
[403]	train-mlogloss:1.84059	validation-mlogloss:1.82674
[404]	train-mlogloss:1.83994	validation-mlogloss:1.82635
[405]	train-mlogloss:1.83942	validation-mlogloss:1.82610
[406]	train-mlogloss:1.83895	validation-mlogloss:1.82575
[407]	train-mlogloss:1.83845	validation-mlogloss:1.82540
[408]	train-mlogloss:1.83790	validation-mlogloss:1.82523
[409]	train-mlogloss:1.83735	validation-mlogloss:1.82476
[410]	train-mlogloss:1.83690	validation-mlogloss:1.82445
[411]	train-mlogloss:1.83639	validation-mlogloss:1.82414
[412]	train-mlogloss:1.83585	validation-mlogloss:1.82371
[413]	train-mlogloss:1.83532	validation-mlogloss:1.82349
[414]	train-mlogloss:1.83488	validation-mlogloss:1.82324
[415]	train-mlogloss:1.83445	validation-mlogloss:1.82304
[416]	train-mlogloss:1.83391	validation-mlogloss:1.82261
[417]	train-mlogloss:1.83342	validation-mlogloss:1.82225
[418]	train-mlogloss:1.83294	validation-mlogloss:1.82215
[419]	train-mlogloss:1.83255	validation-mlogloss:1.82194
Saved model to disk.
2025-11-06 21:50:54.150253: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:50:54.161403: 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 00:00:1762462254.174342 1831382 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462254.178432 1831382 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462254.188163 1831382 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462254.188180 1831382 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462254.188182 1831382 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462254.188183 1831382 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:50:54.191284: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70049	validation-mlogloss:2.70025
[1]	train-mlogloss:2.69315	validation-mlogloss:2.69242
[2]	train-mlogloss:2.68568	validation-mlogloss:2.68412
[3]	train-mlogloss:2.67836	validation-mlogloss:2.67627
[4]	train-mlogloss:2.67119	validation-mlogloss:2.66867
[5]	train-mlogloss:2.66406	validation-mlogloss:2.66103
[6]	train-mlogloss:2.65687	validation-mlogloss:2.65327
[7]	train-mlogloss:2.64988	validation-mlogloss:2.64559
[8]	train-mlogloss:2.64314	validation-mlogloss:2.63859
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[309]	train-mlogloss:1.90631	validation-mlogloss:1.87694
[310]	train-mlogloss:1.90537	validation-mlogloss:1.87615
[311]	train-mlogloss:1.90454	validation-mlogloss:1.87527
[312]	train-mlogloss:1.90364	validation-mlogloss:1.87455
[313]	train-mlogloss:1.90272	validation-mlogloss:1.87371
[314]	train-mlogloss:1.90188	validation-mlogloss:1.87300
[315]	train-mlogloss:1.90107	validation-mlogloss:1.87239
[316]	train-mlogloss:1.90025	validation-mlogloss:1.87151
[317]	train-mlogloss:1.89948	validation-mlogloss:1.87084
[318]	train-mlogloss:1.89863	validation-mlogloss:1.86995
[319]	train-mlogloss:1.89772	validation-mlogloss:1.86932
[320]	train-mlogloss:1.89687	validation-mlogloss:1.86862
[321]	train-mlogloss:1.89601	validation-mlogloss:1.86789
[322]	train-mlogloss:1.89526	validation-mlogloss:1.86735
[323]	train-mlogloss:1.89442	validation-mlogloss:1.86657
[324]	train-mlogloss:1.89359	validation-mlogloss:1.86596
[325]	train-mlogloss:1.89284	validation-mlogloss:1.86533
[326]	train-mlogloss:1.89194	validation-mlogloss:1.86452
[327]	train-mlogloss:1.89110	validation-mlogloss:1.86396
[328]	train-mlogloss:1.89038	validation-mlogloss:1.86333
[329]	train-mlogloss:1.88954	validation-mlogloss:1.86257
[330]	train-mlogloss:1.88874	validation-mlogloss:1.86191
[331]	train-mlogloss:1.88800	validation-mlogloss:1.86139
[332]	train-mlogloss:1.88720	validation-mlogloss:1.86074
[333]	train-mlogloss:1.88643	validation-mlogloss:1.86006
[334]	train-mlogloss:1.88567	validation-mlogloss:1.85953
[335]	train-mlogloss:1.88484	validation-mlogloss:1.85892
[336]	train-mlogloss:1.88409	validation-mlogloss:1.85837
[337]	train-mlogloss:1.88330	validation-mlogloss:1.85791
[338]	train-mlogloss:1.88248	validation-mlogloss:1.85737
[339]	train-mlogloss:1.88176	validation-mlogloss:1.85692
[340]	train-mlogloss:1.88102	validation-mlogloss:1.85650
[341]	train-mlogloss:1.88028	validation-mlogloss:1.85584
[342]	train-mlogloss:1.87954	validation-mlogloss:1.85524
[343]	train-mlogloss:1.87882	validation-mlogloss:1.85483
[344]	train-mlogloss:1.87810	validation-mlogloss:1.85418
[345]	train-mlogloss:1.87741	validation-mlogloss:1.85377
[346]	train-mlogloss:1.87669	validation-mlogloss:1.85332
[347]	train-mlogloss:1.87598	validation-mlogloss:1.85267
[348]	train-mlogloss:1.87518	validation-mlogloss:1.85202
[349]	train-mlogloss:1.87449	validation-mlogloss:1.85149
[350]	train-mlogloss:1.87381	validation-mlogloss:1.85097
[351]	train-mlogloss:1.87314	validation-mlogloss:1.85048
[352]	train-mlogloss:1.87237	validation-mlogloss:1.84995
[353]	train-mlogloss:1.87166	validation-mlogloss:1.84939
[354]	train-mlogloss:1.87092	validation-mlogloss:1.84895
[355]	train-mlogloss:1.87025	validation-mlogloss:1.84852
[356]	train-mlogloss:1.86946	validation-mlogloss:1.84795
[357]	train-mlogloss:1.86882	validation-mlogloss:1.84752
[358]	train-mlogloss:1.86815	validation-mlogloss:1.84706
[359]	train-mlogloss:1.86753	validation-mlogloss:1.84667
[360]	train-mlogloss:1.86678	validation-mlogloss:1.84604
[361]	train-mlogloss:1.86611	validation-mlogloss:1.84550
[362]	train-mlogloss:1.86554	validation-mlogloss:1.84493
[363]	train-mlogloss:1.86492	validation-mlogloss:1.84446
[364]	train-mlogloss:1.86425	validation-mlogloss:1.84396
[365]	train-mlogloss:1.86358	validation-mlogloss:1.84343
[366]	train-mlogloss:1.86292	validation-mlogloss:1.84290
[367]	train-mlogloss:1.86232	validation-mlogloss:1.84247
[368]	train-mlogloss:1.86173	validation-mlogloss:1.84208
[369]	train-mlogloss:1.86114	validation-mlogloss:1.84163
[370]	train-mlogloss:1.86046	validation-mlogloss:1.84113
[371]	train-mlogloss:1.85984	validation-mlogloss:1.84087
[372]	train-mlogloss:1.85919	validation-mlogloss:1.84042
[373]	train-mlogloss:1.85853	validation-mlogloss:1.84003
[374]	train-mlogloss:1.85792	validation-mlogloss:1.83950
[375]	train-mlogloss:1.85723	validation-mlogloss:1.83886
[376]	train-mlogloss:1.85659	validation-mlogloss:1.83850
[377]	train-mlogloss:1.85600	validation-mlogloss:1.83797
[378]	train-mlogloss:1.85529	validation-mlogloss:1.83747
[379]	train-mlogloss:1.85464	validation-mlogloss:1.83709
[380]	train-mlogloss:1.85408	validation-mlogloss:1.83666
[381]	train-mlogloss:1.85337	validation-mlogloss:1.83613
[382]	train-mlogloss:1.85274	validation-mlogloss:1.83570
[383]	train-mlogloss:1.85207	validation-mlogloss:1.83518
[384]	train-mlogloss:1.85144	validation-mlogloss:1.83474
[385]	train-mlogloss:1.85095	validation-mlogloss:1.83457
[386]	train-mlogloss:1.85027	validation-mlogloss:1.83407
[387]	train-mlogloss:1.84975	validation-mlogloss:1.83367
[388]	train-mlogloss:1.84909	validation-mlogloss:1.83329
[389]	train-mlogloss:1.84846	validation-mlogloss:1.83282
[390]	train-mlogloss:1.84786	validation-mlogloss:1.83243
[391]	train-mlogloss:1.84733	validation-mlogloss:1.83202
[392]	train-mlogloss:1.84679	validation-mlogloss:1.83154
[393]	train-mlogloss:1.84621	validation-mlogloss:1.83112
[394]	train-mlogloss:1.84561	validation-mlogloss:1.83084
[395]	train-mlogloss:1.84501	validation-mlogloss:1.83034
[396]	train-mlogloss:1.84447	validation-mlogloss:1.83005
[397]	train-mlogloss:1.84397	validation-mlogloss:1.82984
[398]	train-mlogloss:1.84350	validation-mlogloss:1.82968
[399]	train-mlogloss:1.84298	validation-mlogloss:1.82935
[400]	train-mlogloss:1.84242	validation-mlogloss:1.82891
[401]	train-mlogloss:1.84187	validation-mlogloss:1.82838
[402]	train-mlogloss:1.84129	validation-mlogloss:1.82783
[403]	train-mlogloss:1.84077	validation-mlogloss:1.82744
[404]	train-mlogloss:1.84013	validation-mlogloss:1.82701
[405]	train-mlogloss:1.83963	validation-mlogloss:1.82671
[406]	train-mlogloss:1.83905	validation-mlogloss:1.82625
[407]	train-mlogloss:1.83860	validation-mlogloss:1.82597
[408]	train-mlogloss:1.83812	validation-mlogloss:1.82556
[409]	train-mlogloss:1.83754	validation-mlogloss:1.82512
[410]	train-mlogloss:1.83699	validation-mlogloss:1.82465
[411]	train-mlogloss:1.83647	validation-mlogloss:1.82436
[412]	train-mlogloss:1.83602	validation-mlogloss:1.82408
[413]	train-mlogloss:1.83555	validation-mlogloss:1.82369
[414]	train-mlogloss:1.83508	validation-mlogloss:1.82341
[415]	train-mlogloss:1.83456	validation-mlogloss:1.82297
[416]	train-mlogloss:1.83397	validation-mlogloss:1.82253
[417]	train-mlogloss:1.83336	validation-mlogloss:1.82212
[418]	train-mlogloss:1.83292	validation-mlogloss:1.82171
[419]	train-mlogloss:1.83236	validation-mlogloss:1.82134
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.25 [%]
Global accuracy score (test) = 44.14 [%]
Global F1 score (train) = 43.75 [%]
Global F1 score (test) = 43.32 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.42      0.45      0.43       184
       CAMINAR USUAL SPEED       0.33      0.16      0.22       184
            CAMINAR ZIGZAG       0.32      0.54      0.40       184
          DE PIE BARRIENDO       0.71      0.40      0.51       184
   DE PIE DOBLANDO TOALLAS       0.45      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.31      0.24       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.66      0.58      0.62       184
           SENTADO LEYENDO       0.47      0.41      0.44       184
         SENTADO USANDO PC       0.29      0.14      0.19       184
      SENTADO VIENDO LA TV       0.25      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.61      0.56      0.58       184
                    TROTAR       0.66      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 19: 44.14 [%]
F1-score capturado en la ejecución 19: 43.32 [%]

=== EJECUCIÓN 20 ===

--- TRAIN (ejecución 20) ---

--- TEST (ejecución 20) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.28 [%]
Global accuracy score (test) = 44.5 [%]
Global F1 score (train) = 43.83 [%]
Global F1 score (test) = 43.77 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.71      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.47      0.45       184
       CAMINAR USUAL SPEED       0.34      0.18      0.23       184
            CAMINAR ZIGZAG       0.32      0.53      0.40       184
          DE PIE BARRIENDO       0.71      0.40      0.51       184
   DE PIE DOBLANDO TOALLAS       0.45      0.43      0.44       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.39       184
          DE PIE USANDO PC       0.21      0.33      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.57      0.61       184
           SENTADO LEYENDO       0.48      0.41      0.45       184
         SENTADO USANDO PC       0.29      0.15      0.20       184
      SENTADO VIENDO LA TV       0.27      0.17      0.21       184
   SUBIR Y BAJAR ESCALERAS       0.62      0.56      0.59       184
                    TROTAR       0.65      0.55      0.60       161

                  accuracy                           0.45      2737
                 macro avg       0.46      0.45      0.44      2737
              weighted avg       0.46      0.45      0.44      2737


Accuracy capturado en la ejecución 20: 44.5 [%]
F1-score capturado en la ejecución 20: 43.77 [%]

=== EJECUCIÓN 21 ===

--- TRAIN (ejecución 21) ---

--- TEST (ejecución 21) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.31 [%]
Global accuracy score (test) = 44.25 [%]
Global F1 score (train) = 43.8 [%]
Global F1 score (test) = 43.44 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.46      0.45       184
       CAMINAR USUAL SPEED       0.33      0.16      0.22       184
            CAMINAR ZIGZAG       0.31      0.53      0.39       184
          DE PIE BARRIENDO       0.74      0.40      0.52       184
   DE PIE DOBLANDO TOALLAS       0.44      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.40      0.40      0.40       184
          DE PIE USANDO PC       0.20      0.33      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.47      0.40      0.43       184
         SENTADO USANDO PC       0.25      0.12      0.17       184
      SENTADO VIENDO LA TV       0.25      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.56      0.59       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 21: 44.25 [%]
F1-score capturado en la ejecución 21: 43.44 [%]

=== EJECUCIÓN 22 ===

--- TRAIN (ejecución 22) ---

--- TEST (ejecución 22) ---
2025-11-06 21:51:16.060061: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:51:16.071482: 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 00:00:1762462276.084635 1831750 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462276.088551 1831750 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462276.098736 1831750 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462276.098756 1831750 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462276.098757 1831750 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462276.098758 1831750 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:51:16.101863: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70060	validation-mlogloss:2.70034
[1]	train-mlogloss:2.69332	validation-mlogloss:2.69274
[2]	train-mlogloss:2.68564	validation-mlogloss:2.68473
[3]	train-mlogloss:2.67812	validation-mlogloss:2.67678
[4]	train-mlogloss:2.67067	validation-mlogloss:2.66856
[5]	train-mlogloss:2.66346	validation-mlogloss:2.66085
[6]	train-mlogloss:2.65595	validation-mlogloss:2.65251
[7]	train-mlogloss:2.64894	validation-mlogloss:2.64499
[8]	train-mlogloss:2.64168	validation-mlogloss:2.63706
[9]	train-mlogloss:2.63483	validation-mlogloss:2.62963
[10]	train-mlogloss:2.62816	validation-mlogloss:2.62209
[11]	train-mlogloss:2.62135	validation-mlogloss:2.61483
[12]	train-mlogloss:2.61453	validation-mlogloss:2.60726
[13]	train-mlogloss:2.60778	validation-mlogloss:2.60016
[14]	train-mlogloss:2.60149	validation-mlogloss:2.59335
[15]	train-mlogloss:2.59481	validation-mlogloss:2.58575
[16]	train-mlogloss:2.58826	validation-mlogloss:2.57834
[17]	train-mlogloss:2.58205	validation-mlogloss:2.57177
[18]	train-mlogloss:2.57573	validation-mlogloss:2.56450
[19]	train-mlogloss:2.56931	validation-mlogloss:2.55744
[20]	train-mlogloss:2.56337	validation-mlogloss:2.55103
[21]	train-mlogloss:2.55718	validation-mlogloss:2.54421
[22]	train-mlogloss:2.55136	validation-mlogloss:2.53795
[23]	train-mlogloss:2.54559	validation-mlogloss:2.53178
[24]	train-mlogloss:2.53976	validation-mlogloss:2.52552
[25]	train-mlogloss:2.53398	validation-mlogloss:2.51912
[26]	train-mlogloss:2.52807	validation-mlogloss:2.51250
[27]	train-mlogloss:2.52209	validation-mlogloss:2.50586
[28]	train-mlogloss:2.51629	validation-mlogloss:2.49932
[29]	train-mlogloss:2.51092	validation-mlogloss:2.49358
[30]	train-mlogloss:2.50518	validation-mlogloss:2.48718
[31]	train-mlogloss:2.49998	validation-mlogloss:2.48167
[32]	train-mlogloss:2.49467	validation-mlogloss:2.47600
[33]	train-mlogloss:2.48952	validation-mlogloss:2.47022
[34]	train-mlogloss:2.48463	validation-mlogloss:2.46495
[35]	train-mlogloss:2.47945	validation-mlogloss:2.45922
[36]	train-mlogloss:2.47435	validation-mlogloss:2.45354
[37]	train-mlogloss:2.46924	validation-mlogloss:2.44814
[38]	train-mlogloss:2.46424	validation-mlogloss:2.44259
[39]	train-mlogloss:2.45939	validation-mlogloss:2.43725
[40]	train-mlogloss:2.45455	validation-mlogloss:2.43192
[41]	train-mlogloss:2.44956	validation-mlogloss:2.42667
[42]	train-mlogloss:2.44481	validation-mlogloss:2.42154
[43]	train-mlogloss:2.44013	validation-mlogloss:2.41661
[44]	train-mlogloss:2.43556	validation-mlogloss:2.41155
[45]	train-mlogloss:2.43093	validation-mlogloss:2.40657
[46]	train-mlogloss:2.42631	validation-mlogloss:2.40150
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[347]	train-mlogloss:1.87498	validation-mlogloss:1.85136
[348]	train-mlogloss:1.87423	validation-mlogloss:1.85093
[349]	train-mlogloss:1.87353	validation-mlogloss:1.85046
[350]	train-mlogloss:1.87285	validation-mlogloss:1.85010
[351]	train-mlogloss:1.87219	validation-mlogloss:1.84965
[352]	train-mlogloss:1.87141	validation-mlogloss:1.84879
[353]	train-mlogloss:1.87063	validation-mlogloss:1.84810
[354]	train-mlogloss:1.86986	validation-mlogloss:1.84752
[355]	train-mlogloss:1.86908	validation-mlogloss:1.84690
[356]	train-mlogloss:1.86851	validation-mlogloss:1.84650
[357]	train-mlogloss:1.86785	validation-mlogloss:1.84603
[358]	train-mlogloss:1.86723	validation-mlogloss:1.84573
[359]	train-mlogloss:1.86652	validation-mlogloss:1.84510
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[367]	train-mlogloss:1.86105	validation-mlogloss:1.84116
[368]	train-mlogloss:1.86040	validation-mlogloss:1.84074
[369]	train-mlogloss:1.85969	validation-mlogloss:1.84014
[370]	train-mlogloss:1.85903	validation-mlogloss:1.83995
[371]	train-mlogloss:1.85834	validation-mlogloss:1.83961
[372]	train-mlogloss:1.85770	validation-mlogloss:1.83917
[373]	train-mlogloss:1.85714	validation-mlogloss:1.83884
[374]	train-mlogloss:1.85651	validation-mlogloss:1.83840
[375]	train-mlogloss:1.85585	validation-mlogloss:1.83799
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[380]	train-mlogloss:1.85258	validation-mlogloss:1.83588
[381]	train-mlogloss:1.85194	validation-mlogloss:1.83552
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[383]	train-mlogloss:1.85063	validation-mlogloss:1.83459
[384]	train-mlogloss:1.84998	validation-mlogloss:1.83426
[385]	train-mlogloss:1.84940	validation-mlogloss:1.83388
[386]	train-mlogloss:1.84883	validation-mlogloss:1.83354
[387]	train-mlogloss:1.84823	validation-mlogloss:1.83314
[388]	train-mlogloss:1.84771	validation-mlogloss:1.83289
[389]	train-mlogloss:1.84707	validation-mlogloss:1.83244
[390]	train-mlogloss:1.84642	validation-mlogloss:1.83216
[391]	train-mlogloss:1.84574	validation-mlogloss:1.83172
[392]	train-mlogloss:1.84523	validation-mlogloss:1.83129
[393]	train-mlogloss:1.84464	validation-mlogloss:1.83092
[394]	train-mlogloss:1.84408	validation-mlogloss:1.83063
[395]	train-mlogloss:1.84363	validation-mlogloss:1.83037
[396]	train-mlogloss:1.84308	validation-mlogloss:1.82987
[397]	train-mlogloss:1.84246	validation-mlogloss:1.82952
[398]	train-mlogloss:1.84189	validation-mlogloss:1.82910
[399]	train-mlogloss:1.84136	validation-mlogloss:1.82877
[400]	train-mlogloss:1.84078	validation-mlogloss:1.82823
[401]	train-mlogloss:1.84032	validation-mlogloss:1.82794
[402]	train-mlogloss:1.83984	validation-mlogloss:1.82764
[403]	train-mlogloss:1.83928	validation-mlogloss:1.82719
[404]	train-mlogloss:1.83873	validation-mlogloss:1.82686
[405]	train-mlogloss:1.83818	validation-mlogloss:1.82641
[406]	train-mlogloss:1.83764	validation-mlogloss:1.82610
[407]	train-mlogloss:1.83715	validation-mlogloss:1.82582
[408]	train-mlogloss:1.83653	validation-mlogloss:1.82543
[409]	train-mlogloss:1.83601	validation-mlogloss:1.82502
[410]	train-mlogloss:1.83544	validation-mlogloss:1.82468
[411]	train-mlogloss:1.83493	validation-mlogloss:1.82437
[412]	train-mlogloss:1.83443	validation-mlogloss:1.82398
[413]	train-mlogloss:1.83390	validation-mlogloss:1.82365
[414]	train-mlogloss:1.83333	validation-mlogloss:1.82326
[415]	train-mlogloss:1.83280	validation-mlogloss:1.82284
[416]	train-mlogloss:1.83222	validation-mlogloss:1.82238
[417]	train-mlogloss:1.83166	validation-mlogloss:1.82196
[418]	train-mlogloss:1.83123	validation-mlogloss:1.82174
[419]	train-mlogloss:1.83065	validation-mlogloss:1.82122
Saved model to disk.
2025-11-06 21:51:38.455716: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:51:38.467041: 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 00:00:1762462298.480182 1832141 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462298.484295 1832141 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462298.494119 1832141 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462298.494134 1832141 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462298.494136 1832141 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462298.494137 1832141 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:51:38.497333: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[1]	train-mlogloss:2.69401	validation-mlogloss:2.69254
[2]	train-mlogloss:2.68681	validation-mlogloss:2.68495
[3]	train-mlogloss:2.67958	validation-mlogloss:2.67742
[4]	train-mlogloss:2.67235	validation-mlogloss:2.66976
[5]	train-mlogloss:2.66523	validation-mlogloss:2.66216
[6]	train-mlogloss:2.65819	validation-mlogloss:2.65451
[7]	train-mlogloss:2.65119	validation-mlogloss:2.64707
[8]	train-mlogloss:2.64390	validation-mlogloss:2.63897
[9]	train-mlogloss:2.63702	validation-mlogloss:2.63184
[10]	train-mlogloss:2.62981	validation-mlogloss:2.62390
[11]	train-mlogloss:2.62267	validation-mlogloss:2.61607
[12]	train-mlogloss:2.61589	validation-mlogloss:2.60861
[13]	train-mlogloss:2.60932	validation-mlogloss:2.60155
[14]	train-mlogloss:2.60258	validation-mlogloss:2.59397
[15]	train-mlogloss:2.59607	validation-mlogloss:2.58683
[16]	train-mlogloss:2.58959	validation-mlogloss:2.57979
[17]	train-mlogloss:2.58330	validation-mlogloss:2.57293
[18]	train-mlogloss:2.57705	validation-mlogloss:2.56621
[19]	train-mlogloss:2.57084	validation-mlogloss:2.55928
[20]	train-mlogloss:2.56475	validation-mlogloss:2.55264
[21]	train-mlogloss:2.55893	validation-mlogloss:2.54660
[22]	train-mlogloss:2.55308	validation-mlogloss:2.54041
[23]	train-mlogloss:2.54724	validation-mlogloss:2.53409
[24]	train-mlogloss:2.54127	validation-mlogloss:2.52761
[25]	train-mlogloss:2.53576	validation-mlogloss:2.52142
[26]	train-mlogloss:2.53007	validation-mlogloss:2.51517
[27]	train-mlogloss:2.52448	validation-mlogloss:2.50910
[28]	train-mlogloss:2.51871	validation-mlogloss:2.50255
[29]	train-mlogloss:2.51340	validation-mlogloss:2.49685
[30]	train-mlogloss:2.50772	validation-mlogloss:2.49054
[31]	train-mlogloss:2.50234	validation-mlogloss:2.48471
[32]	train-mlogloss:2.49693	validation-mlogloss:2.47877
[33]	train-mlogloss:2.49159	validation-mlogloss:2.47294
[34]	train-mlogloss:2.48646	validation-mlogloss:2.46743
[35]	train-mlogloss:2.48136	validation-mlogloss:2.46189
[36]	train-mlogloss:2.47644	validation-mlogloss:2.45675
[37]	train-mlogloss:2.47158	validation-mlogloss:2.45150
[38]	train-mlogloss:2.46657	validation-mlogloss:2.44615
[39]	train-mlogloss:2.46168	validation-mlogloss:2.44051
[40]	train-mlogloss:2.45676	validation-mlogloss:2.43489
[41]	train-mlogloss:2.45215	validation-mlogloss:2.43000
[42]	train-mlogloss:2.44725	validation-mlogloss:2.42466
[43]	train-mlogloss:2.44272	validation-mlogloss:2.41988
[44]	train-mlogloss:2.43779	validation-mlogloss:2.41422
[45]	train-mlogloss:2.43314	validation-mlogloss:2.40913
[46]	train-mlogloss:2.42862	validation-mlogloss:2.40428
[47]	train-mlogloss:2.42386	validation-mlogloss:2.39891
[48]	train-mlogloss:2.41932	validation-mlogloss:2.39392
[49]	train-mlogloss:2.41489	validation-mlogloss:2.38922
[50]	train-mlogloss:2.41055	validation-mlogloss:2.38480
[51]	train-mlogloss:2.40615	validation-mlogloss:2.38004
[52]	train-mlogloss:2.40183	validation-mlogloss:2.37515
[53]	train-mlogloss:2.39743	validation-mlogloss:2.37065
[54]	train-mlogloss:2.39328	validation-mlogloss:2.36618
[55]	train-mlogloss:2.38925	validation-mlogloss:2.36195
[56]	train-mlogloss:2.38493	validation-mlogloss:2.35725
[57]	train-mlogloss:2.38069	validation-mlogloss:2.35214
[58]	train-mlogloss:2.37670	validation-mlogloss:2.34799
[59]	train-mlogloss:2.37250	validation-mlogloss:2.34359
[60]	train-mlogloss:2.36840	validation-mlogloss:2.33897
[61]	train-mlogloss:2.36433	validation-mlogloss:2.33465
[62]	train-mlogloss:2.36041	validation-mlogloss:2.33063
[63]	train-mlogloss:2.35630	validation-mlogloss:2.32618
[64]	train-mlogloss:2.35253	validation-mlogloss:2.32213
[65]	train-mlogloss:2.34839	validation-mlogloss:2.31728
[66]	train-mlogloss:2.34450	validation-mlogloss:2.31319
[67]	train-mlogloss:2.34068	validation-mlogloss:2.30909
[68]	train-mlogloss:2.33676	validation-mlogloss:2.30464
[69]	train-mlogloss:2.33303	validation-mlogloss:2.30074
[70]	train-mlogloss:2.32929	validation-mlogloss:2.29677
[71]	train-mlogloss:2.32551	validation-mlogloss:2.29268
[72]	train-mlogloss:2.32170	validation-mlogloss:2.28839
[73]	train-mlogloss:2.31803	validation-mlogloss:2.28445
[74]	train-mlogloss:2.31461	validation-mlogloss:2.28090
[75]	train-mlogloss:2.31109	validation-mlogloss:2.27693
[76]	train-mlogloss:2.30756	validation-mlogloss:2.27292
[77]	train-mlogloss:2.30425	validation-mlogloss:2.26956
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[79]	train-mlogloss:2.29724	validation-mlogloss:2.26159
[80]	train-mlogloss:2.29403	validation-mlogloss:2.25821
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[84]	train-mlogloss:2.28074	validation-mlogloss:2.24365
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[86]	train-mlogloss:2.27405	validation-mlogloss:2.23658
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[90]	train-mlogloss:2.26146	validation-mlogloss:2.22273
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[92]	train-mlogloss:2.25527	validation-mlogloss:2.21564
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[94]	train-mlogloss:2.24907	validation-mlogloss:2.20883
[95]	train-mlogloss:2.24614	validation-mlogloss:2.20591
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[102]	train-mlogloss:2.22633	validation-mlogloss:2.18464
[103]	train-mlogloss:2.22335	validation-mlogloss:2.18125
[104]	train-mlogloss:2.22048	validation-mlogloss:2.17820
[105]	train-mlogloss:2.21765	validation-mlogloss:2.17508
[106]	train-mlogloss:2.21486	validation-mlogloss:2.17206
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[110]	train-mlogloss:2.20443	validation-mlogloss:2.16087
[111]	train-mlogloss:2.20175	validation-mlogloss:2.15786
[112]	train-mlogloss:2.19910	validation-mlogloss:2.15511
[113]	train-mlogloss:2.19664	validation-mlogloss:2.15262
[114]	train-mlogloss:2.19402	validation-mlogloss:2.14997
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[116]	train-mlogloss:2.18856	validation-mlogloss:2.14381
[117]	train-mlogloss:2.18606	validation-mlogloss:2.14130
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[122]	train-mlogloss:2.17395	validation-mlogloss:2.12902
[123]	train-mlogloss:2.17159	validation-mlogloss:2.12640
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[125]	train-mlogloss:2.16690	validation-mlogloss:2.12151
[126]	train-mlogloss:2.16444	validation-mlogloss:2.11909
[127]	train-mlogloss:2.16204	validation-mlogloss:2.11646
[128]	train-mlogloss:2.15977	validation-mlogloss:2.11413
[129]	train-mlogloss:2.15767	validation-mlogloss:2.11206
[130]	train-mlogloss:2.15540	validation-mlogloss:2.10954
[131]	train-mlogloss:2.15324	validation-mlogloss:2.10751
[132]	train-mlogloss:2.15108	validation-mlogloss:2.10521
[133]	train-mlogloss:2.14877	validation-mlogloss:2.10268
[134]	train-mlogloss:2.14647	validation-mlogloss:2.10017
[135]	train-mlogloss:2.14422	validation-mlogloss:2.09791
[136]	train-mlogloss:2.14201	validation-mlogloss:2.09562
[137]	train-mlogloss:2.13996	validation-mlogloss:2.09361
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[139]	train-mlogloss:2.13553	validation-mlogloss:2.08888
[140]	train-mlogloss:2.13344	validation-mlogloss:2.08652
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[144]	train-mlogloss:2.12549	validation-mlogloss:2.07856
[145]	train-mlogloss:2.12350	validation-mlogloss:2.07672
[146]	train-mlogloss:2.12124	validation-mlogloss:2.07431
[147]	train-mlogloss:2.11910	validation-mlogloss:2.07192
[148]	train-mlogloss:2.11718	validation-mlogloss:2.06994
[149]	train-mlogloss:2.11504	validation-mlogloss:2.06761
[150]	train-mlogloss:2.11298	validation-mlogloss:2.06576
[151]	train-mlogloss:2.11093	validation-mlogloss:2.06370
[152]	train-mlogloss:2.10900	validation-mlogloss:2.06170
[153]	train-mlogloss:2.10705	validation-mlogloss:2.05975
[154]	train-mlogloss:2.10501	validation-mlogloss:2.05758
[155]	train-mlogloss:2.10321	validation-mlogloss:2.05587
[156]	train-mlogloss:2.10136	validation-mlogloss:2.05387
[157]	train-mlogloss:2.09956	validation-mlogloss:2.05220
[158]	train-mlogloss:2.09764	validation-mlogloss:2.05027
[159]	train-mlogloss:2.09563	validation-mlogloss:2.04826
[160]	train-mlogloss:2.09377	validation-mlogloss:2.04633
[161]	train-mlogloss:2.09180	validation-mlogloss:2.04426
[162]	train-mlogloss:2.08997	validation-mlogloss:2.04242
[163]	train-mlogloss:2.08817	validation-mlogloss:2.04048
[164]	train-mlogloss:2.08633	validation-mlogloss:2.03880
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[187]	train-mlogloss:2.04766	validation-mlogloss:2.00111
[188]	train-mlogloss:2.04596	validation-mlogloss:1.99944
[189]	train-mlogloss:2.04443	validation-mlogloss:1.99788
[190]	train-mlogloss:2.04278	validation-mlogloss:1.99620
[191]	train-mlogloss:2.04117	validation-mlogloss:1.99442
[192]	train-mlogloss:2.03964	validation-mlogloss:1.99301
[193]	train-mlogloss:2.03823	validation-mlogloss:1.99182
[194]	train-mlogloss:2.03671	validation-mlogloss:1.99040
[195]	train-mlogloss:2.03517	validation-mlogloss:1.98884
[196]	train-mlogloss:2.03365	validation-mlogloss:1.98737
[197]	train-mlogloss:2.03219	validation-mlogloss:1.98599
[198]	train-mlogloss:2.03066	validation-mlogloss:1.98452
[199]	train-mlogloss:2.02920	validation-mlogloss:1.98320
[200]	train-mlogloss:2.02788	validation-mlogloss:1.98202
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[271]	train-mlogloss:1.94132	validation-mlogloss:1.90351
[272]	train-mlogloss:1.94024	validation-mlogloss:1.90256
[273]	train-mlogloss:1.93927	validation-mlogloss:1.90162
[274]	train-mlogloss:1.93823	validation-mlogloss:1.90072
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[276]	train-mlogloss:1.93633	validation-mlogloss:1.89911
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[352]	train-mlogloss:1.87205	validation-mlogloss:1.84796
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[370]	train-mlogloss:1.85982	validation-mlogloss:1.83916
[371]	train-mlogloss:1.85923	validation-mlogloss:1.83863
[372]	train-mlogloss:1.85863	validation-mlogloss:1.83825
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[380]	train-mlogloss:1.85361	validation-mlogloss:1.83457
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[384]	train-mlogloss:1.85111	validation-mlogloss:1.83280
[385]	train-mlogloss:1.85056	validation-mlogloss:1.83239
[386]	train-mlogloss:1.84995	validation-mlogloss:1.83210
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[388]	train-mlogloss:1.84893	validation-mlogloss:1.83155
[389]	train-mlogloss:1.84835	validation-mlogloss:1.83124
[390]	train-mlogloss:1.84778	validation-mlogloss:1.83076
[391]	train-mlogloss:1.84725	validation-mlogloss:1.83041
[392]	train-mlogloss:1.84663	validation-mlogloss:1.82990
[393]	train-mlogloss:1.84602	validation-mlogloss:1.82953
[394]	train-mlogloss:1.84540	validation-mlogloss:1.82905
[395]	train-mlogloss:1.84494	validation-mlogloss:1.82891
[396]	train-mlogloss:1.84436	validation-mlogloss:1.82838
[397]	train-mlogloss:1.84378	validation-mlogloss:1.82788
[398]	train-mlogloss:1.84317	validation-mlogloss:1.82743
[399]	train-mlogloss:1.84267	validation-mlogloss:1.82716
[400]	train-mlogloss:1.84210	validation-mlogloss:1.82682
[401]	train-mlogloss:1.84157	validation-mlogloss:1.82649
[402]	train-mlogloss:1.84096	validation-mlogloss:1.82614
[403]	train-mlogloss:1.84035	validation-mlogloss:1.82578
[404]	train-mlogloss:1.83984	validation-mlogloss:1.82529
[405]	train-mlogloss:1.83932	validation-mlogloss:1.82498
[406]	train-mlogloss:1.83881	validation-mlogloss:1.82465
[407]	train-mlogloss:1.83824	validation-mlogloss:1.82425
[408]	train-mlogloss:1.83769	validation-mlogloss:1.82389
[409]	train-mlogloss:1.83711	validation-mlogloss:1.82344
[410]	train-mlogloss:1.83652	validation-mlogloss:1.82298
[411]	train-mlogloss:1.83588	validation-mlogloss:1.82254
[412]	train-mlogloss:1.83539	validation-mlogloss:1.82217
[413]	train-mlogloss:1.83493	validation-mlogloss:1.82176
[414]	train-mlogloss:1.83441	validation-mlogloss:1.82144
[415]	train-mlogloss:1.83393	validation-mlogloss:1.82116
[416]	train-mlogloss:1.83339	validation-mlogloss:1.82096
[417]	train-mlogloss:1.83273	validation-mlogloss:1.82053
[418]	train-mlogloss:1.83227	validation-mlogloss:1.82021
[419]	train-mlogloss:1.83178	validation-mlogloss:1.81992
Saved model to disk.
2025-11-06 21:52:00.231838: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:52:00.243188: 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 00:00:1762462320.256341 1832510 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462320.260423 1832510 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462320.270191 1832510 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462320.270208 1832510 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462320.270210 1832510 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462320.270211 1832510 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:52:00.273299: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[2]	train-mlogloss:2.68551	validation-mlogloss:2.68432
[3]	train-mlogloss:2.67819	validation-mlogloss:2.67675
[4]	train-mlogloss:2.67099	validation-mlogloss:2.66892
[5]	train-mlogloss:2.66324	validation-mlogloss:2.66035
[6]	train-mlogloss:2.65625	validation-mlogloss:2.65263
[7]	train-mlogloss:2.64920	validation-mlogloss:2.64489
[8]	train-mlogloss:2.64209	validation-mlogloss:2.63750
[9]	train-mlogloss:2.63483	validation-mlogloss:2.62955
[10]	train-mlogloss:2.62793	validation-mlogloss:2.62238
[11]	train-mlogloss:2.62141	validation-mlogloss:2.61533
[12]	train-mlogloss:2.61456	validation-mlogloss:2.60761
[13]	train-mlogloss:2.60769	validation-mlogloss:2.59976
[14]	train-mlogloss:2.60102	validation-mlogloss:2.59251
[15]	train-mlogloss:2.59451	validation-mlogloss:2.58564
[16]	train-mlogloss:2.58864	validation-mlogloss:2.57934
[17]	train-mlogloss:2.58216	validation-mlogloss:2.57261
[18]	train-mlogloss:2.57576	validation-mlogloss:2.56535
[19]	train-mlogloss:2.56950	validation-mlogloss:2.55842
[20]	train-mlogloss:2.56324	validation-mlogloss:2.55150
[21]	train-mlogloss:2.55733	validation-mlogloss:2.54512
[22]	train-mlogloss:2.55128	validation-mlogloss:2.53847
[23]	train-mlogloss:2.54560	validation-mlogloss:2.53231
[24]	train-mlogloss:2.53962	validation-mlogloss:2.52569
[25]	train-mlogloss:2.53384	validation-mlogloss:2.51927
[26]	train-mlogloss:2.52810	validation-mlogloss:2.51291
[27]	train-mlogloss:2.52250	validation-mlogloss:2.50650
[28]	train-mlogloss:2.51695	validation-mlogloss:2.50036
[29]	train-mlogloss:2.51153	validation-mlogloss:2.49435
[30]	train-mlogloss:2.50602	validation-mlogloss:2.48840
[31]	train-mlogloss:2.50058	validation-mlogloss:2.48230
[32]	train-mlogloss:2.49524	validation-mlogloss:2.47634
[33]	train-mlogloss:2.49015	validation-mlogloss:2.47076
[34]	train-mlogloss:2.48493	validation-mlogloss:2.46505
[35]	train-mlogloss:2.47937	validation-mlogloss:2.45883
[36]	train-mlogloss:2.47424	validation-mlogloss:2.45299
[37]	train-mlogloss:2.46910	validation-mlogloss:2.44729
[38]	train-mlogloss:2.46424	validation-mlogloss:2.44207
[39]	train-mlogloss:2.45967	validation-mlogloss:2.43740
[40]	train-mlogloss:2.45461	validation-mlogloss:2.43150
[41]	train-mlogloss:2.44962	validation-mlogloss:2.42621
[42]	train-mlogloss:2.44510	validation-mlogloss:2.42126
[43]	train-mlogloss:2.44021	validation-mlogloss:2.41550
[44]	train-mlogloss:2.43554	validation-mlogloss:2.41048
[45]	train-mlogloss:2.43063	validation-mlogloss:2.40506
[46]	train-mlogloss:2.42610	validation-mlogloss:2.40023
[47]	train-mlogloss:2.42172	validation-mlogloss:2.39536
[48]	train-mlogloss:2.41725	validation-mlogloss:2.39048
[49]	train-mlogloss:2.41302	validation-mlogloss:2.38612
[50]	train-mlogloss:2.40896	validation-mlogloss:2.38218
[51]	train-mlogloss:2.40459	validation-mlogloss:2.37775
[52]	train-mlogloss:2.40020	validation-mlogloss:2.37273
[53]	train-mlogloss:2.39587	validation-mlogloss:2.36795
[54]	train-mlogloss:2.39129	validation-mlogloss:2.36282
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[355]	train-mlogloss:1.87047	validation-mlogloss:1.84731
[356]	train-mlogloss:1.86981	validation-mlogloss:1.84681
[357]	train-mlogloss:1.86908	validation-mlogloss:1.84645
[358]	train-mlogloss:1.86836	validation-mlogloss:1.84611
[359]	train-mlogloss:1.86775	validation-mlogloss:1.84593
[360]	train-mlogloss:1.86701	validation-mlogloss:1.84543
[361]	train-mlogloss:1.86634	validation-mlogloss:1.84499
[362]	train-mlogloss:1.86582	validation-mlogloss:1.84459
[363]	train-mlogloss:1.86510	validation-mlogloss:1.84407
[364]	train-mlogloss:1.86441	validation-mlogloss:1.84350
[365]	train-mlogloss:1.86375	validation-mlogloss:1.84292
[366]	train-mlogloss:1.86307	validation-mlogloss:1.84262
[367]	train-mlogloss:1.86243	validation-mlogloss:1.84220
[368]	train-mlogloss:1.86184	validation-mlogloss:1.84198
[369]	train-mlogloss:1.86118	validation-mlogloss:1.84168
[370]	train-mlogloss:1.86055	validation-mlogloss:1.84125
[371]	train-mlogloss:1.85990	validation-mlogloss:1.84083
[372]	train-mlogloss:1.85933	validation-mlogloss:1.84046
[373]	train-mlogloss:1.85869	validation-mlogloss:1.84007
[374]	train-mlogloss:1.85807	validation-mlogloss:1.83954
[375]	train-mlogloss:1.85737	validation-mlogloss:1.83900
[376]	train-mlogloss:1.85671	validation-mlogloss:1.83862
[377]	train-mlogloss:1.85606	validation-mlogloss:1.83820
[378]	train-mlogloss:1.85547	validation-mlogloss:1.83798
[379]	train-mlogloss:1.85485	validation-mlogloss:1.83758
[380]	train-mlogloss:1.85424	validation-mlogloss:1.83718
[381]	train-mlogloss:1.85367	validation-mlogloss:1.83677
[382]	train-mlogloss:1.85305	validation-mlogloss:1.83629
[383]	train-mlogloss:1.85251	validation-mlogloss:1.83593
[384]	train-mlogloss:1.85189	validation-mlogloss:1.83553
[385]	train-mlogloss:1.85132	validation-mlogloss:1.83510
[386]	train-mlogloss:1.85068	validation-mlogloss:1.83460
[387]	train-mlogloss:1.85007	validation-mlogloss:1.83415
[388]	train-mlogloss:1.84956	validation-mlogloss:1.83384
[389]	train-mlogloss:1.84899	validation-mlogloss:1.83356
[390]	train-mlogloss:1.84842	validation-mlogloss:1.83300
[391]	train-mlogloss:1.84780	validation-mlogloss:1.83259
[392]	train-mlogloss:1.84727	validation-mlogloss:1.83208
[393]	train-mlogloss:1.84665	validation-mlogloss:1.83157
[394]	train-mlogloss:1.84608	validation-mlogloss:1.83112
[395]	train-mlogloss:1.84557	validation-mlogloss:1.83059
[396]	train-mlogloss:1.84497	validation-mlogloss:1.83021
[397]	train-mlogloss:1.84434	validation-mlogloss:1.82960
[398]	train-mlogloss:1.84370	validation-mlogloss:1.82912
[399]	train-mlogloss:1.84314	validation-mlogloss:1.82868
[400]	train-mlogloss:1.84251	validation-mlogloss:1.82827
[401]	train-mlogloss:1.84198	validation-mlogloss:1.82794
[402]	train-mlogloss:1.84154	validation-mlogloss:1.82749
[403]	train-mlogloss:1.84099	validation-mlogloss:1.82699
[404]	train-mlogloss:1.84037	validation-mlogloss:1.82644
[405]	train-mlogloss:1.83982	validation-mlogloss:1.82591
[406]	train-mlogloss:1.83922	validation-mlogloss:1.82554
[407]	train-mlogloss:1.83871	validation-mlogloss:1.82507
[408]	train-mlogloss:1.83821	validation-mlogloss:1.82463
[409]	train-mlogloss:1.83768	validation-mlogloss:1.82436
[410]	train-mlogloss:1.83719	validation-mlogloss:1.82400
[411]	train-mlogloss:1.83667	validation-mlogloss:1.82360
[412]	train-mlogloss:1.83617	validation-mlogloss:1.82320
[413]	train-mlogloss:1.83564	validation-mlogloss:1.82268
[414]	train-mlogloss:1.83509	validation-mlogloss:1.82240
[415]	train-mlogloss:1.83463	validation-mlogloss:1.82205
[416]	train-mlogloss:1.83417	validation-mlogloss:1.82177
[417]	train-mlogloss:1.83375	validation-mlogloss:1.82141
[418]	train-mlogloss:1.83320	validation-mlogloss:1.82117
[419]	train-mlogloss:1.83269	validation-mlogloss:1.82087
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.38 [%]
Global accuracy score (test) = 43.73 [%]
Global F1 score (train) = 43.92 [%]
Global F1 score (test) = 42.84 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.42      0.43      0.43       184
       CAMINAR USUAL SPEED       0.35      0.18      0.24       184
            CAMINAR ZIGZAG       0.32      0.52      0.40       184
          DE PIE BARRIENDO       0.69      0.40      0.50       184
   DE PIE DOBLANDO TOALLAS       0.46      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.33      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.57      0.61       184
           SENTADO LEYENDO       0.46      0.39      0.42       184
         SENTADO USANDO PC       0.23      0.11      0.15       184
      SENTADO VIENDO LA TV       0.24      0.15      0.18       184
   SUBIR Y BAJAR ESCALERAS       0.57      0.56      0.56       184
                    TROTAR       0.65      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.44      0.44      0.43      2737
              weighted avg       0.44      0.44      0.43      2737


Accuracy capturado en la ejecución 22: 43.73 [%]
F1-score capturado en la ejecución 22: 42.84 [%]

=== EJECUCIÓN 23 ===

--- TRAIN (ejecución 23) ---

--- TEST (ejecución 23) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.19 [%]
Global accuracy score (test) = 44.06 [%]
Global F1 score (train) = 43.69 [%]
Global F1 score (test) = 43.28 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.72      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.42      0.45      0.43       184
       CAMINAR USUAL SPEED       0.32      0.16      0.22       184
            CAMINAR ZIGZAG       0.31      0.53      0.39       184
          DE PIE BARRIENDO       0.71      0.40      0.51       184
   DE PIE DOBLANDO TOALLAS       0.46      0.44      0.45       184
    DE PIE MOVIENDO LIBROS       0.39      0.40      0.39       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.64      0.57      0.61       184
           SENTADO LEYENDO       0.46      0.40      0.43       184
         SENTADO USANDO PC       0.27      0.12      0.17       184
      SENTADO VIENDO LA TV       0.25      0.16      0.20       184
   SUBIR Y BAJAR ESCALERAS       0.66      0.56      0.61       184
                    TROTAR       0.66      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 23: 44.06 [%]
F1-score capturado en la ejecución 23: 43.28 [%]

=== EJECUCIÓN 24 ===

--- TRAIN (ejecución 24) ---

--- TEST (ejecución 24) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.17 [%]
Global accuracy score (test) = 44.21 [%]
Global F1 score (train) = 43.66 [%]
Global F1 score (test) = 43.42 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.45      0.44       184
       CAMINAR USUAL SPEED       0.35      0.19      0.25       184
            CAMINAR ZIGZAG       0.32      0.54      0.40       184
          DE PIE BARRIENDO       0.70      0.41      0.52       184
   DE PIE DOBLANDO TOALLAS       0.46      0.46      0.46       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.31      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.47      0.39      0.43       184
         SENTADO USANDO PC       0.21      0.11      0.14       184
      SENTADO VIENDO LA TV       0.24      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.56      0.60       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 24: 44.21 [%]
F1-score capturado en la ejecución 24: 43.42 [%]

=== EJECUCIÓN 25 ===

--- TRAIN (ejecución 25) ---

--- TEST (ejecución 25) ---
2025-11-06 21:52:22.068366: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:52:22.079803: 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 00:00:1762462342.093616 1832880 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462342.097845 1832880 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462342.108134 1832880 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462342.108155 1832880 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462342.108156 1832880 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462342.108158 1832880 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:52:22.111249: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70023	validation-mlogloss:2.69976
[1]	train-mlogloss:2.69284	validation-mlogloss:2.69219
[2]	train-mlogloss:2.68564	validation-mlogloss:2.68456
[3]	train-mlogloss:2.67832	validation-mlogloss:2.67667
[4]	train-mlogloss:2.67122	validation-mlogloss:2.66904
[5]	train-mlogloss:2.66405	validation-mlogloss:2.66122
[6]	train-mlogloss:2.65697	validation-mlogloss:2.65341
[7]	train-mlogloss:2.64974	validation-mlogloss:2.64573
[8]	train-mlogloss:2.64242	validation-mlogloss:2.63765
[9]	train-mlogloss:2.63559	validation-mlogloss:2.63043
[10]	train-mlogloss:2.62889	validation-mlogloss:2.62303
[11]	train-mlogloss:2.62185	validation-mlogloss:2.61535
[12]	train-mlogloss:2.61501	validation-mlogloss:2.60791
[13]	train-mlogloss:2.60831	validation-mlogloss:2.60067
[14]	train-mlogloss:2.60155	validation-mlogloss:2.59337
[15]	train-mlogloss:2.59508	validation-mlogloss:2.58619
[16]	train-mlogloss:2.58849	validation-mlogloss:2.57893
[17]	train-mlogloss:2.58237	validation-mlogloss:2.57270
[18]	train-mlogloss:2.57617	validation-mlogloss:2.56602
[19]	train-mlogloss:2.57015	validation-mlogloss:2.55957
[20]	train-mlogloss:2.56433	validation-mlogloss:2.55335
[21]	train-mlogloss:2.55820	validation-mlogloss:2.54634
[22]	train-mlogloss:2.55246	validation-mlogloss:2.54018
[23]	train-mlogloss:2.54659	validation-mlogloss:2.53388
[24]	train-mlogloss:2.54075	validation-mlogloss:2.52744
[25]	train-mlogloss:2.53491	validation-mlogloss:2.52115
[26]	train-mlogloss:2.52917	validation-mlogloss:2.51484
[27]	train-mlogloss:2.52360	validation-mlogloss:2.50890
[28]	train-mlogloss:2.51809	validation-mlogloss:2.50300
[29]	train-mlogloss:2.51280	validation-mlogloss:2.49745
[30]	train-mlogloss:2.50744	validation-mlogloss:2.49162
[31]	train-mlogloss:2.50194	validation-mlogloss:2.48559
[32]	train-mlogloss:2.49653	validation-mlogloss:2.47940
[33]	train-mlogloss:2.49138	validation-mlogloss:2.47383
[34]	train-mlogloss:2.48631	validation-mlogloss:2.46817
[35]	train-mlogloss:2.48109	validation-mlogloss:2.46239
[36]	train-mlogloss:2.47604	validation-mlogloss:2.45680
[37]	train-mlogloss:2.47075	validation-mlogloss:2.45093
[38]	train-mlogloss:2.46549	validation-mlogloss:2.44496
[39]	train-mlogloss:2.46052	validation-mlogloss:2.43910
[40]	train-mlogloss:2.45563	validation-mlogloss:2.43337
[41]	train-mlogloss:2.45077	validation-mlogloss:2.42778
[42]	train-mlogloss:2.44619	validation-mlogloss:2.42283
[43]	train-mlogloss:2.44150	validation-mlogloss:2.41773
[44]	train-mlogloss:2.43674	validation-mlogloss:2.41268
[45]	train-mlogloss:2.43237	validation-mlogloss:2.40805
[46]	train-mlogloss:2.42767	validation-mlogloss:2.40307
[47]	train-mlogloss:2.42326	validation-mlogloss:2.39817
[48]	train-mlogloss:2.41839	validation-mlogloss:2.39265
[49]	train-mlogloss:2.41370	validation-mlogloss:2.38736
[50]	train-mlogloss:2.40920	validation-mlogloss:2.38232
[51]	train-mlogloss:2.40469	validation-mlogloss:2.37750
[52]	train-mlogloss:2.40054	validation-mlogloss:2.37317
[53]	train-mlogloss:2.39632	validation-mlogloss:2.36856
[54]	train-mlogloss:2.39208	validation-mlogloss:2.36399
[55]	train-mlogloss:2.38766	validation-mlogloss:2.35899
[56]	train-mlogloss:2.38321	validation-mlogloss:2.35397
[57]	train-mlogloss:2.37903	validation-mlogloss:2.34916
[58]	train-mlogloss:2.37526	validation-mlogloss:2.34547
[59]	train-mlogloss:2.37111	validation-mlogloss:2.34076
[60]	train-mlogloss:2.36719	validation-mlogloss:2.33666
[61]	train-mlogloss:2.36309	validation-mlogloss:2.33208
[62]	train-mlogloss:2.35896	validation-mlogloss:2.32748
[63]	train-mlogloss:2.35506	validation-mlogloss:2.32314
[64]	train-mlogloss:2.35108	validation-mlogloss:2.31861
[65]	train-mlogloss:2.34710	validation-mlogloss:2.31435
[66]	train-mlogloss:2.34322	validation-mlogloss:2.31015
[67]	train-mlogloss:2.33958	validation-mlogloss:2.30625
[68]	train-mlogloss:2.33582	validation-mlogloss:2.30241
[69]	train-mlogloss:2.33213	validation-mlogloss:2.29834
[70]	train-mlogloss:2.32834	validation-mlogloss:2.29413
[71]	train-mlogloss:2.32437	validation-mlogloss:2.28950
[72]	train-mlogloss:2.32065	validation-mlogloss:2.28524
[73]	train-mlogloss:2.31726	validation-mlogloss:2.28182
[74]	train-mlogloss:2.31394	validation-mlogloss:2.27833
[75]	train-mlogloss:2.31043	validation-mlogloss:2.27452
[76]	train-mlogloss:2.30714	validation-mlogloss:2.27101
[77]	train-mlogloss:2.30372	validation-mlogloss:2.26733
[78]	train-mlogloss:2.30021	validation-mlogloss:2.26369
[79]	train-mlogloss:2.29702	validation-mlogloss:2.26049
[80]	train-mlogloss:2.29385	validation-mlogloss:2.25732
[81]	train-mlogloss:2.29046	validation-mlogloss:2.25372
[82]	train-mlogloss:2.28714	validation-mlogloss:2.25033
[83]	train-mlogloss:2.28374	validation-mlogloss:2.24662
[84]	train-mlogloss:2.28036	validation-mlogloss:2.24307
[85]	train-mlogloss:2.27697	validation-mlogloss:2.23912
[86]	train-mlogloss:2.27385	validation-mlogloss:2.23569
[87]	train-mlogloss:2.27087	validation-mlogloss:2.23266
[88]	train-mlogloss:2.26754	validation-mlogloss:2.22909
[89]	train-mlogloss:2.26443	validation-mlogloss:2.22581
[90]	train-mlogloss:2.26127	validation-mlogloss:2.22231
[91]	train-mlogloss:2.25821	validation-mlogloss:2.21889
[92]	train-mlogloss:2.25534	validation-mlogloss:2.21601
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[392]	train-mlogloss:1.84624	validation-mlogloss:1.83098
[393]	train-mlogloss:1.84578	validation-mlogloss:1.83070
[394]	train-mlogloss:1.84519	validation-mlogloss:1.83023
[395]	train-mlogloss:1.84464	validation-mlogloss:1.82994
[396]	train-mlogloss:1.84402	validation-mlogloss:1.82958
[397]	train-mlogloss:1.84339	validation-mlogloss:1.82924
[398]	train-mlogloss:1.84286	validation-mlogloss:1.82883
[399]	train-mlogloss:1.84233	validation-mlogloss:1.82838
[400]	train-mlogloss:1.84181	validation-mlogloss:1.82801
[401]	train-mlogloss:1.84124	validation-mlogloss:1.82759
[402]	train-mlogloss:1.84072	validation-mlogloss:1.82720
[403]	train-mlogloss:1.84017	validation-mlogloss:1.82685
[404]	train-mlogloss:1.83965	validation-mlogloss:1.82648
[405]	train-mlogloss:1.83913	validation-mlogloss:1.82604
[406]	train-mlogloss:1.83859	validation-mlogloss:1.82573
[407]	train-mlogloss:1.83816	validation-mlogloss:1.82554
[408]	train-mlogloss:1.83759	validation-mlogloss:1.82519
[409]	train-mlogloss:1.83713	validation-mlogloss:1.82479
[410]	train-mlogloss:1.83667	validation-mlogloss:1.82438
[411]	train-mlogloss:1.83610	validation-mlogloss:1.82409
[412]	train-mlogloss:1.83559	validation-mlogloss:1.82365
[413]	train-mlogloss:1.83519	validation-mlogloss:1.82333
[414]	train-mlogloss:1.83462	validation-mlogloss:1.82299
[415]	train-mlogloss:1.83413	validation-mlogloss:1.82268
[416]	train-mlogloss:1.83358	validation-mlogloss:1.82238
[417]	train-mlogloss:1.83305	validation-mlogloss:1.82196
[418]	train-mlogloss:1.83258	validation-mlogloss:1.82184
[419]	train-mlogloss:1.83210	validation-mlogloss:1.82137
Saved model to disk.
2025-11-06 21:52:43.872709: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:52:43.883973: 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 00:00:1762462363.896991 1833262 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462363.901091 1833262 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462363.910746 1833262 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462363.910769 1833262 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462363.910771 1833262 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462363.910772 1833262 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:52:43.913905: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70055	validation-mlogloss:2.70014
[1]	train-mlogloss:2.69300	validation-mlogloss:2.69226
[2]	train-mlogloss:2.68570	validation-mlogloss:2.68480
[3]	train-mlogloss:2.67840	validation-mlogloss:2.67697
[4]	train-mlogloss:2.67138	validation-mlogloss:2.66961
[5]	train-mlogloss:2.66413	validation-mlogloss:2.66196
[6]	train-mlogloss:2.65652	validation-mlogloss:2.65373
[7]	train-mlogloss:2.64913	validation-mlogloss:2.64557
[8]	train-mlogloss:2.64179	validation-mlogloss:2.63757
[9]	train-mlogloss:2.63505	validation-mlogloss:2.63030
[10]	train-mlogloss:2.62846	validation-mlogloss:2.62296
[11]	train-mlogloss:2.62136	validation-mlogloss:2.61507
[12]	train-mlogloss:2.61449	validation-mlogloss:2.60759
[13]	train-mlogloss:2.60761	validation-mlogloss:2.59994
[14]	train-mlogloss:2.60079	validation-mlogloss:2.59237
[15]	train-mlogloss:2.59415	validation-mlogloss:2.58518
[16]	train-mlogloss:2.58777	validation-mlogloss:2.57833
[17]	train-mlogloss:2.58145	validation-mlogloss:2.57143
[18]	train-mlogloss:2.57517	validation-mlogloss:2.56446
[19]	train-mlogloss:2.56882	validation-mlogloss:2.55722
[20]	train-mlogloss:2.56255	validation-mlogloss:2.54999
[21]	train-mlogloss:2.55658	validation-mlogloss:2.54344
[22]	train-mlogloss:2.55073	validation-mlogloss:2.53714
[23]	train-mlogloss:2.54488	validation-mlogloss:2.53073
[24]	train-mlogloss:2.53884	validation-mlogloss:2.52394
[25]	train-mlogloss:2.53304	validation-mlogloss:2.51765
[26]	train-mlogloss:2.52719	validation-mlogloss:2.51124
[27]	train-mlogloss:2.52149	validation-mlogloss:2.50494
[28]	train-mlogloss:2.51601	validation-mlogloss:2.49901
[29]	train-mlogloss:2.51049	validation-mlogloss:2.49292
[30]	train-mlogloss:2.50492	validation-mlogloss:2.48672
[31]	train-mlogloss:2.49951	validation-mlogloss:2.48072
[32]	train-mlogloss:2.49416	validation-mlogloss:2.47468
[33]	train-mlogloss:2.48894	validation-mlogloss:2.46875
[34]	train-mlogloss:2.48375	validation-mlogloss:2.46292
[35]	train-mlogloss:2.47857	validation-mlogloss:2.45722
[36]	train-mlogloss:2.47346	validation-mlogloss:2.45150
[37]	train-mlogloss:2.46866	validation-mlogloss:2.44641
[38]	train-mlogloss:2.46367	validation-mlogloss:2.44088
[39]	train-mlogloss:2.45868	validation-mlogloss:2.43524
[40]	train-mlogloss:2.45384	validation-mlogloss:2.42985
[41]	train-mlogloss:2.44902	validation-mlogloss:2.42458
[42]	train-mlogloss:2.44440	validation-mlogloss:2.41954
[43]	train-mlogloss:2.43975	validation-mlogloss:2.41422
[44]	train-mlogloss:2.43521	validation-mlogloss:2.40938
[45]	train-mlogloss:2.43076	validation-mlogloss:2.40476
[46]	train-mlogloss:2.42613	validation-mlogloss:2.39970
[47]	train-mlogloss:2.42135	validation-mlogloss:2.39400
[48]	train-mlogloss:2.41699	validation-mlogloss:2.38932
[49]	train-mlogloss:2.41263	validation-mlogloss:2.38455
[50]	train-mlogloss:2.40825	validation-mlogloss:2.37992
[51]	train-mlogloss:2.40363	validation-mlogloss:2.37464
[52]	train-mlogloss:2.39914	validation-mlogloss:2.36955
[53]	train-mlogloss:2.39477	validation-mlogloss:2.36514
[54]	train-mlogloss:2.39062	validation-mlogloss:2.36087
[55]	train-mlogloss:2.38651	validation-mlogloss:2.35628
[56]	train-mlogloss:2.38219	validation-mlogloss:2.35162
[57]	train-mlogloss:2.37813	validation-mlogloss:2.34754
[58]	train-mlogloss:2.37384	validation-mlogloss:2.34307
[59]	train-mlogloss:2.36979	validation-mlogloss:2.33873
[60]	train-mlogloss:2.36579	validation-mlogloss:2.33467
[61]	train-mlogloss:2.36163	validation-mlogloss:2.33001
[62]	train-mlogloss:2.35738	validation-mlogloss:2.32524
[63]	train-mlogloss:2.35353	validation-mlogloss:2.32099
[64]	train-mlogloss:2.34947	validation-mlogloss:2.31635
[65]	train-mlogloss:2.34560	validation-mlogloss:2.31190
[66]	train-mlogloss:2.34146	validation-mlogloss:2.30725
[67]	train-mlogloss:2.33756	validation-mlogloss:2.30286
[68]	train-mlogloss:2.33386	validation-mlogloss:2.29890
[69]	train-mlogloss:2.33018	validation-mlogloss:2.29477
[70]	train-mlogloss:2.32628	validation-mlogloss:2.29007
[71]	train-mlogloss:2.32289	validation-mlogloss:2.28671
[72]	train-mlogloss:2.31935	validation-mlogloss:2.28288
[73]	train-mlogloss:2.31566	validation-mlogloss:2.27863
[74]	train-mlogloss:2.31231	validation-mlogloss:2.27515
[75]	train-mlogloss:2.30872	validation-mlogloss:2.27135
[76]	train-mlogloss:2.30526	validation-mlogloss:2.26772
[77]	train-mlogloss:2.30185	validation-mlogloss:2.26430
[78]	train-mlogloss:2.29849	validation-mlogloss:2.26057
[79]	train-mlogloss:2.29516	validation-mlogloss:2.25687
[80]	train-mlogloss:2.29172	validation-mlogloss:2.25327
[81]	train-mlogloss:2.28830	validation-mlogloss:2.24979
[82]	train-mlogloss:2.28499	validation-mlogloss:2.24630
[83]	train-mlogloss:2.28185	validation-mlogloss:2.24313
[84]	train-mlogloss:2.27848	validation-mlogloss:2.23942
[85]	train-mlogloss:2.27545	validation-mlogloss:2.23629
[86]	train-mlogloss:2.27224	validation-mlogloss:2.23270
[87]	train-mlogloss:2.26929	validation-mlogloss:2.22967
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[89]	train-mlogloss:2.26284	validation-mlogloss:2.22244
[90]	train-mlogloss:2.25971	validation-mlogloss:2.21908
[91]	train-mlogloss:2.25679	validation-mlogloss:2.21612
[92]	train-mlogloss:2.25381	validation-mlogloss:2.21291
[93]	train-mlogloss:2.25078	validation-mlogloss:2.20954
[94]	train-mlogloss:2.24772	validation-mlogloss:2.20627
[95]	train-mlogloss:2.24480	validation-mlogloss:2.20314
[96]	train-mlogloss:2.24188	validation-mlogloss:2.20001
[97]	train-mlogloss:2.23883	validation-mlogloss:2.19682
[98]	train-mlogloss:2.23617	validation-mlogloss:2.19392
[99]	train-mlogloss:2.23311	validation-mlogloss:2.19069
[100]	train-mlogloss:2.23025	validation-mlogloss:2.18758
[101]	train-mlogloss:2.22733	validation-mlogloss:2.18463
[102]	train-mlogloss:2.22439	validation-mlogloss:2.18136
[103]	train-mlogloss:2.22160	validation-mlogloss:2.17835
[104]	train-mlogloss:2.21881	validation-mlogloss:2.17533
[105]	train-mlogloss:2.21605	validation-mlogloss:2.17260
[106]	train-mlogloss:2.21322	validation-mlogloss:2.16958
[107]	train-mlogloss:2.21057	validation-mlogloss:2.16666
[108]	train-mlogloss:2.20806	validation-mlogloss:2.16395
[109]	train-mlogloss:2.20547	validation-mlogloss:2.16102
[110]	train-mlogloss:2.20281	validation-mlogloss:2.15787
[111]	train-mlogloss:2.20016	validation-mlogloss:2.15496
[112]	train-mlogloss:2.19754	validation-mlogloss:2.15240
[113]	train-mlogloss:2.19499	validation-mlogloss:2.14949
[114]	train-mlogloss:2.19256	validation-mlogloss:2.14706
[115]	train-mlogloss:2.19000	validation-mlogloss:2.14430
[116]	train-mlogloss:2.18743	validation-mlogloss:2.14147
[117]	train-mlogloss:2.18492	validation-mlogloss:2.13902
[118]	train-mlogloss:2.18260	validation-mlogloss:2.13659
[119]	train-mlogloss:2.18025	validation-mlogloss:2.13423
[120]	train-mlogloss:2.17786	validation-mlogloss:2.13154
[121]	train-mlogloss:2.17555	validation-mlogloss:2.12930
[122]	train-mlogloss:2.17320	validation-mlogloss:2.12690
[123]	train-mlogloss:2.17079	validation-mlogloss:2.12443
[124]	train-mlogloss:2.16838	validation-mlogloss:2.12202
[125]	train-mlogloss:2.16622	validation-mlogloss:2.12002
[126]	train-mlogloss:2.16390	validation-mlogloss:2.11747
[127]	train-mlogloss:2.16151	validation-mlogloss:2.11492
[128]	train-mlogloss:2.15911	validation-mlogloss:2.11241
[129]	train-mlogloss:2.15696	validation-mlogloss:2.11047
[130]	train-mlogloss:2.15464	validation-mlogloss:2.10797
[131]	train-mlogloss:2.15257	validation-mlogloss:2.10604
[132]	train-mlogloss:2.15031	validation-mlogloss:2.10363
[133]	train-mlogloss:2.14820	validation-mlogloss:2.10140
[134]	train-mlogloss:2.14604	validation-mlogloss:2.09949
[135]	train-mlogloss:2.14384	validation-mlogloss:2.09734
[136]	train-mlogloss:2.14165	validation-mlogloss:2.09514
[137]	train-mlogloss:2.13950	validation-mlogloss:2.09298
[138]	train-mlogloss:2.13719	validation-mlogloss:2.09040
[139]	train-mlogloss:2.13510	validation-mlogloss:2.08828
[140]	train-mlogloss:2.13308	validation-mlogloss:2.08633
[141]	train-mlogloss:2.13093	validation-mlogloss:2.08415
[142]	train-mlogloss:2.12893	validation-mlogloss:2.08217
[143]	train-mlogloss:2.12693	validation-mlogloss:2.08023
[144]	train-mlogloss:2.12482	validation-mlogloss:2.07820
[145]	train-mlogloss:2.12278	validation-mlogloss:2.07624
[146]	train-mlogloss:2.12073	validation-mlogloss:2.07423
[147]	train-mlogloss:2.11860	validation-mlogloss:2.07197
[148]	train-mlogloss:2.11652	validation-mlogloss:2.06985
[149]	train-mlogloss:2.11450	validation-mlogloss:2.06794
[150]	train-mlogloss:2.11243	validation-mlogloss:2.06610
[151]	train-mlogloss:2.11044	validation-mlogloss:2.06404
[152]	train-mlogloss:2.10842	validation-mlogloss:2.06184
[153]	train-mlogloss:2.10648	validation-mlogloss:2.05987
[154]	train-mlogloss:2.10457	validation-mlogloss:2.05786
[155]	train-mlogloss:2.10261	validation-mlogloss:2.05579
[156]	train-mlogloss:2.10078	validation-mlogloss:2.05392
[157]	train-mlogloss:2.09899	validation-mlogloss:2.05214
[158]	train-mlogloss:2.09701	validation-mlogloss:2.05006
[159]	train-mlogloss:2.09520	validation-mlogloss:2.04814
[160]	train-mlogloss:2.09340	validation-mlogloss:2.04649
[161]	train-mlogloss:2.09166	validation-mlogloss:2.04499
[162]	train-mlogloss:2.08989	validation-mlogloss:2.04334
[163]	train-mlogloss:2.08799	validation-mlogloss:2.04144
[164]	train-mlogloss:2.08617	validation-mlogloss:2.03963
[165]	train-mlogloss:2.08427	validation-mlogloss:2.03774
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[172]	train-mlogloss:2.07171	validation-mlogloss:2.02502
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[191]	train-mlogloss:2.04132	validation-mlogloss:1.99651
[192]	train-mlogloss:2.03982	validation-mlogloss:1.99499
[193]	train-mlogloss:2.03830	validation-mlogloss:1.99361
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[195]	train-mlogloss:2.03536	validation-mlogloss:1.99090
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[198]	train-mlogloss:2.03078	validation-mlogloss:1.98654
[199]	train-mlogloss:2.02926	validation-mlogloss:1.98509
[200]	train-mlogloss:2.02787	validation-mlogloss:1.98395
[201]	train-mlogloss:2.02637	validation-mlogloss:1.98235
[202]	train-mlogloss:2.02483	validation-mlogloss:1.98089
[203]	train-mlogloss:2.02347	validation-mlogloss:1.97969
[204]	train-mlogloss:2.02200	validation-mlogloss:1.97814
[205]	train-mlogloss:2.02062	validation-mlogloss:1.97681
[206]	train-mlogloss:2.01929	validation-mlogloss:1.97554
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[210]	train-mlogloss:2.01355	validation-mlogloss:1.96984
[211]	train-mlogloss:2.01218	validation-mlogloss:1.96844
[212]	train-mlogloss:2.01085	validation-mlogloss:1.96731
[213]	train-mlogloss:2.00957	validation-mlogloss:1.96609
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[220]	train-mlogloss:2.00014	validation-mlogloss:1.95730
[221]	train-mlogloss:1.99883	validation-mlogloss:1.95610
[222]	train-mlogloss:1.99755	validation-mlogloss:1.95491
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[389]	train-mlogloss:1.84754	validation-mlogloss:1.83070
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[394]	train-mlogloss:1.84467	validation-mlogloss:1.82871
[395]	train-mlogloss:1.84413	validation-mlogloss:1.82840
[396]	train-mlogloss:1.84353	validation-mlogloss:1.82791
[397]	train-mlogloss:1.84296	validation-mlogloss:1.82755
[398]	train-mlogloss:1.84248	validation-mlogloss:1.82735
[399]	train-mlogloss:1.84204	validation-mlogloss:1.82704
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[401]	train-mlogloss:1.84104	validation-mlogloss:1.82637
[402]	train-mlogloss:1.84046	validation-mlogloss:1.82596
[403]	train-mlogloss:1.83997	validation-mlogloss:1.82560
[404]	train-mlogloss:1.83948	validation-mlogloss:1.82530
[405]	train-mlogloss:1.83891	validation-mlogloss:1.82503
[406]	train-mlogloss:1.83829	validation-mlogloss:1.82471
[407]	train-mlogloss:1.83771	validation-mlogloss:1.82436
[408]	train-mlogloss:1.83727	validation-mlogloss:1.82407
[409]	train-mlogloss:1.83679	validation-mlogloss:1.82366
[410]	train-mlogloss:1.83632	validation-mlogloss:1.82330
[411]	train-mlogloss:1.83586	validation-mlogloss:1.82276
[412]	train-mlogloss:1.83539	validation-mlogloss:1.82238
[413]	train-mlogloss:1.83492	validation-mlogloss:1.82198
[414]	train-mlogloss:1.83434	validation-mlogloss:1.82151
[415]	train-mlogloss:1.83383	validation-mlogloss:1.82112
[416]	train-mlogloss:1.83329	validation-mlogloss:1.82080
[417]	train-mlogloss:1.83276	validation-mlogloss:1.82038
[418]	train-mlogloss:1.83232	validation-mlogloss:1.82002
[419]	train-mlogloss:1.83188	validation-mlogloss:1.81968
Saved model to disk.
2025-11-06 21:53:05.666432: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:53:05.677914: 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 00:00:1762462385.691582 1833629 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462385.695622 1833629 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462385.705732 1833629 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462385.705749 1833629 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462385.705751 1833629 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462385.705752 1833629 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:53:05.708915: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
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[2]	train-mlogloss:2.68555	validation-mlogloss:2.68396
[3]	train-mlogloss:2.67797	validation-mlogloss:2.67636
[4]	train-mlogloss:2.67029	validation-mlogloss:2.66801
[5]	train-mlogloss:2.66272	validation-mlogloss:2.65970
[6]	train-mlogloss:2.65535	validation-mlogloss:2.65177
[7]	train-mlogloss:2.64842	validation-mlogloss:2.64437
[8]	train-mlogloss:2.64153	validation-mlogloss:2.63695
[9]	train-mlogloss:2.63480	validation-mlogloss:2.62978
[10]	train-mlogloss:2.62841	validation-mlogloss:2.62328
[11]	train-mlogloss:2.62205	validation-mlogloss:2.61670
[12]	train-mlogloss:2.61506	validation-mlogloss:2.60886
[13]	train-mlogloss:2.60857	validation-mlogloss:2.60182
[14]	train-mlogloss:2.60208	validation-mlogloss:2.59503
[15]	train-mlogloss:2.59552	validation-mlogloss:2.58782
[16]	train-mlogloss:2.58904	validation-mlogloss:2.58047
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[18]	train-mlogloss:2.57662	validation-mlogloss:2.56683
[19]	train-mlogloss:2.57057	validation-mlogloss:2.56001
[20]	train-mlogloss:2.56455	validation-mlogloss:2.55350
[21]	train-mlogloss:2.55851	validation-mlogloss:2.54674
[22]	train-mlogloss:2.55250	validation-mlogloss:2.54015
[23]	train-mlogloss:2.54652	validation-mlogloss:2.53365
[24]	train-mlogloss:2.54065	validation-mlogloss:2.52721
[25]	train-mlogloss:2.53517	validation-mlogloss:2.52133
[26]	train-mlogloss:2.52957	validation-mlogloss:2.51519
[27]	train-mlogloss:2.52390	validation-mlogloss:2.50881
[28]	train-mlogloss:2.51829	validation-mlogloss:2.50254
[29]	train-mlogloss:2.51311	validation-mlogloss:2.49717
[30]	train-mlogloss:2.50764	validation-mlogloss:2.49119
[31]	train-mlogloss:2.50236	validation-mlogloss:2.48536
[32]	train-mlogloss:2.49704	validation-mlogloss:2.47964
[33]	train-mlogloss:2.49171	validation-mlogloss:2.47380
[34]	train-mlogloss:2.48610	validation-mlogloss:2.46712
[35]	train-mlogloss:2.48062	validation-mlogloss:2.46085
[36]	train-mlogloss:2.47531	validation-mlogloss:2.45481
[37]	train-mlogloss:2.47038	validation-mlogloss:2.44933
[38]	train-mlogloss:2.46548	validation-mlogloss:2.44383
[39]	train-mlogloss:2.46057	validation-mlogloss:2.43855
[40]	train-mlogloss:2.45540	validation-mlogloss:2.43276
[41]	train-mlogloss:2.45040	validation-mlogloss:2.42711
[42]	train-mlogloss:2.44541	validation-mlogloss:2.42139
[43]	train-mlogloss:2.44043	validation-mlogloss:2.41575
[44]	train-mlogloss:2.43580	validation-mlogloss:2.41092
[45]	train-mlogloss:2.43098	validation-mlogloss:2.40575
[46]	train-mlogloss:2.42660	validation-mlogloss:2.40117
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[49]	train-mlogloss:2.41289	validation-mlogloss:2.38593
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[51]	train-mlogloss:2.40400	validation-mlogloss:2.37620
[52]	train-mlogloss:2.39950	validation-mlogloss:2.37090
[53]	train-mlogloss:2.39526	validation-mlogloss:2.36627
[54]	train-mlogloss:2.39099	validation-mlogloss:2.36146
[55]	train-mlogloss:2.38679	validation-mlogloss:2.35687
[56]	train-mlogloss:2.38256	validation-mlogloss:2.35213
[57]	train-mlogloss:2.37846	validation-mlogloss:2.34766
[58]	train-mlogloss:2.37456	validation-mlogloss:2.34363
[59]	train-mlogloss:2.37039	validation-mlogloss:2.33899
[60]	train-mlogloss:2.36637	validation-mlogloss:2.33460
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[62]	train-mlogloss:2.35846	validation-mlogloss:2.32585
[63]	train-mlogloss:2.35458	validation-mlogloss:2.32117
[64]	train-mlogloss:2.35077	validation-mlogloss:2.31732
[65]	train-mlogloss:2.34675	validation-mlogloss:2.31273
[66]	train-mlogloss:2.34280	validation-mlogloss:2.30839
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[69]	train-mlogloss:2.33107	validation-mlogloss:2.29567
[70]	train-mlogloss:2.32746	validation-mlogloss:2.29185
[71]	train-mlogloss:2.32378	validation-mlogloss:2.28767
[72]	train-mlogloss:2.32012	validation-mlogloss:2.28334
[73]	train-mlogloss:2.31659	validation-mlogloss:2.27943
[74]	train-mlogloss:2.31290	validation-mlogloss:2.27524
[75]	train-mlogloss:2.30948	validation-mlogloss:2.27174
[76]	train-mlogloss:2.30601	validation-mlogloss:2.26823
[77]	train-mlogloss:2.30277	validation-mlogloss:2.26487
[78]	train-mlogloss:2.29935	validation-mlogloss:2.26120
[79]	train-mlogloss:2.29597	validation-mlogloss:2.25776
[80]	train-mlogloss:2.29237	validation-mlogloss:2.25347
[81]	train-mlogloss:2.28882	validation-mlogloss:2.24951
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[83]	train-mlogloss:2.28216	validation-mlogloss:2.24246
[84]	train-mlogloss:2.27920	validation-mlogloss:2.23953
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[93]	train-mlogloss:2.25164	validation-mlogloss:2.21005
[94]	train-mlogloss:2.24855	validation-mlogloss:2.20674
[95]	train-mlogloss:2.24557	validation-mlogloss:2.20360
[96]	train-mlogloss:2.24256	validation-mlogloss:2.20036
[97]	train-mlogloss:2.23981	validation-mlogloss:2.19735
[98]	train-mlogloss:2.23692	validation-mlogloss:2.19431
[99]	train-mlogloss:2.23402	validation-mlogloss:2.19128
[100]	train-mlogloss:2.23116	validation-mlogloss:2.18821
[101]	train-mlogloss:2.22835	validation-mlogloss:2.18523
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[401]	train-mlogloss:1.84185	validation-mlogloss:1.82720
[402]	train-mlogloss:1.84121	validation-mlogloss:1.82676
[403]	train-mlogloss:1.84064	validation-mlogloss:1.82633
[404]	train-mlogloss:1.84008	validation-mlogloss:1.82583
[405]	train-mlogloss:1.83956	validation-mlogloss:1.82552
[406]	train-mlogloss:1.83900	validation-mlogloss:1.82510
[407]	train-mlogloss:1.83849	validation-mlogloss:1.82470
[408]	train-mlogloss:1.83794	validation-mlogloss:1.82419
[409]	train-mlogloss:1.83744	validation-mlogloss:1.82375
[410]	train-mlogloss:1.83686	validation-mlogloss:1.82328
[411]	train-mlogloss:1.83635	validation-mlogloss:1.82280
[412]	train-mlogloss:1.83581	validation-mlogloss:1.82250
[413]	train-mlogloss:1.83530	validation-mlogloss:1.82208
[414]	train-mlogloss:1.83478	validation-mlogloss:1.82174
[415]	train-mlogloss:1.83430	validation-mlogloss:1.82134
[416]	train-mlogloss:1.83375	validation-mlogloss:1.82121
[417]	train-mlogloss:1.83321	validation-mlogloss:1.82082
[418]	train-mlogloss:1.83269	validation-mlogloss:1.82063
[419]	train-mlogloss:1.83227	validation-mlogloss:1.82047
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.07 [%]
Global accuracy score (test) = 44.28 [%]
Global F1 score (train) = 43.62 [%]
Global F1 score (test) = 43.61 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.46      0.44       184
       CAMINAR USUAL SPEED       0.34      0.18      0.24       184
            CAMINAR ZIGZAG       0.31      0.52      0.39       184
          DE PIE BARRIENDO       0.70      0.40      0.51       184
   DE PIE DOBLANDO TOALLAS       0.46      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.38      0.40      0.39       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.46      0.39      0.42       184
         SENTADO USANDO PC       0.27      0.15      0.20       184
      SENTADO VIENDO LA TV       0.25      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.66      0.56      0.60       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.46      0.44      0.44      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 25: 44.28 [%]
F1-score capturado en la ejecución 25: 43.61 [%]

=== EJECUCIÓN 26 ===

--- TRAIN (ejecución 26) ---

--- TEST (ejecución 26) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.26 [%]
Global accuracy score (test) = 44.28 [%]
Global F1 score (train) = 43.77 [%]
Global F1 score (test) = 43.64 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.73      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.46      0.45       184
       CAMINAR USUAL SPEED       0.32      0.18      0.23       184
            CAMINAR ZIGZAG       0.31      0.51      0.38       184
          DE PIE BARRIENDO       0.68      0.41      0.51       184
   DE PIE DOBLANDO TOALLAS       0.47      0.44      0.45       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.66      0.58      0.62       184
           SENTADO LEYENDO       0.46      0.39      0.42       184
         SENTADO USANDO PC       0.29      0.15      0.20       184
      SENTADO VIENDO LA TV       0.25      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.66      0.56      0.61       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.46      0.44      0.44      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 26: 44.28 [%]
F1-score capturado en la ejecución 26: 43.64 [%]

=== EJECUCIÓN 27 ===

--- TRAIN (ejecución 27) ---

--- TEST (ejecución 27) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.13 [%]
Global accuracy score (test) = 44.46 [%]
Global F1 score (train) = 43.67 [%]
Global F1 score (test) = 43.65 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.43      0.44      0.43       184
       CAMINAR USUAL SPEED       0.35      0.18      0.24       184
            CAMINAR ZIGZAG       0.32      0.54      0.40       184
          DE PIE BARRIENDO       0.70      0.43      0.54       184
   DE PIE DOBLANDO TOALLAS       0.47      0.46      0.47       184
    DE PIE MOVIENDO LIBROS       0.37      0.38      0.37       184
          DE PIE USANDO PC       0.21      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.66      0.58      0.62       184
           SENTADO LEYENDO       0.46      0.40      0.43       184
         SENTADO USANDO PC       0.25      0.12      0.16       184
      SENTADO VIENDO LA TV       0.24      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.56      0.59       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.45      0.44      2737
              weighted avg       0.45      0.44      0.44      2737


Accuracy capturado en la ejecución 27: 44.46 [%]
F1-score capturado en la ejecución 27: 43.65 [%]

=== EJECUCIÓN 28 ===

--- TRAIN (ejecución 28) ---

--- TEST (ejecución 28) ---
2025-11-06 21:53:27.462727: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:53:27.474423: 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 00:00:1762462407.487955 1833997 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462407.492044 1833997 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462407.502271 1833997 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462407.502291 1833997 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462407.502292 1833997 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462407.502293 1833997 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:53:27.505538: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70023	validation-mlogloss:2.69955
[1]	train-mlogloss:2.69261	validation-mlogloss:2.69142
[2]	train-mlogloss:2.68505	validation-mlogloss:2.68338
[3]	train-mlogloss:2.67689	validation-mlogloss:2.67473
[4]	train-mlogloss:2.66975	validation-mlogloss:2.66675
[5]	train-mlogloss:2.66261	validation-mlogloss:2.65904
[6]	train-mlogloss:2.65572	validation-mlogloss:2.65139
[7]	train-mlogloss:2.64867	validation-mlogloss:2.64367
[8]	train-mlogloss:2.64207	validation-mlogloss:2.63665
[9]	train-mlogloss:2.63495	validation-mlogloss:2.62871
[10]	train-mlogloss:2.62825	validation-mlogloss:2.62096
[11]	train-mlogloss:2.62123	validation-mlogloss:2.61340
[12]	train-mlogloss:2.61420	validation-mlogloss:2.60577
[13]	train-mlogloss:2.60747	validation-mlogloss:2.59840
[14]	train-mlogloss:2.60098	validation-mlogloss:2.59130
[15]	train-mlogloss:2.59453	validation-mlogloss:2.58445
[16]	train-mlogloss:2.58803	validation-mlogloss:2.57746
[17]	train-mlogloss:2.58160	validation-mlogloss:2.57050
[18]	train-mlogloss:2.57543	validation-mlogloss:2.56350
[19]	train-mlogloss:2.56912	validation-mlogloss:2.55670
[20]	train-mlogloss:2.56334	validation-mlogloss:2.55054
[21]	train-mlogloss:2.55711	validation-mlogloss:2.54365
[22]	train-mlogloss:2.55109	validation-mlogloss:2.53683
[23]	train-mlogloss:2.54554	validation-mlogloss:2.53096
[24]	train-mlogloss:2.53992	validation-mlogloss:2.52511
[25]	train-mlogloss:2.53408	validation-mlogloss:2.51879
[26]	train-mlogloss:2.52836	validation-mlogloss:2.51245
[27]	train-mlogloss:2.52276	validation-mlogloss:2.50639
[28]	train-mlogloss:2.51728	validation-mlogloss:2.50030
[29]	train-mlogloss:2.51187	validation-mlogloss:2.49415
[30]	train-mlogloss:2.50650	validation-mlogloss:2.48819
[31]	train-mlogloss:2.50118	validation-mlogloss:2.48249
[32]	train-mlogloss:2.49578	validation-mlogloss:2.47657
[33]	train-mlogloss:2.49061	validation-mlogloss:2.47087
[34]	train-mlogloss:2.48578	validation-mlogloss:2.46560
[35]	train-mlogloss:2.48061	validation-mlogloss:2.46008
[36]	train-mlogloss:2.47538	validation-mlogloss:2.45421
[37]	train-mlogloss:2.47038	validation-mlogloss:2.44860
[38]	train-mlogloss:2.46530	validation-mlogloss:2.44321
[39]	train-mlogloss:2.46060	validation-mlogloss:2.43828
[40]	train-mlogloss:2.45590	validation-mlogloss:2.43332
[41]	train-mlogloss:2.45109	validation-mlogloss:2.42806
[42]	train-mlogloss:2.44636	validation-mlogloss:2.42293
[43]	train-mlogloss:2.44130	validation-mlogloss:2.41715
[44]	train-mlogloss:2.43672	validation-mlogloss:2.41224
[45]	train-mlogloss:2.43212	validation-mlogloss:2.40728
[46]	train-mlogloss:2.42757	validation-mlogloss:2.40218
[47]	train-mlogloss:2.42284	validation-mlogloss:2.39687
[48]	train-mlogloss:2.41827	validation-mlogloss:2.39172
[49]	train-mlogloss:2.41374	validation-mlogloss:2.38670
[50]	train-mlogloss:2.40951	validation-mlogloss:2.38194
[51]	train-mlogloss:2.40513	validation-mlogloss:2.37717
[52]	train-mlogloss:2.40077	validation-mlogloss:2.37227
[53]	train-mlogloss:2.39634	validation-mlogloss:2.36743
[54]	train-mlogloss:2.39198	validation-mlogloss:2.36260
[55]	train-mlogloss:2.38787	validation-mlogloss:2.35824
[56]	train-mlogloss:2.38370	validation-mlogloss:2.35340
[57]	train-mlogloss:2.37952	validation-mlogloss:2.34891
[58]	train-mlogloss:2.37531	validation-mlogloss:2.34442
[59]	train-mlogloss:2.37102	validation-mlogloss:2.33977
[60]	train-mlogloss:2.36698	validation-mlogloss:2.33529
[61]	train-mlogloss:2.36283	validation-mlogloss:2.33051
[62]	train-mlogloss:2.35862	validation-mlogloss:2.32569
[63]	train-mlogloss:2.35464	validation-mlogloss:2.32141
[64]	train-mlogloss:2.35090	validation-mlogloss:2.31747
[65]	train-mlogloss:2.34711	validation-mlogloss:2.31338
[66]	train-mlogloss:2.34309	validation-mlogloss:2.30912
[67]	train-mlogloss:2.33920	validation-mlogloss:2.30482
[68]	train-mlogloss:2.33529	validation-mlogloss:2.30036
[69]	train-mlogloss:2.33134	validation-mlogloss:2.29604
[70]	train-mlogloss:2.32764	validation-mlogloss:2.29184
[71]	train-mlogloss:2.32383	validation-mlogloss:2.28791
[72]	train-mlogloss:2.32006	validation-mlogloss:2.28360
[73]	train-mlogloss:2.31643	validation-mlogloss:2.27945
[74]	train-mlogloss:2.31253	validation-mlogloss:2.27511
[75]	train-mlogloss:2.30901	validation-mlogloss:2.27136
[76]	train-mlogloss:2.30525	validation-mlogloss:2.26707
[77]	train-mlogloss:2.30185	validation-mlogloss:2.26343
[78]	train-mlogloss:2.29840	validation-mlogloss:2.25976
[79]	train-mlogloss:2.29490	validation-mlogloss:2.25570
[80]	train-mlogloss:2.29162	validation-mlogloss:2.25211
[81]	train-mlogloss:2.28821	validation-mlogloss:2.24851
[82]	train-mlogloss:2.28502	validation-mlogloss:2.24541
[83]	train-mlogloss:2.28188	validation-mlogloss:2.24208
[84]	train-mlogloss:2.27879	validation-mlogloss:2.23890
[85]	train-mlogloss:2.27552	validation-mlogloss:2.23532
[86]	train-mlogloss:2.27250	validation-mlogloss:2.23230
[87]	train-mlogloss:2.26928	validation-mlogloss:2.22900
[88]	train-mlogloss:2.26598	validation-mlogloss:2.22537
[89]	train-mlogloss:2.26290	validation-mlogloss:2.22187
[90]	train-mlogloss:2.25970	validation-mlogloss:2.21839
[91]	train-mlogloss:2.25656	validation-mlogloss:2.21524
[92]	train-mlogloss:2.25353	validation-mlogloss:2.21202
[93]	train-mlogloss:2.25066	validation-mlogloss:2.20903
[94]	train-mlogloss:2.24753	validation-mlogloss:2.20542
[95]	train-mlogloss:2.24442	validation-mlogloss:2.20186
[96]	train-mlogloss:2.24153	validation-mlogloss:2.19876
[97]	train-mlogloss:2.23849	validation-mlogloss:2.19530
[98]	train-mlogloss:2.23557	validation-mlogloss:2.19236
[99]	train-mlogloss:2.23257	validation-mlogloss:2.18917
[100]	train-mlogloss:2.22969	validation-mlogloss:2.18625
[101]	train-mlogloss:2.22701	validation-mlogloss:2.18348
[102]	train-mlogloss:2.22432	validation-mlogloss:2.18064
[103]	train-mlogloss:2.22166	validation-mlogloss:2.17796
[104]	train-mlogloss:2.21894	validation-mlogloss:2.17513
[105]	train-mlogloss:2.21612	validation-mlogloss:2.17184
[106]	train-mlogloss:2.21331	validation-mlogloss:2.16875
[107]	train-mlogloss:2.21068	validation-mlogloss:2.16585
[108]	train-mlogloss:2.20798	validation-mlogloss:2.16298
[109]	train-mlogloss:2.20525	validation-mlogloss:2.16018
[110]	train-mlogloss:2.20257	validation-mlogloss:2.15749
[111]	train-mlogloss:2.19987	validation-mlogloss:2.15468
[112]	train-mlogloss:2.19736	validation-mlogloss:2.15230
[113]	train-mlogloss:2.19472	validation-mlogloss:2.14957
[114]	train-mlogloss:2.19231	validation-mlogloss:2.14724
[115]	train-mlogloss:2.18982	validation-mlogloss:2.14452
[116]	train-mlogloss:2.18733	validation-mlogloss:2.14210
[117]	train-mlogloss:2.18496	validation-mlogloss:2.13979
[118]	train-mlogloss:2.18248	validation-mlogloss:2.13729
[119]	train-mlogloss:2.18017	validation-mlogloss:2.13494
[120]	train-mlogloss:2.17782	validation-mlogloss:2.13246
[121]	train-mlogloss:2.17558	validation-mlogloss:2.13017
[122]	train-mlogloss:2.17335	validation-mlogloss:2.12794
[123]	train-mlogloss:2.17089	validation-mlogloss:2.12541
[124]	train-mlogloss:2.16870	validation-mlogloss:2.12334
[125]	train-mlogloss:2.16634	validation-mlogloss:2.12091
[126]	train-mlogloss:2.16393	validation-mlogloss:2.11847
[127]	train-mlogloss:2.16159	validation-mlogloss:2.11606
[128]	train-mlogloss:2.15943	validation-mlogloss:2.11405
[129]	train-mlogloss:2.15706	validation-mlogloss:2.11146
[130]	train-mlogloss:2.15496	validation-mlogloss:2.10958
[131]	train-mlogloss:2.15259	validation-mlogloss:2.10685
[132]	train-mlogloss:2.15046	validation-mlogloss:2.10475
[133]	train-mlogloss:2.14824	validation-mlogloss:2.10243
[134]	train-mlogloss:2.14595	validation-mlogloss:2.10021
[135]	train-mlogloss:2.14365	validation-mlogloss:2.09783
[136]	train-mlogloss:2.14159	validation-mlogloss:2.09568
[137]	train-mlogloss:2.13946	validation-mlogloss:2.09342
[138]	train-mlogloss:2.13730	validation-mlogloss:2.09123
[139]	train-mlogloss:2.13530	validation-mlogloss:2.08919
[140]	train-mlogloss:2.13319	validation-mlogloss:2.08689
[141]	train-mlogloss:2.13108	validation-mlogloss:2.08473
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Saved model to disk.
2025-11-06 21:53:49.575746: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-06 21:53:49.587144: 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 00:00:1762462429.601133 1834388 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762462429.605364 1834388 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762462429.616056 1834388 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462429.616074 1834388 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462429.616076 1834388 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762462429.616085 1834388 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-06 21:53:49.619414: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
1 GPU(s) detected and VRAM set to crossover mode..
Training a non-convolutional model.
[0]	train-mlogloss:2.70048	validation-mlogloss:2.69965
[1]	train-mlogloss:2.69285	validation-mlogloss:2.69155
[2]	train-mlogloss:2.68540	validation-mlogloss:2.68354
[3]	train-mlogloss:2.67802	validation-mlogloss:2.67575
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[9]	train-mlogloss:2.63517	validation-mlogloss:2.62958
[10]	train-mlogloss:2.62806	validation-mlogloss:2.62162
[11]	train-mlogloss:2.62151	validation-mlogloss:2.61450
[12]	train-mlogloss:2.61449	validation-mlogloss:2.60652
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[16]	train-mlogloss:2.58836	validation-mlogloss:2.57749
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[21]	train-mlogloss:2.55756	validation-mlogloss:2.54366
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[24]	train-mlogloss:2.53995	validation-mlogloss:2.52490
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[292]	train-mlogloss:1.92061	validation-mlogloss:1.88773
[293]	train-mlogloss:1.91962	validation-mlogloss:1.88692
[294]	train-mlogloss:1.91867	validation-mlogloss:1.88607
[295]	train-mlogloss:1.91775	validation-mlogloss:1.88540
[296]	train-mlogloss:1.91677	validation-mlogloss:1.88468
[297]	train-mlogloss:1.91588	validation-mlogloss:1.88390
[298]	train-mlogloss:1.91502	validation-mlogloss:1.88319
[299]	train-mlogloss:1.91405	validation-mlogloss:1.88232
[300]	train-mlogloss:1.91316	validation-mlogloss:1.88146
[301]	train-mlogloss:1.91228	validation-mlogloss:1.88068
[302]	train-mlogloss:1.91135	validation-mlogloss:1.87999
[303]	train-mlogloss:1.91051	validation-mlogloss:1.87928
[304]	train-mlogloss:1.90962	validation-mlogloss:1.87859
[305]	train-mlogloss:1.90875	validation-mlogloss:1.87811
[306]	train-mlogloss:1.90788	validation-mlogloss:1.87744
[307]	train-mlogloss:1.90695	validation-mlogloss:1.87656
[308]	train-mlogloss:1.90601	validation-mlogloss:1.87594
[309]	train-mlogloss:1.90514	validation-mlogloss:1.87500
[310]	train-mlogloss:1.90422	validation-mlogloss:1.87424
[311]	train-mlogloss:1.90336	validation-mlogloss:1.87366
[312]	train-mlogloss:1.90245	validation-mlogloss:1.87297
[313]	train-mlogloss:1.90160	validation-mlogloss:1.87219
[314]	train-mlogloss:1.90082	validation-mlogloss:1.87159
[315]	train-mlogloss:1.89990	validation-mlogloss:1.87072
[316]	train-mlogloss:1.89905	validation-mlogloss:1.87017
[317]	train-mlogloss:1.89828	validation-mlogloss:1.86941
[318]	train-mlogloss:1.89750	validation-mlogloss:1.86872
[319]	train-mlogloss:1.89661	validation-mlogloss:1.86794
[320]	train-mlogloss:1.89574	validation-mlogloss:1.86720
[321]	train-mlogloss:1.89492	validation-mlogloss:1.86676
[322]	train-mlogloss:1.89413	validation-mlogloss:1.86614
[323]	train-mlogloss:1.89325	validation-mlogloss:1.86530
[324]	train-mlogloss:1.89241	validation-mlogloss:1.86460
[325]	train-mlogloss:1.89149	validation-mlogloss:1.86394
[326]	train-mlogloss:1.89066	validation-mlogloss:1.86345
[327]	train-mlogloss:1.88988	validation-mlogloss:1.86296
[328]	train-mlogloss:1.88915	validation-mlogloss:1.86246
[329]	train-mlogloss:1.88839	validation-mlogloss:1.86176
[330]	train-mlogloss:1.88758	validation-mlogloss:1.86109
[331]	train-mlogloss:1.88684	validation-mlogloss:1.86066
[332]	train-mlogloss:1.88611	validation-mlogloss:1.86007
[333]	train-mlogloss:1.88538	validation-mlogloss:1.85964
[334]	train-mlogloss:1.88463	validation-mlogloss:1.85923
[335]	train-mlogloss:1.88383	validation-mlogloss:1.85871
[336]	train-mlogloss:1.88303	validation-mlogloss:1.85812
[337]	train-mlogloss:1.88223	validation-mlogloss:1.85746
[338]	train-mlogloss:1.88151	validation-mlogloss:1.85694
[339]	train-mlogloss:1.88073	validation-mlogloss:1.85622
[340]	train-mlogloss:1.87999	validation-mlogloss:1.85563
[341]	train-mlogloss:1.87918	validation-mlogloss:1.85500
[342]	train-mlogloss:1.87849	validation-mlogloss:1.85432
[343]	train-mlogloss:1.87776	validation-mlogloss:1.85393
[344]	train-mlogloss:1.87704	validation-mlogloss:1.85334
[345]	train-mlogloss:1.87634	validation-mlogloss:1.85285
[346]	train-mlogloss:1.87564	validation-mlogloss:1.85233
[347]	train-mlogloss:1.87491	validation-mlogloss:1.85177
[348]	train-mlogloss:1.87422	validation-mlogloss:1.85119
[349]	train-mlogloss:1.87356	validation-mlogloss:1.85086
[350]	train-mlogloss:1.87285	validation-mlogloss:1.85040
[351]	train-mlogloss:1.87208	validation-mlogloss:1.84984
[352]	train-mlogloss:1.87140	validation-mlogloss:1.84930
[353]	train-mlogloss:1.87066	validation-mlogloss:1.84864
[354]	train-mlogloss:1.86997	validation-mlogloss:1.84799
[355]	train-mlogloss:1.86923	validation-mlogloss:1.84747
[356]	train-mlogloss:1.86848	validation-mlogloss:1.84696
[357]	train-mlogloss:1.86791	validation-mlogloss:1.84648
[358]	train-mlogloss:1.86730	validation-mlogloss:1.84617
[359]	train-mlogloss:1.86665	validation-mlogloss:1.84578
[360]	train-mlogloss:1.86600	validation-mlogloss:1.84533
[361]	train-mlogloss:1.86541	validation-mlogloss:1.84489
[362]	train-mlogloss:1.86475	validation-mlogloss:1.84434
[363]	train-mlogloss:1.86404	validation-mlogloss:1.84378
[364]	train-mlogloss:1.86344	validation-mlogloss:1.84329
[365]	train-mlogloss:1.86274	validation-mlogloss:1.84277
[366]	train-mlogloss:1.86214	validation-mlogloss:1.84238
[367]	train-mlogloss:1.86149	validation-mlogloss:1.84186
[368]	train-mlogloss:1.86090	validation-mlogloss:1.84145
[369]	train-mlogloss:1.86024	validation-mlogloss:1.84095
[370]	train-mlogloss:1.85960	validation-mlogloss:1.84053
[371]	train-mlogloss:1.85887	validation-mlogloss:1.84002
[372]	train-mlogloss:1.85819	validation-mlogloss:1.83952
[373]	train-mlogloss:1.85759	validation-mlogloss:1.83896
[374]	train-mlogloss:1.85693	validation-mlogloss:1.83833
[375]	train-mlogloss:1.85628	validation-mlogloss:1.83798
[376]	train-mlogloss:1.85568	validation-mlogloss:1.83748
[377]	train-mlogloss:1.85511	validation-mlogloss:1.83703
[378]	train-mlogloss:1.85448	validation-mlogloss:1.83639
[379]	train-mlogloss:1.85380	validation-mlogloss:1.83594
[380]	train-mlogloss:1.85316	validation-mlogloss:1.83553
[381]	train-mlogloss:1.85253	validation-mlogloss:1.83513
[382]	train-mlogloss:1.85189	validation-mlogloss:1.83475
[383]	train-mlogloss:1.85133	validation-mlogloss:1.83431
[384]	train-mlogloss:1.85075	validation-mlogloss:1.83399
[385]	train-mlogloss:1.85016	validation-mlogloss:1.83352
[386]	train-mlogloss:1.84960	validation-mlogloss:1.83311
[387]	train-mlogloss:1.84898	validation-mlogloss:1.83259
[388]	train-mlogloss:1.84839	validation-mlogloss:1.83211
[389]	train-mlogloss:1.84783	validation-mlogloss:1.83180
[390]	train-mlogloss:1.84715	validation-mlogloss:1.83133
[391]	train-mlogloss:1.84665	validation-mlogloss:1.83093
[392]	train-mlogloss:1.84606	validation-mlogloss:1.83036
[393]	train-mlogloss:1.84548	validation-mlogloss:1.82995
[394]	train-mlogloss:1.84490	validation-mlogloss:1.82964
[395]	train-mlogloss:1.84430	validation-mlogloss:1.82941
[396]	train-mlogloss:1.84375	validation-mlogloss:1.82922
[397]	train-mlogloss:1.84309	validation-mlogloss:1.82874
[398]	train-mlogloss:1.84253	validation-mlogloss:1.82840
[399]	train-mlogloss:1.84192	validation-mlogloss:1.82809
[400]	train-mlogloss:1.84134	validation-mlogloss:1.82774
[401]	train-mlogloss:1.84077	validation-mlogloss:1.82740
[402]	train-mlogloss:1.84026	validation-mlogloss:1.82713
[403]	train-mlogloss:1.83968	validation-mlogloss:1.82687
[404]	train-mlogloss:1.83910	validation-mlogloss:1.82666
[405]	train-mlogloss:1.83856	validation-mlogloss:1.82630
[406]	train-mlogloss:1.83810	validation-mlogloss:1.82587
[407]	train-mlogloss:1.83760	validation-mlogloss:1.82545
[408]	train-mlogloss:1.83699	validation-mlogloss:1.82500
[409]	train-mlogloss:1.83642	validation-mlogloss:1.82446
[410]	train-mlogloss:1.83589	validation-mlogloss:1.82414
[411]	train-mlogloss:1.83532	validation-mlogloss:1.82371
[412]	train-mlogloss:1.83483	validation-mlogloss:1.82329
[413]	train-mlogloss:1.83429	validation-mlogloss:1.82282
[414]	train-mlogloss:1.83374	validation-mlogloss:1.82237
[415]	train-mlogloss:1.83319	validation-mlogloss:1.82199
[416]	train-mlogloss:1.83259	validation-mlogloss:1.82156
[417]	train-mlogloss:1.83213	validation-mlogloss:1.82120
[418]	train-mlogloss:1.83158	validation-mlogloss:1.82077
[419]	train-mlogloss:1.83103	validation-mlogloss:1.82037
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.24 [%]
Global accuracy score (test) = 44.32 [%]
Global F1 score (train) = 43.77 [%]
Global F1 score (test) = 43.56 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.46      0.45       184
       CAMINAR USUAL SPEED       0.36      0.19      0.25       184
            CAMINAR ZIGZAG       0.32      0.55      0.40       184
          DE PIE BARRIENDO       0.70      0.41      0.52       184
   DE PIE DOBLANDO TOALLAS       0.44      0.43      0.44       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.39       184
          DE PIE USANDO PC       0.20      0.31      0.24       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.65      0.58      0.61       184
           SENTADO LEYENDO       0.45      0.39      0.42       184
         SENTADO USANDO PC       0.26      0.13      0.17       184
      SENTADO VIENDO LA TV       0.24      0.15      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.62      0.56      0.59       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.44      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 28: 44.32 [%]
F1-score capturado en la ejecución 28: 43.56 [%]

=== EJECUCIÓN 29 ===

--- TRAIN (ejecución 29) ---

--- TEST (ejecución 29) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.01 [%]
Global accuracy score (test) = 44.06 [%]
Global F1 score (train) = 43.57 [%]
Global F1 score (test) = 43.22 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.72      0.56       184
 CAMINAR CON MÓVIL O LIBRO       0.44      0.46      0.45       184
       CAMINAR USUAL SPEED       0.36      0.17      0.23       184
            CAMINAR ZIGZAG       0.31      0.53      0.39       184
          DE PIE BARRIENDO       0.69      0.41      0.51       184
   DE PIE DOBLANDO TOALLAS       0.45      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.38      0.40      0.39       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.56      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.64      0.58      0.61       184
           SENTADO LEYENDO       0.46      0.39      0.42       184
         SENTADO USANDO PC       0.20      0.10      0.13       184
      SENTADO VIENDO LA TV       0.25      0.16      0.20       184
   SUBIR Y BAJAR ESCALERAS       0.67      0.55      0.61       184
                    TROTAR       0.65      0.55      0.60       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 29: 44.06 [%]
F1-score capturado en la ejecución 29: 43.22 [%]

=== EJECUCIÓN 30 ===

--- TRAIN (ejecución 30) ---

--- TEST (ejecución 30) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18469, 42)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 44.22 [%]
Global accuracy score (test) = 44.17 [%]
Global F1 score (train) = 43.76 [%]
Global F1 score (test) = 43.36 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.73      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.45      0.46      0.45       184
       CAMINAR USUAL SPEED       0.34      0.16      0.22       184
            CAMINAR ZIGZAG       0.31      0.53      0.39       184
          DE PIE BARRIENDO       0.69      0.41      0.52       184
   DE PIE DOBLANDO TOALLAS       0.45      0.44      0.45       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.20      0.30      0.24       184
        FASE REPOSO CON K5       0.57      0.83      0.67       184
INCREMENTAL CICLOERGOMETRO       0.64      0.57      0.61       184
           SENTADO LEYENDO       0.45      0.39      0.42       184
         SENTADO USANDO PC       0.28      0.15      0.19       184
      SENTADO VIENDO LA TV       0.25      0.16      0.19       184
   SUBIR Y BAJAR ESCALERAS       0.61      0.56      0.59       184
                    TROTAR       0.67      0.55      0.61       161

                  accuracy                           0.44      2737
                 macro avg       0.45      0.44      0.43      2737
              weighted avg       0.45      0.44      0.43      2737


Accuracy capturado en la ejecución 30: 44.17 [%]
F1-score capturado en la ejecución 30: 43.36 [%]

=== RESUMEN FINAL ===
Accuracies: [44.14, 44.25, 44.06, 44.43, 44.36, 44.5, 44.06, 44.14, 44.36, 43.92, 44.14, 44.28, 44.36, 44.14, 43.55, 44.36, 44.39, 44.43, 44.14, 44.5, 44.25, 43.73, 44.06, 44.21, 44.28, 44.28, 44.46, 44.32, 44.06, 44.17]
F1-scores: [43.28, 43.38, 43.39, 43.77, 43.55, 43.76, 43.26, 43.34, 43.6, 43.04, 43.42, 43.5, 43.5, 43.38, 42.61, 43.59, 43.67, 43.74, 43.32, 43.77, 43.44, 42.84, 43.28, 43.42, 43.61, 43.64, 43.65, 43.56, 43.22, 43.36]
Accuracy mean: 44.2110 | std: 0.2118
F1 mean: 43.4297 | std: 0.2606

Resultados guardados en /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_M/case_M_XGB_acc_17_classes/metrics_test.npz
