2025-10-27 09:33:56.557815: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:33:56.570913: 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 00:00:1761554036.585613  396970 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554036.590153  396970 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554036.601676  396970 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554036.601701  396970 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554036.601705  396970 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554036.601707  396970 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:33:56.605176: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
/home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/tune/impl/tuner_internal.py:144: RayDeprecationWarning: The `RunConfig` class should be imported from `ray.tune` when passing it to the Tuner. Please update your imports. See this issue for more context and migration options: https://github.com/ray-project/ray/issues/49454. Disable these warnings by setting the environment variable: RAY_TRAIN_ENABLE_V2_MIGRATION_WARNINGS=0
  _log_deprecation_warning(
2025-10-27 09:34:14,649	INFO worker.py:1927 -- Started a local Ray instance.
2025-10-27 09:34:15,338	INFO tune.py:253 -- Initializing Ray automatically. For cluster usage or custom Ray initialization, call `ray.init(...)` before `Tuner(...)`.
2025-10-27 09:34:15,409	INFO trial.py:182 -- Creating a new dirname dir_b8b81_5db3 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,413	INFO trial.py:182 -- Creating a new dirname dir_b8b81_a650 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,415	INFO trial.py:182 -- Creating a new dirname dir_b8b81_e396 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,418	INFO trial.py:182 -- Creating a new dirname dir_b8b81_4972 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,420	INFO trial.py:182 -- Creating a new dirname dir_b8b81_239b because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,422	INFO trial.py:182 -- Creating a new dirname dir_b8b81_4e78 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,425	INFO trial.py:182 -- Creating a new dirname dir_b8b81_aaa5 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,427	INFO trial.py:182 -- Creating a new dirname dir_b8b81_ae8b because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,430	INFO trial.py:182 -- Creating a new dirname dir_b8b81_a8a1 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,432	INFO trial.py:182 -- Creating a new dirname dir_b8b81_0e19 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,434	INFO trial.py:182 -- Creating a new dirname dir_b8b81_6654 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,437	INFO trial.py:182 -- Creating a new dirname dir_b8b81_3915 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,439	INFO trial.py:182 -- Creating a new dirname dir_b8b81_90c5 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,443	INFO trial.py:182 -- Creating a new dirname dir_b8b81_95f5 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,446	INFO trial.py:182 -- Creating a new dirname dir_b8b81_f451 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,449	INFO trial.py:182 -- Creating a new dirname dir_b8b81_d939 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,452	INFO trial.py:182 -- Creating a new dirname dir_b8b81_0ffa because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,456	INFO trial.py:182 -- Creating a new dirname dir_b8b81_8749 because trial dirname 'dir_b8b81' already exists.
2025-10-27 09:34:15,460	INFO trial.py:182 -- Creating a new dirname dir_b8b81_c3dc because trial dirname 'dir_b8b81' 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_gyr_17_classes/XGBoost_hyperparameters_tuning
To visualize your results with TensorBoard, run: `tensorboard --logdir /tmp/ray/session_2025-10-27_09-34-12_925023_396970/artifacts/2025-10-27_09-34-15/XGBoost_hyperparameters_tuning/driver_artifacts`

Trial status: 20 PENDING
Current time: 2025-10-27 09:34:15. 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_b8b81    PENDING                  785             2        0.0152561       0.333235             0.509718   5.36058                   59      1.72191        0.791369             8764 │
│ trial_b8b81    PENDING                  436             2        0.0151967       0.687426             0.508211   3.6508                    32      0.236551       2.80111                23 │
│ trial_b8b81    PENDING                  540             2        0.0154571       0.498324             0.399232   7.5555                    57      0.518023       1.37493              3189 │
│ trial_b8b81    PENDING                  353             2        0.00577946      0.588048             0.300442   8.55953                   34      5.80421        0.579503             5130 │
│ trial_b8b81    PENDING                  677             2        0.00718957      0.347983             0.517791   6.43243                   12      0.249615       2.3729               3650 │
│ trial_b8b81    PENDING                  347             2        0.00373864      0.624615             0.491362   7.40223                   33      0.177621      15.6491               4377 │
│ trial_b8b81    PENDING                  749             2        0.00684262      0.511093             0.642296   2.23501                   26      2.59404        5.58484              8397 │
│ trial_b8b81    PENDING                  550             2        0.0146521       0.333218             0.403476   8.58164                   12      8.33367       54.5003               6890 │
│ trial_b8b81    PENDING                  789             2        0.00862436      0.519278             0.453361   7.20008                   21      1.57911        3.85557               985 │
│ trial_b8b81    PENDING                  416             2        0.00418167      0.347849             0.419215   6.11886                   39      1.02586        0.871116             4157 │
│ trial_b8b81    PENDING                  737             2        0.0033156       0.459322             0.608053   3.18821                   28     93.719          1.30518              5776 │
│ trial_b8b81    PENDING                  650             2        0.00313347      0.693701             0.492938   9.79394                   12      1.55806        6.0203               5382 │
│ trial_b8b81    PENDING                  860             2        0.0136591       0.502887             0.62787    4.03237                   37     28.4997        51.4794               8253 │
│ trial_b8b81    PENDING                  500             2        0.0168463       0.316536             0.311578   7.53857                   21     25.6984         1.41457              2854 │
│ trial_b8b81    PENDING                  528             2        0.00285688      0.536565             0.651463   5.278                     25      2.19742        2.87126               507 │
│ trial_b8b81    PENDING                  319             2        0.0172683       0.44677              0.688075   6.64719                   21      1.24884       27.0934               5802 │
│ trial_b8b81    PENDING                  783             2        0.0197427       0.306766             0.67443    7.59557                   58     66.8206        16.8769               7467 │
│ trial_b8b81    PENDING                  725             2        0.0143453       0.659911             0.418968   3.84157                   53      0.163473      19.04                 9244 │
│ trial_b8b81    PENDING                  601             2        0.0132953       0.653242             0.585449   3.87352                   49      4.74374       97.5749               9239 │
│ trial_b8b81    PENDING                  871             2        0.0139431       0.314738             0.444055   8.48731                   42      0.988245      70.352                9194 │
╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.39923 │
│ gamma                         7.5555 │
│ learning_rate                0.01546 │
│ max_depth                          2 │
│ min_child_weight                  57 │
│ num_boost_round                  540 │
│ random_state                    3189 │
│ reg_alpha                    0.51802 │
│ reg_lambda                   1.37493 │
│ subsample                    0.49832 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.30044 │
│ gamma                        8.55953 │
│ learning_rate                0.00578 │
│ max_depth                          2 │
│ min_child_weight                  34 │
│ num_boost_round                  353 │
│ random_state                    5130 │
│ reg_alpha                    5.80421 │
│ reg_lambda                    0.5795 │
│ subsample                    0.58805 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.41922 │
│ gamma                        6.11886 │
│ learning_rate                0.00418 │
│ max_depth                          2 │
│ min_child_weight                  39 │
│ num_boost_round                  416 │
│ random_state                    4157 │
│ reg_alpha                    1.02586 │
│ reg_lambda                   0.87112 │
│ subsample                    0.34785 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.40348 │
│ gamma                        8.58164 │
│ learning_rate                0.01465 │
│ max_depth                          2 │
│ min_child_weight                  12 │
│ num_boost_round                  550 │
│ random_state                    6890 │
│ reg_alpha                    8.33367 │
│ reg_lambda                   54.5003 │
│ subsample                    0.33322 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.51779 │
│ gamma                        6.43243 │
│ learning_rate                0.00719 │
│ max_depth                          2 │
│ min_child_weight                  12 │
│ num_boost_round                  677 │
│ random_state                    3650 │
│ reg_alpha                    0.24961 │
│ reg_lambda                    2.3729 │
│ subsample                    0.34798 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.62787 │
│ gamma                        4.03237 │
│ learning_rate                0.01366 │
│ max_depth                          2 │
│ min_child_weight                  37 │
│ num_boost_round                  860 │
│ random_state                    8253 │
│ reg_alpha                    28.4997 │
│ reg_lambda                   51.4794 │
│ subsample                    0.50289 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.50972 │
│ gamma                        5.36058 │
│ learning_rate                0.01526 │
│ max_depth                          2 │
│ min_child_weight                  59 │
│ num_boost_round                  785 │
│ random_state                    8764 │
│ reg_alpha                    1.72191 │
│ reg_lambda                   0.79137 │
│ subsample                    0.33324 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.67443 │
│ gamma                        7.59557 │
│ learning_rate                0.01974 │
│ max_depth                          2 │
│ min_child_weight                  58 │
│ num_boost_round                  783 │
│ random_state                    7467 │
│ reg_alpha                    66.8206 │
│ reg_lambda                   16.8769 │
│ subsample                    0.30677 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.58545 │
│ gamma                        3.87352 │
│ learning_rate                 0.0133 │
│ max_depth                          2 │
│ min_child_weight                  49 │
│ num_boost_round                  601 │
│ random_state                    9239 │
│ reg_alpha                    4.74374 │
│ reg_lambda                   97.5749 │
│ subsample                    0.65324 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.49294 │
│ gamma                        9.79394 │
│ learning_rate                0.00313 │
│ max_depth                          2 │
│ min_child_weight                  12 │
│ num_boost_round                  650 │
│ random_state                    5382 │
│ reg_alpha                    1.55806 │
│ reg_lambda                    6.0203 │
│ subsample                     0.6937 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.6423 │
│ gamma                        2.23501 │
│ learning_rate                0.00684 │
│ max_depth                          2 │
│ min_child_weight                  26 │
│ num_boost_round                  749 │
│ random_state                    8397 │
│ reg_alpha                    2.59404 │
│ reg_lambda                   5.58484 │
│ subsample                    0.51109 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.60805 │
│ gamma                        3.18821 │
│ learning_rate                0.00332 │
│ max_depth                          2 │
│ min_child_weight                  28 │
│ num_boost_round                  737 │
│ random_state                    5776 │
│ reg_alpha                     93.719 │
│ reg_lambda                   1.30518 │
│ subsample                    0.45932 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.65146 │
│ gamma                          5.278 │
│ learning_rate                0.00286 │
│ max_depth                          2 │
│ min_child_weight                  25 │
│ num_boost_round                  528 │
│ random_state                     507 │
│ reg_alpha                    2.19742 │
│ reg_lambda                   2.87126 │
│ subsample                    0.53657 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.44405 │
│ gamma                        8.48731 │
│ learning_rate                0.01394 │
│ max_depth                          2 │
│ min_child_weight                  42 │
│ num_boost_round                  871 │
│ random_state                    9194 │
│ reg_alpha                    0.98825 │
│ reg_lambda                    70.352 │
│ subsample                    0.31474 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.50821 │
│ gamma                         3.6508 │
│ learning_rate                 0.0152 │
│ max_depth                          2 │
│ min_child_weight                  32 │
│ num_boost_round                  436 │
│ random_state                      23 │
│ reg_alpha                    0.23655 │
│ reg_lambda                   2.80111 │
│ subsample                    0.68743 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.31158 │
│ gamma                        7.53857 │
│ learning_rate                0.01685 │
│ max_depth                          2 │
│ min_child_weight                  21 │
│ num_boost_round                  500 │
│ random_state                    2854 │
│ reg_alpha                    25.6984 │
│ reg_lambda                   1.41457 │
│ subsample                    0.31654 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.49136 │
│ gamma                        7.40223 │
│ learning_rate                0.00374 │
│ max_depth                          2 │
│ min_child_weight                  33 │
│ num_boost_round                  347 │
│ random_state                    4377 │
│ reg_alpha                    0.17762 │
│ reg_lambda                   15.6491 │
│ subsample                    0.62461 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.68807 │
│ gamma                        6.64719 │
│ learning_rate                0.01727 │
│ max_depth                          2 │
│ min_child_weight                  21 │
│ num_boost_round                  319 │
│ random_state                    5802 │
│ reg_alpha                    1.24884 │
│ reg_lambda                   27.0934 │
│ subsample                    0.44677 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
[36m(train_xgb_ray_tune pid=398880)[0m 2025-10-27 09:34:18.442434: 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=398880)[0m 2025-10-27 09:34:18.467505: 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=398880)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
[36m(train_xgb_ray_tune pid=398880)[0m E0000 00:00:1761554058.493825  400044 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=398880)[0m E0000 00:00:1761554058.501757  400044 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=398880)[0m W0000 00:00:1761554058.522270  400044 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=398880)[0m W0000 00:00:1761554058.522310  400044 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=398880)[0m W0000 00:00:1761554058.522313  400044 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=398880)[0m W0000 00:00:1761554058.522315  400044 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=398880)[0m 2025-10-27 09:34:18.528325: 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=398880)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.45336 │
│ gamma                        7.20008 │
│ learning_rate                0.00862 │
│ max_depth                          2 │
│ min_child_weight                  21 │
│ num_boost_round                  789 │
│ random_state                     985 │
│ reg_alpha                    1.57911 │
│ reg_lambda                   3.85557 │
│ subsample                    0.51928 │
╰──────────────────────────────────────╯
Trial trial_b8b81 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_b8b81 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.41897 │
│ gamma                        3.84157 │
│ learning_rate                0.01435 │
│ max_depth                          2 │
│ min_child_weight                  53 │
│ num_boost_round                  725 │
│ random_state                    9244 │
│ reg_alpha                    0.16347 │
│ reg_lambda                     19.04 │
│ subsample                    0.65991 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=398880)[0m [0]	train-mlogloss:2.69387	validation-mlogloss:2.69271
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Trial status: 20 RUNNING
Current time: 2025-10-27 09:34:45. Total running time: 30s
Logical resource usage: 20.0/20 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_b8b81    RUNNING                  785             2        0.0152561       0.333235             0.509718   5.36058                   59      1.72191        0.791369             8764 │
│ trial_b8b81    RUNNING                  436             2        0.0151967       0.687426             0.508211   3.6508                    32      0.236551       2.80111                23 │
│ trial_b8b81    RUNNING                  540             2        0.0154571       0.498324             0.399232   7.5555                    57      0.518023       1.37493              3189 │
│ trial_b8b81    RUNNING                  353             2        0.00577946      0.588048             0.300442   8.55953                   34      5.80421        0.579503             5130 │
│ trial_b8b81    RUNNING                  677             2        0.00718957      0.347983             0.517791   6.43243                   12      0.249615       2.3729               3650 │
│ trial_b8b81    RUNNING                  347             2        0.00373864      0.624615             0.491362   7.40223                   33      0.177621      15.6491               4377 │
│ trial_b8b81    RUNNING                  749             2        0.00684262      0.511093             0.642296   2.23501                   26      2.59404        5.58484              8397 │
│ trial_b8b81    RUNNING                  550             2        0.0146521       0.333218             0.403476   8.58164                   12      8.33367       54.5003               6890 │
│ trial_b8b81    RUNNING                  789             2        0.00862436      0.519278             0.453361   7.20008                   21      1.57911        3.85557               985 │
│ trial_b8b81    RUNNING                  416             2        0.00418167      0.347849             0.419215   6.11886                   39      1.02586        0.871116             4157 │
│ trial_b8b81    RUNNING                  737             2        0.0033156       0.459322             0.608053   3.18821                   28     93.719          1.30518              5776 │
│ trial_b8b81    RUNNING                  650             2        0.00313347      0.693701             0.492938   9.79394                   12      1.55806        6.0203               5382 │
│ trial_b8b81    RUNNING                  860             2        0.0136591       0.502887             0.62787    4.03237                   37     28.4997        51.4794               8253 │
│ trial_b8b81    RUNNING                  500             2        0.0168463       0.316536             0.311578   7.53857                   21     25.6984         1.41457              2854 │
│ trial_b8b81    RUNNING                  528             2        0.00285688      0.536565             0.651463   5.278                     25      2.19742        2.87126               507 │
│ trial_b8b81    RUNNING                  319             2        0.0172683       0.44677              0.688075   6.64719                   21      1.24884       27.0934               5802 │
│ trial_b8b81    RUNNING                  783             2        0.0197427       0.306766             0.67443    7.59557                   58     66.8206        16.8769               7467 │
│ trial_b8b81    RUNNING                  725             2        0.0143453       0.659911             0.418968   3.84157                   53      0.163473      19.04                 9244 │
│ trial_b8b81    RUNNING                  601             2        0.0132953       0.653242             0.585449   3.87352                   49      4.74374       97.5749               9239 │
│ trial_b8b81    RUNNING                  871             2        0.0139431       0.314738             0.444055   8.48731                   42      0.988245      70.352                9194 │
╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
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[36m(train_xgb_ray_tune pid=398912)[0m [219]	train-mlogloss:1.98508	validation-mlogloss:1.95655
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[36m(train_xgb_ray_tune pid=398892)[0m [227]	train-mlogloss:1.96583	validation-mlogloss:1.94792
[36m(train_xgb_ray_tune pid=398893)[0m [237]	train-mlogloss:2.10259	validation-mlogloss:2.06010
[36m(train_xgb_ray_tune pid=398906)[0m [226]	train-mlogloss:1.95187	validation-mlogloss:1.92805
[36m(train_xgb_ray_tune pid=398894)[0m [213]	train-mlogloss:2.06804	validation-mlogloss:2.03192
[36m(train_xgb_ray_tune pid=398915)[0m [249]	train-mlogloss:2.17726	validation-mlogloss:2.13436
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[36m(train_xgb_ray_tune pid=398903)[0m [230]	train-mlogloss:2.01814	validation-mlogloss:1.98695
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[36m(train_xgb_ray_tune pid=398916)[0m [216]	train-mlogloss:2.42692	validation-mlogloss:2.41996
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[36m(train_xgb_ray_tune pid=398879)[0m [207]	train-mlogloss:1.81421	validation-mlogloss:1.82148
[36m(train_xgb_ray_tune pid=398905)[0m [217]	train-mlogloss:1.97311	validation-mlogloss:1.95544
[36m(train_xgb_ray_tune pid=398918)[0m [223]	train-mlogloss:2.30262	validation-mlogloss:2.26267
[36m(train_xgb_ray_tune pid=398914)[0m [205]	train-mlogloss:1.81768	validation-mlogloss:1.82006
[36m(train_xgb_ray_tune pid=398917)[0m [214]	train-mlogloss:1.95210	validation-mlogloss:1.94054
[36m(train_xgb_ray_tune pid=398893)[0m [238]	train-mlogloss:2.10131	validation-mlogloss:2.05876
[36m(train_xgb_ray_tune pid=398906)[0m [227]	train-mlogloss:1.95065	validation-mlogloss:1.92686
[36m(train_xgb_ray_tune pid=398894)[0m [214]	train-mlogloss:2.06661	validation-mlogloss:2.03077
[36m(train_xgb_ray_tune pid=398880)[0m [229]	train-mlogloss:1.79616	validation-mlogloss:1.79779
[36m(train_xgb_ray_tune pid=398915)[0m [250]	train-mlogloss:2.17605	validation-mlogloss:2.13322
[36m(train_xgb_ray_tune pid=398900)[0m [220]	train-mlogloss:2.28677	validation-mlogloss:2.24724
[36m(train_xgb_ray_tune pid=398902)[0m [227]	train-mlogloss:1.93257	validation-mlogloss:1.90088
[36m(train_xgb_ray_tune pid=398913)[0m [262]	train-mlogloss:2.18095	validation-mlogloss:2.19667
[36m(train_xgb_ray_tune pid=398901)[0m [216]	train-mlogloss:1.84844	validation-mlogloss:1.84323
[36m(train_xgb_ray_tune pid=398892)[0m [228]	train-mlogloss:1.96453	validation-mlogloss:1.94660
[36m(train_xgb_ray_tune pid=398886)[0m [225]	train-mlogloss:1.81563	validation-mlogloss:1.80694
[36m(train_xgb_ray_tune pid=398903)[0m [231]	train-mlogloss:2.01670	validation-mlogloss:1.98572
[36m(train_xgb_ray_tune pid=398912)[0m [222]	train-mlogloss:1.98077	validation-mlogloss:1.95283
[36m(train_xgb_ray_tune pid=398916)[0m [217]	train-mlogloss:2.42605	validation-mlogloss:2.41899
[36m(train_xgb_ray_tune pid=398904)[0m [217]	train-mlogloss:2.25865	validation-mlogloss:2.21886
[36m(train_xgb_ray_tune pid=398879)[0m [208]	train-mlogloss:1.81256	validation-mlogloss:1.82004
[36m(train_xgb_ray_tune pid=398880)[0m [230]	train-mlogloss:1.79495	validation-mlogloss:1.79707
[36m(train_xgb_ray_tune pid=398918)[0m [224]	train-mlogloss:2.30145	validation-mlogloss:2.26150
[36m(train_xgb_ray_tune pid=398913)[0m [263]	train-mlogloss:2.18068	validation-mlogloss:2.19645
[36m(train_xgb_ray_tune pid=398914)[0m [206]	train-mlogloss:1.81611	validation-mlogloss:1.81899
[36m(train_xgb_ray_tune pid=398917)[0m [215]	train-mlogloss:1.95046	validation-mlogloss:1.93901
[36m(train_xgb_ray_tune pid=398893)[0m [239]	train-mlogloss:2.10004	validation-mlogloss:2.05745
[36m(train_xgb_ray_tune pid=398906)[0m [228]	train-mlogloss:1.94937	validation-mlogloss:1.92580
[36m(train_xgb_ray_tune pid=398904)[0m [218]	train-mlogloss:2.25735	validation-mlogloss:2.21750
[36m(train_xgb_ray_tune pid=398894)[0m [215]	train-mlogloss:2.06515	validation-mlogloss:2.02953
[36m(train_xgb_ray_tune pid=398915)[0m [251]	train-mlogloss:2.17481	validation-mlogloss:2.13198
[36m(train_xgb_ray_tune pid=398900)[0m [221]	train-mlogloss:2.28548	validation-mlogloss:2.24591
[36m(train_xgb_ray_tune pid=398905)[0m [218]	train-mlogloss:1.97168	validation-mlogloss:1.95406
[36m(train_xgb_ray_tune pid=398902)[0m [228]	train-mlogloss:1.93173	validation-mlogloss:1.90019
[36m(train_xgb_ray_tune pid=398901)[0m [217]	train-mlogloss:1.84698	validation-mlogloss:1.84226
[36m(train_xgb_ray_tune pid=398892)[0m [229]	train-mlogloss:1.96322	validation-mlogloss:1.94570
Trial status: 20 RUNNING
Current time: 2025-10-27 09:35:15. Total running time: 1min 0s
Logical resource usage: 20.0/20 CPUs, 0/1 GPUs (0.0/1.0 accelerator_type:G)
[36m(train_xgb_ray_tune pid=398886)[0m [226]	train-mlogloss:1.81431	validation-mlogloss:1.80587
╭─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ Trial name     status       num_boost_round     max_depth     learning_rate     subsample     colsample_bytree     gamma     min_child_weight     reg_alpha     reg_lambda     random_state │
├─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────┤
│ trial_b8b81    RUNNING                  785             2        0.0152561       0.333235             0.509718   5.36058                   59      1.72191        0.791369             8764 │
│ trial_b8b81    RUNNING                  436             2        0.0151967       0.687426             0.508211   3.6508                    32      0.236551       2.80111                23 │
│ trial_b8b81    RUNNING                  540             2        0.0154571       0.498324             0.399232   7.5555                    57      0.518023       1.37493              3189 │
│ trial_b8b81    RUNNING                  353             2        0.00577946      0.588048             0.300442   8.55953                   34      5.80421        0.579503             5130 │
│ trial_b8b81    RUNNING                  677             2        0.00718957      0.347983             0.517791   6.43243                   12      0.249615       2.3729               3650 │
│ trial_b8b81    RUNNING                  347             2        0.00373864      0.624615             0.491362   7.40223                   33      0.177621      15.6491               4377 │
│ trial_b8b81    RUNNING                  749             2        0.00684262      0.511093             0.642296   2.23501                   26      2.59404        5.58484              8397 │
│ trial_b8b81    RUNNING                  550             2        0.0146521       0.333218             0.403476   8.58164                   12      8.33367       54.5003               6890 │
│ trial_b8b81    RUNNING                  789             2        0.00862436      0.519278             0.453361   7.20008                   21      1.57911        3.85557               985 │
│ trial_b8b81    RUNNING                  416             2        0.00418167      0.347849             0.419215   6.11886                   39      1.02586        0.871116             4157 │
│ trial_b8b81    RUNNING                  737             2        0.0033156       0.459322             0.608053   3.18821                   28     93.719          1.30518              5776 │
│ trial_b8b81    RUNNING                  650             2        0.00313347      0.693701             0.492938   9.79394                   12      1.55806        6.0203               5382 │
│ trial_b8b81    RUNNING                  860             2        0.0136591       0.502887             0.62787    4.03237                   37     28.4997        51.4794               8253 │
│ trial_b8b81    RUNNING                  500             2        0.0168463       0.316536             0.311578   7.53857                   21     25.6984         1.41457              2854 │
│ trial_b8b81    RUNNING                  528             2        0.00285688      0.536565             0.651463   5.278                     25      2.19742        2.87126               507 │
│ trial_b8b81    RUNNING                  319             2        0.0172683       0.44677              0.688075   6.64719                   21      1.24884       27.0934               5802 │
│ trial_b8b81    RUNNING                  783             2        0.0197427       0.306766             0.67443    7.59557                   58     66.8206        16.8769               7467 │
│ trial_b8b81    RUNNING                  725             2        0.0143453       0.659911             0.418968   3.84157                   53      0.163473      19.04                 9244 │
│ trial_b8b81    RUNNING                  601             2        0.0132953       0.653242             0.585449   3.87352                   49      4.74374       97.5749               9239 │
│ trial_b8b81    RUNNING                  871             2        0.0139431       0.314738             0.444055   8.48731                   42      0.988245      70.352                9194 │
╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=398917)[0m [216]	train-mlogloss:1.94897	validation-mlogloss:1.93792
[36m(train_xgb_ray_tune pid=398892)[0m [230]	train-mlogloss:1.96185	validation-mlogloss:1.94431
[36m(train_xgb_ray_tune pid=398906)[0m [229]	train-mlogloss:1.94822	validation-mlogloss:1.92473
[36m(train_xgb_ray_tune pid=398904)[0m [219]	train-mlogloss:2.25612	validation-mlogloss:2.21628
[36m(train_xgb_ray_tune pid=398879)[0m [210]	train-mlogloss:1.80963	validation-mlogloss:1.81783
[36m(train_xgb_ray_tune pid=398894)[0m [216]	train-mlogloss:2.06368	validation-mlogloss:2.02830
[36m(train_xgb_ray_tune pid=398915)[0m [252]	train-mlogloss:2.17355	validation-mlogloss:2.13062
[36m(train_xgb_ray_tune pid=398900)[0m [222]	train-mlogloss:2.28427	validation-mlogloss:2.24457
[36m(train_xgb_ray_tune pid=398905)[0m [219]	train-mlogloss:1.97034	validation-mlogloss:1.95275
[36m(train_xgb_ray_tune pid=398913)[0m [265]	train-mlogloss:2.18045	validation-mlogloss:2.19614
[36m(train_xgb_ray_tune pid=398901)[0m [218]	train-mlogloss:1.84550	validation-mlogloss:1.84114
[36m(train_xgb_ray_tune pid=398886)[0m [227]	train-mlogloss:1.81309	validation-mlogloss:1.80480
[36m(train_xgb_ray_tune pid=398903)[0m [233]	train-mlogloss:2.01380	validation-mlogloss:1.98310
[36m(train_xgb_ray_tune pid=398893)[0m [241]	train-mlogloss:2.09752	validation-mlogloss:2.05513
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[36m(train_xgb_ray_tune pid=398893)[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=398893)[0m   _log_deprecation_warning(
[36m(train_xgb_ray_tune pid=398914)[0m 2025-10-27 09:34:18.901622: 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=398901)[0m 2025-10-27 09:34:18.975248: 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=398901)[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=398901)[0m E0000 00:00:1761554059.002828  400187 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=398901)[0m E0000 00:00:1761554059.011172  400187 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=398914)[0m W0000 00:00:1761554058.987345  400173 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=398914)[0m 2025-10-27 09:34:18.992633: 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=398914)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.[32m [repeated 19x across cluster][0m
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:35:44. Total running time: 1min 28s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             85.8844 │
│ time_total_s                 85.8844 │
│ training_iteration                 1 │
│ validation_accuracy          0.50864 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:35:44. Total running time: 1min 28s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:35:45. Total running time: 1min 29s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             86.7446 │
│ time_total_s                 86.7446 │
│ training_iteration                 1 │
│ validation_accuracy          0.51261 │
╰──────────────────────────────────────╯
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Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:35:45. Total running time: 1min 29s
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Trial status: 18 RUNNING | 2 TERMINATED
Current time: 2025-10-27 09:35:45. Total running time: 1min 30s
Logical resource usage: 18.0/20 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_b8b81    RUNNING                    785             2        0.0152561       0.333235             0.509718   5.36058                   59      1.72191        0.791369             8764                                                     │
│ trial_b8b81    RUNNING                    436             2        0.0151967       0.687426             0.508211   3.6508                    32      0.236551       2.80111                23                                                     │
│ trial_b8b81    RUNNING                    540             2        0.0154571       0.498324             0.399232   7.5555                    57      0.518023       1.37493              3189                                                     │
│ trial_b8b81    RUNNING                    677             2        0.00718957      0.347983             0.517791   6.43243                   12      0.249615       2.3729               3650                                                     │
│ trial_b8b81    RUNNING                    347             2        0.00373864      0.624615             0.491362   7.40223                   33      0.177621      15.6491               4377                                                     │
│ trial_b8b81    RUNNING                    749             2        0.00684262      0.511093             0.642296   2.23501                   26      2.59404        5.58484              8397                                                     │
│ trial_b8b81    RUNNING                    550             2        0.0146521       0.333218             0.403476   8.58164                   12      8.33367       54.5003               6890                                                     │
│ trial_b8b81    RUNNING                    789             2        0.00862436      0.519278             0.453361   7.20008                   21      1.57911        3.85557               985                                                     │
│ trial_b8b81    RUNNING                    416             2        0.00418167      0.347849             0.419215   6.11886                   39      1.02586        0.871116             4157                                                     │
│ trial_b8b81    RUNNING                    737             2        0.0033156       0.459322             0.608053   3.18821                   28     93.719          1.30518              5776                                                     │
│ trial_b8b81    RUNNING                    650             2        0.00313347      0.693701             0.492938   9.79394                   12      1.55806        6.0203               5382                                                     │
│ trial_b8b81    RUNNING                    860             2        0.0136591       0.502887             0.62787    4.03237                   37     28.4997        51.4794               8253                                                     │
│ trial_b8b81    RUNNING                    500             2        0.0168463       0.316536             0.311578   7.53857                   21     25.6984         1.41457              2854                                                     │
│ trial_b8b81    RUNNING                    528             2        0.00285688      0.536565             0.651463   5.278                     25      2.19742        2.87126               507                                                     │
│ trial_b8b81    RUNNING                    783             2        0.0197427       0.306766             0.67443    7.59557                   58     66.8206        16.8769               7467                                                     │
│ trial_b8b81    RUNNING                    725             2        0.0143453       0.659911             0.418968   3.84157                   53      0.163473      19.04                 9244                                                     │
│ trial_b8b81    RUNNING                    601             2        0.0132953       0.653242             0.585449   3.87352                   49      4.74374       97.5749               9239                                                     │
│ trial_b8b81    RUNNING                    871             2        0.0139431       0.314738             0.444055   8.48731                   42      0.988245      70.352                9194                                                     │
│ trial_b8b81    TERMINATED                 353             2        0.00577946      0.588048             0.300442   8.55953                   34      5.80421        0.579503             5130        1            85.8844                0.508636 │
│ trial_b8b81    TERMINATED                 319             2        0.0172683       0.44677              0.688075   6.64719                   21      1.24884       27.0934               5802        1            86.7446                0.512607 │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=398915)[0m [393]	train-mlogloss:2.03502	validation-mlogloss:1.99755
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      ����         P���  p���  �p��                                                  k       ��V     q*�	    @X�W�          0���   ���                          pq��  ����         ����         ���  0���  pq��                  p��  ���  ���          hq��  [36m(train_xgb_ray_tune pid=398917)[0m [341]	train-mlogloss:1.80304	validation-mlogloss:1.81473
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:35:47. Total running time: 1min 31s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             88.6951 │
│ time_total_s                 88.6951 │
│ training_iteration                 1 │
│ validation_accuracy          0.49037 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:35:47. Total running time: 1min 31s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:35:51. Total running time: 1min 36s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             93.3898 │
│ time_total_s                 93.3898 │
│ training_iteration                 1 │
│ validation_accuracy           0.5001 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:35:51. Total running time: 1min 36s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:01. Total running time: 1min 46s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             103.427 │
│ time_total_s                 103.427 │
│ training_iteration                 1 │
│ validation_accuracy           0.5001 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:01. Total running time: 1min 46s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:03. Total running time: 1min 48s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              105.27 │
│ time_total_s                  105.27 │
│ training_iteration                 1 │
│ validation_accuracy          0.51777 │
╰──────────────────────────────────────╯
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Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:03. Total running time: 1min 48s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:11. Total running time: 1min 56s
[36m(train_xgb_ray_tune pid=398906)[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=398906)[0m   _log_deprecation_warning(
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             113.767 │
│ time_total_s                 113.767 │
│ training_iteration                 1 │
│ validation_accuracy          0.51201 │
╰──────────────────────────────────────╯
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Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:12. Total running time: 1min 56s
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[36m(train_xgb_ray_tune pid=398918)[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=398918)[0m   _log_deprecation_warning(
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:14. Total running time: 1min 58s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             115.912 │
│ time_total_s                 115.912 │
│ training_iteration                 1 │
│ validation_accuracy          0.48839 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:14. Total running time: 1min 58s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:15. Total running time: 2min 0s
╭─────────────────────────────────────╮
│ Trial trial_b8b81 result            │
├─────────────────────────────────────┤
│ checkpoint_dir_name                 │
│ time_this_iter_s             117.34 │
│ time_total_s                 117.34 │
│ training_iteration                1 │
│ validation_accuracy          0.5271 │
╰─────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:15. Total running time: 2min 0s
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Trial status: 11 RUNNING | 9 TERMINATED
Current time: 2025-10-27 09:36:15. Total running time: 2min 0s
Logical resource usage: 11.0/20 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_b8b81    RUNNING                    785             2        0.0152561       0.333235             0.509718   5.36058                   59      1.72191        0.791369             8764                                                     │
│ trial_b8b81    RUNNING                    677             2        0.00718957      0.347983             0.517791   6.43243                   12      0.249615       2.3729               3650                                                     │
│ trial_b8b81    RUNNING                    749             2        0.00684262      0.511093             0.642296   2.23501                   26      2.59404        5.58484              8397                                                     │
│ trial_b8b81    RUNNING                    789             2        0.00862436      0.519278             0.453361   7.20008                   21      1.57911        3.85557               985                                                     │
│ trial_b8b81    RUNNING                    737             2        0.0033156       0.459322             0.608053   3.18821                   28     93.719          1.30518              5776                                                     │
│ trial_b8b81    RUNNING                    650             2        0.00313347      0.693701             0.492938   9.79394                   12      1.55806        6.0203               5382                                                     │
│ trial_b8b81    RUNNING                    860             2        0.0136591       0.502887             0.62787    4.03237                   37     28.4997        51.4794               8253                                                     │
│ trial_b8b81    RUNNING                    783             2        0.0197427       0.306766             0.67443    7.59557                   58     66.8206        16.8769               7467                                                     │
│ trial_b8b81    RUNNING                    725             2        0.0143453       0.659911             0.418968   3.84157                   53      0.163473      19.04                 9244                                                     │
│ trial_b8b81    RUNNING                    601             2        0.0132953       0.653242             0.585449   3.87352                   49      4.74374       97.5749               9239                                                     │
│ trial_b8b81    RUNNING                    871             2        0.0139431       0.314738             0.444055   8.48731                   42      0.988245      70.352                9194                                                     │
│ trial_b8b81    TERMINATED                 436             2        0.0151967       0.687426             0.508211   3.6508                    32      0.236551       2.80111                23        1           105.27                  0.517769 │
│ trial_b8b81    TERMINATED                 540             2        0.0154571       0.498324             0.399232   7.5555                    57      0.518023       1.37493              3189        1           117.34                  0.527099 │
│ trial_b8b81    TERMINATED                 353             2        0.00577946      0.588048             0.300442   8.55953                   34      5.80421        0.579503             5130        1            85.8844                0.508636 │
│ trial_b8b81    TERMINATED                 347             2        0.00373864      0.624615             0.491362   7.40223                   33      0.177621      15.6491               4377        1            88.6951                0.490371 │
│ trial_b8b81    TERMINATED                 550             2        0.0146521       0.333218             0.403476   8.58164                   12      8.33367       54.5003               6890        1           113.767                 0.512011 │
│ trial_b8b81    TERMINATED                 416             2        0.00418167      0.347849             0.419215   6.11886                   39      1.02586        0.871116             4157        1            93.3898                0.500099 │
│ trial_b8b81    TERMINATED                 500             2        0.0168463       0.316536             0.311578   7.53857                   21     25.6984         1.41457              2854        1           103.427                 0.500099 │
│ trial_b8b81    TERMINATED                 528             2        0.00285688      0.536565             0.651463   5.278                     25      2.19742        2.87126               507        1           115.912                 0.488386 │
│ trial_b8b81    TERMINATED                 319             2        0.0172683       0.44677              0.688075   6.64719                   21      1.24884       27.0934               5802        1            86.7446                0.512607 │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:18. Total running time: 2min 3s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             120.375 │
│ time_total_s                 120.375 │
│ training_iteration                 1 │
│ validation_accuracy          0.37602 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:18. Total running time: 2min 3s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:25. Total running time: 2min 9s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             126.697 │
│ time_total_s                 126.697 │
│ training_iteration                 1 │
│ validation_accuracy          0.51678 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:25. Total running time: 2min 9s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:27. Total running time: 2min 11s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             128.769 │
│ time_total_s                 128.769 │
│ training_iteration                 1 │
│ validation_accuracy           0.5003 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:27. Total running time: 2min 11s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:28. Total running time: 2min 13s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             130.233 │
│ time_total_s                 130.233 │
│ training_iteration                 1 │
│ validation_accuracy          0.51697 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:28. Total running time: 2min 13s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:30. Total running time: 2min 15s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             132.021 │
│ time_total_s                 132.021 │
│ training_iteration                 1 │
│ validation_accuracy          0.52511 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:30. Total running time: 2min 15s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:32. Total running time: 2min 17s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             134.282 │
│ time_total_s                 134.282 │
│ training_iteration                 1 │
│ validation_accuracy          0.40937 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:32. Total running time: 2min 17s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:33. Total running time: 2min 17s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             135.023 │
│ time_total_s                 135.023 │
│ training_iteration                 1 │
│ validation_accuracy          0.51658 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:33. Total running time: 2min 17s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:34. Total running time: 2min 18s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             135.932 │
│ time_total_s                 135.932 │
│ training_iteration                 1 │
│ validation_accuracy          0.51638 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:34. Total running time: 2min 18s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:34. Total running time: 2min 19s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             135.913 │
│ time_total_s                 135.913 │
│ training_iteration                 1 │
│ validation_accuracy          0.51956 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=398905)[0m [852]	train-mlogloss:1.68827	validation-mlogloss:1.73650

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:34. Total running time: 2min 19s
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Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:34. Total running time: 2min 19s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             136.514 │
│ time_total_s                 136.514 │
│ training_iteration                 1 │
│ validation_accuracy          0.51856 │
╰──────────────────────────────────────╯

2025-10-27 09:36:35,490	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_gyr_17_classes/XGBoost_hyperparameters_tuning' in 0.0116s.
Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:34. Total running time: 2min 19s

Trial trial_b8b81 finished iteration 1 at 2025-10-27 09:36:35. Total running time: 2min 20s
╭──────────────────────────────────────╮
│ Trial trial_b8b81 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             137.195 │
│ time_total_s                 137.195 │
│ training_iteration                 1 │
│ validation_accuracy          0.51281 │
╰──────────────────────────────────────╯

Trial trial_b8b81 completed after 1 iterations at 2025-10-27 09:36:35. Total running time: 2min 20s

Trial status: 20 TERMINATED
Current time: 2025-10-27 09:36:35. Total running time: 2min 20s
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_b8b81    TERMINATED                 785             2        0.0152561       0.333235             0.509718   5.36058                   59      1.72191        0.791369             8764        1           135.023                 0.516577 │
│ trial_b8b81    TERMINATED                 436             2        0.0151967       0.687426             0.508211   3.6508                    32      0.236551       2.80111                23        1           105.27                  0.517769 │
│ trial_b8b81    TERMINATED                 540             2        0.0154571       0.498324             0.399232   7.5555                    57      0.518023       1.37493              3189        1           117.34                  0.527099 │
│ trial_b8b81    TERMINATED                 353             2        0.00577946      0.588048             0.300442   8.55953                   34      5.80421        0.579503             5130        1            85.8844                0.508636 │
│ trial_b8b81    TERMINATED                 677             2        0.00718957      0.347983             0.517791   6.43243                   12      0.249615       2.3729               3650        1           130.233                 0.516974 │
│ trial_b8b81    TERMINATED                 347             2        0.00373864      0.624615             0.491362   7.40223                   33      0.177621      15.6491               4377        1            88.6951                0.490371 │
│ trial_b8b81    TERMINATED                 749             2        0.00684262      0.511093             0.642296   2.23501                   26      2.59404        5.58484              8397        1           136.514                 0.518563 │
│ trial_b8b81    TERMINATED                 550             2        0.0146521       0.333218             0.403476   8.58164                   12      8.33367       54.5003               6890        1           113.767                 0.512011 │
│ trial_b8b81    TERMINATED                 789             2        0.00862436      0.519278             0.453361   7.20008                   21      1.57911        3.85557               985        1           135.913                 0.519555 │
│ trial_b8b81    TERMINATED                 416             2        0.00418167      0.347849             0.419215   6.11886                   39      1.02586        0.871116             4157        1            93.3898                0.500099 │
│ trial_b8b81    TERMINATED                 737             2        0.0033156       0.459322             0.608053   3.18821                   28     93.719          1.30518              5776        1           134.282                 0.409371 │
│ trial_b8b81    TERMINATED                 650             2        0.00313347      0.693701             0.492938   9.79394                   12      1.55806        6.0203               5382        1           128.769                 0.500298 │
│ trial_b8b81    TERMINATED                 860             2        0.0136591       0.502887             0.62787    4.03237                   37     28.4997        51.4794               8253        1           137.195                 0.512805 │
│ trial_b8b81    TERMINATED                 500             2        0.0168463       0.316536             0.311578   7.53857                   21     25.6984         1.41457              2854        1           103.427                 0.500099 │
│ trial_b8b81    TERMINATED                 528             2        0.00285688      0.536565             0.651463   5.278                     25      2.19742        2.87126               507        1           115.912                 0.488386 │
│ trial_b8b81    TERMINATED                 319             2        0.0172683       0.44677              0.688075   6.64719                   21      1.24884       27.0934               5802        1            86.7446                0.512607 │
│ trial_b8b81    TERMINATED                 783             2        0.0197427       0.306766             0.67443    7.59557                   58     66.8206        16.8769               7467        1           120.375                 0.376017 │
│ trial_b8b81    TERMINATED                 725             2        0.0143453       0.659911             0.418968   3.84157                   53      0.163473      19.04                 9244        1           132.021                 0.525114 │
│ trial_b8b81    TERMINATED                 601             2        0.0132953       0.653242             0.585449   3.87352                   49      4.74374       97.5749               9239        1           126.697                 0.516776 │
│ trial_b8b81    TERMINATED                 871             2        0.0139431       0.314738             0.444055   8.48731                   42      0.988245      70.352                9194        1           135.932                 0.516379 │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Mejores hiperparámetros XGBoost: {'num_boost_round': 540, 'max_depth': 2, 'learning_rate': 0.015457148776475776, 'subsample': 0.4983238434881435, 'colsample_bytree': 0.3992316676316109, 'gamma': 7.555500034847491, 'min_child_weight': 57, 'reg_alpha': 0.5180233416407111, 'reg_lambda': 1.3749290932337588, 'random_state': 3189}
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[538]	train-mlogloss:1.56029	validation-mlogloss:1.68520
[539]	train-mlogloss:1.55983	validation-mlogloss:1.68516
Saved model to disk.
[36m(train_xgb_ray_tune pid=398905)[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 6x across cluster][0m
[36m(train_xgb_ray_tune pid=398905)[0m   _log_deprecation_warning([32m [repeated 6x across cluster][0m
2025-10-27 09:37:07.084522: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:37:07.096989: 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 00:00:1761554227.111014  403200 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554227.115414  403200 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554227.126567  403200 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554227.126603  403200 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554227.126606  403200 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554227.126609  403200 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:37:07.130077: 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:2.69348	validation-mlogloss:2.69228
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[2]	train-mlogloss:2.66636	validation-mlogloss:2.66252
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[505]	train-mlogloss:1.57485	validation-mlogloss:1.68702
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[508]	train-mlogloss:1.57337	validation-mlogloss:1.68653
[509]	train-mlogloss:1.57296	validation-mlogloss:1.68652
[510]	train-mlogloss:1.57245	validation-mlogloss:1.68643
[511]	train-mlogloss:1.57194	validation-mlogloss:1.68640
[512]	train-mlogloss:1.57151	validation-mlogloss:1.68633
[513]	train-mlogloss:1.57094	validation-mlogloss:1.68634
[514]	train-mlogloss:1.57040	validation-mlogloss:1.68616
[515]	train-mlogloss:1.56992	validation-mlogloss:1.68611
[516]	train-mlogloss:1.56943	validation-mlogloss:1.68618
[517]	train-mlogloss:1.56891	validation-mlogloss:1.68606
[518]	train-mlogloss:1.56838	validation-mlogloss:1.68597
[519]	train-mlogloss:1.56784	validation-mlogloss:1.68578
[520]	train-mlogloss:1.56736	validation-mlogloss:1.68574
[521]	train-mlogloss:1.56686	validation-mlogloss:1.68564
[522]	train-mlogloss:1.56639	validation-mlogloss:1.68554
[523]	train-mlogloss:1.56592	validation-mlogloss:1.68543
[524]	train-mlogloss:1.56544	validation-mlogloss:1.68524
[525]	train-mlogloss:1.56488	validation-mlogloss:1.68514
[526]	train-mlogloss:1.56434	validation-mlogloss:1.68511
[527]	train-mlogloss:1.56388	validation-mlogloss:1.68509
[528]	train-mlogloss:1.56343	validation-mlogloss:1.68497
[529]	train-mlogloss:1.56300	validation-mlogloss:1.68490
[530]	train-mlogloss:1.56247	validation-mlogloss:1.68479
[531]	train-mlogloss:1.56207	validation-mlogloss:1.68451
[532]	train-mlogloss:1.56162	validation-mlogloss:1.68453
[533]	train-mlogloss:1.56110	validation-mlogloss:1.68434
[534]	train-mlogloss:1.56061	validation-mlogloss:1.68420
[535]	train-mlogloss:1.56016	validation-mlogloss:1.68404
[536]	train-mlogloss:1.55972	validation-mlogloss:1.68385
[537]	train-mlogloss:1.55931	validation-mlogloss:1.68390
[538]	train-mlogloss:1.55894	validation-mlogloss:1.68370
[539]	train-mlogloss:1.55849	validation-mlogloss:1.68374
Saved model to disk.
2025-10-27 09:37:52.133276: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:37:52.145706: 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 00:00:1761554272.159055  404088 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554272.163183  404088 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554272.174087  404088 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554272.174111  404088 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554272.174123  404088 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554272.174125  404088 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:37:52.177399: 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:2.68130	validation-mlogloss:2.67844
[2]	train-mlogloss:2.66727	validation-mlogloss:2.66395
[3]	train-mlogloss:2.65389	validation-mlogloss:2.64938
[4]	train-mlogloss:2.63981	validation-mlogloss:2.63322
[5]	train-mlogloss:2.62737	validation-mlogloss:2.61945
[6]	train-mlogloss:2.61510	validation-mlogloss:2.60533
[7]	train-mlogloss:2.60264	validation-mlogloss:2.59144
[8]	train-mlogloss:2.59012	validation-mlogloss:2.57730
[9]	train-mlogloss:2.57823	validation-mlogloss:2.56422
[10]	train-mlogloss:2.56672	validation-mlogloss:2.55129
[11]	train-mlogloss:2.55541	validation-mlogloss:2.53845
[12]	train-mlogloss:2.54554	validation-mlogloss:2.52684
[13]	train-mlogloss:2.53508	validation-mlogloss:2.51485
[14]	train-mlogloss:2.52489	validation-mlogloss:2.50399
[15]	train-mlogloss:2.51475	validation-mlogloss:2.49369
[16]	train-mlogloss:2.50482	validation-mlogloss:2.48286
[17]	train-mlogloss:2.49543	validation-mlogloss:2.47253
[18]	train-mlogloss:2.48619	validation-mlogloss:2.46201
[19]	train-mlogloss:2.47726	validation-mlogloss:2.45210
[20]	train-mlogloss:2.46808	validation-mlogloss:2.44213
[21]	train-mlogloss:2.45926	validation-mlogloss:2.43245
[22]	train-mlogloss:2.45099	validation-mlogloss:2.42245
[23]	train-mlogloss:2.44245	validation-mlogloss:2.41260
[24]	train-mlogloss:2.43424	validation-mlogloss:2.40387
[25]	train-mlogloss:2.42655	validation-mlogloss:2.39595
[26]	train-mlogloss:2.41834	validation-mlogloss:2.38697
[27]	train-mlogloss:2.41057	validation-mlogloss:2.37768
[28]	train-mlogloss:2.40275	validation-mlogloss:2.36968
[29]	train-mlogloss:2.39529	validation-mlogloss:2.36153
[30]	train-mlogloss:2.38770	validation-mlogloss:2.35340
[31]	train-mlogloss:2.38044	validation-mlogloss:2.34551
[32]	train-mlogloss:2.37277	validation-mlogloss:2.33716
[33]	train-mlogloss:2.36554	validation-mlogloss:2.32898
[34]	train-mlogloss:2.35851	validation-mlogloss:2.32187
[35]	train-mlogloss:2.35204	validation-mlogloss:2.31486
[36]	train-mlogloss:2.34511	validation-mlogloss:2.30693
[37]	train-mlogloss:2.33847	validation-mlogloss:2.29975
[38]	train-mlogloss:2.33220	validation-mlogloss:2.29315
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[512]	train-mlogloss:1.57131	validation-mlogloss:1.68944
[513]	train-mlogloss:1.57079	validation-mlogloss:1.68939
[514]	train-mlogloss:1.57027	validation-mlogloss:1.68909
[515]	train-mlogloss:1.56971	validation-mlogloss:1.68892
[516]	train-mlogloss:1.56923	validation-mlogloss:1.68887
[517]	train-mlogloss:1.56872	validation-mlogloss:1.68882
[518]	train-mlogloss:1.56825	validation-mlogloss:1.68864
[519]	train-mlogloss:1.56772	validation-mlogloss:1.68861
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[521]	train-mlogloss:1.56665	validation-mlogloss:1.68823
[522]	train-mlogloss:1.56619	validation-mlogloss:1.68796
[523]	train-mlogloss:1.56566	validation-mlogloss:1.68762
[524]	train-mlogloss:1.56518	validation-mlogloss:1.68749
[525]	train-mlogloss:1.56473	validation-mlogloss:1.68728
[526]	train-mlogloss:1.56438	validation-mlogloss:1.68724
[527]	train-mlogloss:1.56388	validation-mlogloss:1.68706
[528]	train-mlogloss:1.56337	validation-mlogloss:1.68669
[529]	train-mlogloss:1.56293	validation-mlogloss:1.68650
[530]	train-mlogloss:1.56243	validation-mlogloss:1.68667
[531]	train-mlogloss:1.56195	validation-mlogloss:1.68655
[532]	train-mlogloss:1.56148	validation-mlogloss:1.68676
[533]	train-mlogloss:1.56100	validation-mlogloss:1.68655
[534]	train-mlogloss:1.56059	validation-mlogloss:1.68647
[535]	train-mlogloss:1.56008	validation-mlogloss:1.68649
[536]	train-mlogloss:1.55967	validation-mlogloss:1.68651
[537]	train-mlogloss:1.55919	validation-mlogloss:1.68664
[538]	train-mlogloss:1.55873	validation-mlogloss:1.68651
[539]	train-mlogloss:1.55825	validation-mlogloss:1.68647
Saved model to disk.
2025-10-27 09:38:37.552640: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:38:37.565154: 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 00:00:1761554317.578806  404982 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554317.583120  404982 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554317.593984  404982 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554317.594009  404982 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554317.594019  404982 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554317.594022  404982 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:38:37.597327: 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:2.66476	validation-mlogloss:2.65899
[3]	train-mlogloss:2.65045	validation-mlogloss:2.64235
[4]	train-mlogloss:2.63654	validation-mlogloss:2.62699
[5]	train-mlogloss:2.62393	validation-mlogloss:2.61313
[6]	train-mlogloss:2.61241	validation-mlogloss:2.60096
[7]	train-mlogloss:2.60157	validation-mlogloss:2.58829
[8]	train-mlogloss:2.58925	validation-mlogloss:2.57448
[9]	train-mlogloss:2.57787	validation-mlogloss:2.56232
[10]	train-mlogloss:2.56617	validation-mlogloss:2.54944
[11]	train-mlogloss:2.55466	validation-mlogloss:2.53715
[12]	train-mlogloss:2.54361	validation-mlogloss:2.52436
[13]	train-mlogloss:2.53325	validation-mlogloss:2.51328
[14]	train-mlogloss:2.52426	validation-mlogloss:2.50367
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[16]	train-mlogloss:2.50452	validation-mlogloss:2.48289
[17]	train-mlogloss:2.49497	validation-mlogloss:2.47234
[18]	train-mlogloss:2.48490	validation-mlogloss:2.46111
[19]	train-mlogloss:2.47549	validation-mlogloss:2.45060
[20]	train-mlogloss:2.46684	validation-mlogloss:2.44183
[21]	train-mlogloss:2.45772	validation-mlogloss:2.43177
[22]	train-mlogloss:2.44967	validation-mlogloss:2.42394
[23]	train-mlogloss:2.44083	validation-mlogloss:2.41381
[24]	train-mlogloss:2.43251	validation-mlogloss:2.40511
[25]	train-mlogloss:2.42446	validation-mlogloss:2.39682
[26]	train-mlogloss:2.41668	validation-mlogloss:2.38862
[27]	train-mlogloss:2.40909	validation-mlogloss:2.38016
[28]	train-mlogloss:2.40130	validation-mlogloss:2.37158
[29]	train-mlogloss:2.39383	validation-mlogloss:2.36353
[30]	train-mlogloss:2.38643	validation-mlogloss:2.35520
[31]	train-mlogloss:2.37893	validation-mlogloss:2.34718
[32]	train-mlogloss:2.37173	validation-mlogloss:2.33950
[33]	train-mlogloss:2.36432	validation-mlogloss:2.33089
[34]	train-mlogloss:2.35736	validation-mlogloss:2.32328
[35]	train-mlogloss:2.35027	validation-mlogloss:2.31511
[36]	train-mlogloss:2.34315	validation-mlogloss:2.30726
[37]	train-mlogloss:2.33605	validation-mlogloss:2.29946
[38]	train-mlogloss:2.32973	validation-mlogloss:2.29288
[39]	train-mlogloss:2.32312	validation-mlogloss:2.28601
[40]	train-mlogloss:2.31689	validation-mlogloss:2.27900
[41]	train-mlogloss:2.31084	validation-mlogloss:2.27295
[42]	train-mlogloss:2.30455	validation-mlogloss:2.26630
[43]	train-mlogloss:2.29867	validation-mlogloss:2.25972
[44]	train-mlogloss:2.29278	validation-mlogloss:2.25353
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[49]	train-mlogloss:2.26454	validation-mlogloss:2.22491
[50]	train-mlogloss:2.25899	validation-mlogloss:2.21934
[51]	train-mlogloss:2.25339	validation-mlogloss:2.21359
[52]	train-mlogloss:2.24790	validation-mlogloss:2.20773
[53]	train-mlogloss:2.24254	validation-mlogloss:2.20203
[54]	train-mlogloss:2.23729	validation-mlogloss:2.19606
[55]	train-mlogloss:2.23194	validation-mlogloss:2.19041
[56]	train-mlogloss:2.22690	validation-mlogloss:2.18504
[57]	train-mlogloss:2.22192	validation-mlogloss:2.17999
[58]	train-mlogloss:2.21711	validation-mlogloss:2.17544
[59]	train-mlogloss:2.21221	validation-mlogloss:2.17037
[60]	train-mlogloss:2.20723	validation-mlogloss:2.16518
[61]	train-mlogloss:2.20232	validation-mlogloss:2.16038
[62]	train-mlogloss:2.19776	validation-mlogloss:2.15665
[63]	train-mlogloss:2.19288	validation-mlogloss:2.15147
[64]	train-mlogloss:2.18821	validation-mlogloss:2.14667
[65]	train-mlogloss:2.18378	validation-mlogloss:2.14240
[66]	train-mlogloss:2.17931	validation-mlogloss:2.13805
[67]	train-mlogloss:2.17503	validation-mlogloss:2.13393
[68]	train-mlogloss:2.17054	validation-mlogloss:2.12929
[69]	train-mlogloss:2.16636	validation-mlogloss:2.12541
[70]	train-mlogloss:2.16215	validation-mlogloss:2.12117
[71]	train-mlogloss:2.15774	validation-mlogloss:2.11659
[72]	train-mlogloss:2.15346	validation-mlogloss:2.11258
[73]	train-mlogloss:2.14928	validation-mlogloss:2.10822
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[373]	train-mlogloss:1.65570	validation-mlogloss:1.71880
[374]	train-mlogloss:1.65494	validation-mlogloss:1.71838
[375]	train-mlogloss:1.65427	validation-mlogloss:1.71824
[376]	train-mlogloss:1.65347	validation-mlogloss:1.71805
[377]	train-mlogloss:1.65278	validation-mlogloss:1.71782
[378]	train-mlogloss:1.65209	validation-mlogloss:1.71765
[379]	train-mlogloss:1.65131	validation-mlogloss:1.71752
[380]	train-mlogloss:1.65058	validation-mlogloss:1.71736
[381]	train-mlogloss:1.64981	validation-mlogloss:1.71703
[382]	train-mlogloss:1.64909	validation-mlogloss:1.71688
[383]	train-mlogloss:1.64836	validation-mlogloss:1.71681
[384]	train-mlogloss:1.64761	validation-mlogloss:1.71644
[385]	train-mlogloss:1.64693	validation-mlogloss:1.71610
[386]	train-mlogloss:1.64622	validation-mlogloss:1.71568
[387]	train-mlogloss:1.64552	validation-mlogloss:1.71540
[388]	train-mlogloss:1.64479	validation-mlogloss:1.71514
[389]	train-mlogloss:1.64402	validation-mlogloss:1.71459
[390]	train-mlogloss:1.64335	validation-mlogloss:1.71432
[391]	train-mlogloss:1.64265	validation-mlogloss:1.71416
[392]	train-mlogloss:1.64192	validation-mlogloss:1.71381
[393]	train-mlogloss:1.64120	validation-mlogloss:1.71334
[394]	train-mlogloss:1.64051	validation-mlogloss:1.71303
[395]	train-mlogloss:1.63993	validation-mlogloss:1.71294
[396]	train-mlogloss:1.63917	validation-mlogloss:1.71281
[397]	train-mlogloss:1.63848	validation-mlogloss:1.71239
[398]	train-mlogloss:1.63776	validation-mlogloss:1.71194
[399]	train-mlogloss:1.63709	validation-mlogloss:1.71158
[400]	train-mlogloss:1.63644	validation-mlogloss:1.71139
[401]	train-mlogloss:1.63575	validation-mlogloss:1.71119
[402]	train-mlogloss:1.63509	validation-mlogloss:1.71098
[403]	train-mlogloss:1.63440	validation-mlogloss:1.71075
[404]	train-mlogloss:1.63374	validation-mlogloss:1.71053
[405]	train-mlogloss:1.63312	validation-mlogloss:1.71044
[406]	train-mlogloss:1.63245	validation-mlogloss:1.71019
[407]	train-mlogloss:1.63169	validation-mlogloss:1.71001
[408]	train-mlogloss:1.63105	validation-mlogloss:1.70976
[409]	train-mlogloss:1.63042	validation-mlogloss:1.70962
[410]	train-mlogloss:1.62979	validation-mlogloss:1.70939
[411]	train-mlogloss:1.62923	validation-mlogloss:1.70912
[412]	train-mlogloss:1.62858	validation-mlogloss:1.70876
[413]	train-mlogloss:1.62789	validation-mlogloss:1.70862
[414]	train-mlogloss:1.62718	validation-mlogloss:1.70826
[415]	train-mlogloss:1.62649	validation-mlogloss:1.70798
[416]	train-mlogloss:1.62585	validation-mlogloss:1.70787
[417]	train-mlogloss:1.62520	validation-mlogloss:1.70724
[418]	train-mlogloss:1.62459	validation-mlogloss:1.70713
[419]	train-mlogloss:1.62385	validation-mlogloss:1.70682
[420]	train-mlogloss:1.62320	validation-mlogloss:1.70648
[421]	train-mlogloss:1.62259	validation-mlogloss:1.70607
[422]	train-mlogloss:1.62205	validation-mlogloss:1.70596
[423]	train-mlogloss:1.62132	validation-mlogloss:1.70574
[424]	train-mlogloss:1.62069	validation-mlogloss:1.70541
[425]	train-mlogloss:1.61996	validation-mlogloss:1.70510
[426]	train-mlogloss:1.61927	validation-mlogloss:1.70493
[427]	train-mlogloss:1.61870	validation-mlogloss:1.70467
[428]	train-mlogloss:1.61814	validation-mlogloss:1.70443
[429]	train-mlogloss:1.61742	validation-mlogloss:1.70422
[430]	train-mlogloss:1.61677	validation-mlogloss:1.70413
[431]	train-mlogloss:1.61625	validation-mlogloss:1.70401
[432]	train-mlogloss:1.61558	validation-mlogloss:1.70379
[433]	train-mlogloss:1.61486	validation-mlogloss:1.70341
[434]	train-mlogloss:1.61423	validation-mlogloss:1.70328
[435]	train-mlogloss:1.61363	validation-mlogloss:1.70294
[436]	train-mlogloss:1.61305	validation-mlogloss:1.70288
[437]	train-mlogloss:1.61239	validation-mlogloss:1.70275
[438]	train-mlogloss:1.61185	validation-mlogloss:1.70266
[439]	train-mlogloss:1.61123	validation-mlogloss:1.70253
[440]	train-mlogloss:1.61055	validation-mlogloss:1.70249
[441]	train-mlogloss:1.61002	validation-mlogloss:1.70224
[442]	train-mlogloss:1.60947	validation-mlogloss:1.70226
[443]	train-mlogloss:1.60892	validation-mlogloss:1.70197
[444]	train-mlogloss:1.60825	validation-mlogloss:1.70182
[445]	train-mlogloss:1.60762	validation-mlogloss:1.70173
[446]	train-mlogloss:1.60709	validation-mlogloss:1.70170
[447]	train-mlogloss:1.60654	validation-mlogloss:1.70148
[448]	train-mlogloss:1.60589	validation-mlogloss:1.70119
[449]	train-mlogloss:1.60530	validation-mlogloss:1.70093
[450]	train-mlogloss:1.60479	validation-mlogloss:1.70080
[451]	train-mlogloss:1.60425	validation-mlogloss:1.70055
[452]	train-mlogloss:1.60370	validation-mlogloss:1.70021
[453]	train-mlogloss:1.60314	validation-mlogloss:1.70001
[454]	train-mlogloss:1.60262	validation-mlogloss:1.69984
[455]	train-mlogloss:1.60213	validation-mlogloss:1.69975
[456]	train-mlogloss:1.60154	validation-mlogloss:1.69958
[457]	train-mlogloss:1.60091	validation-mlogloss:1.69927
[458]	train-mlogloss:1.60033	validation-mlogloss:1.69896
[459]	train-mlogloss:1.59979	validation-mlogloss:1.69883
[460]	train-mlogloss:1.59919	validation-mlogloss:1.69855
[461]	train-mlogloss:1.59860	validation-mlogloss:1.69809
[462]	train-mlogloss:1.59809	validation-mlogloss:1.69807
[463]	train-mlogloss:1.59752	validation-mlogloss:1.69771
[464]	train-mlogloss:1.59693	validation-mlogloss:1.69743
[465]	train-mlogloss:1.59642	validation-mlogloss:1.69729
[466]	train-mlogloss:1.59588	validation-mlogloss:1.69714
[467]	train-mlogloss:1.59535	validation-mlogloss:1.69710
[468]	train-mlogloss:1.59494	validation-mlogloss:1.69696
[469]	train-mlogloss:1.59429	validation-mlogloss:1.69666
[470]	train-mlogloss:1.59375	validation-mlogloss:1.69644
[471]	train-mlogloss:1.59314	validation-mlogloss:1.69634
[472]	train-mlogloss:1.59260	validation-mlogloss:1.69605
[473]	train-mlogloss:1.59203	validation-mlogloss:1.69594
[474]	train-mlogloss:1.59143	validation-mlogloss:1.69593
[475]	train-mlogloss:1.59092	validation-mlogloss:1.69573
[476]	train-mlogloss:1.59032	validation-mlogloss:1.69533
[477]	train-mlogloss:1.58969	validation-mlogloss:1.69504
[478]	train-mlogloss:1.58910	validation-mlogloss:1.69495
[479]	train-mlogloss:1.58849	validation-mlogloss:1.69481
[480]	train-mlogloss:1.58798	validation-mlogloss:1.69461
[481]	train-mlogloss:1.58734	validation-mlogloss:1.69424
[482]	train-mlogloss:1.58678	validation-mlogloss:1.69407
[483]	train-mlogloss:1.58625	validation-mlogloss:1.69375
[484]	train-mlogloss:1.58573	validation-mlogloss:1.69381
[485]	train-mlogloss:1.58525	validation-mlogloss:1.69361
[486]	train-mlogloss:1.58463	validation-mlogloss:1.69321
[487]	train-mlogloss:1.58414	validation-mlogloss:1.69303
[488]	train-mlogloss:1.58350	validation-mlogloss:1.69295
[489]	train-mlogloss:1.58305	validation-mlogloss:1.69287
[490]	train-mlogloss:1.58261	validation-mlogloss:1.69279
[491]	train-mlogloss:1.58203	validation-mlogloss:1.69257
[492]	train-mlogloss:1.58152	validation-mlogloss:1.69250
[493]	train-mlogloss:1.58098	validation-mlogloss:1.69240
[494]	train-mlogloss:1.58043	validation-mlogloss:1.69206
[495]	train-mlogloss:1.57999	validation-mlogloss:1.69203
[496]	train-mlogloss:1.57945	validation-mlogloss:1.69192
[497]	train-mlogloss:1.57899	validation-mlogloss:1.69179
[498]	train-mlogloss:1.57855	validation-mlogloss:1.69153
[499]	train-mlogloss:1.57808	validation-mlogloss:1.69150
[500]	train-mlogloss:1.57761	validation-mlogloss:1.69132
[501]	train-mlogloss:1.57706	validation-mlogloss:1.69111
[502]	train-mlogloss:1.57652	validation-mlogloss:1.69100
[503]	train-mlogloss:1.57597	validation-mlogloss:1.69088
[504]	train-mlogloss:1.57545	validation-mlogloss:1.69069
[505]	train-mlogloss:1.57491	validation-mlogloss:1.69050
[506]	train-mlogloss:1.57439	validation-mlogloss:1.69042
[507]	train-mlogloss:1.57386	validation-mlogloss:1.69037
[508]	train-mlogloss:1.57340	validation-mlogloss:1.69010
[509]	train-mlogloss:1.57298	validation-mlogloss:1.68984
[510]	train-mlogloss:1.57246	validation-mlogloss:1.68983
[511]	train-mlogloss:1.57185	validation-mlogloss:1.68980
[512]	train-mlogloss:1.57134	validation-mlogloss:1.68952
[513]	train-mlogloss:1.57086	validation-mlogloss:1.68942
[514]	train-mlogloss:1.57037	validation-mlogloss:1.68935
[515]	train-mlogloss:1.56980	validation-mlogloss:1.68931
[516]	train-mlogloss:1.56929	validation-mlogloss:1.68918
[517]	train-mlogloss:1.56886	validation-mlogloss:1.68876
[518]	train-mlogloss:1.56833	validation-mlogloss:1.68849
[519]	train-mlogloss:1.56793	validation-mlogloss:1.68827
[520]	train-mlogloss:1.56738	validation-mlogloss:1.68781
[521]	train-mlogloss:1.56695	validation-mlogloss:1.68777
[522]	train-mlogloss:1.56643	validation-mlogloss:1.68762
[523]	train-mlogloss:1.56597	validation-mlogloss:1.68755
[524]	train-mlogloss:1.56534	validation-mlogloss:1.68718
[525]	train-mlogloss:1.56488	validation-mlogloss:1.68697
[526]	train-mlogloss:1.56443	validation-mlogloss:1.68684
[527]	train-mlogloss:1.56395	validation-mlogloss:1.68649
[528]	train-mlogloss:1.56346	validation-mlogloss:1.68656
[529]	train-mlogloss:1.56301	validation-mlogloss:1.68656
[530]	train-mlogloss:1.56248	validation-mlogloss:1.68641
[531]	train-mlogloss:1.56200	validation-mlogloss:1.68619
[532]	train-mlogloss:1.56154	validation-mlogloss:1.68612
[533]	train-mlogloss:1.56109	validation-mlogloss:1.68592
[534]	train-mlogloss:1.56068	validation-mlogloss:1.68592
[535]	train-mlogloss:1.56026	validation-mlogloss:1.68571
[536]	train-mlogloss:1.55984	validation-mlogloss:1.68571
[537]	train-mlogloss:1.55932	validation-mlogloss:1.68571
[538]	train-mlogloss:1.55877	validation-mlogloss:1.68553
[539]	train-mlogloss:1.55836	validation-mlogloss:1.68550
Saved model to disk.

=== EJECUCIÓN 1 ===

--- TRAIN (ejecución 1) ---

--- TEST (ejecución 1) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.06 [%]
Global accuracy score (test) = 44.57 [%]
Global F1 score (train) = 51.19 [%]
Global F1 score (test) = 44.03 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.71      0.56       184
 CAMINAR CON MÓVIL O LIBRO       0.39      0.46      0.42       184
       CAMINAR USUAL SPEED       0.32      0.26      0.29       184
            CAMINAR ZIGZAG       0.38      0.54      0.45       184
          DE PIE BARRIENDO       0.78      0.33      0.46       184
   DE PIE DOBLANDO TOALLAS       0.49      0.40      0.44       184
    DE PIE MOVIENDO LIBROS       0.37      0.36      0.36       184
          DE PIE USANDO PC       0.21      0.31      0.25       184
        FASE REPOSO CON K5       0.56      0.86      0.68       184
INCREMENTAL CICLOERGOMETRO       0.75      0.69      0.72       184
           SENTADO LEYENDO       0.45      0.32      0.37       184
         SENTADO USANDO PC       0.26      0.16      0.20       184
      SENTADO VIENDO LA TV       0.29      0.25      0.27       184
   SUBIR Y BAJAR ESCALERAS       0.57      0.49      0.53       184
                    TROTAR       0.65      0.58      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 1: 44.57 [%]
F1-score capturado en la ejecución 1: 44.03 [%]

=== EJECUCIÓN 2 ===

--- TRAIN (ejecución 2) ---

--- TEST (ejecución 2) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.19 [%]
Global accuracy score (test) = 45.34 [%]
Global F1 score (train) = 51.33 [%]
Global F1 score (test) = 44.84 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.76      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.36      0.46      0.41       184
       CAMINAR USUAL SPEED       0.36      0.28      0.32       184
            CAMINAR ZIGZAG       0.41      0.54      0.46       184
          DE PIE BARRIENDO       0.77      0.29      0.42       184
   DE PIE DOBLANDO TOALLAS       0.52      0.43      0.47       184
    DE PIE MOVIENDO LIBROS       0.37      0.34      0.35       184
          DE PIE USANDO PC       0.19      0.31      0.23       184
        FASE REPOSO CON K5       0.58      0.85      0.69       184
INCREMENTAL CICLOERGOMETRO       0.76      0.69      0.72       184
           SENTADO LEYENDO       0.52      0.35      0.42       184
         SENTADO USANDO PC       0.20      0.12      0.15       184
      SENTADO VIENDO LA TV       0.34      0.28      0.31       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.54      0.58       184
                    TROTAR       0.66      0.57      0.61       161

                  accuracy                           0.45      2737
                 macro avg       0.48      0.45      0.45      2737
              weighted avg       0.47      0.45      0.45      2737


Accuracy capturado en la ejecución 2: 45.34 [%]
F1-score capturado en la ejecución 2: 44.84 [%]

=== EJECUCIÓN 3 ===

--- TRAIN (ejecución 3) ---

--- TEST (ejecución 3) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.43 [%]
Global accuracy score (test) = 45.01 [%]
Global F1 score (train) = 51.55 [%]
Global F1 score (test) = 44.43 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.73      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.37      0.46      0.41       184
       CAMINAR USUAL SPEED       0.33      0.27      0.30       184
            CAMINAR ZIGZAG       0.39      0.53      0.45       184
          DE PIE BARRIENDO       0.74      0.30      0.43       184
   DE PIE DOBLANDO TOALLAS       0.51      0.41      0.46       184
    DE PIE MOVIENDO LIBROS       0.39      0.35      0.37       184
          DE PIE USANDO PC       0.20      0.30      0.24       184
        FASE REPOSO CON K5       0.57      0.86      0.68       184
INCREMENTAL CICLOERGOMETRO       0.74      0.70      0.72       184
           SENTADO LEYENDO       0.49      0.39      0.43       184
         SENTADO USANDO PC       0.23      0.14      0.18       184
      SENTADO VIENDO LA TV       0.28      0.23      0.25       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.51      0.57       184
                    TROTAR       0.65      0.57      0.61       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.44      2737
              weighted avg       0.46      0.45      0.44      2737


Accuracy capturado en la ejecución 3: 45.01 [%]
F1-score capturado en la ejecución 3: 44.43 [%]

=== EJECUCIÓN 4 ===

--- TRAIN (ejecución 4) ---

--- TEST (ejecución 4) ---
2025-10-27 09:39:24.065864: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:39:24.078567: 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 00:00:1761554364.092303  405908 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554364.096686  405908 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554364.107718  405908 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554364.107744  405908 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554364.107747  405908 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554364.107749  405908 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:39:24.111164: 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:2.69364	validation-mlogloss:2.69244
[1]	train-mlogloss:2.67894	validation-mlogloss:2.67639
[2]	train-mlogloss:2.66775	validation-mlogloss:2.66367
[3]	train-mlogloss:2.65524	validation-mlogloss:2.64994
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[5]	train-mlogloss:2.62878	validation-mlogloss:2.62058
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[7]	train-mlogloss:2.60321	validation-mlogloss:2.59253
[8]	train-mlogloss:2.59122	validation-mlogloss:2.57980
[9]	train-mlogloss:2.57943	validation-mlogloss:2.56699
[10]	train-mlogloss:2.56798	validation-mlogloss:2.55390
[11]	train-mlogloss:2.55669	validation-mlogloss:2.54155
[12]	train-mlogloss:2.54618	validation-mlogloss:2.52949
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[14]	train-mlogloss:2.52565	validation-mlogloss:2.50708
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[16]	train-mlogloss:2.50662	validation-mlogloss:2.48674
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[19]	train-mlogloss:2.47840	validation-mlogloss:2.45552
[20]	train-mlogloss:2.46912	validation-mlogloss:2.44498
[21]	train-mlogloss:2.46046	validation-mlogloss:2.43555
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[23]	train-mlogloss:2.44370	validation-mlogloss:2.41740
[24]	train-mlogloss:2.43558	validation-mlogloss:2.40843
[25]	train-mlogloss:2.42759	validation-mlogloss:2.39978
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[104]	train-mlogloss:2.04113	validation-mlogloss:2.00228
[105]	train-mlogloss:2.03806	validation-mlogloss:1.99947
[106]	train-mlogloss:2.03519	validation-mlogloss:1.99710
[107]	train-mlogloss:2.03215	validation-mlogloss:1.99439
[108]	train-mlogloss:2.02935	validation-mlogloss:1.99185
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[111]	train-mlogloss:2.02039	validation-mlogloss:1.98330
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[505]	train-mlogloss:1.57480	validation-mlogloss:1.68666
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[508]	train-mlogloss:1.57331	validation-mlogloss:1.68620
[509]	train-mlogloss:1.57281	validation-mlogloss:1.68611
[510]	train-mlogloss:1.57229	validation-mlogloss:1.68611
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[512]	train-mlogloss:1.57123	validation-mlogloss:1.68555
[513]	train-mlogloss:1.57080	validation-mlogloss:1.68548
[514]	train-mlogloss:1.57025	validation-mlogloss:1.68535
[515]	train-mlogloss:1.56985	validation-mlogloss:1.68529
[516]	train-mlogloss:1.56938	validation-mlogloss:1.68521
[517]	train-mlogloss:1.56889	validation-mlogloss:1.68510
[518]	train-mlogloss:1.56851	validation-mlogloss:1.68497
[519]	train-mlogloss:1.56807	validation-mlogloss:1.68475
[520]	train-mlogloss:1.56760	validation-mlogloss:1.68467
[521]	train-mlogloss:1.56712	validation-mlogloss:1.68467
[522]	train-mlogloss:1.56665	validation-mlogloss:1.68461
[523]	train-mlogloss:1.56616	validation-mlogloss:1.68450
[524]	train-mlogloss:1.56557	validation-mlogloss:1.68411
[525]	train-mlogloss:1.56510	validation-mlogloss:1.68424
[526]	train-mlogloss:1.56470	validation-mlogloss:1.68415
[527]	train-mlogloss:1.56425	validation-mlogloss:1.68396
[528]	train-mlogloss:1.56378	validation-mlogloss:1.68390
[529]	train-mlogloss:1.56331	validation-mlogloss:1.68389
[530]	train-mlogloss:1.56280	validation-mlogloss:1.68399
[531]	train-mlogloss:1.56239	validation-mlogloss:1.68385
[532]	train-mlogloss:1.56197	validation-mlogloss:1.68389
[533]	train-mlogloss:1.56148	validation-mlogloss:1.68374
[534]	train-mlogloss:1.56102	validation-mlogloss:1.68373
[535]	train-mlogloss:1.56054	validation-mlogloss:1.68347
[536]	train-mlogloss:1.56015	validation-mlogloss:1.68342
[537]	train-mlogloss:1.55971	validation-mlogloss:1.68333
[538]	train-mlogloss:1.55927	validation-mlogloss:1.68309
[539]	train-mlogloss:1.55886	validation-mlogloss:1.68292
Saved model to disk.
2025-10-27 09:40:09.660510: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:40:09.673339: 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 00:00:1761554409.687629  406818 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554409.692104  406818 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554409.703446  406818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554409.703469  406818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554409.703473  406818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554409.703476  406818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:40:09.706829: 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:2.69285	validation-mlogloss:2.69112
[1]	train-mlogloss:2.68066	validation-mlogloss:2.67670
[2]	train-mlogloss:2.66752	validation-mlogloss:2.66226
[3]	train-mlogloss:2.65369	validation-mlogloss:2.64581
[4]	train-mlogloss:2.64172	validation-mlogloss:2.63174
[5]	train-mlogloss:2.62962	validation-mlogloss:2.61825
[6]	train-mlogloss:2.61709	validation-mlogloss:2.60474
[7]	train-mlogloss:2.60546	validation-mlogloss:2.59277
[8]	train-mlogloss:2.59326	validation-mlogloss:2.57904
[9]	train-mlogloss:2.58152	validation-mlogloss:2.56598
[10]	train-mlogloss:2.57097	validation-mlogloss:2.55428
[11]	train-mlogloss:2.56004	validation-mlogloss:2.54178
[12]	train-mlogloss:2.54925	validation-mlogloss:2.52955
[13]	train-mlogloss:2.53898	validation-mlogloss:2.51804
[14]	train-mlogloss:2.52958	validation-mlogloss:2.50775
[15]	train-mlogloss:2.51955	validation-mlogloss:2.49676
[16]	train-mlogloss:2.50976	validation-mlogloss:2.48600
[17]	train-mlogloss:2.50056	validation-mlogloss:2.47625
[18]	train-mlogloss:2.49103	validation-mlogloss:2.46573
[19]	train-mlogloss:2.48206	validation-mlogloss:2.45550
[20]	train-mlogloss:2.47321	validation-mlogloss:2.44602
[21]	train-mlogloss:2.46409	validation-mlogloss:2.43658
[22]	train-mlogloss:2.45525	validation-mlogloss:2.42707
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[471]	train-mlogloss:1.59402	validation-mlogloss:1.69000
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[490]	train-mlogloss:1.58376	validation-mlogloss:1.68609
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[505]	train-mlogloss:1.57596	validation-mlogloss:1.68360
[506]	train-mlogloss:1.57545	validation-mlogloss:1.68341
[507]	train-mlogloss:1.57488	validation-mlogloss:1.68331
[508]	train-mlogloss:1.57433	validation-mlogloss:1.68312
[509]	train-mlogloss:1.57392	validation-mlogloss:1.68317
[510]	train-mlogloss:1.57345	validation-mlogloss:1.68312
[511]	train-mlogloss:1.57294	validation-mlogloss:1.68316
[512]	train-mlogloss:1.57236	validation-mlogloss:1.68289
[513]	train-mlogloss:1.57184	validation-mlogloss:1.68261
[514]	train-mlogloss:1.57123	validation-mlogloss:1.68247
[515]	train-mlogloss:1.57069	validation-mlogloss:1.68214
[516]	train-mlogloss:1.57018	validation-mlogloss:1.68196
[517]	train-mlogloss:1.56971	validation-mlogloss:1.68177
[518]	train-mlogloss:1.56921	validation-mlogloss:1.68147
[519]	train-mlogloss:1.56864	validation-mlogloss:1.68109
[520]	train-mlogloss:1.56821	validation-mlogloss:1.68101
[521]	train-mlogloss:1.56778	validation-mlogloss:1.68106
[522]	train-mlogloss:1.56733	validation-mlogloss:1.68114
[523]	train-mlogloss:1.56685	validation-mlogloss:1.68089
[524]	train-mlogloss:1.56638	validation-mlogloss:1.68078
[525]	train-mlogloss:1.56597	validation-mlogloss:1.68057
[526]	train-mlogloss:1.56557	validation-mlogloss:1.68030
[527]	train-mlogloss:1.56519	validation-mlogloss:1.68024
[528]	train-mlogloss:1.56476	validation-mlogloss:1.68013
[529]	train-mlogloss:1.56436	validation-mlogloss:1.68003
[530]	train-mlogloss:1.56386	validation-mlogloss:1.67993
[531]	train-mlogloss:1.56344	validation-mlogloss:1.67983
[532]	train-mlogloss:1.56295	validation-mlogloss:1.67968
[533]	train-mlogloss:1.56255	validation-mlogloss:1.67956
[534]	train-mlogloss:1.56210	validation-mlogloss:1.67932
[535]	train-mlogloss:1.56173	validation-mlogloss:1.67919
[536]	train-mlogloss:1.56122	validation-mlogloss:1.67936
[537]	train-mlogloss:1.56067	validation-mlogloss:1.67924
[538]	train-mlogloss:1.56017	validation-mlogloss:1.67919
[539]	train-mlogloss:1.55972	validation-mlogloss:1.67923
Saved model to disk.
2025-10-27 09:40:55.004078: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:40:55.016890: 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 00:00:1761554455.030538  407709 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554455.034686  407709 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554455.045727  407709 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554455.045750  407709 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554455.045753  407709 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554455.045756  407709 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:40:55.049061: 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:2.68085	validation-mlogloss:2.67662
[2]	train-mlogloss:2.66781	validation-mlogloss:2.66185
[3]	train-mlogloss:2.65466	validation-mlogloss:2.64719
[4]	train-mlogloss:2.64187	validation-mlogloss:2.63304
[5]	train-mlogloss:2.62804	validation-mlogloss:2.61746
[6]	train-mlogloss:2.61512	validation-mlogloss:2.60272
[7]	train-mlogloss:2.60298	validation-mlogloss:2.58929
[8]	train-mlogloss:2.59104	validation-mlogloss:2.57660
[9]	train-mlogloss:2.58028	validation-mlogloss:2.56454
[10]	train-mlogloss:2.56926	validation-mlogloss:2.55182
[11]	train-mlogloss:2.55869	validation-mlogloss:2.54051
[12]	train-mlogloss:2.54890	validation-mlogloss:2.52906
[13]	train-mlogloss:2.53840	validation-mlogloss:2.51669
[14]	train-mlogloss:2.52715	validation-mlogloss:2.50439
[15]	train-mlogloss:2.51696	validation-mlogloss:2.49344
[16]	train-mlogloss:2.50751	validation-mlogloss:2.48308
[17]	train-mlogloss:2.49709	validation-mlogloss:2.47166
[18]	train-mlogloss:2.48771	validation-mlogloss:2.46188
[19]	train-mlogloss:2.47835	validation-mlogloss:2.45180
[20]	train-mlogloss:2.46952	validation-mlogloss:2.44243
[21]	train-mlogloss:2.46129	validation-mlogloss:2.43338
[22]	train-mlogloss:2.45217	validation-mlogloss:2.42347
[23]	train-mlogloss:2.44387	validation-mlogloss:2.41432
[24]	train-mlogloss:2.43536	validation-mlogloss:2.40474
[25]	train-mlogloss:2.42767	validation-mlogloss:2.39651
[26]	train-mlogloss:2.41933	validation-mlogloss:2.38758
[27]	train-mlogloss:2.41125	validation-mlogloss:2.37891
[28]	train-mlogloss:2.40309	validation-mlogloss:2.37028
[29]	train-mlogloss:2.39560	validation-mlogloss:2.36180
[30]	train-mlogloss:2.38770	validation-mlogloss:2.35326
[31]	train-mlogloss:2.38040	validation-mlogloss:2.34475
[32]	train-mlogloss:2.37323	validation-mlogloss:2.33667
[33]	train-mlogloss:2.36603	validation-mlogloss:2.32835
[34]	train-mlogloss:2.35889	validation-mlogloss:2.32020
[35]	train-mlogloss:2.35159	validation-mlogloss:2.31226
[36]	train-mlogloss:2.34490	validation-mlogloss:2.30520
[37]	train-mlogloss:2.33823	validation-mlogloss:2.29794
[38]	train-mlogloss:2.33186	validation-mlogloss:2.29164
[39]	train-mlogloss:2.32532	validation-mlogloss:2.28447
[40]	train-mlogloss:2.31925	validation-mlogloss:2.27764
[41]	train-mlogloss:2.31272	validation-mlogloss:2.27058
[42]	train-mlogloss:2.30666	validation-mlogloss:2.26462
[43]	train-mlogloss:2.30067	validation-mlogloss:2.25844
[44]	train-mlogloss:2.29422	validation-mlogloss:2.25160
[45]	train-mlogloss:2.28817	validation-mlogloss:2.24512
[46]	train-mlogloss:2.28211	validation-mlogloss:2.23859
[47]	train-mlogloss:2.27629	validation-mlogloss:2.23250
[48]	train-mlogloss:2.27035	validation-mlogloss:2.22625
[49]	train-mlogloss:2.26466	validation-mlogloss:2.22066
[50]	train-mlogloss:2.25936	validation-mlogloss:2.21560
[51]	train-mlogloss:2.25361	validation-mlogloss:2.21025
[52]	train-mlogloss:2.24806	validation-mlogloss:2.20437
[53]	train-mlogloss:2.24267	validation-mlogloss:2.19874
[54]	train-mlogloss:2.23732	validation-mlogloss:2.19316
[55]	train-mlogloss:2.23203	validation-mlogloss:2.18811
[56]	train-mlogloss:2.22688	validation-mlogloss:2.18294
[57]	train-mlogloss:2.22176	validation-mlogloss:2.17798
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[357]	train-mlogloss:1.66815	validation-mlogloss:1.72085
[358]	train-mlogloss:1.66739	validation-mlogloss:1.72065
[359]	train-mlogloss:1.66657	validation-mlogloss:1.72023
[360]	train-mlogloss:1.66586	validation-mlogloss:1.71977
[361]	train-mlogloss:1.66505	validation-mlogloss:1.71951
[362]	train-mlogloss:1.66430	validation-mlogloss:1.71918
[363]	train-mlogloss:1.66358	validation-mlogloss:1.71872
[364]	train-mlogloss:1.66277	validation-mlogloss:1.71830
[365]	train-mlogloss:1.66199	validation-mlogloss:1.71785
[366]	train-mlogloss:1.66123	validation-mlogloss:1.71752
[367]	train-mlogloss:1.66053	validation-mlogloss:1.71732
[368]	train-mlogloss:1.65983	validation-mlogloss:1.71723
[369]	train-mlogloss:1.65913	validation-mlogloss:1.71688
[370]	train-mlogloss:1.65835	validation-mlogloss:1.71662
[371]	train-mlogloss:1.65764	validation-mlogloss:1.71604
[372]	train-mlogloss:1.65681	validation-mlogloss:1.71556
[373]	train-mlogloss:1.65615	validation-mlogloss:1.71539
[374]	train-mlogloss:1.65535	validation-mlogloss:1.71516
[375]	train-mlogloss:1.65464	validation-mlogloss:1.71496
[376]	train-mlogloss:1.65393	validation-mlogloss:1.71466
[377]	train-mlogloss:1.65320	validation-mlogloss:1.71438
[378]	train-mlogloss:1.65245	validation-mlogloss:1.71445
[379]	train-mlogloss:1.65172	validation-mlogloss:1.71397
[380]	train-mlogloss:1.65098	validation-mlogloss:1.71344
[381]	train-mlogloss:1.65023	validation-mlogloss:1.71319
[382]	train-mlogloss:1.64960	validation-mlogloss:1.71307
[383]	train-mlogloss:1.64881	validation-mlogloss:1.71291
[384]	train-mlogloss:1.64810	validation-mlogloss:1.71264
[385]	train-mlogloss:1.64727	validation-mlogloss:1.71231
[386]	train-mlogloss:1.64654	validation-mlogloss:1.71193
[387]	train-mlogloss:1.64589	validation-mlogloss:1.71184
[388]	train-mlogloss:1.64519	validation-mlogloss:1.71156
[389]	train-mlogloss:1.64452	validation-mlogloss:1.71135
[390]	train-mlogloss:1.64378	validation-mlogloss:1.71116
[391]	train-mlogloss:1.64304	validation-mlogloss:1.71091
[392]	train-mlogloss:1.64235	validation-mlogloss:1.71065
[393]	train-mlogloss:1.64162	validation-mlogloss:1.71041
[394]	train-mlogloss:1.64097	validation-mlogloss:1.71012
[395]	train-mlogloss:1.64015	validation-mlogloss:1.70984
[396]	train-mlogloss:1.63947	validation-mlogloss:1.70940
[397]	train-mlogloss:1.63879	validation-mlogloss:1.70913
[398]	train-mlogloss:1.63805	validation-mlogloss:1.70871
[399]	train-mlogloss:1.63738	validation-mlogloss:1.70847
[400]	train-mlogloss:1.63670	validation-mlogloss:1.70796
[401]	train-mlogloss:1.63605	validation-mlogloss:1.70761
[402]	train-mlogloss:1.63535	validation-mlogloss:1.70714
[403]	train-mlogloss:1.63454	validation-mlogloss:1.70678
[404]	train-mlogloss:1.63394	validation-mlogloss:1.70642
[405]	train-mlogloss:1.63325	validation-mlogloss:1.70598
[406]	train-mlogloss:1.63253	validation-mlogloss:1.70567
[407]	train-mlogloss:1.63180	validation-mlogloss:1.70547
[408]	train-mlogloss:1.63119	validation-mlogloss:1.70505
[409]	train-mlogloss:1.63046	validation-mlogloss:1.70479
[410]	train-mlogloss:1.62975	validation-mlogloss:1.70459
[411]	train-mlogloss:1.62909	validation-mlogloss:1.70434
[412]	train-mlogloss:1.62843	validation-mlogloss:1.70426
[413]	train-mlogloss:1.62772	validation-mlogloss:1.70409
[414]	train-mlogloss:1.62714	validation-mlogloss:1.70391
[415]	train-mlogloss:1.62647	validation-mlogloss:1.70378
[416]	train-mlogloss:1.62581	validation-mlogloss:1.70354
[417]	train-mlogloss:1.62520	validation-mlogloss:1.70334
[418]	train-mlogloss:1.62454	validation-mlogloss:1.70313
[419]	train-mlogloss:1.62394	validation-mlogloss:1.70286
[420]	train-mlogloss:1.62328	validation-mlogloss:1.70248
[421]	train-mlogloss:1.62266	validation-mlogloss:1.70228
[422]	train-mlogloss:1.62195	validation-mlogloss:1.70216
[423]	train-mlogloss:1.62132	validation-mlogloss:1.70204
[424]	train-mlogloss:1.62070	validation-mlogloss:1.70171
[425]	train-mlogloss:1.62001	validation-mlogloss:1.70126
[426]	train-mlogloss:1.61931	validation-mlogloss:1.70096
[427]	train-mlogloss:1.61852	validation-mlogloss:1.70064
[428]	train-mlogloss:1.61790	validation-mlogloss:1.70062
[429]	train-mlogloss:1.61740	validation-mlogloss:1.70046
[430]	train-mlogloss:1.61674	validation-mlogloss:1.70021
[431]	train-mlogloss:1.61614	validation-mlogloss:1.69989
[432]	train-mlogloss:1.61561	validation-mlogloss:1.69977
[433]	train-mlogloss:1.61499	validation-mlogloss:1.69972
[434]	train-mlogloss:1.61436	validation-mlogloss:1.69940
[435]	train-mlogloss:1.61382	validation-mlogloss:1.69921
[436]	train-mlogloss:1.61313	validation-mlogloss:1.69899
[437]	train-mlogloss:1.61256	validation-mlogloss:1.69878
[438]	train-mlogloss:1.61194	validation-mlogloss:1.69858
[439]	train-mlogloss:1.61138	validation-mlogloss:1.69824
[440]	train-mlogloss:1.61082	validation-mlogloss:1.69803
[441]	train-mlogloss:1.61025	validation-mlogloss:1.69786
[442]	train-mlogloss:1.60961	validation-mlogloss:1.69748
[443]	train-mlogloss:1.60894	validation-mlogloss:1.69730
[444]	train-mlogloss:1.60837	validation-mlogloss:1.69715
[445]	train-mlogloss:1.60777	validation-mlogloss:1.69710
[446]	train-mlogloss:1.60712	validation-mlogloss:1.69692
[447]	train-mlogloss:1.60648	validation-mlogloss:1.69661
[448]	train-mlogloss:1.60586	validation-mlogloss:1.69640
[449]	train-mlogloss:1.60533	validation-mlogloss:1.69611
[450]	train-mlogloss:1.60472	validation-mlogloss:1.69600
[451]	train-mlogloss:1.60420	validation-mlogloss:1.69561
[452]	train-mlogloss:1.60363	validation-mlogloss:1.69539
[453]	train-mlogloss:1.60292	validation-mlogloss:1.69515
[454]	train-mlogloss:1.60235	validation-mlogloss:1.69508
[455]	train-mlogloss:1.60178	validation-mlogloss:1.69498
[456]	train-mlogloss:1.60119	validation-mlogloss:1.69479
[457]	train-mlogloss:1.60064	validation-mlogloss:1.69469
[458]	train-mlogloss:1.60007	validation-mlogloss:1.69458
[459]	train-mlogloss:1.59943	validation-mlogloss:1.69437
[460]	train-mlogloss:1.59885	validation-mlogloss:1.69409
[461]	train-mlogloss:1.59834	validation-mlogloss:1.69392
[462]	train-mlogloss:1.59774	validation-mlogloss:1.69373
[463]	train-mlogloss:1.59720	validation-mlogloss:1.69354
[464]	train-mlogloss:1.59665	validation-mlogloss:1.69340
[465]	train-mlogloss:1.59595	validation-mlogloss:1.69332
[466]	train-mlogloss:1.59537	validation-mlogloss:1.69313
[467]	train-mlogloss:1.59483	validation-mlogloss:1.69288
[468]	train-mlogloss:1.59424	validation-mlogloss:1.69260
[469]	train-mlogloss:1.59373	validation-mlogloss:1.69204
[470]	train-mlogloss:1.59315	validation-mlogloss:1.69179
[471]	train-mlogloss:1.59254	validation-mlogloss:1.69164
[472]	train-mlogloss:1.59204	validation-mlogloss:1.69139
[473]	train-mlogloss:1.59150	validation-mlogloss:1.69124
[474]	train-mlogloss:1.59095	validation-mlogloss:1.69112
[475]	train-mlogloss:1.59034	validation-mlogloss:1.69086
[476]	train-mlogloss:1.58977	validation-mlogloss:1.69059
[477]	train-mlogloss:1.58915	validation-mlogloss:1.69033
[478]	train-mlogloss:1.58861	validation-mlogloss:1.69023
[479]	train-mlogloss:1.58807	validation-mlogloss:1.69011
[480]	train-mlogloss:1.58754	validation-mlogloss:1.68979
[481]	train-mlogloss:1.58702	validation-mlogloss:1.68945
[482]	train-mlogloss:1.58653	validation-mlogloss:1.68912
[483]	train-mlogloss:1.58595	validation-mlogloss:1.68902
[484]	train-mlogloss:1.58546	validation-mlogloss:1.68885
[485]	train-mlogloss:1.58490	validation-mlogloss:1.68869
[486]	train-mlogloss:1.58435	validation-mlogloss:1.68826
[487]	train-mlogloss:1.58375	validation-mlogloss:1.68800
[488]	train-mlogloss:1.58318	validation-mlogloss:1.68773
[489]	train-mlogloss:1.58263	validation-mlogloss:1.68743
[490]	train-mlogloss:1.58205	validation-mlogloss:1.68729
[491]	train-mlogloss:1.58146	validation-mlogloss:1.68698
[492]	train-mlogloss:1.58088	validation-mlogloss:1.68677
[493]	train-mlogloss:1.58033	validation-mlogloss:1.68676
[494]	train-mlogloss:1.57979	validation-mlogloss:1.68664
[495]	train-mlogloss:1.57928	validation-mlogloss:1.68662
[496]	train-mlogloss:1.57872	validation-mlogloss:1.68640
[497]	train-mlogloss:1.57825	validation-mlogloss:1.68628
[498]	train-mlogloss:1.57771	validation-mlogloss:1.68620
[499]	train-mlogloss:1.57722	validation-mlogloss:1.68607
[500]	train-mlogloss:1.57682	validation-mlogloss:1.68594
[501]	train-mlogloss:1.57640	validation-mlogloss:1.68582
[502]	train-mlogloss:1.57587	validation-mlogloss:1.68539
[503]	train-mlogloss:1.57524	validation-mlogloss:1.68500
[504]	train-mlogloss:1.57472	validation-mlogloss:1.68470
[505]	train-mlogloss:1.57419	validation-mlogloss:1.68456
[506]	train-mlogloss:1.57361	validation-mlogloss:1.68458
[507]	train-mlogloss:1.57317	validation-mlogloss:1.68451
[508]	train-mlogloss:1.57263	validation-mlogloss:1.68449
[509]	train-mlogloss:1.57214	validation-mlogloss:1.68431
[510]	train-mlogloss:1.57161	validation-mlogloss:1.68432
[511]	train-mlogloss:1.57107	validation-mlogloss:1.68424
[512]	train-mlogloss:1.57057	validation-mlogloss:1.68410
[513]	train-mlogloss:1.57007	validation-mlogloss:1.68381
[514]	train-mlogloss:1.56956	validation-mlogloss:1.68374
[515]	train-mlogloss:1.56912	validation-mlogloss:1.68383
[516]	train-mlogloss:1.56863	validation-mlogloss:1.68373
[517]	train-mlogloss:1.56812	validation-mlogloss:1.68378
[518]	train-mlogloss:1.56767	validation-mlogloss:1.68368
[519]	train-mlogloss:1.56719	validation-mlogloss:1.68361
[520]	train-mlogloss:1.56667	validation-mlogloss:1.68347
[521]	train-mlogloss:1.56627	validation-mlogloss:1.68332
[522]	train-mlogloss:1.56571	validation-mlogloss:1.68298
[523]	train-mlogloss:1.56524	validation-mlogloss:1.68274
[524]	train-mlogloss:1.56480	validation-mlogloss:1.68259
[525]	train-mlogloss:1.56439	validation-mlogloss:1.68251
[526]	train-mlogloss:1.56392	validation-mlogloss:1.68250
[527]	train-mlogloss:1.56343	validation-mlogloss:1.68225
[528]	train-mlogloss:1.56298	validation-mlogloss:1.68229
[529]	train-mlogloss:1.56254	validation-mlogloss:1.68242
[530]	train-mlogloss:1.56204	validation-mlogloss:1.68243
[531]	train-mlogloss:1.56152	validation-mlogloss:1.68221
[532]	train-mlogloss:1.56104	validation-mlogloss:1.68215
[533]	train-mlogloss:1.56061	validation-mlogloss:1.68204
[534]	train-mlogloss:1.56018	validation-mlogloss:1.68192
[535]	train-mlogloss:1.55974	validation-mlogloss:1.68183
[536]	train-mlogloss:1.55925	validation-mlogloss:1.68185
[537]	train-mlogloss:1.55869	validation-mlogloss:1.68180
[538]	train-mlogloss:1.55824	validation-mlogloss:1.68164
[539]	train-mlogloss:1.55782	validation-mlogloss:1.68160
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.4 [%]
Global accuracy score (test) = 44.68 [%]
Global F1 score (train) = 51.55 [%]
Global F1 score (test) = 44.15 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.73      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.36      0.46      0.40       184
       CAMINAR USUAL SPEED       0.35      0.28      0.31       184
            CAMINAR ZIGZAG       0.38      0.52      0.44       184
          DE PIE BARRIENDO       0.74      0.32      0.44       184
   DE PIE DOBLANDO TOALLAS       0.51      0.42      0.46       184
    DE PIE MOVIENDO LIBROS       0.36      0.32      0.34       184
          DE PIE USANDO PC       0.20      0.31      0.24       184
        FASE REPOSO CON K5       0.56      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.75      0.68      0.71       184
           SENTADO LEYENDO       0.48      0.37      0.42       184
         SENTADO USANDO PC       0.21      0.12      0.16       184
      SENTADO VIENDO LA TV       0.30      0.25      0.27       184
   SUBIR Y BAJAR ESCALERAS       0.60      0.52      0.56       184
                    TROTAR       0.67      0.57      0.62       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 4: 44.68 [%]
F1-score capturado en la ejecución 4: 44.15 [%]

=== EJECUCIÓN 5 ===

--- TRAIN (ejecución 5) ---

--- TEST (ejecución 5) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.39 [%]
Global accuracy score (test) = 45.2 [%]
Global F1 score (train) = 51.5 [%]
Global F1 score (test) = 44.7 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.73      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.37      0.47      0.41       184
       CAMINAR USUAL SPEED       0.34      0.30      0.32       184
            CAMINAR ZIGZAG       0.39      0.51      0.44       184
          DE PIE BARRIENDO       0.75      0.30      0.43       184
   DE PIE DOBLANDO TOALLAS       0.51      0.43      0.47       184
    DE PIE MOVIENDO LIBROS       0.37      0.34      0.35       184
          DE PIE USANDO PC       0.22      0.33      0.26       184
        FASE REPOSO CON K5       0.57      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.72      0.68      0.70       184
           SENTADO LEYENDO       0.52      0.37      0.43       184
         SENTADO USANDO PC       0.22      0.13      0.16       184
      SENTADO VIENDO LA TV       0.32      0.28      0.30       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.50      0.56       184
                    TROTAR       0.66      0.57      0.61       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.45      2737
              weighted avg       0.47      0.45      0.45      2737


Accuracy capturado en la ejecución 5: 45.2 [%]
F1-score capturado en la ejecución 5: 44.7 [%]

=== EJECUCIÓN 6 ===

--- TRAIN (ejecución 6) ---

--- TEST (ejecución 6) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.44 [%]
Global accuracy score (test) = 45.05 [%]
Global F1 score (train) = 51.55 [%]
Global F1 score (test) = 44.56 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.75      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.36      0.47      0.41       184
       CAMINAR USUAL SPEED       0.37      0.31      0.34       184
            CAMINAR ZIGZAG       0.38      0.52      0.44       184
          DE PIE BARRIENDO       0.76      0.31      0.44       184
   DE PIE DOBLANDO TOALLAS       0.50      0.42      0.46       184
    DE PIE MOVIENDO LIBROS       0.34      0.31      0.33       184
          DE PIE USANDO PC       0.21      0.33      0.26       184
        FASE REPOSO CON K5       0.56      0.85      0.67       184
INCREMENTAL CICLOERGOMETRO       0.75      0.68      0.72       184
           SENTADO LEYENDO       0.46      0.30      0.36       184
         SENTADO USANDO PC       0.25      0.15      0.18       184
      SENTADO VIENDO LA TV       0.31      0.27      0.29       184
   SUBIR Y BAJAR ESCALERAS       0.68      0.54      0.60       184
                    TROTAR       0.67      0.57      0.62       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.45      2737
              weighted avg       0.47      0.45      0.44      2737


Accuracy capturado en la ejecución 6: 45.05 [%]
F1-score capturado en la ejecución 6: 44.56 [%]

=== EJECUCIÓN 7 ===

--- TRAIN (ejecución 7) ---

--- TEST (ejecución 7) ---
2025-10-27 09:41:41.116603: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:41:41.129896: 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 00:00:1761554501.143779  408611 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554501.148084  408611 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554501.159643  408611 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554501.159674  408611 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554501.159677  408611 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554501.159680  408611 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:41:41.163123: 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:2.69410	validation-mlogloss:2.69271
[1]	train-mlogloss:2.68145	validation-mlogloss:2.67890
[2]	train-mlogloss:2.66872	validation-mlogloss:2.66394
[3]	train-mlogloss:2.65609	validation-mlogloss:2.64899
[4]	train-mlogloss:2.64317	validation-mlogloss:2.63476
[5]	train-mlogloss:2.62979	validation-mlogloss:2.61966
[6]	train-mlogloss:2.61875	validation-mlogloss:2.60703
[7]	train-mlogloss:2.60614	validation-mlogloss:2.59339
[8]	train-mlogloss:2.59418	validation-mlogloss:2.58034
[9]	train-mlogloss:2.58218	validation-mlogloss:2.56696
[10]	train-mlogloss:2.57076	validation-mlogloss:2.55448
[11]	train-mlogloss:2.55938	validation-mlogloss:2.54178
[12]	train-mlogloss:2.54852	validation-mlogloss:2.53006
[13]	train-mlogloss:2.53804	validation-mlogloss:2.51833
[14]	train-mlogloss:2.52785	validation-mlogloss:2.50664
[15]	train-mlogloss:2.51771	validation-mlogloss:2.49557
[16]	train-mlogloss:2.50791	validation-mlogloss:2.48518
[17]	train-mlogloss:2.49860	validation-mlogloss:2.47504
[18]	train-mlogloss:2.48937	validation-mlogloss:2.46512
[19]	train-mlogloss:2.48035	validation-mlogloss:2.45565
[20]	train-mlogloss:2.47108	validation-mlogloss:2.44548
[21]	train-mlogloss:2.46196	validation-mlogloss:2.43562
[22]	train-mlogloss:2.45294	validation-mlogloss:2.42524
[23]	train-mlogloss:2.44430	validation-mlogloss:2.41629
[24]	train-mlogloss:2.43584	validation-mlogloss:2.40710
[25]	train-mlogloss:2.42764	validation-mlogloss:2.39825
[26]	train-mlogloss:2.41949	validation-mlogloss:2.38916
[27]	train-mlogloss:2.41173	validation-mlogloss:2.38106
[28]	train-mlogloss:2.40430	validation-mlogloss:2.37310
[29]	train-mlogloss:2.39675	validation-mlogloss:2.36522
[30]	train-mlogloss:2.38974	validation-mlogloss:2.35740
[31]	train-mlogloss:2.38236	validation-mlogloss:2.34960
[32]	train-mlogloss:2.37524	validation-mlogloss:2.34240
[33]	train-mlogloss:2.36771	validation-mlogloss:2.33363
[34]	train-mlogloss:2.36057	validation-mlogloss:2.32584
[35]	train-mlogloss:2.35338	validation-mlogloss:2.31768
[36]	train-mlogloss:2.34668	validation-mlogloss:2.31031
[37]	train-mlogloss:2.34006	validation-mlogloss:2.30284
[38]	train-mlogloss:2.33366	validation-mlogloss:2.29574
[39]	train-mlogloss:2.32686	validation-mlogloss:2.28765
[40]	train-mlogloss:2.32077	validation-mlogloss:2.28091
[41]	train-mlogloss:2.31427	validation-mlogloss:2.27419
[42]	train-mlogloss:2.30807	validation-mlogloss:2.26750
[43]	train-mlogloss:2.30180	validation-mlogloss:2.26082
[44]	train-mlogloss:2.29581	validation-mlogloss:2.25414
[45]	train-mlogloss:2.28976	validation-mlogloss:2.24814
[46]	train-mlogloss:2.28399	validation-mlogloss:2.24216
[47]	train-mlogloss:2.27834	validation-mlogloss:2.23547
[48]	train-mlogloss:2.27261	validation-mlogloss:2.22971
[49]	train-mlogloss:2.26702	validation-mlogloss:2.22367
[50]	train-mlogloss:2.26156	validation-mlogloss:2.21781
[51]	train-mlogloss:2.25616	validation-mlogloss:2.21258
[52]	train-mlogloss:2.25098	validation-mlogloss:2.20675
[53]	train-mlogloss:2.24577	validation-mlogloss:2.20165
[54]	train-mlogloss:2.24050	validation-mlogloss:2.19628
[55]	train-mlogloss:2.23503	validation-mlogloss:2.19063
[56]	train-mlogloss:2.22975	validation-mlogloss:2.18553
[57]	train-mlogloss:2.22498	validation-mlogloss:2.18020
[58]	train-mlogloss:2.22000	validation-mlogloss:2.17521
[59]	train-mlogloss:2.21538	validation-mlogloss:2.17066
[60]	train-mlogloss:2.21038	validation-mlogloss:2.16614
[61]	train-mlogloss:2.20566	validation-mlogloss:2.16139
[62]	train-mlogloss:2.20103	validation-mlogloss:2.15672
[63]	train-mlogloss:2.19606	validation-mlogloss:2.15156
[64]	train-mlogloss:2.19111	validation-mlogloss:2.14662
[65]	train-mlogloss:2.18669	validation-mlogloss:2.14231
[66]	train-mlogloss:2.18228	validation-mlogloss:2.13800
[67]	train-mlogloss:2.17757	validation-mlogloss:2.13315
[68]	train-mlogloss:2.17302	validation-mlogloss:2.12838
[69]	train-mlogloss:2.16861	validation-mlogloss:2.12377
[70]	train-mlogloss:2.16448	validation-mlogloss:2.11987
[71]	train-mlogloss:2.16018	validation-mlogloss:2.11532
[72]	train-mlogloss:2.15599	validation-mlogloss:2.11125
[73]	train-mlogloss:2.15179	validation-mlogloss:2.10683
[74]	train-mlogloss:2.14766	validation-mlogloss:2.10289
[75]	train-mlogloss:2.14361	validation-mlogloss:2.09892
[76]	train-mlogloss:2.13946	validation-mlogloss:2.09481
[77]	train-mlogloss:2.13557	validation-mlogloss:2.09114
[78]	train-mlogloss:2.13145	validation-mlogloss:2.08688
[79]	train-mlogloss:2.12750	validation-mlogloss:2.08281
[80]	train-mlogloss:2.12365	validation-mlogloss:2.07948
[81]	train-mlogloss:2.11991	validation-mlogloss:2.07603
[82]	train-mlogloss:2.11617	validation-mlogloss:2.07255
[83]	train-mlogloss:2.11237	validation-mlogloss:2.06873
[84]	train-mlogloss:2.10876	validation-mlogloss:2.06540
[85]	train-mlogloss:2.10502	validation-mlogloss:2.06179
[86]	train-mlogloss:2.10136	validation-mlogloss:2.05869
[87]	train-mlogloss:2.09769	validation-mlogloss:2.05564
[88]	train-mlogloss:2.09404	validation-mlogloss:2.05172
[89]	train-mlogloss:2.09060	validation-mlogloss:2.04820
[90]	train-mlogloss:2.08706	validation-mlogloss:2.04485
[91]	train-mlogloss:2.08378	validation-mlogloss:2.04147
[92]	train-mlogloss:2.08033	validation-mlogloss:2.03850
[93]	train-mlogloss:2.07695	validation-mlogloss:2.03556
[94]	train-mlogloss:2.07363	validation-mlogloss:2.03222
[95]	train-mlogloss:2.07001	validation-mlogloss:2.02837
[96]	train-mlogloss:2.06681	validation-mlogloss:2.02550
[97]	train-mlogloss:2.06357	validation-mlogloss:2.02237
[98]	train-mlogloss:2.06038	validation-mlogloss:2.01922
[99]	train-mlogloss:2.05733	validation-mlogloss:2.01658
[100]	train-mlogloss:2.05418	validation-mlogloss:2.01381
[101]	train-mlogloss:2.05094	validation-mlogloss:2.01106
[102]	train-mlogloss:2.04767	validation-mlogloss:2.00777
[103]	train-mlogloss:2.04447	validation-mlogloss:2.00492
[104]	train-mlogloss:2.04151	validation-mlogloss:2.00244
[105]	train-mlogloss:2.03839	validation-mlogloss:1.99950
[106]	train-mlogloss:2.03543	validation-mlogloss:1.99646
[107]	train-mlogloss:2.03259	validation-mlogloss:1.99394
[108]	train-mlogloss:2.02980	validation-mlogloss:1.99183
[109]	train-mlogloss:2.02693	validation-mlogloss:1.98923
[110]	train-mlogloss:2.02419	validation-mlogloss:1.98640
[111]	train-mlogloss:2.02142	validation-mlogloss:1.98389
[112]	train-mlogloss:2.01878	validation-mlogloss:1.98110
[113]	train-mlogloss:2.01615	validation-mlogloss:1.97873
[114]	train-mlogloss:2.01346	validation-mlogloss:1.97621
[115]	train-mlogloss:2.01092	validation-mlogloss:1.97418
[116]	train-mlogloss:2.00838	validation-mlogloss:1.97183
[117]	train-mlogloss:2.00569	validation-mlogloss:1.96942
[118]	train-mlogloss:2.00310	validation-mlogloss:1.96705
[119]	train-mlogloss:2.00050	validation-mlogloss:1.96475
[120]	train-mlogloss:1.99785	validation-mlogloss:1.96244
[121]	train-mlogloss:1.99531	validation-mlogloss:1.96000
[122]	train-mlogloss:1.99270	validation-mlogloss:1.95800
[123]	train-mlogloss:1.98998	validation-mlogloss:1.95572
[124]	train-mlogloss:1.98749	validation-mlogloss:1.95337
[125]	train-mlogloss:1.98500	validation-mlogloss:1.95146
[126]	train-mlogloss:1.98252	validation-mlogloss:1.94921
[127]	train-mlogloss:1.98011	validation-mlogloss:1.94691
[128]	train-mlogloss:1.97761	validation-mlogloss:1.94481
[129]	train-mlogloss:1.97520	validation-mlogloss:1.94270
[130]	train-mlogloss:1.97265	validation-mlogloss:1.94012
[131]	train-mlogloss:1.97012	validation-mlogloss:1.93802
[132]	train-mlogloss:1.96767	validation-mlogloss:1.93578
[133]	train-mlogloss:1.96534	validation-mlogloss:1.93396
[134]	train-mlogloss:1.96303	validation-mlogloss:1.93208
[135]	train-mlogloss:1.96076	validation-mlogloss:1.93069
[136]	train-mlogloss:1.95835	validation-mlogloss:1.92832
[137]	train-mlogloss:1.95598	validation-mlogloss:1.92603
[138]	train-mlogloss:1.95382	validation-mlogloss:1.92439
[139]	train-mlogloss:1.95161	validation-mlogloss:1.92246
[140]	train-mlogloss:1.94931	validation-mlogloss:1.92049
[141]	train-mlogloss:1.94717	validation-mlogloss:1.91878
[142]	train-mlogloss:1.94493	validation-mlogloss:1.91666
[143]	train-mlogloss:1.94264	validation-mlogloss:1.91436
[144]	train-mlogloss:1.94055	validation-mlogloss:1.91268
[145]	train-mlogloss:1.93837	validation-mlogloss:1.91085
[146]	train-mlogloss:1.93610	validation-mlogloss:1.90890
[147]	train-mlogloss:1.93394	validation-mlogloss:1.90710
[148]	train-mlogloss:1.93182	validation-mlogloss:1.90539
[149]	train-mlogloss:1.92969	validation-mlogloss:1.90357
[150]	train-mlogloss:1.92761	validation-mlogloss:1.90212
[151]	train-mlogloss:1.92557	validation-mlogloss:1.90009
[152]	train-mlogloss:1.92358	validation-mlogloss:1.89838
[153]	train-mlogloss:1.92149	validation-mlogloss:1.89702
[154]	train-mlogloss:1.91934	validation-mlogloss:1.89519
[155]	train-mlogloss:1.91734	validation-mlogloss:1.89388
[156]	train-mlogloss:1.91523	validation-mlogloss:1.89227
[157]	train-mlogloss:1.91329	validation-mlogloss:1.89081
[158]	train-mlogloss:1.91125	validation-mlogloss:1.88903
[159]	train-mlogloss:1.90924	validation-mlogloss:1.88720
[160]	train-mlogloss:1.90731	validation-mlogloss:1.88536
[161]	train-mlogloss:1.90533	validation-mlogloss:1.88353
[162]	train-mlogloss:1.90356	validation-mlogloss:1.88199
[163]	train-mlogloss:1.90164	validation-mlogloss:1.88058
[164]	train-mlogloss:1.89962	validation-mlogloss:1.87872
[165]	train-mlogloss:1.89770	validation-mlogloss:1.87736
[166]	train-mlogloss:1.89579	validation-mlogloss:1.87560
[167]	train-mlogloss:1.89391	validation-mlogloss:1.87435
[168]	train-mlogloss:1.89215	validation-mlogloss:1.87250
[169]	train-mlogloss:1.89032	validation-mlogloss:1.87086
[170]	train-mlogloss:1.88845	validation-mlogloss:1.86939
[171]	train-mlogloss:1.88670	validation-mlogloss:1.86800
[172]	train-mlogloss:1.88498	validation-mlogloss:1.86633
[173]	train-mlogloss:1.88318	validation-mlogloss:1.86501
[174]	train-mlogloss:1.88127	validation-mlogloss:1.86324
[175]	train-mlogloss:1.87958	validation-mlogloss:1.86201
[176]	train-mlogloss:1.87780	validation-mlogloss:1.86057
[177]	train-mlogloss:1.87603	validation-mlogloss:1.85915
[178]	train-mlogloss:1.87432	validation-mlogloss:1.85790
[179]	train-mlogloss:1.87246	validation-mlogloss:1.85620
[180]	train-mlogloss:1.87073	validation-mlogloss:1.85493
[181]	train-mlogloss:1.86910	validation-mlogloss:1.85365
[182]	train-mlogloss:1.86747	validation-mlogloss:1.85225
[183]	train-mlogloss:1.86578	validation-mlogloss:1.85065
[184]	train-mlogloss:1.86411	validation-mlogloss:1.84900
[185]	train-mlogloss:1.86236	validation-mlogloss:1.84793
[186]	train-mlogloss:1.86071	validation-mlogloss:1.84642
[187]	train-mlogloss:1.85915	validation-mlogloss:1.84535
[188]	train-mlogloss:1.85751	validation-mlogloss:1.84382
[189]	train-mlogloss:1.85588	validation-mlogloss:1.84279
[190]	train-mlogloss:1.85418	validation-mlogloss:1.84173
[191]	train-mlogloss:1.85251	validation-mlogloss:1.84051
[192]	train-mlogloss:1.85099	validation-mlogloss:1.83926
[193]	train-mlogloss:1.84928	validation-mlogloss:1.83793
[194]	train-mlogloss:1.84764	validation-mlogloss:1.83645
[195]	train-mlogloss:1.84610	validation-mlogloss:1.83492
[196]	train-mlogloss:1.84465	validation-mlogloss:1.83377
[197]	train-mlogloss:1.84313	validation-mlogloss:1.83249
[198]	train-mlogloss:1.84162	validation-mlogloss:1.83100
[199]	train-mlogloss:1.84018	validation-mlogloss:1.83011
[200]	train-mlogloss:1.83858	validation-mlogloss:1.82910
[201]	train-mlogloss:1.83722	validation-mlogloss:1.82826
[202]	train-mlogloss:1.83559	validation-mlogloss:1.82686
[203]	train-mlogloss:1.83410	validation-mlogloss:1.82579
[204]	train-mlogloss:1.83266	validation-mlogloss:1.82476
[205]	train-mlogloss:1.83111	validation-mlogloss:1.82358
[206]	train-mlogloss:1.82961	validation-mlogloss:1.82273
[207]	train-mlogloss:1.82820	validation-mlogloss:1.82189
[208]	train-mlogloss:1.82678	validation-mlogloss:1.82079
[209]	train-mlogloss:1.82529	validation-mlogloss:1.81992
[210]	train-mlogloss:1.82385	validation-mlogloss:1.81860
[211]	train-mlogloss:1.82246	validation-mlogloss:1.81773
[212]	train-mlogloss:1.82100	validation-mlogloss:1.81673
[213]	train-mlogloss:1.81956	validation-mlogloss:1.81570
[214]	train-mlogloss:1.81806	validation-mlogloss:1.81430
[215]	train-mlogloss:1.81677	validation-mlogloss:1.81322
[216]	train-mlogloss:1.81536	validation-mlogloss:1.81193
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[218]	train-mlogloss:1.81276	validation-mlogloss:1.80975
[219]	train-mlogloss:1.81146	validation-mlogloss:1.80894
[220]	train-mlogloss:1.81006	validation-mlogloss:1.80804
[221]	train-mlogloss:1.80850	validation-mlogloss:1.80699
[222]	train-mlogloss:1.80724	validation-mlogloss:1.80587
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[514]	train-mlogloss:1.57251	validation-mlogloss:1.68628
[515]	train-mlogloss:1.57193	validation-mlogloss:1.68593
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[518]	train-mlogloss:1.57048	validation-mlogloss:1.68547
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[521]	train-mlogloss:1.56903	validation-mlogloss:1.68490
[522]	train-mlogloss:1.56852	validation-mlogloss:1.68470
[523]	train-mlogloss:1.56796	validation-mlogloss:1.68452
[524]	train-mlogloss:1.56747	validation-mlogloss:1.68448
[525]	train-mlogloss:1.56704	validation-mlogloss:1.68435
[526]	train-mlogloss:1.56657	validation-mlogloss:1.68425
[527]	train-mlogloss:1.56599	validation-mlogloss:1.68417
[528]	train-mlogloss:1.56547	validation-mlogloss:1.68397
[529]	train-mlogloss:1.56497	validation-mlogloss:1.68391
[530]	train-mlogloss:1.56450	validation-mlogloss:1.68378
[531]	train-mlogloss:1.56400	validation-mlogloss:1.68366
[532]	train-mlogloss:1.56348	validation-mlogloss:1.68343
[533]	train-mlogloss:1.56306	validation-mlogloss:1.68328
[534]	train-mlogloss:1.56259	validation-mlogloss:1.68313
[535]	train-mlogloss:1.56215	validation-mlogloss:1.68292
[536]	train-mlogloss:1.56166	validation-mlogloss:1.68286
[537]	train-mlogloss:1.56122	validation-mlogloss:1.68275
[538]	train-mlogloss:1.56078	validation-mlogloss:1.68280
[539]	train-mlogloss:1.56033	validation-mlogloss:1.68277
Saved model to disk.
2025-10-27 09:42:26.721479: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:42:26.734232: 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 00:00:1761554546.748196  409507 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554546.752569  409507 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554546.763554  409507 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554546.763578  409507 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554546.763581  409507 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554546.763584  409507 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:42:26.766992: 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:2.69389	validation-mlogloss:2.69244
[1]	train-mlogloss:2.67922	validation-mlogloss:2.67539
[2]	train-mlogloss:2.66634	validation-mlogloss:2.66266
[3]	train-mlogloss:2.65260	validation-mlogloss:2.64763
[4]	train-mlogloss:2.64089	validation-mlogloss:2.63379
[5]	train-mlogloss:2.62905	validation-mlogloss:2.62061
[6]	train-mlogloss:2.61722	validation-mlogloss:2.60728
[7]	train-mlogloss:2.60423	validation-mlogloss:2.59276
[8]	train-mlogloss:2.59217	validation-mlogloss:2.57988
[9]	train-mlogloss:2.58033	validation-mlogloss:2.56651
[10]	train-mlogloss:2.56927	validation-mlogloss:2.55468
[11]	train-mlogloss:2.55840	validation-mlogloss:2.54239
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[388]	train-mlogloss:1.64518	validation-mlogloss:1.71242
[389]	train-mlogloss:1.64451	validation-mlogloss:1.71205
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[467]	train-mlogloss:1.59608	validation-mlogloss:1.69461
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[469]	train-mlogloss:1.59492	validation-mlogloss:1.69423
[470]	train-mlogloss:1.59437	validation-mlogloss:1.69395
[471]	train-mlogloss:1.59378	validation-mlogloss:1.69360
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[473]	train-mlogloss:1.59259	validation-mlogloss:1.69325
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[475]	train-mlogloss:1.59153	validation-mlogloss:1.69289
[476]	train-mlogloss:1.59096	validation-mlogloss:1.69266
[477]	train-mlogloss:1.59039	validation-mlogloss:1.69247
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[488]	train-mlogloss:1.58463	validation-mlogloss:1.69084
[489]	train-mlogloss:1.58413	validation-mlogloss:1.69043
[490]	train-mlogloss:1.58362	validation-mlogloss:1.69025
[491]	train-mlogloss:1.58317	validation-mlogloss:1.69001
[492]	train-mlogloss:1.58264	validation-mlogloss:1.68994
[493]	train-mlogloss:1.58208	validation-mlogloss:1.68969
[494]	train-mlogloss:1.58159	validation-mlogloss:1.68957
[495]	train-mlogloss:1.58105	validation-mlogloss:1.68936
[496]	train-mlogloss:1.58052	validation-mlogloss:1.68936
[497]	train-mlogloss:1.58002	validation-mlogloss:1.68915
[498]	train-mlogloss:1.57947	validation-mlogloss:1.68887
[499]	train-mlogloss:1.57899	validation-mlogloss:1.68874
[500]	train-mlogloss:1.57838	validation-mlogloss:1.68850
[501]	train-mlogloss:1.57785	validation-mlogloss:1.68826
[502]	train-mlogloss:1.57727	validation-mlogloss:1.68801
[503]	train-mlogloss:1.57682	validation-mlogloss:1.68780
[504]	train-mlogloss:1.57639	validation-mlogloss:1.68772
[505]	train-mlogloss:1.57591	validation-mlogloss:1.68765
[506]	train-mlogloss:1.57546	validation-mlogloss:1.68744
[507]	train-mlogloss:1.57500	validation-mlogloss:1.68712
[508]	train-mlogloss:1.57446	validation-mlogloss:1.68695
[509]	train-mlogloss:1.57398	validation-mlogloss:1.68668
[510]	train-mlogloss:1.57353	validation-mlogloss:1.68652
[511]	train-mlogloss:1.57301	validation-mlogloss:1.68646
[512]	train-mlogloss:1.57251	validation-mlogloss:1.68621
[513]	train-mlogloss:1.57197	validation-mlogloss:1.68571
[514]	train-mlogloss:1.57141	validation-mlogloss:1.68572
[515]	train-mlogloss:1.57102	validation-mlogloss:1.68552
[516]	train-mlogloss:1.57051	validation-mlogloss:1.68544
[517]	train-mlogloss:1.57010	validation-mlogloss:1.68537
[518]	train-mlogloss:1.56960	validation-mlogloss:1.68530
[519]	train-mlogloss:1.56913	validation-mlogloss:1.68514
[520]	train-mlogloss:1.56860	validation-mlogloss:1.68515
[521]	train-mlogloss:1.56814	validation-mlogloss:1.68510
[522]	train-mlogloss:1.56761	validation-mlogloss:1.68490
[523]	train-mlogloss:1.56716	validation-mlogloss:1.68497
[524]	train-mlogloss:1.56665	validation-mlogloss:1.68483
[525]	train-mlogloss:1.56607	validation-mlogloss:1.68461
[526]	train-mlogloss:1.56561	validation-mlogloss:1.68441
[527]	train-mlogloss:1.56523	validation-mlogloss:1.68445
[528]	train-mlogloss:1.56466	validation-mlogloss:1.68420
[529]	train-mlogloss:1.56419	validation-mlogloss:1.68390
[530]	train-mlogloss:1.56371	validation-mlogloss:1.68390
[531]	train-mlogloss:1.56315	validation-mlogloss:1.68371
[532]	train-mlogloss:1.56272	validation-mlogloss:1.68370
[533]	train-mlogloss:1.56223	validation-mlogloss:1.68342
[534]	train-mlogloss:1.56167	validation-mlogloss:1.68312
[535]	train-mlogloss:1.56114	validation-mlogloss:1.68319
[536]	train-mlogloss:1.56069	validation-mlogloss:1.68321
[537]	train-mlogloss:1.56019	validation-mlogloss:1.68312
[538]	train-mlogloss:1.55975	validation-mlogloss:1.68297
[539]	train-mlogloss:1.55943	validation-mlogloss:1.68298
Saved model to disk.
2025-10-27 09:43:13.011213: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:43:13.024019: 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 00:00:1761554593.038097  410407 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554593.042412  410407 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554593.053437  410407 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554593.053463  410407 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554593.053467  410407 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554593.053469  410407 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:43:13.056851: 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:2.69600	validation-mlogloss:2.69477
[1]	train-mlogloss:2.68197	validation-mlogloss:2.67960
[2]	train-mlogloss:2.66925	validation-mlogloss:2.66592
[3]	train-mlogloss:2.65548	validation-mlogloss:2.65136
[4]	train-mlogloss:2.64274	validation-mlogloss:2.63621
[5]	train-mlogloss:2.62964	validation-mlogloss:2.62200
[6]	train-mlogloss:2.61700	validation-mlogloss:2.60734
[7]	train-mlogloss:2.60508	validation-mlogloss:2.59395
[8]	train-mlogloss:2.59323	validation-mlogloss:2.58050
[9]	train-mlogloss:2.58152	validation-mlogloss:2.56798
[10]	train-mlogloss:2.57021	validation-mlogloss:2.55470
[11]	train-mlogloss:2.55866	validation-mlogloss:2.54236
[12]	train-mlogloss:2.54854	validation-mlogloss:2.53144
[13]	train-mlogloss:2.53761	validation-mlogloss:2.51854
[14]	train-mlogloss:2.52731	validation-mlogloss:2.50750
[15]	train-mlogloss:2.51758	validation-mlogloss:2.49729
[16]	train-mlogloss:2.50814	validation-mlogloss:2.48664
[17]	train-mlogloss:2.49893	validation-mlogloss:2.47655
[18]	train-mlogloss:2.48944	validation-mlogloss:2.46601
[19]	train-mlogloss:2.48103	validation-mlogloss:2.45682
[20]	train-mlogloss:2.47186	validation-mlogloss:2.44640
[21]	train-mlogloss:2.46312	validation-mlogloss:2.43719
[22]	train-mlogloss:2.45409	validation-mlogloss:2.42735
[23]	train-mlogloss:2.44572	validation-mlogloss:2.41822
[24]	train-mlogloss:2.43682	validation-mlogloss:2.40834
[25]	train-mlogloss:2.42829	validation-mlogloss:2.39893
[26]	train-mlogloss:2.41992	validation-mlogloss:2.38974
[27]	train-mlogloss:2.41211	validation-mlogloss:2.38082
[28]	train-mlogloss:2.40455	validation-mlogloss:2.37285
[29]	train-mlogloss:2.39711	validation-mlogloss:2.36482
[30]	train-mlogloss:2.38939	validation-mlogloss:2.35667
[31]	train-mlogloss:2.38176	validation-mlogloss:2.34859
[32]	train-mlogloss:2.37406	validation-mlogloss:2.34022
[33]	train-mlogloss:2.36660	validation-mlogloss:2.33257
[34]	train-mlogloss:2.35993	validation-mlogloss:2.32477
[35]	train-mlogloss:2.35295	validation-mlogloss:2.31720
[36]	train-mlogloss:2.34599	validation-mlogloss:2.31022
[37]	train-mlogloss:2.33907	validation-mlogloss:2.30252
[38]	train-mlogloss:2.33268	validation-mlogloss:2.29526
[39]	train-mlogloss:2.32597	validation-mlogloss:2.28856
[40]	train-mlogloss:2.31940	validation-mlogloss:2.28121
[41]	train-mlogloss:2.31300	validation-mlogloss:2.27449
[42]	train-mlogloss:2.30660	validation-mlogloss:2.26783
[43]	train-mlogloss:2.30042	validation-mlogloss:2.26143
[44]	train-mlogloss:2.29396	validation-mlogloss:2.25521
[45]	train-mlogloss:2.28841	validation-mlogloss:2.24942
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[345]	train-mlogloss:1.67800	validation-mlogloss:1.73018
[346]	train-mlogloss:1.67719	validation-mlogloss:1.72979
[347]	train-mlogloss:1.67642	validation-mlogloss:1.72949
[348]	train-mlogloss:1.67559	validation-mlogloss:1.72912
[349]	train-mlogloss:1.67473	validation-mlogloss:1.72890
[350]	train-mlogloss:1.67388	validation-mlogloss:1.72855
[351]	train-mlogloss:1.67308	validation-mlogloss:1.72813
[352]	train-mlogloss:1.67221	validation-mlogloss:1.72789
[353]	train-mlogloss:1.67148	validation-mlogloss:1.72761
[354]	train-mlogloss:1.67074	validation-mlogloss:1.72716
[355]	train-mlogloss:1.66998	validation-mlogloss:1.72663
[356]	train-mlogloss:1.66920	validation-mlogloss:1.72631
[357]	train-mlogloss:1.66839	validation-mlogloss:1.72600
[358]	train-mlogloss:1.66767	validation-mlogloss:1.72560
[359]	train-mlogloss:1.66685	validation-mlogloss:1.72507
[360]	train-mlogloss:1.66600	validation-mlogloss:1.72496
[361]	train-mlogloss:1.66518	validation-mlogloss:1.72447
[362]	train-mlogloss:1.66435	validation-mlogloss:1.72377
[363]	train-mlogloss:1.66358	validation-mlogloss:1.72360
[364]	train-mlogloss:1.66284	validation-mlogloss:1.72339
[365]	train-mlogloss:1.66207	validation-mlogloss:1.72294
[366]	train-mlogloss:1.66131	validation-mlogloss:1.72254
[367]	train-mlogloss:1.66056	validation-mlogloss:1.72218
[368]	train-mlogloss:1.65980	validation-mlogloss:1.72196
[369]	train-mlogloss:1.65901	validation-mlogloss:1.72156
[370]	train-mlogloss:1.65832	validation-mlogloss:1.72104
[371]	train-mlogloss:1.65757	validation-mlogloss:1.72074
[372]	train-mlogloss:1.65679	validation-mlogloss:1.72042
[373]	train-mlogloss:1.65601	validation-mlogloss:1.71999
[374]	train-mlogloss:1.65526	validation-mlogloss:1.71975
[375]	train-mlogloss:1.65455	validation-mlogloss:1.71944
[376]	train-mlogloss:1.65383	validation-mlogloss:1.71908
[377]	train-mlogloss:1.65318	validation-mlogloss:1.71872
[378]	train-mlogloss:1.65249	validation-mlogloss:1.71820
[379]	train-mlogloss:1.65179	validation-mlogloss:1.71775
[380]	train-mlogloss:1.65101	validation-mlogloss:1.71736
[381]	train-mlogloss:1.65036	validation-mlogloss:1.71731
[382]	train-mlogloss:1.64963	validation-mlogloss:1.71707
[383]	train-mlogloss:1.64892	validation-mlogloss:1.71669
[384]	train-mlogloss:1.64821	validation-mlogloss:1.71641
[385]	train-mlogloss:1.64754	validation-mlogloss:1.71613
[386]	train-mlogloss:1.64675	validation-mlogloss:1.71597
[387]	train-mlogloss:1.64605	validation-mlogloss:1.71579
[388]	train-mlogloss:1.64529	validation-mlogloss:1.71538
[389]	train-mlogloss:1.64462	validation-mlogloss:1.71488
[390]	train-mlogloss:1.64399	validation-mlogloss:1.71466
[391]	train-mlogloss:1.64327	validation-mlogloss:1.71429
[392]	train-mlogloss:1.64256	validation-mlogloss:1.71408
[393]	train-mlogloss:1.64183	validation-mlogloss:1.71376
[394]	train-mlogloss:1.64113	validation-mlogloss:1.71350
[395]	train-mlogloss:1.64039	validation-mlogloss:1.71323
[396]	train-mlogloss:1.63967	validation-mlogloss:1.71298
[397]	train-mlogloss:1.63907	validation-mlogloss:1.71302
[398]	train-mlogloss:1.63826	validation-mlogloss:1.71260
[399]	train-mlogloss:1.63754	validation-mlogloss:1.71232
[400]	train-mlogloss:1.63680	validation-mlogloss:1.71232
[401]	train-mlogloss:1.63616	validation-mlogloss:1.71218
[402]	train-mlogloss:1.63544	validation-mlogloss:1.71182
[403]	train-mlogloss:1.63476	validation-mlogloss:1.71146
[404]	train-mlogloss:1.63413	validation-mlogloss:1.71112
[405]	train-mlogloss:1.63350	validation-mlogloss:1.71103
[406]	train-mlogloss:1.63279	validation-mlogloss:1.71084
[407]	train-mlogloss:1.63205	validation-mlogloss:1.71060
[408]	train-mlogloss:1.63141	validation-mlogloss:1.71026
[409]	train-mlogloss:1.63079	validation-mlogloss:1.71004
[410]	train-mlogloss:1.63020	validation-mlogloss:1.70966
[411]	train-mlogloss:1.62955	validation-mlogloss:1.70960
[412]	train-mlogloss:1.62895	validation-mlogloss:1.70941
[413]	train-mlogloss:1.62826	validation-mlogloss:1.70886
[414]	train-mlogloss:1.62759	validation-mlogloss:1.70847
[415]	train-mlogloss:1.62700	validation-mlogloss:1.70833
[416]	train-mlogloss:1.62636	validation-mlogloss:1.70789
[417]	train-mlogloss:1.62570	validation-mlogloss:1.70775
[418]	train-mlogloss:1.62499	validation-mlogloss:1.70757
[419]	train-mlogloss:1.62439	validation-mlogloss:1.70725
[420]	train-mlogloss:1.62363	validation-mlogloss:1.70692
[421]	train-mlogloss:1.62303	validation-mlogloss:1.70679
[422]	train-mlogloss:1.62226	validation-mlogloss:1.70644
[423]	train-mlogloss:1.62159	validation-mlogloss:1.70602
[424]	train-mlogloss:1.62090	validation-mlogloss:1.70578
[425]	train-mlogloss:1.62035	validation-mlogloss:1.70576
[426]	train-mlogloss:1.61968	validation-mlogloss:1.70561
[427]	train-mlogloss:1.61901	validation-mlogloss:1.70533
[428]	train-mlogloss:1.61836	validation-mlogloss:1.70506
[429]	train-mlogloss:1.61774	validation-mlogloss:1.70483
[430]	train-mlogloss:1.61704	validation-mlogloss:1.70446
[431]	train-mlogloss:1.61643	validation-mlogloss:1.70432
[432]	train-mlogloss:1.61581	validation-mlogloss:1.70388
[433]	train-mlogloss:1.61525	validation-mlogloss:1.70371
[434]	train-mlogloss:1.61464	validation-mlogloss:1.70334
[435]	train-mlogloss:1.61408	validation-mlogloss:1.70302
[436]	train-mlogloss:1.61345	validation-mlogloss:1.70290
[437]	train-mlogloss:1.61286	validation-mlogloss:1.70267
[438]	train-mlogloss:1.61224	validation-mlogloss:1.70227
[439]	train-mlogloss:1.61163	validation-mlogloss:1.70200
[440]	train-mlogloss:1.61106	validation-mlogloss:1.70166
[441]	train-mlogloss:1.61043	validation-mlogloss:1.70148
[442]	train-mlogloss:1.60979	validation-mlogloss:1.70118
[443]	train-mlogloss:1.60918	validation-mlogloss:1.70101
[444]	train-mlogloss:1.60844	validation-mlogloss:1.70087
[445]	train-mlogloss:1.60779	validation-mlogloss:1.70064
[446]	train-mlogloss:1.60717	validation-mlogloss:1.70040
[447]	train-mlogloss:1.60660	validation-mlogloss:1.70029
[448]	train-mlogloss:1.60599	validation-mlogloss:1.70002
[449]	train-mlogloss:1.60533	validation-mlogloss:1.69968
[450]	train-mlogloss:1.60479	validation-mlogloss:1.69948
[451]	train-mlogloss:1.60425	validation-mlogloss:1.69917
[452]	train-mlogloss:1.60364	validation-mlogloss:1.69890
[453]	train-mlogloss:1.60298	validation-mlogloss:1.69897
[454]	train-mlogloss:1.60242	validation-mlogloss:1.69888
[455]	train-mlogloss:1.60183	validation-mlogloss:1.69851
[456]	train-mlogloss:1.60122	validation-mlogloss:1.69842
[457]	train-mlogloss:1.60072	validation-mlogloss:1.69826
[458]	train-mlogloss:1.60017	validation-mlogloss:1.69801
[459]	train-mlogloss:1.59961	validation-mlogloss:1.69779
[460]	train-mlogloss:1.59898	validation-mlogloss:1.69745
[461]	train-mlogloss:1.59839	validation-mlogloss:1.69725
[462]	train-mlogloss:1.59778	validation-mlogloss:1.69695
[463]	train-mlogloss:1.59724	validation-mlogloss:1.69667
[464]	train-mlogloss:1.59666	validation-mlogloss:1.69649
[465]	train-mlogloss:1.59607	validation-mlogloss:1.69643
[466]	train-mlogloss:1.59548	validation-mlogloss:1.69614
[467]	train-mlogloss:1.59487	validation-mlogloss:1.69597
[468]	train-mlogloss:1.59435	validation-mlogloss:1.69583
[469]	train-mlogloss:1.59377	validation-mlogloss:1.69578
[470]	train-mlogloss:1.59324	validation-mlogloss:1.69560
[471]	train-mlogloss:1.59262	validation-mlogloss:1.69543
[472]	train-mlogloss:1.59195	validation-mlogloss:1.69527
[473]	train-mlogloss:1.59136	validation-mlogloss:1.69503
[474]	train-mlogloss:1.59079	validation-mlogloss:1.69473
[475]	train-mlogloss:1.59017	validation-mlogloss:1.69449
[476]	train-mlogloss:1.58963	validation-mlogloss:1.69434
[477]	train-mlogloss:1.58910	validation-mlogloss:1.69437
[478]	train-mlogloss:1.58859	validation-mlogloss:1.69417
[479]	train-mlogloss:1.58818	validation-mlogloss:1.69417
[480]	train-mlogloss:1.58761	validation-mlogloss:1.69381
[481]	train-mlogloss:1.58718	validation-mlogloss:1.69376
[482]	train-mlogloss:1.58663	validation-mlogloss:1.69371
[483]	train-mlogloss:1.58609	validation-mlogloss:1.69367
[484]	train-mlogloss:1.58561	validation-mlogloss:1.69342
[485]	train-mlogloss:1.58509	validation-mlogloss:1.69338
[486]	train-mlogloss:1.58464	validation-mlogloss:1.69336
[487]	train-mlogloss:1.58415	validation-mlogloss:1.69302
[488]	train-mlogloss:1.58357	validation-mlogloss:1.69283
[489]	train-mlogloss:1.58310	validation-mlogloss:1.69269
[490]	train-mlogloss:1.58256	validation-mlogloss:1.69253
[491]	train-mlogloss:1.58204	validation-mlogloss:1.69220
[492]	train-mlogloss:1.58164	validation-mlogloss:1.69193
[493]	train-mlogloss:1.58107	validation-mlogloss:1.69160
[494]	train-mlogloss:1.58062	validation-mlogloss:1.69132
[495]	train-mlogloss:1.58013	validation-mlogloss:1.69114
[496]	train-mlogloss:1.57971	validation-mlogloss:1.69117
[497]	train-mlogloss:1.57899	validation-mlogloss:1.69110
[498]	train-mlogloss:1.57850	validation-mlogloss:1.69109
[499]	train-mlogloss:1.57790	validation-mlogloss:1.69109
[500]	train-mlogloss:1.57736	validation-mlogloss:1.69079
[501]	train-mlogloss:1.57687	validation-mlogloss:1.69055
[502]	train-mlogloss:1.57645	validation-mlogloss:1.69046
[503]	train-mlogloss:1.57584	validation-mlogloss:1.69038
[504]	train-mlogloss:1.57540	validation-mlogloss:1.69040
[505]	train-mlogloss:1.57479	validation-mlogloss:1.69013
[506]	train-mlogloss:1.57435	validation-mlogloss:1.69010
[507]	train-mlogloss:1.57391	validation-mlogloss:1.69005
[508]	train-mlogloss:1.57337	validation-mlogloss:1.68982
[509]	train-mlogloss:1.57296	validation-mlogloss:1.68972
[510]	train-mlogloss:1.57243	validation-mlogloss:1.68945
[511]	train-mlogloss:1.57196	validation-mlogloss:1.68923
[512]	train-mlogloss:1.57146	validation-mlogloss:1.68906
[513]	train-mlogloss:1.57095	validation-mlogloss:1.68891
[514]	train-mlogloss:1.57045	validation-mlogloss:1.68891
[515]	train-mlogloss:1.56991	validation-mlogloss:1.68871
[516]	train-mlogloss:1.56941	validation-mlogloss:1.68873
[517]	train-mlogloss:1.56884	validation-mlogloss:1.68853
[518]	train-mlogloss:1.56835	validation-mlogloss:1.68844
[519]	train-mlogloss:1.56784	validation-mlogloss:1.68822
[520]	train-mlogloss:1.56731	validation-mlogloss:1.68802
[521]	train-mlogloss:1.56675	validation-mlogloss:1.68785
[522]	train-mlogloss:1.56629	validation-mlogloss:1.68761
[523]	train-mlogloss:1.56577	validation-mlogloss:1.68741
[524]	train-mlogloss:1.56530	validation-mlogloss:1.68742
[525]	train-mlogloss:1.56475	validation-mlogloss:1.68707
[526]	train-mlogloss:1.56421	validation-mlogloss:1.68688
[527]	train-mlogloss:1.56376	validation-mlogloss:1.68680
[528]	train-mlogloss:1.56337	validation-mlogloss:1.68663
[529]	train-mlogloss:1.56293	validation-mlogloss:1.68639
[530]	train-mlogloss:1.56256	validation-mlogloss:1.68653
[531]	train-mlogloss:1.56210	validation-mlogloss:1.68644
[532]	train-mlogloss:1.56161	validation-mlogloss:1.68651
[533]	train-mlogloss:1.56112	validation-mlogloss:1.68632
[534]	train-mlogloss:1.56062	validation-mlogloss:1.68611
[535]	train-mlogloss:1.56022	validation-mlogloss:1.68602
[536]	train-mlogloss:1.55976	validation-mlogloss:1.68603
[537]	train-mlogloss:1.55933	validation-mlogloss:1.68570
[538]	train-mlogloss:1.55883	validation-mlogloss:1.68544
[539]	train-mlogloss:1.55831	validation-mlogloss:1.68528
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.51 [%]
Global accuracy score (test) = 45.56 [%]
Global F1 score (train) = 51.65 [%]
Global F1 score (test) = 44.89 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.77      0.59       184
 CAMINAR CON MÓVIL O LIBRO       0.37      0.46      0.41       184
       CAMINAR USUAL SPEED       0.35      0.27      0.30       184
            CAMINAR ZIGZAG       0.40      0.55      0.46       184
          DE PIE BARRIENDO       0.75      0.29      0.42       184
   DE PIE DOBLANDO TOALLAS       0.50      0.42      0.46       184
    DE PIE MOVIENDO LIBROS       0.37      0.32      0.34       184
          DE PIE USANDO PC       0.23      0.35      0.28       184
        FASE REPOSO CON K5       0.57      0.86      0.69       184
INCREMENTAL CICLOERGOMETRO       0.75      0.68      0.72       184
           SENTADO LEYENDO       0.52      0.39      0.45       184
         SENTADO USANDO PC       0.26      0.16      0.20       184
      SENTADO VIENDO LA TV       0.29      0.24      0.27       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.51      0.56       184
                    TROTAR       0.64      0.57      0.61       161

                  accuracy                           0.46      2737
                 macro avg       0.47      0.46      0.45      2737
              weighted avg       0.47      0.46      0.45      2737


Accuracy capturado en la ejecución 7: 45.56 [%]
F1-score capturado en la ejecución 7: 44.89 [%]

=== EJECUCIÓN 8 ===

--- TRAIN (ejecución 8) ---

--- TEST (ejecución 8) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.19 [%]
Global accuracy score (test) = 45.12 [%]
Global F1 score (train) = 51.31 [%]
Global F1 score (test) = 44.54 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.74      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.38      0.46      0.41       184
       CAMINAR USUAL SPEED       0.36      0.28      0.32       184
            CAMINAR ZIGZAG       0.38      0.55      0.45       184
          DE PIE BARRIENDO       0.71      0.30      0.42       184
   DE PIE DOBLANDO TOALLAS       0.52      0.43      0.47       184
    DE PIE MOVIENDO LIBROS       0.38      0.33      0.35       184
          DE PIE USANDO PC       0.21      0.33      0.26       184
        FASE REPOSO CON K5       0.58      0.85      0.69       184
INCREMENTAL CICLOERGOMETRO       0.75      0.67      0.71       184
           SENTADO LEYENDO       0.53      0.39      0.45       184
         SENTADO USANDO PC       0.18      0.10      0.13       184
      SENTADO VIENDO LA TV       0.30      0.27      0.28       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.50      0.56       184
                    TROTAR       0.65      0.57      0.61       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.45      2737
              weighted avg       0.47      0.45      0.44      2737


Accuracy capturado en la ejecución 8: 45.12 [%]
F1-score capturado en la ejecución 8: 44.54 [%]

=== EJECUCIÓN 9 ===

--- TRAIN (ejecución 9) ---

--- TEST (ejecución 9) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.31 [%]
Global accuracy score (test) = 44.9 [%]
Global F1 score (train) = 51.43 [%]
Global F1 score (test) = 44.29 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.74      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.36      0.48      0.41       184
       CAMINAR USUAL SPEED       0.33      0.27      0.30       184
            CAMINAR ZIGZAG       0.39      0.52      0.44       184
          DE PIE BARRIENDO       0.73      0.31      0.44       184
   DE PIE DOBLANDO TOALLAS       0.52      0.43      0.47       184
    DE PIE MOVIENDO LIBROS       0.36      0.33      0.34       184
          DE PIE USANDO PC       0.22      0.34      0.27       184
        FASE REPOSO CON K5       0.57      0.86      0.69       184
INCREMENTAL CICLOERGOMETRO       0.75      0.70      0.72       184
           SENTADO LEYENDO       0.49      0.35      0.41       184
         SENTADO USANDO PC       0.22      0.12      0.16       184
      SENTADO VIENDO LA TV       0.30      0.26      0.28       184
   SUBIR Y BAJAR ESCALERAS       0.61      0.48      0.54       184
                    TROTAR       0.65      0.57      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 9: 44.9 [%]
F1-score capturado en la ejecución 9: 44.29 [%]

=== EJECUCIÓN 10 ===

--- TRAIN (ejecución 10) ---

--- TEST (ejecución 10) ---
2025-10-27 09:43:58.693935: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:43:58.706743: 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 00:00:1761554638.720738  411301 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554638.724899  411301 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554638.735798  411301 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554638.735821  411301 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554638.735824  411301 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554638.735826  411301 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:43:58.739043: 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:2.69455	validation-mlogloss:2.69474
[1]	train-mlogloss:2.68080	validation-mlogloss:2.68061
[2]	train-mlogloss:2.66652	validation-mlogloss:2.66506
[3]	train-mlogloss:2.65350	validation-mlogloss:2.65156
[4]	train-mlogloss:2.64207	validation-mlogloss:2.63802
[5]	train-mlogloss:2.62946	validation-mlogloss:2.62410
[6]	train-mlogloss:2.61723	validation-mlogloss:2.61080
[7]	train-mlogloss:2.60504	validation-mlogloss:2.59689
[8]	train-mlogloss:2.59251	validation-mlogloss:2.58273
[9]	train-mlogloss:2.58169	validation-mlogloss:2.57135
[10]	train-mlogloss:2.57040	validation-mlogloss:2.55787
[11]	train-mlogloss:2.55906	validation-mlogloss:2.54534
[12]	train-mlogloss:2.54861	validation-mlogloss:2.53333
[13]	train-mlogloss:2.53806	validation-mlogloss:2.52120
[14]	train-mlogloss:2.52759	validation-mlogloss:2.50947
[15]	train-mlogloss:2.51801	validation-mlogloss:2.49848
[16]	train-mlogloss:2.50841	validation-mlogloss:2.48754
[17]	train-mlogloss:2.49855	validation-mlogloss:2.47660
[18]	train-mlogloss:2.48885	validation-mlogloss:2.46581
[19]	train-mlogloss:2.47957	validation-mlogloss:2.45454
[20]	train-mlogloss:2.47118	validation-mlogloss:2.44506
[21]	train-mlogloss:2.46273	validation-mlogloss:2.43511
[22]	train-mlogloss:2.45505	validation-mlogloss:2.42600
[23]	train-mlogloss:2.44659	validation-mlogloss:2.41649
[24]	train-mlogloss:2.43798	validation-mlogloss:2.40687
[25]	train-mlogloss:2.42991	validation-mlogloss:2.39772
[26]	train-mlogloss:2.42144	validation-mlogloss:2.38785
[27]	train-mlogloss:2.41279	validation-mlogloss:2.37868
[28]	train-mlogloss:2.40435	validation-mlogloss:2.36964
[29]	train-mlogloss:2.39676	validation-mlogloss:2.36164
[30]	train-mlogloss:2.38959	validation-mlogloss:2.35349
[31]	train-mlogloss:2.38230	validation-mlogloss:2.34551
[32]	train-mlogloss:2.37493	validation-mlogloss:2.33724
[33]	train-mlogloss:2.36800	validation-mlogloss:2.32931
[34]	train-mlogloss:2.36087	validation-mlogloss:2.32116
[35]	train-mlogloss:2.35383	validation-mlogloss:2.31339
[36]	train-mlogloss:2.34698	validation-mlogloss:2.30610
[37]	train-mlogloss:2.34009	validation-mlogloss:2.29886
[38]	train-mlogloss:2.33305	validation-mlogloss:2.29084
[39]	train-mlogloss:2.32644	validation-mlogloss:2.28376
[40]	train-mlogloss:2.31994	validation-mlogloss:2.27700
[41]	train-mlogloss:2.31361	validation-mlogloss:2.26989
[42]	train-mlogloss:2.30711	validation-mlogloss:2.26304
[43]	train-mlogloss:2.30095	validation-mlogloss:2.25616
[44]	train-mlogloss:2.29496	validation-mlogloss:2.25042
[45]	train-mlogloss:2.28903	validation-mlogloss:2.24437
[46]	train-mlogloss:2.28320	validation-mlogloss:2.23860
[47]	train-mlogloss:2.27752	validation-mlogloss:2.23219
[48]	train-mlogloss:2.27159	validation-mlogloss:2.22593
[49]	train-mlogloss:2.26609	validation-mlogloss:2.22056
[50]	train-mlogloss:2.26054	validation-mlogloss:2.21467
[51]	train-mlogloss:2.25493	validation-mlogloss:2.20898
[52]	train-mlogloss:2.24967	validation-mlogloss:2.20345
[53]	train-mlogloss:2.24444	validation-mlogloss:2.19850
[54]	train-mlogloss:2.23886	validation-mlogloss:2.19296
[55]	train-mlogloss:2.23382	validation-mlogloss:2.18777
[56]	train-mlogloss:2.22859	validation-mlogloss:2.18253
[57]	train-mlogloss:2.22376	validation-mlogloss:2.17789
[58]	train-mlogloss:2.21885	validation-mlogloss:2.17291
[59]	train-mlogloss:2.21395	validation-mlogloss:2.16750
[60]	train-mlogloss:2.20938	validation-mlogloss:2.16295
[61]	train-mlogloss:2.20434	validation-mlogloss:2.15772
[62]	train-mlogloss:2.19938	validation-mlogloss:2.15257
[63]	train-mlogloss:2.19468	validation-mlogloss:2.14728
[64]	train-mlogloss:2.19022	validation-mlogloss:2.14317
[65]	train-mlogloss:2.18597	validation-mlogloss:2.13872
[66]	train-mlogloss:2.18133	validation-mlogloss:2.13390
[67]	train-mlogloss:2.17693	validation-mlogloss:2.12920
[68]	train-mlogloss:2.17271	validation-mlogloss:2.12509
[69]	train-mlogloss:2.16819	validation-mlogloss:2.12088
[70]	train-mlogloss:2.16397	validation-mlogloss:2.11710
[71]	train-mlogloss:2.15982	validation-mlogloss:2.11279
[72]	train-mlogloss:2.15556	validation-mlogloss:2.10863
[73]	train-mlogloss:2.15130	validation-mlogloss:2.10476
[74]	train-mlogloss:2.14717	validation-mlogloss:2.10055
[75]	train-mlogloss:2.14330	validation-mlogloss:2.09663
[76]	train-mlogloss:2.13929	validation-mlogloss:2.09273
[77]	train-mlogloss:2.13547	validation-mlogloss:2.08884
[78]	train-mlogloss:2.13159	validation-mlogloss:2.08494
[79]	train-mlogloss:2.12784	validation-mlogloss:2.08146
[80]	train-mlogloss:2.12406	validation-mlogloss:2.07805
[81]	train-mlogloss:2.12038	validation-mlogloss:2.07425
[82]	train-mlogloss:2.11639	validation-mlogloss:2.07064
[83]	train-mlogloss:2.11254	validation-mlogloss:2.06672
[84]	train-mlogloss:2.10861	validation-mlogloss:2.06313
[85]	train-mlogloss:2.10489	validation-mlogloss:2.05977
[86]	train-mlogloss:2.10124	validation-mlogloss:2.05629
[87]	train-mlogloss:2.09734	validation-mlogloss:2.05276
[88]	train-mlogloss:2.09380	validation-mlogloss:2.04960
[89]	train-mlogloss:2.09037	validation-mlogloss:2.04620
[90]	train-mlogloss:2.08687	validation-mlogloss:2.04280
[91]	train-mlogloss:2.08351	validation-mlogloss:2.03949
[92]	train-mlogloss:2.08017	validation-mlogloss:2.03630
[93]	train-mlogloss:2.07687	validation-mlogloss:2.03350
[94]	train-mlogloss:2.07363	validation-mlogloss:2.03060
[95]	train-mlogloss:2.07020	validation-mlogloss:2.02738
[96]	train-mlogloss:2.06692	validation-mlogloss:2.02448
[97]	train-mlogloss:2.06370	validation-mlogloss:2.02135
[98]	train-mlogloss:2.06047	validation-mlogloss:2.01820
[99]	train-mlogloss:2.05703	validation-mlogloss:2.01488
[100]	train-mlogloss:2.05395	validation-mlogloss:2.01167
[101]	train-mlogloss:2.05090	validation-mlogloss:2.00875
[102]	train-mlogloss:2.04789	validation-mlogloss:2.00584
[103]	train-mlogloss:2.04475	validation-mlogloss:2.00335
[104]	train-mlogloss:2.04180	validation-mlogloss:2.00098
[105]	train-mlogloss:2.03883	validation-mlogloss:1.99778
[106]	train-mlogloss:2.03591	validation-mlogloss:1.99507
[107]	train-mlogloss:2.03277	validation-mlogloss:1.99240
[108]	train-mlogloss:2.02992	validation-mlogloss:1.98961
[109]	train-mlogloss:2.02711	validation-mlogloss:1.98698
[110]	train-mlogloss:2.02417	validation-mlogloss:1.98420
[111]	train-mlogloss:2.02140	validation-mlogloss:1.98192
[112]	train-mlogloss:2.01866	validation-mlogloss:1.97915
[113]	train-mlogloss:2.01592	validation-mlogloss:1.97655
[114]	train-mlogloss:2.01332	validation-mlogloss:1.97442
[115]	train-mlogloss:2.01069	validation-mlogloss:1.97205
[116]	train-mlogloss:2.00793	validation-mlogloss:1.96950
[117]	train-mlogloss:2.00523	validation-mlogloss:1.96719
[118]	train-mlogloss:2.00233	validation-mlogloss:1.96419
[119]	train-mlogloss:1.99985	validation-mlogloss:1.96201
[120]	train-mlogloss:1.99733	validation-mlogloss:1.95997
[121]	train-mlogloss:1.99485	validation-mlogloss:1.95786
[122]	train-mlogloss:1.99242	validation-mlogloss:1.95580
[123]	train-mlogloss:1.98995	validation-mlogloss:1.95405
[124]	train-mlogloss:1.98748	validation-mlogloss:1.95167
[125]	train-mlogloss:1.98507	validation-mlogloss:1.94955
[126]	train-mlogloss:1.98267	validation-mlogloss:1.94748
[127]	train-mlogloss:1.97995	validation-mlogloss:1.94473
[128]	train-mlogloss:1.97744	validation-mlogloss:1.94253
[129]	train-mlogloss:1.97490	validation-mlogloss:1.93991
[130]	train-mlogloss:1.97245	validation-mlogloss:1.93743
[131]	train-mlogloss:1.96992	validation-mlogloss:1.93480
[132]	train-mlogloss:1.96748	validation-mlogloss:1.93257
[133]	train-mlogloss:1.96483	validation-mlogloss:1.93016
[134]	train-mlogloss:1.96236	validation-mlogloss:1.92794
[135]	train-mlogloss:1.95998	validation-mlogloss:1.92579
[136]	train-mlogloss:1.95779	validation-mlogloss:1.92364
[137]	train-mlogloss:1.95531	validation-mlogloss:1.92157
[138]	train-mlogloss:1.95297	validation-mlogloss:1.91944
[139]	train-mlogloss:1.95063	validation-mlogloss:1.91747
[140]	train-mlogloss:1.94833	validation-mlogloss:1.91536
[141]	train-mlogloss:1.94615	validation-mlogloss:1.91328
[142]	train-mlogloss:1.94395	validation-mlogloss:1.91159
[143]	train-mlogloss:1.94177	validation-mlogloss:1.90985
[144]	train-mlogloss:1.93973	validation-mlogloss:1.90791
[145]	train-mlogloss:1.93755	validation-mlogloss:1.90591
[146]	train-mlogloss:1.93526	validation-mlogloss:1.90419
[147]	train-mlogloss:1.93318	validation-mlogloss:1.90237
[148]	train-mlogloss:1.93106	validation-mlogloss:1.90067
[149]	train-mlogloss:1.92907	validation-mlogloss:1.89915
[150]	train-mlogloss:1.92686	validation-mlogloss:1.89714
[151]	train-mlogloss:1.92479	validation-mlogloss:1.89562
[152]	train-mlogloss:1.92264	validation-mlogloss:1.89378
[153]	train-mlogloss:1.92078	validation-mlogloss:1.89234
[154]	train-mlogloss:1.91858	validation-mlogloss:1.89020
[155]	train-mlogloss:1.91640	validation-mlogloss:1.88824
[156]	train-mlogloss:1.91438	validation-mlogloss:1.88670
[157]	train-mlogloss:1.91233	validation-mlogloss:1.88523
[158]	train-mlogloss:1.91013	validation-mlogloss:1.88355
[159]	train-mlogloss:1.90812	validation-mlogloss:1.88161
[160]	train-mlogloss:1.90624	validation-mlogloss:1.87996
[161]	train-mlogloss:1.90428	validation-mlogloss:1.87860
[162]	train-mlogloss:1.90247	validation-mlogloss:1.87698
[163]	train-mlogloss:1.90061	validation-mlogloss:1.87563
[164]	train-mlogloss:1.89861	validation-mlogloss:1.87428
[165]	train-mlogloss:1.89680	validation-mlogloss:1.87292
[166]	train-mlogloss:1.89499	validation-mlogloss:1.87118
[167]	train-mlogloss:1.89323	validation-mlogloss:1.86997
[168]	train-mlogloss:1.89108	validation-mlogloss:1.86816
[169]	train-mlogloss:1.88911	validation-mlogloss:1.86685
[170]	train-mlogloss:1.88727	validation-mlogloss:1.86524
[171]	train-mlogloss:1.88553	validation-mlogloss:1.86372
[172]	train-mlogloss:1.88380	validation-mlogloss:1.86246
[173]	train-mlogloss:1.88196	validation-mlogloss:1.86062
[174]	train-mlogloss:1.88014	validation-mlogloss:1.85952
[175]	train-mlogloss:1.87834	validation-mlogloss:1.85827
[176]	train-mlogloss:1.87659	validation-mlogloss:1.85684
[177]	train-mlogloss:1.87484	validation-mlogloss:1.85578
[178]	train-mlogloss:1.87306	validation-mlogloss:1.85456
[179]	train-mlogloss:1.87132	validation-mlogloss:1.85309
[180]	train-mlogloss:1.86963	validation-mlogloss:1.85187
[181]	train-mlogloss:1.86778	validation-mlogloss:1.85047
[182]	train-mlogloss:1.86605	validation-mlogloss:1.84899
[183]	train-mlogloss:1.86438	validation-mlogloss:1.84741
[184]	train-mlogloss:1.86255	validation-mlogloss:1.84621
[185]	train-mlogloss:1.86092	validation-mlogloss:1.84500
[186]	train-mlogloss:1.85916	validation-mlogloss:1.84360
[187]	train-mlogloss:1.85753	validation-mlogloss:1.84264
[188]	train-mlogloss:1.85597	validation-mlogloss:1.84099
[189]	train-mlogloss:1.85429	validation-mlogloss:1.83958
[190]	train-mlogloss:1.85262	validation-mlogloss:1.83837
[191]	train-mlogloss:1.85118	validation-mlogloss:1.83710
[192]	train-mlogloss:1.84970	validation-mlogloss:1.83593
[193]	train-mlogloss:1.84808	validation-mlogloss:1.83498
[194]	train-mlogloss:1.84658	validation-mlogloss:1.83396
[195]	train-mlogloss:1.84503	validation-mlogloss:1.83268
[196]	train-mlogloss:1.84343	validation-mlogloss:1.83153
[197]	train-mlogloss:1.84182	validation-mlogloss:1.83030
[198]	train-mlogloss:1.84025	validation-mlogloss:1.82917
[199]	train-mlogloss:1.83858	validation-mlogloss:1.82784
[200]	train-mlogloss:1.83707	validation-mlogloss:1.82656
[201]	train-mlogloss:1.83557	validation-mlogloss:1.82565
[202]	train-mlogloss:1.83412	validation-mlogloss:1.82446
[203]	train-mlogloss:1.83251	validation-mlogloss:1.82319
[204]	train-mlogloss:1.83103	validation-mlogloss:1.82197
[205]	train-mlogloss:1.82947	validation-mlogloss:1.82077
[206]	train-mlogloss:1.82817	validation-mlogloss:1.81978
[207]	train-mlogloss:1.82669	validation-mlogloss:1.81876
[208]	train-mlogloss:1.82534	validation-mlogloss:1.81778
[209]	train-mlogloss:1.82388	validation-mlogloss:1.81667
[210]	train-mlogloss:1.82247	validation-mlogloss:1.81545
[211]	train-mlogloss:1.82093	validation-mlogloss:1.81449
[212]	train-mlogloss:1.81948	validation-mlogloss:1.81341
[213]	train-mlogloss:1.81812	validation-mlogloss:1.81228
[214]	train-mlogloss:1.81676	validation-mlogloss:1.81123
[215]	train-mlogloss:1.81544	validation-mlogloss:1.81027
[216]	train-mlogloss:1.81405	validation-mlogloss:1.80928
[217]	train-mlogloss:1.81266	validation-mlogloss:1.80847
[218]	train-mlogloss:1.81117	validation-mlogloss:1.80779
[219]	train-mlogloss:1.80984	validation-mlogloss:1.80723
[220]	train-mlogloss:1.80836	validation-mlogloss:1.80608
[221]	train-mlogloss:1.80696	validation-mlogloss:1.80537
[222]	train-mlogloss:1.80563	validation-mlogloss:1.80430
[223]	train-mlogloss:1.80416	validation-mlogloss:1.80323
[224]	train-mlogloss:1.80266	validation-mlogloss:1.80197
[225]	train-mlogloss:1.80139	validation-mlogloss:1.80138
[226]	train-mlogloss:1.79994	validation-mlogloss:1.80027
[227]	train-mlogloss:1.79876	validation-mlogloss:1.79985
[228]	train-mlogloss:1.79747	validation-mlogloss:1.79902
[229]	train-mlogloss:1.79609	validation-mlogloss:1.79789
[230]	train-mlogloss:1.79479	validation-mlogloss:1.79729
[231]	train-mlogloss:1.79349	validation-mlogloss:1.79636
[232]	train-mlogloss:1.79218	validation-mlogloss:1.79547
[233]	train-mlogloss:1.79092	validation-mlogloss:1.79487
[234]	train-mlogloss:1.78957	validation-mlogloss:1.79404
[235]	train-mlogloss:1.78825	validation-mlogloss:1.79296
[236]	train-mlogloss:1.78699	validation-mlogloss:1.79216
[237]	train-mlogloss:1.78583	validation-mlogloss:1.79149
[238]	train-mlogloss:1.78455	validation-mlogloss:1.79032
[239]	train-mlogloss:1.78336	validation-mlogloss:1.78972
[240]	train-mlogloss:1.78207	validation-mlogloss:1.78879
[241]	train-mlogloss:1.78080	validation-mlogloss:1.78780
[242]	train-mlogloss:1.77956	validation-mlogloss:1.78700
[243]	train-mlogloss:1.77840	validation-mlogloss:1.78628
[244]	train-mlogloss:1.77731	validation-mlogloss:1.78571
[245]	train-mlogloss:1.77611	validation-mlogloss:1.78498
[246]	train-mlogloss:1.77498	validation-mlogloss:1.78436
[247]	train-mlogloss:1.77373	validation-mlogloss:1.78353
[248]	train-mlogloss:1.77249	validation-mlogloss:1.78267
[249]	train-mlogloss:1.77132	validation-mlogloss:1.78194
[250]	train-mlogloss:1.77009	validation-mlogloss:1.78111
[251]	train-mlogloss:1.76885	validation-mlogloss:1.78007
[252]	train-mlogloss:1.76764	validation-mlogloss:1.77951
[253]	train-mlogloss:1.76643	validation-mlogloss:1.77890
[254]	train-mlogloss:1.76525	validation-mlogloss:1.77805
[255]	train-mlogloss:1.76421	validation-mlogloss:1.77775
[256]	train-mlogloss:1.76306	validation-mlogloss:1.77692
[257]	train-mlogloss:1.76192	validation-mlogloss:1.77630
[258]	train-mlogloss:1.76082	validation-mlogloss:1.77546
[259]	train-mlogloss:1.75979	validation-mlogloss:1.77483
[260]	train-mlogloss:1.75871	validation-mlogloss:1.77395
[261]	train-mlogloss:1.75751	validation-mlogloss:1.77329
[262]	train-mlogloss:1.75638	validation-mlogloss:1.77271
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[264]	train-mlogloss:1.75413	validation-mlogloss:1.77161
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[523]	train-mlogloss:1.56517	validation-mlogloss:1.68537
[524]	train-mlogloss:1.56470	validation-mlogloss:1.68514
[525]	train-mlogloss:1.56421	validation-mlogloss:1.68497
[526]	train-mlogloss:1.56367	validation-mlogloss:1.68496
[527]	train-mlogloss:1.56329	validation-mlogloss:1.68484
[528]	train-mlogloss:1.56277	validation-mlogloss:1.68467
[529]	train-mlogloss:1.56232	validation-mlogloss:1.68449
[530]	train-mlogloss:1.56186	validation-mlogloss:1.68434
[531]	train-mlogloss:1.56139	validation-mlogloss:1.68425
[532]	train-mlogloss:1.56094	validation-mlogloss:1.68411
[533]	train-mlogloss:1.56046	validation-mlogloss:1.68381
[534]	train-mlogloss:1.56000	validation-mlogloss:1.68364
[535]	train-mlogloss:1.55961	validation-mlogloss:1.68350
[536]	train-mlogloss:1.55926	validation-mlogloss:1.68359
[537]	train-mlogloss:1.55885	validation-mlogloss:1.68357
[538]	train-mlogloss:1.55844	validation-mlogloss:1.68342
[539]	train-mlogloss:1.55807	validation-mlogloss:1.68339
Saved model to disk.
2025-10-27 09:44:44.655112: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:44:44.667794: 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 00:00:1761554684.681232  412193 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554684.685504  412193 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554684.696441  412193 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554684.696465  412193 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554684.696469  412193 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554684.696471  412193 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:44:44.699846: 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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[505]	train-mlogloss:1.57477	validation-mlogloss:1.68710
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[508]	train-mlogloss:1.57329	validation-mlogloss:1.68683
[509]	train-mlogloss:1.57282	validation-mlogloss:1.68685
[510]	train-mlogloss:1.57226	validation-mlogloss:1.68667
[511]	train-mlogloss:1.57174	validation-mlogloss:1.68645
[512]	train-mlogloss:1.57127	validation-mlogloss:1.68634
[513]	train-mlogloss:1.57075	validation-mlogloss:1.68611
[514]	train-mlogloss:1.57027	validation-mlogloss:1.68591
[515]	train-mlogloss:1.56986	validation-mlogloss:1.68556
[516]	train-mlogloss:1.56936	validation-mlogloss:1.68554
[517]	train-mlogloss:1.56887	validation-mlogloss:1.68531
[518]	train-mlogloss:1.56831	validation-mlogloss:1.68501
[519]	train-mlogloss:1.56788	validation-mlogloss:1.68490
[520]	train-mlogloss:1.56740	validation-mlogloss:1.68470
[521]	train-mlogloss:1.56692	validation-mlogloss:1.68444
[522]	train-mlogloss:1.56645	validation-mlogloss:1.68422
[523]	train-mlogloss:1.56603	validation-mlogloss:1.68413
[524]	train-mlogloss:1.56556	validation-mlogloss:1.68401
[525]	train-mlogloss:1.56502	validation-mlogloss:1.68396
[526]	train-mlogloss:1.56458	validation-mlogloss:1.68387
[527]	train-mlogloss:1.56409	validation-mlogloss:1.68379
[528]	train-mlogloss:1.56359	validation-mlogloss:1.68369
[529]	train-mlogloss:1.56318	validation-mlogloss:1.68357
[530]	train-mlogloss:1.56274	validation-mlogloss:1.68343
[531]	train-mlogloss:1.56219	validation-mlogloss:1.68339
[532]	train-mlogloss:1.56176	validation-mlogloss:1.68329
[533]	train-mlogloss:1.56130	validation-mlogloss:1.68316
[534]	train-mlogloss:1.56089	validation-mlogloss:1.68301
[535]	train-mlogloss:1.56046	validation-mlogloss:1.68285
[536]	train-mlogloss:1.56003	validation-mlogloss:1.68272
[537]	train-mlogloss:1.55957	validation-mlogloss:1.68252
[538]	train-mlogloss:1.55906	validation-mlogloss:1.68257
[539]	train-mlogloss:1.55855	validation-mlogloss:1.68236
Saved model to disk.
2025-10-27 09:45:30.296423: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:45:30.309066: 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 00:00:1761554730.322708  413121 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554730.327025  413121 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554730.337889  413121 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554730.337911  413121 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554730.337915  413121 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554730.337917  413121 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:45:30.341229: 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:2.69391	validation-mlogloss:2.69252
[1]	train-mlogloss:2.67897	validation-mlogloss:2.67619
[2]	train-mlogloss:2.66596	validation-mlogloss:2.66237
[3]	train-mlogloss:2.65292	validation-mlogloss:2.64800
[4]	train-mlogloss:2.64088	validation-mlogloss:2.63473
[5]	train-mlogloss:2.62850	validation-mlogloss:2.62136
[6]	train-mlogloss:2.61549	validation-mlogloss:2.60709
[7]	train-mlogloss:2.60309	validation-mlogloss:2.59294
[8]	train-mlogloss:2.59089	validation-mlogloss:2.57942
[9]	train-mlogloss:2.57887	validation-mlogloss:2.56635
[10]	train-mlogloss:2.56706	validation-mlogloss:2.55300
[11]	train-mlogloss:2.55604	validation-mlogloss:2.54053
[12]	train-mlogloss:2.54558	validation-mlogloss:2.52851
[13]	train-mlogloss:2.53511	validation-mlogloss:2.51679
[14]	train-mlogloss:2.52463	validation-mlogloss:2.50430
[15]	train-mlogloss:2.51456	validation-mlogloss:2.49263
[16]	train-mlogloss:2.50513	validation-mlogloss:2.48174
[17]	train-mlogloss:2.49568	validation-mlogloss:2.47111
[18]	train-mlogloss:2.48591	validation-mlogloss:2.46023
[19]	train-mlogloss:2.47678	validation-mlogloss:2.45063
[20]	train-mlogloss:2.46785	validation-mlogloss:2.44085
[21]	train-mlogloss:2.45868	validation-mlogloss:2.43112
[22]	train-mlogloss:2.45023	validation-mlogloss:2.42166
[23]	train-mlogloss:2.44156	validation-mlogloss:2.41212
[24]	train-mlogloss:2.43342	validation-mlogloss:2.40293
[25]	train-mlogloss:2.42505	validation-mlogloss:2.39373
[26]	train-mlogloss:2.41721	validation-mlogloss:2.38515
[27]	train-mlogloss:2.40929	validation-mlogloss:2.37637
[28]	train-mlogloss:2.40115	validation-mlogloss:2.36766
[29]	train-mlogloss:2.39361	validation-mlogloss:2.35980
[30]	train-mlogloss:2.38601	validation-mlogloss:2.35130
[31]	train-mlogloss:2.37851	validation-mlogloss:2.34285
[32]	train-mlogloss:2.37106	validation-mlogloss:2.33500
[33]	train-mlogloss:2.36382	validation-mlogloss:2.32703
[34]	train-mlogloss:2.35712	validation-mlogloss:2.32006
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[334]	train-mlogloss:1.68712	validation-mlogloss:1.73076
[335]	train-mlogloss:1.68632	validation-mlogloss:1.73044
[336]	train-mlogloss:1.68523	validation-mlogloss:1.73006
[337]	train-mlogloss:1.68437	validation-mlogloss:1.72970
[338]	train-mlogloss:1.68347	validation-mlogloss:1.72937
[339]	train-mlogloss:1.68266	validation-mlogloss:1.72887
[340]	train-mlogloss:1.68188	validation-mlogloss:1.72848
[341]	train-mlogloss:1.68097	validation-mlogloss:1.72809
[342]	train-mlogloss:1.68018	validation-mlogloss:1.72778
[343]	train-mlogloss:1.67948	validation-mlogloss:1.72743
[344]	train-mlogloss:1.67857	validation-mlogloss:1.72696
[345]	train-mlogloss:1.67780	validation-mlogloss:1.72662
[346]	train-mlogloss:1.67710	validation-mlogloss:1.72644
[347]	train-mlogloss:1.67627	validation-mlogloss:1.72579
[348]	train-mlogloss:1.67547	validation-mlogloss:1.72531
[349]	train-mlogloss:1.67472	validation-mlogloss:1.72495
[350]	train-mlogloss:1.67389	validation-mlogloss:1.72468
[351]	train-mlogloss:1.67314	validation-mlogloss:1.72426
[352]	train-mlogloss:1.67233	validation-mlogloss:1.72411
[353]	train-mlogloss:1.67150	validation-mlogloss:1.72372
[354]	train-mlogloss:1.67077	validation-mlogloss:1.72351
[355]	train-mlogloss:1.66997	validation-mlogloss:1.72325
[356]	train-mlogloss:1.66921	validation-mlogloss:1.72285
[357]	train-mlogloss:1.66844	validation-mlogloss:1.72239
[358]	train-mlogloss:1.66771	validation-mlogloss:1.72201
[359]	train-mlogloss:1.66688	validation-mlogloss:1.72172
[360]	train-mlogloss:1.66602	validation-mlogloss:1.72139
[361]	train-mlogloss:1.66531	validation-mlogloss:1.72093
[362]	train-mlogloss:1.66455	validation-mlogloss:1.72058
[363]	train-mlogloss:1.66384	validation-mlogloss:1.72026
[364]	train-mlogloss:1.66307	validation-mlogloss:1.72004
[365]	train-mlogloss:1.66227	validation-mlogloss:1.71950
[366]	train-mlogloss:1.66144	validation-mlogloss:1.71921
[367]	train-mlogloss:1.66076	validation-mlogloss:1.71895
[368]	train-mlogloss:1.66001	validation-mlogloss:1.71855
[369]	train-mlogloss:1.65928	validation-mlogloss:1.71831
[370]	train-mlogloss:1.65860	validation-mlogloss:1.71803
[371]	train-mlogloss:1.65783	validation-mlogloss:1.71782
[372]	train-mlogloss:1.65707	validation-mlogloss:1.71731
[373]	train-mlogloss:1.65634	validation-mlogloss:1.71685
[374]	train-mlogloss:1.65564	validation-mlogloss:1.71662
[375]	train-mlogloss:1.65489	validation-mlogloss:1.71618
[376]	train-mlogloss:1.65417	validation-mlogloss:1.71600
[377]	train-mlogloss:1.65345	validation-mlogloss:1.71578
[378]	train-mlogloss:1.65276	validation-mlogloss:1.71545
[379]	train-mlogloss:1.65192	validation-mlogloss:1.71500
[380]	train-mlogloss:1.65121	validation-mlogloss:1.71484
[381]	train-mlogloss:1.65053	validation-mlogloss:1.71462
[382]	train-mlogloss:1.64976	validation-mlogloss:1.71425
[383]	train-mlogloss:1.64899	validation-mlogloss:1.71389
[384]	train-mlogloss:1.64829	validation-mlogloss:1.71363
[385]	train-mlogloss:1.64764	validation-mlogloss:1.71323
[386]	train-mlogloss:1.64694	validation-mlogloss:1.71309
[387]	train-mlogloss:1.64620	validation-mlogloss:1.71294
[388]	train-mlogloss:1.64544	validation-mlogloss:1.71254
[389]	train-mlogloss:1.64469	validation-mlogloss:1.71207
[390]	train-mlogloss:1.64389	validation-mlogloss:1.71148
[391]	train-mlogloss:1.64314	validation-mlogloss:1.71119
[392]	train-mlogloss:1.64246	validation-mlogloss:1.71100
[393]	train-mlogloss:1.64171	validation-mlogloss:1.71068
[394]	train-mlogloss:1.64093	validation-mlogloss:1.71036
[395]	train-mlogloss:1.64027	validation-mlogloss:1.71006
[396]	train-mlogloss:1.63955	validation-mlogloss:1.70948
[397]	train-mlogloss:1.63886	validation-mlogloss:1.70912
[398]	train-mlogloss:1.63817	validation-mlogloss:1.70895
[399]	train-mlogloss:1.63744	validation-mlogloss:1.70883
[400]	train-mlogloss:1.63672	validation-mlogloss:1.70865
[401]	train-mlogloss:1.63596	validation-mlogloss:1.70812
[402]	train-mlogloss:1.63528	validation-mlogloss:1.70781
[403]	train-mlogloss:1.63470	validation-mlogloss:1.70750
[404]	train-mlogloss:1.63406	validation-mlogloss:1.70719
[405]	train-mlogloss:1.63338	validation-mlogloss:1.70709
[406]	train-mlogloss:1.63265	validation-mlogloss:1.70680
[407]	train-mlogloss:1.63203	validation-mlogloss:1.70645
[408]	train-mlogloss:1.63134	validation-mlogloss:1.70631
[409]	train-mlogloss:1.63063	validation-mlogloss:1.70593
[410]	train-mlogloss:1.62998	validation-mlogloss:1.70585
[411]	train-mlogloss:1.62937	validation-mlogloss:1.70576
[412]	train-mlogloss:1.62872	validation-mlogloss:1.70565
[413]	train-mlogloss:1.62798	validation-mlogloss:1.70538
[414]	train-mlogloss:1.62732	validation-mlogloss:1.70496
[415]	train-mlogloss:1.62675	validation-mlogloss:1.70492
[416]	train-mlogloss:1.62608	validation-mlogloss:1.70477
[417]	train-mlogloss:1.62533	validation-mlogloss:1.70432
[418]	train-mlogloss:1.62462	validation-mlogloss:1.70408
[419]	train-mlogloss:1.62393	validation-mlogloss:1.70363
[420]	train-mlogloss:1.62330	validation-mlogloss:1.70347
[421]	train-mlogloss:1.62267	validation-mlogloss:1.70308
[422]	train-mlogloss:1.62196	validation-mlogloss:1.70279
[423]	train-mlogloss:1.62131	validation-mlogloss:1.70250
[424]	train-mlogloss:1.62070	validation-mlogloss:1.70226
[425]	train-mlogloss:1.62013	validation-mlogloss:1.70205
[426]	train-mlogloss:1.61947	validation-mlogloss:1.70193
[427]	train-mlogloss:1.61884	validation-mlogloss:1.70163
[428]	train-mlogloss:1.61825	validation-mlogloss:1.70146
[429]	train-mlogloss:1.61766	validation-mlogloss:1.70116
[430]	train-mlogloss:1.61700	validation-mlogloss:1.70097
[431]	train-mlogloss:1.61640	validation-mlogloss:1.70070
[432]	train-mlogloss:1.61576	validation-mlogloss:1.70055
[433]	train-mlogloss:1.61516	validation-mlogloss:1.70044
[434]	train-mlogloss:1.61455	validation-mlogloss:1.70008
[435]	train-mlogloss:1.61388	validation-mlogloss:1.69970
[436]	train-mlogloss:1.61332	validation-mlogloss:1.69931
[437]	train-mlogloss:1.61272	validation-mlogloss:1.69914
[438]	train-mlogloss:1.61212	validation-mlogloss:1.69893
[439]	train-mlogloss:1.61145	validation-mlogloss:1.69865
[440]	train-mlogloss:1.61083	validation-mlogloss:1.69846
[441]	train-mlogloss:1.61011	validation-mlogloss:1.69818
[442]	train-mlogloss:1.60952	validation-mlogloss:1.69787
[443]	train-mlogloss:1.60891	validation-mlogloss:1.69756
[444]	train-mlogloss:1.60833	validation-mlogloss:1.69750
[445]	train-mlogloss:1.60771	validation-mlogloss:1.69734
[446]	train-mlogloss:1.60710	validation-mlogloss:1.69708
[447]	train-mlogloss:1.60651	validation-mlogloss:1.69686
[448]	train-mlogloss:1.60598	validation-mlogloss:1.69666
[449]	train-mlogloss:1.60534	validation-mlogloss:1.69633
[450]	train-mlogloss:1.60471	validation-mlogloss:1.69594
[451]	train-mlogloss:1.60407	validation-mlogloss:1.69596
[452]	train-mlogloss:1.60345	validation-mlogloss:1.69578
[453]	train-mlogloss:1.60288	validation-mlogloss:1.69554
[454]	train-mlogloss:1.60228	validation-mlogloss:1.69539
[455]	train-mlogloss:1.60165	validation-mlogloss:1.69520
[456]	train-mlogloss:1.60112	validation-mlogloss:1.69492
[457]	train-mlogloss:1.60051	validation-mlogloss:1.69473
[458]	train-mlogloss:1.59997	validation-mlogloss:1.69467
[459]	train-mlogloss:1.59950	validation-mlogloss:1.69448
[460]	train-mlogloss:1.59889	validation-mlogloss:1.69435
[461]	train-mlogloss:1.59827	validation-mlogloss:1.69421
[462]	train-mlogloss:1.59776	validation-mlogloss:1.69414
[463]	train-mlogloss:1.59721	validation-mlogloss:1.69411
[464]	train-mlogloss:1.59661	validation-mlogloss:1.69391
[465]	train-mlogloss:1.59611	validation-mlogloss:1.69374
[466]	train-mlogloss:1.59556	validation-mlogloss:1.69346
[467]	train-mlogloss:1.59493	validation-mlogloss:1.69328
[468]	train-mlogloss:1.59446	validation-mlogloss:1.69308
[469]	train-mlogloss:1.59397	validation-mlogloss:1.69306
[470]	train-mlogloss:1.59350	validation-mlogloss:1.69292
[471]	train-mlogloss:1.59290	validation-mlogloss:1.69293
[472]	train-mlogloss:1.59231	validation-mlogloss:1.69260
[473]	train-mlogloss:1.59169	validation-mlogloss:1.69255
[474]	train-mlogloss:1.59115	validation-mlogloss:1.69231
[475]	train-mlogloss:1.59061	validation-mlogloss:1.69233
[476]	train-mlogloss:1.59006	validation-mlogloss:1.69208
[477]	train-mlogloss:1.58959	validation-mlogloss:1.69189
[478]	train-mlogloss:1.58898	validation-mlogloss:1.69156
[479]	train-mlogloss:1.58848	validation-mlogloss:1.69146
[480]	train-mlogloss:1.58798	validation-mlogloss:1.69139
[481]	train-mlogloss:1.58743	validation-mlogloss:1.69140
[482]	train-mlogloss:1.58693	validation-mlogloss:1.69133
[483]	train-mlogloss:1.58636	validation-mlogloss:1.69102
[484]	train-mlogloss:1.58581	validation-mlogloss:1.69085
[485]	train-mlogloss:1.58533	validation-mlogloss:1.69057
[486]	train-mlogloss:1.58481	validation-mlogloss:1.69040
[487]	train-mlogloss:1.58421	validation-mlogloss:1.69007
[488]	train-mlogloss:1.58368	validation-mlogloss:1.68986
[489]	train-mlogloss:1.58311	validation-mlogloss:1.68977
[490]	train-mlogloss:1.58250	validation-mlogloss:1.68957
[491]	train-mlogloss:1.58190	validation-mlogloss:1.68932
[492]	train-mlogloss:1.58145	validation-mlogloss:1.68927
[493]	train-mlogloss:1.58101	validation-mlogloss:1.68896
[494]	train-mlogloss:1.58047	validation-mlogloss:1.68881
[495]	train-mlogloss:1.58000	validation-mlogloss:1.68867
[496]	train-mlogloss:1.57949	validation-mlogloss:1.68855
[497]	train-mlogloss:1.57895	validation-mlogloss:1.68834
[498]	train-mlogloss:1.57841	validation-mlogloss:1.68823
[499]	train-mlogloss:1.57787	validation-mlogloss:1.68821
[500]	train-mlogloss:1.57738	validation-mlogloss:1.68832
[501]	train-mlogloss:1.57683	validation-mlogloss:1.68813
[502]	train-mlogloss:1.57632	validation-mlogloss:1.68793
[503]	train-mlogloss:1.57588	validation-mlogloss:1.68767
[504]	train-mlogloss:1.57537	validation-mlogloss:1.68765
[505]	train-mlogloss:1.57489	validation-mlogloss:1.68744
[506]	train-mlogloss:1.57440	validation-mlogloss:1.68726
[507]	train-mlogloss:1.57387	validation-mlogloss:1.68698
[508]	train-mlogloss:1.57337	validation-mlogloss:1.68676
[509]	train-mlogloss:1.57293	validation-mlogloss:1.68652
[510]	train-mlogloss:1.57243	validation-mlogloss:1.68623
[511]	train-mlogloss:1.57195	validation-mlogloss:1.68607
[512]	train-mlogloss:1.57145	validation-mlogloss:1.68592
[513]	train-mlogloss:1.57101	validation-mlogloss:1.68586
[514]	train-mlogloss:1.57059	validation-mlogloss:1.68570
[515]	train-mlogloss:1.57006	validation-mlogloss:1.68560
[516]	train-mlogloss:1.56954	validation-mlogloss:1.68525
[517]	train-mlogloss:1.56901	validation-mlogloss:1.68503
[518]	train-mlogloss:1.56842	validation-mlogloss:1.68479
[519]	train-mlogloss:1.56789	validation-mlogloss:1.68465
[520]	train-mlogloss:1.56729	validation-mlogloss:1.68459
[521]	train-mlogloss:1.56678	validation-mlogloss:1.68442
[522]	train-mlogloss:1.56631	validation-mlogloss:1.68438
[523]	train-mlogloss:1.56585	validation-mlogloss:1.68437
[524]	train-mlogloss:1.56540	validation-mlogloss:1.68427
[525]	train-mlogloss:1.56496	validation-mlogloss:1.68416
[526]	train-mlogloss:1.56435	validation-mlogloss:1.68397
[527]	train-mlogloss:1.56393	validation-mlogloss:1.68376
[528]	train-mlogloss:1.56352	validation-mlogloss:1.68362
[529]	train-mlogloss:1.56298	validation-mlogloss:1.68337
[530]	train-mlogloss:1.56252	validation-mlogloss:1.68318
[531]	train-mlogloss:1.56204	validation-mlogloss:1.68302
[532]	train-mlogloss:1.56171	validation-mlogloss:1.68275
[533]	train-mlogloss:1.56130	validation-mlogloss:1.68263
[534]	train-mlogloss:1.56088	validation-mlogloss:1.68249
[535]	train-mlogloss:1.56040	validation-mlogloss:1.68234
[536]	train-mlogloss:1.56002	validation-mlogloss:1.68236
[537]	train-mlogloss:1.55958	validation-mlogloss:1.68213
[538]	train-mlogloss:1.55915	validation-mlogloss:1.68198
[539]	train-mlogloss:1.55866	validation-mlogloss:1.68197
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.15 [%]
Global accuracy score (test) = 46.04 [%]
Global F1 score (train) = 51.3 [%]
Global F1 score (test) = 45.44 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.49      0.74      0.59       184
 CAMINAR CON MÓVIL O LIBRO       0.37      0.47      0.41       184
       CAMINAR USUAL SPEED       0.35      0.31      0.33       184
            CAMINAR ZIGZAG       0.41      0.54      0.47       184
          DE PIE BARRIENDO       0.77      0.33      0.46       184
   DE PIE DOBLANDO TOALLAS       0.49      0.42      0.45       184
    DE PIE MOVIENDO LIBROS       0.38      0.33      0.35       184
          DE PIE USANDO PC       0.22      0.34      0.27       184
        FASE REPOSO CON K5       0.58      0.86      0.69       184
INCREMENTAL CICLOERGOMETRO       0.74      0.70      0.72       184
           SENTADO LEYENDO       0.49      0.38      0.43       184
         SENTADO USANDO PC       0.22      0.13      0.16       184
      SENTADO VIENDO LA TV       0.30      0.23      0.26       184
   SUBIR Y BAJAR ESCALERAS       0.66      0.57      0.61       184
                    TROTAR       0.65      0.57      0.61       161

                  accuracy                           0.46      2737
                 macro avg       0.47      0.46      0.45      2737
              weighted avg       0.47      0.46      0.45      2737


Accuracy capturado en la ejecución 10: 46.04 [%]
F1-score capturado en la ejecución 10: 45.44 [%]

=== EJECUCIÓN 11 ===

--- TRAIN (ejecución 11) ---

--- TEST (ejecución 11) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.43 [%]
Global accuracy score (test) = 45.2 [%]
Global F1 score (train) = 51.57 [%]
Global F1 score (test) = 44.71 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.74      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.38      0.47      0.42       184
       CAMINAR USUAL SPEED       0.35      0.28      0.31       184
            CAMINAR ZIGZAG       0.38      0.54      0.45       184
          DE PIE BARRIENDO       0.76      0.31      0.44       184
   DE PIE DOBLANDO TOALLAS       0.50      0.41      0.45       184
    DE PIE MOVIENDO LIBROS       0.37      0.35      0.36       184
          DE PIE USANDO PC       0.22      0.33      0.26       184
        FASE REPOSO CON K5       0.58      0.86      0.69       184
INCREMENTAL CICLOERGOMETRO       0.74      0.69      0.71       184
           SENTADO LEYENDO       0.47      0.34      0.40       184
         SENTADO USANDO PC       0.28      0.17      0.21       184
      SENTADO VIENDO LA TV       0.28      0.24      0.26       184
   SUBIR Y BAJAR ESCALERAS       0.65      0.50      0.57       184
                    TROTAR       0.66      0.57      0.61       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.45      2737
              weighted avg       0.47      0.45      0.45      2737


Accuracy capturado en la ejecución 11: 45.2 [%]
F1-score capturado en la ejecución 11: 44.71 [%]

=== EJECUCIÓN 12 ===

--- TRAIN (ejecución 12) ---

--- TEST (ejecución 12) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.38 [%]
Global accuracy score (test) = 45.41 [%]
Global F1 score (train) = 51.52 [%]
Global F1 score (test) = 44.89 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.74      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.36      0.47      0.41       184
       CAMINAR USUAL SPEED       0.35      0.28      0.31       184
            CAMINAR ZIGZAG       0.40      0.55      0.46       184
          DE PIE BARRIENDO       0.75      0.31      0.44       184
   DE PIE DOBLANDO TOALLAS       0.51      0.43      0.47       184
    DE PIE MOVIENDO LIBROS       0.37      0.30      0.33       184
          DE PIE USANDO PC       0.22      0.33      0.26       184
        FASE REPOSO CON K5       0.57      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.75      0.70      0.73       184
           SENTADO LEYENDO       0.50      0.36      0.42       184
         SENTADO USANDO PC       0.26      0.16      0.20       184
      SENTADO VIENDO LA TV       0.29      0.25      0.27       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.51      0.56       184
                    TROTAR       0.67      0.57      0.62       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.46      0.45      2737
              weighted avg       0.47      0.45      0.45      2737


Accuracy capturado en la ejecución 12: 45.41 [%]
F1-score capturado en la ejecución 12: 44.89 [%]

=== EJECUCIÓN 13 ===

--- TRAIN (ejecución 13) ---

--- TEST (ejecución 13) ---
2025-10-27 09:46:16.317560: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:46:16.330193: 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 00:00:1761554776.343798  414048 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554776.348261  414048 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554776.359345  414048 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554776.359369  414048 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554776.359373  414048 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554776.359377  414048 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:46:16.362682: 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:2.69227	validation-mlogloss:2.69156
[1]	train-mlogloss:2.67879	validation-mlogloss:2.67632
[2]	train-mlogloss:2.66514	validation-mlogloss:2.66180
[3]	train-mlogloss:2.65304	validation-mlogloss:2.64848
[4]	train-mlogloss:2.63962	validation-mlogloss:2.63292
[5]	train-mlogloss:2.62710	validation-mlogloss:2.61863
[6]	train-mlogloss:2.61468	validation-mlogloss:2.60571
[7]	train-mlogloss:2.60268	validation-mlogloss:2.59262
[8]	train-mlogloss:2.59070	validation-mlogloss:2.57978
[9]	train-mlogloss:2.57997	validation-mlogloss:2.56800
[10]	train-mlogloss:2.56942	validation-mlogloss:2.55591
[11]	train-mlogloss:2.55827	validation-mlogloss:2.54391
[12]	train-mlogloss:2.54755	validation-mlogloss:2.53175
[13]	train-mlogloss:2.53733	validation-mlogloss:2.52051
[14]	train-mlogloss:2.52704	validation-mlogloss:2.50933
[15]	train-mlogloss:2.51694	validation-mlogloss:2.49812
[16]	train-mlogloss:2.50720	validation-mlogloss:2.48748
[17]	train-mlogloss:2.49753	validation-mlogloss:2.47677
[18]	train-mlogloss:2.48780	validation-mlogloss:2.46559
[19]	train-mlogloss:2.47882	validation-mlogloss:2.45573
[20]	train-mlogloss:2.46976	validation-mlogloss:2.44570
[21]	train-mlogloss:2.46089	validation-mlogloss:2.43604
[22]	train-mlogloss:2.45234	validation-mlogloss:2.42637
[23]	train-mlogloss:2.44405	validation-mlogloss:2.41761
[24]	train-mlogloss:2.43558	validation-mlogloss:2.40790
[25]	train-mlogloss:2.42719	validation-mlogloss:2.39864
[26]	train-mlogloss:2.41917	validation-mlogloss:2.39030
[27]	train-mlogloss:2.41160	validation-mlogloss:2.38155
[28]	train-mlogloss:2.40350	validation-mlogloss:2.37308
[29]	train-mlogloss:2.39620	validation-mlogloss:2.36529
[30]	train-mlogloss:2.38858	validation-mlogloss:2.35782
[31]	train-mlogloss:2.38120	validation-mlogloss:2.34957
[32]	train-mlogloss:2.37382	validation-mlogloss:2.34140
[33]	train-mlogloss:2.36655	validation-mlogloss:2.33273
[34]	train-mlogloss:2.35970	validation-mlogloss:2.32550
[35]	train-mlogloss:2.35289	validation-mlogloss:2.31832
[36]	train-mlogloss:2.34586	validation-mlogloss:2.31086
[37]	train-mlogloss:2.33935	validation-mlogloss:2.30441
[38]	train-mlogloss:2.33253	validation-mlogloss:2.29701
[39]	train-mlogloss:2.32591	validation-mlogloss:2.28972
[40]	train-mlogloss:2.31959	validation-mlogloss:2.28283
[41]	train-mlogloss:2.31346	validation-mlogloss:2.27628
[42]	train-mlogloss:2.30725	validation-mlogloss:2.27011
[43]	train-mlogloss:2.30103	validation-mlogloss:2.26389
[44]	train-mlogloss:2.29500	validation-mlogloss:2.25758
[45]	train-mlogloss:2.28896	validation-mlogloss:2.25117
[46]	train-mlogloss:2.28275	validation-mlogloss:2.24476
[47]	train-mlogloss:2.27668	validation-mlogloss:2.23846
[48]	train-mlogloss:2.27076	validation-mlogloss:2.23247
[49]	train-mlogloss:2.26524	validation-mlogloss:2.22705
[50]	train-mlogloss:2.25983	validation-mlogloss:2.22149
[51]	train-mlogloss:2.25459	validation-mlogloss:2.21604
[52]	train-mlogloss:2.24901	validation-mlogloss:2.21048
[53]	train-mlogloss:2.24397	validation-mlogloss:2.20497
[54]	train-mlogloss:2.23872	validation-mlogloss:2.19944
[55]	train-mlogloss:2.23354	validation-mlogloss:2.19440
[56]	train-mlogloss:2.22849	validation-mlogloss:2.18925
[57]	train-mlogloss:2.22338	validation-mlogloss:2.18417
[58]	train-mlogloss:2.21846	validation-mlogloss:2.17925
[59]	train-mlogloss:2.21346	validation-mlogloss:2.17405
[60]	train-mlogloss:2.20873	validation-mlogloss:2.16916
[61]	train-mlogloss:2.20382	validation-mlogloss:2.16396
[62]	train-mlogloss:2.19874	validation-mlogloss:2.15849
[63]	train-mlogloss:2.19415	validation-mlogloss:2.15365
[64]	train-mlogloss:2.18967	validation-mlogloss:2.14919
[65]	train-mlogloss:2.18506	validation-mlogloss:2.14442
[66]	train-mlogloss:2.18079	validation-mlogloss:2.13991
[67]	train-mlogloss:2.17620	validation-mlogloss:2.13486
[68]	train-mlogloss:2.17158	validation-mlogloss:2.13043
[69]	train-mlogloss:2.16723	validation-mlogloss:2.12612
[70]	train-mlogloss:2.16271	validation-mlogloss:2.12112
[71]	train-mlogloss:2.15827	validation-mlogloss:2.11657
[72]	train-mlogloss:2.15403	validation-mlogloss:2.11258
[73]	train-mlogloss:2.14978	validation-mlogloss:2.10781
[74]	train-mlogloss:2.14543	validation-mlogloss:2.10339
[75]	train-mlogloss:2.14131	validation-mlogloss:2.09911
[76]	train-mlogloss:2.13737	validation-mlogloss:2.09514
[77]	train-mlogloss:2.13341	validation-mlogloss:2.09109
[78]	train-mlogloss:2.12952	validation-mlogloss:2.08710
[79]	train-mlogloss:2.12542	validation-mlogloss:2.08349
[80]	train-mlogloss:2.12155	validation-mlogloss:2.07961
[81]	train-mlogloss:2.11777	validation-mlogloss:2.07614
[82]	train-mlogloss:2.11403	validation-mlogloss:2.07188
[83]	train-mlogloss:2.11038	validation-mlogloss:2.06847
[84]	train-mlogloss:2.10656	validation-mlogloss:2.06472
[85]	train-mlogloss:2.10301	validation-mlogloss:2.06115
[86]	train-mlogloss:2.09936	validation-mlogloss:2.05802
[87]	train-mlogloss:2.09584	validation-mlogloss:2.05494
[88]	train-mlogloss:2.09232	validation-mlogloss:2.05176
[89]	train-mlogloss:2.08872	validation-mlogloss:2.04849
[90]	train-mlogloss:2.08525	validation-mlogloss:2.04485
[91]	train-mlogloss:2.08200	validation-mlogloss:2.04174
[92]	train-mlogloss:2.07875	validation-mlogloss:2.03832
[93]	train-mlogloss:2.07556	validation-mlogloss:2.03535
[94]	train-mlogloss:2.07234	validation-mlogloss:2.03204
[95]	train-mlogloss:2.06901	validation-mlogloss:2.02885
[96]	train-mlogloss:2.06588	validation-mlogloss:2.02593
[97]	train-mlogloss:2.06267	validation-mlogloss:2.02299
[98]	train-mlogloss:2.05954	validation-mlogloss:2.01975
[99]	train-mlogloss:2.05632	validation-mlogloss:2.01687
[100]	train-mlogloss:2.05319	validation-mlogloss:2.01399
[101]	train-mlogloss:2.05022	validation-mlogloss:2.01116
[102]	train-mlogloss:2.04725	validation-mlogloss:2.00837
[103]	train-mlogloss:2.04405	validation-mlogloss:2.00562
[104]	train-mlogloss:2.04104	validation-mlogloss:2.00240
[105]	train-mlogloss:2.03805	validation-mlogloss:2.00002
[106]	train-mlogloss:2.03508	validation-mlogloss:1.99749
[107]	train-mlogloss:2.03215	validation-mlogloss:1.99462
[108]	train-mlogloss:2.02922	validation-mlogloss:1.99191
[109]	train-mlogloss:2.02646	validation-mlogloss:1.98976
[110]	train-mlogloss:2.02364	validation-mlogloss:1.98716
[111]	train-mlogloss:2.02055	validation-mlogloss:1.98416
[112]	train-mlogloss:2.01788	validation-mlogloss:1.98174
[113]	train-mlogloss:2.01514	validation-mlogloss:1.97908
[114]	train-mlogloss:2.01244	validation-mlogloss:1.97654
[115]	train-mlogloss:2.00971	validation-mlogloss:1.97401
[116]	train-mlogloss:2.00714	validation-mlogloss:1.97173
[117]	train-mlogloss:2.00457	validation-mlogloss:1.96955
[118]	train-mlogloss:2.00178	validation-mlogloss:1.96685
[119]	train-mlogloss:1.99923	validation-mlogloss:1.96454
[120]	train-mlogloss:1.99674	validation-mlogloss:1.96202
[121]	train-mlogloss:1.99417	validation-mlogloss:1.95956
[122]	train-mlogloss:1.99155	validation-mlogloss:1.95707
[123]	train-mlogloss:1.98913	validation-mlogloss:1.95488
[124]	train-mlogloss:1.98658	validation-mlogloss:1.95276
[125]	train-mlogloss:1.98410	validation-mlogloss:1.95041
[126]	train-mlogloss:1.98171	validation-mlogloss:1.94838
[127]	train-mlogloss:1.97916	validation-mlogloss:1.94608
[128]	train-mlogloss:1.97671	validation-mlogloss:1.94407
[129]	train-mlogloss:1.97440	validation-mlogloss:1.94210
[130]	train-mlogloss:1.97212	validation-mlogloss:1.93997
[131]	train-mlogloss:1.96968	validation-mlogloss:1.93787
[132]	train-mlogloss:1.96725	validation-mlogloss:1.93544
[133]	train-mlogloss:1.96482	validation-mlogloss:1.93333
[134]	train-mlogloss:1.96253	validation-mlogloss:1.93133
[135]	train-mlogloss:1.96023	validation-mlogloss:1.92928
[136]	train-mlogloss:1.95798	validation-mlogloss:1.92730
[137]	train-mlogloss:1.95577	validation-mlogloss:1.92547
[138]	train-mlogloss:1.95351	validation-mlogloss:1.92366
[139]	train-mlogloss:1.95124	validation-mlogloss:1.92206
[140]	train-mlogloss:1.94915	validation-mlogloss:1.92017
[141]	train-mlogloss:1.94695	validation-mlogloss:1.91773
[142]	train-mlogloss:1.94471	validation-mlogloss:1.91583
[143]	train-mlogloss:1.94256	validation-mlogloss:1.91423
[144]	train-mlogloss:1.94022	validation-mlogloss:1.91209
[145]	train-mlogloss:1.93807	validation-mlogloss:1.91019
[146]	train-mlogloss:1.93605	validation-mlogloss:1.90874
[147]	train-mlogloss:1.93388	validation-mlogloss:1.90711
[148]	train-mlogloss:1.93177	validation-mlogloss:1.90532
[149]	train-mlogloss:1.92978	validation-mlogloss:1.90389
[150]	train-mlogloss:1.92764	validation-mlogloss:1.90216
[151]	train-mlogloss:1.92548	validation-mlogloss:1.90016
[152]	train-mlogloss:1.92330	validation-mlogloss:1.89835
[153]	train-mlogloss:1.92123	validation-mlogloss:1.89677
[154]	train-mlogloss:1.91923	validation-mlogloss:1.89502
[155]	train-mlogloss:1.91735	validation-mlogloss:1.89344
[156]	train-mlogloss:1.91536	validation-mlogloss:1.89192
[157]	train-mlogloss:1.91326	validation-mlogloss:1.88996
[158]	train-mlogloss:1.91133	validation-mlogloss:1.88859
[159]	train-mlogloss:1.90929	validation-mlogloss:1.88708
[160]	train-mlogloss:1.90733	validation-mlogloss:1.88536
[161]	train-mlogloss:1.90535	validation-mlogloss:1.88400
[162]	train-mlogloss:1.90349	validation-mlogloss:1.88240
[163]	train-mlogloss:1.90154	validation-mlogloss:1.88065
[164]	train-mlogloss:1.89976	validation-mlogloss:1.87923
[165]	train-mlogloss:1.89783	validation-mlogloss:1.87752
[166]	train-mlogloss:1.89604	validation-mlogloss:1.87618
[167]	train-mlogloss:1.89414	validation-mlogloss:1.87484
[168]	train-mlogloss:1.89224	validation-mlogloss:1.87357
[169]	train-mlogloss:1.89048	validation-mlogloss:1.87182
[170]	train-mlogloss:1.88855	validation-mlogloss:1.87026
[171]	train-mlogloss:1.88678	validation-mlogloss:1.86858
[172]	train-mlogloss:1.88489	validation-mlogloss:1.86717
[173]	train-mlogloss:1.88309	validation-mlogloss:1.86567
[174]	train-mlogloss:1.88127	validation-mlogloss:1.86387
[175]	train-mlogloss:1.87959	validation-mlogloss:1.86244
[176]	train-mlogloss:1.87778	validation-mlogloss:1.86096
[177]	train-mlogloss:1.87592	validation-mlogloss:1.85945
[178]	train-mlogloss:1.87431	validation-mlogloss:1.85838
[179]	train-mlogloss:1.87260	validation-mlogloss:1.85698
[180]	train-mlogloss:1.87067	validation-mlogloss:1.85549
[181]	train-mlogloss:1.86896	validation-mlogloss:1.85386
[182]	train-mlogloss:1.86723	validation-mlogloss:1.85235
[183]	train-mlogloss:1.86562	validation-mlogloss:1.85099
[184]	train-mlogloss:1.86385	validation-mlogloss:1.84941
[185]	train-mlogloss:1.86219	validation-mlogloss:1.84807
[186]	train-mlogloss:1.86047	validation-mlogloss:1.84638
[187]	train-mlogloss:1.85874	validation-mlogloss:1.84515
[188]	train-mlogloss:1.85702	validation-mlogloss:1.84388
[189]	train-mlogloss:1.85535	validation-mlogloss:1.84283
[190]	train-mlogloss:1.85375	validation-mlogloss:1.84156
[191]	train-mlogloss:1.85208	validation-mlogloss:1.84012
[192]	train-mlogloss:1.85048	validation-mlogloss:1.83899
[193]	train-mlogloss:1.84895	validation-mlogloss:1.83798
[194]	train-mlogloss:1.84735	validation-mlogloss:1.83647
[195]	train-mlogloss:1.84592	validation-mlogloss:1.83522
[196]	train-mlogloss:1.84427	validation-mlogloss:1.83411
[197]	train-mlogloss:1.84274	validation-mlogloss:1.83291
[198]	train-mlogloss:1.84111	validation-mlogloss:1.83162
[199]	train-mlogloss:1.83956	validation-mlogloss:1.83058
[200]	train-mlogloss:1.83806	validation-mlogloss:1.82905
[201]	train-mlogloss:1.83665	validation-mlogloss:1.82786
[202]	train-mlogloss:1.83512	validation-mlogloss:1.82692
[203]	train-mlogloss:1.83367	validation-mlogloss:1.82590
[204]	train-mlogloss:1.83208	validation-mlogloss:1.82468
[205]	train-mlogloss:1.83059	validation-mlogloss:1.82380
[206]	train-mlogloss:1.82928	validation-mlogloss:1.82277
[207]	train-mlogloss:1.82793	validation-mlogloss:1.82147
[208]	train-mlogloss:1.82649	validation-mlogloss:1.82044
[209]	train-mlogloss:1.82495	validation-mlogloss:1.81915
[210]	train-mlogloss:1.82347	validation-mlogloss:1.81804
[211]	train-mlogloss:1.82216	validation-mlogloss:1.81664
[212]	train-mlogloss:1.82060	validation-mlogloss:1.81538
[213]	train-mlogloss:1.81907	validation-mlogloss:1.81418
[214]	train-mlogloss:1.81761	validation-mlogloss:1.81319
[215]	train-mlogloss:1.81620	validation-mlogloss:1.81219
[216]	train-mlogloss:1.81479	validation-mlogloss:1.81128
[217]	train-mlogloss:1.81356	validation-mlogloss:1.81032
[218]	train-mlogloss:1.81218	validation-mlogloss:1.80925
[219]	train-mlogloss:1.81085	validation-mlogloss:1.80832
[220]	train-mlogloss:1.80951	validation-mlogloss:1.80731
[221]	train-mlogloss:1.80821	validation-mlogloss:1.80643
[222]	train-mlogloss:1.80682	validation-mlogloss:1.80549
[223]	train-mlogloss:1.80547	validation-mlogloss:1.80426
[224]	train-mlogloss:1.80414	validation-mlogloss:1.80315
[225]	train-mlogloss:1.80274	validation-mlogloss:1.80211
[226]	train-mlogloss:1.80145	validation-mlogloss:1.80116
[227]	train-mlogloss:1.80012	validation-mlogloss:1.80018
[228]	train-mlogloss:1.79873	validation-mlogloss:1.79896
[229]	train-mlogloss:1.79741	validation-mlogloss:1.79816
[230]	train-mlogloss:1.79619	validation-mlogloss:1.79764
[231]	train-mlogloss:1.79492	validation-mlogloss:1.79668
[232]	train-mlogloss:1.79366	validation-mlogloss:1.79568
[233]	train-mlogloss:1.79227	validation-mlogloss:1.79470
[234]	train-mlogloss:1.79098	validation-mlogloss:1.79348
[235]	train-mlogloss:1.78968	validation-mlogloss:1.79234
[236]	train-mlogloss:1.78844	validation-mlogloss:1.79145
[237]	train-mlogloss:1.78725	validation-mlogloss:1.79053
[238]	train-mlogloss:1.78606	validation-mlogloss:1.78967
[239]	train-mlogloss:1.78488	validation-mlogloss:1.78878
[240]	train-mlogloss:1.78369	validation-mlogloss:1.78818
[241]	train-mlogloss:1.78245	validation-mlogloss:1.78742
[242]	train-mlogloss:1.78121	validation-mlogloss:1.78652
[243]	train-mlogloss:1.77996	validation-mlogloss:1.78568
[244]	train-mlogloss:1.77871	validation-mlogloss:1.78469
[245]	train-mlogloss:1.77738	validation-mlogloss:1.78370
[246]	train-mlogloss:1.77614	validation-mlogloss:1.78295
[247]	train-mlogloss:1.77490	validation-mlogloss:1.78220
[248]	train-mlogloss:1.77370	validation-mlogloss:1.78151
[249]	train-mlogloss:1.77256	validation-mlogloss:1.78093
[250]	train-mlogloss:1.77119	validation-mlogloss:1.78024
[251]	train-mlogloss:1.76992	validation-mlogloss:1.77947
[252]	train-mlogloss:1.76876	validation-mlogloss:1.77885
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Saved model to disk.
2025-10-27 09:47:01.926768: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:47:01.939324: 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 00:00:1761554821.952823  414924 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554821.958431  414924 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554821.969277  414924 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554821.969298  414924 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554821.969302  414924 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554821.969304  414924 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:47:01.972570: 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:2.69376	validation-mlogloss:2.69327
[1]	train-mlogloss:2.67983	validation-mlogloss:2.67744
[2]	train-mlogloss:2.66553	validation-mlogloss:2.66127
[3]	train-mlogloss:2.65355	validation-mlogloss:2.64750
[4]	train-mlogloss:2.64098	validation-mlogloss:2.63358
[5]	train-mlogloss:2.62876	validation-mlogloss:2.61977
[6]	train-mlogloss:2.61659	validation-mlogloss:2.60610
[7]	train-mlogloss:2.60496	validation-mlogloss:2.59360
[8]	train-mlogloss:2.59367	validation-mlogloss:2.58203
[9]	train-mlogloss:2.58155	validation-mlogloss:2.56943
[10]	train-mlogloss:2.57063	validation-mlogloss:2.55719
[11]	train-mlogloss:2.55987	validation-mlogloss:2.54475
[12]	train-mlogloss:2.54900	validation-mlogloss:2.53294
[13]	train-mlogloss:2.53817	validation-mlogloss:2.52016
[14]	train-mlogloss:2.52775	validation-mlogloss:2.50837
[15]	train-mlogloss:2.51733	validation-mlogloss:2.49700
[16]	train-mlogloss:2.50677	validation-mlogloss:2.48533
[17]	train-mlogloss:2.49737	validation-mlogloss:2.47510
[18]	train-mlogloss:2.48778	validation-mlogloss:2.46444
[19]	train-mlogloss:2.47870	validation-mlogloss:2.45486
[20]	train-mlogloss:2.46905	validation-mlogloss:2.44478
[21]	train-mlogloss:2.46031	validation-mlogloss:2.43479
[22]	train-mlogloss:2.45199	validation-mlogloss:2.42487
[23]	train-mlogloss:2.44269	validation-mlogloss:2.41487
[24]	train-mlogloss:2.43442	validation-mlogloss:2.40563
[25]	train-mlogloss:2.42658	validation-mlogloss:2.39754
[26]	train-mlogloss:2.41832	validation-mlogloss:2.38826
[27]	train-mlogloss:2.41063	validation-mlogloss:2.37985
[28]	train-mlogloss:2.40254	validation-mlogloss:2.37096
[29]	train-mlogloss:2.39473	validation-mlogloss:2.36228
[30]	train-mlogloss:2.38679	validation-mlogloss:2.35361
[31]	train-mlogloss:2.37922	validation-mlogloss:2.34523
[32]	train-mlogloss:2.37201	validation-mlogloss:2.33766
[33]	train-mlogloss:2.36429	validation-mlogloss:2.32918
[34]	train-mlogloss:2.35697	validation-mlogloss:2.32158
[35]	train-mlogloss:2.35003	validation-mlogloss:2.31429
[36]	train-mlogloss:2.34308	validation-mlogloss:2.30652
[37]	train-mlogloss:2.33649	validation-mlogloss:2.29960
[38]	train-mlogloss:2.32989	validation-mlogloss:2.29233
[39]	train-mlogloss:2.32347	validation-mlogloss:2.28592
[40]	train-mlogloss:2.31693	validation-mlogloss:2.27897
[41]	train-mlogloss:2.31089	validation-mlogloss:2.27265
[42]	train-mlogloss:2.30467	validation-mlogloss:2.26596
[43]	train-mlogloss:2.29882	validation-mlogloss:2.26008
[44]	train-mlogloss:2.29230	validation-mlogloss:2.25351
[45]	train-mlogloss:2.28633	validation-mlogloss:2.24747
[46]	train-mlogloss:2.28058	validation-mlogloss:2.24192
[47]	train-mlogloss:2.27481	validation-mlogloss:2.23629
[48]	train-mlogloss:2.26916	validation-mlogloss:2.23062
[49]	train-mlogloss:2.26360	validation-mlogloss:2.22471
[50]	train-mlogloss:2.25833	validation-mlogloss:2.21925
[51]	train-mlogloss:2.25291	validation-mlogloss:2.21439
[52]	train-mlogloss:2.24738	validation-mlogloss:2.20871
[53]	train-mlogloss:2.24205	validation-mlogloss:2.20334
[54]	train-mlogloss:2.23699	validation-mlogloss:2.19831
[55]	train-mlogloss:2.23208	validation-mlogloss:2.19298
[56]	train-mlogloss:2.22690	validation-mlogloss:2.18762
[57]	train-mlogloss:2.22212	validation-mlogloss:2.18282
[58]	train-mlogloss:2.21717	validation-mlogloss:2.17763
[59]	train-mlogloss:2.21222	validation-mlogloss:2.17287
[60]	train-mlogloss:2.20714	validation-mlogloss:2.16758
[61]	train-mlogloss:2.20243	validation-mlogloss:2.16303
[62]	train-mlogloss:2.19781	validation-mlogloss:2.15863
[63]	train-mlogloss:2.19308	validation-mlogloss:2.15384
[64]	train-mlogloss:2.18851	validation-mlogloss:2.14907
[65]	train-mlogloss:2.18400	validation-mlogloss:2.14481
[66]	train-mlogloss:2.17950	validation-mlogloss:2.14033
[67]	train-mlogloss:2.17506	validation-mlogloss:2.13562
[68]	train-mlogloss:2.17060	validation-mlogloss:2.13111
[69]	train-mlogloss:2.16636	validation-mlogloss:2.12705
[70]	train-mlogloss:2.16197	validation-mlogloss:2.12276
[71]	train-mlogloss:2.15760	validation-mlogloss:2.11833
[72]	train-mlogloss:2.15313	validation-mlogloss:2.11418
[73]	train-mlogloss:2.14899	validation-mlogloss:2.11015
[74]	train-mlogloss:2.14469	validation-mlogloss:2.10586
[75]	train-mlogloss:2.14085	validation-mlogloss:2.10201
[76]	train-mlogloss:2.13693	validation-mlogloss:2.09795
[77]	train-mlogloss:2.13300	validation-mlogloss:2.09388
[78]	train-mlogloss:2.12916	validation-mlogloss:2.08962
[79]	train-mlogloss:2.12523	validation-mlogloss:2.08588
[80]	train-mlogloss:2.12156	validation-mlogloss:2.08196
[81]	train-mlogloss:2.11810	validation-mlogloss:2.07858
[82]	train-mlogloss:2.11431	validation-mlogloss:2.07468
[83]	train-mlogloss:2.11051	validation-mlogloss:2.07102
[84]	train-mlogloss:2.10662	validation-mlogloss:2.06753
[85]	train-mlogloss:2.10288	validation-mlogloss:2.06437
[86]	train-mlogloss:2.09938	validation-mlogloss:2.06081
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[88]	train-mlogloss:2.09233	validation-mlogloss:2.05414
[89]	train-mlogloss:2.08884	validation-mlogloss:2.05043
[90]	train-mlogloss:2.08532	validation-mlogloss:2.04665
[91]	train-mlogloss:2.08192	validation-mlogloss:2.04302
[92]	train-mlogloss:2.07857	validation-mlogloss:2.03966
[93]	train-mlogloss:2.07495	validation-mlogloss:2.03608
[94]	train-mlogloss:2.07138	validation-mlogloss:2.03257
[95]	train-mlogloss:2.06798	validation-mlogloss:2.02951
[96]	train-mlogloss:2.06453	validation-mlogloss:2.02628
[97]	train-mlogloss:2.06124	validation-mlogloss:2.02323
[98]	train-mlogloss:2.05803	validation-mlogloss:2.02035
[99]	train-mlogloss:2.05492	validation-mlogloss:2.01733
[100]	train-mlogloss:2.05186	validation-mlogloss:2.01446
[101]	train-mlogloss:2.04872	validation-mlogloss:2.01105
[102]	train-mlogloss:2.04586	validation-mlogloss:2.00844
[103]	train-mlogloss:2.04298	validation-mlogloss:2.00584
[104]	train-mlogloss:2.03987	validation-mlogloss:2.00251
[105]	train-mlogloss:2.03687	validation-mlogloss:1.99995
[106]	train-mlogloss:2.03386	validation-mlogloss:1.99718
[107]	train-mlogloss:2.03112	validation-mlogloss:1.99461
[108]	train-mlogloss:2.02821	validation-mlogloss:1.99215
[109]	train-mlogloss:2.02517	validation-mlogloss:1.98904
[110]	train-mlogloss:2.02253	validation-mlogloss:1.98688
[111]	train-mlogloss:2.01987	validation-mlogloss:1.98443
[112]	train-mlogloss:2.01712	validation-mlogloss:1.98182
[113]	train-mlogloss:2.01439	validation-mlogloss:1.97948
[114]	train-mlogloss:2.01159	validation-mlogloss:1.97700
[115]	train-mlogloss:2.00870	validation-mlogloss:1.97376
[116]	train-mlogloss:2.00598	validation-mlogloss:1.97177
[117]	train-mlogloss:2.00332	validation-mlogloss:1.96957
[118]	train-mlogloss:2.00074	validation-mlogloss:1.96730
[119]	train-mlogloss:1.99806	validation-mlogloss:1.96489
[120]	train-mlogloss:1.99538	validation-mlogloss:1.96262
[121]	train-mlogloss:1.99281	validation-mlogloss:1.96013
[122]	train-mlogloss:1.99024	validation-mlogloss:1.95800
[123]	train-mlogloss:1.98770	validation-mlogloss:1.95539
[124]	train-mlogloss:1.98524	validation-mlogloss:1.95280
[125]	train-mlogloss:1.98272	validation-mlogloss:1.95050
[126]	train-mlogloss:1.98018	validation-mlogloss:1.94814
[127]	train-mlogloss:1.97761	validation-mlogloss:1.94569
[128]	train-mlogloss:1.97506	validation-mlogloss:1.94333
[129]	train-mlogloss:1.97263	validation-mlogloss:1.94125
[130]	train-mlogloss:1.97032	validation-mlogloss:1.93915
[131]	train-mlogloss:1.96792	validation-mlogloss:1.93717
[132]	train-mlogloss:1.96556	validation-mlogloss:1.93515
[133]	train-mlogloss:1.96318	validation-mlogloss:1.93296
[134]	train-mlogloss:1.96085	validation-mlogloss:1.93129
[135]	train-mlogloss:1.95860	validation-mlogloss:1.92950
[136]	train-mlogloss:1.95631	validation-mlogloss:1.92746
[137]	train-mlogloss:1.95389	validation-mlogloss:1.92536
[138]	train-mlogloss:1.95153	validation-mlogloss:1.92339
[139]	train-mlogloss:1.94937	validation-mlogloss:1.92128
[140]	train-mlogloss:1.94720	validation-mlogloss:1.91966
[141]	train-mlogloss:1.94501	validation-mlogloss:1.91793
[142]	train-mlogloss:1.94296	validation-mlogloss:1.91605
[143]	train-mlogloss:1.94067	validation-mlogloss:1.91424
[144]	train-mlogloss:1.93847	validation-mlogloss:1.91241
[145]	train-mlogloss:1.93636	validation-mlogloss:1.91090
[146]	train-mlogloss:1.93408	validation-mlogloss:1.90903
[147]	train-mlogloss:1.93178	validation-mlogloss:1.90683
[148]	train-mlogloss:1.92969	validation-mlogloss:1.90499
[149]	train-mlogloss:1.92760	validation-mlogloss:1.90324
[150]	train-mlogloss:1.92555	validation-mlogloss:1.90159
[151]	train-mlogloss:1.92353	validation-mlogloss:1.90023
[152]	train-mlogloss:1.92149	validation-mlogloss:1.89823
[153]	train-mlogloss:1.91942	validation-mlogloss:1.89594
[154]	train-mlogloss:1.91750	validation-mlogloss:1.89438
[155]	train-mlogloss:1.91549	validation-mlogloss:1.89241
[156]	train-mlogloss:1.91338	validation-mlogloss:1.89086
[157]	train-mlogloss:1.91133	validation-mlogloss:1.88894
[158]	train-mlogloss:1.90943	validation-mlogloss:1.88727
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[160]	train-mlogloss:1.90537	validation-mlogloss:1.88411
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[163]	train-mlogloss:1.89947	validation-mlogloss:1.87886
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[512]	train-mlogloss:1.57274	validation-mlogloss:1.68822
[513]	train-mlogloss:1.57229	validation-mlogloss:1.68811
[514]	train-mlogloss:1.57179	validation-mlogloss:1.68784
[515]	train-mlogloss:1.57136	validation-mlogloss:1.68766
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[518]	train-mlogloss:1.56996	validation-mlogloss:1.68701
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[521]	train-mlogloss:1.56861	validation-mlogloss:1.68649
[522]	train-mlogloss:1.56812	validation-mlogloss:1.68640
[523]	train-mlogloss:1.56766	validation-mlogloss:1.68617
[524]	train-mlogloss:1.56714	validation-mlogloss:1.68595
[525]	train-mlogloss:1.56660	validation-mlogloss:1.68578
[526]	train-mlogloss:1.56610	validation-mlogloss:1.68568
[527]	train-mlogloss:1.56559	validation-mlogloss:1.68569
[528]	train-mlogloss:1.56509	validation-mlogloss:1.68555
[529]	train-mlogloss:1.56462	validation-mlogloss:1.68520
[530]	train-mlogloss:1.56423	validation-mlogloss:1.68511
[531]	train-mlogloss:1.56376	validation-mlogloss:1.68506
[532]	train-mlogloss:1.56321	validation-mlogloss:1.68481
[533]	train-mlogloss:1.56278	validation-mlogloss:1.68472
[534]	train-mlogloss:1.56230	validation-mlogloss:1.68465
[535]	train-mlogloss:1.56184	validation-mlogloss:1.68468
[536]	train-mlogloss:1.56134	validation-mlogloss:1.68441
[537]	train-mlogloss:1.56086	validation-mlogloss:1.68434
[538]	train-mlogloss:1.56044	validation-mlogloss:1.68427
[539]	train-mlogloss:1.56000	validation-mlogloss:1.68395
Saved model to disk.
2025-10-27 09:47:47.559609: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:47:47.579269: 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 00:00:1761554867.592877  415831 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554867.597031  415831 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554867.608193  415831 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554867.608215  415831 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554867.608219  415831 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554867.608221  415831 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:47:47.611456: 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:2.69434	validation-mlogloss:2.69246
[1]	train-mlogloss:2.68012	validation-mlogloss:2.67729
[2]	train-mlogloss:2.66589	validation-mlogloss:2.66140
[3]	train-mlogloss:2.65266	validation-mlogloss:2.64613
[4]	train-mlogloss:2.64137	validation-mlogloss:2.63239
[5]	train-mlogloss:2.62837	validation-mlogloss:2.61774
[6]	train-mlogloss:2.61592	validation-mlogloss:2.60389
[7]	train-mlogloss:2.60407	validation-mlogloss:2.59111
[8]	train-mlogloss:2.59219	validation-mlogloss:2.57863
[9]	train-mlogloss:2.58170	validation-mlogloss:2.56676
[10]	train-mlogloss:2.56972	validation-mlogloss:2.55343
[11]	train-mlogloss:2.55865	validation-mlogloss:2.54148
[12]	train-mlogloss:2.54790	validation-mlogloss:2.52959
[13]	train-mlogloss:2.53733	validation-mlogloss:2.51846
[14]	train-mlogloss:2.52721	validation-mlogloss:2.50750
[15]	train-mlogloss:2.51659	validation-mlogloss:2.49503
[16]	train-mlogloss:2.50672	validation-mlogloss:2.48400
[17]	train-mlogloss:2.49682	validation-mlogloss:2.47303
[18]	train-mlogloss:2.48735	validation-mlogloss:2.46265
[19]	train-mlogloss:2.47789	validation-mlogloss:2.45209
[20]	train-mlogloss:2.46921	validation-mlogloss:2.44169
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[320]	train-mlogloss:1.69849	validation-mlogloss:1.73706
[321]	train-mlogloss:1.69753	validation-mlogloss:1.73657
[322]	train-mlogloss:1.69662	validation-mlogloss:1.73617
[323]	train-mlogloss:1.69581	validation-mlogloss:1.73584
[324]	train-mlogloss:1.69493	validation-mlogloss:1.73523
[325]	train-mlogloss:1.69402	validation-mlogloss:1.73465
[326]	train-mlogloss:1.69319	validation-mlogloss:1.73432
[327]	train-mlogloss:1.69237	validation-mlogloss:1.73373
[328]	train-mlogloss:1.69145	validation-mlogloss:1.73351
[329]	train-mlogloss:1.69055	validation-mlogloss:1.73289
[330]	train-mlogloss:1.68972	validation-mlogloss:1.73247
[331]	train-mlogloss:1.68893	validation-mlogloss:1.73212
[332]	train-mlogloss:1.68804	validation-mlogloss:1.73157
[333]	train-mlogloss:1.68724	validation-mlogloss:1.73134
[334]	train-mlogloss:1.68648	validation-mlogloss:1.73092
[335]	train-mlogloss:1.68560	validation-mlogloss:1.73027
[336]	train-mlogloss:1.68478	validation-mlogloss:1.72995
[337]	train-mlogloss:1.68401	validation-mlogloss:1.72977
[338]	train-mlogloss:1.68307	validation-mlogloss:1.72918
[339]	train-mlogloss:1.68226	validation-mlogloss:1.72892
[340]	train-mlogloss:1.68138	validation-mlogloss:1.72837
[341]	train-mlogloss:1.68055	validation-mlogloss:1.72810
[342]	train-mlogloss:1.67972	validation-mlogloss:1.72749
[343]	train-mlogloss:1.67892	validation-mlogloss:1.72690
[344]	train-mlogloss:1.67805	validation-mlogloss:1.72659
[345]	train-mlogloss:1.67715	validation-mlogloss:1.72608
[346]	train-mlogloss:1.67631	validation-mlogloss:1.72580
[347]	train-mlogloss:1.67545	validation-mlogloss:1.72545
[348]	train-mlogloss:1.67466	validation-mlogloss:1.72503
[349]	train-mlogloss:1.67381	validation-mlogloss:1.72453
[350]	train-mlogloss:1.67300	validation-mlogloss:1.72442
[351]	train-mlogloss:1.67224	validation-mlogloss:1.72405
[352]	train-mlogloss:1.67140	validation-mlogloss:1.72372
[353]	train-mlogloss:1.67059	validation-mlogloss:1.72331
[354]	train-mlogloss:1.66987	validation-mlogloss:1.72313
[355]	train-mlogloss:1.66910	validation-mlogloss:1.72285
[356]	train-mlogloss:1.66829	validation-mlogloss:1.72255
[357]	train-mlogloss:1.66754	validation-mlogloss:1.72220
[358]	train-mlogloss:1.66675	validation-mlogloss:1.72188
[359]	train-mlogloss:1.66593	validation-mlogloss:1.72149
[360]	train-mlogloss:1.66517	validation-mlogloss:1.72135
[361]	train-mlogloss:1.66446	validation-mlogloss:1.72108
[362]	train-mlogloss:1.66376	validation-mlogloss:1.72075
[363]	train-mlogloss:1.66311	validation-mlogloss:1.72061
[364]	train-mlogloss:1.66235	validation-mlogloss:1.72033
[365]	train-mlogloss:1.66161	validation-mlogloss:1.71981
[366]	train-mlogloss:1.66085	validation-mlogloss:1.71956
[367]	train-mlogloss:1.66006	validation-mlogloss:1.71931
[368]	train-mlogloss:1.65940	validation-mlogloss:1.71894
[369]	train-mlogloss:1.65860	validation-mlogloss:1.71881
[370]	train-mlogloss:1.65789	validation-mlogloss:1.71838
[371]	train-mlogloss:1.65695	validation-mlogloss:1.71809
[372]	train-mlogloss:1.65624	validation-mlogloss:1.71767
[373]	train-mlogloss:1.65551	validation-mlogloss:1.71743
[374]	train-mlogloss:1.65474	validation-mlogloss:1.71714
[375]	train-mlogloss:1.65399	validation-mlogloss:1.71688
[376]	train-mlogloss:1.65329	validation-mlogloss:1.71644
[377]	train-mlogloss:1.65249	validation-mlogloss:1.71626
[378]	train-mlogloss:1.65177	validation-mlogloss:1.71599
[379]	train-mlogloss:1.65100	validation-mlogloss:1.71567
[380]	train-mlogloss:1.65031	validation-mlogloss:1.71546
[381]	train-mlogloss:1.64955	validation-mlogloss:1.71515
[382]	train-mlogloss:1.64880	validation-mlogloss:1.71477
[383]	train-mlogloss:1.64814	validation-mlogloss:1.71465
[384]	train-mlogloss:1.64739	validation-mlogloss:1.71429
[385]	train-mlogloss:1.64670	validation-mlogloss:1.71398
[386]	train-mlogloss:1.64607	validation-mlogloss:1.71381
[387]	train-mlogloss:1.64538	validation-mlogloss:1.71355
[388]	train-mlogloss:1.64471	validation-mlogloss:1.71324
[389]	train-mlogloss:1.64403	validation-mlogloss:1.71277
[390]	train-mlogloss:1.64334	validation-mlogloss:1.71240
[391]	train-mlogloss:1.64269	validation-mlogloss:1.71238
[392]	train-mlogloss:1.64205	validation-mlogloss:1.71213
[393]	train-mlogloss:1.64143	validation-mlogloss:1.71184
[394]	train-mlogloss:1.64072	validation-mlogloss:1.71150
[395]	train-mlogloss:1.64006	validation-mlogloss:1.71107
[396]	train-mlogloss:1.63944	validation-mlogloss:1.71071
[397]	train-mlogloss:1.63883	validation-mlogloss:1.71042
[398]	train-mlogloss:1.63814	validation-mlogloss:1.71017
[399]	train-mlogloss:1.63741	validation-mlogloss:1.70992
[400]	train-mlogloss:1.63677	validation-mlogloss:1.70982
[401]	train-mlogloss:1.63610	validation-mlogloss:1.70954
[402]	train-mlogloss:1.63545	validation-mlogloss:1.70903
[403]	train-mlogloss:1.63478	validation-mlogloss:1.70900
[404]	train-mlogloss:1.63415	validation-mlogloss:1.70875
[405]	train-mlogloss:1.63348	validation-mlogloss:1.70863
[406]	train-mlogloss:1.63277	validation-mlogloss:1.70847
[407]	train-mlogloss:1.63211	validation-mlogloss:1.70809
[408]	train-mlogloss:1.63144	validation-mlogloss:1.70780
[409]	train-mlogloss:1.63081	validation-mlogloss:1.70759
[410]	train-mlogloss:1.63019	validation-mlogloss:1.70734
[411]	train-mlogloss:1.62957	validation-mlogloss:1.70704
[412]	train-mlogloss:1.62896	validation-mlogloss:1.70667
[413]	train-mlogloss:1.62836	validation-mlogloss:1.70632
[414]	train-mlogloss:1.62779	validation-mlogloss:1.70630
[415]	train-mlogloss:1.62715	validation-mlogloss:1.70606
[416]	train-mlogloss:1.62656	validation-mlogloss:1.70599
[417]	train-mlogloss:1.62586	validation-mlogloss:1.70567
[418]	train-mlogloss:1.62508	validation-mlogloss:1.70528
[419]	train-mlogloss:1.62439	validation-mlogloss:1.70514
[420]	train-mlogloss:1.62360	validation-mlogloss:1.70477
[421]	train-mlogloss:1.62301	validation-mlogloss:1.70452
[422]	train-mlogloss:1.62233	validation-mlogloss:1.70434
[423]	train-mlogloss:1.62167	validation-mlogloss:1.70400
[424]	train-mlogloss:1.62097	validation-mlogloss:1.70362
[425]	train-mlogloss:1.62037	validation-mlogloss:1.70338
[426]	train-mlogloss:1.61969	validation-mlogloss:1.70287
[427]	train-mlogloss:1.61908	validation-mlogloss:1.70278
[428]	train-mlogloss:1.61850	validation-mlogloss:1.70267
[429]	train-mlogloss:1.61784	validation-mlogloss:1.70233
[430]	train-mlogloss:1.61718	validation-mlogloss:1.70186
[431]	train-mlogloss:1.61652	validation-mlogloss:1.70163
[432]	train-mlogloss:1.61598	validation-mlogloss:1.70140
[433]	train-mlogloss:1.61526	validation-mlogloss:1.70120
[434]	train-mlogloss:1.61466	validation-mlogloss:1.70095
[435]	train-mlogloss:1.61404	validation-mlogloss:1.70082
[436]	train-mlogloss:1.61341	validation-mlogloss:1.70049
[437]	train-mlogloss:1.61281	validation-mlogloss:1.70004
[438]	train-mlogloss:1.61220	validation-mlogloss:1.69972
[439]	train-mlogloss:1.61159	validation-mlogloss:1.69957
[440]	train-mlogloss:1.61092	validation-mlogloss:1.69931
[441]	train-mlogloss:1.61028	validation-mlogloss:1.69907
[442]	train-mlogloss:1.60968	validation-mlogloss:1.69890
[443]	train-mlogloss:1.60911	validation-mlogloss:1.69875
[444]	train-mlogloss:1.60855	validation-mlogloss:1.69855
[445]	train-mlogloss:1.60795	validation-mlogloss:1.69853
[446]	train-mlogloss:1.60733	validation-mlogloss:1.69822
[447]	train-mlogloss:1.60668	validation-mlogloss:1.69805
[448]	train-mlogloss:1.60608	validation-mlogloss:1.69814
[449]	train-mlogloss:1.60555	validation-mlogloss:1.69821
[450]	train-mlogloss:1.60495	validation-mlogloss:1.69798
[451]	train-mlogloss:1.60427	validation-mlogloss:1.69804
[452]	train-mlogloss:1.60371	validation-mlogloss:1.69774
[453]	train-mlogloss:1.60312	validation-mlogloss:1.69774
[454]	train-mlogloss:1.60254	validation-mlogloss:1.69759
[455]	train-mlogloss:1.60206	validation-mlogloss:1.69745
[456]	train-mlogloss:1.60144	validation-mlogloss:1.69740
[457]	train-mlogloss:1.60084	validation-mlogloss:1.69716
[458]	train-mlogloss:1.60022	validation-mlogloss:1.69697
[459]	train-mlogloss:1.59971	validation-mlogloss:1.69695
[460]	train-mlogloss:1.59918	validation-mlogloss:1.69676
[461]	train-mlogloss:1.59861	validation-mlogloss:1.69657
[462]	train-mlogloss:1.59812	validation-mlogloss:1.69616
[463]	train-mlogloss:1.59751	validation-mlogloss:1.69605
[464]	train-mlogloss:1.59697	validation-mlogloss:1.69599
[465]	train-mlogloss:1.59631	validation-mlogloss:1.69592
[466]	train-mlogloss:1.59584	validation-mlogloss:1.69578
[467]	train-mlogloss:1.59521	validation-mlogloss:1.69557
[468]	train-mlogloss:1.59464	validation-mlogloss:1.69533
[469]	train-mlogloss:1.59411	validation-mlogloss:1.69510
[470]	train-mlogloss:1.59353	validation-mlogloss:1.69493
[471]	train-mlogloss:1.59295	validation-mlogloss:1.69450
[472]	train-mlogloss:1.59238	validation-mlogloss:1.69448
[473]	train-mlogloss:1.59175	validation-mlogloss:1.69422
[474]	train-mlogloss:1.59124	validation-mlogloss:1.69413
[475]	train-mlogloss:1.59076	validation-mlogloss:1.69377
[476]	train-mlogloss:1.59028	validation-mlogloss:1.69351
[477]	train-mlogloss:1.58972	validation-mlogloss:1.69336
[478]	train-mlogloss:1.58918	validation-mlogloss:1.69341
[479]	train-mlogloss:1.58864	validation-mlogloss:1.69310
[480]	train-mlogloss:1.58803	validation-mlogloss:1.69293
[481]	train-mlogloss:1.58745	validation-mlogloss:1.69267
[482]	train-mlogloss:1.58691	validation-mlogloss:1.69245
[483]	train-mlogloss:1.58642	validation-mlogloss:1.69219
[484]	train-mlogloss:1.58588	validation-mlogloss:1.69198
[485]	train-mlogloss:1.58529	validation-mlogloss:1.69179
[486]	train-mlogloss:1.58470	validation-mlogloss:1.69173
[487]	train-mlogloss:1.58413	validation-mlogloss:1.69157
[488]	train-mlogloss:1.58366	validation-mlogloss:1.69144
[489]	train-mlogloss:1.58314	validation-mlogloss:1.69121
[490]	train-mlogloss:1.58257	validation-mlogloss:1.69096
[491]	train-mlogloss:1.58200	validation-mlogloss:1.69077
[492]	train-mlogloss:1.58149	validation-mlogloss:1.69062
[493]	train-mlogloss:1.58100	validation-mlogloss:1.69044
[494]	train-mlogloss:1.58048	validation-mlogloss:1.69024
[495]	train-mlogloss:1.57992	validation-mlogloss:1.68999
[496]	train-mlogloss:1.57935	validation-mlogloss:1.68983
[497]	train-mlogloss:1.57881	validation-mlogloss:1.68968
[498]	train-mlogloss:1.57824	validation-mlogloss:1.68961
[499]	train-mlogloss:1.57774	validation-mlogloss:1.68940
[500]	train-mlogloss:1.57724	validation-mlogloss:1.68935
[501]	train-mlogloss:1.57674	validation-mlogloss:1.68921
[502]	train-mlogloss:1.57624	validation-mlogloss:1.68903
[503]	train-mlogloss:1.57574	validation-mlogloss:1.68900
[504]	train-mlogloss:1.57531	validation-mlogloss:1.68881
[505]	train-mlogloss:1.57485	validation-mlogloss:1.68866
[506]	train-mlogloss:1.57433	validation-mlogloss:1.68849
[507]	train-mlogloss:1.57394	validation-mlogloss:1.68829
[508]	train-mlogloss:1.57347	validation-mlogloss:1.68812
[509]	train-mlogloss:1.57295	validation-mlogloss:1.68802
[510]	train-mlogloss:1.57251	validation-mlogloss:1.68772
[511]	train-mlogloss:1.57200	validation-mlogloss:1.68753
[512]	train-mlogloss:1.57147	validation-mlogloss:1.68746
[513]	train-mlogloss:1.57101	validation-mlogloss:1.68730
[514]	train-mlogloss:1.57059	validation-mlogloss:1.68720
[515]	train-mlogloss:1.57012	validation-mlogloss:1.68709
[516]	train-mlogloss:1.56960	validation-mlogloss:1.68712
[517]	train-mlogloss:1.56916	validation-mlogloss:1.68721
[518]	train-mlogloss:1.56869	validation-mlogloss:1.68713
[519]	train-mlogloss:1.56818	validation-mlogloss:1.68700
[520]	train-mlogloss:1.56772	validation-mlogloss:1.68699
[521]	train-mlogloss:1.56722	validation-mlogloss:1.68700
[522]	train-mlogloss:1.56675	validation-mlogloss:1.68693
[523]	train-mlogloss:1.56622	validation-mlogloss:1.68672
[524]	train-mlogloss:1.56573	validation-mlogloss:1.68659
[525]	train-mlogloss:1.56524	validation-mlogloss:1.68647
[526]	train-mlogloss:1.56479	validation-mlogloss:1.68642
[527]	train-mlogloss:1.56435	validation-mlogloss:1.68632
[528]	train-mlogloss:1.56377	validation-mlogloss:1.68618
[529]	train-mlogloss:1.56325	validation-mlogloss:1.68590
[530]	train-mlogloss:1.56274	validation-mlogloss:1.68564
[531]	train-mlogloss:1.56221	validation-mlogloss:1.68551
[532]	train-mlogloss:1.56172	validation-mlogloss:1.68522
[533]	train-mlogloss:1.56113	validation-mlogloss:1.68499
[534]	train-mlogloss:1.56072	validation-mlogloss:1.68474
[535]	train-mlogloss:1.56032	validation-mlogloss:1.68463
[536]	train-mlogloss:1.55981	validation-mlogloss:1.68453
[537]	train-mlogloss:1.55940	validation-mlogloss:1.68444
[538]	train-mlogloss:1.55902	validation-mlogloss:1.68443
[539]	train-mlogloss:1.55851	validation-mlogloss:1.68437
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.28 [%]
Global accuracy score (test) = 45.74 [%]
Global F1 score (train) = 51.44 [%]
Global F1 score (test) = 45.15 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.45      0.74      0.56       184
 CAMINAR CON MÓVIL O LIBRO       0.38      0.48      0.43       184
       CAMINAR USUAL SPEED       0.37      0.29      0.33       184
            CAMINAR ZIGZAG       0.40      0.54      0.46       184
          DE PIE BARRIENDO       0.75      0.29      0.42       184
   DE PIE DOBLANDO TOALLAS       0.48      0.43      0.46       184
    DE PIE MOVIENDO LIBROS       0.39      0.35      0.37       184
          DE PIE USANDO PC       0.22      0.33      0.26       184
        FASE REPOSO CON K5       0.58      0.86      0.69       184
INCREMENTAL CICLOERGOMETRO       0.75      0.68      0.71       184
           SENTADO LEYENDO       0.53      0.38      0.44       184
         SENTADO USANDO PC       0.22      0.12      0.16       184
      SENTADO VIENDO LA TV       0.32      0.28      0.30       184
   SUBIR Y BAJAR ESCALERAS       0.65      0.51      0.57       184
                    TROTAR       0.65      0.57      0.61       161

                  accuracy                           0.46      2737
                 macro avg       0.48      0.46      0.45      2737
              weighted avg       0.47      0.46      0.45      2737


Accuracy capturado en la ejecución 13: 45.74 [%]
F1-score capturado en la ejecución 13: 45.15 [%]

=== EJECUCIÓN 14 ===

--- TRAIN (ejecución 14) ---

--- TEST (ejecución 14) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.34 [%]
Global accuracy score (test) = 44.9 [%]
Global F1 score (train) = 51.5 [%]
Global F1 score (test) = 44.21 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.77      0.59       184
 CAMINAR CON MÓVIL O LIBRO       0.38      0.51      0.44       184
       CAMINAR USUAL SPEED       0.36      0.30      0.33       184
            CAMINAR ZIGZAG       0.40      0.52      0.45       184
          DE PIE BARRIENDO       0.80      0.30      0.43       184
   DE PIE DOBLANDO TOALLAS       0.52      0.42      0.47       184
    DE PIE MOVIENDO LIBROS       0.34      0.32      0.33       184
          DE PIE USANDO PC       0.22      0.33      0.26       184
        FASE REPOSO CON K5       0.57      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.75      0.68      0.72       184
           SENTADO LEYENDO       0.44      0.35      0.39       184
         SENTADO USANDO PC       0.26      0.16      0.20       184
      SENTADO VIENDO LA TV       0.27      0.22      0.24       184
   SUBIR Y BAJAR ESCALERAS       0.60      0.45      0.52       184
                    TROTAR       0.63      0.57      0.60       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.44      2737
              weighted avg       0.47      0.45      0.44      2737


Accuracy capturado en la ejecución 14: 44.9 [%]
F1-score capturado en la ejecución 14: 44.21 [%]

=== EJECUCIÓN 15 ===

--- TRAIN (ejecución 15) ---

--- TEST (ejecución 15) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.37 [%]
Global accuracy score (test) = 45.41 [%]
Global F1 score (train) = 51.5 [%]
Global F1 score (test) = 44.78 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.77      0.59       184
 CAMINAR CON MÓVIL O LIBRO       0.35      0.45      0.39       184
       CAMINAR USUAL SPEED       0.34      0.28      0.31       184
            CAMINAR ZIGZAG       0.38      0.52      0.44       184
          DE PIE BARRIENDO       0.77      0.30      0.44       184
   DE PIE DOBLANDO TOALLAS       0.52      0.42      0.46       184
    DE PIE MOVIENDO LIBROS       0.41      0.35      0.38       184
          DE PIE USANDO PC       0.22      0.34      0.27       184
        FASE REPOSO CON K5       0.57      0.85      0.69       184
INCREMENTAL CICLOERGOMETRO       0.74      0.70      0.72       184
           SENTADO LEYENDO       0.48      0.38      0.42       184
         SENTADO USANDO PC       0.19      0.10      0.13       184
      SENTADO VIENDO LA TV       0.32      0.28      0.30       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.52      0.57       184
                    TROTAR       0.68      0.57      0.62       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.46      0.45      2737
              weighted avg       0.47      0.45      0.45      2737


Accuracy capturado en la ejecución 15: 45.41 [%]
F1-score capturado en la ejecución 15: 44.78 [%]

=== EJECUCIÓN 16 ===

--- TRAIN (ejecución 16) ---

--- TEST (ejecución 16) ---
2025-10-27 09:48:33.324293: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:48:33.337773: 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 00:00:1761554913.352615  416713 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554913.357038  416713 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554913.368836  416713 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554913.368865  416713 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554913.368869  416713 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554913.368872  416713 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:48:33.372351: 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:2.69439	validation-mlogloss:2.69346
[1]	train-mlogloss:2.68088	validation-mlogloss:2.67743
[2]	train-mlogloss:2.66641	validation-mlogloss:2.66191
[3]	train-mlogloss:2.65317	validation-mlogloss:2.64682
[4]	train-mlogloss:2.64059	validation-mlogloss:2.63240
[5]	train-mlogloss:2.62811	validation-mlogloss:2.61858
[6]	train-mlogloss:2.61606	validation-mlogloss:2.60573
[7]	train-mlogloss:2.60365	validation-mlogloss:2.59145
[8]	train-mlogloss:2.59170	validation-mlogloss:2.57797
[9]	train-mlogloss:2.58085	validation-mlogloss:2.56552
[10]	train-mlogloss:2.56959	validation-mlogloss:2.55337
[11]	train-mlogloss:2.55833	validation-mlogloss:2.54031
[12]	train-mlogloss:2.54707	validation-mlogloss:2.52801
[13]	train-mlogloss:2.53646	validation-mlogloss:2.51623
[14]	train-mlogloss:2.52599	validation-mlogloss:2.50542
[15]	train-mlogloss:2.51674	validation-mlogloss:2.49473
[16]	train-mlogloss:2.50728	validation-mlogloss:2.48454
[17]	train-mlogloss:2.49748	validation-mlogloss:2.47374
[18]	train-mlogloss:2.48747	validation-mlogloss:2.46253
[19]	train-mlogloss:2.47812	validation-mlogloss:2.45227
[20]	train-mlogloss:2.46956	validation-mlogloss:2.44239
[21]	train-mlogloss:2.46051	validation-mlogloss:2.43226
[22]	train-mlogloss:2.45174	validation-mlogloss:2.42213
[23]	train-mlogloss:2.44261	validation-mlogloss:2.41158
[24]	train-mlogloss:2.43396	validation-mlogloss:2.40218
[25]	train-mlogloss:2.42674	validation-mlogloss:2.39374
[26]	train-mlogloss:2.41884	validation-mlogloss:2.38449
[27]	train-mlogloss:2.41080	validation-mlogloss:2.37529
[28]	train-mlogloss:2.40284	validation-mlogloss:2.36646
[29]	train-mlogloss:2.39566	validation-mlogloss:2.35874
[30]	train-mlogloss:2.38795	validation-mlogloss:2.35069
[31]	train-mlogloss:2.38039	validation-mlogloss:2.34332
[32]	train-mlogloss:2.37313	validation-mlogloss:2.33506
[33]	train-mlogloss:2.36613	validation-mlogloss:2.32755
[34]	train-mlogloss:2.35875	validation-mlogloss:2.31955
[35]	train-mlogloss:2.35208	validation-mlogloss:2.31271
[36]	train-mlogloss:2.34536	validation-mlogloss:2.30535
[37]	train-mlogloss:2.33895	validation-mlogloss:2.29897
[38]	train-mlogloss:2.33222	validation-mlogloss:2.29196
[39]	train-mlogloss:2.32579	validation-mlogloss:2.28516
[40]	train-mlogloss:2.31957	validation-mlogloss:2.27900
[41]	train-mlogloss:2.31300	validation-mlogloss:2.27190
[42]	train-mlogloss:2.30695	validation-mlogloss:2.26540
[43]	train-mlogloss:2.30107	validation-mlogloss:2.25886
[44]	train-mlogloss:2.29497	validation-mlogloss:2.25204
[45]	train-mlogloss:2.28894	validation-mlogloss:2.24597
[46]	train-mlogloss:2.28331	validation-mlogloss:2.23953
[47]	train-mlogloss:2.27756	validation-mlogloss:2.23373
[48]	train-mlogloss:2.27203	validation-mlogloss:2.22771
[49]	train-mlogloss:2.26630	validation-mlogloss:2.22195
[50]	train-mlogloss:2.26096	validation-mlogloss:2.21661
[51]	train-mlogloss:2.25533	validation-mlogloss:2.21053
[52]	train-mlogloss:2.24977	validation-mlogloss:2.20500
[53]	train-mlogloss:2.24427	validation-mlogloss:2.19986
[54]	train-mlogloss:2.23906	validation-mlogloss:2.19449
[55]	train-mlogloss:2.23347	validation-mlogloss:2.18905
[56]	train-mlogloss:2.22835	validation-mlogloss:2.18368
[57]	train-mlogloss:2.22324	validation-mlogloss:2.17868
[58]	train-mlogloss:2.21815	validation-mlogloss:2.17334
[59]	train-mlogloss:2.21303	validation-mlogloss:2.16844
[60]	train-mlogloss:2.20818	validation-mlogloss:2.16397
[61]	train-mlogloss:2.20340	validation-mlogloss:2.15838
[62]	train-mlogloss:2.19870	validation-mlogloss:2.15411
[63]	train-mlogloss:2.19411	validation-mlogloss:2.14956
[64]	train-mlogloss:2.18941	validation-mlogloss:2.14471
[65]	train-mlogloss:2.18458	validation-mlogloss:2.13991
[66]	train-mlogloss:2.18013	validation-mlogloss:2.13551
[67]	train-mlogloss:2.17578	validation-mlogloss:2.13126
[68]	train-mlogloss:2.17167	validation-mlogloss:2.12736
[69]	train-mlogloss:2.16736	validation-mlogloss:2.12321
[70]	train-mlogloss:2.16307	validation-mlogloss:2.11898
[71]	train-mlogloss:2.15900	validation-mlogloss:2.11483
[72]	train-mlogloss:2.15466	validation-mlogloss:2.11056
[73]	train-mlogloss:2.15009	validation-mlogloss:2.10625
[74]	train-mlogloss:2.14584	validation-mlogloss:2.10202
[75]	train-mlogloss:2.14161	validation-mlogloss:2.09776
[76]	train-mlogloss:2.13779	validation-mlogloss:2.09374
[77]	train-mlogloss:2.13347	validation-mlogloss:2.08949
[78]	train-mlogloss:2.12953	validation-mlogloss:2.08572
[79]	train-mlogloss:2.12563	validation-mlogloss:2.08178
[80]	train-mlogloss:2.12175	validation-mlogloss:2.07805
[81]	train-mlogloss:2.11802	validation-mlogloss:2.07430
[82]	train-mlogloss:2.11423	validation-mlogloss:2.07043
[83]	train-mlogloss:2.11065	validation-mlogloss:2.06736
[84]	train-mlogloss:2.10701	validation-mlogloss:2.06347
[85]	train-mlogloss:2.10312	validation-mlogloss:2.05946
[86]	train-mlogloss:2.09976	validation-mlogloss:2.05644
[87]	train-mlogloss:2.09623	validation-mlogloss:2.05329
[88]	train-mlogloss:2.09286	validation-mlogloss:2.04973
[89]	train-mlogloss:2.08927	validation-mlogloss:2.04647
[90]	train-mlogloss:2.08583	validation-mlogloss:2.04343
[91]	train-mlogloss:2.08237	validation-mlogloss:2.03992
[92]	train-mlogloss:2.07889	validation-mlogloss:2.03628
[93]	train-mlogloss:2.07536	validation-mlogloss:2.03269
[94]	train-mlogloss:2.07193	validation-mlogloss:2.02981
[95]	train-mlogloss:2.06869	validation-mlogloss:2.02682
[96]	train-mlogloss:2.06573	validation-mlogloss:2.02413
[97]	train-mlogloss:2.06256	validation-mlogloss:2.02087
[98]	train-mlogloss:2.05929	validation-mlogloss:2.01787
[99]	train-mlogloss:2.05630	validation-mlogloss:2.01474
[100]	train-mlogloss:2.05317	validation-mlogloss:2.01172
[101]	train-mlogloss:2.05010	validation-mlogloss:2.00880
[102]	train-mlogloss:2.04713	validation-mlogloss:2.00614
[103]	train-mlogloss:2.04422	validation-mlogloss:2.00353
[104]	train-mlogloss:2.04120	validation-mlogloss:2.00062
[105]	train-mlogloss:2.03816	validation-mlogloss:1.99780
[106]	train-mlogloss:2.03514	validation-mlogloss:1.99543
[107]	train-mlogloss:2.03227	validation-mlogloss:1.99268
[108]	train-mlogloss:2.02923	validation-mlogloss:1.99025
[109]	train-mlogloss:2.02639	validation-mlogloss:1.98757
[110]	train-mlogloss:2.02354	validation-mlogloss:1.98521
[111]	train-mlogloss:2.02061	validation-mlogloss:1.98255
[112]	train-mlogloss:2.01773	validation-mlogloss:1.98005
[113]	train-mlogloss:2.01494	validation-mlogloss:1.97727
[114]	train-mlogloss:2.01210	validation-mlogloss:1.97479
[115]	train-mlogloss:2.00950	validation-mlogloss:1.97257
[116]	train-mlogloss:2.00689	validation-mlogloss:1.97015
[117]	train-mlogloss:2.00422	validation-mlogloss:1.96820
[118]	train-mlogloss:2.00166	validation-mlogloss:1.96567
[119]	train-mlogloss:1.99906	validation-mlogloss:1.96312
[120]	train-mlogloss:1.99652	validation-mlogloss:1.96079
[121]	train-mlogloss:1.99389	validation-mlogloss:1.95850
[122]	train-mlogloss:1.99131	validation-mlogloss:1.95638
[123]	train-mlogloss:1.98878	validation-mlogloss:1.95422
[124]	train-mlogloss:1.98627	validation-mlogloss:1.95191
[125]	train-mlogloss:1.98382	validation-mlogloss:1.94974
[126]	train-mlogloss:1.98140	validation-mlogloss:1.94746
[127]	train-mlogloss:1.97895	validation-mlogloss:1.94505
[128]	train-mlogloss:1.97620	validation-mlogloss:1.94252
[129]	train-mlogloss:1.97373	validation-mlogloss:1.94030
[130]	train-mlogloss:1.97128	validation-mlogloss:1.93795
[131]	train-mlogloss:1.96875	validation-mlogloss:1.93572
[132]	train-mlogloss:1.96639	validation-mlogloss:1.93365
[133]	train-mlogloss:1.96385	validation-mlogloss:1.93129
[134]	train-mlogloss:1.96152	validation-mlogloss:1.92938
[135]	train-mlogloss:1.95926	validation-mlogloss:1.92742
[136]	train-mlogloss:1.95699	validation-mlogloss:1.92535
[137]	train-mlogloss:1.95464	validation-mlogloss:1.92321
[138]	train-mlogloss:1.95235	validation-mlogloss:1.92131
[139]	train-mlogloss:1.95006	validation-mlogloss:1.91928
[140]	train-mlogloss:1.94794	validation-mlogloss:1.91754
[141]	train-mlogloss:1.94569	validation-mlogloss:1.91590
[142]	train-mlogloss:1.94350	validation-mlogloss:1.91397
[143]	train-mlogloss:1.94130	validation-mlogloss:1.91184
[144]	train-mlogloss:1.93920	validation-mlogloss:1.90958
[145]	train-mlogloss:1.93713	validation-mlogloss:1.90790
[146]	train-mlogloss:1.93506	validation-mlogloss:1.90623
[147]	train-mlogloss:1.93274	validation-mlogloss:1.90412
[148]	train-mlogloss:1.93061	validation-mlogloss:1.90241
[149]	train-mlogloss:1.92863	validation-mlogloss:1.90099
[150]	train-mlogloss:1.92654	validation-mlogloss:1.89959
[151]	train-mlogloss:1.92457	validation-mlogloss:1.89782
[152]	train-mlogloss:1.92250	validation-mlogloss:1.89590
[153]	train-mlogloss:1.92053	validation-mlogloss:1.89396
[154]	train-mlogloss:1.91836	validation-mlogloss:1.89201
[155]	train-mlogloss:1.91643	validation-mlogloss:1.89033
[156]	train-mlogloss:1.91448	validation-mlogloss:1.88849
[157]	train-mlogloss:1.91261	validation-mlogloss:1.88689
[158]	train-mlogloss:1.91064	validation-mlogloss:1.88538
[159]	train-mlogloss:1.90862	validation-mlogloss:1.88365
[160]	train-mlogloss:1.90672	validation-mlogloss:1.88189
[161]	train-mlogloss:1.90493	validation-mlogloss:1.88023
[162]	train-mlogloss:1.90298	validation-mlogloss:1.87839
[163]	train-mlogloss:1.90091	validation-mlogloss:1.87644
[164]	train-mlogloss:1.89912	validation-mlogloss:1.87531
[165]	train-mlogloss:1.89714	validation-mlogloss:1.87337
[166]	train-mlogloss:1.89528	validation-mlogloss:1.87195
[167]	train-mlogloss:1.89341	validation-mlogloss:1.87018
[168]	train-mlogloss:1.89156	validation-mlogloss:1.86839
[169]	train-mlogloss:1.88974	validation-mlogloss:1.86688
[170]	train-mlogloss:1.88789	validation-mlogloss:1.86550
[171]	train-mlogloss:1.88604	validation-mlogloss:1.86375
[172]	train-mlogloss:1.88424	validation-mlogloss:1.86212
[173]	train-mlogloss:1.88245	validation-mlogloss:1.86050
[174]	train-mlogloss:1.88063	validation-mlogloss:1.85874
[175]	train-mlogloss:1.87883	validation-mlogloss:1.85725
[176]	train-mlogloss:1.87726	validation-mlogloss:1.85607
[177]	train-mlogloss:1.87557	validation-mlogloss:1.85435
[178]	train-mlogloss:1.87382	validation-mlogloss:1.85339
[179]	train-mlogloss:1.87215	validation-mlogloss:1.85229
[180]	train-mlogloss:1.87040	validation-mlogloss:1.85100
[181]	train-mlogloss:1.86874	validation-mlogloss:1.84984
[182]	train-mlogloss:1.86726	validation-mlogloss:1.84869
[183]	train-mlogloss:1.86550	validation-mlogloss:1.84711
[184]	train-mlogloss:1.86385	validation-mlogloss:1.84593
[185]	train-mlogloss:1.86223	validation-mlogloss:1.84479
[186]	train-mlogloss:1.86051	validation-mlogloss:1.84348
[187]	train-mlogloss:1.85898	validation-mlogloss:1.84211
[188]	train-mlogloss:1.85733	validation-mlogloss:1.84090
[189]	train-mlogloss:1.85564	validation-mlogloss:1.83962
[190]	train-mlogloss:1.85404	validation-mlogloss:1.83859
[191]	train-mlogloss:1.85241	validation-mlogloss:1.83767
[192]	train-mlogloss:1.85067	validation-mlogloss:1.83630
[193]	train-mlogloss:1.84899	validation-mlogloss:1.83495
[194]	train-mlogloss:1.84744	validation-mlogloss:1.83352
[195]	train-mlogloss:1.84574	validation-mlogloss:1.83224
[196]	train-mlogloss:1.84414	validation-mlogloss:1.83092
[197]	train-mlogloss:1.84261	validation-mlogloss:1.82977
[198]	train-mlogloss:1.84101	validation-mlogloss:1.82889
[199]	train-mlogloss:1.83956	validation-mlogloss:1.82780
[200]	train-mlogloss:1.83810	validation-mlogloss:1.82688
[201]	train-mlogloss:1.83656	validation-mlogloss:1.82563
[202]	train-mlogloss:1.83495	validation-mlogloss:1.82424
[203]	train-mlogloss:1.83345	validation-mlogloss:1.82303
[204]	train-mlogloss:1.83206	validation-mlogloss:1.82195
[205]	train-mlogloss:1.83067	validation-mlogloss:1.82063
[206]	train-mlogloss:1.82919	validation-mlogloss:1.81967
[207]	train-mlogloss:1.82777	validation-mlogloss:1.81856
[208]	train-mlogloss:1.82617	validation-mlogloss:1.81748
[209]	train-mlogloss:1.82470	validation-mlogloss:1.81620
[210]	train-mlogloss:1.82320	validation-mlogloss:1.81508
[211]	train-mlogloss:1.82172	validation-mlogloss:1.81378
[212]	train-mlogloss:1.82035	validation-mlogloss:1.81252
[213]	train-mlogloss:1.81896	validation-mlogloss:1.81123
[214]	train-mlogloss:1.81755	validation-mlogloss:1.81037
[215]	train-mlogloss:1.81604	validation-mlogloss:1.80929
[216]	train-mlogloss:1.81472	validation-mlogloss:1.80815
[217]	train-mlogloss:1.81341	validation-mlogloss:1.80722
[218]	train-mlogloss:1.81221	validation-mlogloss:1.80640
[219]	train-mlogloss:1.81084	validation-mlogloss:1.80578
[220]	train-mlogloss:1.80959	validation-mlogloss:1.80522
[221]	train-mlogloss:1.80830	validation-mlogloss:1.80443
[222]	train-mlogloss:1.80692	validation-mlogloss:1.80374
[223]	train-mlogloss:1.80570	validation-mlogloss:1.80288
[224]	train-mlogloss:1.80433	validation-mlogloss:1.80204
[225]	train-mlogloss:1.80290	validation-mlogloss:1.80124
[226]	train-mlogloss:1.80157	validation-mlogloss:1.80038
[227]	train-mlogloss:1.80017	validation-mlogloss:1.79941
[228]	train-mlogloss:1.79887	validation-mlogloss:1.79843
[229]	train-mlogloss:1.79764	validation-mlogloss:1.79747
[230]	train-mlogloss:1.79635	validation-mlogloss:1.79649
[231]	train-mlogloss:1.79508	validation-mlogloss:1.79535
[232]	train-mlogloss:1.79375	validation-mlogloss:1.79403
[233]	train-mlogloss:1.79248	validation-mlogloss:1.79313
[234]	train-mlogloss:1.79128	validation-mlogloss:1.79217
[235]	train-mlogloss:1.78998	validation-mlogloss:1.79126
[236]	train-mlogloss:1.78864	validation-mlogloss:1.79021
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[538]	train-mlogloss:1.55976	validation-mlogloss:1.68235
[539]	train-mlogloss:1.55928	validation-mlogloss:1.68228
Saved model to disk.
2025-10-27 09:49:20.089795: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:49:20.102301: 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 00:00:1761554960.115940  417654 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761554960.120394  417654 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761554960.131566  417654 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554960.131593  417654 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554960.131597  417654 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761554960.131600  417654 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:49:20.135026: 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:2.69397	validation-mlogloss:2.69255
[1]	train-mlogloss:2.67969	validation-mlogloss:2.67655
[2]	train-mlogloss:2.66659	validation-mlogloss:2.66240
[3]	train-mlogloss:2.65286	validation-mlogloss:2.64681
[4]	train-mlogloss:2.64020	validation-mlogloss:2.63347
[5]	train-mlogloss:2.62736	validation-mlogloss:2.61937
[6]	train-mlogloss:2.61500	validation-mlogloss:2.60638
[7]	train-mlogloss:2.60256	validation-mlogloss:2.59219
[8]	train-mlogloss:2.59057	validation-mlogloss:2.57888
[9]	train-mlogloss:2.57938	validation-mlogloss:2.56688
[10]	train-mlogloss:2.56760	validation-mlogloss:2.55336
[11]	train-mlogloss:2.55745	validation-mlogloss:2.54162
[12]	train-mlogloss:2.54644	validation-mlogloss:2.52933
[13]	train-mlogloss:2.53558	validation-mlogloss:2.51735
[14]	train-mlogloss:2.52486	validation-mlogloss:2.50592
[15]	train-mlogloss:2.51453	validation-mlogloss:2.49375
[16]	train-mlogloss:2.50570	validation-mlogloss:2.48330
[17]	train-mlogloss:2.49608	validation-mlogloss:2.47224
[18]	train-mlogloss:2.48675	validation-mlogloss:2.46208
[19]	train-mlogloss:2.47744	validation-mlogloss:2.45186
[20]	train-mlogloss:2.46841	validation-mlogloss:2.44226
[21]	train-mlogloss:2.45948	validation-mlogloss:2.43198
[22]	train-mlogloss:2.45073	validation-mlogloss:2.42241
[23]	train-mlogloss:2.44194	validation-mlogloss:2.41265
[24]	train-mlogloss:2.43341	validation-mlogloss:2.40336
[25]	train-mlogloss:2.42573	validation-mlogloss:2.39456
[26]	train-mlogloss:2.41735	validation-mlogloss:2.38534
[27]	train-mlogloss:2.40940	validation-mlogloss:2.37690
[28]	train-mlogloss:2.40184	validation-mlogloss:2.36850
[29]	train-mlogloss:2.39407	validation-mlogloss:2.36053
[30]	train-mlogloss:2.38661	validation-mlogloss:2.35266
[31]	train-mlogloss:2.37907	validation-mlogloss:2.34458
[32]	train-mlogloss:2.37213	validation-mlogloss:2.33715
[33]	train-mlogloss:2.36498	validation-mlogloss:2.32929
[34]	train-mlogloss:2.35789	validation-mlogloss:2.32175
[35]	train-mlogloss:2.35104	validation-mlogloss:2.31448
[36]	train-mlogloss:2.34430	validation-mlogloss:2.30708
[37]	train-mlogloss:2.33738	validation-mlogloss:2.30007
[38]	train-mlogloss:2.33086	validation-mlogloss:2.29296
[39]	train-mlogloss:2.32460	validation-mlogloss:2.28639
[40]	train-mlogloss:2.31846	validation-mlogloss:2.27925
[41]	train-mlogloss:2.31239	validation-mlogloss:2.27288
[42]	train-mlogloss:2.30623	validation-mlogloss:2.26608
[43]	train-mlogloss:2.30030	validation-mlogloss:2.25978
[44]	train-mlogloss:2.29387	validation-mlogloss:2.25260
[45]	train-mlogloss:2.28787	validation-mlogloss:2.24588
[46]	train-mlogloss:2.28224	validation-mlogloss:2.24008
[47]	train-mlogloss:2.27674	validation-mlogloss:2.23490
[48]	train-mlogloss:2.27071	validation-mlogloss:2.22871
[49]	train-mlogloss:2.26503	validation-mlogloss:2.22254
[50]	train-mlogloss:2.25951	validation-mlogloss:2.21686
[51]	train-mlogloss:2.25431	validation-mlogloss:2.21137
[52]	train-mlogloss:2.24870	validation-mlogloss:2.20520
[53]	train-mlogloss:2.24349	validation-mlogloss:2.19984
[54]	train-mlogloss:2.23818	validation-mlogloss:2.19484
[55]	train-mlogloss:2.23286	validation-mlogloss:2.18945
[56]	train-mlogloss:2.22770	validation-mlogloss:2.18409
[57]	train-mlogloss:2.22304	validation-mlogloss:2.17931
[58]	train-mlogloss:2.21800	validation-mlogloss:2.17406
[59]	train-mlogloss:2.21337	validation-mlogloss:2.16943
[60]	train-mlogloss:2.20845	validation-mlogloss:2.16451
[61]	train-mlogloss:2.20369	validation-mlogloss:2.15990
[62]	train-mlogloss:2.19880	validation-mlogloss:2.15486
[63]	train-mlogloss:2.19387	validation-mlogloss:2.14962
[64]	train-mlogloss:2.18907	validation-mlogloss:2.14498
[65]	train-mlogloss:2.18438	validation-mlogloss:2.14002
[66]	train-mlogloss:2.17993	validation-mlogloss:2.13551
[67]	train-mlogloss:2.17550	validation-mlogloss:2.13111
[68]	train-mlogloss:2.17080	validation-mlogloss:2.12656
[69]	train-mlogloss:2.16651	validation-mlogloss:2.12266
[70]	train-mlogloss:2.16236	validation-mlogloss:2.11834
[71]	train-mlogloss:2.15810	validation-mlogloss:2.11410
[72]	train-mlogloss:2.15384	validation-mlogloss:2.11020
[73]	train-mlogloss:2.14969	validation-mlogloss:2.10594
[74]	train-mlogloss:2.14565	validation-mlogloss:2.10182
[75]	train-mlogloss:2.14154	validation-mlogloss:2.09770
[76]	train-mlogloss:2.13767	validation-mlogloss:2.09403
[77]	train-mlogloss:2.13363	validation-mlogloss:2.09009
[78]	train-mlogloss:2.12975	validation-mlogloss:2.08636
[79]	train-mlogloss:2.12607	validation-mlogloss:2.08268
[80]	train-mlogloss:2.12225	validation-mlogloss:2.07886
[81]	train-mlogloss:2.11842	validation-mlogloss:2.07494
[82]	train-mlogloss:2.11470	validation-mlogloss:2.07113
[83]	train-mlogloss:2.11080	validation-mlogloss:2.06743
[84]	train-mlogloss:2.10713	validation-mlogloss:2.06423
[85]	train-mlogloss:2.10361	validation-mlogloss:2.06092
[86]	train-mlogloss:2.10020	validation-mlogloss:2.05757
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[88]	train-mlogloss:2.09321	validation-mlogloss:2.05126
[89]	train-mlogloss:2.08974	validation-mlogloss:2.04787
[90]	train-mlogloss:2.08631	validation-mlogloss:2.04501
[91]	train-mlogloss:2.08298	validation-mlogloss:2.04176
[92]	train-mlogloss:2.07970	validation-mlogloss:2.03862
[93]	train-mlogloss:2.07626	validation-mlogloss:2.03525
[94]	train-mlogloss:2.07289	validation-mlogloss:2.03205
[95]	train-mlogloss:2.06959	validation-mlogloss:2.02894
[96]	train-mlogloss:2.06643	validation-mlogloss:2.02594
[97]	train-mlogloss:2.06325	validation-mlogloss:2.02272
[98]	train-mlogloss:2.05999	validation-mlogloss:2.01937
[99]	train-mlogloss:2.05673	validation-mlogloss:2.01634
[100]	train-mlogloss:2.05351	validation-mlogloss:2.01313
[101]	train-mlogloss:2.05030	validation-mlogloss:2.01011
[102]	train-mlogloss:2.04716	validation-mlogloss:2.00686
[103]	train-mlogloss:2.04402	validation-mlogloss:2.00408
[104]	train-mlogloss:2.04102	validation-mlogloss:2.00154
[105]	train-mlogloss:2.03804	validation-mlogloss:1.99882
[106]	train-mlogloss:2.03500	validation-mlogloss:1.99603
[107]	train-mlogloss:2.03216	validation-mlogloss:1.99329
[108]	train-mlogloss:2.02911	validation-mlogloss:1.99043
[109]	train-mlogloss:2.02637	validation-mlogloss:1.98811
[110]	train-mlogloss:2.02354	validation-mlogloss:1.98539
[111]	train-mlogloss:2.02057	validation-mlogloss:1.98269
[112]	train-mlogloss:2.01776	validation-mlogloss:1.98009
[113]	train-mlogloss:2.01509	validation-mlogloss:1.97759
[114]	train-mlogloss:2.01245	validation-mlogloss:1.97557
[115]	train-mlogloss:2.00977	validation-mlogloss:1.97295
[116]	train-mlogloss:2.00710	validation-mlogloss:1.97059
[117]	train-mlogloss:2.00436	validation-mlogloss:1.96835
[118]	train-mlogloss:2.00167	validation-mlogloss:1.96580
[119]	train-mlogloss:1.99894	validation-mlogloss:1.96346
[120]	train-mlogloss:1.99607	validation-mlogloss:1.96072
[121]	train-mlogloss:1.99349	validation-mlogloss:1.95833
[122]	train-mlogloss:1.99099	validation-mlogloss:1.95607
[123]	train-mlogloss:1.98821	validation-mlogloss:1.95350
[124]	train-mlogloss:1.98571	validation-mlogloss:1.95119
[125]	train-mlogloss:1.98300	validation-mlogloss:1.94871
[126]	train-mlogloss:1.98051	validation-mlogloss:1.94676
[127]	train-mlogloss:1.97799	validation-mlogloss:1.94435
[128]	train-mlogloss:1.97557	validation-mlogloss:1.94237
[129]	train-mlogloss:1.97316	validation-mlogloss:1.94057
[130]	train-mlogloss:1.97055	validation-mlogloss:1.93841
[131]	train-mlogloss:1.96808	validation-mlogloss:1.93635
[132]	train-mlogloss:1.96580	validation-mlogloss:1.93449
[133]	train-mlogloss:1.96332	validation-mlogloss:1.93239
[134]	train-mlogloss:1.96104	validation-mlogloss:1.93070
[135]	train-mlogloss:1.95863	validation-mlogloss:1.92842
[136]	train-mlogloss:1.95632	validation-mlogloss:1.92626
[137]	train-mlogloss:1.95408	validation-mlogloss:1.92435
[138]	train-mlogloss:1.95192	validation-mlogloss:1.92223
[139]	train-mlogloss:1.94965	validation-mlogloss:1.92056
[140]	train-mlogloss:1.94738	validation-mlogloss:1.91851
[141]	train-mlogloss:1.94515	validation-mlogloss:1.91636
[142]	train-mlogloss:1.94286	validation-mlogloss:1.91413
[143]	train-mlogloss:1.94062	validation-mlogloss:1.91215
[144]	train-mlogloss:1.93827	validation-mlogloss:1.91036
[145]	train-mlogloss:1.93608	validation-mlogloss:1.90851
[146]	train-mlogloss:1.93402	validation-mlogloss:1.90694
[147]	train-mlogloss:1.93195	validation-mlogloss:1.90502
[148]	train-mlogloss:1.92995	validation-mlogloss:1.90345
[149]	train-mlogloss:1.92803	validation-mlogloss:1.90188
[150]	train-mlogloss:1.92583	validation-mlogloss:1.89990
[151]	train-mlogloss:1.92386	validation-mlogloss:1.89854
[152]	train-mlogloss:1.92182	validation-mlogloss:1.89675
[153]	train-mlogloss:1.91974	validation-mlogloss:1.89489
[154]	train-mlogloss:1.91764	validation-mlogloss:1.89341
[155]	train-mlogloss:1.91568	validation-mlogloss:1.89190
[156]	train-mlogloss:1.91371	validation-mlogloss:1.89040
[157]	train-mlogloss:1.91166	validation-mlogloss:1.88833
[158]	train-mlogloss:1.90957	validation-mlogloss:1.88633
[159]	train-mlogloss:1.90766	validation-mlogloss:1.88466
[160]	train-mlogloss:1.90569	validation-mlogloss:1.88287
[161]	train-mlogloss:1.90375	validation-mlogloss:1.88116
[162]	train-mlogloss:1.90185	validation-mlogloss:1.87961
[163]	train-mlogloss:1.89997	validation-mlogloss:1.87795
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[190]	train-mlogloss:1.85310	validation-mlogloss:1.83854
[191]	train-mlogloss:1.85153	validation-mlogloss:1.83738
[192]	train-mlogloss:1.84982	validation-mlogloss:1.83606
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[195]	train-mlogloss:1.84503	validation-mlogloss:1.83200
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[508]	train-mlogloss:1.57370	validation-mlogloss:1.68611
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[513]	train-mlogloss:1.57116	validation-mlogloss:1.68551
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[515]	train-mlogloss:1.57018	validation-mlogloss:1.68513
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[518]	train-mlogloss:1.56871	validation-mlogloss:1.68471
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[521]	train-mlogloss:1.56714	validation-mlogloss:1.68409
[522]	train-mlogloss:1.56657	validation-mlogloss:1.68389
[523]	train-mlogloss:1.56601	validation-mlogloss:1.68363
[524]	train-mlogloss:1.56557	validation-mlogloss:1.68349
[525]	train-mlogloss:1.56506	validation-mlogloss:1.68342
[526]	train-mlogloss:1.56443	validation-mlogloss:1.68325
[527]	train-mlogloss:1.56403	validation-mlogloss:1.68315
[528]	train-mlogloss:1.56353	validation-mlogloss:1.68295
[529]	train-mlogloss:1.56306	validation-mlogloss:1.68275
[530]	train-mlogloss:1.56259	validation-mlogloss:1.68269
[531]	train-mlogloss:1.56210	validation-mlogloss:1.68267
[532]	train-mlogloss:1.56173	validation-mlogloss:1.68258
[533]	train-mlogloss:1.56118	validation-mlogloss:1.68237
[534]	train-mlogloss:1.56067	validation-mlogloss:1.68217
[535]	train-mlogloss:1.56021	validation-mlogloss:1.68213
[536]	train-mlogloss:1.55973	validation-mlogloss:1.68195
[537]	train-mlogloss:1.55931	validation-mlogloss:1.68186
[538]	train-mlogloss:1.55884	validation-mlogloss:1.68178
[539]	train-mlogloss:1.55842	validation-mlogloss:1.68182
Saved model to disk.
2025-10-27 09:50:05.711201: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:50:05.723698: 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 00:00:1761555005.737285  418578 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555005.741466  418578 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555005.752469  418578 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555005.752493  418578 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555005.752496  418578 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555005.752499  418578 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:50:05.755862: 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:2.69397	validation-mlogloss:2.69278
[1]	train-mlogloss:2.67942	validation-mlogloss:2.67691
[2]	train-mlogloss:2.66677	validation-mlogloss:2.66234
[3]	train-mlogloss:2.65286	validation-mlogloss:2.64702
[4]	train-mlogloss:2.63972	validation-mlogloss:2.63302
[5]	train-mlogloss:2.62663	validation-mlogloss:2.61809
[6]	train-mlogloss:2.61382	validation-mlogloss:2.60331
[7]	train-mlogloss:2.60184	validation-mlogloss:2.59014
[8]	train-mlogloss:2.58985	validation-mlogloss:2.57680
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[308]	train-mlogloss:1.70911	validation-mlogloss:1.74330
[309]	train-mlogloss:1.70818	validation-mlogloss:1.74293
[310]	train-mlogloss:1.70719	validation-mlogloss:1.74236
[311]	train-mlogloss:1.70623	validation-mlogloss:1.74208
[312]	train-mlogloss:1.70525	validation-mlogloss:1.74142
[313]	train-mlogloss:1.70440	validation-mlogloss:1.74089
[314]	train-mlogloss:1.70343	validation-mlogloss:1.74033
[315]	train-mlogloss:1.70245	validation-mlogloss:1.73972
[316]	train-mlogloss:1.70144	validation-mlogloss:1.73914
[317]	train-mlogloss:1.70054	validation-mlogloss:1.73906
[318]	train-mlogloss:1.69966	validation-mlogloss:1.73847
[319]	train-mlogloss:1.69872	validation-mlogloss:1.73812
[320]	train-mlogloss:1.69784	validation-mlogloss:1.73761
[321]	train-mlogloss:1.69709	validation-mlogloss:1.73725
[322]	train-mlogloss:1.69617	validation-mlogloss:1.73672
[323]	train-mlogloss:1.69517	validation-mlogloss:1.73638
[324]	train-mlogloss:1.69440	validation-mlogloss:1.73614
[325]	train-mlogloss:1.69348	validation-mlogloss:1.73579
[326]	train-mlogloss:1.69263	validation-mlogloss:1.73549
[327]	train-mlogloss:1.69166	validation-mlogloss:1.73524
[328]	train-mlogloss:1.69084	validation-mlogloss:1.73489
[329]	train-mlogloss:1.68999	validation-mlogloss:1.73447
[330]	train-mlogloss:1.68918	validation-mlogloss:1.73409
[331]	train-mlogloss:1.68838	validation-mlogloss:1.73398
[332]	train-mlogloss:1.68764	validation-mlogloss:1.73345
[333]	train-mlogloss:1.68681	validation-mlogloss:1.73308
[334]	train-mlogloss:1.68605	validation-mlogloss:1.73262
[335]	train-mlogloss:1.68523	validation-mlogloss:1.73217
[336]	train-mlogloss:1.68438	validation-mlogloss:1.73197
[337]	train-mlogloss:1.68365	validation-mlogloss:1.73178
[338]	train-mlogloss:1.68280	validation-mlogloss:1.73114
[339]	train-mlogloss:1.68199	validation-mlogloss:1.73080
[340]	train-mlogloss:1.68122	validation-mlogloss:1.73037
[341]	train-mlogloss:1.68044	validation-mlogloss:1.72986
[342]	train-mlogloss:1.67966	validation-mlogloss:1.72927
[343]	train-mlogloss:1.67891	validation-mlogloss:1.72866
[344]	train-mlogloss:1.67814	validation-mlogloss:1.72843
[345]	train-mlogloss:1.67728	validation-mlogloss:1.72837
[346]	train-mlogloss:1.67649	validation-mlogloss:1.72773
[347]	train-mlogloss:1.67568	validation-mlogloss:1.72748
[348]	train-mlogloss:1.67483	validation-mlogloss:1.72695
[349]	train-mlogloss:1.67405	validation-mlogloss:1.72669
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[354]	train-mlogloss:1.67012	validation-mlogloss:1.72538
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[356]	train-mlogloss:1.66848	validation-mlogloss:1.72437
[357]	train-mlogloss:1.66770	validation-mlogloss:1.72382
[358]	train-mlogloss:1.66691	validation-mlogloss:1.72362
[359]	train-mlogloss:1.66620	validation-mlogloss:1.72347
[360]	train-mlogloss:1.66545	validation-mlogloss:1.72295
[361]	train-mlogloss:1.66469	validation-mlogloss:1.72263
[362]	train-mlogloss:1.66391	validation-mlogloss:1.72229
[363]	train-mlogloss:1.66305	validation-mlogloss:1.72186
[364]	train-mlogloss:1.66236	validation-mlogloss:1.72137
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[366]	train-mlogloss:1.66101	validation-mlogloss:1.72061
[367]	train-mlogloss:1.66032	validation-mlogloss:1.72028
[368]	train-mlogloss:1.65953	validation-mlogloss:1.71990
[369]	train-mlogloss:1.65877	validation-mlogloss:1.71966
[370]	train-mlogloss:1.65802	validation-mlogloss:1.71928
[371]	train-mlogloss:1.65731	validation-mlogloss:1.71880
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[373]	train-mlogloss:1.65582	validation-mlogloss:1.71816
[374]	train-mlogloss:1.65513	validation-mlogloss:1.71792
[375]	train-mlogloss:1.65436	validation-mlogloss:1.71771
[376]	train-mlogloss:1.65355	validation-mlogloss:1.71729
[377]	train-mlogloss:1.65286	validation-mlogloss:1.71712
[378]	train-mlogloss:1.65214	validation-mlogloss:1.71702
[379]	train-mlogloss:1.65145	validation-mlogloss:1.71680
[380]	train-mlogloss:1.65075	validation-mlogloss:1.71653
[381]	train-mlogloss:1.65001	validation-mlogloss:1.71631
[382]	train-mlogloss:1.64937	validation-mlogloss:1.71595
[383]	train-mlogloss:1.64863	validation-mlogloss:1.71596
[384]	train-mlogloss:1.64783	validation-mlogloss:1.71552
[385]	train-mlogloss:1.64710	validation-mlogloss:1.71501
[386]	train-mlogloss:1.64637	validation-mlogloss:1.71501
[387]	train-mlogloss:1.64568	validation-mlogloss:1.71480
[388]	train-mlogloss:1.64502	validation-mlogloss:1.71425
[389]	train-mlogloss:1.64435	validation-mlogloss:1.71382
[390]	train-mlogloss:1.64352	validation-mlogloss:1.71332
[391]	train-mlogloss:1.64284	validation-mlogloss:1.71303
[392]	train-mlogloss:1.64217	validation-mlogloss:1.71282
[393]	train-mlogloss:1.64148	validation-mlogloss:1.71248
[394]	train-mlogloss:1.64074	validation-mlogloss:1.71235
[395]	train-mlogloss:1.63998	validation-mlogloss:1.71188
[396]	train-mlogloss:1.63929	validation-mlogloss:1.71158
[397]	train-mlogloss:1.63864	validation-mlogloss:1.71138
[398]	train-mlogloss:1.63789	validation-mlogloss:1.71111
[399]	train-mlogloss:1.63725	validation-mlogloss:1.71087
[400]	train-mlogloss:1.63663	validation-mlogloss:1.71080
[401]	train-mlogloss:1.63588	validation-mlogloss:1.71057
[402]	train-mlogloss:1.63526	validation-mlogloss:1.71005
[403]	train-mlogloss:1.63452	validation-mlogloss:1.70967
[404]	train-mlogloss:1.63386	validation-mlogloss:1.70936
[405]	train-mlogloss:1.63320	validation-mlogloss:1.70889
[406]	train-mlogloss:1.63249	validation-mlogloss:1.70867
[407]	train-mlogloss:1.63191	validation-mlogloss:1.70862
[408]	train-mlogloss:1.63122	validation-mlogloss:1.70823
[409]	train-mlogloss:1.63068	validation-mlogloss:1.70815
[410]	train-mlogloss:1.62995	validation-mlogloss:1.70767
[411]	train-mlogloss:1.62937	validation-mlogloss:1.70735
[412]	train-mlogloss:1.62868	validation-mlogloss:1.70687
[413]	train-mlogloss:1.62808	validation-mlogloss:1.70630
[414]	train-mlogloss:1.62739	validation-mlogloss:1.70602
[415]	train-mlogloss:1.62660	validation-mlogloss:1.70572
[416]	train-mlogloss:1.62589	validation-mlogloss:1.70539
[417]	train-mlogloss:1.62520	validation-mlogloss:1.70502
[418]	train-mlogloss:1.62466	validation-mlogloss:1.70473
[419]	train-mlogloss:1.62397	validation-mlogloss:1.70455
[420]	train-mlogloss:1.62330	validation-mlogloss:1.70450
[421]	train-mlogloss:1.62257	validation-mlogloss:1.70430
[422]	train-mlogloss:1.62192	validation-mlogloss:1.70402
[423]	train-mlogloss:1.62122	validation-mlogloss:1.70374
[424]	train-mlogloss:1.62058	validation-mlogloss:1.70331
[425]	train-mlogloss:1.61989	validation-mlogloss:1.70316
[426]	train-mlogloss:1.61924	validation-mlogloss:1.70282
[427]	train-mlogloss:1.61864	validation-mlogloss:1.70222
[428]	train-mlogloss:1.61792	validation-mlogloss:1.70180
[429]	train-mlogloss:1.61717	validation-mlogloss:1.70139
[430]	train-mlogloss:1.61652	validation-mlogloss:1.70130
[431]	train-mlogloss:1.61574	validation-mlogloss:1.70114
[432]	train-mlogloss:1.61505	validation-mlogloss:1.70064
[433]	train-mlogloss:1.61435	validation-mlogloss:1.70039
[434]	train-mlogloss:1.61375	validation-mlogloss:1.69999
[435]	train-mlogloss:1.61313	validation-mlogloss:1.69973
[436]	train-mlogloss:1.61252	validation-mlogloss:1.69936
[437]	train-mlogloss:1.61200	validation-mlogloss:1.69896
[438]	train-mlogloss:1.61138	validation-mlogloss:1.69857
[439]	train-mlogloss:1.61088	validation-mlogloss:1.69844
[440]	train-mlogloss:1.61032	validation-mlogloss:1.69835
[441]	train-mlogloss:1.60968	validation-mlogloss:1.69810
[442]	train-mlogloss:1.60912	validation-mlogloss:1.69776
[443]	train-mlogloss:1.60859	validation-mlogloss:1.69759
[444]	train-mlogloss:1.60801	validation-mlogloss:1.69735
[445]	train-mlogloss:1.60735	validation-mlogloss:1.69712
[446]	train-mlogloss:1.60674	validation-mlogloss:1.69714
[447]	train-mlogloss:1.60613	validation-mlogloss:1.69677
[448]	train-mlogloss:1.60559	validation-mlogloss:1.69656
[449]	train-mlogloss:1.60508	validation-mlogloss:1.69611
[450]	train-mlogloss:1.60445	validation-mlogloss:1.69584
[451]	train-mlogloss:1.60376	validation-mlogloss:1.69571
[452]	train-mlogloss:1.60317	validation-mlogloss:1.69552
[453]	train-mlogloss:1.60258	validation-mlogloss:1.69549
[454]	train-mlogloss:1.60202	validation-mlogloss:1.69544
[455]	train-mlogloss:1.60140	validation-mlogloss:1.69531
[456]	train-mlogloss:1.60084	validation-mlogloss:1.69519
[457]	train-mlogloss:1.60021	validation-mlogloss:1.69504
[458]	train-mlogloss:1.59949	validation-mlogloss:1.69486
[459]	train-mlogloss:1.59888	validation-mlogloss:1.69462
[460]	train-mlogloss:1.59829	validation-mlogloss:1.69439
[461]	train-mlogloss:1.59768	validation-mlogloss:1.69418
[462]	train-mlogloss:1.59717	validation-mlogloss:1.69405
[463]	train-mlogloss:1.59652	validation-mlogloss:1.69365
[464]	train-mlogloss:1.59591	validation-mlogloss:1.69361
[465]	train-mlogloss:1.59531	validation-mlogloss:1.69344
[466]	train-mlogloss:1.59470	validation-mlogloss:1.69331
[467]	train-mlogloss:1.59411	validation-mlogloss:1.69328
[468]	train-mlogloss:1.59352	validation-mlogloss:1.69335
[469]	train-mlogloss:1.59297	validation-mlogloss:1.69317
[470]	train-mlogloss:1.59246	validation-mlogloss:1.69318
[471]	train-mlogloss:1.59182	validation-mlogloss:1.69293
[472]	train-mlogloss:1.59128	validation-mlogloss:1.69266
[473]	train-mlogloss:1.59068	validation-mlogloss:1.69261
[474]	train-mlogloss:1.59014	validation-mlogloss:1.69233
[475]	train-mlogloss:1.58958	validation-mlogloss:1.69211
[476]	train-mlogloss:1.58900	validation-mlogloss:1.69192
[477]	train-mlogloss:1.58838	validation-mlogloss:1.69168
[478]	train-mlogloss:1.58774	validation-mlogloss:1.69146
[479]	train-mlogloss:1.58720	validation-mlogloss:1.69125
[480]	train-mlogloss:1.58665	validation-mlogloss:1.69108
[481]	train-mlogloss:1.58604	validation-mlogloss:1.69097
[482]	train-mlogloss:1.58559	validation-mlogloss:1.69096
[483]	train-mlogloss:1.58498	validation-mlogloss:1.69080
[484]	train-mlogloss:1.58450	validation-mlogloss:1.69051
[485]	train-mlogloss:1.58395	validation-mlogloss:1.69028
[486]	train-mlogloss:1.58344	validation-mlogloss:1.69027
[487]	train-mlogloss:1.58284	validation-mlogloss:1.69011
[488]	train-mlogloss:1.58237	validation-mlogloss:1.68995
[489]	train-mlogloss:1.58179	validation-mlogloss:1.68977
[490]	train-mlogloss:1.58124	validation-mlogloss:1.68954
[491]	train-mlogloss:1.58076	validation-mlogloss:1.68953
[492]	train-mlogloss:1.58023	validation-mlogloss:1.68940
[493]	train-mlogloss:1.57968	validation-mlogloss:1.68915
[494]	train-mlogloss:1.57918	validation-mlogloss:1.68900
[495]	train-mlogloss:1.57864	validation-mlogloss:1.68903
[496]	train-mlogloss:1.57811	validation-mlogloss:1.68869
[497]	train-mlogloss:1.57753	validation-mlogloss:1.68834
[498]	train-mlogloss:1.57702	validation-mlogloss:1.68812
[499]	train-mlogloss:1.57660	validation-mlogloss:1.68796
[500]	train-mlogloss:1.57617	validation-mlogloss:1.68803
[501]	train-mlogloss:1.57565	validation-mlogloss:1.68797
[502]	train-mlogloss:1.57509	validation-mlogloss:1.68780
[503]	train-mlogloss:1.57455	validation-mlogloss:1.68769
[504]	train-mlogloss:1.57412	validation-mlogloss:1.68744
[505]	train-mlogloss:1.57361	validation-mlogloss:1.68711
[506]	train-mlogloss:1.57311	validation-mlogloss:1.68695
[507]	train-mlogloss:1.57256	validation-mlogloss:1.68692
[508]	train-mlogloss:1.57199	validation-mlogloss:1.68683
[509]	train-mlogloss:1.57148	validation-mlogloss:1.68674
[510]	train-mlogloss:1.57102	validation-mlogloss:1.68664
[511]	train-mlogloss:1.57055	validation-mlogloss:1.68651
[512]	train-mlogloss:1.57009	validation-mlogloss:1.68641
[513]	train-mlogloss:1.56959	validation-mlogloss:1.68627
[514]	train-mlogloss:1.56907	validation-mlogloss:1.68616
[515]	train-mlogloss:1.56858	validation-mlogloss:1.68590
[516]	train-mlogloss:1.56807	validation-mlogloss:1.68566
[517]	train-mlogloss:1.56748	validation-mlogloss:1.68557
[518]	train-mlogloss:1.56697	validation-mlogloss:1.68533
[519]	train-mlogloss:1.56653	validation-mlogloss:1.68530
[520]	train-mlogloss:1.56612	validation-mlogloss:1.68513
[521]	train-mlogloss:1.56562	validation-mlogloss:1.68482
[522]	train-mlogloss:1.56514	validation-mlogloss:1.68469
[523]	train-mlogloss:1.56468	validation-mlogloss:1.68449
[524]	train-mlogloss:1.56418	validation-mlogloss:1.68448
[525]	train-mlogloss:1.56373	validation-mlogloss:1.68452
[526]	train-mlogloss:1.56325	validation-mlogloss:1.68432
[527]	train-mlogloss:1.56275	validation-mlogloss:1.68416
[528]	train-mlogloss:1.56232	validation-mlogloss:1.68399
[529]	train-mlogloss:1.56187	validation-mlogloss:1.68396
[530]	train-mlogloss:1.56136	validation-mlogloss:1.68394
[531]	train-mlogloss:1.56085	validation-mlogloss:1.68386
[532]	train-mlogloss:1.56033	validation-mlogloss:1.68378
[533]	train-mlogloss:1.55986	validation-mlogloss:1.68359
[534]	train-mlogloss:1.55938	validation-mlogloss:1.68361
[535]	train-mlogloss:1.55886	validation-mlogloss:1.68365
[536]	train-mlogloss:1.55829	validation-mlogloss:1.68367
[537]	train-mlogloss:1.55790	validation-mlogloss:1.68342
[538]	train-mlogloss:1.55747	validation-mlogloss:1.68329
[539]	train-mlogloss:1.55702	validation-mlogloss:1.68310
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.49 [%]
Global accuracy score (test) = 44.46 [%]
Global F1 score (train) = 51.64 [%]
Global F1 score (test) = 43.69 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.77      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.38      0.46      0.41       184
       CAMINAR USUAL SPEED       0.36      0.27      0.31       184
            CAMINAR ZIGZAG       0.38      0.54      0.44       184
          DE PIE BARRIENDO       0.75      0.28      0.40       184
   DE PIE DOBLANDO TOALLAS       0.49      0.43      0.46       184
    DE PIE MOVIENDO LIBROS       0.35      0.32      0.33       184
          DE PIE USANDO PC       0.20      0.31      0.24       184
        FASE REPOSO CON K5       0.56      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.75      0.69      0.72       184
           SENTADO LEYENDO       0.49      0.36      0.42       184
         SENTADO USANDO PC       0.21      0.12      0.15       184
      SENTADO VIENDO LA TV       0.26      0.22      0.24       184
   SUBIR Y BAJAR ESCALERAS       0.62      0.50      0.55       184
                    TROTAR       0.64      0.57      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 16: 44.46 [%]
F1-score capturado en la ejecución 16: 43.69 [%]

=== EJECUCIÓN 17 ===

--- TRAIN (ejecución 17) ---

--- TEST (ejecución 17) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.2 [%]
Global accuracy score (test) = 45.05 [%]
Global F1 score (train) = 51.32 [%]
Global F1 score (test) = 44.37 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.76      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.38      0.46      0.42       184
       CAMINAR USUAL SPEED       0.36      0.28      0.31       184
            CAMINAR ZIGZAG       0.38      0.55      0.45       184
          DE PIE BARRIENDO       0.73      0.29      0.42       184
   DE PIE DOBLANDO TOALLAS       0.49      0.43      0.46       184
    DE PIE MOVIENDO LIBROS       0.34      0.29      0.32       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.57      0.86      0.69       184
INCREMENTAL CICLOERGOMETRO       0.75      0.70      0.72       184
           SENTADO LEYENDO       0.44      0.34      0.38       184
         SENTADO USANDO PC       0.25      0.14      0.18       184
      SENTADO VIENDO LA TV       0.31      0.25      0.28       184
   SUBIR Y BAJAR ESCALERAS       0.68      0.53      0.60       184
                    TROTAR       0.68      0.57      0.62       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.44      2737
              weighted avg       0.47      0.45      0.44      2737


Accuracy capturado en la ejecución 17: 45.05 [%]
F1-score capturado en la ejecución 17: 44.37 [%]

=== EJECUCIÓN 18 ===

--- TRAIN (ejecución 18) ---

--- TEST (ejecución 18) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.39 [%]
Global accuracy score (test) = 45.34 [%]
Global F1 score (train) = 51.52 [%]
Global F1 score (test) = 44.84 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.74      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.37      0.46      0.41       184
       CAMINAR USUAL SPEED       0.38      0.30      0.34       184
            CAMINAR ZIGZAG       0.39      0.55      0.46       184
          DE PIE BARRIENDO       0.76      0.30      0.43       184
   DE PIE DOBLANDO TOALLAS       0.51      0.43      0.47       184
    DE PIE MOVIENDO LIBROS       0.40      0.35      0.37       184
          DE PIE USANDO PC       0.21      0.33      0.26       184
        FASE REPOSO CON K5       0.58      0.85      0.69       184
INCREMENTAL CICLOERGOMETRO       0.76      0.69      0.72       184
           SENTADO LEYENDO       0.51      0.39      0.44       184
         SENTADO USANDO PC       0.24      0.14      0.18       184
      SENTADO VIENDO LA TV       0.27      0.23      0.25       184
   SUBIR Y BAJAR ESCALERAS       0.61      0.47      0.53       184
                    TROTAR       0.66      0.57      0.61       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.45      2737
              weighted avg       0.47      0.45      0.45      2737


Accuracy capturado en la ejecución 18: 45.34 [%]
F1-score capturado en la ejecución 18: 44.84 [%]

=== EJECUCIÓN 19 ===

--- TRAIN (ejecución 19) ---

--- TEST (ejecución 19) ---
2025-10-27 09:50:51.771680: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:50:51.784333: 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 00:00:1761555051.797966  419474 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555051.802290  419474 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555051.813233  419474 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555051.813256  419474 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555051.813259  419474 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555051.813262  419474 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:50:51.816608: 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:2.69389	validation-mlogloss:2.69299
[1]	train-mlogloss:2.67960	validation-mlogloss:2.67743
[2]	train-mlogloss:2.66684	validation-mlogloss:2.66372
[3]	train-mlogloss:2.65309	validation-mlogloss:2.64886
[4]	train-mlogloss:2.64078	validation-mlogloss:2.63604
[5]	train-mlogloss:2.62735	validation-mlogloss:2.62024
[6]	train-mlogloss:2.61449	validation-mlogloss:2.60653
[7]	train-mlogloss:2.60200	validation-mlogloss:2.59285
[8]	train-mlogloss:2.58991	validation-mlogloss:2.58004
[9]	train-mlogloss:2.57911	validation-mlogloss:2.56855
[10]	train-mlogloss:2.56862	validation-mlogloss:2.55676
[11]	train-mlogloss:2.55739	validation-mlogloss:2.54416
[12]	train-mlogloss:2.54659	validation-mlogloss:2.53278
[13]	train-mlogloss:2.53690	validation-mlogloss:2.52123
[14]	train-mlogloss:2.52709	validation-mlogloss:2.51077
[15]	train-mlogloss:2.51647	validation-mlogloss:2.49865
[16]	train-mlogloss:2.50693	validation-mlogloss:2.48816
[17]	train-mlogloss:2.49698	validation-mlogloss:2.47692
[18]	train-mlogloss:2.48758	validation-mlogloss:2.46677
[19]	train-mlogloss:2.47798	validation-mlogloss:2.45634
[20]	train-mlogloss:2.46880	validation-mlogloss:2.44578
[21]	train-mlogloss:2.45973	validation-mlogloss:2.43542
[22]	train-mlogloss:2.45110	validation-mlogloss:2.42533
[23]	train-mlogloss:2.44253	validation-mlogloss:2.41592
[24]	train-mlogloss:2.43437	validation-mlogloss:2.40742
[25]	train-mlogloss:2.42597	validation-mlogloss:2.39767
[26]	train-mlogloss:2.41839	validation-mlogloss:2.38959
[27]	train-mlogloss:2.41032	validation-mlogloss:2.38081
[28]	train-mlogloss:2.40239	validation-mlogloss:2.37222
[29]	train-mlogloss:2.39507	validation-mlogloss:2.36413
[30]	train-mlogloss:2.38762	validation-mlogloss:2.35561
[31]	train-mlogloss:2.38002	validation-mlogloss:2.34724
[32]	train-mlogloss:2.37278	validation-mlogloss:2.33951
[33]	train-mlogloss:2.36599	validation-mlogloss:2.33265
[34]	train-mlogloss:2.35893	validation-mlogloss:2.32528
[35]	train-mlogloss:2.35206	validation-mlogloss:2.31762
[36]	train-mlogloss:2.34533	validation-mlogloss:2.31027
[37]	train-mlogloss:2.33854	validation-mlogloss:2.30336
[38]	train-mlogloss:2.33192	validation-mlogloss:2.29638
[39]	train-mlogloss:2.32575	validation-mlogloss:2.29035
[40]	train-mlogloss:2.31903	validation-mlogloss:2.28298
[41]	train-mlogloss:2.31261	validation-mlogloss:2.27624
[42]	train-mlogloss:2.30629	validation-mlogloss:2.26929
[43]	train-mlogloss:2.30018	validation-mlogloss:2.26262
[44]	train-mlogloss:2.29419	validation-mlogloss:2.25604
[45]	train-mlogloss:2.28808	validation-mlogloss:2.24939
[46]	train-mlogloss:2.28212	validation-mlogloss:2.24375
[47]	train-mlogloss:2.27614	validation-mlogloss:2.23739
[48]	train-mlogloss:2.27003	validation-mlogloss:2.23089
[49]	train-mlogloss:2.26445	validation-mlogloss:2.22479
[50]	train-mlogloss:2.25884	validation-mlogloss:2.21845
[51]	train-mlogloss:2.25342	validation-mlogloss:2.21279
[52]	train-mlogloss:2.24802	validation-mlogloss:2.20705
[53]	train-mlogloss:2.24252	validation-mlogloss:2.20140
[54]	train-mlogloss:2.23726	validation-mlogloss:2.19602
[55]	train-mlogloss:2.23192	validation-mlogloss:2.19011
[56]	train-mlogloss:2.22696	validation-mlogloss:2.18520
[57]	train-mlogloss:2.22202	validation-mlogloss:2.18039
[58]	train-mlogloss:2.21710	validation-mlogloss:2.17457
[59]	train-mlogloss:2.21220	validation-mlogloss:2.16968
[60]	train-mlogloss:2.20756	validation-mlogloss:2.16510
[61]	train-mlogloss:2.20289	validation-mlogloss:2.16089
[62]	train-mlogloss:2.19806	validation-mlogloss:2.15617
[63]	train-mlogloss:2.19336	validation-mlogloss:2.15203
[64]	train-mlogloss:2.18900	validation-mlogloss:2.14762
[65]	train-mlogloss:2.18443	validation-mlogloss:2.14320
[66]	train-mlogloss:2.17993	validation-mlogloss:2.13876
[67]	train-mlogloss:2.17540	validation-mlogloss:2.13396
[68]	train-mlogloss:2.17083	validation-mlogloss:2.12904
[69]	train-mlogloss:2.16672	validation-mlogloss:2.12463
[70]	train-mlogloss:2.16214	validation-mlogloss:2.12051
[71]	train-mlogloss:2.15772	validation-mlogloss:2.11607
[72]	train-mlogloss:2.15351	validation-mlogloss:2.11215
[73]	train-mlogloss:2.14952	validation-mlogloss:2.10814
[74]	train-mlogloss:2.14543	validation-mlogloss:2.10393
[75]	train-mlogloss:2.14147	validation-mlogloss:2.10016
[76]	train-mlogloss:2.13759	validation-mlogloss:2.09635
[77]	train-mlogloss:2.13375	validation-mlogloss:2.09260
[78]	train-mlogloss:2.12973	validation-mlogloss:2.08858
[79]	train-mlogloss:2.12567	validation-mlogloss:2.08459
[80]	train-mlogloss:2.12191	validation-mlogloss:2.08121
[81]	train-mlogloss:2.11809	validation-mlogloss:2.07773
[82]	train-mlogloss:2.11439	validation-mlogloss:2.07398
[83]	train-mlogloss:2.11074	validation-mlogloss:2.07011
[84]	train-mlogloss:2.10712	validation-mlogloss:2.06683
[85]	train-mlogloss:2.10329	validation-mlogloss:2.06323
[86]	train-mlogloss:2.09963	validation-mlogloss:2.05986
[87]	train-mlogloss:2.09616	validation-mlogloss:2.05630
[88]	train-mlogloss:2.09253	validation-mlogloss:2.05256
[89]	train-mlogloss:2.08926	validation-mlogloss:2.04961
[90]	train-mlogloss:2.08594	validation-mlogloss:2.04638
[91]	train-mlogloss:2.08254	validation-mlogloss:2.04274
[92]	train-mlogloss:2.07928	validation-mlogloss:2.03965
[93]	train-mlogloss:2.07594	validation-mlogloss:2.03662
[94]	train-mlogloss:2.07256	validation-mlogloss:2.03354
[95]	train-mlogloss:2.06922	validation-mlogloss:2.03041
[96]	train-mlogloss:2.06597	validation-mlogloss:2.02741
[97]	train-mlogloss:2.06291	validation-mlogloss:2.02442
[98]	train-mlogloss:2.05977	validation-mlogloss:2.02167
[99]	train-mlogloss:2.05679	validation-mlogloss:2.01875
[100]	train-mlogloss:2.05367	validation-mlogloss:2.01600
[101]	train-mlogloss:2.05062	validation-mlogloss:2.01328
[102]	train-mlogloss:2.04752	validation-mlogloss:2.01024
[103]	train-mlogloss:2.04441	validation-mlogloss:2.00712
[104]	train-mlogloss:2.04118	validation-mlogloss:2.00415
[105]	train-mlogloss:2.03806	validation-mlogloss:2.00114
[106]	train-mlogloss:2.03511	validation-mlogloss:1.99825
[107]	train-mlogloss:2.03219	validation-mlogloss:1.99515
[108]	train-mlogloss:2.02934	validation-mlogloss:1.99260
[109]	train-mlogloss:2.02632	validation-mlogloss:1.98985
[110]	train-mlogloss:2.02334	validation-mlogloss:1.98690
[111]	train-mlogloss:2.02036	validation-mlogloss:1.98447
[112]	train-mlogloss:2.01764	validation-mlogloss:1.98199
[113]	train-mlogloss:2.01490	validation-mlogloss:1.97963
[114]	train-mlogloss:2.01196	validation-mlogloss:1.97688
[115]	train-mlogloss:2.00929	validation-mlogloss:1.97464
[116]	train-mlogloss:2.00670	validation-mlogloss:1.97247
[117]	train-mlogloss:2.00388	validation-mlogloss:1.96960
[118]	train-mlogloss:2.00134	validation-mlogloss:1.96715
[119]	train-mlogloss:1.99875	validation-mlogloss:1.96481
[120]	train-mlogloss:1.99620	validation-mlogloss:1.96249
[121]	train-mlogloss:1.99369	validation-mlogloss:1.96002
[122]	train-mlogloss:1.99117	validation-mlogloss:1.95762
[123]	train-mlogloss:1.98857	validation-mlogloss:1.95493
[124]	train-mlogloss:1.98595	validation-mlogloss:1.95233
[125]	train-mlogloss:1.98346	validation-mlogloss:1.95001
[126]	train-mlogloss:1.98109	validation-mlogloss:1.94781
[127]	train-mlogloss:1.97853	validation-mlogloss:1.94541
[128]	train-mlogloss:1.97604	validation-mlogloss:1.94332
[129]	train-mlogloss:1.97362	validation-mlogloss:1.94117
[130]	train-mlogloss:1.97099	validation-mlogloss:1.93883
[131]	train-mlogloss:1.96851	validation-mlogloss:1.93643
[132]	train-mlogloss:1.96612	validation-mlogloss:1.93428
[133]	train-mlogloss:1.96377	validation-mlogloss:1.93204
[134]	train-mlogloss:1.96130	validation-mlogloss:1.92990
[135]	train-mlogloss:1.95917	validation-mlogloss:1.92821
[136]	train-mlogloss:1.95692	validation-mlogloss:1.92672
[137]	train-mlogloss:1.95465	validation-mlogloss:1.92473
[138]	train-mlogloss:1.95243	validation-mlogloss:1.92284
[139]	train-mlogloss:1.95015	validation-mlogloss:1.92078
[140]	train-mlogloss:1.94781	validation-mlogloss:1.91873
[141]	train-mlogloss:1.94561	validation-mlogloss:1.91692
[142]	train-mlogloss:1.94339	validation-mlogloss:1.91494
[143]	train-mlogloss:1.94132	validation-mlogloss:1.91314
[144]	train-mlogloss:1.93925	validation-mlogloss:1.91150
[145]	train-mlogloss:1.93712	validation-mlogloss:1.90943
[146]	train-mlogloss:1.93486	validation-mlogloss:1.90759
[147]	train-mlogloss:1.93274	validation-mlogloss:1.90581
[148]	train-mlogloss:1.93076	validation-mlogloss:1.90431
[149]	train-mlogloss:1.92861	validation-mlogloss:1.90243
[150]	train-mlogloss:1.92656	validation-mlogloss:1.90081
[151]	train-mlogloss:1.92425	validation-mlogloss:1.89875
[152]	train-mlogloss:1.92221	validation-mlogloss:1.89691
[153]	train-mlogloss:1.92033	validation-mlogloss:1.89550
[154]	train-mlogloss:1.91837	validation-mlogloss:1.89416
[155]	train-mlogloss:1.91641	validation-mlogloss:1.89242
[156]	train-mlogloss:1.91439	validation-mlogloss:1.89095
[157]	train-mlogloss:1.91237	validation-mlogloss:1.88947
[158]	train-mlogloss:1.91042	validation-mlogloss:1.88776
[159]	train-mlogloss:1.90841	validation-mlogloss:1.88625
[160]	train-mlogloss:1.90648	validation-mlogloss:1.88481
[161]	train-mlogloss:1.90472	validation-mlogloss:1.88343
[162]	train-mlogloss:1.90271	validation-mlogloss:1.88174
[163]	train-mlogloss:1.90079	validation-mlogloss:1.88023
[164]	train-mlogloss:1.89887	validation-mlogloss:1.87868
[165]	train-mlogloss:1.89705	validation-mlogloss:1.87730
[166]	train-mlogloss:1.89520	validation-mlogloss:1.87551
[167]	train-mlogloss:1.89326	validation-mlogloss:1.87378
[168]	train-mlogloss:1.89152	validation-mlogloss:1.87245
[169]	train-mlogloss:1.88965	validation-mlogloss:1.87069
[170]	train-mlogloss:1.88781	validation-mlogloss:1.86947
[171]	train-mlogloss:1.88603	validation-mlogloss:1.86778
[172]	train-mlogloss:1.88428	validation-mlogloss:1.86645
[173]	train-mlogloss:1.88263	validation-mlogloss:1.86533
[174]	train-mlogloss:1.88074	validation-mlogloss:1.86391
[175]	train-mlogloss:1.87889	validation-mlogloss:1.86258
[176]	train-mlogloss:1.87713	validation-mlogloss:1.86120
[177]	train-mlogloss:1.87551	validation-mlogloss:1.85969
[178]	train-mlogloss:1.87375	validation-mlogloss:1.85826
[179]	train-mlogloss:1.87206	validation-mlogloss:1.85704
[180]	train-mlogloss:1.87028	validation-mlogloss:1.85573
[181]	train-mlogloss:1.86845	validation-mlogloss:1.85403
[182]	train-mlogloss:1.86686	validation-mlogloss:1.85300
[183]	train-mlogloss:1.86522	validation-mlogloss:1.85150
[184]	train-mlogloss:1.86355	validation-mlogloss:1.85011
[185]	train-mlogloss:1.86209	validation-mlogloss:1.84889
[186]	train-mlogloss:1.86037	validation-mlogloss:1.84780
[187]	train-mlogloss:1.85873	validation-mlogloss:1.84660
[188]	train-mlogloss:1.85717	validation-mlogloss:1.84534
[189]	train-mlogloss:1.85559	validation-mlogloss:1.84411
[190]	train-mlogloss:1.85405	validation-mlogloss:1.84300
[191]	train-mlogloss:1.85234	validation-mlogloss:1.84178
[192]	train-mlogloss:1.85078	validation-mlogloss:1.84061
[193]	train-mlogloss:1.84918	validation-mlogloss:1.83935
[194]	train-mlogloss:1.84739	validation-mlogloss:1.83787
[195]	train-mlogloss:1.84589	validation-mlogloss:1.83662
[196]	train-mlogloss:1.84438	validation-mlogloss:1.83524
[197]	train-mlogloss:1.84292	validation-mlogloss:1.83398
[198]	train-mlogloss:1.84144	validation-mlogloss:1.83276
[199]	train-mlogloss:1.83985	validation-mlogloss:1.83195
[200]	train-mlogloss:1.83832	validation-mlogloss:1.83037
[201]	train-mlogloss:1.83673	validation-mlogloss:1.82921
[202]	train-mlogloss:1.83525	validation-mlogloss:1.82820
[203]	train-mlogloss:1.83380	validation-mlogloss:1.82718
[204]	train-mlogloss:1.83221	validation-mlogloss:1.82622
[205]	train-mlogloss:1.83070	validation-mlogloss:1.82506
[206]	train-mlogloss:1.82916	validation-mlogloss:1.82389
[207]	train-mlogloss:1.82775	validation-mlogloss:1.82262
[208]	train-mlogloss:1.82634	validation-mlogloss:1.82177
[209]	train-mlogloss:1.82496	validation-mlogloss:1.82080
[210]	train-mlogloss:1.82365	validation-mlogloss:1.81980
[211]	train-mlogloss:1.82224	validation-mlogloss:1.81873
[212]	train-mlogloss:1.82080	validation-mlogloss:1.81769
[213]	train-mlogloss:1.81937	validation-mlogloss:1.81660
[214]	train-mlogloss:1.81804	validation-mlogloss:1.81591
[215]	train-mlogloss:1.81664	validation-mlogloss:1.81477
[216]	train-mlogloss:1.81529	validation-mlogloss:1.81386
[217]	train-mlogloss:1.81381	validation-mlogloss:1.81257
[218]	train-mlogloss:1.81255	validation-mlogloss:1.81178
[219]	train-mlogloss:1.81128	validation-mlogloss:1.81076
[220]	train-mlogloss:1.80988	validation-mlogloss:1.80964
[221]	train-mlogloss:1.80863	validation-mlogloss:1.80877
[222]	train-mlogloss:1.80712	validation-mlogloss:1.80769
[223]	train-mlogloss:1.80569	validation-mlogloss:1.80654
[224]	train-mlogloss:1.80436	validation-mlogloss:1.80587
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[526]	train-mlogloss:1.56588	validation-mlogloss:1.68711
[527]	train-mlogloss:1.56548	validation-mlogloss:1.68692
[528]	train-mlogloss:1.56492	validation-mlogloss:1.68669
[529]	train-mlogloss:1.56441	validation-mlogloss:1.68640
[530]	train-mlogloss:1.56405	validation-mlogloss:1.68630
[531]	train-mlogloss:1.56357	validation-mlogloss:1.68640
[532]	train-mlogloss:1.56312	validation-mlogloss:1.68641
[533]	train-mlogloss:1.56261	validation-mlogloss:1.68623
[534]	train-mlogloss:1.56217	validation-mlogloss:1.68603
[535]	train-mlogloss:1.56166	validation-mlogloss:1.68594
[536]	train-mlogloss:1.56127	validation-mlogloss:1.68584
[537]	train-mlogloss:1.56084	validation-mlogloss:1.68586
[538]	train-mlogloss:1.56042	validation-mlogloss:1.68576
[539]	train-mlogloss:1.55995	validation-mlogloss:1.68556
Saved model to disk.
2025-10-27 09:51:37.443450: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:51:37.456046: 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 00:00:1761555097.469713  420370 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555097.474235  420370 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555097.485277  420370 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555097.485302  420370 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555097.485307  420370 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555097.485311  420370 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:51:37.488725: 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:2.69350	validation-mlogloss:2.69186
[1]	train-mlogloss:2.67907	validation-mlogloss:2.67638
[2]	train-mlogloss:2.66521	validation-mlogloss:2.66165
[3]	train-mlogloss:2.65234	validation-mlogloss:2.64706
[4]	train-mlogloss:2.64029	validation-mlogloss:2.63345
[5]	train-mlogloss:2.62654	validation-mlogloss:2.61740
[6]	train-mlogloss:2.61452	validation-mlogloss:2.60329
[7]	train-mlogloss:2.60253	validation-mlogloss:2.58992
[8]	train-mlogloss:2.59088	validation-mlogloss:2.57729
[9]	train-mlogloss:2.57874	validation-mlogloss:2.56342
[10]	train-mlogloss:2.56766	validation-mlogloss:2.55144
[11]	train-mlogloss:2.55690	validation-mlogloss:2.53995
[12]	train-mlogloss:2.54605	validation-mlogloss:2.52772
[13]	train-mlogloss:2.53543	validation-mlogloss:2.51656
[14]	train-mlogloss:2.52527	validation-mlogloss:2.50572
[15]	train-mlogloss:2.51538	validation-mlogloss:2.49497
[16]	train-mlogloss:2.50523	validation-mlogloss:2.48396
[17]	train-mlogloss:2.49541	validation-mlogloss:2.47300
[18]	train-mlogloss:2.48660	validation-mlogloss:2.46298
[19]	train-mlogloss:2.47752	validation-mlogloss:2.45261
[20]	train-mlogloss:2.46868	validation-mlogloss:2.44246
[21]	train-mlogloss:2.45957	validation-mlogloss:2.43244
[22]	train-mlogloss:2.45083	validation-mlogloss:2.42260
[23]	train-mlogloss:2.44233	validation-mlogloss:2.41325
[24]	train-mlogloss:2.43373	validation-mlogloss:2.40334
[25]	train-mlogloss:2.42507	validation-mlogloss:2.39365
[26]	train-mlogloss:2.41706	validation-mlogloss:2.38513
[27]	train-mlogloss:2.40944	validation-mlogloss:2.37688
[28]	train-mlogloss:2.40150	validation-mlogloss:2.36808
[29]	train-mlogloss:2.39419	validation-mlogloss:2.35968
[30]	train-mlogloss:2.38657	validation-mlogloss:2.35168
[31]	train-mlogloss:2.37932	validation-mlogloss:2.34414
[32]	train-mlogloss:2.37223	validation-mlogloss:2.33671
[33]	train-mlogloss:2.36501	validation-mlogloss:2.32889
[34]	train-mlogloss:2.35782	validation-mlogloss:2.32159
[35]	train-mlogloss:2.35079	validation-mlogloss:2.31374
[36]	train-mlogloss:2.34444	validation-mlogloss:2.30714
[37]	train-mlogloss:2.33729	validation-mlogloss:2.29951
[38]	train-mlogloss:2.33069	validation-mlogloss:2.29254
[39]	train-mlogloss:2.32422	validation-mlogloss:2.28580
[40]	train-mlogloss:2.31812	validation-mlogloss:2.27871
[41]	train-mlogloss:2.31218	validation-mlogloss:2.27274
[42]	train-mlogloss:2.30631	validation-mlogloss:2.26678
[43]	train-mlogloss:2.29988	validation-mlogloss:2.26025
[44]	train-mlogloss:2.29377	validation-mlogloss:2.25436
[45]	train-mlogloss:2.28792	validation-mlogloss:2.24842
[46]	train-mlogloss:2.28196	validation-mlogloss:2.24243
[47]	train-mlogloss:2.27593	validation-mlogloss:2.23640
[48]	train-mlogloss:2.27030	validation-mlogloss:2.23059
[49]	train-mlogloss:2.26459	validation-mlogloss:2.22469
[50]	train-mlogloss:2.25918	validation-mlogloss:2.21943
[51]	train-mlogloss:2.25387	validation-mlogloss:2.21371
[52]	train-mlogloss:2.24854	validation-mlogloss:2.20840
[53]	train-mlogloss:2.24315	validation-mlogloss:2.20296
[54]	train-mlogloss:2.23776	validation-mlogloss:2.19755
[55]	train-mlogloss:2.23231	validation-mlogloss:2.19215
[56]	train-mlogloss:2.22712	validation-mlogloss:2.18642
[57]	train-mlogloss:2.22216	validation-mlogloss:2.18139
[58]	train-mlogloss:2.21710	validation-mlogloss:2.17614
[59]	train-mlogloss:2.21236	validation-mlogloss:2.17104
[60]	train-mlogloss:2.20757	validation-mlogloss:2.16621
[61]	train-mlogloss:2.20292	validation-mlogloss:2.16168
[62]	train-mlogloss:2.19832	validation-mlogloss:2.15663
[63]	train-mlogloss:2.19345	validation-mlogloss:2.15180
[64]	train-mlogloss:2.18897	validation-mlogloss:2.14718
[65]	train-mlogloss:2.18422	validation-mlogloss:2.14243
[66]	train-mlogloss:2.17938	validation-mlogloss:2.13720
[67]	train-mlogloss:2.17499	validation-mlogloss:2.13301
[68]	train-mlogloss:2.17045	validation-mlogloss:2.12851
[69]	train-mlogloss:2.16611	validation-mlogloss:2.12405
[70]	train-mlogloss:2.16166	validation-mlogloss:2.11969
[71]	train-mlogloss:2.15750	validation-mlogloss:2.11554
[72]	train-mlogloss:2.15327	validation-mlogloss:2.11173
[73]	train-mlogloss:2.14914	validation-mlogloss:2.10745
[74]	train-mlogloss:2.14499	validation-mlogloss:2.10339
[75]	train-mlogloss:2.14068	validation-mlogloss:2.09911
[76]	train-mlogloss:2.13659	validation-mlogloss:2.09517
[77]	train-mlogloss:2.13281	validation-mlogloss:2.09159
[78]	train-mlogloss:2.12864	validation-mlogloss:2.08775
[79]	train-mlogloss:2.12486	validation-mlogloss:2.08426
[80]	train-mlogloss:2.12093	validation-mlogloss:2.08061
[81]	train-mlogloss:2.11706	validation-mlogloss:2.07710
[82]	train-mlogloss:2.11338	validation-mlogloss:2.07339
[83]	train-mlogloss:2.10980	validation-mlogloss:2.06999
[84]	train-mlogloss:2.10589	validation-mlogloss:2.06628
[85]	train-mlogloss:2.10215	validation-mlogloss:2.06241
[86]	train-mlogloss:2.09866	validation-mlogloss:2.05927
[87]	train-mlogloss:2.09532	validation-mlogloss:2.05615
[88]	train-mlogloss:2.09169	validation-mlogloss:2.05282
[89]	train-mlogloss:2.08817	validation-mlogloss:2.04936
[90]	train-mlogloss:2.08492	validation-mlogloss:2.04625
[91]	train-mlogloss:2.08156	validation-mlogloss:2.04323
[92]	train-mlogloss:2.07810	validation-mlogloss:2.04012
[93]	train-mlogloss:2.07479	validation-mlogloss:2.03709
[94]	train-mlogloss:2.07126	validation-mlogloss:2.03371
[95]	train-mlogloss:2.06800	validation-mlogloss:2.03047
[96]	train-mlogloss:2.06453	validation-mlogloss:2.02691
[97]	train-mlogloss:2.06121	validation-mlogloss:2.02350
[98]	train-mlogloss:2.05802	validation-mlogloss:2.02044
[99]	train-mlogloss:2.05467	validation-mlogloss:2.01713
[100]	train-mlogloss:2.05155	validation-mlogloss:2.01421
[101]	train-mlogloss:2.04845	validation-mlogloss:2.01131
[102]	train-mlogloss:2.04526	validation-mlogloss:2.00795
[103]	train-mlogloss:2.04202	validation-mlogloss:2.00517
[104]	train-mlogloss:2.03882	validation-mlogloss:2.00195
[105]	train-mlogloss:2.03546	validation-mlogloss:1.99877
[106]	train-mlogloss:2.03245	validation-mlogloss:1.99633
[107]	train-mlogloss:2.02951	validation-mlogloss:1.99361
[108]	train-mlogloss:2.02665	validation-mlogloss:1.99083
[109]	train-mlogloss:2.02381	validation-mlogloss:1.98829
[110]	train-mlogloss:2.02106	validation-mlogloss:1.98588
[111]	train-mlogloss:2.01818	validation-mlogloss:1.98351
[112]	train-mlogloss:2.01547	validation-mlogloss:1.98099
[113]	train-mlogloss:2.01272	validation-mlogloss:1.97826
[114]	train-mlogloss:2.00998	validation-mlogloss:1.97572
[115]	train-mlogloss:2.00715	validation-mlogloss:1.97308
[116]	train-mlogloss:2.00449	validation-mlogloss:1.97083
[117]	train-mlogloss:2.00174	validation-mlogloss:1.96831
[118]	train-mlogloss:1.99919	validation-mlogloss:1.96581
[119]	train-mlogloss:1.99652	validation-mlogloss:1.96326
[120]	train-mlogloss:1.99395	validation-mlogloss:1.96069
[121]	train-mlogloss:1.99138	validation-mlogloss:1.95827
[122]	train-mlogloss:1.98894	validation-mlogloss:1.95645
[123]	train-mlogloss:1.98627	validation-mlogloss:1.95384
[124]	train-mlogloss:1.98370	validation-mlogloss:1.95160
[125]	train-mlogloss:1.98130	validation-mlogloss:1.94953
[126]	train-mlogloss:1.97898	validation-mlogloss:1.94733
[127]	train-mlogloss:1.97662	validation-mlogloss:1.94561
[128]	train-mlogloss:1.97415	validation-mlogloss:1.94314
[129]	train-mlogloss:1.97163	validation-mlogloss:1.94068
[130]	train-mlogloss:1.96931	validation-mlogloss:1.93876
[131]	train-mlogloss:1.96676	validation-mlogloss:1.93655
[132]	train-mlogloss:1.96441	validation-mlogloss:1.93461
[133]	train-mlogloss:1.96206	validation-mlogloss:1.93280
[134]	train-mlogloss:1.95971	validation-mlogloss:1.93101
[135]	train-mlogloss:1.95747	validation-mlogloss:1.92910
[136]	train-mlogloss:1.95521	validation-mlogloss:1.92691
[137]	train-mlogloss:1.95308	validation-mlogloss:1.92503
[138]	train-mlogloss:1.95072	validation-mlogloss:1.92265
[139]	train-mlogloss:1.94857	validation-mlogloss:1.92082
[140]	train-mlogloss:1.94644	validation-mlogloss:1.91879
[141]	train-mlogloss:1.94439	validation-mlogloss:1.91714
[142]	train-mlogloss:1.94222	validation-mlogloss:1.91502
[143]	train-mlogloss:1.94019	validation-mlogloss:1.91310
[144]	train-mlogloss:1.93796	validation-mlogloss:1.91117
[145]	train-mlogloss:1.93581	validation-mlogloss:1.90949
[146]	train-mlogloss:1.93374	validation-mlogloss:1.90767
[147]	train-mlogloss:1.93172	validation-mlogloss:1.90605
[148]	train-mlogloss:1.92958	validation-mlogloss:1.90391
[149]	train-mlogloss:1.92746	validation-mlogloss:1.90230
[150]	train-mlogloss:1.92552	validation-mlogloss:1.90054
[151]	train-mlogloss:1.92349	validation-mlogloss:1.89913
[152]	train-mlogloss:1.92156	validation-mlogloss:1.89740
[153]	train-mlogloss:1.91951	validation-mlogloss:1.89544
[154]	train-mlogloss:1.91731	validation-mlogloss:1.89367
[155]	train-mlogloss:1.91542	validation-mlogloss:1.89195
[156]	train-mlogloss:1.91351	validation-mlogloss:1.89038
[157]	train-mlogloss:1.91154	validation-mlogloss:1.88887
[158]	train-mlogloss:1.90966	validation-mlogloss:1.88721
[159]	train-mlogloss:1.90768	validation-mlogloss:1.88542
[160]	train-mlogloss:1.90580	validation-mlogloss:1.88390
[161]	train-mlogloss:1.90393	validation-mlogloss:1.88237
[162]	train-mlogloss:1.90190	validation-mlogloss:1.88072
[163]	train-mlogloss:1.90005	validation-mlogloss:1.87920
[164]	train-mlogloss:1.89828	validation-mlogloss:1.87754
[165]	train-mlogloss:1.89633	validation-mlogloss:1.87601
[166]	train-mlogloss:1.89444	validation-mlogloss:1.87442
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[168]	train-mlogloss:1.89051	validation-mlogloss:1.87123
[169]	train-mlogloss:1.88863	validation-mlogloss:1.86971
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[171]	train-mlogloss:1.88487	validation-mlogloss:1.86641
[172]	train-mlogloss:1.88298	validation-mlogloss:1.86484
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[189]	train-mlogloss:1.85409	validation-mlogloss:1.84245
[190]	train-mlogloss:1.85244	validation-mlogloss:1.84092
[191]	train-mlogloss:1.85081	validation-mlogloss:1.83979
[192]	train-mlogloss:1.84919	validation-mlogloss:1.83869
[193]	train-mlogloss:1.84754	validation-mlogloss:1.83751
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[195]	train-mlogloss:1.84431	validation-mlogloss:1.83511
[196]	train-mlogloss:1.84267	validation-mlogloss:1.83374
[197]	train-mlogloss:1.84097	validation-mlogloss:1.83246
[198]	train-mlogloss:1.83947	validation-mlogloss:1.83117
[199]	train-mlogloss:1.83794	validation-mlogloss:1.83006
[200]	train-mlogloss:1.83640	validation-mlogloss:1.82876
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[209]	train-mlogloss:1.82312	validation-mlogloss:1.82001
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[211]	train-mlogloss:1.82023	validation-mlogloss:1.81732
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Saved model to disk.
2025-10-27 09:52:23.447503: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:52:23.460047: 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 00:00:1761555143.473452  421278 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555143.477731  421278 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555143.488693  421278 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555143.488716  421278 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555143.488719  421278 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555143.488722  421278 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:52:23.492002: 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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[299]	train-mlogloss:1.71785	validation-mlogloss:1.74724
[300]	train-mlogloss:1.71691	validation-mlogloss:1.74674
[301]	train-mlogloss:1.71602	validation-mlogloss:1.74621
[302]	train-mlogloss:1.71508	validation-mlogloss:1.74561
[303]	train-mlogloss:1.71426	validation-mlogloss:1.74516
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[434]	train-mlogloss:1.61494	validation-mlogloss:1.70070
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[442]	train-mlogloss:1.61025	validation-mlogloss:1.69901
[443]	train-mlogloss:1.60967	validation-mlogloss:1.69871
[444]	train-mlogloss:1.60908	validation-mlogloss:1.69837
[445]	train-mlogloss:1.60850	validation-mlogloss:1.69848
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[449]	train-mlogloss:1.60612	validation-mlogloss:1.69747
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[467]	train-mlogloss:1.59581	validation-mlogloss:1.69482
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[483]	train-mlogloss:1.58724	validation-mlogloss:1.69163
[484]	train-mlogloss:1.58668	validation-mlogloss:1.69154
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[487]	train-mlogloss:1.58519	validation-mlogloss:1.69098
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[490]	train-mlogloss:1.58348	validation-mlogloss:1.69036
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[501]	train-mlogloss:1.57759	validation-mlogloss:1.68897
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[503]	train-mlogloss:1.57654	validation-mlogloss:1.68873
[504]	train-mlogloss:1.57606	validation-mlogloss:1.68852
[505]	train-mlogloss:1.57558	validation-mlogloss:1.68838
[506]	train-mlogloss:1.57502	validation-mlogloss:1.68833
[507]	train-mlogloss:1.57450	validation-mlogloss:1.68817
[508]	train-mlogloss:1.57408	validation-mlogloss:1.68799
[509]	train-mlogloss:1.57352	validation-mlogloss:1.68784
[510]	train-mlogloss:1.57300	validation-mlogloss:1.68758
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[514]	train-mlogloss:1.57101	validation-mlogloss:1.68717
[515]	train-mlogloss:1.57043	validation-mlogloss:1.68721
[516]	train-mlogloss:1.56993	validation-mlogloss:1.68707
[517]	train-mlogloss:1.56946	validation-mlogloss:1.68677
[518]	train-mlogloss:1.56895	validation-mlogloss:1.68638
[519]	train-mlogloss:1.56851	validation-mlogloss:1.68628
[520]	train-mlogloss:1.56805	validation-mlogloss:1.68602
[521]	train-mlogloss:1.56768	validation-mlogloss:1.68605
[522]	train-mlogloss:1.56722	validation-mlogloss:1.68588
[523]	train-mlogloss:1.56678	validation-mlogloss:1.68554
[524]	train-mlogloss:1.56629	validation-mlogloss:1.68547
[525]	train-mlogloss:1.56587	validation-mlogloss:1.68545
[526]	train-mlogloss:1.56545	validation-mlogloss:1.68531
[527]	train-mlogloss:1.56495	validation-mlogloss:1.68530
[528]	train-mlogloss:1.56442	validation-mlogloss:1.68521
[529]	train-mlogloss:1.56395	validation-mlogloss:1.68517
[530]	train-mlogloss:1.56343	validation-mlogloss:1.68504
[531]	train-mlogloss:1.56300	validation-mlogloss:1.68494
[532]	train-mlogloss:1.56255	validation-mlogloss:1.68480
[533]	train-mlogloss:1.56208	validation-mlogloss:1.68474
[534]	train-mlogloss:1.56173	validation-mlogloss:1.68456
[535]	train-mlogloss:1.56117	validation-mlogloss:1.68440
[536]	train-mlogloss:1.56065	validation-mlogloss:1.68413
[537]	train-mlogloss:1.56026	validation-mlogloss:1.68402
[538]	train-mlogloss:1.55981	validation-mlogloss:1.68410
[539]	train-mlogloss:1.55933	validation-mlogloss:1.68408
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.4 [%]
Global accuracy score (test) = 45.78 [%]
Global F1 score (train) = 51.53 [%]
Global F1 score (test) = 45.24 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.76      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.37      0.47      0.41       184
       CAMINAR USUAL SPEED       0.38      0.31      0.34       184
            CAMINAR ZIGZAG       0.39      0.52      0.45       184
          DE PIE BARRIENDO       0.78      0.31      0.44       184
   DE PIE DOBLANDO TOALLAS       0.51      0.41      0.45       184
    DE PIE MOVIENDO LIBROS       0.37      0.33      0.35       184
          DE PIE USANDO PC       0.22      0.37      0.28       184
        FASE REPOSO CON K5       0.57      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.77      0.70      0.73       184
           SENTADO LEYENDO       0.53      0.38      0.44       184
         SENTADO USANDO PC       0.24      0.13      0.17       184
      SENTADO VIENDO LA TV       0.31      0.27      0.29       184
   SUBIR Y BAJAR ESCALERAS       0.62      0.52      0.57       184
                    TROTAR       0.66      0.57      0.61       161

                  accuracy                           0.46      2737
                 macro avg       0.48      0.46      0.45      2737
              weighted avg       0.48      0.46      0.45      2737


Accuracy capturado en la ejecución 19: 45.78 [%]
F1-score capturado en la ejecución 19: 45.24 [%]

=== EJECUCIÓN 20 ===

--- TRAIN (ejecución 20) ---

--- TEST (ejecución 20) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.37 [%]
Global accuracy score (test) = 45.31 [%]
Global F1 score (train) = 51.46 [%]
Global F1 score (test) = 44.74 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.77      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.35      0.48      0.40       184
       CAMINAR USUAL SPEED       0.35      0.28      0.31       184
            CAMINAR ZIGZAG       0.38      0.52      0.44       184
          DE PIE BARRIENDO       0.75      0.31      0.44       184
   DE PIE DOBLANDO TOALLAS       0.51      0.42      0.46       184
    DE PIE MOVIENDO LIBROS       0.37      0.31      0.34       184
          DE PIE USANDO PC       0.23      0.35      0.27       184
        FASE REPOSO CON K5       0.57      0.86      0.69       184
INCREMENTAL CICLOERGOMETRO       0.75      0.68      0.72       184
           SENTADO LEYENDO       0.51      0.39      0.44       184
         SENTADO USANDO PC       0.23      0.14      0.17       184
      SENTADO VIENDO LA TV       0.28      0.24      0.26       184
   SUBIR Y BAJAR ESCALERAS       0.65      0.50      0.57       184
                    TROTAR       0.67      0.57      0.62       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.45      2737
              weighted avg       0.47      0.45      0.45      2737


Accuracy capturado en la ejecución 20: 45.31 [%]
F1-score capturado en la ejecución 20: 44.74 [%]

=== EJECUCIÓN 21 ===

--- TRAIN (ejecución 21) ---

--- TEST (ejecución 21) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.28 [%]
Global accuracy score (test) = 44.43 [%]
Global F1 score (train) = 51.39 [%]
Global F1 score (test) = 43.8 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.72      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.34      0.46      0.39       184
       CAMINAR USUAL SPEED       0.33      0.29      0.31       184
            CAMINAR ZIGZAG       0.39      0.52      0.45       184
          DE PIE BARRIENDO       0.74      0.28      0.41       184
   DE PIE DOBLANDO TOALLAS       0.48      0.42      0.45       184
    DE PIE MOVIENDO LIBROS       0.39      0.35      0.37       184
          DE PIE USANDO PC       0.22      0.33      0.26       184
        FASE REPOSO CON K5       0.57      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.74      0.70      0.72       184
           SENTADO LEYENDO       0.46      0.36      0.41       184
         SENTADO USANDO PC       0.21      0.12      0.16       184
      SENTADO VIENDO LA TV       0.26      0.21      0.23       184
   SUBIR Y BAJAR ESCALERAS       0.62      0.49      0.55       184
                    TROTAR       0.65      0.57      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 21: 44.43 [%]
F1-score capturado en la ejecución 21: 43.8 [%]

=== EJECUCIÓN 22 ===

--- TRAIN (ejecución 22) ---

--- TEST (ejecución 22) ---
2025-10-27 09:53:09.367182: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:53:09.379828: 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 00:00:1761555189.393649  422161 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555189.397886  422161 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555189.408952  422161 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555189.408976  422161 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555189.408979  422161 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555189.408981  422161 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:53:09.412222: 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:2.69448	validation-mlogloss:2.69337
[1]	train-mlogloss:2.68026	validation-mlogloss:2.67754
[2]	train-mlogloss:2.66655	validation-mlogloss:2.66249
[3]	train-mlogloss:2.65376	validation-mlogloss:2.64867
[4]	train-mlogloss:2.64086	validation-mlogloss:2.63511
[5]	train-mlogloss:2.62844	validation-mlogloss:2.62141
[6]	train-mlogloss:2.61590	validation-mlogloss:2.60718
[7]	train-mlogloss:2.60350	validation-mlogloss:2.59373
[8]	train-mlogloss:2.59143	validation-mlogloss:2.57988
[9]	train-mlogloss:2.58031	validation-mlogloss:2.56750
[10]	train-mlogloss:2.56881	validation-mlogloss:2.55492
[11]	train-mlogloss:2.55794	validation-mlogloss:2.54276
[12]	train-mlogloss:2.54787	validation-mlogloss:2.53219
[13]	train-mlogloss:2.53688	validation-mlogloss:2.51974
[14]	train-mlogloss:2.52619	validation-mlogloss:2.50760
[15]	train-mlogloss:2.51547	validation-mlogloss:2.49630
[16]	train-mlogloss:2.50579	validation-mlogloss:2.48526
[17]	train-mlogloss:2.49618	validation-mlogloss:2.47495
[18]	train-mlogloss:2.48685	validation-mlogloss:2.46410
[19]	train-mlogloss:2.47745	validation-mlogloss:2.45323
[20]	train-mlogloss:2.46897	validation-mlogloss:2.44316
[21]	train-mlogloss:2.45985	validation-mlogloss:2.43306
[22]	train-mlogloss:2.45104	validation-mlogloss:2.42323
[23]	train-mlogloss:2.44272	validation-mlogloss:2.41466
[24]	train-mlogloss:2.43399	validation-mlogloss:2.40490
[25]	train-mlogloss:2.42565	validation-mlogloss:2.39578
[26]	train-mlogloss:2.41773	validation-mlogloss:2.38717
[27]	train-mlogloss:2.40974	validation-mlogloss:2.37866
[28]	train-mlogloss:2.40155	validation-mlogloss:2.37054
[29]	train-mlogloss:2.39423	validation-mlogloss:2.36275
[30]	train-mlogloss:2.38708	validation-mlogloss:2.35456
[31]	train-mlogloss:2.37938	validation-mlogloss:2.34685
[32]	train-mlogloss:2.37253	validation-mlogloss:2.33992
[33]	train-mlogloss:2.36524	validation-mlogloss:2.33195
[34]	train-mlogloss:2.35842	validation-mlogloss:2.32446
[35]	train-mlogloss:2.35161	validation-mlogloss:2.31733
[36]	train-mlogloss:2.34503	validation-mlogloss:2.31013
[37]	train-mlogloss:2.33817	validation-mlogloss:2.30297
[38]	train-mlogloss:2.33165	validation-mlogloss:2.29579
[39]	train-mlogloss:2.32523	validation-mlogloss:2.28898
[40]	train-mlogloss:2.31876	validation-mlogloss:2.28201
[41]	train-mlogloss:2.31221	validation-mlogloss:2.27517
[42]	train-mlogloss:2.30605	validation-mlogloss:2.26868
[43]	train-mlogloss:2.30000	validation-mlogloss:2.26258
[44]	train-mlogloss:2.29397	validation-mlogloss:2.25590
[45]	train-mlogloss:2.28804	validation-mlogloss:2.25001
[46]	train-mlogloss:2.28230	validation-mlogloss:2.24466
[47]	train-mlogloss:2.27661	validation-mlogloss:2.23883
[48]	train-mlogloss:2.27080	validation-mlogloss:2.23254
[49]	train-mlogloss:2.26541	validation-mlogloss:2.22722
[50]	train-mlogloss:2.26008	validation-mlogloss:2.22161
[51]	train-mlogloss:2.25451	validation-mlogloss:2.21579
[52]	train-mlogloss:2.24901	validation-mlogloss:2.21001
[53]	train-mlogloss:2.24363	validation-mlogloss:2.20460
[54]	train-mlogloss:2.23828	validation-mlogloss:2.19871
[55]	train-mlogloss:2.23301	validation-mlogloss:2.19341
[56]	train-mlogloss:2.22765	validation-mlogloss:2.18760
[57]	train-mlogloss:2.22263	validation-mlogloss:2.18260
[58]	train-mlogloss:2.21787	validation-mlogloss:2.17847
[59]	train-mlogloss:2.21309	validation-mlogloss:2.17434
[60]	train-mlogloss:2.20828	validation-mlogloss:2.16928
[61]	train-mlogloss:2.20324	validation-mlogloss:2.16376
[62]	train-mlogloss:2.19846	validation-mlogloss:2.15877
[63]	train-mlogloss:2.19370	validation-mlogloss:2.15369
[64]	train-mlogloss:2.18913	validation-mlogloss:2.14884
[65]	train-mlogloss:2.18483	validation-mlogloss:2.14494
[66]	train-mlogloss:2.18045	validation-mlogloss:2.14051
[67]	train-mlogloss:2.17633	validation-mlogloss:2.13618
[68]	train-mlogloss:2.17175	validation-mlogloss:2.13109
[69]	train-mlogloss:2.16748	validation-mlogloss:2.12693
[70]	train-mlogloss:2.16318	validation-mlogloss:2.12274
[71]	train-mlogloss:2.15907	validation-mlogloss:2.11864
[72]	train-mlogloss:2.15505	validation-mlogloss:2.11457
[73]	train-mlogloss:2.15121	validation-mlogloss:2.11081
[74]	train-mlogloss:2.14720	validation-mlogloss:2.10665
[75]	train-mlogloss:2.14319	validation-mlogloss:2.10282
[76]	train-mlogloss:2.13920	validation-mlogloss:2.09882
[77]	train-mlogloss:2.13550	validation-mlogloss:2.09496
[78]	train-mlogloss:2.13147	validation-mlogloss:2.09124
[79]	train-mlogloss:2.12750	validation-mlogloss:2.08746
[80]	train-mlogloss:2.12353	validation-mlogloss:2.08394
[81]	train-mlogloss:2.11976	validation-mlogloss:2.07983
[82]	train-mlogloss:2.11606	validation-mlogloss:2.07646
[83]	train-mlogloss:2.11246	validation-mlogloss:2.07256
[84]	train-mlogloss:2.10879	validation-mlogloss:2.06939
[85]	train-mlogloss:2.10521	validation-mlogloss:2.06547
[86]	train-mlogloss:2.10173	validation-mlogloss:2.06212
[87]	train-mlogloss:2.09787	validation-mlogloss:2.05844
[88]	train-mlogloss:2.09431	validation-mlogloss:2.05470
[89]	train-mlogloss:2.09100	validation-mlogloss:2.05145
[90]	train-mlogloss:2.08754	validation-mlogloss:2.04820
[91]	train-mlogloss:2.08442	validation-mlogloss:2.04533
[92]	train-mlogloss:2.08108	validation-mlogloss:2.04265
[93]	train-mlogloss:2.07775	validation-mlogloss:2.03981
[94]	train-mlogloss:2.07449	validation-mlogloss:2.03689
[95]	train-mlogloss:2.07123	validation-mlogloss:2.03374
[96]	train-mlogloss:2.06799	validation-mlogloss:2.03016
[97]	train-mlogloss:2.06449	validation-mlogloss:2.02680
[98]	train-mlogloss:2.06115	validation-mlogloss:2.02360
[99]	train-mlogloss:2.05803	validation-mlogloss:2.02049
[100]	train-mlogloss:2.05485	validation-mlogloss:2.01752
[101]	train-mlogloss:2.05179	validation-mlogloss:2.01424
[102]	train-mlogloss:2.04874	validation-mlogloss:2.01157
[103]	train-mlogloss:2.04586	validation-mlogloss:2.00886
[104]	train-mlogloss:2.04260	validation-mlogloss:2.00583
[105]	train-mlogloss:2.03966	validation-mlogloss:2.00287
[106]	train-mlogloss:2.03664	validation-mlogloss:2.00023
[107]	train-mlogloss:2.03354	validation-mlogloss:1.99717
[108]	train-mlogloss:2.03079	validation-mlogloss:1.99451
[109]	train-mlogloss:2.02774	validation-mlogloss:1.99157
[110]	train-mlogloss:2.02474	validation-mlogloss:1.98908
[111]	train-mlogloss:2.02192	validation-mlogloss:1.98616
[112]	train-mlogloss:2.01903	validation-mlogloss:1.98381
[113]	train-mlogloss:2.01614	validation-mlogloss:1.98101
[114]	train-mlogloss:2.01333	validation-mlogloss:1.97806
[115]	train-mlogloss:2.01046	validation-mlogloss:1.97535
[116]	train-mlogloss:2.00769	validation-mlogloss:1.97316
[117]	train-mlogloss:2.00493	validation-mlogloss:1.97067
[118]	train-mlogloss:2.00219	validation-mlogloss:1.96830
[119]	train-mlogloss:1.99945	validation-mlogloss:1.96565
[120]	train-mlogloss:1.99677	validation-mlogloss:1.96295
[121]	train-mlogloss:1.99422	validation-mlogloss:1.96036
[122]	train-mlogloss:1.99168	validation-mlogloss:1.95791
[123]	train-mlogloss:1.98907	validation-mlogloss:1.95554
[124]	train-mlogloss:1.98658	validation-mlogloss:1.95337
[125]	train-mlogloss:1.98392	validation-mlogloss:1.95101
[126]	train-mlogloss:1.98130	validation-mlogloss:1.94823
[127]	train-mlogloss:1.97883	validation-mlogloss:1.94583
[128]	train-mlogloss:1.97632	validation-mlogloss:1.94358
[129]	train-mlogloss:1.97387	validation-mlogloss:1.94159
[130]	train-mlogloss:1.97143	validation-mlogloss:1.93952
[131]	train-mlogloss:1.96896	validation-mlogloss:1.93749
[132]	train-mlogloss:1.96665	validation-mlogloss:1.93552
[133]	train-mlogloss:1.96425	validation-mlogloss:1.93338
[134]	train-mlogloss:1.96188	validation-mlogloss:1.93137
[135]	train-mlogloss:1.95944	validation-mlogloss:1.92907
[136]	train-mlogloss:1.95719	validation-mlogloss:1.92707
[137]	train-mlogloss:1.95495	validation-mlogloss:1.92503
[138]	train-mlogloss:1.95246	validation-mlogloss:1.92296
[139]	train-mlogloss:1.95032	validation-mlogloss:1.92113
[140]	train-mlogloss:1.94808	validation-mlogloss:1.91925
[141]	train-mlogloss:1.94584	validation-mlogloss:1.91743
[142]	train-mlogloss:1.94359	validation-mlogloss:1.91533
[143]	train-mlogloss:1.94146	validation-mlogloss:1.91325
[144]	train-mlogloss:1.93928	validation-mlogloss:1.91137
[145]	train-mlogloss:1.93703	validation-mlogloss:1.90992
[146]	train-mlogloss:1.93487	validation-mlogloss:1.90795
[147]	train-mlogloss:1.93280	validation-mlogloss:1.90613
[148]	train-mlogloss:1.93052	validation-mlogloss:1.90420
[149]	train-mlogloss:1.92847	validation-mlogloss:1.90228
[150]	train-mlogloss:1.92632	validation-mlogloss:1.90067
[151]	train-mlogloss:1.92429	validation-mlogloss:1.89905
[152]	train-mlogloss:1.92229	validation-mlogloss:1.89743
[153]	train-mlogloss:1.92023	validation-mlogloss:1.89565
[154]	train-mlogloss:1.91832	validation-mlogloss:1.89428
[155]	train-mlogloss:1.91626	validation-mlogloss:1.89244
[156]	train-mlogloss:1.91431	validation-mlogloss:1.89066
[157]	train-mlogloss:1.91238	validation-mlogloss:1.88890
[158]	train-mlogloss:1.91047	validation-mlogloss:1.88728
[159]	train-mlogloss:1.90847	validation-mlogloss:1.88555
[160]	train-mlogloss:1.90651	validation-mlogloss:1.88370
[161]	train-mlogloss:1.90459	validation-mlogloss:1.88221
[162]	train-mlogloss:1.90275	validation-mlogloss:1.88058
[163]	train-mlogloss:1.90084	validation-mlogloss:1.87901
[164]	train-mlogloss:1.89888	validation-mlogloss:1.87725
[165]	train-mlogloss:1.89697	validation-mlogloss:1.87540
[166]	train-mlogloss:1.89502	validation-mlogloss:1.87363
[167]	train-mlogloss:1.89319	validation-mlogloss:1.87199
[168]	train-mlogloss:1.89140	validation-mlogloss:1.87057
[169]	train-mlogloss:1.88951	validation-mlogloss:1.86932
[170]	train-mlogloss:1.88783	validation-mlogloss:1.86775
[171]	train-mlogloss:1.88605	validation-mlogloss:1.86622
[172]	train-mlogloss:1.88430	validation-mlogloss:1.86467
[173]	train-mlogloss:1.88261	validation-mlogloss:1.86337
[174]	train-mlogloss:1.88076	validation-mlogloss:1.86208
[175]	train-mlogloss:1.87907	validation-mlogloss:1.86060
[176]	train-mlogloss:1.87722	validation-mlogloss:1.85900
[177]	train-mlogloss:1.87540	validation-mlogloss:1.85795
[178]	train-mlogloss:1.87369	validation-mlogloss:1.85669
[179]	train-mlogloss:1.87212	validation-mlogloss:1.85543
[180]	train-mlogloss:1.87046	validation-mlogloss:1.85380
[181]	train-mlogloss:1.86878	validation-mlogloss:1.85259
[182]	train-mlogloss:1.86715	validation-mlogloss:1.85107
[183]	train-mlogloss:1.86540	validation-mlogloss:1.84977
[184]	train-mlogloss:1.86388	validation-mlogloss:1.84853
[185]	train-mlogloss:1.86216	validation-mlogloss:1.84694
[186]	train-mlogloss:1.86061	validation-mlogloss:1.84597
[187]	train-mlogloss:1.85892	validation-mlogloss:1.84483
[188]	train-mlogloss:1.85747	validation-mlogloss:1.84385
[189]	train-mlogloss:1.85578	validation-mlogloss:1.84242
[190]	train-mlogloss:1.85411	validation-mlogloss:1.84113
[191]	train-mlogloss:1.85251	validation-mlogloss:1.83998
[192]	train-mlogloss:1.85089	validation-mlogloss:1.83896
[193]	train-mlogloss:1.84925	validation-mlogloss:1.83755
[194]	train-mlogloss:1.84764	validation-mlogloss:1.83610
[195]	train-mlogloss:1.84612	validation-mlogloss:1.83481
[196]	train-mlogloss:1.84458	validation-mlogloss:1.83351
[197]	train-mlogloss:1.84283	validation-mlogloss:1.83223
[198]	train-mlogloss:1.84125	validation-mlogloss:1.83080
[199]	train-mlogloss:1.83968	validation-mlogloss:1.82985
[200]	train-mlogloss:1.83813	validation-mlogloss:1.82891
[201]	train-mlogloss:1.83671	validation-mlogloss:1.82790
[202]	train-mlogloss:1.83515	validation-mlogloss:1.82675
[203]	train-mlogloss:1.83357	validation-mlogloss:1.82573
[204]	train-mlogloss:1.83182	validation-mlogloss:1.82414
[205]	train-mlogloss:1.83037	validation-mlogloss:1.82317
[206]	train-mlogloss:1.82896	validation-mlogloss:1.82210
[207]	train-mlogloss:1.82748	validation-mlogloss:1.82085
[208]	train-mlogloss:1.82607	validation-mlogloss:1.81976
[209]	train-mlogloss:1.82457	validation-mlogloss:1.81861
[210]	train-mlogloss:1.82310	validation-mlogloss:1.81755
[211]	train-mlogloss:1.82168	validation-mlogloss:1.81641
[212]	train-mlogloss:1.82027	validation-mlogloss:1.81515
[213]	train-mlogloss:1.81883	validation-mlogloss:1.81401
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[515]	train-mlogloss:1.57010	validation-mlogloss:1.68893
[516]	train-mlogloss:1.56956	validation-mlogloss:1.68876
[517]	train-mlogloss:1.56912	validation-mlogloss:1.68865
[518]	train-mlogloss:1.56854	validation-mlogloss:1.68851
[519]	train-mlogloss:1.56809	validation-mlogloss:1.68857
[520]	train-mlogloss:1.56768	validation-mlogloss:1.68833
[521]	train-mlogloss:1.56708	validation-mlogloss:1.68802
[522]	train-mlogloss:1.56664	validation-mlogloss:1.68782
[523]	train-mlogloss:1.56613	validation-mlogloss:1.68778
[524]	train-mlogloss:1.56568	validation-mlogloss:1.68767
[525]	train-mlogloss:1.56519	validation-mlogloss:1.68741
[526]	train-mlogloss:1.56478	validation-mlogloss:1.68724
[527]	train-mlogloss:1.56426	validation-mlogloss:1.68706
[528]	train-mlogloss:1.56380	validation-mlogloss:1.68698
[529]	train-mlogloss:1.56332	validation-mlogloss:1.68694
[530]	train-mlogloss:1.56285	validation-mlogloss:1.68700
[531]	train-mlogloss:1.56239	validation-mlogloss:1.68678
[532]	train-mlogloss:1.56193	validation-mlogloss:1.68668
[533]	train-mlogloss:1.56151	validation-mlogloss:1.68657
[534]	train-mlogloss:1.56111	validation-mlogloss:1.68641
[535]	train-mlogloss:1.56072	validation-mlogloss:1.68616
[536]	train-mlogloss:1.56026	validation-mlogloss:1.68583
[537]	train-mlogloss:1.55988	validation-mlogloss:1.68555
[538]	train-mlogloss:1.55941	validation-mlogloss:1.68553
[539]	train-mlogloss:1.55894	validation-mlogloss:1.68559
Saved model to disk.
2025-10-27 09:53:55.505694: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:53:55.518512: 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 00:00:1761555235.532454  423079 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555235.536997  423079 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555235.548018  423079 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555235.548041  423079 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555235.548045  423079 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555235.548048  423079 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:53:55.551464: 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:2.69391	validation-mlogloss:2.69272
[1]	train-mlogloss:2.68025	validation-mlogloss:2.67817
[2]	train-mlogloss:2.66677	validation-mlogloss:2.66357
[3]	train-mlogloss:2.65363	validation-mlogloss:2.64882
[4]	train-mlogloss:2.64124	validation-mlogloss:2.63577
[5]	train-mlogloss:2.62856	validation-mlogloss:2.62174
[6]	train-mlogloss:2.61668	validation-mlogloss:2.60867
[7]	train-mlogloss:2.60412	validation-mlogloss:2.59464
[8]	train-mlogloss:2.59245	validation-mlogloss:2.58269
[9]	train-mlogloss:2.58109	validation-mlogloss:2.56995
[10]	train-mlogloss:2.56986	validation-mlogloss:2.55771
[11]	train-mlogloss:2.55870	validation-mlogloss:2.54540
[12]	train-mlogloss:2.54803	validation-mlogloss:2.53371
[13]	train-mlogloss:2.53731	validation-mlogloss:2.52224
[14]	train-mlogloss:2.52682	validation-mlogloss:2.51060
[15]	train-mlogloss:2.51664	validation-mlogloss:2.49885
[16]	train-mlogloss:2.50682	validation-mlogloss:2.48753
[17]	train-mlogloss:2.49741	validation-mlogloss:2.47714
[18]	train-mlogloss:2.48868	validation-mlogloss:2.46743
[19]	train-mlogloss:2.47949	validation-mlogloss:2.45706
[20]	train-mlogloss:2.46999	validation-mlogloss:2.44729
[21]	train-mlogloss:2.46076	validation-mlogloss:2.43693
[22]	train-mlogloss:2.45195	validation-mlogloss:2.42792
[23]	train-mlogloss:2.44342	validation-mlogloss:2.41839
[24]	train-mlogloss:2.43469	validation-mlogloss:2.40887
[25]	train-mlogloss:2.42631	validation-mlogloss:2.39991
[26]	train-mlogloss:2.41820	validation-mlogloss:2.39094
[27]	train-mlogloss:2.41030	validation-mlogloss:2.38176
[28]	train-mlogloss:2.40235	validation-mlogloss:2.37322
[29]	train-mlogloss:2.39457	validation-mlogloss:2.36472
[30]	train-mlogloss:2.38727	validation-mlogloss:2.35574
[31]	train-mlogloss:2.37986	validation-mlogloss:2.34785
[32]	train-mlogloss:2.37241	validation-mlogloss:2.33952
[33]	train-mlogloss:2.36530	validation-mlogloss:2.33195
[34]	train-mlogloss:2.35811	validation-mlogloss:2.32407
[35]	train-mlogloss:2.35135	validation-mlogloss:2.31634
[36]	train-mlogloss:2.34437	validation-mlogloss:2.30809
[37]	train-mlogloss:2.33765	validation-mlogloss:2.30108
[38]	train-mlogloss:2.33079	validation-mlogloss:2.29363
[39]	train-mlogloss:2.32437	validation-mlogloss:2.28707
[40]	train-mlogloss:2.31777	validation-mlogloss:2.28028
[41]	train-mlogloss:2.31160	validation-mlogloss:2.27433
[42]	train-mlogloss:2.30563	validation-mlogloss:2.26794
[43]	train-mlogloss:2.29960	validation-mlogloss:2.26146
[44]	train-mlogloss:2.29367	validation-mlogloss:2.25505
[45]	train-mlogloss:2.28788	validation-mlogloss:2.24881
[46]	train-mlogloss:2.28171	validation-mlogloss:2.24234
[47]	train-mlogloss:2.27597	validation-mlogloss:2.23624
[48]	train-mlogloss:2.27052	validation-mlogloss:2.23117
[49]	train-mlogloss:2.26507	validation-mlogloss:2.22555
[50]	train-mlogloss:2.25925	validation-mlogloss:2.21911
[51]	train-mlogloss:2.25350	validation-mlogloss:2.21314
[52]	train-mlogloss:2.24829	validation-mlogloss:2.20766
[53]	train-mlogloss:2.24294	validation-mlogloss:2.20241
[54]	train-mlogloss:2.23771	validation-mlogloss:2.19741
[55]	train-mlogloss:2.23225	validation-mlogloss:2.19180
[56]	train-mlogloss:2.22708	validation-mlogloss:2.18635
[57]	train-mlogloss:2.22208	validation-mlogloss:2.18142
[58]	train-mlogloss:2.21698	validation-mlogloss:2.17611
[59]	train-mlogloss:2.21201	validation-mlogloss:2.17124
[60]	train-mlogloss:2.20735	validation-mlogloss:2.16661
[61]	train-mlogloss:2.20276	validation-mlogloss:2.16234
[62]	train-mlogloss:2.19795	validation-mlogloss:2.15745
[63]	train-mlogloss:2.19335	validation-mlogloss:2.15234
[64]	train-mlogloss:2.18867	validation-mlogloss:2.14771
[65]	train-mlogloss:2.18395	validation-mlogloss:2.14325
[66]	train-mlogloss:2.17931	validation-mlogloss:2.13878
[67]	train-mlogloss:2.17491	validation-mlogloss:2.13427
[68]	train-mlogloss:2.17065	validation-mlogloss:2.12993
[69]	train-mlogloss:2.16634	validation-mlogloss:2.12571
[70]	train-mlogloss:2.16211	validation-mlogloss:2.12128
[71]	train-mlogloss:2.15803	validation-mlogloss:2.11759
[72]	train-mlogloss:2.15375	validation-mlogloss:2.11355
[73]	train-mlogloss:2.14948	validation-mlogloss:2.10899
[74]	train-mlogloss:2.14538	validation-mlogloss:2.10507
[75]	train-mlogloss:2.14142	validation-mlogloss:2.10123
[76]	train-mlogloss:2.13735	validation-mlogloss:2.09701
[77]	train-mlogloss:2.13340	validation-mlogloss:2.09280
[78]	train-mlogloss:2.12940	validation-mlogloss:2.08913
[79]	train-mlogloss:2.12548	validation-mlogloss:2.08544
[80]	train-mlogloss:2.12158	validation-mlogloss:2.08174
[81]	train-mlogloss:2.11780	validation-mlogloss:2.07791
[82]	train-mlogloss:2.11406	validation-mlogloss:2.07435
[83]	train-mlogloss:2.11045	validation-mlogloss:2.07111
[84]	train-mlogloss:2.10666	validation-mlogloss:2.06730
[85]	train-mlogloss:2.10312	validation-mlogloss:2.06416
[86]	train-mlogloss:2.09928	validation-mlogloss:2.06058
[87]	train-mlogloss:2.09570	validation-mlogloss:2.05705
[88]	train-mlogloss:2.09206	validation-mlogloss:2.05352
[89]	train-mlogloss:2.08867	validation-mlogloss:2.05052
[90]	train-mlogloss:2.08517	validation-mlogloss:2.04737
[91]	train-mlogloss:2.08175	validation-mlogloss:2.04400
[92]	train-mlogloss:2.07828	validation-mlogloss:2.04071
[93]	train-mlogloss:2.07480	validation-mlogloss:2.03722
[94]	train-mlogloss:2.07139	validation-mlogloss:2.03416
[95]	train-mlogloss:2.06802	validation-mlogloss:2.03068
[96]	train-mlogloss:2.06494	validation-mlogloss:2.02791
[97]	train-mlogloss:2.06169	validation-mlogloss:2.02484
[98]	train-mlogloss:2.05836	validation-mlogloss:2.02151
[99]	train-mlogloss:2.05534	validation-mlogloss:2.01875
[100]	train-mlogloss:2.05231	validation-mlogloss:2.01629
[101]	train-mlogloss:2.04906	validation-mlogloss:2.01334
[102]	train-mlogloss:2.04622	validation-mlogloss:2.01050
[103]	train-mlogloss:2.04309	validation-mlogloss:2.00765
[104]	train-mlogloss:2.04015	validation-mlogloss:2.00443
[105]	train-mlogloss:2.03721	validation-mlogloss:2.00163
[106]	train-mlogloss:2.03411	validation-mlogloss:1.99910
[107]	train-mlogloss:2.03115	validation-mlogloss:1.99621
[108]	train-mlogloss:2.02839	validation-mlogloss:1.99314
[109]	train-mlogloss:2.02528	validation-mlogloss:1.99019
[110]	train-mlogloss:2.02255	validation-mlogloss:1.98794
[111]	train-mlogloss:2.01967	validation-mlogloss:1.98526
[112]	train-mlogloss:2.01671	validation-mlogloss:1.98230
[113]	train-mlogloss:2.01378	validation-mlogloss:1.97938
[114]	train-mlogloss:2.01100	validation-mlogloss:1.97695
[115]	train-mlogloss:2.00819	validation-mlogloss:1.97461
[116]	train-mlogloss:2.00542	validation-mlogloss:1.97212
[117]	train-mlogloss:2.00277	validation-mlogloss:1.96976
[118]	train-mlogloss:2.00026	validation-mlogloss:1.96749
[119]	train-mlogloss:1.99760	validation-mlogloss:1.96523
[120]	train-mlogloss:1.99491	validation-mlogloss:1.96279
[121]	train-mlogloss:1.99222	validation-mlogloss:1.95994
[122]	train-mlogloss:1.98950	validation-mlogloss:1.95750
[123]	train-mlogloss:1.98684	validation-mlogloss:1.95449
[124]	train-mlogloss:1.98429	validation-mlogloss:1.95236
[125]	train-mlogloss:1.98163	validation-mlogloss:1.95027
[126]	train-mlogloss:1.97885	validation-mlogloss:1.94760
[127]	train-mlogloss:1.97641	validation-mlogloss:1.94528
[128]	train-mlogloss:1.97395	validation-mlogloss:1.94289
[129]	train-mlogloss:1.97148	validation-mlogloss:1.94063
[130]	train-mlogloss:1.96891	validation-mlogloss:1.93849
[131]	train-mlogloss:1.96648	validation-mlogloss:1.93643
[132]	train-mlogloss:1.96413	validation-mlogloss:1.93437
[133]	train-mlogloss:1.96192	validation-mlogloss:1.93239
[134]	train-mlogloss:1.95960	validation-mlogloss:1.93087
[135]	train-mlogloss:1.95721	validation-mlogloss:1.92860
[136]	train-mlogloss:1.95501	validation-mlogloss:1.92663
[137]	train-mlogloss:1.95260	validation-mlogloss:1.92424
[138]	train-mlogloss:1.95026	validation-mlogloss:1.92241
[139]	train-mlogloss:1.94810	validation-mlogloss:1.92054
[140]	train-mlogloss:1.94570	validation-mlogloss:1.91854
[141]	train-mlogloss:1.94350	validation-mlogloss:1.91656
[142]	train-mlogloss:1.94129	validation-mlogloss:1.91490
[143]	train-mlogloss:1.93914	validation-mlogloss:1.91312
[144]	train-mlogloss:1.93695	validation-mlogloss:1.91135
[145]	train-mlogloss:1.93469	validation-mlogloss:1.90936
[146]	train-mlogloss:1.93237	validation-mlogloss:1.90764
[147]	train-mlogloss:1.93030	validation-mlogloss:1.90608
[148]	train-mlogloss:1.92817	validation-mlogloss:1.90429
[149]	train-mlogloss:1.92613	validation-mlogloss:1.90248
[150]	train-mlogloss:1.92415	validation-mlogloss:1.90044
[151]	train-mlogloss:1.92204	validation-mlogloss:1.89854
[152]	train-mlogloss:1.92008	validation-mlogloss:1.89693
[153]	train-mlogloss:1.91812	validation-mlogloss:1.89532
[154]	train-mlogloss:1.91609	validation-mlogloss:1.89352
[155]	train-mlogloss:1.91408	validation-mlogloss:1.89170
[156]	train-mlogloss:1.91210	validation-mlogloss:1.88972
[157]	train-mlogloss:1.91030	validation-mlogloss:1.88843
[158]	train-mlogloss:1.90834	validation-mlogloss:1.88681
[159]	train-mlogloss:1.90640	validation-mlogloss:1.88503
[160]	train-mlogloss:1.90445	validation-mlogloss:1.88350
[161]	train-mlogloss:1.90249	validation-mlogloss:1.88223
[162]	train-mlogloss:1.90060	validation-mlogloss:1.88051
[163]	train-mlogloss:1.89859	validation-mlogloss:1.87898
[164]	train-mlogloss:1.89662	validation-mlogloss:1.87713
[165]	train-mlogloss:1.89471	validation-mlogloss:1.87548
[166]	train-mlogloss:1.89283	validation-mlogloss:1.87430
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[169]	train-mlogloss:1.88706	validation-mlogloss:1.86969
[170]	train-mlogloss:1.88522	validation-mlogloss:1.86804
[171]	train-mlogloss:1.88343	validation-mlogloss:1.86636
[172]	train-mlogloss:1.88151	validation-mlogloss:1.86477
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[178]	train-mlogloss:1.87107	validation-mlogloss:1.85675
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[181]	train-mlogloss:1.86607	validation-mlogloss:1.85260
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[189]	train-mlogloss:1.85260	validation-mlogloss:1.84161
[190]	train-mlogloss:1.85103	validation-mlogloss:1.84046
[191]	train-mlogloss:1.84944	validation-mlogloss:1.83940
[192]	train-mlogloss:1.84785	validation-mlogloss:1.83799
[193]	train-mlogloss:1.84630	validation-mlogloss:1.83681
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[195]	train-mlogloss:1.84324	validation-mlogloss:1.83423
[196]	train-mlogloss:1.84170	validation-mlogloss:1.83289
[197]	train-mlogloss:1.84008	validation-mlogloss:1.83148
[198]	train-mlogloss:1.83860	validation-mlogloss:1.83025
[199]	train-mlogloss:1.83710	validation-mlogloss:1.82923
[200]	train-mlogloss:1.83559	validation-mlogloss:1.82801
[201]	train-mlogloss:1.83404	validation-mlogloss:1.82716
[202]	train-mlogloss:1.83250	validation-mlogloss:1.82597
[203]	train-mlogloss:1.83111	validation-mlogloss:1.82495
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[205]	train-mlogloss:1.82823	validation-mlogloss:1.82265
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[208]	train-mlogloss:1.82395	validation-mlogloss:1.81986
[209]	train-mlogloss:1.82254	validation-mlogloss:1.81893
[210]	train-mlogloss:1.82107	validation-mlogloss:1.81800
[211]	train-mlogloss:1.81968	validation-mlogloss:1.81662
[212]	train-mlogloss:1.81825	validation-mlogloss:1.81581
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Saved model to disk.
2025-10-27 09:54:41.235556: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:54:41.247855: 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 00:00:1761555281.261446  423959 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555281.265811  423959 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555281.276736  423959 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555281.276759  423959 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555281.276762  423959 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555281.276764  423959 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:54:41.280128: 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:2.69381	validation-mlogloss:2.69259
[1]	train-mlogloss:2.68003	validation-mlogloss:2.67653
[2]	train-mlogloss:2.66565	validation-mlogloss:2.66035
[3]	train-mlogloss:2.65207	validation-mlogloss:2.64512
[4]	train-mlogloss:2.63822	validation-mlogloss:2.63007
[5]	train-mlogloss:2.62553	validation-mlogloss:2.61611
[6]	train-mlogloss:2.61373	validation-mlogloss:2.60322
[7]	train-mlogloss:2.60335	validation-mlogloss:2.59132
[8]	train-mlogloss:2.59156	validation-mlogloss:2.57840
[9]	train-mlogloss:2.57954	validation-mlogloss:2.56495
[10]	train-mlogloss:2.56847	validation-mlogloss:2.55257
[11]	train-mlogloss:2.55726	validation-mlogloss:2.53977
[12]	train-mlogloss:2.54612	validation-mlogloss:2.52751
[13]	train-mlogloss:2.53543	validation-mlogloss:2.51574
[14]	train-mlogloss:2.52526	validation-mlogloss:2.50468
[15]	train-mlogloss:2.51517	validation-mlogloss:2.49319
[16]	train-mlogloss:2.50570	validation-mlogloss:2.48270
[17]	train-mlogloss:2.49603	validation-mlogloss:2.47211
[18]	train-mlogloss:2.48655	validation-mlogloss:2.46138
[19]	train-mlogloss:2.47728	validation-mlogloss:2.45108
[20]	train-mlogloss:2.46896	validation-mlogloss:2.44256
[21]	train-mlogloss:2.46012	validation-mlogloss:2.43270
[22]	train-mlogloss:2.45195	validation-mlogloss:2.42404
[23]	train-mlogloss:2.44325	validation-mlogloss:2.41411
[24]	train-mlogloss:2.43498	validation-mlogloss:2.40542
[25]	train-mlogloss:2.42680	validation-mlogloss:2.39626
[26]	train-mlogloss:2.41865	validation-mlogloss:2.38787
[27]	train-mlogloss:2.41094	validation-mlogloss:2.37953
[28]	train-mlogloss:2.40304	validation-mlogloss:2.37075
[29]	train-mlogloss:2.39598	validation-mlogloss:2.36306
[30]	train-mlogloss:2.38844	validation-mlogloss:2.35560
[31]	train-mlogloss:2.38059	validation-mlogloss:2.34726
[32]	train-mlogloss:2.37319	validation-mlogloss:2.33927
[33]	train-mlogloss:2.36633	validation-mlogloss:2.33181
[34]	train-mlogloss:2.35909	validation-mlogloss:2.32395
[35]	train-mlogloss:2.35236	validation-mlogloss:2.31740
[36]	train-mlogloss:2.34599	validation-mlogloss:2.31046
[37]	train-mlogloss:2.33971	validation-mlogloss:2.30386
[38]	train-mlogloss:2.33300	validation-mlogloss:2.29631
[39]	train-mlogloss:2.32668	validation-mlogloss:2.28952
[40]	train-mlogloss:2.32055	validation-mlogloss:2.28314
[41]	train-mlogloss:2.31429	validation-mlogloss:2.27653
[42]	train-mlogloss:2.30771	validation-mlogloss:2.26939
[43]	train-mlogloss:2.30159	validation-mlogloss:2.26347
[44]	train-mlogloss:2.29526	validation-mlogloss:2.25734
[45]	train-mlogloss:2.28937	validation-mlogloss:2.25188
[46]	train-mlogloss:2.28363	validation-mlogloss:2.24576
[47]	train-mlogloss:2.27776	validation-mlogloss:2.23942
[48]	train-mlogloss:2.27203	validation-mlogloss:2.23338
[49]	train-mlogloss:2.26658	validation-mlogloss:2.22840
[50]	train-mlogloss:2.26088	validation-mlogloss:2.22248
[51]	train-mlogloss:2.25556	validation-mlogloss:2.21698
[52]	train-mlogloss:2.25017	validation-mlogloss:2.21163
[53]	train-mlogloss:2.24464	validation-mlogloss:2.20554
[54]	train-mlogloss:2.23936	validation-mlogloss:2.19997
[55]	train-mlogloss:2.23424	validation-mlogloss:2.19472
[56]	train-mlogloss:2.22920	validation-mlogloss:2.18898
[57]	train-mlogloss:2.22420	validation-mlogloss:2.18369
[58]	train-mlogloss:2.21928	validation-mlogloss:2.17862
[59]	train-mlogloss:2.21449	validation-mlogloss:2.17365
[60]	train-mlogloss:2.20954	validation-mlogloss:2.16896
[61]	train-mlogloss:2.20463	validation-mlogloss:2.16389
[62]	train-mlogloss:2.19987	validation-mlogloss:2.15899
[63]	train-mlogloss:2.19505	validation-mlogloss:2.15400
[64]	train-mlogloss:2.19027	validation-mlogloss:2.14881
[65]	train-mlogloss:2.18550	validation-mlogloss:2.14403
[66]	train-mlogloss:2.18088	validation-mlogloss:2.13917
[67]	train-mlogloss:2.17632	validation-mlogloss:2.13476
[68]	train-mlogloss:2.17203	validation-mlogloss:2.13066
[69]	train-mlogloss:2.16769	validation-mlogloss:2.12625
[70]	train-mlogloss:2.16331	validation-mlogloss:2.12152
[71]	train-mlogloss:2.15887	validation-mlogloss:2.11676
[72]	train-mlogloss:2.15484	validation-mlogloss:2.11268
[73]	train-mlogloss:2.15055	validation-mlogloss:2.10826
[74]	train-mlogloss:2.14656	validation-mlogloss:2.10409
[75]	train-mlogloss:2.14236	validation-mlogloss:2.09987
[76]	train-mlogloss:2.13846	validation-mlogloss:2.09586
[77]	train-mlogloss:2.13453	validation-mlogloss:2.09193
[78]	train-mlogloss:2.13055	validation-mlogloss:2.08809
[79]	train-mlogloss:2.12663	validation-mlogloss:2.08421
[80]	train-mlogloss:2.12295	validation-mlogloss:2.08103
[81]	train-mlogloss:2.11921	validation-mlogloss:2.07711
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[83]	train-mlogloss:2.11174	validation-mlogloss:2.06956
[84]	train-mlogloss:2.10799	validation-mlogloss:2.06620
[85]	train-mlogloss:2.10424	validation-mlogloss:2.06248
[86]	train-mlogloss:2.10062	validation-mlogloss:2.05864
[87]	train-mlogloss:2.09723	validation-mlogloss:2.05546
[88]	train-mlogloss:2.09370	validation-mlogloss:2.05209
[89]	train-mlogloss:2.09014	validation-mlogloss:2.04879
[90]	train-mlogloss:2.08670	validation-mlogloss:2.04579
[91]	train-mlogloss:2.08295	validation-mlogloss:2.04245
[92]	train-mlogloss:2.07964	validation-mlogloss:2.03965
[93]	train-mlogloss:2.07615	validation-mlogloss:2.03653
[94]	train-mlogloss:2.07284	validation-mlogloss:2.03313
[95]	train-mlogloss:2.06956	validation-mlogloss:2.02989
[96]	train-mlogloss:2.06636	validation-mlogloss:2.02739
[97]	train-mlogloss:2.06283	validation-mlogloss:2.02413
[98]	train-mlogloss:2.05968	validation-mlogloss:2.02121
[99]	train-mlogloss:2.05649	validation-mlogloss:2.01836
[100]	train-mlogloss:2.05343	validation-mlogloss:2.01505
[101]	train-mlogloss:2.05015	validation-mlogloss:2.01187
[102]	train-mlogloss:2.04695	validation-mlogloss:2.00883
[103]	train-mlogloss:2.04372	validation-mlogloss:2.00572
[104]	train-mlogloss:2.04072	validation-mlogloss:2.00302
[105]	train-mlogloss:2.03768	validation-mlogloss:2.00041
[106]	train-mlogloss:2.03461	validation-mlogloss:1.99745
[107]	train-mlogloss:2.03162	validation-mlogloss:1.99448
[108]	train-mlogloss:2.02858	validation-mlogloss:1.99126
[109]	train-mlogloss:2.02565	validation-mlogloss:1.98831
[110]	train-mlogloss:2.02291	validation-mlogloss:1.98573
[111]	train-mlogloss:2.02012	validation-mlogloss:1.98319
[112]	train-mlogloss:2.01731	validation-mlogloss:1.98055
[113]	train-mlogloss:2.01454	validation-mlogloss:1.97818
[114]	train-mlogloss:2.01182	validation-mlogloss:1.97570
[115]	train-mlogloss:2.00921	validation-mlogloss:1.97337
[116]	train-mlogloss:2.00650	validation-mlogloss:1.97088
[117]	train-mlogloss:2.00357	validation-mlogloss:1.96750
[118]	train-mlogloss:2.00081	validation-mlogloss:1.96486
[119]	train-mlogloss:1.99811	validation-mlogloss:1.96217
[120]	train-mlogloss:1.99567	validation-mlogloss:1.95988
[121]	train-mlogloss:1.99323	validation-mlogloss:1.95782
[122]	train-mlogloss:1.99062	validation-mlogloss:1.95547
[123]	train-mlogloss:1.98802	validation-mlogloss:1.95305
[124]	train-mlogloss:1.98546	validation-mlogloss:1.95095
[125]	train-mlogloss:1.98295	validation-mlogloss:1.94835
[126]	train-mlogloss:1.98056	validation-mlogloss:1.94603
[127]	train-mlogloss:1.97807	validation-mlogloss:1.94362
[128]	train-mlogloss:1.97572	validation-mlogloss:1.94142
[129]	train-mlogloss:1.97321	validation-mlogloss:1.93906
[130]	train-mlogloss:1.97092	validation-mlogloss:1.93675
[131]	train-mlogloss:1.96842	validation-mlogloss:1.93452
[132]	train-mlogloss:1.96615	validation-mlogloss:1.93237
[133]	train-mlogloss:1.96367	validation-mlogloss:1.93022
[134]	train-mlogloss:1.96134	validation-mlogloss:1.92861
[135]	train-mlogloss:1.95894	validation-mlogloss:1.92649
[136]	train-mlogloss:1.95664	validation-mlogloss:1.92473
[137]	train-mlogloss:1.95431	validation-mlogloss:1.92244
[138]	train-mlogloss:1.95213	validation-mlogloss:1.92050
[139]	train-mlogloss:1.94969	validation-mlogloss:1.91836
[140]	train-mlogloss:1.94739	validation-mlogloss:1.91595
[141]	train-mlogloss:1.94514	validation-mlogloss:1.91417
[142]	train-mlogloss:1.94293	validation-mlogloss:1.91217
[143]	train-mlogloss:1.94062	validation-mlogloss:1.91013
[144]	train-mlogloss:1.93862	validation-mlogloss:1.90823
[145]	train-mlogloss:1.93638	validation-mlogloss:1.90600
[146]	train-mlogloss:1.93410	validation-mlogloss:1.90409
[147]	train-mlogloss:1.93195	validation-mlogloss:1.90240
[148]	train-mlogloss:1.92980	validation-mlogloss:1.90012
[149]	train-mlogloss:1.92767	validation-mlogloss:1.89850
[150]	train-mlogloss:1.92567	validation-mlogloss:1.89669
[151]	train-mlogloss:1.92357	validation-mlogloss:1.89462
[152]	train-mlogloss:1.92157	validation-mlogloss:1.89289
[153]	train-mlogloss:1.91956	validation-mlogloss:1.89165
[154]	train-mlogloss:1.91730	validation-mlogloss:1.88978
[155]	train-mlogloss:1.91537	validation-mlogloss:1.88815
[156]	train-mlogloss:1.91333	validation-mlogloss:1.88665
[157]	train-mlogloss:1.91135	validation-mlogloss:1.88514
[158]	train-mlogloss:1.90947	validation-mlogloss:1.88341
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[160]	train-mlogloss:1.90559	validation-mlogloss:1.88035
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[523]	train-mlogloss:1.56604	validation-mlogloss:1.68194
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[525]	train-mlogloss:1.56500	validation-mlogloss:1.68184
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[530]	train-mlogloss:1.56264	validation-mlogloss:1.68134
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[532]	train-mlogloss:1.56155	validation-mlogloss:1.68104
[533]	train-mlogloss:1.56112	validation-mlogloss:1.68107
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[535]	train-mlogloss:1.56017	validation-mlogloss:1.68068
[536]	train-mlogloss:1.55980	validation-mlogloss:1.68058
[537]	train-mlogloss:1.55931	validation-mlogloss:1.68042
[538]	train-mlogloss:1.55889	validation-mlogloss:1.68047
[539]	train-mlogloss:1.55829	validation-mlogloss:1.68029
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.36 [%]
Global accuracy score (test) = 45.52 [%]
Global F1 score (train) = 51.47 [%]
Global F1 score (test) = 44.88 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.76      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.38      0.45      0.41       184
       CAMINAR USUAL SPEED       0.36      0.27      0.31       184
            CAMINAR ZIGZAG       0.39      0.52      0.44       184
          DE PIE BARRIENDO       0.70      0.29      0.41       184
   DE PIE DOBLANDO TOALLAS       0.50      0.45      0.47       184
    DE PIE MOVIENDO LIBROS       0.43      0.39      0.41       184
          DE PIE USANDO PC       0.22      0.32      0.26       184
        FASE REPOSO CON K5       0.56      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.75      0.70      0.72       184
           SENTADO LEYENDO       0.49      0.38      0.43       184
         SENTADO USANDO PC       0.25      0.15      0.18       184
      SENTADO VIENDO LA TV       0.26      0.23      0.24       184
   SUBIR Y BAJAR ESCALERAS       0.62      0.52      0.57       184
                    TROTAR       0.66      0.57      0.61       161

                  accuracy                           0.46      2737
                 macro avg       0.47      0.46      0.45      2737
              weighted avg       0.47      0.46      0.45      2737


Accuracy capturado en la ejecución 22: 45.52 [%]
F1-score capturado en la ejecución 22: 44.88 [%]

=== EJECUCIÓN 23 ===

--- TRAIN (ejecución 23) ---

--- TEST (ejecución 23) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.2 [%]
Global accuracy score (test) = 45.85 [%]
Global F1 score (train) = 51.34 [%]
Global F1 score (test) = 45.28 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.76      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.39      0.46      0.42       184
       CAMINAR USUAL SPEED       0.34      0.27      0.30       184
            CAMINAR ZIGZAG       0.38      0.55      0.45       184
          DE PIE BARRIENDO       0.73      0.30      0.42       184
   DE PIE DOBLANDO TOALLAS       0.48      0.40      0.44       184
    DE PIE MOVIENDO LIBROS       0.41      0.38      0.39       184
          DE PIE USANDO PC       0.23      0.35      0.28       184
        FASE REPOSO CON K5       0.57      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.74      0.68      0.71       184
           SENTADO LEYENDO       0.51      0.39      0.44       184
         SENTADO USANDO PC       0.26      0.16      0.20       184
      SENTADO VIENDO LA TV       0.32      0.27      0.29       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.51      0.57       184
                    TROTAR       0.65      0.57      0.61       161

                  accuracy                           0.46      2737
                 macro avg       0.48      0.46      0.45      2737
              weighted avg       0.47      0.46      0.45      2737


Accuracy capturado en la ejecución 23: 45.85 [%]
F1-score capturado en la ejecución 23: 45.28 [%]

=== 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, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.35 [%]
Global accuracy score (test) = 45.05 [%]
Global F1 score (train) = 51.49 [%]
Global F1 score (test) = 44.46 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.76      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.36      0.47      0.41       184
       CAMINAR USUAL SPEED       0.37      0.30      0.34       184
            CAMINAR ZIGZAG       0.38      0.51      0.44       184
          DE PIE BARRIENDO       0.74      0.30      0.43       184
   DE PIE DOBLANDO TOALLAS       0.49      0.42      0.45       184
    DE PIE MOVIENDO LIBROS       0.39      0.33      0.35       184
          DE PIE USANDO PC       0.21      0.31      0.25       184
        FASE REPOSO CON K5       0.58      0.85      0.69       184
INCREMENTAL CICLOERGOMETRO       0.75      0.69      0.72       184
           SENTADO LEYENDO       0.50      0.41      0.45       184
         SENTADO USANDO PC       0.22      0.13      0.16       184
      SENTADO VIENDO LA TV       0.28      0.23      0.25       184
   SUBIR Y BAJAR ESCALERAS       0.59      0.49      0.54       184
                    TROTAR       0.68      0.57      0.62       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.44      2737
              weighted avg       0.47      0.45      0.44      2737


Accuracy capturado en la ejecución 24: 45.05 [%]
F1-score capturado en la ejecución 24: 44.46 [%]

=== EJECUCIÓN 25 ===

--- TRAIN (ejecución 25) ---

--- TEST (ejecución 25) ---
2025-10-27 09:55:27.585275: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:55:27.597971: 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 00:00:1761555327.611538  424894 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555327.615879  424894 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555327.626731  424894 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555327.626754  424894 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555327.626757  424894 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555327.626760  424894 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:55:27.630079: 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:2.69321	validation-mlogloss:2.69158
[1]	train-mlogloss:2.68128	validation-mlogloss:2.67738
[2]	train-mlogloss:2.66703	validation-mlogloss:2.66067
[3]	train-mlogloss:2.65280	validation-mlogloss:2.64428
[4]	train-mlogloss:2.64033	validation-mlogloss:2.63049
[5]	train-mlogloss:2.62741	validation-mlogloss:2.61742
[6]	train-mlogloss:2.61547	validation-mlogloss:2.60444
[7]	train-mlogloss:2.60398	validation-mlogloss:2.59175
[8]	train-mlogloss:2.59282	validation-mlogloss:2.57974
[9]	train-mlogloss:2.58060	validation-mlogloss:2.56635
[10]	train-mlogloss:2.56862	validation-mlogloss:2.55262
[11]	train-mlogloss:2.55739	validation-mlogloss:2.54105
[12]	train-mlogloss:2.54682	validation-mlogloss:2.52874
[13]	train-mlogloss:2.53602	validation-mlogloss:2.51633
[14]	train-mlogloss:2.52555	validation-mlogloss:2.50449
[15]	train-mlogloss:2.51607	validation-mlogloss:2.49448
[16]	train-mlogloss:2.50675	validation-mlogloss:2.48425
[17]	train-mlogloss:2.49711	validation-mlogloss:2.47447
[18]	train-mlogloss:2.48758	validation-mlogloss:2.46388
[19]	train-mlogloss:2.47799	validation-mlogloss:2.45335
[20]	train-mlogloss:2.46843	validation-mlogloss:2.44271
[21]	train-mlogloss:2.45932	validation-mlogloss:2.43315
[22]	train-mlogloss:2.45030	validation-mlogloss:2.42346
[23]	train-mlogloss:2.44176	validation-mlogloss:2.41416
[24]	train-mlogloss:2.43337	validation-mlogloss:2.40519
[25]	train-mlogloss:2.42485	validation-mlogloss:2.39577
[26]	train-mlogloss:2.41691	validation-mlogloss:2.38706
[27]	train-mlogloss:2.40911	validation-mlogloss:2.37876
[28]	train-mlogloss:2.40164	validation-mlogloss:2.37099
[29]	train-mlogloss:2.39433	validation-mlogloss:2.36296
[30]	train-mlogloss:2.38714	validation-mlogloss:2.35504
[31]	train-mlogloss:2.38003	validation-mlogloss:2.34730
[32]	train-mlogloss:2.37271	validation-mlogloss:2.33904
[33]	train-mlogloss:2.36541	validation-mlogloss:2.33141
[34]	train-mlogloss:2.35856	validation-mlogloss:2.32481
[35]	train-mlogloss:2.35198	validation-mlogloss:2.31728
[36]	train-mlogloss:2.34531	validation-mlogloss:2.31001
[37]	train-mlogloss:2.33837	validation-mlogloss:2.30282
[38]	train-mlogloss:2.33234	validation-mlogloss:2.29635
[39]	train-mlogloss:2.32595	validation-mlogloss:2.28885
[40]	train-mlogloss:2.31964	validation-mlogloss:2.28243
[41]	train-mlogloss:2.31346	validation-mlogloss:2.27586
[42]	train-mlogloss:2.30701	validation-mlogloss:2.26888
[43]	train-mlogloss:2.30088	validation-mlogloss:2.26232
[44]	train-mlogloss:2.29504	validation-mlogloss:2.25605
[45]	train-mlogloss:2.28893	validation-mlogloss:2.24924
[46]	train-mlogloss:2.28288	validation-mlogloss:2.24295
[47]	train-mlogloss:2.27695	validation-mlogloss:2.23658
[48]	train-mlogloss:2.27129	validation-mlogloss:2.23056
[49]	train-mlogloss:2.26588	validation-mlogloss:2.22509
[50]	train-mlogloss:2.26028	validation-mlogloss:2.21885
[51]	train-mlogloss:2.25477	validation-mlogloss:2.21352
[52]	train-mlogloss:2.24939	validation-mlogloss:2.20775
[53]	train-mlogloss:2.24407	validation-mlogloss:2.20230
[54]	train-mlogloss:2.23892	validation-mlogloss:2.19695
[55]	train-mlogloss:2.23355	validation-mlogloss:2.19151
[56]	train-mlogloss:2.22835	validation-mlogloss:2.18604
[57]	train-mlogloss:2.22338	validation-mlogloss:2.18091
[58]	train-mlogloss:2.21849	validation-mlogloss:2.17565
[59]	train-mlogloss:2.21352	validation-mlogloss:2.17113
[60]	train-mlogloss:2.20880	validation-mlogloss:2.16647
[61]	train-mlogloss:2.20399	validation-mlogloss:2.16159
[62]	train-mlogloss:2.19929	validation-mlogloss:2.15656
[63]	train-mlogloss:2.19449	validation-mlogloss:2.15203
[64]	train-mlogloss:2.18994	validation-mlogloss:2.14735
[65]	train-mlogloss:2.18532	validation-mlogloss:2.14242
[66]	train-mlogloss:2.18091	validation-mlogloss:2.13793
[67]	train-mlogloss:2.17630	validation-mlogloss:2.13343
[68]	train-mlogloss:2.17176	validation-mlogloss:2.12885
[69]	train-mlogloss:2.16762	validation-mlogloss:2.12493
[70]	train-mlogloss:2.16342	validation-mlogloss:2.12064
[71]	train-mlogloss:2.15926	validation-mlogloss:2.11666
[72]	train-mlogloss:2.15490	validation-mlogloss:2.11237
[73]	train-mlogloss:2.15086	validation-mlogloss:2.10826
[74]	train-mlogloss:2.14689	validation-mlogloss:2.10369
[75]	train-mlogloss:2.14297	validation-mlogloss:2.09946
[76]	train-mlogloss:2.13885	validation-mlogloss:2.09549
[77]	train-mlogloss:2.13475	validation-mlogloss:2.09108
[78]	train-mlogloss:2.13085	validation-mlogloss:2.08762
[79]	train-mlogloss:2.12700	validation-mlogloss:2.08389
[80]	train-mlogloss:2.12339	validation-mlogloss:2.08025
[81]	train-mlogloss:2.11953	validation-mlogloss:2.07656
[82]	train-mlogloss:2.11593	validation-mlogloss:2.07284
[83]	train-mlogloss:2.11208	validation-mlogloss:2.06931
[84]	train-mlogloss:2.10838	validation-mlogloss:2.06570
[85]	train-mlogloss:2.10482	validation-mlogloss:2.06216
[86]	train-mlogloss:2.10125	validation-mlogloss:2.05859
[87]	train-mlogloss:2.09773	validation-mlogloss:2.05534
[88]	train-mlogloss:2.09423	validation-mlogloss:2.05210
[89]	train-mlogloss:2.09084	validation-mlogloss:2.04881
[90]	train-mlogloss:2.08752	validation-mlogloss:2.04593
[91]	train-mlogloss:2.08415	validation-mlogloss:2.04321
[92]	train-mlogloss:2.08069	validation-mlogloss:2.04011
[93]	train-mlogloss:2.07729	validation-mlogloss:2.03682
[94]	train-mlogloss:2.07395	validation-mlogloss:2.03344
[95]	train-mlogloss:2.07072	validation-mlogloss:2.03029
[96]	train-mlogloss:2.06754	validation-mlogloss:2.02716
[97]	train-mlogloss:2.06429	validation-mlogloss:2.02392
[98]	train-mlogloss:2.06110	validation-mlogloss:2.02127
[99]	train-mlogloss:2.05788	validation-mlogloss:2.01845
[100]	train-mlogloss:2.05473	validation-mlogloss:2.01556
[101]	train-mlogloss:2.05164	validation-mlogloss:2.01278
[102]	train-mlogloss:2.04843	validation-mlogloss:2.00960
[103]	train-mlogloss:2.04510	validation-mlogloss:2.00657
[104]	train-mlogloss:2.04204	validation-mlogloss:2.00390
[105]	train-mlogloss:2.03910	validation-mlogloss:2.00139
[106]	train-mlogloss:2.03628	validation-mlogloss:1.99876
[107]	train-mlogloss:2.03344	validation-mlogloss:1.99618
[108]	train-mlogloss:2.03046	validation-mlogloss:1.99290
[109]	train-mlogloss:2.02755	validation-mlogloss:1.99025
[110]	train-mlogloss:2.02473	validation-mlogloss:1.98797
[111]	train-mlogloss:2.02189	validation-mlogloss:1.98512
[112]	train-mlogloss:2.01920	validation-mlogloss:1.98229
[113]	train-mlogloss:2.01632	validation-mlogloss:1.97948
[114]	train-mlogloss:2.01352	validation-mlogloss:1.97701
[115]	train-mlogloss:2.01077	validation-mlogloss:1.97452
[116]	train-mlogloss:2.00815	validation-mlogloss:1.97214
[117]	train-mlogloss:2.00545	validation-mlogloss:1.96984
[118]	train-mlogloss:2.00290	validation-mlogloss:1.96765
[119]	train-mlogloss:2.00010	validation-mlogloss:1.96523
[120]	train-mlogloss:1.99745	validation-mlogloss:1.96302
[121]	train-mlogloss:1.99496	validation-mlogloss:1.96048
[122]	train-mlogloss:1.99222	validation-mlogloss:1.95807
[123]	train-mlogloss:1.98963	validation-mlogloss:1.95588
[124]	train-mlogloss:1.98706	validation-mlogloss:1.95400
[125]	train-mlogloss:1.98431	validation-mlogloss:1.95131
[126]	train-mlogloss:1.98194	validation-mlogloss:1.94926
[127]	train-mlogloss:1.97948	validation-mlogloss:1.94711
[128]	train-mlogloss:1.97689	validation-mlogloss:1.94467
[129]	train-mlogloss:1.97443	validation-mlogloss:1.94254
[130]	train-mlogloss:1.97196	validation-mlogloss:1.94034
[131]	train-mlogloss:1.96948	validation-mlogloss:1.93805
[132]	train-mlogloss:1.96725	validation-mlogloss:1.93585
[133]	train-mlogloss:1.96485	validation-mlogloss:1.93402
[134]	train-mlogloss:1.96247	validation-mlogloss:1.93161
[135]	train-mlogloss:1.96023	validation-mlogloss:1.92966
[136]	train-mlogloss:1.95791	validation-mlogloss:1.92748
[137]	train-mlogloss:1.95564	validation-mlogloss:1.92550
[138]	train-mlogloss:1.95327	validation-mlogloss:1.92308
[139]	train-mlogloss:1.95098	validation-mlogloss:1.92105
[140]	train-mlogloss:1.94871	validation-mlogloss:1.91909
[141]	train-mlogloss:1.94651	validation-mlogloss:1.91718
[142]	train-mlogloss:1.94439	validation-mlogloss:1.91521
[143]	train-mlogloss:1.94217	validation-mlogloss:1.91322
[144]	train-mlogloss:1.94011	validation-mlogloss:1.91150
[145]	train-mlogloss:1.93804	validation-mlogloss:1.90983
[146]	train-mlogloss:1.93583	validation-mlogloss:1.90814
[147]	train-mlogloss:1.93363	validation-mlogloss:1.90643
[148]	train-mlogloss:1.93154	validation-mlogloss:1.90477
[149]	train-mlogloss:1.92944	validation-mlogloss:1.90323
[150]	train-mlogloss:1.92740	validation-mlogloss:1.90159
[151]	train-mlogloss:1.92531	validation-mlogloss:1.89997
[152]	train-mlogloss:1.92321	validation-mlogloss:1.89794
[153]	train-mlogloss:1.92117	validation-mlogloss:1.89618
[154]	train-mlogloss:1.91906	validation-mlogloss:1.89398
[155]	train-mlogloss:1.91696	validation-mlogloss:1.89230
[156]	train-mlogloss:1.91491	validation-mlogloss:1.89064
[157]	train-mlogloss:1.91281	validation-mlogloss:1.88867
[158]	train-mlogloss:1.91079	validation-mlogloss:1.88725
[159]	train-mlogloss:1.90890	validation-mlogloss:1.88596
[160]	train-mlogloss:1.90695	validation-mlogloss:1.88445
[161]	train-mlogloss:1.90505	validation-mlogloss:1.88305
[162]	train-mlogloss:1.90319	validation-mlogloss:1.88178
[163]	train-mlogloss:1.90104	validation-mlogloss:1.87999
[164]	train-mlogloss:1.89911	validation-mlogloss:1.87821
[165]	train-mlogloss:1.89734	validation-mlogloss:1.87689
[166]	train-mlogloss:1.89568	validation-mlogloss:1.87557
[167]	train-mlogloss:1.89372	validation-mlogloss:1.87419
[168]	train-mlogloss:1.89191	validation-mlogloss:1.87273
[169]	train-mlogloss:1.89012	validation-mlogloss:1.87134
[170]	train-mlogloss:1.88837	validation-mlogloss:1.86975
[171]	train-mlogloss:1.88658	validation-mlogloss:1.86816
[172]	train-mlogloss:1.88486	validation-mlogloss:1.86671
[173]	train-mlogloss:1.88302	validation-mlogloss:1.86532
[174]	train-mlogloss:1.88113	validation-mlogloss:1.86385
[175]	train-mlogloss:1.87927	validation-mlogloss:1.86238
[176]	train-mlogloss:1.87757	validation-mlogloss:1.86116
[177]	train-mlogloss:1.87586	validation-mlogloss:1.85957
[178]	train-mlogloss:1.87421	validation-mlogloss:1.85812
[179]	train-mlogloss:1.87252	validation-mlogloss:1.85667
[180]	train-mlogloss:1.87075	validation-mlogloss:1.85531
[181]	train-mlogloss:1.86899	validation-mlogloss:1.85359
[182]	train-mlogloss:1.86721	validation-mlogloss:1.85213
[183]	train-mlogloss:1.86547	validation-mlogloss:1.85043
[184]	train-mlogloss:1.86383	validation-mlogloss:1.84900
[185]	train-mlogloss:1.86218	validation-mlogloss:1.84784
[186]	train-mlogloss:1.86055	validation-mlogloss:1.84656
[187]	train-mlogloss:1.85890	validation-mlogloss:1.84523
[188]	train-mlogloss:1.85729	validation-mlogloss:1.84387
[189]	train-mlogloss:1.85565	validation-mlogloss:1.84266
[190]	train-mlogloss:1.85385	validation-mlogloss:1.84114
[191]	train-mlogloss:1.85211	validation-mlogloss:1.84017
[192]	train-mlogloss:1.85041	validation-mlogloss:1.83895
[193]	train-mlogloss:1.84880	validation-mlogloss:1.83743
[194]	train-mlogloss:1.84719	validation-mlogloss:1.83629
[195]	train-mlogloss:1.84564	validation-mlogloss:1.83509
[196]	train-mlogloss:1.84386	validation-mlogloss:1.83379
[197]	train-mlogloss:1.84224	validation-mlogloss:1.83250
[198]	train-mlogloss:1.84065	validation-mlogloss:1.83128
[199]	train-mlogloss:1.83911	validation-mlogloss:1.83022
[200]	train-mlogloss:1.83754	validation-mlogloss:1.82870
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[501]	train-mlogloss:1.57654	validation-mlogloss:1.68976
[502]	train-mlogloss:1.57605	validation-mlogloss:1.68956
[503]	train-mlogloss:1.57557	validation-mlogloss:1.68925
[504]	train-mlogloss:1.57500	validation-mlogloss:1.68881
[505]	train-mlogloss:1.57448	validation-mlogloss:1.68872
[506]	train-mlogloss:1.57394	validation-mlogloss:1.68862
[507]	train-mlogloss:1.57351	validation-mlogloss:1.68846
[508]	train-mlogloss:1.57303	validation-mlogloss:1.68834
[509]	train-mlogloss:1.57258	validation-mlogloss:1.68837
[510]	train-mlogloss:1.57212	validation-mlogloss:1.68836
[511]	train-mlogloss:1.57159	validation-mlogloss:1.68824
[512]	train-mlogloss:1.57109	validation-mlogloss:1.68803
[513]	train-mlogloss:1.57052	validation-mlogloss:1.68787
[514]	train-mlogloss:1.57008	validation-mlogloss:1.68772
[515]	train-mlogloss:1.56958	validation-mlogloss:1.68762
[516]	train-mlogloss:1.56904	validation-mlogloss:1.68734
[517]	train-mlogloss:1.56854	validation-mlogloss:1.68716
[518]	train-mlogloss:1.56802	validation-mlogloss:1.68686
[519]	train-mlogloss:1.56751	validation-mlogloss:1.68675
[520]	train-mlogloss:1.56699	validation-mlogloss:1.68653
[521]	train-mlogloss:1.56648	validation-mlogloss:1.68644
[522]	train-mlogloss:1.56592	validation-mlogloss:1.68616
[523]	train-mlogloss:1.56548	validation-mlogloss:1.68610
[524]	train-mlogloss:1.56491	validation-mlogloss:1.68586
[525]	train-mlogloss:1.56451	validation-mlogloss:1.68583
[526]	train-mlogloss:1.56404	validation-mlogloss:1.68561
[527]	train-mlogloss:1.56355	validation-mlogloss:1.68551
[528]	train-mlogloss:1.56309	validation-mlogloss:1.68560
[529]	train-mlogloss:1.56264	validation-mlogloss:1.68550
[530]	train-mlogloss:1.56221	validation-mlogloss:1.68543
[531]	train-mlogloss:1.56170	validation-mlogloss:1.68529
[532]	train-mlogloss:1.56119	validation-mlogloss:1.68528
[533]	train-mlogloss:1.56075	validation-mlogloss:1.68520
[534]	train-mlogloss:1.56036	validation-mlogloss:1.68516
[535]	train-mlogloss:1.55988	validation-mlogloss:1.68499
[536]	train-mlogloss:1.55945	validation-mlogloss:1.68478
[537]	train-mlogloss:1.55895	validation-mlogloss:1.68457
[538]	train-mlogloss:1.55844	validation-mlogloss:1.68442
[539]	train-mlogloss:1.55798	validation-mlogloss:1.68434
Saved model to disk.
2025-10-27 09:56:13.574488: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:56:13.587544: 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 00:00:1761555373.601953  425807 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555373.606339  425807 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555373.617922  425807 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555373.617955  425807 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555373.617959  425807 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555373.617961  425807 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:56:13.621437: 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:2.69570	validation-mlogloss:2.69374
[1]	train-mlogloss:2.68211	validation-mlogloss:2.67896
[2]	train-mlogloss:2.66768	validation-mlogloss:2.66312
[3]	train-mlogloss:2.65426	validation-mlogloss:2.64781
[4]	train-mlogloss:2.64152	validation-mlogloss:2.63375
[5]	train-mlogloss:2.62897	validation-mlogloss:2.61941
[6]	train-mlogloss:2.61631	validation-mlogloss:2.60616
[7]	train-mlogloss:2.60467	validation-mlogloss:2.59225
[8]	train-mlogloss:2.59375	validation-mlogloss:2.57994
[9]	train-mlogloss:2.58218	validation-mlogloss:2.56732
[10]	train-mlogloss:2.57104	validation-mlogloss:2.55505
[11]	train-mlogloss:2.56000	validation-mlogloss:2.54310
[12]	train-mlogloss:2.54940	validation-mlogloss:2.53219
[13]	train-mlogloss:2.53879	validation-mlogloss:2.52020
[14]	train-mlogloss:2.52857	validation-mlogloss:2.50955
[15]	train-mlogloss:2.51894	validation-mlogloss:2.49921
[16]	train-mlogloss:2.50926	validation-mlogloss:2.48881
[17]	train-mlogloss:2.49979	validation-mlogloss:2.47838
[18]	train-mlogloss:2.49124	validation-mlogloss:2.46808
[19]	train-mlogloss:2.48213	validation-mlogloss:2.45752
[20]	train-mlogloss:2.47256	validation-mlogloss:2.44646
[21]	train-mlogloss:2.46374	validation-mlogloss:2.43729
[22]	train-mlogloss:2.45474	validation-mlogloss:2.42714
[23]	train-mlogloss:2.44637	validation-mlogloss:2.41829
[24]	train-mlogloss:2.43809	validation-mlogloss:2.40952
[25]	train-mlogloss:2.42935	validation-mlogloss:2.39991
[26]	train-mlogloss:2.42120	validation-mlogloss:2.39100
[27]	train-mlogloss:2.41275	validation-mlogloss:2.38212
[28]	train-mlogloss:2.40510	validation-mlogloss:2.37326
[29]	train-mlogloss:2.39732	validation-mlogloss:2.36473
[30]	train-mlogloss:2.38970	validation-mlogloss:2.35657
[31]	train-mlogloss:2.38223	validation-mlogloss:2.34839
[32]	train-mlogloss:2.37435	validation-mlogloss:2.33977
[33]	train-mlogloss:2.36716	validation-mlogloss:2.33229
[34]	train-mlogloss:2.35971	validation-mlogloss:2.32426
[35]	train-mlogloss:2.35286	validation-mlogloss:2.31672
[36]	train-mlogloss:2.34575	validation-mlogloss:2.30874
[37]	train-mlogloss:2.33906	validation-mlogloss:2.30143
[38]	train-mlogloss:2.33259	validation-mlogloss:2.29470
[39]	train-mlogloss:2.32627	validation-mlogloss:2.28860
[40]	train-mlogloss:2.31963	validation-mlogloss:2.28148
[41]	train-mlogloss:2.31322	validation-mlogloss:2.27454
[42]	train-mlogloss:2.30699	validation-mlogloss:2.26800
[43]	train-mlogloss:2.30115	validation-mlogloss:2.26222
[44]	train-mlogloss:2.29510	validation-mlogloss:2.25602
[45]	train-mlogloss:2.28904	validation-mlogloss:2.24947
[46]	train-mlogloss:2.28277	validation-mlogloss:2.24271
[47]	train-mlogloss:2.27728	validation-mlogloss:2.23645
[48]	train-mlogloss:2.27157	validation-mlogloss:2.23048
[49]	train-mlogloss:2.26598	validation-mlogloss:2.22455
[50]	train-mlogloss:2.26078	validation-mlogloss:2.21898
[51]	train-mlogloss:2.25540	validation-mlogloss:2.21331
[52]	train-mlogloss:2.24984	validation-mlogloss:2.20708
[53]	train-mlogloss:2.24441	validation-mlogloss:2.20176
[54]	train-mlogloss:2.23918	validation-mlogloss:2.19607
[55]	train-mlogloss:2.23399	validation-mlogloss:2.19112
[56]	train-mlogloss:2.22875	validation-mlogloss:2.18568
[57]	train-mlogloss:2.22371	validation-mlogloss:2.18064
[58]	train-mlogloss:2.21879	validation-mlogloss:2.17523
[59]	train-mlogloss:2.21391	validation-mlogloss:2.17018
[60]	train-mlogloss:2.20909	validation-mlogloss:2.16549
[61]	train-mlogloss:2.20430	validation-mlogloss:2.16039
[62]	train-mlogloss:2.19923	validation-mlogloss:2.15509
[63]	train-mlogloss:2.19473	validation-mlogloss:2.15041
[64]	train-mlogloss:2.19013	validation-mlogloss:2.14552
[65]	train-mlogloss:2.18548	validation-mlogloss:2.14046
[66]	train-mlogloss:2.18090	validation-mlogloss:2.13573
[67]	train-mlogloss:2.17659	validation-mlogloss:2.13123
[68]	train-mlogloss:2.17211	validation-mlogloss:2.12726
[69]	train-mlogloss:2.16778	validation-mlogloss:2.12285
[70]	train-mlogloss:2.16352	validation-mlogloss:2.11886
[71]	train-mlogloss:2.15934	validation-mlogloss:2.11474
[72]	train-mlogloss:2.15539	validation-mlogloss:2.11072
[73]	train-mlogloss:2.15140	validation-mlogloss:2.10708
[74]	train-mlogloss:2.14704	validation-mlogloss:2.10266
[75]	train-mlogloss:2.14278	validation-mlogloss:2.09850
[76]	train-mlogloss:2.13872	validation-mlogloss:2.09466
[77]	train-mlogloss:2.13467	validation-mlogloss:2.09111
[78]	train-mlogloss:2.13067	validation-mlogloss:2.08720
[79]	train-mlogloss:2.12688	validation-mlogloss:2.08382
[80]	train-mlogloss:2.12309	validation-mlogloss:2.08001
[81]	train-mlogloss:2.11906	validation-mlogloss:2.07613
[82]	train-mlogloss:2.11542	validation-mlogloss:2.07277
[83]	train-mlogloss:2.11149	validation-mlogloss:2.06916
[84]	train-mlogloss:2.10775	validation-mlogloss:2.06559
[85]	train-mlogloss:2.10395	validation-mlogloss:2.06190
[86]	train-mlogloss:2.10021	validation-mlogloss:2.05862
[87]	train-mlogloss:2.09680	validation-mlogloss:2.05542
[88]	train-mlogloss:2.09334	validation-mlogloss:2.05254
[89]	train-mlogloss:2.08980	validation-mlogloss:2.04915
[90]	train-mlogloss:2.08619	validation-mlogloss:2.04570
[91]	train-mlogloss:2.08290	validation-mlogloss:2.04257
[92]	train-mlogloss:2.07950	validation-mlogloss:2.03918
[93]	train-mlogloss:2.07616	validation-mlogloss:2.03611
[94]	train-mlogloss:2.07293	validation-mlogloss:2.03332
[95]	train-mlogloss:2.06946	validation-mlogloss:2.02974
[96]	train-mlogloss:2.06616	validation-mlogloss:2.02621
[97]	train-mlogloss:2.06278	validation-mlogloss:2.02293
[98]	train-mlogloss:2.05975	validation-mlogloss:2.02012
[99]	train-mlogloss:2.05658	validation-mlogloss:2.01730
[100]	train-mlogloss:2.05345	validation-mlogloss:2.01423
[101]	train-mlogloss:2.05041	validation-mlogloss:2.01124
[102]	train-mlogloss:2.04731	validation-mlogloss:2.00853
[103]	train-mlogloss:2.04410	validation-mlogloss:2.00574
[104]	train-mlogloss:2.04130	validation-mlogloss:2.00356
[105]	train-mlogloss:2.03829	validation-mlogloss:2.00082
[106]	train-mlogloss:2.03541	validation-mlogloss:1.99816
[107]	train-mlogloss:2.03241	validation-mlogloss:1.99582
[108]	train-mlogloss:2.02937	validation-mlogloss:1.99285
[109]	train-mlogloss:2.02648	validation-mlogloss:1.99053
[110]	train-mlogloss:2.02356	validation-mlogloss:1.98756
[111]	train-mlogloss:2.02050	validation-mlogloss:1.98483
[112]	train-mlogloss:2.01752	validation-mlogloss:1.98244
[113]	train-mlogloss:2.01485	validation-mlogloss:1.98006
[114]	train-mlogloss:2.01196	validation-mlogloss:1.97748
[115]	train-mlogloss:2.00930	validation-mlogloss:1.97514
[116]	train-mlogloss:2.00676	validation-mlogloss:1.97287
[117]	train-mlogloss:2.00403	validation-mlogloss:1.97061
[118]	train-mlogloss:2.00103	validation-mlogloss:1.96776
[119]	train-mlogloss:1.99835	validation-mlogloss:1.96545
[120]	train-mlogloss:1.99589	validation-mlogloss:1.96354
[121]	train-mlogloss:1.99336	validation-mlogloss:1.96146
[122]	train-mlogloss:1.99073	validation-mlogloss:1.95882
[123]	train-mlogloss:1.98821	validation-mlogloss:1.95643
[124]	train-mlogloss:1.98566	validation-mlogloss:1.95397
[125]	train-mlogloss:1.98314	validation-mlogloss:1.95193
[126]	train-mlogloss:1.98056	validation-mlogloss:1.94978
[127]	train-mlogloss:1.97819	validation-mlogloss:1.94764
[128]	train-mlogloss:1.97576	validation-mlogloss:1.94531
[129]	train-mlogloss:1.97345	validation-mlogloss:1.94328
[130]	train-mlogloss:1.97115	validation-mlogloss:1.94161
[131]	train-mlogloss:1.96874	validation-mlogloss:1.93943
[132]	train-mlogloss:1.96642	validation-mlogloss:1.93706
[133]	train-mlogloss:1.96389	validation-mlogloss:1.93500
[134]	train-mlogloss:1.96146	validation-mlogloss:1.93288
[135]	train-mlogloss:1.95912	validation-mlogloss:1.93094
[136]	train-mlogloss:1.95665	validation-mlogloss:1.92851
[137]	train-mlogloss:1.95435	validation-mlogloss:1.92642
[138]	train-mlogloss:1.95214	validation-mlogloss:1.92440
[139]	train-mlogloss:1.94990	validation-mlogloss:1.92237
[140]	train-mlogloss:1.94759	validation-mlogloss:1.92047
[141]	train-mlogloss:1.94536	validation-mlogloss:1.91863
[142]	train-mlogloss:1.94314	validation-mlogloss:1.91689
[143]	train-mlogloss:1.94100	validation-mlogloss:1.91526
[144]	train-mlogloss:1.93881	validation-mlogloss:1.91356
[145]	train-mlogloss:1.93660	validation-mlogloss:1.91197
[146]	train-mlogloss:1.93447	validation-mlogloss:1.91014
[147]	train-mlogloss:1.93220	validation-mlogloss:1.90812
[148]	train-mlogloss:1.93009	validation-mlogloss:1.90642
[149]	train-mlogloss:1.92804	validation-mlogloss:1.90468
[150]	train-mlogloss:1.92568	validation-mlogloss:1.90252
[151]	train-mlogloss:1.92358	validation-mlogloss:1.90093
[152]	train-mlogloss:1.92154	validation-mlogloss:1.89909
[153]	train-mlogloss:1.91956	validation-mlogloss:1.89765
[154]	train-mlogloss:1.91767	validation-mlogloss:1.89612
[155]	train-mlogloss:1.91557	validation-mlogloss:1.89430
[156]	train-mlogloss:1.91353	validation-mlogloss:1.89299
[157]	train-mlogloss:1.91155	validation-mlogloss:1.89125
[158]	train-mlogloss:1.90968	validation-mlogloss:1.88990
[159]	train-mlogloss:1.90782	validation-mlogloss:1.88809
[160]	train-mlogloss:1.90585	validation-mlogloss:1.88681
[161]	train-mlogloss:1.90393	validation-mlogloss:1.88515
[162]	train-mlogloss:1.90196	validation-mlogloss:1.88346
[163]	train-mlogloss:1.90002	validation-mlogloss:1.88167
[164]	train-mlogloss:1.89827	validation-mlogloss:1.88009
[165]	train-mlogloss:1.89644	validation-mlogloss:1.87833
[166]	train-mlogloss:1.89457	validation-mlogloss:1.87699
[167]	train-mlogloss:1.89270	validation-mlogloss:1.87527
[168]	train-mlogloss:1.89088	validation-mlogloss:1.87359
[169]	train-mlogloss:1.88905	validation-mlogloss:1.87198
[170]	train-mlogloss:1.88729	validation-mlogloss:1.87066
[171]	train-mlogloss:1.88543	validation-mlogloss:1.86940
[172]	train-mlogloss:1.88363	validation-mlogloss:1.86753
[173]	train-mlogloss:1.88174	validation-mlogloss:1.86590
[174]	train-mlogloss:1.87997	validation-mlogloss:1.86451
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[176]	train-mlogloss:1.87643	validation-mlogloss:1.86106
[177]	train-mlogloss:1.87473	validation-mlogloss:1.85975
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[179]	train-mlogloss:1.87112	validation-mlogloss:1.85653
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[181]	train-mlogloss:1.86728	validation-mlogloss:1.85340
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[186]	train-mlogloss:1.85901	validation-mlogloss:1.84683
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[189]	train-mlogloss:1.85416	validation-mlogloss:1.84319
[190]	train-mlogloss:1.85244	validation-mlogloss:1.84163
[191]	train-mlogloss:1.85076	validation-mlogloss:1.84015
[192]	train-mlogloss:1.84912	validation-mlogloss:1.83884
[193]	train-mlogloss:1.84747	validation-mlogloss:1.83771
[194]	train-mlogloss:1.84596	validation-mlogloss:1.83652
[195]	train-mlogloss:1.84446	validation-mlogloss:1.83538
[196]	train-mlogloss:1.84290	validation-mlogloss:1.83418
[197]	train-mlogloss:1.84141	validation-mlogloss:1.83312
[198]	train-mlogloss:1.83997	validation-mlogloss:1.83217
[199]	train-mlogloss:1.83850	validation-mlogloss:1.83085
[200]	train-mlogloss:1.83714	validation-mlogloss:1.82976
[201]	train-mlogloss:1.83559	validation-mlogloss:1.82843
[202]	train-mlogloss:1.83413	validation-mlogloss:1.82771
[203]	train-mlogloss:1.83266	validation-mlogloss:1.82659
[204]	train-mlogloss:1.83124	validation-mlogloss:1.82556
[205]	train-mlogloss:1.82976	validation-mlogloss:1.82458
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[208]	train-mlogloss:1.82520	validation-mlogloss:1.82109
[209]	train-mlogloss:1.82372	validation-mlogloss:1.81987
[210]	train-mlogloss:1.82238	validation-mlogloss:1.81874
[211]	train-mlogloss:1.82085	validation-mlogloss:1.81763
[212]	train-mlogloss:1.81937	validation-mlogloss:1.81668
[213]	train-mlogloss:1.81798	validation-mlogloss:1.81544
[214]	train-mlogloss:1.81656	validation-mlogloss:1.81412
[215]	train-mlogloss:1.81520	validation-mlogloss:1.81336
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[217]	train-mlogloss:1.81242	validation-mlogloss:1.81153
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[229]	train-mlogloss:1.79615	validation-mlogloss:1.79956
[230]	train-mlogloss:1.79481	validation-mlogloss:1.79860
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[536]	train-mlogloss:1.56045	validation-mlogloss:1.68498
[537]	train-mlogloss:1.56003	validation-mlogloss:1.68499
[538]	train-mlogloss:1.55956	validation-mlogloss:1.68474
[539]	train-mlogloss:1.55907	validation-mlogloss:1.68454
Saved model to disk.
2025-10-27 09:56:59.427963: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:56:59.440717: 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 00:00:1761555419.454565  426694 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555419.459063  426694 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555419.470055  426694 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555419.470080  426694 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555419.470083  426694 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555419.470085  426694 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:56:59.473498: 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:2.69317	validation-mlogloss:2.69159
[1]	train-mlogloss:2.67810	validation-mlogloss:2.67515
[2]	train-mlogloss:2.66406	validation-mlogloss:2.65967
[3]	train-mlogloss:2.65219	validation-mlogloss:2.64631
[4]	train-mlogloss:2.63911	validation-mlogloss:2.63146
[5]	train-mlogloss:2.62628	validation-mlogloss:2.61658
[6]	train-mlogloss:2.61472	validation-mlogloss:2.60395
[7]	train-mlogloss:2.60349	validation-mlogloss:2.59119
[8]	train-mlogloss:2.59170	validation-mlogloss:2.57811
[9]	train-mlogloss:2.58011	validation-mlogloss:2.56486
[10]	train-mlogloss:2.56914	validation-mlogloss:2.55267
[11]	train-mlogloss:2.55814	validation-mlogloss:2.54043
[12]	train-mlogloss:2.54784	validation-mlogloss:2.52942
[13]	train-mlogloss:2.53688	validation-mlogloss:2.51710
[14]	train-mlogloss:2.52659	validation-mlogloss:2.50614
[15]	train-mlogloss:2.51575	validation-mlogloss:2.49383
[16]	train-mlogloss:2.50633	validation-mlogloss:2.48276
[17]	train-mlogloss:2.49685	validation-mlogloss:2.47320
[18]	train-mlogloss:2.48749	validation-mlogloss:2.46328
[19]	train-mlogloss:2.47807	validation-mlogloss:2.45262
[20]	train-mlogloss:2.46879	validation-mlogloss:2.44204
[21]	train-mlogloss:2.46046	validation-mlogloss:2.43255
[22]	train-mlogloss:2.45146	validation-mlogloss:2.42284
[23]	train-mlogloss:2.44343	validation-mlogloss:2.41382
[24]	train-mlogloss:2.43512	validation-mlogloss:2.40489
[25]	train-mlogloss:2.42662	validation-mlogloss:2.39513
[26]	train-mlogloss:2.41850	validation-mlogloss:2.38629
[27]	train-mlogloss:2.41033	validation-mlogloss:2.37798
[28]	train-mlogloss:2.40225	validation-mlogloss:2.36968
[29]	train-mlogloss:2.39431	validation-mlogloss:2.36103
[30]	train-mlogloss:2.38721	validation-mlogloss:2.35362
[31]	train-mlogloss:2.37966	validation-mlogloss:2.34556
[32]	train-mlogloss:2.37216	validation-mlogloss:2.33702
[33]	train-mlogloss:2.36503	validation-mlogloss:2.32953
[34]	train-mlogloss:2.35805	validation-mlogloss:2.32224
[35]	train-mlogloss:2.35115	validation-mlogloss:2.31417
[36]	train-mlogloss:2.34383	validation-mlogloss:2.30678
[37]	train-mlogloss:2.33713	validation-mlogloss:2.29983
[38]	train-mlogloss:2.33060	validation-mlogloss:2.29281
[39]	train-mlogloss:2.32406	validation-mlogloss:2.28549
[40]	train-mlogloss:2.31746	validation-mlogloss:2.27831
[41]	train-mlogloss:2.31106	validation-mlogloss:2.27115
[42]	train-mlogloss:2.30497	validation-mlogloss:2.26433
[43]	train-mlogloss:2.29885	validation-mlogloss:2.25745
[44]	train-mlogloss:2.29278	validation-mlogloss:2.25153
[45]	train-mlogloss:2.28708	validation-mlogloss:2.24557
[46]	train-mlogloss:2.28143	validation-mlogloss:2.24020
[47]	train-mlogloss:2.27555	validation-mlogloss:2.23391
[48]	train-mlogloss:2.26977	validation-mlogloss:2.22769
[49]	train-mlogloss:2.26419	validation-mlogloss:2.22181
[50]	train-mlogloss:2.25886	validation-mlogloss:2.21654
[51]	train-mlogloss:2.25351	validation-mlogloss:2.21127
[52]	train-mlogloss:2.24784	validation-mlogloss:2.20528
[53]	train-mlogloss:2.24261	validation-mlogloss:2.19988
[54]	train-mlogloss:2.23724	validation-mlogloss:2.19499
[55]	train-mlogloss:2.23202	validation-mlogloss:2.19002
[56]	train-mlogloss:2.22704	validation-mlogloss:2.18500
[57]	train-mlogloss:2.22187	validation-mlogloss:2.17990
[58]	train-mlogloss:2.21665	validation-mlogloss:2.17424
[59]	train-mlogloss:2.21167	validation-mlogloss:2.16925
[60]	train-mlogloss:2.20688	validation-mlogloss:2.16460
[61]	train-mlogloss:2.20212	validation-mlogloss:2.15991
[62]	train-mlogloss:2.19738	validation-mlogloss:2.15481
[63]	train-mlogloss:2.19293	validation-mlogloss:2.14998
[64]	train-mlogloss:2.18848	validation-mlogloss:2.14539
[65]	train-mlogloss:2.18416	validation-mlogloss:2.14064
[66]	train-mlogloss:2.17972	validation-mlogloss:2.13628
[67]	train-mlogloss:2.17509	validation-mlogloss:2.13140
[68]	train-mlogloss:2.17088	validation-mlogloss:2.12727
[69]	train-mlogloss:2.16655	validation-mlogloss:2.12319
[70]	train-mlogloss:2.16224	validation-mlogloss:2.11834
[71]	train-mlogloss:2.15794	validation-mlogloss:2.11401
[72]	train-mlogloss:2.15368	validation-mlogloss:2.10975
[73]	train-mlogloss:2.14968	validation-mlogloss:2.10633
[74]	train-mlogloss:2.14560	validation-mlogloss:2.10232
[75]	train-mlogloss:2.14183	validation-mlogloss:2.09877
[76]	train-mlogloss:2.13789	validation-mlogloss:2.09519
[77]	train-mlogloss:2.13382	validation-mlogloss:2.09105
[78]	train-mlogloss:2.13000	validation-mlogloss:2.08737
[79]	train-mlogloss:2.12604	validation-mlogloss:2.08356
[80]	train-mlogloss:2.12226	validation-mlogloss:2.07977
[81]	train-mlogloss:2.11849	validation-mlogloss:2.07658
[82]	train-mlogloss:2.11451	validation-mlogloss:2.07251
[83]	train-mlogloss:2.11058	validation-mlogloss:2.06908
[84]	train-mlogloss:2.10697	validation-mlogloss:2.06513
[85]	train-mlogloss:2.10310	validation-mlogloss:2.06151
[86]	train-mlogloss:2.09954	validation-mlogloss:2.05826
[87]	train-mlogloss:2.09599	validation-mlogloss:2.05477
[88]	train-mlogloss:2.09268	validation-mlogloss:2.05193
[89]	train-mlogloss:2.08928	validation-mlogloss:2.04860
[90]	train-mlogloss:2.08567	validation-mlogloss:2.04470
[91]	train-mlogloss:2.08229	validation-mlogloss:2.04179
[92]	train-mlogloss:2.07885	validation-mlogloss:2.03817
[93]	train-mlogloss:2.07550	validation-mlogloss:2.03500
[94]	train-mlogloss:2.07218	validation-mlogloss:2.03179
[95]	train-mlogloss:2.06895	validation-mlogloss:2.02881
[96]	train-mlogloss:2.06576	validation-mlogloss:2.02596
[97]	train-mlogloss:2.06269	validation-mlogloss:2.02321
[98]	train-mlogloss:2.05950	validation-mlogloss:2.01978
[99]	train-mlogloss:2.05640	validation-mlogloss:2.01722
[100]	train-mlogloss:2.05337	validation-mlogloss:2.01473
[101]	train-mlogloss:2.05048	validation-mlogloss:2.01226
[102]	train-mlogloss:2.04749	validation-mlogloss:2.00936
[103]	train-mlogloss:2.04438	validation-mlogloss:2.00625
[104]	train-mlogloss:2.04133	validation-mlogloss:2.00371
[105]	train-mlogloss:2.03828	validation-mlogloss:2.00102
[106]	train-mlogloss:2.03524	validation-mlogloss:1.99817
[107]	train-mlogloss:2.03219	validation-mlogloss:1.99558
[108]	train-mlogloss:2.02918	validation-mlogloss:1.99257
[109]	train-mlogloss:2.02630	validation-mlogloss:1.98974
[110]	train-mlogloss:2.02357	validation-mlogloss:1.98731
[111]	train-mlogloss:2.02070	validation-mlogloss:1.98468
[112]	train-mlogloss:2.01793	validation-mlogloss:1.98187
[113]	train-mlogloss:2.01521	validation-mlogloss:1.97907
[114]	train-mlogloss:2.01228	validation-mlogloss:1.97624
[115]	train-mlogloss:2.00958	validation-mlogloss:1.97364
[116]	train-mlogloss:2.00694	validation-mlogloss:1.97119
[117]	train-mlogloss:2.00427	validation-mlogloss:1.96858
[118]	train-mlogloss:2.00172	validation-mlogloss:1.96638
[119]	train-mlogloss:1.99905	validation-mlogloss:1.96365
[120]	train-mlogloss:1.99651	validation-mlogloss:1.96141
[121]	train-mlogloss:1.99391	validation-mlogloss:1.95919
[122]	train-mlogloss:1.99127	validation-mlogloss:1.95677
[123]	train-mlogloss:1.98886	validation-mlogloss:1.95461
[124]	train-mlogloss:1.98637	validation-mlogloss:1.95257
[125]	train-mlogloss:1.98377	validation-mlogloss:1.95022
[126]	train-mlogloss:1.98136	validation-mlogloss:1.94792
[127]	train-mlogloss:1.97884	validation-mlogloss:1.94571
[128]	train-mlogloss:1.97647	validation-mlogloss:1.94342
[129]	train-mlogloss:1.97408	validation-mlogloss:1.94136
[130]	train-mlogloss:1.97174	validation-mlogloss:1.93908
[131]	train-mlogloss:1.96933	validation-mlogloss:1.93703
[132]	train-mlogloss:1.96684	validation-mlogloss:1.93483
[133]	train-mlogloss:1.96455	validation-mlogloss:1.93295
[134]	train-mlogloss:1.96215	validation-mlogloss:1.93076
[135]	train-mlogloss:1.95994	validation-mlogloss:1.92885
[136]	train-mlogloss:1.95743	validation-mlogloss:1.92676
[137]	train-mlogloss:1.95498	validation-mlogloss:1.92452
[138]	train-mlogloss:1.95272	validation-mlogloss:1.92251
[139]	train-mlogloss:1.95061	validation-mlogloss:1.92087
[140]	train-mlogloss:1.94839	validation-mlogloss:1.91902
[141]	train-mlogloss:1.94613	validation-mlogloss:1.91724
[142]	train-mlogloss:1.94403	validation-mlogloss:1.91542
[143]	train-mlogloss:1.94180	validation-mlogloss:1.91364
[144]	train-mlogloss:1.93965	validation-mlogloss:1.91180
[145]	train-mlogloss:1.93745	validation-mlogloss:1.90984
[146]	train-mlogloss:1.93534	validation-mlogloss:1.90802
[147]	train-mlogloss:1.93329	validation-mlogloss:1.90624
[148]	train-mlogloss:1.93121	validation-mlogloss:1.90458
[149]	train-mlogloss:1.92898	validation-mlogloss:1.90292
[150]	train-mlogloss:1.92694	validation-mlogloss:1.90109
[151]	train-mlogloss:1.92496	validation-mlogloss:1.89919
[152]	train-mlogloss:1.92299	validation-mlogloss:1.89770
[153]	train-mlogloss:1.92080	validation-mlogloss:1.89606
[154]	train-mlogloss:1.91873	validation-mlogloss:1.89434
[155]	train-mlogloss:1.91672	validation-mlogloss:1.89278
[156]	train-mlogloss:1.91447	validation-mlogloss:1.89062
[157]	train-mlogloss:1.91250	validation-mlogloss:1.88878
[158]	train-mlogloss:1.91057	validation-mlogloss:1.88695
[159]	train-mlogloss:1.90852	validation-mlogloss:1.88522
[160]	train-mlogloss:1.90652	validation-mlogloss:1.88373
[161]	train-mlogloss:1.90452	validation-mlogloss:1.88193
[162]	train-mlogloss:1.90278	validation-mlogloss:1.88034
[163]	train-mlogloss:1.90090	validation-mlogloss:1.87861
[164]	train-mlogloss:1.89893	validation-mlogloss:1.87701
[165]	train-mlogloss:1.89688	validation-mlogloss:1.87538
[166]	train-mlogloss:1.89496	validation-mlogloss:1.87367
[167]	train-mlogloss:1.89313	validation-mlogloss:1.87199
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[170]	train-mlogloss:1.88741	validation-mlogloss:1.86665
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[189]	train-mlogloss:1.85559	validation-mlogloss:1.84263
[190]	train-mlogloss:1.85407	validation-mlogloss:1.84145
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[192]	train-mlogloss:1.85100	validation-mlogloss:1.83951
[193]	train-mlogloss:1.84931	validation-mlogloss:1.83802
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[195]	train-mlogloss:1.84625	validation-mlogloss:1.83581
[196]	train-mlogloss:1.84481	validation-mlogloss:1.83464
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[198]	train-mlogloss:1.84156	validation-mlogloss:1.83196
[199]	train-mlogloss:1.83992	validation-mlogloss:1.83068
[200]	train-mlogloss:1.83834	validation-mlogloss:1.82943
[201]	train-mlogloss:1.83691	validation-mlogloss:1.82797
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[209]	train-mlogloss:1.82556	validation-mlogloss:1.81936
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[211]	train-mlogloss:1.82265	validation-mlogloss:1.81725
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[508]	train-mlogloss:1.57473	validation-mlogloss:1.68848
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[510]	train-mlogloss:1.57370	validation-mlogloss:1.68841
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[515]	train-mlogloss:1.57125	validation-mlogloss:1.68765
[516]	train-mlogloss:1.57076	validation-mlogloss:1.68749
[517]	train-mlogloss:1.57017	validation-mlogloss:1.68728
[518]	train-mlogloss:1.56969	validation-mlogloss:1.68723
[519]	train-mlogloss:1.56918	validation-mlogloss:1.68701
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[521]	train-mlogloss:1.56826	validation-mlogloss:1.68674
[522]	train-mlogloss:1.56779	validation-mlogloss:1.68659
[523]	train-mlogloss:1.56721	validation-mlogloss:1.68636
[524]	train-mlogloss:1.56678	validation-mlogloss:1.68639
[525]	train-mlogloss:1.56633	validation-mlogloss:1.68640
[526]	train-mlogloss:1.56585	validation-mlogloss:1.68635
[527]	train-mlogloss:1.56539	validation-mlogloss:1.68622
[528]	train-mlogloss:1.56494	validation-mlogloss:1.68618
[529]	train-mlogloss:1.56453	validation-mlogloss:1.68599
[530]	train-mlogloss:1.56407	validation-mlogloss:1.68602
[531]	train-mlogloss:1.56355	validation-mlogloss:1.68586
[532]	train-mlogloss:1.56306	validation-mlogloss:1.68569
[533]	train-mlogloss:1.56264	validation-mlogloss:1.68565
[534]	train-mlogloss:1.56220	validation-mlogloss:1.68572
[535]	train-mlogloss:1.56175	validation-mlogloss:1.68547
[536]	train-mlogloss:1.56133	validation-mlogloss:1.68536
[537]	train-mlogloss:1.56093	validation-mlogloss:1.68522
[538]	train-mlogloss:1.56047	validation-mlogloss:1.68500
[539]	train-mlogloss:1.56002	validation-mlogloss:1.68488
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.5 [%]
Global accuracy score (test) = 45.12 [%]
Global F1 score (train) = 51.63 [%]
Global F1 score (test) = 44.36 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.76      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.38      0.46      0.42       184
       CAMINAR USUAL SPEED       0.35      0.29      0.32       184
            CAMINAR ZIGZAG       0.38      0.51      0.44       184
          DE PIE BARRIENDO       0.76      0.29      0.42       184
   DE PIE DOBLANDO TOALLAS       0.51      0.43      0.46       184
    DE PIE MOVIENDO LIBROS       0.40      0.35      0.37       184
          DE PIE USANDO PC       0.22      0.34      0.27       184
        FASE REPOSO CON K5       0.57      0.86      0.69       184
INCREMENTAL CICLOERGOMETRO       0.76      0.70      0.73       184
           SENTADO LEYENDO       0.45      0.38      0.41       184
         SENTADO USANDO PC       0.19      0.10      0.13       184
      SENTADO VIENDO LA TV       0.26      0.21      0.23       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.54      0.58       184
                    TROTAR       0.64      0.57      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 25: 45.12 [%]
F1-score capturado en la ejecución 25: 44.36 [%]

=== EJECUCIÓN 26 ===

--- TRAIN (ejecución 26) ---

--- TEST (ejecución 26) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.26 [%]
Global accuracy score (test) = 44.72 [%]
Global F1 score (train) = 51.38 [%]
Global F1 score (test) = 44.03 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.75      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.37      0.48      0.42       184
       CAMINAR USUAL SPEED       0.35      0.30      0.32       184
            CAMINAR ZIGZAG       0.40      0.52      0.45       184
          DE PIE BARRIENDO       0.75      0.28      0.41       184
   DE PIE DOBLANDO TOALLAS       0.50      0.42      0.46       184
    DE PIE MOVIENDO LIBROS       0.36      0.33      0.34       184
          DE PIE USANDO PC       0.22      0.34      0.27       184
        FASE REPOSO CON K5       0.57      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.74      0.70      0.72       184
           SENTADO LEYENDO       0.46      0.33      0.39       184
         SENTADO USANDO PC       0.22      0.13      0.16       184
      SENTADO VIENDO LA TV       0.26      0.22      0.24       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.51      0.56       184
                    TROTAR       0.66      0.57      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 26: 44.72 [%]
F1-score capturado en la ejecución 26: 44.03 [%]

=== EJECUCIÓN 27 ===

--- TRAIN (ejecución 27) ---

--- TEST (ejecución 27) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.31 [%]
Global accuracy score (test) = 44.57 [%]
Global F1 score (train) = 51.45 [%]
Global F1 score (test) = 43.86 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.48      0.76      0.59       184
 CAMINAR CON MÓVIL O LIBRO       0.35      0.45      0.40       184
       CAMINAR USUAL SPEED       0.38      0.28      0.32       184
            CAMINAR ZIGZAG       0.38      0.52      0.44       184
          DE PIE BARRIENDO       0.74      0.28      0.40       184
   DE PIE DOBLANDO TOALLAS       0.51      0.43      0.47       184
    DE PIE MOVIENDO LIBROS       0.37      0.33      0.35       184
          DE PIE USANDO PC       0.20      0.30      0.24       184
        FASE REPOSO CON K5       0.57      0.86      0.68       184
INCREMENTAL CICLOERGOMETRO       0.74      0.69      0.72       184
           SENTADO LEYENDO       0.49      0.38      0.43       184
         SENTADO USANDO PC       0.21      0.12      0.16       184
      SENTADO VIENDO LA TV       0.28      0.23      0.25       184
   SUBIR Y BAJAR ESCALERAS       0.61      0.49      0.55       184
                    TROTAR       0.62      0.57      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 27: 44.57 [%]
F1-score capturado en la ejecución 27: 43.86 [%]

=== EJECUCIÓN 28 ===

--- TRAIN (ejecución 28) ---

--- TEST (ejecución 28) ---
2025-10-27 09:57:44.804105: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:57:44.817086: 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 00:00:1761555464.831447  427581 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555464.835977  427581 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555464.847344  427581 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555464.847374  427581 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555464.847378  427581 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555464.847380  427581 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:57:44.850783: 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:2.69200	validation-mlogloss:2.69079
[1]	train-mlogloss:2.67799	validation-mlogloss:2.67519
[2]	train-mlogloss:2.66451	validation-mlogloss:2.66024
[3]	train-mlogloss:2.65107	validation-mlogloss:2.64469
[4]	train-mlogloss:2.63857	validation-mlogloss:2.63067
[5]	train-mlogloss:2.62584	validation-mlogloss:2.61659
[6]	train-mlogloss:2.61360	validation-mlogloss:2.60237
[7]	train-mlogloss:2.60180	validation-mlogloss:2.58927
[8]	train-mlogloss:2.59018	validation-mlogloss:2.57632
[9]	train-mlogloss:2.57953	validation-mlogloss:2.56560
[10]	train-mlogloss:2.56830	validation-mlogloss:2.55299
[11]	train-mlogloss:2.55776	validation-mlogloss:2.54170
[12]	train-mlogloss:2.54757	validation-mlogloss:2.53085
[13]	train-mlogloss:2.53722	validation-mlogloss:2.51921
[14]	train-mlogloss:2.52691	validation-mlogloss:2.50747
[15]	train-mlogloss:2.51679	validation-mlogloss:2.49681
[16]	train-mlogloss:2.50695	validation-mlogloss:2.48626
[17]	train-mlogloss:2.49717	validation-mlogloss:2.47551
[18]	train-mlogloss:2.48741	validation-mlogloss:2.46466
[19]	train-mlogloss:2.47818	validation-mlogloss:2.45418
[20]	train-mlogloss:2.46879	validation-mlogloss:2.44415
[21]	train-mlogloss:2.45962	validation-mlogloss:2.43396
[22]	train-mlogloss:2.45076	validation-mlogloss:2.42382
[23]	train-mlogloss:2.44233	validation-mlogloss:2.41422
[24]	train-mlogloss:2.43446	validation-mlogloss:2.40559
[25]	train-mlogloss:2.42642	validation-mlogloss:2.39704
[26]	train-mlogloss:2.41797	validation-mlogloss:2.38778
[27]	train-mlogloss:2.41006	validation-mlogloss:2.37935
[28]	train-mlogloss:2.40264	validation-mlogloss:2.37075
[29]	train-mlogloss:2.39517	validation-mlogloss:2.36259
[30]	train-mlogloss:2.38749	validation-mlogloss:2.35390
[31]	train-mlogloss:2.38054	validation-mlogloss:2.34645
[32]	train-mlogloss:2.37386	validation-mlogloss:2.33880
[33]	train-mlogloss:2.36712	validation-mlogloss:2.33146
[34]	train-mlogloss:2.35975	validation-mlogloss:2.32363
[35]	train-mlogloss:2.35264	validation-mlogloss:2.31601
[36]	train-mlogloss:2.34573	validation-mlogloss:2.30871
[37]	train-mlogloss:2.33908	validation-mlogloss:2.30109
[38]	train-mlogloss:2.33216	validation-mlogloss:2.29349
[39]	train-mlogloss:2.32565	validation-mlogloss:2.28723
[40]	train-mlogloss:2.31918	validation-mlogloss:2.28037
[41]	train-mlogloss:2.31277	validation-mlogloss:2.27353
[42]	train-mlogloss:2.30620	validation-mlogloss:2.26667
[43]	train-mlogloss:2.29993	validation-mlogloss:2.26002
[44]	train-mlogloss:2.29385	validation-mlogloss:2.25389
[45]	train-mlogloss:2.28794	validation-mlogloss:2.24742
[46]	train-mlogloss:2.28200	validation-mlogloss:2.24092
[47]	train-mlogloss:2.27624	validation-mlogloss:2.23513
[48]	train-mlogloss:2.27027	validation-mlogloss:2.22874
[49]	train-mlogloss:2.26479	validation-mlogloss:2.22287
[50]	train-mlogloss:2.25924	validation-mlogloss:2.21701
[51]	train-mlogloss:2.25346	validation-mlogloss:2.21051
[52]	train-mlogloss:2.24816	validation-mlogloss:2.20512
[53]	train-mlogloss:2.24322	validation-mlogloss:2.20057
[54]	train-mlogloss:2.23806	validation-mlogloss:2.19566
[55]	train-mlogloss:2.23307	validation-mlogloss:2.19029
[56]	train-mlogloss:2.22799	validation-mlogloss:2.18527
[57]	train-mlogloss:2.22312	validation-mlogloss:2.18029
[58]	train-mlogloss:2.21828	validation-mlogloss:2.17532
[59]	train-mlogloss:2.21333	validation-mlogloss:2.17068
[60]	train-mlogloss:2.20816	validation-mlogloss:2.16561
[61]	train-mlogloss:2.20337	validation-mlogloss:2.16079
[62]	train-mlogloss:2.19877	validation-mlogloss:2.15595
[63]	train-mlogloss:2.19412	validation-mlogloss:2.15114
[64]	train-mlogloss:2.18943	validation-mlogloss:2.14643
[65]	train-mlogloss:2.18486	validation-mlogloss:2.14157
[66]	train-mlogloss:2.18015	validation-mlogloss:2.13656
[67]	train-mlogloss:2.17569	validation-mlogloss:2.13198
[68]	train-mlogloss:2.17130	validation-mlogloss:2.12791
[69]	train-mlogloss:2.16698	validation-mlogloss:2.12323
[70]	train-mlogloss:2.16271	validation-mlogloss:2.11894
[71]	train-mlogloss:2.15854	validation-mlogloss:2.11458
[72]	train-mlogloss:2.15432	validation-mlogloss:2.11045
[73]	train-mlogloss:2.15033	validation-mlogloss:2.10664
[74]	train-mlogloss:2.14629	validation-mlogloss:2.10266
[75]	train-mlogloss:2.14245	validation-mlogloss:2.09897
[76]	train-mlogloss:2.13862	validation-mlogloss:2.09521
[77]	train-mlogloss:2.13479	validation-mlogloss:2.09150
[78]	train-mlogloss:2.13099	validation-mlogloss:2.08767
[79]	train-mlogloss:2.12720	validation-mlogloss:2.08421
[80]	train-mlogloss:2.12344	validation-mlogloss:2.08050
[81]	train-mlogloss:2.11958	validation-mlogloss:2.07674
[82]	train-mlogloss:2.11593	validation-mlogloss:2.07306
[83]	train-mlogloss:2.11204	validation-mlogloss:2.06869
[84]	train-mlogloss:2.10840	validation-mlogloss:2.06559
[85]	train-mlogloss:2.10483	validation-mlogloss:2.06191
[86]	train-mlogloss:2.10140	validation-mlogloss:2.05887
[87]	train-mlogloss:2.09768	validation-mlogloss:2.05521
[88]	train-mlogloss:2.09423	validation-mlogloss:2.05172
[89]	train-mlogloss:2.09045	validation-mlogloss:2.04787
[90]	train-mlogloss:2.08691	validation-mlogloss:2.04459
[91]	train-mlogloss:2.08359	validation-mlogloss:2.04191
[92]	train-mlogloss:2.08010	validation-mlogloss:2.03868
[93]	train-mlogloss:2.07674	validation-mlogloss:2.03539
[94]	train-mlogloss:2.07334	validation-mlogloss:2.03220
[95]	train-mlogloss:2.06987	validation-mlogloss:2.02864
[96]	train-mlogloss:2.06662	validation-mlogloss:2.02560
[97]	train-mlogloss:2.06334	validation-mlogloss:2.02272
[98]	train-mlogloss:2.06018	validation-mlogloss:2.01961
[99]	train-mlogloss:2.05698	validation-mlogloss:2.01697
[100]	train-mlogloss:2.05390	validation-mlogloss:2.01401
[101]	train-mlogloss:2.05072	validation-mlogloss:2.01126
[102]	train-mlogloss:2.04756	validation-mlogloss:2.00838
[103]	train-mlogloss:2.04454	validation-mlogloss:2.00546
[104]	train-mlogloss:2.04137	validation-mlogloss:2.00276
[105]	train-mlogloss:2.03843	validation-mlogloss:2.00006
[106]	train-mlogloss:2.03525	validation-mlogloss:1.99747
[107]	train-mlogloss:2.03233	validation-mlogloss:1.99516
[108]	train-mlogloss:2.02916	validation-mlogloss:1.99240
[109]	train-mlogloss:2.02623	validation-mlogloss:1.99002
[110]	train-mlogloss:2.02339	validation-mlogloss:1.98757
[111]	train-mlogloss:2.02059	validation-mlogloss:1.98492
[112]	train-mlogloss:2.01775	validation-mlogloss:1.98178
[113]	train-mlogloss:2.01467	validation-mlogloss:1.97894
[114]	train-mlogloss:2.01191	validation-mlogloss:1.97633
[115]	train-mlogloss:2.00920	validation-mlogloss:1.97374
[116]	train-mlogloss:2.00649	validation-mlogloss:1.97140
[117]	train-mlogloss:2.00380	validation-mlogloss:1.96871
[118]	train-mlogloss:2.00100	validation-mlogloss:1.96620
[119]	train-mlogloss:1.99816	validation-mlogloss:1.96364
[120]	train-mlogloss:1.99564	validation-mlogloss:1.96168
[121]	train-mlogloss:1.99294	validation-mlogloss:1.95911
[122]	train-mlogloss:1.99042	validation-mlogloss:1.95706
[123]	train-mlogloss:1.98784	validation-mlogloss:1.95489
[124]	train-mlogloss:1.98526	validation-mlogloss:1.95279
[125]	train-mlogloss:1.98264	validation-mlogloss:1.95059
[126]	train-mlogloss:1.98034	validation-mlogloss:1.94876
[127]	train-mlogloss:1.97783	validation-mlogloss:1.94633
[128]	train-mlogloss:1.97539	validation-mlogloss:1.94409
[129]	train-mlogloss:1.97307	validation-mlogloss:1.94178
[130]	train-mlogloss:1.97064	validation-mlogloss:1.93940
[131]	train-mlogloss:1.96822	validation-mlogloss:1.93719
[132]	train-mlogloss:1.96587	validation-mlogloss:1.93530
[133]	train-mlogloss:1.96359	validation-mlogloss:1.93368
[134]	train-mlogloss:1.96127	validation-mlogloss:1.93134
[135]	train-mlogloss:1.95890	validation-mlogloss:1.92931
[136]	train-mlogloss:1.95664	validation-mlogloss:1.92796
[137]	train-mlogloss:1.95443	validation-mlogloss:1.92592
[138]	train-mlogloss:1.95224	validation-mlogloss:1.92392
[139]	train-mlogloss:1.95002	validation-mlogloss:1.92207
[140]	train-mlogloss:1.94781	validation-mlogloss:1.91985
[141]	train-mlogloss:1.94558	validation-mlogloss:1.91802
[142]	train-mlogloss:1.94348	validation-mlogloss:1.91614
[143]	train-mlogloss:1.94140	validation-mlogloss:1.91415
[144]	train-mlogloss:1.93932	validation-mlogloss:1.91233
[145]	train-mlogloss:1.93710	validation-mlogloss:1.91037
[146]	train-mlogloss:1.93478	validation-mlogloss:1.90831
[147]	train-mlogloss:1.93259	validation-mlogloss:1.90661
[148]	train-mlogloss:1.93051	validation-mlogloss:1.90515
[149]	train-mlogloss:1.92832	validation-mlogloss:1.90306
[150]	train-mlogloss:1.92626	validation-mlogloss:1.90122
[151]	train-mlogloss:1.92419	validation-mlogloss:1.89952
[152]	train-mlogloss:1.92211	validation-mlogloss:1.89759
[153]	train-mlogloss:1.92016	validation-mlogloss:1.89592
[154]	train-mlogloss:1.91806	validation-mlogloss:1.89440
[155]	train-mlogloss:1.91615	validation-mlogloss:1.89269
[156]	train-mlogloss:1.91431	validation-mlogloss:1.89103
[157]	train-mlogloss:1.91240	validation-mlogloss:1.88924
[158]	train-mlogloss:1.91034	validation-mlogloss:1.88800
[159]	train-mlogloss:1.90826	validation-mlogloss:1.88631
[160]	train-mlogloss:1.90629	validation-mlogloss:1.88444
[161]	train-mlogloss:1.90440	validation-mlogloss:1.88272
[162]	train-mlogloss:1.90235	validation-mlogloss:1.88085
[163]	train-mlogloss:1.90050	validation-mlogloss:1.87919
[164]	train-mlogloss:1.89850	validation-mlogloss:1.87755
[165]	train-mlogloss:1.89666	validation-mlogloss:1.87590
[166]	train-mlogloss:1.89472	validation-mlogloss:1.87416
[167]	train-mlogloss:1.89302	validation-mlogloss:1.87251
[168]	train-mlogloss:1.89097	validation-mlogloss:1.87083
[169]	train-mlogloss:1.88916	validation-mlogloss:1.86957
[170]	train-mlogloss:1.88731	validation-mlogloss:1.86776
[171]	train-mlogloss:1.88558	validation-mlogloss:1.86632
[172]	train-mlogloss:1.88367	validation-mlogloss:1.86485
[173]	train-mlogloss:1.88186	validation-mlogloss:1.86359
[174]	train-mlogloss:1.88004	validation-mlogloss:1.86218
[175]	train-mlogloss:1.87829	validation-mlogloss:1.86079
[176]	train-mlogloss:1.87628	validation-mlogloss:1.85938
[177]	train-mlogloss:1.87457	validation-mlogloss:1.85801
[178]	train-mlogloss:1.87288	validation-mlogloss:1.85656
[179]	train-mlogloss:1.87110	validation-mlogloss:1.85529
[180]	train-mlogloss:1.86936	validation-mlogloss:1.85366
[181]	train-mlogloss:1.86768	validation-mlogloss:1.85241
[182]	train-mlogloss:1.86601	validation-mlogloss:1.85136
[183]	train-mlogloss:1.86422	validation-mlogloss:1.84964
[184]	train-mlogloss:1.86242	validation-mlogloss:1.84851
[185]	train-mlogloss:1.86082	validation-mlogloss:1.84745
[186]	train-mlogloss:1.85909	validation-mlogloss:1.84616
[187]	train-mlogloss:1.85756	validation-mlogloss:1.84446
[188]	train-mlogloss:1.85593	validation-mlogloss:1.84314
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[489]	train-mlogloss:1.58463	validation-mlogloss:1.69152
[490]	train-mlogloss:1.58403	validation-mlogloss:1.69147
[491]	train-mlogloss:1.58348	validation-mlogloss:1.69133
[492]	train-mlogloss:1.58308	validation-mlogloss:1.69129
[493]	train-mlogloss:1.58257	validation-mlogloss:1.69100
[494]	train-mlogloss:1.58203	validation-mlogloss:1.69092
[495]	train-mlogloss:1.58145	validation-mlogloss:1.69060
[496]	train-mlogloss:1.58095	validation-mlogloss:1.69046
[497]	train-mlogloss:1.58039	validation-mlogloss:1.69028
[498]	train-mlogloss:1.57986	validation-mlogloss:1.69007
[499]	train-mlogloss:1.57939	validation-mlogloss:1.68983
[500]	train-mlogloss:1.57885	validation-mlogloss:1.68943
[501]	train-mlogloss:1.57819	validation-mlogloss:1.68906
[502]	train-mlogloss:1.57769	validation-mlogloss:1.68883
[503]	train-mlogloss:1.57719	validation-mlogloss:1.68866
[504]	train-mlogloss:1.57658	validation-mlogloss:1.68851
[505]	train-mlogloss:1.57601	validation-mlogloss:1.68841
[506]	train-mlogloss:1.57547	validation-mlogloss:1.68851
[507]	train-mlogloss:1.57493	validation-mlogloss:1.68819
[508]	train-mlogloss:1.57447	validation-mlogloss:1.68811
[509]	train-mlogloss:1.57392	validation-mlogloss:1.68794
[510]	train-mlogloss:1.57336	validation-mlogloss:1.68786
[511]	train-mlogloss:1.57286	validation-mlogloss:1.68778
[512]	train-mlogloss:1.57221	validation-mlogloss:1.68766
[513]	train-mlogloss:1.57180	validation-mlogloss:1.68767
[514]	train-mlogloss:1.57139	validation-mlogloss:1.68758
[515]	train-mlogloss:1.57084	validation-mlogloss:1.68731
[516]	train-mlogloss:1.57037	validation-mlogloss:1.68740
[517]	train-mlogloss:1.56982	validation-mlogloss:1.68715
[518]	train-mlogloss:1.56933	validation-mlogloss:1.68694
[519]	train-mlogloss:1.56881	validation-mlogloss:1.68678
[520]	train-mlogloss:1.56834	validation-mlogloss:1.68638
[521]	train-mlogloss:1.56778	validation-mlogloss:1.68607
[522]	train-mlogloss:1.56724	validation-mlogloss:1.68589
[523]	train-mlogloss:1.56681	validation-mlogloss:1.68572
[524]	train-mlogloss:1.56641	validation-mlogloss:1.68560
[525]	train-mlogloss:1.56596	validation-mlogloss:1.68547
[526]	train-mlogloss:1.56555	validation-mlogloss:1.68533
[527]	train-mlogloss:1.56502	validation-mlogloss:1.68517
[528]	train-mlogloss:1.56453	validation-mlogloss:1.68501
[529]	train-mlogloss:1.56400	validation-mlogloss:1.68481
[530]	train-mlogloss:1.56361	validation-mlogloss:1.68464
[531]	train-mlogloss:1.56318	validation-mlogloss:1.68451
[532]	train-mlogloss:1.56271	validation-mlogloss:1.68439
[533]	train-mlogloss:1.56219	validation-mlogloss:1.68426
[534]	train-mlogloss:1.56177	validation-mlogloss:1.68397
[535]	train-mlogloss:1.56128	validation-mlogloss:1.68383
[536]	train-mlogloss:1.56074	validation-mlogloss:1.68353
[537]	train-mlogloss:1.56033	validation-mlogloss:1.68353
[538]	train-mlogloss:1.55988	validation-mlogloss:1.68330
[539]	train-mlogloss:1.55945	validation-mlogloss:1.68301
Saved model to disk.
2025-10-27 09:58:31.120727: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-10-27 09:58:31.133410: 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 00:00:1761555511.147170  428488 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1761555511.151580  428488 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1761555511.162450  428488 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555511.162481  428488 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555511.162484  428488 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1761555511.162486  428488 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-10-27 09:58:31.165871: 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:2.69351	validation-mlogloss:2.69277
[1]	train-mlogloss:2.67937	validation-mlogloss:2.67715
[2]	train-mlogloss:2.66511	validation-mlogloss:2.66140
[3]	train-mlogloss:2.65199	validation-mlogloss:2.64762
[4]	train-mlogloss:2.63909	validation-mlogloss:2.63297
[5]	train-mlogloss:2.62675	validation-mlogloss:2.61921
[6]	train-mlogloss:2.61502	validation-mlogloss:2.60623
[7]	train-mlogloss:2.60284	validation-mlogloss:2.59215
[8]	train-mlogloss:2.59103	validation-mlogloss:2.57914
[9]	train-mlogloss:2.57980	validation-mlogloss:2.56644
[10]	train-mlogloss:2.56901	validation-mlogloss:2.55496
[11]	train-mlogloss:2.55790	validation-mlogloss:2.54225
[12]	train-mlogloss:2.54680	validation-mlogloss:2.52974
[13]	train-mlogloss:2.53584	validation-mlogloss:2.51777
[14]	train-mlogloss:2.52520	validation-mlogloss:2.50618
[15]	train-mlogloss:2.51512	validation-mlogloss:2.49494
[16]	train-mlogloss:2.50582	validation-mlogloss:2.48517
[17]	train-mlogloss:2.49612	validation-mlogloss:2.47428
[18]	train-mlogloss:2.48727	validation-mlogloss:2.46434
[19]	train-mlogloss:2.47801	validation-mlogloss:2.45448
[20]	train-mlogloss:2.46896	validation-mlogloss:2.44440
[21]	train-mlogloss:2.46026	validation-mlogloss:2.43497
[22]	train-mlogloss:2.45117	validation-mlogloss:2.42431
[23]	train-mlogloss:2.44257	validation-mlogloss:2.41522
[24]	train-mlogloss:2.43431	validation-mlogloss:2.40643
[25]	train-mlogloss:2.42569	validation-mlogloss:2.39637
[26]	train-mlogloss:2.41795	validation-mlogloss:2.38792
[27]	train-mlogloss:2.41018	validation-mlogloss:2.37965
[28]	train-mlogloss:2.40192	validation-mlogloss:2.37046
[29]	train-mlogloss:2.39452	validation-mlogloss:2.36221
[30]	train-mlogloss:2.38713	validation-mlogloss:2.35444
[31]	train-mlogloss:2.37977	validation-mlogloss:2.34655
[32]	train-mlogloss:2.37228	validation-mlogloss:2.33795
[33]	train-mlogloss:2.36481	validation-mlogloss:2.32967
[34]	train-mlogloss:2.35795	validation-mlogloss:2.32217
[35]	train-mlogloss:2.35101	validation-mlogloss:2.31414
[36]	train-mlogloss:2.34390	validation-mlogloss:2.30637
[37]	train-mlogloss:2.33734	validation-mlogloss:2.29973
[38]	train-mlogloss:2.33099	validation-mlogloss:2.29310
[39]	train-mlogloss:2.32498	validation-mlogloss:2.28644
[40]	train-mlogloss:2.31824	validation-mlogloss:2.27945
[41]	train-mlogloss:2.31212	validation-mlogloss:2.27256
[42]	train-mlogloss:2.30605	validation-mlogloss:2.26640
[43]	train-mlogloss:2.29983	validation-mlogloss:2.25992
[44]	train-mlogloss:2.29367	validation-mlogloss:2.25337
[45]	train-mlogloss:2.28759	validation-mlogloss:2.24725
[46]	train-mlogloss:2.28171	validation-mlogloss:2.24102
[47]	train-mlogloss:2.27575	validation-mlogloss:2.23446
[48]	train-mlogloss:2.27013	validation-mlogloss:2.22842
[49]	train-mlogloss:2.26458	validation-mlogloss:2.22267
[50]	train-mlogloss:2.25904	validation-mlogloss:2.21690
[51]	train-mlogloss:2.25378	validation-mlogloss:2.21164
[52]	train-mlogloss:2.24852	validation-mlogloss:2.20630
[53]	train-mlogloss:2.24319	validation-mlogloss:2.20099
[54]	train-mlogloss:2.23792	validation-mlogloss:2.19591
[55]	train-mlogloss:2.23271	validation-mlogloss:2.19100
[56]	train-mlogloss:2.22741	validation-mlogloss:2.18610
[57]	train-mlogloss:2.22206	validation-mlogloss:2.18051
[58]	train-mlogloss:2.21718	validation-mlogloss:2.17601
[59]	train-mlogloss:2.21245	validation-mlogloss:2.17106
[60]	train-mlogloss:2.20753	validation-mlogloss:2.16598
[61]	train-mlogloss:2.20277	validation-mlogloss:2.16086
[62]	train-mlogloss:2.19809	validation-mlogloss:2.15654
[63]	train-mlogloss:2.19333	validation-mlogloss:2.15203
[64]	train-mlogloss:2.18866	validation-mlogloss:2.14716
[65]	train-mlogloss:2.18432	validation-mlogloss:2.14298
[66]	train-mlogloss:2.17966	validation-mlogloss:2.13888
[67]	train-mlogloss:2.17515	validation-mlogloss:2.13463
[68]	train-mlogloss:2.17074	validation-mlogloss:2.13049
[69]	train-mlogloss:2.16618	validation-mlogloss:2.12577
[70]	train-mlogloss:2.16174	validation-mlogloss:2.12097
[71]	train-mlogloss:2.15767	validation-mlogloss:2.11684
[72]	train-mlogloss:2.15339	validation-mlogloss:2.11274
[73]	train-mlogloss:2.14939	validation-mlogloss:2.10924
[74]	train-mlogloss:2.14490	validation-mlogloss:2.10475
[75]	train-mlogloss:2.14083	validation-mlogloss:2.10037
[76]	train-mlogloss:2.13677	validation-mlogloss:2.09655
[77]	train-mlogloss:2.13301	validation-mlogloss:2.09304
[78]	train-mlogloss:2.12908	validation-mlogloss:2.08931
[79]	train-mlogloss:2.12513	validation-mlogloss:2.08546
[80]	train-mlogloss:2.12112	validation-mlogloss:2.08161
[81]	train-mlogloss:2.11731	validation-mlogloss:2.07798
[82]	train-mlogloss:2.11345	validation-mlogloss:2.07418
[83]	train-mlogloss:2.10971	validation-mlogloss:2.07036
[84]	train-mlogloss:2.10613	validation-mlogloss:2.06669
[85]	train-mlogloss:2.10242	validation-mlogloss:2.06321
[86]	train-mlogloss:2.09859	validation-mlogloss:2.05956
[87]	train-mlogloss:2.09506	validation-mlogloss:2.05606
[88]	train-mlogloss:2.09135	validation-mlogloss:2.05205
[89]	train-mlogloss:2.08775	validation-mlogloss:2.04862
[90]	train-mlogloss:2.08446	validation-mlogloss:2.04560
[91]	train-mlogloss:2.08099	validation-mlogloss:2.04218
[92]	train-mlogloss:2.07766	validation-mlogloss:2.03889
[93]	train-mlogloss:2.07420	validation-mlogloss:2.03549
[94]	train-mlogloss:2.07075	validation-mlogloss:2.03196
[95]	train-mlogloss:2.06726	validation-mlogloss:2.02835
[96]	train-mlogloss:2.06382	validation-mlogloss:2.02502
[97]	train-mlogloss:2.06054	validation-mlogloss:2.02164
[98]	train-mlogloss:2.05749	validation-mlogloss:2.01932
[99]	train-mlogloss:2.05420	validation-mlogloss:2.01628
[100]	train-mlogloss:2.05108	validation-mlogloss:2.01323
[101]	train-mlogloss:2.04817	validation-mlogloss:2.01027
[102]	train-mlogloss:2.04497	validation-mlogloss:2.00749
[103]	train-mlogloss:2.04192	validation-mlogloss:2.00448
[104]	train-mlogloss:2.03889	validation-mlogloss:2.00160
[105]	train-mlogloss:2.03588	validation-mlogloss:1.99931
[106]	train-mlogloss:2.03291	validation-mlogloss:1.99621
[107]	train-mlogloss:2.02993	validation-mlogloss:1.99376
[108]	train-mlogloss:2.02700	validation-mlogloss:1.99089
[109]	train-mlogloss:2.02412	validation-mlogloss:1.98813
[110]	train-mlogloss:2.02124	validation-mlogloss:1.98512
[111]	train-mlogloss:2.01824	validation-mlogloss:1.98242
[112]	train-mlogloss:2.01546	validation-mlogloss:1.97983
[113]	train-mlogloss:2.01273	validation-mlogloss:1.97716
[114]	train-mlogloss:2.00982	validation-mlogloss:1.97461
[115]	train-mlogloss:2.00703	validation-mlogloss:1.97236
[116]	train-mlogloss:2.00427	validation-mlogloss:1.96981
[117]	train-mlogloss:2.00131	validation-mlogloss:1.96748
[118]	train-mlogloss:1.99872	validation-mlogloss:1.96498
[119]	train-mlogloss:1.99627	validation-mlogloss:1.96309
[120]	train-mlogloss:1.99384	validation-mlogloss:1.96105
[121]	train-mlogloss:1.99116	validation-mlogloss:1.95835
[122]	train-mlogloss:1.98849	validation-mlogloss:1.95579
[123]	train-mlogloss:1.98573	validation-mlogloss:1.95362
[124]	train-mlogloss:1.98310	validation-mlogloss:1.95096
[125]	train-mlogloss:1.98077	validation-mlogloss:1.94933
[126]	train-mlogloss:1.97830	validation-mlogloss:1.94719
[127]	train-mlogloss:1.97588	validation-mlogloss:1.94471
[128]	train-mlogloss:1.97337	validation-mlogloss:1.94216
[129]	train-mlogloss:1.97101	validation-mlogloss:1.94013
[130]	train-mlogloss:1.96861	validation-mlogloss:1.93793
[131]	train-mlogloss:1.96617	validation-mlogloss:1.93591
[132]	train-mlogloss:1.96381	validation-mlogloss:1.93392
[133]	train-mlogloss:1.96157	validation-mlogloss:1.93232
[134]	train-mlogloss:1.95931	validation-mlogloss:1.93027
[135]	train-mlogloss:1.95685	validation-mlogloss:1.92798
[136]	train-mlogloss:1.95471	validation-mlogloss:1.92626
[137]	train-mlogloss:1.95232	validation-mlogloss:1.92428
[138]	train-mlogloss:1.95005	validation-mlogloss:1.92219
[139]	train-mlogloss:1.94780	validation-mlogloss:1.92025
[140]	train-mlogloss:1.94569	validation-mlogloss:1.91889
[141]	train-mlogloss:1.94344	validation-mlogloss:1.91674
[142]	train-mlogloss:1.94127	validation-mlogloss:1.91492
[143]	train-mlogloss:1.93908	validation-mlogloss:1.91322
[144]	train-mlogloss:1.93695	validation-mlogloss:1.91148
[145]	train-mlogloss:1.93459	validation-mlogloss:1.90946
[146]	train-mlogloss:1.93243	validation-mlogloss:1.90737
[147]	train-mlogloss:1.93027	validation-mlogloss:1.90558
[148]	train-mlogloss:1.92830	validation-mlogloss:1.90409
[149]	train-mlogloss:1.92614	validation-mlogloss:1.90230
[150]	train-mlogloss:1.92391	validation-mlogloss:1.89995
[151]	train-mlogloss:1.92185	validation-mlogloss:1.89826
[152]	train-mlogloss:1.91982	validation-mlogloss:1.89644
[153]	train-mlogloss:1.91777	validation-mlogloss:1.89468
[154]	train-mlogloss:1.91578	validation-mlogloss:1.89335
[155]	train-mlogloss:1.91378	validation-mlogloss:1.89162
[156]	train-mlogloss:1.91183	validation-mlogloss:1.88990
[157]	train-mlogloss:1.91002	validation-mlogloss:1.88834
[158]	train-mlogloss:1.90808	validation-mlogloss:1.88667
[159]	train-mlogloss:1.90617	validation-mlogloss:1.88493
[160]	train-mlogloss:1.90416	validation-mlogloss:1.88309
[161]	train-mlogloss:1.90221	validation-mlogloss:1.88138
[162]	train-mlogloss:1.90027	validation-mlogloss:1.87994
[163]	train-mlogloss:1.89832	validation-mlogloss:1.87821
[164]	train-mlogloss:1.89640	validation-mlogloss:1.87658
[165]	train-mlogloss:1.89447	validation-mlogloss:1.87486
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[169]	train-mlogloss:1.88697	validation-mlogloss:1.86910
[170]	train-mlogloss:1.88508	validation-mlogloss:1.86747
[171]	train-mlogloss:1.88339	validation-mlogloss:1.86638
[172]	train-mlogloss:1.88156	validation-mlogloss:1.86461
[173]	train-mlogloss:1.87981	validation-mlogloss:1.86318
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[176]	train-mlogloss:1.87466	validation-mlogloss:1.85947
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[182]	train-mlogloss:1.86438	validation-mlogloss:1.85141
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[189]	train-mlogloss:1.85284	validation-mlogloss:1.84240
[190]	train-mlogloss:1.85123	validation-mlogloss:1.84112
[191]	train-mlogloss:1.84965	validation-mlogloss:1.83983
[192]	train-mlogloss:1.84819	validation-mlogloss:1.83870
[193]	train-mlogloss:1.84651	validation-mlogloss:1.83762
[194]	train-mlogloss:1.84500	validation-mlogloss:1.83622
[195]	train-mlogloss:1.84340	validation-mlogloss:1.83490
[196]	train-mlogloss:1.84184	validation-mlogloss:1.83355
[197]	train-mlogloss:1.84037	validation-mlogloss:1.83254
[198]	train-mlogloss:1.83884	validation-mlogloss:1.83159
[199]	train-mlogloss:1.83733	validation-mlogloss:1.83036
[200]	train-mlogloss:1.83576	validation-mlogloss:1.82929
[201]	train-mlogloss:1.83430	validation-mlogloss:1.82842
[202]	train-mlogloss:1.83275	validation-mlogloss:1.82742
[203]	train-mlogloss:1.83121	validation-mlogloss:1.82632
[204]	train-mlogloss:1.82973	validation-mlogloss:1.82515
[205]	train-mlogloss:1.82828	validation-mlogloss:1.82416
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[207]	train-mlogloss:1.82532	validation-mlogloss:1.82204
[208]	train-mlogloss:1.82400	validation-mlogloss:1.82103
[209]	train-mlogloss:1.82244	validation-mlogloss:1.82020
[210]	train-mlogloss:1.82107	validation-mlogloss:1.81920
[211]	train-mlogloss:1.81969	validation-mlogloss:1.81800
[212]	train-mlogloss:1.81840	validation-mlogloss:1.81708
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[214]	train-mlogloss:1.81551	validation-mlogloss:1.81485
[215]	train-mlogloss:1.81414	validation-mlogloss:1.81371
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[221]	train-mlogloss:1.80570	validation-mlogloss:1.80765
[222]	train-mlogloss:1.80446	validation-mlogloss:1.80712
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[524]	train-mlogloss:1.56377	validation-mlogloss:1.68722
[525]	train-mlogloss:1.56332	validation-mlogloss:1.68707
[526]	train-mlogloss:1.56291	validation-mlogloss:1.68692
[527]	train-mlogloss:1.56247	validation-mlogloss:1.68697
[528]	train-mlogloss:1.56199	validation-mlogloss:1.68672
[529]	train-mlogloss:1.56150	validation-mlogloss:1.68655
[530]	train-mlogloss:1.56098	validation-mlogloss:1.68636
[531]	train-mlogloss:1.56047	validation-mlogloss:1.68604
[532]	train-mlogloss:1.56009	validation-mlogloss:1.68601
[533]	train-mlogloss:1.55965	validation-mlogloss:1.68560
[534]	train-mlogloss:1.55928	validation-mlogloss:1.68555
[535]	train-mlogloss:1.55885	validation-mlogloss:1.68551
[536]	train-mlogloss:1.55835	validation-mlogloss:1.68532
[537]	train-mlogloss:1.55784	validation-mlogloss:1.68499
[538]	train-mlogloss:1.55743	validation-mlogloss:1.68482
[539]	train-mlogloss:1.55697	validation-mlogloss:1.68474
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.38 [%]
Global accuracy score (test) = 44.43 [%]
Global F1 score (train) = 51.52 [%]
Global F1 score (test) = 43.67 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.75      0.57       184
 CAMINAR CON MÓVIL O LIBRO       0.38      0.46      0.42       184
       CAMINAR USUAL SPEED       0.35      0.28      0.31       184
            CAMINAR ZIGZAG       0.38      0.52      0.44       184
          DE PIE BARRIENDO       0.72      0.29      0.42       184
   DE PIE DOBLANDO TOALLAS       0.50      0.43      0.46       184
    DE PIE MOVIENDO LIBROS       0.35      0.32      0.33       184
          DE PIE USANDO PC       0.22      0.34      0.27       184
        FASE REPOSO CON K5       0.58      0.85      0.69       184
INCREMENTAL CICLOERGOMETRO       0.74      0.68      0.71       184
           SENTADO LEYENDO       0.44      0.34      0.38       184
         SENTADO USANDO PC       0.23      0.13      0.17       184
      SENTADO VIENDO LA TV       0.28      0.23      0.25       184
   SUBIR Y BAJAR ESCALERAS       0.61      0.48      0.54       184
                    TROTAR       0.61      0.57      0.59       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 28: 44.43 [%]
F1-score capturado en la ejecución 28: 43.67 [%]

=== EJECUCIÓN 29 ===

--- TRAIN (ejecución 29) ---

--- TEST (ejecución 29) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.35 [%]
Global accuracy score (test) = 44.61 [%]
Global F1 score (train) = 51.44 [%]
Global F1 score (test) = 43.97 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.46      0.77      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.36      0.46      0.40       184
       CAMINAR USUAL SPEED       0.35      0.27      0.31       184
            CAMINAR ZIGZAG       0.39      0.54      0.45       184
          DE PIE BARRIENDO       0.75      0.29      0.42       184
   DE PIE DOBLANDO TOALLAS       0.49      0.42      0.45       184
    DE PIE MOVIENDO LIBROS       0.37      0.33      0.35       184
          DE PIE USANDO PC       0.21      0.33      0.26       184
        FASE REPOSO CON K5       0.56      0.85      0.68       184
INCREMENTAL CICLOERGOMETRO       0.75      0.68      0.71       184
           SENTADO LEYENDO       0.50      0.35      0.42       184
         SENTADO USANDO PC       0.21      0.12      0.16       184
      SENTADO VIENDO LA TV       0.29      0.26      0.27       184
   SUBIR Y BAJAR ESCALERAS       0.63      0.47      0.54       184
                    TROTAR       0.66      0.57      0.61       161

                  accuracy                           0.45      2737
                 macro avg       0.47      0.45      0.44      2737
              weighted avg       0.46      0.45      0.44      2737


Accuracy capturado en la ejecución 29: 44.61 [%]
F1-score capturado en la ejecución 29: 43.97 [%]

=== EJECUCIÓN 30 ===

--- TRAIN (ejecución 30) ---

--- TEST (ejecución 30) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 91)
(18469, 91)
[[8.]
 [8.]
 [8.]
 ...
 [3.]
 [3.]
 [3.]]
(2737, 1)
[8 8 8 ... 3 3 3]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 51.43 [%]
Global accuracy score (test) = 44.65 [%]
Global F1 score (train) = 51.58 [%]
Global F1 score (test) = 44.0 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.47      0.76      0.58       184
 CAMINAR CON MÓVIL O LIBRO       0.37      0.45      0.41       184
       CAMINAR USUAL SPEED       0.36      0.26      0.30       184
            CAMINAR ZIGZAG       0.40      0.55      0.46       184
          DE PIE BARRIENDO       0.70      0.30      0.42       184
   DE PIE DOBLANDO TOALLAS       0.49      0.41      0.45       184
    DE PIE MOVIENDO LIBROS       0.36      0.35      0.35       184
          DE PIE USANDO PC       0.20      0.32      0.25       184
        FASE REPOSO CON K5       0.57      0.86      0.68       184
INCREMENTAL CICLOERGOMETRO       0.77      0.68      0.72       184
           SENTADO LEYENDO       0.47      0.34      0.39       184
         SENTADO USANDO PC       0.21      0.12      0.16       184
      SENTADO VIENDO LA TV       0.25      0.20      0.22       184
   SUBIR Y BAJAR ESCALERAS       0.64      0.53      0.58       184
                    TROTAR       0.67      0.57      0.62       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 30: 44.65 [%]
F1-score capturado en la ejecución 30: 44.0 [%]

=== RESUMEN FINAL ===
Accuracies: [44.57, 45.34, 45.01, 44.68, 45.2, 45.05, 45.56, 45.12, 44.9, 46.04, 45.2, 45.41, 45.74, 44.9, 45.41, 44.46, 45.05, 45.34, 45.78, 45.31, 44.43, 45.52, 45.85, 45.05, 45.12, 44.72, 44.57, 44.43, 44.61, 44.65]
F1-scores: [44.03, 44.84, 44.43, 44.15, 44.7, 44.56, 44.89, 44.54, 44.29, 45.44, 44.71, 44.89, 45.15, 44.21, 44.78, 43.69, 44.37, 44.84, 45.24, 44.74, 43.8, 44.88, 45.28, 44.46, 44.36, 44.03, 43.86, 43.67, 43.97, 44.0]
Accuracy mean: 45.1007 | std: 0.4399
F1 mean: 44.4933 | std: 0.4788

Resultados guardados en /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_M/case_M_XGB_acc_gyr_17_classes/metrics_test.npz
