2025-11-07 10:17:38.356109: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:17:38.367406: 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 00:00:1762507058.380746 2375058 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507058.384981 2375058 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507058.395416 2375058 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507058.395436 2375058 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507058.395438 2375058 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507058.395440 2375058 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:17:38.398796: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
/home/simur/git/uniovi-simur-wearablepermed-ml/.venv/lib/python3.12/site-packages/ray/tune/impl/tuner_internal.py:144: RayDeprecationWarning: The `RunConfig` class should be imported from `ray.tune` when passing it to the Tuner. Please update your imports. See this issue for more context and migration options: https://github.com/ray-project/ray/issues/49454. Disable these warnings by setting the environment variable: RAY_TRAIN_ENABLE_V2_MIGRATION_WARNINGS=0
  _log_deprecation_warning(
2025-11-07 10:17:45,869	INFO worker.py:1927 -- Started a local Ray instance.
2025-11-07 10:17:46,559	INFO tune.py:253 -- Initializing Ray automatically. For cluster usage or custom Ray initialization, call `ray.init(...)` before `Tuner(...)`.
2025-11-07 10:17:46,624	INFO trial.py:182 -- Creating a new dirname dir_9fac0_7fc1 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,627	INFO trial.py:182 -- Creating a new dirname dir_9fac0_a5fb because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,629	INFO trial.py:182 -- Creating a new dirname dir_9fac0_fa1d because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,631	INFO trial.py:182 -- Creating a new dirname dir_9fac0_3a16 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,635	INFO trial.py:182 -- Creating a new dirname dir_9fac0_e592 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,639	INFO trial.py:182 -- Creating a new dirname dir_9fac0_3784 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,641	INFO trial.py:182 -- Creating a new dirname dir_9fac0_9a59 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,644	INFO trial.py:182 -- Creating a new dirname dir_9fac0_2236 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,648	INFO trial.py:182 -- Creating a new dirname dir_9fac0_94e5 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,651	INFO trial.py:182 -- Creating a new dirname dir_9fac0_2dff because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,654	INFO trial.py:182 -- Creating a new dirname dir_9fac0_9810 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,657	INFO trial.py:182 -- Creating a new dirname dir_9fac0_fc68 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,660	INFO trial.py:182 -- Creating a new dirname dir_9fac0_56ab because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,663	INFO trial.py:182 -- Creating a new dirname dir_9fac0_524d because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,667	INFO trial.py:182 -- Creating a new dirname dir_9fac0_2850 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,671	INFO trial.py:182 -- Creating a new dirname dir_9fac0_3e24 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,674	INFO trial.py:182 -- Creating a new dirname dir_9fac0_eb0d because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,678	INFO trial.py:182 -- Creating a new dirname dir_9fac0_cf82 because trial dirname 'dir_9fac0' already exists.
2025-11-07 10:17:46,683	INFO trial.py:182 -- Creating a new dirname dir_9fac0_0c6a because trial dirname 'dir_9fac0' 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_C/case_C_XGB_acc_17_classes/XGBoost_hyperparameters_tuning
To visualize your results with TensorBoard, run: `tensorboard --logdir /tmp/ray/session_2025-11-07_10-17-45_159722_2375058/artifacts/2025-11-07_10-17-46/XGBoost_hyperparameters_tuning/driver_artifacts`

Trial status: 20 PENDING
Current time: 2025-11-07 10:17:46. 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_9fac0    PENDING                  629             3        0.0129937       0.550764             0.826163    6.03809                  189       1.39658       47.2362              4621 │
│ trial_9fac0    PENDING                  496             3        0.011035        0.782066             0.57042     9.27748                  175       8.37826        6.3327              5415 │
│ trial_9fac0    PENDING                  367             2        0.0119098       0.822007             0.650588   16.299                    145      20.0921       538.425               1516 │
│ trial_9fac0    PENDING                  458             3        0.0130302       0.668953             0.523103    5.35156                   64      60.2809         5.22198             5380 │
│ trial_9fac0    PENDING                  356             2        0.0138383       0.824493             0.601674   25.6598                    95     465.168          7.60973             8067 │
│ trial_9fac0    PENDING                  466             2        0.00866783      0.506976             0.814022   21.9078                   170       3.50686      253.511               6833 │
│ trial_9fac0    PENDING                  665             2        0.0142689       0.700216             0.722649   22.8491                   126       9.67768      139.085               6238 │
│ trial_9fac0    PENDING                  373             3        0.00947212      0.564613             0.636997   12.8265                    76       2.40208       49.9773              7375 │
│ trial_9fac0    PENDING                  267             2        0.018387        0.590628             0.699044   16.8385                   165       7.23861      436.303               3292 │
│ trial_9fac0    PENDING                  387             3        0.0055591       0.717148             0.568672   17.6475                    81      67.7854       119.06                5871 │
│ trial_9fac0    PENDING                  507             3        0.0103495       0.821424             0.79813    12.3559                    83       6.42268        6.56943              354 │
│ trial_9fac0    PENDING                  677             3        0.00832983      0.81227              0.590491   12.3513                   179       2.83345       12.1536              7308 │
│ trial_9fac0    PENDING                  596             3        0.0133168       0.711692             0.693198    5.42144                  143      49.0868       214.24                3090 │
│ trial_9fac0    PENDING                  423             3        0.0131105       0.651097             0.668651   19.0739                   168       6.14307      683.04                 900 │
│ trial_9fac0    PENDING                  251             2        0.0151609       0.841882             0.513321   29.2414                   177       9.6365         6.78319             3251 │
│ trial_9fac0    PENDING                  209             3        0.0129513       0.629164             0.631645    9.7387                    70       2.36629        5.1895              4523 │
│ trial_9fac0    PENDING                  674             2        0.0105649       0.591425             0.549683   15.0153                   193      52.9773       522.183               3209 │
│ trial_9fac0    PENDING                  685             2        0.0140109       0.745984             0.730149   14.4615                    89     401.815         55.8077              2699 │
│ trial_9fac0    PENDING                  677             3        0.0123745       0.610346             0.800135   11.9738                   113      31.1399       397.982               5500 │
│ trial_9fac0    PENDING                  256             2        0.0194417       0.816468             0.590046    5.98402                  117     750.545        251.807                392 │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.81402 │
│ gamma                        21.9078 │
│ learning_rate                0.00867 │
│ max_depth                          2 │
│ min_child_weight                 170 │
│ num_boost_round                  466 │
│ random_state                    6833 │
│ reg_alpha                    3.50686 │
│ reg_lambda                   253.511 │
│ subsample                    0.50698 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree               0.637 │
│ gamma                        12.8265 │
│ learning_rate                0.00947 │
│ max_depth                          3 │
│ min_child_weight                  76 │
│ num_boost_round                  373 │
│ random_state                    7375 │
│ reg_alpha                    2.40208 │
│ reg_lambda                   49.9773 │
│ subsample                    0.56461 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.57042 │
│ gamma                        9.27748 │
│ learning_rate                0.01103 │
│ max_depth                          3 │
│ min_child_weight                 175 │
│ num_boost_round                  496 │
│ random_state                    5415 │
│ reg_alpha                    8.37826 │
│ reg_lambda                    6.3327 │
│ subsample                    0.78207 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.73015 │
│ gamma                        14.4615 │
│ learning_rate                0.01401 │
│ max_depth                          2 │
│ min_child_weight                  89 │
│ num_boost_round                  685 │
│ random_state                    2699 │
│ reg_alpha                    401.815 │
│ reg_lambda                   55.8077 │
│ subsample                    0.74598 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.80014 │
│ gamma                        11.9738 │
│ learning_rate                0.01237 │
│ max_depth                          3 │
│ min_child_weight                 113 │
│ num_boost_round                  677 │
│ random_state                    5500 │
│ reg_alpha                    31.1399 │
│ reg_lambda                   397.982 │
│ subsample                    0.61035 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.51332 │
│ gamma                        29.2415 │
│ learning_rate                0.01516 │
│ max_depth                          2 │
│ min_child_weight                 177 │
│ num_boost_round                  251 │
│ random_state                    3251 │
│ reg_alpha                     9.6365 │
│ reg_lambda                   6.78319 │
│ subsample                    0.84188 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.82616 │
│ gamma                        6.03809 │
│ learning_rate                0.01299 │
│ max_depth                          3 │
│ min_child_weight                 189 │
│ num_boost_round                  629 │
│ random_state                    4621 │
│ reg_alpha                    1.39658 │
│ reg_lambda                   47.2362 │
│ subsample                    0.55076 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.65059 │
│ gamma                         16.299 │
│ learning_rate                0.01191 │
│ max_depth                          2 │
│ min_child_weight                 145 │
│ num_boost_round                  367 │
│ random_state                    1516 │
│ reg_alpha                    20.0921 │
│ reg_lambda                   538.425 │
│ subsample                    0.82201 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.72265 │
│ gamma                        22.8491 │
│ learning_rate                0.01427 │
│ max_depth                          2 │
│ min_child_weight                 126 │
│ num_boost_round                  665 │
│ random_state                    6238 │
│ reg_alpha                    9.67768 │
│ reg_lambda                   139.085 │
│ subsample                    0.70022 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.5231 │
│ gamma                        5.35156 │
│ learning_rate                0.01303 │
│ max_depth                          3 │
│ min_child_weight                  64 │
│ num_boost_round                  458 │
│ random_state                    5380 │
│ reg_alpha                    60.2809 │
│ reg_lambda                   5.22198 │
│ subsample                    0.66895 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.59005 │
│ gamma                        5.98402 │
│ learning_rate                0.01944 │
│ max_depth                          2 │
│ min_child_weight                 117 │
│ num_boost_round                  256 │
│ random_state                     392 │
│ reg_alpha                    750.545 │
│ reg_lambda                   251.807 │
│ subsample                    0.81647 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.60167 │
│ gamma                        25.6598 │
│ learning_rate                0.01384 │
│ max_depth                          2 │
│ min_child_weight                  95 │
│ num_boost_round                  356 │
│ random_state                    8067 │
│ reg_alpha                    465.168 │
│ reg_lambda                   7.60973 │
│ subsample                    0.82449 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.59049 │
│ gamma                        12.3513 │
│ learning_rate                0.00833 │
│ max_depth                          3 │
│ min_child_weight                 179 │
│ num_boost_round                  677 │
│ random_state                    7308 │
│ reg_alpha                    2.83345 │
│ reg_lambda                   12.1536 │
│ subsample                    0.81227 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.56867 │
│ gamma                        17.6475 │
│ learning_rate                0.00556 │
│ max_depth                          3 │
│ min_child_weight                  81 │
│ num_boost_round                  387 │
│ random_state                    5871 │
│ reg_alpha                    67.7854 │
│ reg_lambda                    119.06 │
│ subsample                    0.71715 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.63165 │
│ gamma                         9.7387 │
│ learning_rate                0.01295 │
│ max_depth                          3 │
│ min_child_weight                  70 │
│ num_boost_round                  209 │
│ random_state                    4523 │
│ reg_alpha                    2.36629 │
│ reg_lambda                    5.1895 │
│ subsample                    0.62916 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.69904 │
│ gamma                        16.8385 │
│ learning_rate                0.01839 │
│ max_depth                          2 │
│ min_child_weight                 165 │
│ num_boost_round                  267 │
│ random_state                    3292 │
│ reg_alpha                    7.23861 │
│ reg_lambda                   436.303 │
│ subsample                    0.59063 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.66865 │
│ gamma                        19.0739 │
│ learning_rate                0.01311 │
│ max_depth                          3 │
│ min_child_weight                 168 │
│ num_boost_round                  423 │
│ random_state                     900 │
│ reg_alpha                    6.14307 │
│ reg_lambda                    683.04 │
│ subsample                     0.6511 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree              0.6932 │
│ gamma                        5.42144 │
│ learning_rate                0.01332 │
│ max_depth                          3 │
│ min_child_weight                 143 │
│ num_boost_round                  596 │
│ random_state                    3090 │
│ reg_alpha                    49.0868 │
│ reg_lambda                    214.24 │
│ subsample                    0.71169 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
[36m(train_xgb_ray_tune pid=2376741)[0m 2025-11-07 10:17:49.809638: 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=2376741)[0m 2025-11-07 10:17:49.832826: 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=2376735)[0m WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
[36m(train_xgb_ray_tune pid=2376735)[0m E0000 00:00:1762507069.841522 2377864 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=2376735)[0m E0000 00:00:1762507069.849465 2377864 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=2376741)[0m W0000 00:00:1762507069.888927 2377871 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=2376741)[0m W0000 00:00:1762507069.888979 2377871 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=2376741)[0m W0000 00:00:1762507069.888981 2377871 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=2376741)[0m W0000 00:00:1762507069.889102 2377871 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=2376741)[0m 2025-11-07 10:17:49.895375: 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=2376741)[0m To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.54968 │
│ gamma                        15.0153 │
│ learning_rate                0.01056 │
│ max_depth                          2 │
│ min_child_weight                 193 │
│ num_boost_round                  674 │
│ random_state                    3209 │
│ reg_alpha                    52.9773 │
│ reg_lambda                   522.183 │
│ subsample                    0.59142 │
╰──────────────────────────────────────╯
Trial trial_9fac0 started with configuration:
╭──────────────────────────────────────╮
│ Trial trial_9fac0 config             │
├──────────────────────────────────────┤
│ colsample_bytree             0.79813 │
│ gamma                        12.3559 │
│ learning_rate                0.01035 │
│ max_depth                          3 │
│ min_child_weight                  83 │
│ num_boost_round                  507 │
│ random_state                     354 │
│ reg_alpha                    6.42268 │
│ reg_lambda                   6.56943 │
│ subsample                    0.82142 │
╰──────────────────────────────────────╯
[36m(train_xgb_ray_tune pid=2376735)[0m [0]	train-mlogloss:2.70380	validation-mlogloss:2.70370
[36m(train_xgb_ray_tune pid=2376722)[0m [0]	train-mlogloss:2.69439	validation-mlogloss:2.69500
[36m(train_xgb_ray_tune pid=2376722)[0m [1]	train-mlogloss:2.68146	validation-mlogloss:2.68257
[36m(train_xgb_ray_tune pid=2376735)[0m [1]	train-mlogloss:2.69936	validation-mlogloss:2.69917
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Trial status: 20 RUNNING
Current time: 2025-11-07 10:18:16. 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_9fac0    RUNNING                  629             3        0.0129937       0.550764             0.826163    6.03809                  189       1.39658       47.2362              4621 │
│ trial_9fac0    RUNNING                  496             3        0.011035        0.782066             0.57042     9.27748                  175       8.37826        6.3327              5415 │
│ trial_9fac0    RUNNING                  367             2        0.0119098       0.822007             0.650588   16.299                    145      20.0921       538.425               1516 │
│ trial_9fac0    RUNNING                  458             3        0.0130302       0.668953             0.523103    5.35156                   64      60.2809         5.22198             5380 │
│ trial_9fac0    RUNNING                  356             2        0.0138383       0.824493             0.601674   25.6598                    95     465.168          7.60973             8067 │
│ trial_9fac0    RUNNING                  466             2        0.00866783      0.506976             0.814022   21.9078                   170       3.50686      253.511               6833 │
│ trial_9fac0    RUNNING                  665             2        0.0142689       0.700216             0.722649   22.8491                   126       9.67768      139.085               6238 │
│ trial_9fac0    RUNNING                  373             3        0.00947212      0.564613             0.636997   12.8265                    76       2.40208       49.9773              7375 │
│ trial_9fac0    RUNNING                  267             2        0.018387        0.590628             0.699044   16.8385                   165       7.23861      436.303               3292 │
│ trial_9fac0    RUNNING                  387             3        0.0055591       0.717148             0.568672   17.6475                    81      67.7854       119.06                5871 │
│ trial_9fac0    RUNNING                  507             3        0.0103495       0.821424             0.79813    12.3559                    83       6.42268        6.56943              354 │
│ trial_9fac0    RUNNING                  677             3        0.00832983      0.81227              0.590491   12.3513                   179       2.83345       12.1536              7308 │
│ trial_9fac0    RUNNING                  596             3        0.0133168       0.711692             0.693198    5.42144                  143      49.0868       214.24                3090 │
│ trial_9fac0    RUNNING                  423             3        0.0131105       0.651097             0.668651   19.0739                   168       6.14307      683.04                 900 │
│ trial_9fac0    RUNNING                  251             2        0.0151609       0.841882             0.513321   29.2414                   177       9.6365         6.78319             3251 │
│ trial_9fac0    RUNNING                  209             3        0.0129513       0.629164             0.631645    9.7387                    70       2.36629        5.1895              4523 │
│ trial_9fac0    RUNNING                  674             2        0.0105649       0.591425             0.549683   15.0153                   193      52.9773       522.183               3209 │
│ trial_9fac0    RUNNING                  685             2        0.0140109       0.745984             0.730149   14.4615                    89     401.815         55.8077              2699 │
│ trial_9fac0    RUNNING                  677             3        0.0123745       0.610346             0.800135   11.9738                   113      31.1399       397.982               5500 │
│ trial_9fac0    RUNNING                  256             2        0.0194417       0.816468             0.590046    5.98402                  117     750.545        251.807                392 │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
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[36m(train_xgb_ray_tune pid=2376744)[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=2376744)[0m   _log_deprecation_warning(
[36m(train_xgb_ray_tune pid=2376747)[0m 2025-11-07 10:17:50.394170: 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=2376747)[0m 2025-11-07 10:17:50.414479: 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=2376747)[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=2376747)[0m E0000 00:00:1762507070.443217 2377997 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=2376747)[0m E0000 00:00:1762507070.451789 2377997 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=2376747)[0m W0000 00:00:1762507070.471829 2377997 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=2376747)[0m 2025-11-07 10:17:50.477748: 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=2376747)[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_9fac0 finished iteration 1 at 2025-11-07 10:18:22. Total running time: 36s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             33.3087 │
│ time_total_s                 33.3087 │
│ training_iteration                 1 │
│ validation_accuracy          0.13162 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:22. Total running time: 36s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:31. Total running time: 44s
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[36m(train_xgb_ray_tune pid=2376739)[0m   _log_deprecation_warning(
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[36m(train_xgb_ray_tune pid=2376745)[0m   _log_deprecation_warning(
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             41.5151 │
│ time_total_s                 41.5151 │
│ training_iteration                 1 │
│ validation_accuracy          0.46324 │
╰──────────────────────────────────────╯
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Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:31. Total running time: 44s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:31. Total running time: 44s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             41.8084 │
│ time_total_s                 41.8084 │
│ training_iteration                 1 │
│ validation_accuracy          0.43142 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:31. Total running time: 44s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:32. Total running time: 45s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             42.3991 │
│ time_total_s                 42.3991 │
│ training_iteration                 1 │
│ validation_accuracy          0.22747 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:32. Total running time: 45s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:34. Total running time: 47s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             44.8149 │
│ time_total_s                 44.8149 │
│ training_iteration                 1 │
│ validation_accuracy          0.41462 │
╰──────────────────────────────────────╯
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Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:34. Total running time: 47s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:41. Total running time: 54s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             51.6578 │
│ time_total_s                 51.6578 │
│ training_iteration                 1 │
│ validation_accuracy           0.4083 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:41. Total running time: 54s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:46. Total running time: 59s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             56.7127 │
│ time_total_s                 56.7127 │
│ training_iteration                 1 │
│ validation_accuracy          0.42648 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:46. Total running time: 59s
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Trial status: 13 RUNNING | 7 TERMINATED
Current time: 2025-11-07 10:18:46. Total running time: 1min 0s
Logical resource usage: 13.0/20 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_9fac0    RUNNING                    629             3        0.0129937       0.550764             0.826163    6.03809                  189       1.39658       47.2362              4621                                                     │
│ trial_9fac0    RUNNING                    496             3        0.011035        0.782066             0.57042     9.27748                  175       8.37826        6.3327              5415                                                     │
│ trial_9fac0    RUNNING                    458             3        0.0130302       0.668953             0.523103    5.35156                   64      60.2809         5.22198             5380                                                     │
│ trial_9fac0    RUNNING                    466             2        0.00866783      0.506976             0.814022   21.9078                   170       3.50686      253.511               6833                                                     │
│ trial_9fac0    RUNNING                    665             2        0.0142689       0.700216             0.722649   22.8491                   126       9.67768      139.085               6238                                                     │
│ trial_9fac0    RUNNING                    373             3        0.00947212      0.564613             0.636997   12.8265                    76       2.40208       49.9773              7375                                                     │
│ trial_9fac0    RUNNING                    507             3        0.0103495       0.821424             0.79813    12.3559                    83       6.42268        6.56943              354                                                     │
│ trial_9fac0    RUNNING                    677             3        0.00832983      0.81227              0.590491   12.3513                   179       2.83345       12.1536              7308                                                     │
│ trial_9fac0    RUNNING                    596             3        0.0133168       0.711692             0.693198    5.42144                  143      49.0868       214.24                3090                                                     │
│ trial_9fac0    RUNNING                    423             3        0.0131105       0.651097             0.668651   19.0739                   168       6.14307      683.04                 900                                                     │
│ trial_9fac0    RUNNING                    674             2        0.0105649       0.591425             0.549683   15.0153                   193      52.9773       522.183               3209                                                     │
│ trial_9fac0    RUNNING                    685             2        0.0140109       0.745984             0.730149   14.4615                    89     401.815         55.8077              2699                                                     │
│ trial_9fac0    RUNNING                    677             3        0.0123745       0.610346             0.800135   11.9738                   113      31.1399       397.982               5500                                                     │
│ trial_9fac0    TERMINATED                 367             2        0.0119098       0.822007             0.650588   16.299                    145      20.0921       538.425               1516        1            51.6578                0.4083   │
│ trial_9fac0    TERMINATED                 356             2        0.0138383       0.824493             0.601674   25.6598                    95     465.168          7.60973             8067        1            42.3991                0.22747  │
│ trial_9fac0    TERMINATED                 267             2        0.018387        0.590628             0.699044   16.8385                   165       7.23861      436.303               3292        1            44.8149                0.414625 │
│ trial_9fac0    TERMINATED                 387             3        0.0055591       0.717148             0.568672   17.6475                    81      67.7854       119.06                5871        1            56.7127                0.426482 │
│ trial_9fac0    TERMINATED                 251             2        0.0151609       0.841882             0.513321   29.2414                   177       9.6365         6.78319             3251        1            41.8084                0.431423 │
│ trial_9fac0    TERMINATED                 209             3        0.0129513       0.629164             0.631645    9.7387                    70       2.36629        5.1895              4523        1            41.5151                0.463241 │
│ trial_9fac0    TERMINATED                 256             2        0.0194417       0.816468             0.590046    5.98402                  117     750.545        251.807                392        1            33.3086                0.131621 │
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:49. Total running time: 1min 2s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
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│ checkpoint_dir_name                  │
│ time_this_iter_s             59.7961 │
│ time_total_s                 59.7961 │
│ training_iteration                 1 │
│ validation_accuracy          0.45632 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:49. Total running time: 1min 2s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:49. Total running time: 1min 2s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
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│ checkpoint_dir_name                  │
│ time_this_iter_s             59.5212 │
│ time_total_s                 59.5212 │
│ training_iteration                 1 │
│ validation_accuracy          0.41126 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:49. Total running time: 1min 2s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:49. Total running time: 1min 3s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             60.2651 │
│ time_total_s                 60.2651 │
│ training_iteration                 1 │
│ validation_accuracy          0.41502 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:49. Total running time: 1min 3s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:49. Total running time: 1min 3s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             60.2786 │
│ time_total_s                 60.2786 │
│ training_iteration                 1 │
│ validation_accuracy           0.4583 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:49. Total running time: 1min 3s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:52. Total running time: 1min 5s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s              62.762 │
│ time_total_s                  62.762 │
│ training_iteration                 1 │
│ validation_accuracy          0.26186 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:52. Total running time: 1min 5s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:54. Total running time: 1min 8s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             65.4992 │
│ time_total_s                 65.4992 │
│ training_iteration                 1 │
│ validation_accuracy          0.46285 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:54. Total running time: 1min 8s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:56. Total running time: 1min 9s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             66.4107 │
│ time_total_s                 66.4107 │
│ training_iteration                 1 │
│ validation_accuracy          0.47174 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:56. Total running time: 1min 9s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:56. Total running time: 1min 9s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             66.8366 │
│ time_total_s                 66.8366 │
│ training_iteration                 1 │
│ validation_accuracy          0.43755 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:56. Total running time: 1min 9s
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│ time_this_iter_s             68.2104 │
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Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:57. Total running time: 1min 11s
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│ time_this_iter_s             68.5574 │
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╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:58. Total running time: 1min 11s
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Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:18:58. Total running time: 1min 11s
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│ Trial trial_9fac0 result             │
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│ checkpoint_dir_name                  │
│ time_this_iter_s             68.7644 │
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│ training_iteration                 1 │
│ validation_accuracy          0.45455 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:18:58. Total running time: 1min 11s
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2025-11-07 10:19:01,176	INFO tune.py:1009 -- Wrote the latest version of all result files and experiment state to '/mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_C/case_C_XGB_acc_17_classes/XGBoost_hyperparameters_tuning' in 0.0085s.
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[36m(train_xgb_ray_tune pid=2376746)[0m [670]	train-mlogloss:1.42315	validation-mlogloss:1.51545
[36m(train_xgb_ray_tune pid=2376746)[0m [671]	train-mlogloss:1.42282	validation-mlogloss:1.51527
[36m(train_xgb_ray_tune pid=2376746)[0m [672]	train-mlogloss:1.42250	validation-mlogloss:1.51512
[36m(train_xgb_ray_tune pid=2376746)[0m [673]	train-mlogloss:1.42221	validation-mlogloss:1.51494
[36m(train_xgb_ray_tune pid=2376746)[0m [674]	train-mlogloss:1.42196	validation-mlogloss:1.51475
[36m(train_xgb_ray_tune pid=2376746)[0m [675]	train-mlogloss:1.42174	validation-mlogloss:1.51459
[36m(train_xgb_ray_tune pid=2376746)[0m [676]	train-mlogloss:1.42142	validation-mlogloss:1.51437

Trial trial_9fac0 finished iteration 1 at 2025-11-07 10:19:01. Total running time: 1min 14s
╭──────────────────────────────────────╮
│ Trial trial_9fac0 result             │
├──────────────────────────────────────┤
│ checkpoint_dir_name                  │
│ time_this_iter_s             71.4858 │
│ time_total_s                 71.4858 │
│ training_iteration                 1 │
│ validation_accuracy          0.46482 │
╰──────────────────────────────────────╯

Trial trial_9fac0 completed after 1 iterations at 2025-11-07 10:19:01. Total running time: 1min 14s

Trial status: 20 TERMINATED
Current time: 2025-11-07 10:19:01. Total running time: 1min 14s
Logical resource usage: 1.0/20 CPUs, 0/1 GPUs (0.0/1.0 accelerator_type:G)
[36m(train_xgb_ray_tune pid=2376746)[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 7x across cluster][0m
[36m(train_xgb_ray_tune pid=2376746)[0m   _log_deprecation_warning([32m [repeated 7x across cluster][0m
╭────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
│ 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_9fac0    TERMINATED                 629             3        0.0129937       0.550764             0.826163    6.03809                  189       1.39658       47.2362              4621        1            68.2104                0.47332  │
│ trial_9fac0    TERMINATED                 496             3        0.011035        0.782066             0.57042     9.27748                  175       8.37826        6.3327              5415        1            65.4992                0.462846 │
│ trial_9fac0    TERMINATED                 367             2        0.0119098       0.822007             0.650588   16.299                    145      20.0921       538.425               1516        1            51.6578                0.4083   │
│ trial_9fac0    TERMINATED                 458             3        0.0130302       0.668953             0.523103    5.35156                   64      60.2809         5.22198             5380        1            60.2786                0.4583   │
│ trial_9fac0    TERMINATED                 356             2        0.0138383       0.824493             0.601674   25.6598                    95     465.168          7.60973             8067        1            42.3991                0.22747  │
│ trial_9fac0    TERMINATED                 466             2        0.00866783      0.506976             0.814022   21.9078                   170       3.50686      253.511               6833        1            60.2651                0.41502  │
│ trial_9fac0    TERMINATED                 665             2        0.0142689       0.700216             0.722649   22.8491                   126       9.67768      139.085               6238        1            66.8366                0.437549 │
│ trial_9fac0    TERMINATED                 373             3        0.00947212      0.564613             0.636997   12.8265                    76       2.40208       49.9773              7375        1            59.7961                0.456324 │
│ trial_9fac0    TERMINATED                 267             2        0.018387        0.590628             0.699044   16.8385                   165       7.23861      436.303               3292        1            44.8149                0.414625 │
│ trial_9fac0    TERMINATED                 387             3        0.0055591       0.717148             0.568672   17.6475                    81      67.7854       119.06                5871        1            56.7127                0.426482 │
│ trial_9fac0    TERMINATED                 507             3        0.0103495       0.821424             0.79813    12.3559                    83       6.42268        6.56943              354        1            66.4107                0.471739 │
│ trial_9fac0    TERMINATED                 677             3        0.00832983      0.81227              0.590491   12.3513                   179       2.83345       12.1536              7308        1            71.4858                0.464822 │
│ trial_9fac0    TERMINATED                 596             3        0.0133168       0.711692             0.693198    5.42144                  143      49.0868       214.24                3090        1            68.7644                0.454545 │
│ trial_9fac0    TERMINATED                 423             3        0.0131105       0.651097             0.668651   19.0739                   168       6.14307      683.04                 900        1            59.5212                0.411265 │
│ trial_9fac0    TERMINATED                 251             2        0.0151609       0.841882             0.513321   29.2414                   177       9.6365         6.78319             3251        1            41.8084                0.431423 │
│ trial_9fac0    TERMINATED                 209             3        0.0129513       0.629164             0.631645    9.7387                    70       2.36629        5.1895              4523        1            41.5151                0.463241 │
│ trial_9fac0    TERMINATED                 674             2        0.0105649       0.591425             0.549683   15.0153                   193      52.9773       522.183               3209        1            67.6722                0.408696 │
│ trial_9fac0    TERMINATED                 685             2        0.0140109       0.745984             0.730149   14.4615                    89     401.815         55.8077              2699        1            62.762                 0.261858 │
│ trial_9fac0    TERMINATED                 677             3        0.0123745       0.610346             0.800135   11.9738                   113      31.1399       397.982               5500        1            68.5574                0.425692 │
│ trial_9fac0    TERMINATED                 256             2        0.0194417       0.816468             0.590046    5.98402                  117     750.545        251.807                392        1            33.3086                0.131621 │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Mejores hiperparámetros XGBoost: {'num_boost_round': 629, 'max_depth': 3, 'learning_rate': 0.012993676043017946, 'subsample': 0.5507643279118813, 'colsample_bytree': 0.8261631451078342, 'gamma': 6.038085781948473, 'min_child_weight': 189, 'reg_alpha': 1.3965836389518418, 'reg_lambda': 47.23622442906644, 'random_state': 4621}
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[597]	train-mlogloss:1.42175	validation-mlogloss:1.49437
[598]	train-mlogloss:1.42148	validation-mlogloss:1.49418
[599]	train-mlogloss:1.42117	validation-mlogloss:1.49397
[600]	train-mlogloss:1.42083	validation-mlogloss:1.49379
[601]	train-mlogloss:1.42053	validation-mlogloss:1.49370
[602]	train-mlogloss:1.42021	validation-mlogloss:1.49353
[603]	train-mlogloss:1.41985	validation-mlogloss:1.49322
[604]	train-mlogloss:1.41952	validation-mlogloss:1.49295
[605]	train-mlogloss:1.41919	validation-mlogloss:1.49283
[606]	train-mlogloss:1.41882	validation-mlogloss:1.49266
[607]	train-mlogloss:1.41843	validation-mlogloss:1.49245
[608]	train-mlogloss:1.41806	validation-mlogloss:1.49234
[609]	train-mlogloss:1.41774	validation-mlogloss:1.49205
[610]	train-mlogloss:1.41738	validation-mlogloss:1.49186
[611]	train-mlogloss:1.41703	validation-mlogloss:1.49162
[612]	train-mlogloss:1.41675	validation-mlogloss:1.49146
[613]	train-mlogloss:1.41644	validation-mlogloss:1.49138
[614]	train-mlogloss:1.41608	validation-mlogloss:1.49122
[615]	train-mlogloss:1.41583	validation-mlogloss:1.49107
[616]	train-mlogloss:1.41552	validation-mlogloss:1.49088
[617]	train-mlogloss:1.41520	validation-mlogloss:1.49067
[618]	train-mlogloss:1.41487	validation-mlogloss:1.49045
[619]	train-mlogloss:1.41452	validation-mlogloss:1.49019
[620]	train-mlogloss:1.41420	validation-mlogloss:1.49006
[621]	train-mlogloss:1.41387	validation-mlogloss:1.48987
[622]	train-mlogloss:1.41355	validation-mlogloss:1.48965
[623]	train-mlogloss:1.41325	validation-mlogloss:1.48952
[624]	train-mlogloss:1.41299	validation-mlogloss:1.48936
[625]	train-mlogloss:1.41268	validation-mlogloss:1.48913
[626]	train-mlogloss:1.41244	validation-mlogloss:1.48896
[627]	train-mlogloss:1.41215	validation-mlogloss:1.48879
[628]	train-mlogloss:1.41186	validation-mlogloss:1.48848
Saved model to disk.
2025-11-07 10:19:22.833282: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:19:22.844460: 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 00:00:1762507162.857588 2379257 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507162.861795 2379257 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507162.871614 2379257 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507162.871634 2379257 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507162.871637 2379257 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507162.871639 2379257 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:19:22.874704: 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:2.68597	validation-mlogloss:2.68582
[2]	train-mlogloss:2.67557	validation-mlogloss:2.67538
[3]	train-mlogloss:2.66523	validation-mlogloss:2.66485
[4]	train-mlogloss:2.65522	validation-mlogloss:2.65470
[5]	train-mlogloss:2.64516	validation-mlogloss:2.64464
[6]	train-mlogloss:2.63513	validation-mlogloss:2.63468
[7]	train-mlogloss:2.62494	validation-mlogloss:2.62449
[8]	train-mlogloss:2.61486	validation-mlogloss:2.61420
[9]	train-mlogloss:2.60500	validation-mlogloss:2.60419
[10]	train-mlogloss:2.59519	validation-mlogloss:2.59420
[11]	train-mlogloss:2.58543	validation-mlogloss:2.58436
[12]	train-mlogloss:2.57625	validation-mlogloss:2.57528
[13]	train-mlogloss:2.56673	validation-mlogloss:2.56579
[14]	train-mlogloss:2.55745	validation-mlogloss:2.55643
[15]	train-mlogloss:2.54843	validation-mlogloss:2.54714
[16]	train-mlogloss:2.53889	validation-mlogloss:2.53758
[17]	train-mlogloss:2.52985	validation-mlogloss:2.52851
[18]	train-mlogloss:2.52068	validation-mlogloss:2.51944
[19]	train-mlogloss:2.51136	validation-mlogloss:2.50988
[20]	train-mlogloss:2.50206	validation-mlogloss:2.50057
[21]	train-mlogloss:2.49318	validation-mlogloss:2.49146
[22]	train-mlogloss:2.48450	validation-mlogloss:2.48270
[23]	train-mlogloss:2.47603	validation-mlogloss:2.47419
[24]	train-mlogloss:2.46710	validation-mlogloss:2.46511
[25]	train-mlogloss:2.45868	validation-mlogloss:2.45662
[26]	train-mlogloss:2.45009	validation-mlogloss:2.44824
[27]	train-mlogloss:2.44193	validation-mlogloss:2.44017
[28]	train-mlogloss:2.43353	validation-mlogloss:2.43162
[29]	train-mlogloss:2.42558	validation-mlogloss:2.42360
[30]	train-mlogloss:2.41799	validation-mlogloss:2.41589
[31]	train-mlogloss:2.40976	validation-mlogloss:2.40779
[32]	train-mlogloss:2.40175	validation-mlogloss:2.39981
[33]	train-mlogloss:2.39371	validation-mlogloss:2.39187
[34]	train-mlogloss:2.38573	validation-mlogloss:2.38364
[35]	train-mlogloss:2.37824	validation-mlogloss:2.37608
[36]	train-mlogloss:2.37079	validation-mlogloss:2.36868
[37]	train-mlogloss:2.36332	validation-mlogloss:2.36120
[38]	train-mlogloss:2.35610	validation-mlogloss:2.35401
[39]	train-mlogloss:2.34903	validation-mlogloss:2.34686
[40]	train-mlogloss:2.34170	validation-mlogloss:2.33973
[41]	train-mlogloss:2.33449	validation-mlogloss:2.33243
[42]	train-mlogloss:2.32756	validation-mlogloss:2.32549
[43]	train-mlogloss:2.32082	validation-mlogloss:2.31895
[44]	train-mlogloss:2.31389	validation-mlogloss:2.31195
[45]	train-mlogloss:2.30695	validation-mlogloss:2.30506
[46]	train-mlogloss:2.30005	validation-mlogloss:2.29815
[47]	train-mlogloss:2.29306	validation-mlogloss:2.29110
[48]	train-mlogloss:2.28654	validation-mlogloss:2.28487
[49]	train-mlogloss:2.28012	validation-mlogloss:2.27831
[50]	train-mlogloss:2.27314	validation-mlogloss:2.27141
[51]	train-mlogloss:2.26644	validation-mlogloss:2.26496
[52]	train-mlogloss:2.25998	validation-mlogloss:2.25852
[53]	train-mlogloss:2.25378	validation-mlogloss:2.25240
[54]	train-mlogloss:2.24749	validation-mlogloss:2.24626
[55]	train-mlogloss:2.24124	validation-mlogloss:2.23989
[56]	train-mlogloss:2.23527	validation-mlogloss:2.23392
[57]	train-mlogloss:2.22947	validation-mlogloss:2.22794
[58]	train-mlogloss:2.22332	validation-mlogloss:2.22186
[59]	train-mlogloss:2.21718	validation-mlogloss:2.21581
[60]	train-mlogloss:2.21139	validation-mlogloss:2.21029
[61]	train-mlogloss:2.20556	validation-mlogloss:2.20452
[62]	train-mlogloss:2.19968	validation-mlogloss:2.19879
[63]	train-mlogloss:2.19380	validation-mlogloss:2.19298
[64]	train-mlogloss:2.18826	validation-mlogloss:2.18749
[65]	train-mlogloss:2.18256	validation-mlogloss:2.18179
[66]	train-mlogloss:2.17707	validation-mlogloss:2.17650
[67]	train-mlogloss:2.17171	validation-mlogloss:2.17139
[68]	train-mlogloss:2.16613	validation-mlogloss:2.16607
[69]	train-mlogloss:2.16076	validation-mlogloss:2.16117
[70]	train-mlogloss:2.15537	validation-mlogloss:2.15563
[71]	train-mlogloss:2.15042	validation-mlogloss:2.15081
[72]	train-mlogloss:2.14497	validation-mlogloss:2.14551
[73]	train-mlogloss:2.13967	validation-mlogloss:2.14031
[74]	train-mlogloss:2.13437	validation-mlogloss:2.13534
[75]	train-mlogloss:2.12930	validation-mlogloss:2.13037
[76]	train-mlogloss:2.12433	validation-mlogloss:2.12571
[77]	train-mlogloss:2.11912	validation-mlogloss:2.12068
[78]	train-mlogloss:2.11408	validation-mlogloss:2.11573
[79]	train-mlogloss:2.10900	validation-mlogloss:2.11081
[80]	train-mlogloss:2.10405	validation-mlogloss:2.10602
[81]	train-mlogloss:2.09929	validation-mlogloss:2.10123
[82]	train-mlogloss:2.09461	validation-mlogloss:2.09668
[83]	train-mlogloss:2.09002	validation-mlogloss:2.09213
[84]	train-mlogloss:2.08544	validation-mlogloss:2.08761
[85]	train-mlogloss:2.08068	validation-mlogloss:2.08288
[86]	train-mlogloss:2.07598	validation-mlogloss:2.07863
[87]	train-mlogloss:2.07127	validation-mlogloss:2.07398
[88]	train-mlogloss:2.06673	validation-mlogloss:2.06947
[89]	train-mlogloss:2.06221	validation-mlogloss:2.06503
[90]	train-mlogloss:2.05755	validation-mlogloss:2.06070
[91]	train-mlogloss:2.05304	validation-mlogloss:2.05640
[92]	train-mlogloss:2.04874	validation-mlogloss:2.05218
[93]	train-mlogloss:2.04423	validation-mlogloss:2.04778
[94]	train-mlogloss:2.03989	validation-mlogloss:2.04361
[95]	train-mlogloss:2.03585	validation-mlogloss:2.03940
[96]	train-mlogloss:2.03172	validation-mlogloss:2.03555
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[98]	train-mlogloss:2.02328	validation-mlogloss:2.02758
[99]	train-mlogloss:2.01915	validation-mlogloss:2.02356
[100]	train-mlogloss:2.01523	validation-mlogloss:2.01977
[101]	train-mlogloss:2.01127	validation-mlogloss:2.01620
[102]	train-mlogloss:2.00744	validation-mlogloss:2.01252
[103]	train-mlogloss:2.00343	validation-mlogloss:2.00849
[104]	train-mlogloss:1.99957	validation-mlogloss:2.00489
[105]	train-mlogloss:1.99570	validation-mlogloss:2.00109
[106]	train-mlogloss:1.99184	validation-mlogloss:1.99732
[107]	train-mlogloss:1.98790	validation-mlogloss:1.99352
[108]	train-mlogloss:1.98431	validation-mlogloss:1.99005
[109]	train-mlogloss:1.98046	validation-mlogloss:1.98643
[110]	train-mlogloss:1.97680	validation-mlogloss:1.98296
[111]	train-mlogloss:1.97319	validation-mlogloss:1.97954
[112]	train-mlogloss:1.96948	validation-mlogloss:1.97607
[113]	train-mlogloss:1.96595	validation-mlogloss:1.97273
[114]	train-mlogloss:1.96225	validation-mlogloss:1.96924
[115]	train-mlogloss:1.95876	validation-mlogloss:1.96600
[116]	train-mlogloss:1.95516	validation-mlogloss:1.96259
[117]	train-mlogloss:1.95166	validation-mlogloss:1.95935
[118]	train-mlogloss:1.94821	validation-mlogloss:1.95613
[119]	train-mlogloss:1.94500	validation-mlogloss:1.95310
[120]	train-mlogloss:1.94156	validation-mlogloss:1.94976
[121]	train-mlogloss:1.93836	validation-mlogloss:1.94676
[122]	train-mlogloss:1.93497	validation-mlogloss:1.94326
[123]	train-mlogloss:1.93142	validation-mlogloss:1.93972
[124]	train-mlogloss:1.92811	validation-mlogloss:1.93647
[125]	train-mlogloss:1.92492	validation-mlogloss:1.93331
[126]	train-mlogloss:1.92163	validation-mlogloss:1.93020
[127]	train-mlogloss:1.91851	validation-mlogloss:1.92736
[128]	train-mlogloss:1.91537	validation-mlogloss:1.92444
[129]	train-mlogloss:1.91232	validation-mlogloss:1.92138
[130]	train-mlogloss:1.90916	validation-mlogloss:1.91839
[131]	train-mlogloss:1.90611	validation-mlogloss:1.91539
[132]	train-mlogloss:1.90293	validation-mlogloss:1.91242
[133]	train-mlogloss:1.89990	validation-mlogloss:1.90969
[134]	train-mlogloss:1.89694	validation-mlogloss:1.90660
[135]	train-mlogloss:1.89400	validation-mlogloss:1.90366
[136]	train-mlogloss:1.89099	validation-mlogloss:1.90069
[137]	train-mlogloss:1.88766	validation-mlogloss:1.89758
[138]	train-mlogloss:1.88476	validation-mlogloss:1.89474
[139]	train-mlogloss:1.88174	validation-mlogloss:1.89163
[140]	train-mlogloss:1.87871	validation-mlogloss:1.88893
[141]	train-mlogloss:1.87551	validation-mlogloss:1.88575
[142]	train-mlogloss:1.87248	validation-mlogloss:1.88289
[143]	train-mlogloss:1.86951	validation-mlogloss:1.88015
[144]	train-mlogloss:1.86664	validation-mlogloss:1.87740
[145]	train-mlogloss:1.86384	validation-mlogloss:1.87471
[146]	train-mlogloss:1.86098	validation-mlogloss:1.87218
[147]	train-mlogloss:1.85828	validation-mlogloss:1.86948
[148]	train-mlogloss:1.85558	validation-mlogloss:1.86692
[149]	train-mlogloss:1.85303	validation-mlogloss:1.86449
[150]	train-mlogloss:1.85020	validation-mlogloss:1.86174
[151]	train-mlogloss:1.84748	validation-mlogloss:1.85911
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[597]	train-mlogloss:1.42260	validation-mlogloss:1.49142
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[599]	train-mlogloss:1.42199	validation-mlogloss:1.49104
[600]	train-mlogloss:1.42161	validation-mlogloss:1.49087
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[603]	train-mlogloss:1.42067	validation-mlogloss:1.49032
[604]	train-mlogloss:1.42037	validation-mlogloss:1.49012
[605]	train-mlogloss:1.42007	validation-mlogloss:1.48987
[606]	train-mlogloss:1.41975	validation-mlogloss:1.48967
[607]	train-mlogloss:1.41949	validation-mlogloss:1.48950
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[610]	train-mlogloss:1.41845	validation-mlogloss:1.48888
[611]	train-mlogloss:1.41815	validation-mlogloss:1.48872
[612]	train-mlogloss:1.41783	validation-mlogloss:1.48850
[613]	train-mlogloss:1.41750	validation-mlogloss:1.48821
[614]	train-mlogloss:1.41719	validation-mlogloss:1.48803
[615]	train-mlogloss:1.41693	validation-mlogloss:1.48777
[616]	train-mlogloss:1.41660	validation-mlogloss:1.48766
[617]	train-mlogloss:1.41625	validation-mlogloss:1.48744
[618]	train-mlogloss:1.41593	validation-mlogloss:1.48731
[619]	train-mlogloss:1.41563	validation-mlogloss:1.48713
[620]	train-mlogloss:1.41531	validation-mlogloss:1.48696
[621]	train-mlogloss:1.41498	validation-mlogloss:1.48672
[622]	train-mlogloss:1.41469	validation-mlogloss:1.48650
[623]	train-mlogloss:1.41443	validation-mlogloss:1.48626
[624]	train-mlogloss:1.41410	validation-mlogloss:1.48598
[625]	train-mlogloss:1.41378	validation-mlogloss:1.48578
[626]	train-mlogloss:1.41352	validation-mlogloss:1.48563
[627]	train-mlogloss:1.41316	validation-mlogloss:1.48545
[628]	train-mlogloss:1.41283	validation-mlogloss:1.48531
Saved model to disk.
2025-11-07 10:19:49.567781: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:19:49.578926: 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 00:00:1762507189.591924 2379706 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507189.595965 2379706 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507189.605904 2379706 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507189.605925 2379706 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507189.605928 2379706 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507189.605930 2379706 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:19:49.608911: 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:2.69720	validation-mlogloss:2.69728
[1]	train-mlogloss:2.68636	validation-mlogloss:2.68641
[2]	train-mlogloss:2.67550	validation-mlogloss:2.67573
[3]	train-mlogloss:2.66513	validation-mlogloss:2.66513
[4]	train-mlogloss:2.65489	validation-mlogloss:2.65483
[5]	train-mlogloss:2.64450	validation-mlogloss:2.64467
[6]	train-mlogloss:2.63463	validation-mlogloss:2.63458
[7]	train-mlogloss:2.62446	validation-mlogloss:2.62430
[8]	train-mlogloss:2.61459	validation-mlogloss:2.61439
[9]	train-mlogloss:2.60499	validation-mlogloss:2.60485
[10]	train-mlogloss:2.59493	validation-mlogloss:2.59455
[11]	train-mlogloss:2.58528	validation-mlogloss:2.58468
[12]	train-mlogloss:2.57588	validation-mlogloss:2.57535
[13]	train-mlogloss:2.56611	validation-mlogloss:2.56553
[14]	train-mlogloss:2.55697	validation-mlogloss:2.55620
[15]	train-mlogloss:2.54752	validation-mlogloss:2.54665
[16]	train-mlogloss:2.53873	validation-mlogloss:2.53771
[17]	train-mlogloss:2.52948	validation-mlogloss:2.52823
[18]	train-mlogloss:2.52027	validation-mlogloss:2.51904
[19]	train-mlogloss:2.51103	validation-mlogloss:2.50987
[20]	train-mlogloss:2.50206	validation-mlogloss:2.50112
[21]	train-mlogloss:2.49268	validation-mlogloss:2.49185
[22]	train-mlogloss:2.48402	validation-mlogloss:2.48319
[23]	train-mlogloss:2.47495	validation-mlogloss:2.47427
[24]	train-mlogloss:2.46633	validation-mlogloss:2.46581
[25]	train-mlogloss:2.45770	validation-mlogloss:2.45706
[26]	train-mlogloss:2.44912	validation-mlogloss:2.44830
[27]	train-mlogloss:2.44062	validation-mlogloss:2.43981
[28]	train-mlogloss:2.43239	validation-mlogloss:2.43157
[29]	train-mlogloss:2.42412	validation-mlogloss:2.42334
[30]	train-mlogloss:2.41588	validation-mlogloss:2.41506
[31]	train-mlogloss:2.40800	validation-mlogloss:2.40725
[32]	train-mlogloss:2.40004	validation-mlogloss:2.39932
[33]	train-mlogloss:2.39231	validation-mlogloss:2.39172
[34]	train-mlogloss:2.38453	validation-mlogloss:2.38388
[35]	train-mlogloss:2.37675	validation-mlogloss:2.37614
[36]	train-mlogloss:2.36937	validation-mlogloss:2.36905
[37]	train-mlogloss:2.36178	validation-mlogloss:2.36166
[38]	train-mlogloss:2.35445	validation-mlogloss:2.35428
[39]	train-mlogloss:2.34691	validation-mlogloss:2.34664
[40]	train-mlogloss:2.33946	validation-mlogloss:2.33906
[41]	train-mlogloss:2.33207	validation-mlogloss:2.33195
[42]	train-mlogloss:2.32512	validation-mlogloss:2.32485
[43]	train-mlogloss:2.31828	validation-mlogloss:2.31779
[44]	train-mlogloss:2.31137	validation-mlogloss:2.31082
[45]	train-mlogloss:2.30429	validation-mlogloss:2.30391
[46]	train-mlogloss:2.29742	validation-mlogloss:2.29699
[47]	train-mlogloss:2.29093	validation-mlogloss:2.29082
[48]	train-mlogloss:2.28420	validation-mlogloss:2.28412
[49]	train-mlogloss:2.27764	validation-mlogloss:2.27754
[50]	train-mlogloss:2.27125	validation-mlogloss:2.27115
[51]	train-mlogloss:2.26468	validation-mlogloss:2.26454
[52]	train-mlogloss:2.25792	validation-mlogloss:2.25796
[53]	train-mlogloss:2.25154	validation-mlogloss:2.25167
[54]	train-mlogloss:2.24520	validation-mlogloss:2.24552
[55]	train-mlogloss:2.23902	validation-mlogloss:2.23939
[56]	train-mlogloss:2.23287	validation-mlogloss:2.23325
[57]	train-mlogloss:2.22665	validation-mlogloss:2.22720
[58]	train-mlogloss:2.22055	validation-mlogloss:2.22114
[59]	train-mlogloss:2.21442	validation-mlogloss:2.21511
[60]	train-mlogloss:2.20849	validation-mlogloss:2.20949
[61]	train-mlogloss:2.20258	validation-mlogloss:2.20374
[62]	train-mlogloss:2.19659	validation-mlogloss:2.19770
[63]	train-mlogloss:2.19072	validation-mlogloss:2.19196
[64]	train-mlogloss:2.18490	validation-mlogloss:2.18647
[65]	train-mlogloss:2.17930	validation-mlogloss:2.18085
[66]	train-mlogloss:2.17380	validation-mlogloss:2.17542
[67]	train-mlogloss:2.16812	validation-mlogloss:2.16991
[68]	train-mlogloss:2.16268	validation-mlogloss:2.16438
[69]	train-mlogloss:2.15732	validation-mlogloss:2.15915
[70]	train-mlogloss:2.15205	validation-mlogloss:2.15414
[71]	train-mlogloss:2.14672	validation-mlogloss:2.14903
[72]	train-mlogloss:2.14153	validation-mlogloss:2.14416
[73]	train-mlogloss:2.13623	validation-mlogloss:2.13897
[74]	train-mlogloss:2.13118	validation-mlogloss:2.13393
[75]	train-mlogloss:2.12610	validation-mlogloss:2.12900
[76]	train-mlogloss:2.12095	validation-mlogloss:2.12423
[77]	train-mlogloss:2.11588	validation-mlogloss:2.11912
[78]	train-mlogloss:2.11097	validation-mlogloss:2.11416
[79]	train-mlogloss:2.10598	validation-mlogloss:2.10953
[80]	train-mlogloss:2.10099	validation-mlogloss:2.10476
[81]	train-mlogloss:2.09619	validation-mlogloss:2.10044
[82]	train-mlogloss:2.09156	validation-mlogloss:2.09590
[83]	train-mlogloss:2.08660	validation-mlogloss:2.09104
[84]	train-mlogloss:2.08186	validation-mlogloss:2.08649
[85]	train-mlogloss:2.07708	validation-mlogloss:2.08188
[86]	train-mlogloss:2.07239	validation-mlogloss:2.07739
[87]	train-mlogloss:2.06783	validation-mlogloss:2.07286
[88]	train-mlogloss:2.06349	validation-mlogloss:2.06879
[89]	train-mlogloss:2.05903	validation-mlogloss:2.06443
[90]	train-mlogloss:2.05458	validation-mlogloss:2.06035
[91]	train-mlogloss:2.05037	validation-mlogloss:2.05629
[92]	train-mlogloss:2.04599	validation-mlogloss:2.05213
[93]	train-mlogloss:2.04167	validation-mlogloss:2.04799
[94]	train-mlogloss:2.03748	validation-mlogloss:2.04416
[95]	train-mlogloss:2.03336	validation-mlogloss:2.04020
[96]	train-mlogloss:2.02915	validation-mlogloss:2.03623
[97]	train-mlogloss:2.02490	validation-mlogloss:2.03217
[98]	train-mlogloss:2.02066	validation-mlogloss:2.02814
[99]	train-mlogloss:2.01656	validation-mlogloss:2.02419
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[421]	train-mlogloss:1.49968	validation-mlogloss:1.54944
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[467]	train-mlogloss:1.47457	validation-mlogloss:1.52985
[468]	train-mlogloss:1.47407	validation-mlogloss:1.52939
[469]	train-mlogloss:1.47355	validation-mlogloss:1.52899
[470]	train-mlogloss:1.47309	validation-mlogloss:1.52859
[471]	train-mlogloss:1.47263	validation-mlogloss:1.52827
[472]	train-mlogloss:1.47214	validation-mlogloss:1.52790
[473]	train-mlogloss:1.47165	validation-mlogloss:1.52750
[474]	train-mlogloss:1.47117	validation-mlogloss:1.52711
[475]	train-mlogloss:1.47068	validation-mlogloss:1.52664
[476]	train-mlogloss:1.47008	validation-mlogloss:1.52620
[477]	train-mlogloss:1.46968	validation-mlogloss:1.52580
[478]	train-mlogloss:1.46918	validation-mlogloss:1.52545
[479]	train-mlogloss:1.46868	validation-mlogloss:1.52511
[480]	train-mlogloss:1.46817	validation-mlogloss:1.52471
[481]	train-mlogloss:1.46773	validation-mlogloss:1.52436
[482]	train-mlogloss:1.46721	validation-mlogloss:1.52394
[483]	train-mlogloss:1.46670	validation-mlogloss:1.52360
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[485]	train-mlogloss:1.46568	validation-mlogloss:1.52293
[486]	train-mlogloss:1.46526	validation-mlogloss:1.52257
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[490]	train-mlogloss:1.46347	validation-mlogloss:1.52124
[491]	train-mlogloss:1.46301	validation-mlogloss:1.52099
[492]	train-mlogloss:1.46259	validation-mlogloss:1.52070
[493]	train-mlogloss:1.46212	validation-mlogloss:1.52028
[494]	train-mlogloss:1.46160	validation-mlogloss:1.52000
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[496]	train-mlogloss:1.46065	validation-mlogloss:1.51928
[497]	train-mlogloss:1.46016	validation-mlogloss:1.51906
[498]	train-mlogloss:1.45969	validation-mlogloss:1.51864
[499]	train-mlogloss:1.45926	validation-mlogloss:1.51834
[500]	train-mlogloss:1.45882	validation-mlogloss:1.51801
[501]	train-mlogloss:1.45832	validation-mlogloss:1.51781
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[505]	train-mlogloss:1.45653	validation-mlogloss:1.51645
[506]	train-mlogloss:1.45611	validation-mlogloss:1.51613
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[508]	train-mlogloss:1.45513	validation-mlogloss:1.51541
[509]	train-mlogloss:1.45465	validation-mlogloss:1.51515
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[511]	train-mlogloss:1.45380	validation-mlogloss:1.51449
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[514]	train-mlogloss:1.45258	validation-mlogloss:1.51367
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[518]	train-mlogloss:1.45089	validation-mlogloss:1.51261
[519]	train-mlogloss:1.45043	validation-mlogloss:1.51222
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[526]	train-mlogloss:1.44734	validation-mlogloss:1.51027
[527]	train-mlogloss:1.44688	validation-mlogloss:1.50996
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[537]	train-mlogloss:1.44293	validation-mlogloss:1.50708
[538]	train-mlogloss:1.44248	validation-mlogloss:1.50679
[539]	train-mlogloss:1.44210	validation-mlogloss:1.50660
[540]	train-mlogloss:1.44172	validation-mlogloss:1.50632
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[542]	train-mlogloss:1.44084	validation-mlogloss:1.50585
[543]	train-mlogloss:1.44042	validation-mlogloss:1.50551
[544]	train-mlogloss:1.44000	validation-mlogloss:1.50523
[545]	train-mlogloss:1.43964	validation-mlogloss:1.50494
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[547]	train-mlogloss:1.43878	validation-mlogloss:1.50448
[548]	train-mlogloss:1.43838	validation-mlogloss:1.50419
[549]	train-mlogloss:1.43797	validation-mlogloss:1.50390
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[551]	train-mlogloss:1.43721	validation-mlogloss:1.50320
[552]	train-mlogloss:1.43680	validation-mlogloss:1.50292
[553]	train-mlogloss:1.43645	validation-mlogloss:1.50267
[554]	train-mlogloss:1.43603	validation-mlogloss:1.50241
[555]	train-mlogloss:1.43570	validation-mlogloss:1.50219
[556]	train-mlogloss:1.43531	validation-mlogloss:1.50185
[557]	train-mlogloss:1.43487	validation-mlogloss:1.50163
[558]	train-mlogloss:1.43448	validation-mlogloss:1.50151
[559]	train-mlogloss:1.43409	validation-mlogloss:1.50122
[560]	train-mlogloss:1.43367	validation-mlogloss:1.50099
[561]	train-mlogloss:1.43330	validation-mlogloss:1.50081
[562]	train-mlogloss:1.43291	validation-mlogloss:1.50051
[563]	train-mlogloss:1.43257	validation-mlogloss:1.50019
[564]	train-mlogloss:1.43217	validation-mlogloss:1.49998
[565]	train-mlogloss:1.43180	validation-mlogloss:1.49967
[566]	train-mlogloss:1.43145	validation-mlogloss:1.49937
[567]	train-mlogloss:1.43110	validation-mlogloss:1.49912
[568]	train-mlogloss:1.43072	validation-mlogloss:1.49895
[569]	train-mlogloss:1.43036	validation-mlogloss:1.49868
[570]	train-mlogloss:1.42997	validation-mlogloss:1.49856
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[574]	train-mlogloss:1.42850	validation-mlogloss:1.49769
[575]	train-mlogloss:1.42814	validation-mlogloss:1.49751
[576]	train-mlogloss:1.42781	validation-mlogloss:1.49721
[577]	train-mlogloss:1.42749	validation-mlogloss:1.49698
[578]	train-mlogloss:1.42712	validation-mlogloss:1.49691
[579]	train-mlogloss:1.42681	validation-mlogloss:1.49667
[580]	train-mlogloss:1.42646	validation-mlogloss:1.49647
[581]	train-mlogloss:1.42611	validation-mlogloss:1.49629
[582]	train-mlogloss:1.42578	validation-mlogloss:1.49598
[583]	train-mlogloss:1.42547	validation-mlogloss:1.49575
[584]	train-mlogloss:1.42514	validation-mlogloss:1.49554
[585]	train-mlogloss:1.42480	validation-mlogloss:1.49528
[586]	train-mlogloss:1.42446	validation-mlogloss:1.49500
[587]	train-mlogloss:1.42412	validation-mlogloss:1.49478
[588]	train-mlogloss:1.42376	validation-mlogloss:1.49467
[589]	train-mlogloss:1.42343	validation-mlogloss:1.49448
[590]	train-mlogloss:1.42312	validation-mlogloss:1.49427
[591]	train-mlogloss:1.42278	validation-mlogloss:1.49407
[592]	train-mlogloss:1.42244	validation-mlogloss:1.49388
[593]	train-mlogloss:1.42208	validation-mlogloss:1.49367
[594]	train-mlogloss:1.42173	validation-mlogloss:1.49335
[595]	train-mlogloss:1.42139	validation-mlogloss:1.49307
[596]	train-mlogloss:1.42105	validation-mlogloss:1.49284
[597]	train-mlogloss:1.42074	validation-mlogloss:1.49265
[598]	train-mlogloss:1.42043	validation-mlogloss:1.49245
[599]	train-mlogloss:1.42009	validation-mlogloss:1.49227
[600]	train-mlogloss:1.41980	validation-mlogloss:1.49207
[601]	train-mlogloss:1.41952	validation-mlogloss:1.49189
[602]	train-mlogloss:1.41919	validation-mlogloss:1.49169
[603]	train-mlogloss:1.41891	validation-mlogloss:1.49149
[604]	train-mlogloss:1.41858	validation-mlogloss:1.49120
[605]	train-mlogloss:1.41835	validation-mlogloss:1.49104
[606]	train-mlogloss:1.41801	validation-mlogloss:1.49079
[607]	train-mlogloss:1.41767	validation-mlogloss:1.49059
[608]	train-mlogloss:1.41732	validation-mlogloss:1.49045
[609]	train-mlogloss:1.41697	validation-mlogloss:1.49021
[610]	train-mlogloss:1.41668	validation-mlogloss:1.49002
[611]	train-mlogloss:1.41636	validation-mlogloss:1.48989
[612]	train-mlogloss:1.41600	validation-mlogloss:1.48972
[613]	train-mlogloss:1.41571	validation-mlogloss:1.48953
[614]	train-mlogloss:1.41537	validation-mlogloss:1.48926
[615]	train-mlogloss:1.41507	validation-mlogloss:1.48899
[616]	train-mlogloss:1.41474	validation-mlogloss:1.48885
[617]	train-mlogloss:1.41446	validation-mlogloss:1.48874
[618]	train-mlogloss:1.41418	validation-mlogloss:1.48852
[619]	train-mlogloss:1.41389	validation-mlogloss:1.48839
[620]	train-mlogloss:1.41360	validation-mlogloss:1.48819
[621]	train-mlogloss:1.41328	validation-mlogloss:1.48801
[622]	train-mlogloss:1.41293	validation-mlogloss:1.48784
[623]	train-mlogloss:1.41264	validation-mlogloss:1.48777
[624]	train-mlogloss:1.41234	validation-mlogloss:1.48761
[625]	train-mlogloss:1.41206	validation-mlogloss:1.48749
[626]	train-mlogloss:1.41172	validation-mlogloss:1.48728
[627]	train-mlogloss:1.41141	validation-mlogloss:1.48712
[628]	train-mlogloss:1.41109	validation-mlogloss:1.48691
Saved model to disk.
2025-11-07 10:20:15.477511: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:20:15.488649: 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 00:00:1762507215.502020 2380129 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507215.506352 2380129 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507215.516796 2380129 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507215.516819 2380129 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507215.516821 2380129 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507215.516823 2380129 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:20:15.520091: 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:2.69735	validation-mlogloss:2.69732
[1]	train-mlogloss:2.68738	validation-mlogloss:2.68708
[2]	train-mlogloss:2.67671	validation-mlogloss:2.67621
[3]	train-mlogloss:2.66594	validation-mlogloss:2.66551
[4]	train-mlogloss:2.65562	validation-mlogloss:2.65511
[5]	train-mlogloss:2.64535	validation-mlogloss:2.64505
[6]	train-mlogloss:2.63542	validation-mlogloss:2.63488
[7]	train-mlogloss:2.62546	validation-mlogloss:2.62481
[8]	train-mlogloss:2.61510	validation-mlogloss:2.61457
[9]	train-mlogloss:2.60538	validation-mlogloss:2.60490
[10]	train-mlogloss:2.59503	validation-mlogloss:2.59463
[11]	train-mlogloss:2.58538	validation-mlogloss:2.58473
[12]	train-mlogloss:2.57520	validation-mlogloss:2.57476
[13]	train-mlogloss:2.56575	validation-mlogloss:2.56520
[14]	train-mlogloss:2.55580	validation-mlogloss:2.55510
[15]	train-mlogloss:2.54693	validation-mlogloss:2.54615
[16]	train-mlogloss:2.53749	validation-mlogloss:2.53681
[17]	train-mlogloss:2.52810	validation-mlogloss:2.52741
[18]	train-mlogloss:2.51926	validation-mlogloss:2.51851
[19]	train-mlogloss:2.50990	validation-mlogloss:2.50916
[20]	train-mlogloss:2.50107	validation-mlogloss:2.50021
[21]	train-mlogloss:2.49217	validation-mlogloss:2.49112
[22]	train-mlogloss:2.48360	validation-mlogloss:2.48242
[23]	train-mlogloss:2.47453	validation-mlogloss:2.47346
[24]	train-mlogloss:2.46591	validation-mlogloss:2.46482
[25]	train-mlogloss:2.45765	validation-mlogloss:2.45646
[26]	train-mlogloss:2.44910	validation-mlogloss:2.44777
[27]	train-mlogloss:2.44087	validation-mlogloss:2.43951
[28]	train-mlogloss:2.43275	validation-mlogloss:2.43140
[29]	train-mlogloss:2.42466	validation-mlogloss:2.42316
[30]	train-mlogloss:2.41653	validation-mlogloss:2.41525
[31]	train-mlogloss:2.40852	validation-mlogloss:2.40733
[32]	train-mlogloss:2.40050	validation-mlogloss:2.39919
[33]	train-mlogloss:2.39299	validation-mlogloss:2.39161
[34]	train-mlogloss:2.38525	validation-mlogloss:2.38407
[35]	train-mlogloss:2.37766	validation-mlogloss:2.37652
[36]	train-mlogloss:2.37016	validation-mlogloss:2.36903
[37]	train-mlogloss:2.36265	validation-mlogloss:2.36187
[38]	train-mlogloss:2.35510	validation-mlogloss:2.35408
[39]	train-mlogloss:2.34770	validation-mlogloss:2.34665
[40]	train-mlogloss:2.34056	validation-mlogloss:2.33948
[41]	train-mlogloss:2.33347	validation-mlogloss:2.33229
[42]	train-mlogloss:2.32670	validation-mlogloss:2.32555
[43]	train-mlogloss:2.31988	validation-mlogloss:2.31869
[44]	train-mlogloss:2.31314	validation-mlogloss:2.31219
[45]	train-mlogloss:2.30611	validation-mlogloss:2.30530
[46]	train-mlogloss:2.29904	validation-mlogloss:2.29826
[47]	train-mlogloss:2.29218	validation-mlogloss:2.29148
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[613]	train-mlogloss:1.41674	validation-mlogloss:1.49107
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[615]	train-mlogloss:1.41615	validation-mlogloss:1.49076
[616]	train-mlogloss:1.41579	validation-mlogloss:1.49068
[617]	train-mlogloss:1.41552	validation-mlogloss:1.49045
[618]	train-mlogloss:1.41522	validation-mlogloss:1.49024
[619]	train-mlogloss:1.41497	validation-mlogloss:1.49004
[620]	train-mlogloss:1.41466	validation-mlogloss:1.48978
[621]	train-mlogloss:1.41435	validation-mlogloss:1.48951
[622]	train-mlogloss:1.41406	validation-mlogloss:1.48927
[623]	train-mlogloss:1.41375	validation-mlogloss:1.48904
[624]	train-mlogloss:1.41348	validation-mlogloss:1.48886
[625]	train-mlogloss:1.41317	validation-mlogloss:1.48865
[626]	train-mlogloss:1.41285	validation-mlogloss:1.48854
[627]	train-mlogloss:1.41257	validation-mlogloss:1.48843
[628]	train-mlogloss:1.41226	validation-mlogloss:1.48829
Saved model to disk.

=== EJECUCIÓN 1 ===

--- TRAIN (ejecución 1) ---

--- TEST (ejecución 1) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.98 [%]
Global accuracy score (test) = 43.66 [%]
Global F1 score (train) = 55.84 [%]
Global F1 score (test) = 42.74 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.21      0.21      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.30      0.39      0.34       184
       CAMINAR USUAL SPEED       0.25      0.14      0.17       184
            CAMINAR ZIGZAG       0.27      0.27      0.27       184
          DE PIE BARRIENDO       0.45      0.48      0.47       184
   DE PIE DOBLANDO TOALLAS       0.43      0.45      0.44       184
    DE PIE MOVIENDO LIBROS       0.42      0.39      0.40       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.41      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.29      0.24      0.26       184
         SENTADO USANDO PC       0.17      0.07      0.09       184
      SENTADO VIENDO LA TV       0.41      0.37      0.39       184
   SUBIR Y BAJAR ESCALERAS       0.57      0.72      0.64       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 1: 43.66 [%]
F1-score capturado en la ejecución 1: 42.74 [%]

=== EJECUCIÓN 2 ===

--- TRAIN (ejecución 2) ---

--- TEST (ejecución 2) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.91 [%]
Global accuracy score (test) = 44.32 [%]
Global F1 score (train) = 55.76 [%]
Global F1 score (test) = 43.35 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.21      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.32      0.42      0.37       184
       CAMINAR USUAL SPEED       0.31      0.16      0.21       184
            CAMINAR ZIGZAG       0.30      0.30      0.30       184
          DE PIE BARRIENDO       0.47      0.51      0.49       184
   DE PIE DOBLANDO TOALLAS       0.43      0.41      0.42       184
    DE PIE MOVIENDO LIBROS       0.39      0.39      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.30      0.27      0.29       184
         SENTADO USANDO PC       0.17      0.07      0.09       184
      SENTADO VIENDO LA TV       0.42      0.36      0.39       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.72      0.62       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 2: 44.32 [%]
F1-score capturado en la ejecución 2: 43.35 [%]

=== EJECUCIÓN 3 ===

--- TRAIN (ejecución 3) ---

--- TEST (ejecución 3) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.99 [%]
Global accuracy score (test) = 43.77 [%]
Global F1 score (train) = 55.81 [%]
Global F1 score (test) = 42.72 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.21      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.41      0.35       184
       CAMINAR USUAL SPEED       0.25      0.14      0.18       184
            CAMINAR ZIGZAG       0.30      0.28      0.29       184
          DE PIE BARRIENDO       0.47      0.49      0.48       184
   DE PIE DOBLANDO TOALLAS       0.42      0.42      0.42       184
    DE PIE MOVIENDO LIBROS       0.40      0.39      0.40       184
          DE PIE USANDO PC       0.54      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.28      0.26      0.27       184
         SENTADO USANDO PC       0.15      0.05      0.07       184
      SENTADO VIENDO LA TV       0.39      0.36      0.37       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.73      0.63       184
                    TROTAR       0.94      0.81      0.87       161

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


Accuracy capturado en la ejecución 3: 43.77 [%]
F1-score capturado en la ejecución 3: 42.72 [%]

=== EJECUCIÓN 4 ===

--- TRAIN (ejecución 4) ---

--- TEST (ejecución 4) ---
2025-11-07 10:20:41.746726: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:20:41.758172: 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 00:00:1762507241.771676 2380546 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507241.775660 2380546 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507241.785534 2380546 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507241.785553 2380546 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507241.785555 2380546 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507241.785556 2380546 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:20:41.788611: 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:2.69717	validation-mlogloss:2.69684
[1]	train-mlogloss:2.68667	validation-mlogloss:2.68628
[2]	train-mlogloss:2.67639	validation-mlogloss:2.67584
[3]	train-mlogloss:2.66663	validation-mlogloss:2.66579
[4]	train-mlogloss:2.65644	validation-mlogloss:2.65552
[5]	train-mlogloss:2.64618	validation-mlogloss:2.64507
[6]	train-mlogloss:2.63613	validation-mlogloss:2.63502
[7]	train-mlogloss:2.62639	validation-mlogloss:2.62517
[8]	train-mlogloss:2.61698	validation-mlogloss:2.61592
[9]	train-mlogloss:2.60713	validation-mlogloss:2.60604
[10]	train-mlogloss:2.59735	validation-mlogloss:2.59613
[11]	train-mlogloss:2.58722	validation-mlogloss:2.58604
[12]	train-mlogloss:2.57724	validation-mlogloss:2.57609
[13]	train-mlogloss:2.56781	validation-mlogloss:2.56682
[14]	train-mlogloss:2.55822	validation-mlogloss:2.55729
[15]	train-mlogloss:2.54889	validation-mlogloss:2.54784
[16]	train-mlogloss:2.54004	validation-mlogloss:2.53862
[17]	train-mlogloss:2.53072	validation-mlogloss:2.52925
[18]	train-mlogloss:2.52138	validation-mlogloss:2.51985
[19]	train-mlogloss:2.51258	validation-mlogloss:2.51121
[20]	train-mlogloss:2.50332	validation-mlogloss:2.50198
[21]	train-mlogloss:2.49436	validation-mlogloss:2.49298
[22]	train-mlogloss:2.48509	validation-mlogloss:2.48397
[23]	train-mlogloss:2.47618	validation-mlogloss:2.47512
[24]	train-mlogloss:2.46768	validation-mlogloss:2.46653
[25]	train-mlogloss:2.45871	validation-mlogloss:2.45752
[26]	train-mlogloss:2.44987	validation-mlogloss:2.44878
[27]	train-mlogloss:2.44181	validation-mlogloss:2.44052
[28]	train-mlogloss:2.43342	validation-mlogloss:2.43180
[29]	train-mlogloss:2.42515	validation-mlogloss:2.42343
[30]	train-mlogloss:2.41705	validation-mlogloss:2.41533
[31]	train-mlogloss:2.40912	validation-mlogloss:2.40727
[32]	train-mlogloss:2.40129	validation-mlogloss:2.39941
[33]	train-mlogloss:2.39343	validation-mlogloss:2.39153
[34]	train-mlogloss:2.38531	validation-mlogloss:2.38358
[35]	train-mlogloss:2.37784	validation-mlogloss:2.37619
[36]	train-mlogloss:2.37043	validation-mlogloss:2.36885
[37]	train-mlogloss:2.36276	validation-mlogloss:2.36118
[38]	train-mlogloss:2.35510	validation-mlogloss:2.35366
[39]	train-mlogloss:2.34768	validation-mlogloss:2.34612
[40]	train-mlogloss:2.34045	validation-mlogloss:2.33901
[41]	train-mlogloss:2.33329	validation-mlogloss:2.33168
[42]	train-mlogloss:2.32612	validation-mlogloss:2.32460
[43]	train-mlogloss:2.31905	validation-mlogloss:2.31761
[44]	train-mlogloss:2.31205	validation-mlogloss:2.31070
[45]	train-mlogloss:2.30508	validation-mlogloss:2.30385
[46]	train-mlogloss:2.29832	validation-mlogloss:2.29715
[47]	train-mlogloss:2.29151	validation-mlogloss:2.29037
[48]	train-mlogloss:2.28479	validation-mlogloss:2.28364
[49]	train-mlogloss:2.27826	validation-mlogloss:2.27712
[50]	train-mlogloss:2.27170	validation-mlogloss:2.27082
[51]	train-mlogloss:2.26516	validation-mlogloss:2.26415
[52]	train-mlogloss:2.25916	validation-mlogloss:2.25815
[53]	train-mlogloss:2.25307	validation-mlogloss:2.25207
[54]	train-mlogloss:2.24681	validation-mlogloss:2.24574
[55]	train-mlogloss:2.24043	validation-mlogloss:2.23935
[56]	train-mlogloss:2.23439	validation-mlogloss:2.23344
[57]	train-mlogloss:2.22828	validation-mlogloss:2.22741
[58]	train-mlogloss:2.22201	validation-mlogloss:2.22137
[59]	train-mlogloss:2.21633	validation-mlogloss:2.21569
[60]	train-mlogloss:2.21038	validation-mlogloss:2.20982
[61]	train-mlogloss:2.20435	validation-mlogloss:2.20390
[62]	train-mlogloss:2.19851	validation-mlogloss:2.19821
[63]	train-mlogloss:2.19272	validation-mlogloss:2.19260
[64]	train-mlogloss:2.18704	validation-mlogloss:2.18707
[65]	train-mlogloss:2.18130	validation-mlogloss:2.18142
[66]	train-mlogloss:2.17555	validation-mlogloss:2.17588
[67]	train-mlogloss:2.16986	validation-mlogloss:2.17069
[68]	train-mlogloss:2.16401	validation-mlogloss:2.16501
[69]	train-mlogloss:2.15858	validation-mlogloss:2.15993
[70]	train-mlogloss:2.15308	validation-mlogloss:2.15435
[71]	train-mlogloss:2.14771	validation-mlogloss:2.14885
[72]	train-mlogloss:2.14235	validation-mlogloss:2.14382
[73]	train-mlogloss:2.13726	validation-mlogloss:2.13888
[74]	train-mlogloss:2.13203	validation-mlogloss:2.13381
[75]	train-mlogloss:2.12682	validation-mlogloss:2.12879
[76]	train-mlogloss:2.12165	validation-mlogloss:2.12390
[77]	train-mlogloss:2.11663	validation-mlogloss:2.11929
[78]	train-mlogloss:2.11171	validation-mlogloss:2.11442
[79]	train-mlogloss:2.10677	validation-mlogloss:2.10964
[80]	train-mlogloss:2.10188	validation-mlogloss:2.10461
[81]	train-mlogloss:2.09737	validation-mlogloss:2.10015
[82]	train-mlogloss:2.09281	validation-mlogloss:2.09572
[83]	train-mlogloss:2.08800	validation-mlogloss:2.09101
[84]	train-mlogloss:2.08335	validation-mlogloss:2.08662
[85]	train-mlogloss:2.07869	validation-mlogloss:2.08222
[86]	train-mlogloss:2.07421	validation-mlogloss:2.07779
[87]	train-mlogloss:2.06992	validation-mlogloss:2.07366
[88]	train-mlogloss:2.06545	validation-mlogloss:2.06948
[89]	train-mlogloss:2.06104	validation-mlogloss:2.06523
[90]	train-mlogloss:2.05661	validation-mlogloss:2.06092
[91]	train-mlogloss:2.05242	validation-mlogloss:2.05694
[92]	train-mlogloss:2.04808	validation-mlogloss:2.05269
[93]	train-mlogloss:2.04385	validation-mlogloss:2.04853
[94]	train-mlogloss:2.03950	validation-mlogloss:2.04431
[95]	train-mlogloss:2.03515	validation-mlogloss:2.04037
[96]	train-mlogloss:2.03061	validation-mlogloss:2.03625
[97]	train-mlogloss:2.02632	validation-mlogloss:2.03225
[98]	train-mlogloss:2.02198	validation-mlogloss:2.02809
[99]	train-mlogloss:2.01812	validation-mlogloss:2.02446
[100]	train-mlogloss:2.01400	validation-mlogloss:2.02053
[101]	train-mlogloss:2.01002	validation-mlogloss:2.01678
[102]	train-mlogloss:2.00614	validation-mlogloss:2.01306
[103]	train-mlogloss:2.00230	validation-mlogloss:2.00943
[104]	train-mlogloss:1.99837	validation-mlogloss:2.00554
[105]	train-mlogloss:1.99458	validation-mlogloss:2.00189
[106]	train-mlogloss:1.99065	validation-mlogloss:1.99801
[107]	train-mlogloss:1.98680	validation-mlogloss:1.99455
[108]	train-mlogloss:1.98305	validation-mlogloss:1.99108
[109]	train-mlogloss:1.97951	validation-mlogloss:1.98760
[110]	train-mlogloss:1.97573	validation-mlogloss:1.98398
[111]	train-mlogloss:1.97198	validation-mlogloss:1.98035
[112]	train-mlogloss:1.96828	validation-mlogloss:1.97677
[113]	train-mlogloss:1.96478	validation-mlogloss:1.97355
[114]	train-mlogloss:1.96129	validation-mlogloss:1.97019
[115]	train-mlogloss:1.95772	validation-mlogloss:1.96685
[116]	train-mlogloss:1.95417	validation-mlogloss:1.96346
[117]	train-mlogloss:1.95075	validation-mlogloss:1.96027
[118]	train-mlogloss:1.94721	validation-mlogloss:1.95699
[119]	train-mlogloss:1.94378	validation-mlogloss:1.95376
[120]	train-mlogloss:1.94040	validation-mlogloss:1.95050
[121]	train-mlogloss:1.93717	validation-mlogloss:1.94724
[122]	train-mlogloss:1.93392	validation-mlogloss:1.94393
[123]	train-mlogloss:1.93071	validation-mlogloss:1.94066
[124]	train-mlogloss:1.92728	validation-mlogloss:1.93754
[125]	train-mlogloss:1.92414	validation-mlogloss:1.93455
[126]	train-mlogloss:1.92082	validation-mlogloss:1.93140
[127]	train-mlogloss:1.91752	validation-mlogloss:1.92824
[128]	train-mlogloss:1.91440	validation-mlogloss:1.92520
[129]	train-mlogloss:1.91110	validation-mlogloss:1.92198
[130]	train-mlogloss:1.90790	validation-mlogloss:1.91889
[131]	train-mlogloss:1.90484	validation-mlogloss:1.91606
[132]	train-mlogloss:1.90158	validation-mlogloss:1.91312
[133]	train-mlogloss:1.89865	validation-mlogloss:1.91029
[134]	train-mlogloss:1.89562	validation-mlogloss:1.90744
[135]	train-mlogloss:1.89255	validation-mlogloss:1.90469
[136]	train-mlogloss:1.88967	validation-mlogloss:1.90194
[137]	train-mlogloss:1.88656	validation-mlogloss:1.89916
[138]	train-mlogloss:1.88375	validation-mlogloss:1.89643
[139]	train-mlogloss:1.88082	validation-mlogloss:1.89371
[140]	train-mlogloss:1.87783	validation-mlogloss:1.89095
[141]	train-mlogloss:1.87493	validation-mlogloss:1.88810
[142]	train-mlogloss:1.87197	validation-mlogloss:1.88526
[143]	train-mlogloss:1.86911	validation-mlogloss:1.88248
[144]	train-mlogloss:1.86620	validation-mlogloss:1.87970
[145]	train-mlogloss:1.86355	validation-mlogloss:1.87726
[146]	train-mlogloss:1.86057	validation-mlogloss:1.87445
[147]	train-mlogloss:1.85783	validation-mlogloss:1.87181
[148]	train-mlogloss:1.85504	validation-mlogloss:1.86936
[149]	train-mlogloss:1.85223	validation-mlogloss:1.86677
[150]	train-mlogloss:1.84931	validation-mlogloss:1.86420
[151]	train-mlogloss:1.84671	validation-mlogloss:1.86175
[152]	train-mlogloss:1.84397	validation-mlogloss:1.85926
[153]	train-mlogloss:1.84113	validation-mlogloss:1.85666
[154]	train-mlogloss:1.83845	validation-mlogloss:1.85405
[155]	train-mlogloss:1.83596	validation-mlogloss:1.85182
[156]	train-mlogloss:1.83338	validation-mlogloss:1.84933
[157]	train-mlogloss:1.83071	validation-mlogloss:1.84688
[158]	train-mlogloss:1.82816	validation-mlogloss:1.84442
[159]	train-mlogloss:1.82574	validation-mlogloss:1.84220
[160]	train-mlogloss:1.82318	validation-mlogloss:1.83972
[161]	train-mlogloss:1.82069	validation-mlogloss:1.83727
[162]	train-mlogloss:1.81819	validation-mlogloss:1.83492
[163]	train-mlogloss:1.81571	validation-mlogloss:1.83268
[164]	train-mlogloss:1.81333	validation-mlogloss:1.83046
[165]	train-mlogloss:1.81097	validation-mlogloss:1.82821
[166]	train-mlogloss:1.80846	validation-mlogloss:1.82588
[167]	train-mlogloss:1.80614	validation-mlogloss:1.82369
[168]	train-mlogloss:1.80383	validation-mlogloss:1.82144
[169]	train-mlogloss:1.80143	validation-mlogloss:1.81915
[170]	train-mlogloss:1.79907	validation-mlogloss:1.81692
[171]	train-mlogloss:1.79660	validation-mlogloss:1.81472
[172]	train-mlogloss:1.79405	validation-mlogloss:1.81233
[173]	train-mlogloss:1.79180	validation-mlogloss:1.81004
[174]	train-mlogloss:1.78955	validation-mlogloss:1.80801
[175]	train-mlogloss:1.78739	validation-mlogloss:1.80595
[176]	train-mlogloss:1.78522	validation-mlogloss:1.80390
[177]	train-mlogloss:1.78305	validation-mlogloss:1.80194
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[604]	train-mlogloss:1.41932	validation-mlogloss:1.49309
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[606]	train-mlogloss:1.41873	validation-mlogloss:1.49282
[607]	train-mlogloss:1.41841	validation-mlogloss:1.49252
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[610]	train-mlogloss:1.41749	validation-mlogloss:1.49196
[611]	train-mlogloss:1.41718	validation-mlogloss:1.49177
[612]	train-mlogloss:1.41682	validation-mlogloss:1.49158
[613]	train-mlogloss:1.41650	validation-mlogloss:1.49144
[614]	train-mlogloss:1.41623	validation-mlogloss:1.49129
[615]	train-mlogloss:1.41595	validation-mlogloss:1.49108
[616]	train-mlogloss:1.41567	validation-mlogloss:1.49093
[617]	train-mlogloss:1.41533	validation-mlogloss:1.49058
[618]	train-mlogloss:1.41496	validation-mlogloss:1.49041
[619]	train-mlogloss:1.41464	validation-mlogloss:1.49018
[620]	train-mlogloss:1.41433	validation-mlogloss:1.49000
[621]	train-mlogloss:1.41401	validation-mlogloss:1.48980
[622]	train-mlogloss:1.41377	validation-mlogloss:1.48959
[623]	train-mlogloss:1.41352	validation-mlogloss:1.48940
[624]	train-mlogloss:1.41323	validation-mlogloss:1.48920
[625]	train-mlogloss:1.41298	validation-mlogloss:1.48903
[626]	train-mlogloss:1.41273	validation-mlogloss:1.48893
[627]	train-mlogloss:1.41244	validation-mlogloss:1.48873
[628]	train-mlogloss:1.41217	validation-mlogloss:1.48861
Saved model to disk.
2025-11-07 10:21:07.918678: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:21:07.930031: 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 00:00:1762507267.943296 2380965 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507267.947376 2380965 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507267.957669 2380965 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507267.957691 2380965 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507267.957693 2380965 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507267.957695 2380965 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:21:07.960772: 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:2.67590	validation-mlogloss:2.67570
[3]	train-mlogloss:2.66566	validation-mlogloss:2.66531
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[6]	train-mlogloss:2.63525	validation-mlogloss:2.63479
[7]	train-mlogloss:2.62575	validation-mlogloss:2.62526
[8]	train-mlogloss:2.61551	validation-mlogloss:2.61507
[9]	train-mlogloss:2.60566	validation-mlogloss:2.60510
[10]	train-mlogloss:2.59556	validation-mlogloss:2.59484
[11]	train-mlogloss:2.58607	validation-mlogloss:2.58558
[12]	train-mlogloss:2.57593	validation-mlogloss:2.57543
[13]	train-mlogloss:2.56633	validation-mlogloss:2.56575
[14]	train-mlogloss:2.55713	validation-mlogloss:2.55674
[15]	train-mlogloss:2.54793	validation-mlogloss:2.54717
[16]	train-mlogloss:2.53909	validation-mlogloss:2.53826
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[18]	train-mlogloss:2.52053	validation-mlogloss:2.51984
[19]	train-mlogloss:2.51145	validation-mlogloss:2.51104
[20]	train-mlogloss:2.50292	validation-mlogloss:2.50251
[21]	train-mlogloss:2.49406	validation-mlogloss:2.49342
[22]	train-mlogloss:2.48549	validation-mlogloss:2.48494
[23]	train-mlogloss:2.47690	validation-mlogloss:2.47622
[24]	train-mlogloss:2.46864	validation-mlogloss:2.46786
[25]	train-mlogloss:2.45983	validation-mlogloss:2.45906
[26]	train-mlogloss:2.45138	validation-mlogloss:2.45049
[27]	train-mlogloss:2.44281	validation-mlogloss:2.44176
[28]	train-mlogloss:2.43420	validation-mlogloss:2.43314
[29]	train-mlogloss:2.42589	validation-mlogloss:2.42472
[30]	train-mlogloss:2.41759	validation-mlogloss:2.41626
[31]	train-mlogloss:2.40940	validation-mlogloss:2.40804
[32]	train-mlogloss:2.40140	validation-mlogloss:2.40007
[33]	train-mlogloss:2.39364	validation-mlogloss:2.39236
[34]	train-mlogloss:2.38558	validation-mlogloss:2.38444
[35]	train-mlogloss:2.37808	validation-mlogloss:2.37691
[36]	train-mlogloss:2.37080	validation-mlogloss:2.36961
[37]	train-mlogloss:2.36376	validation-mlogloss:2.36218
[38]	train-mlogloss:2.35602	validation-mlogloss:2.35453
[39]	train-mlogloss:2.34888	validation-mlogloss:2.34739
[40]	train-mlogloss:2.34164	validation-mlogloss:2.34007
[41]	train-mlogloss:2.33456	validation-mlogloss:2.33321
[42]	train-mlogloss:2.32749	validation-mlogloss:2.32631
[43]	train-mlogloss:2.32033	validation-mlogloss:2.31911
[44]	train-mlogloss:2.31317	validation-mlogloss:2.31192
[45]	train-mlogloss:2.30651	validation-mlogloss:2.30501
[46]	train-mlogloss:2.29978	validation-mlogloss:2.29852
[47]	train-mlogloss:2.29301	validation-mlogloss:2.29190
[48]	train-mlogloss:2.28641	validation-mlogloss:2.28523
[49]	train-mlogloss:2.27950	validation-mlogloss:2.27837
[50]	train-mlogloss:2.27290	validation-mlogloss:2.27170
[51]	train-mlogloss:2.26628	validation-mlogloss:2.26514
[52]	train-mlogloss:2.25994	validation-mlogloss:2.25898
[53]	train-mlogloss:2.25379	validation-mlogloss:2.25284
[54]	train-mlogloss:2.24748	validation-mlogloss:2.24703
[55]	train-mlogloss:2.24101	validation-mlogloss:2.24069
[56]	train-mlogloss:2.23487	validation-mlogloss:2.23457
[57]	train-mlogloss:2.22894	validation-mlogloss:2.22857
[58]	train-mlogloss:2.22282	validation-mlogloss:2.22265
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[62]	train-mlogloss:2.19950	validation-mlogloss:2.19974
[63]	train-mlogloss:2.19397	validation-mlogloss:2.19420
[64]	train-mlogloss:2.18825	validation-mlogloss:2.18882
[65]	train-mlogloss:2.18266	validation-mlogloss:2.18357
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[67]	train-mlogloss:2.17153	validation-mlogloss:2.17249
[68]	train-mlogloss:2.16630	validation-mlogloss:2.16771
[69]	train-mlogloss:2.16070	validation-mlogloss:2.16235
[70]	train-mlogloss:2.15540	validation-mlogloss:2.15718
[71]	train-mlogloss:2.14997	validation-mlogloss:2.15207
[72]	train-mlogloss:2.14483	validation-mlogloss:2.14722
[73]	train-mlogloss:2.13973	validation-mlogloss:2.14232
[74]	train-mlogloss:2.13456	validation-mlogloss:2.13711
[75]	train-mlogloss:2.12958	validation-mlogloss:2.13251
[76]	train-mlogloss:2.12453	validation-mlogloss:2.12761
[77]	train-mlogloss:2.11937	validation-mlogloss:2.12276
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[103]	train-mlogloss:2.00400	validation-mlogloss:2.01059
[104]	train-mlogloss:2.00005	validation-mlogloss:2.00691
[105]	train-mlogloss:1.99609	validation-mlogloss:2.00323
[106]	train-mlogloss:1.99228	validation-mlogloss:1.99944
[107]	train-mlogloss:1.98845	validation-mlogloss:1.99575
[108]	train-mlogloss:1.98471	validation-mlogloss:1.99205
[109]	train-mlogloss:1.98092	validation-mlogloss:1.98845
[110]	train-mlogloss:1.97721	validation-mlogloss:1.98506
[111]	train-mlogloss:1.97347	validation-mlogloss:1.98144
[112]	train-mlogloss:1.96986	validation-mlogloss:1.97803
[113]	train-mlogloss:1.96627	validation-mlogloss:1.97463
[114]	train-mlogloss:1.96252	validation-mlogloss:1.97089
[115]	train-mlogloss:1.95903	validation-mlogloss:1.96773
[116]	train-mlogloss:1.95544	validation-mlogloss:1.96441
[117]	train-mlogloss:1.95179	validation-mlogloss:1.96091
[118]	train-mlogloss:1.94828	validation-mlogloss:1.95756
[119]	train-mlogloss:1.94492	validation-mlogloss:1.95449
[120]	train-mlogloss:1.94157	validation-mlogloss:1.95105
[121]	train-mlogloss:1.93814	validation-mlogloss:1.94773
[122]	train-mlogloss:1.93478	validation-mlogloss:1.94452
[123]	train-mlogloss:1.93146	validation-mlogloss:1.94125
[124]	train-mlogloss:1.92817	validation-mlogloss:1.93801
[125]	train-mlogloss:1.92487	validation-mlogloss:1.93476
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[579]	train-mlogloss:1.42836	validation-mlogloss:1.49790
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[594]	train-mlogloss:1.42318	validation-mlogloss:1.49458
[595]	train-mlogloss:1.42286	validation-mlogloss:1.49444
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[597]	train-mlogloss:1.42228	validation-mlogloss:1.49410
[598]	train-mlogloss:1.42195	validation-mlogloss:1.49383
[599]	train-mlogloss:1.42160	validation-mlogloss:1.49374
[600]	train-mlogloss:1.42130	validation-mlogloss:1.49357
[601]	train-mlogloss:1.42093	validation-mlogloss:1.49336
[602]	train-mlogloss:1.42063	validation-mlogloss:1.49321
[603]	train-mlogloss:1.42032	validation-mlogloss:1.49297
[604]	train-mlogloss:1.42000	validation-mlogloss:1.49279
[605]	train-mlogloss:1.41970	validation-mlogloss:1.49252
[606]	train-mlogloss:1.41936	validation-mlogloss:1.49233
[607]	train-mlogloss:1.41904	validation-mlogloss:1.49216
[608]	train-mlogloss:1.41871	validation-mlogloss:1.49204
[609]	train-mlogloss:1.41840	validation-mlogloss:1.49179
[610]	train-mlogloss:1.41805	validation-mlogloss:1.49158
[611]	train-mlogloss:1.41773	validation-mlogloss:1.49133
[612]	train-mlogloss:1.41737	validation-mlogloss:1.49110
[613]	train-mlogloss:1.41707	validation-mlogloss:1.49101
[614]	train-mlogloss:1.41676	validation-mlogloss:1.49098
[615]	train-mlogloss:1.41640	validation-mlogloss:1.49082
[616]	train-mlogloss:1.41614	validation-mlogloss:1.49063
[617]	train-mlogloss:1.41587	validation-mlogloss:1.49046
[618]	train-mlogloss:1.41553	validation-mlogloss:1.49030
[619]	train-mlogloss:1.41523	validation-mlogloss:1.49011
[620]	train-mlogloss:1.41491	validation-mlogloss:1.48983
[621]	train-mlogloss:1.41459	validation-mlogloss:1.48967
[622]	train-mlogloss:1.41429	validation-mlogloss:1.48943
[623]	train-mlogloss:1.41397	validation-mlogloss:1.48925
[624]	train-mlogloss:1.41364	validation-mlogloss:1.48908
[625]	train-mlogloss:1.41346	validation-mlogloss:1.48896
[626]	train-mlogloss:1.41314	validation-mlogloss:1.48877
[627]	train-mlogloss:1.41282	validation-mlogloss:1.48862
[628]	train-mlogloss:1.41248	validation-mlogloss:1.48843
Saved model to disk.
2025-11-07 10:21:33.761642: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:21:33.773489: 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 00:00:1762507293.787471 2381376 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507293.791653 2381376 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507293.801538 2381376 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507293.801558 2381376 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507293.801561 2381376 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507293.801563 2381376 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:21:33.804656: 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:2.69751	validation-mlogloss:2.69765
[1]	train-mlogloss:2.68740	validation-mlogloss:2.68742
[2]	train-mlogloss:2.67685	validation-mlogloss:2.67689
[3]	train-mlogloss:2.66608	validation-mlogloss:2.66597
[4]	train-mlogloss:2.65604	validation-mlogloss:2.65583
[5]	train-mlogloss:2.64616	validation-mlogloss:2.64573
[6]	train-mlogloss:2.63557	validation-mlogloss:2.63539
[7]	train-mlogloss:2.62559	validation-mlogloss:2.62523
[8]	train-mlogloss:2.61589	validation-mlogloss:2.61550
[9]	train-mlogloss:2.60563	validation-mlogloss:2.60526
[10]	train-mlogloss:2.59509	validation-mlogloss:2.59468
[11]	train-mlogloss:2.58555	validation-mlogloss:2.58504
[12]	train-mlogloss:2.57624	validation-mlogloss:2.57569
[13]	train-mlogloss:2.56615	validation-mlogloss:2.56550
[14]	train-mlogloss:2.55690	validation-mlogloss:2.55643
[15]	train-mlogloss:2.54792	validation-mlogloss:2.54754
[16]	train-mlogloss:2.53878	validation-mlogloss:2.53830
[17]	train-mlogloss:2.52957	validation-mlogloss:2.52926
[18]	train-mlogloss:2.52071	validation-mlogloss:2.52036
[19]	train-mlogloss:2.51194	validation-mlogloss:2.51149
[20]	train-mlogloss:2.50308	validation-mlogloss:2.50251
[21]	train-mlogloss:2.49396	validation-mlogloss:2.49345
[22]	train-mlogloss:2.48525	validation-mlogloss:2.48473
[23]	train-mlogloss:2.47615	validation-mlogloss:2.47576
[24]	train-mlogloss:2.46743	validation-mlogloss:2.46698
[25]	train-mlogloss:2.45853	validation-mlogloss:2.45825
[26]	train-mlogloss:2.45024	validation-mlogloss:2.45002
[27]	train-mlogloss:2.44201	validation-mlogloss:2.44175
[28]	train-mlogloss:2.43425	validation-mlogloss:2.43391
[29]	train-mlogloss:2.42570	validation-mlogloss:2.42523
[30]	train-mlogloss:2.41792	validation-mlogloss:2.41726
[31]	train-mlogloss:2.40983	validation-mlogloss:2.40923
[32]	train-mlogloss:2.40178	validation-mlogloss:2.40115
[33]	train-mlogloss:2.39387	validation-mlogloss:2.39310
[34]	train-mlogloss:2.38626	validation-mlogloss:2.38531
[35]	train-mlogloss:2.37845	validation-mlogloss:2.37753
[36]	train-mlogloss:2.37075	validation-mlogloss:2.36987
[37]	train-mlogloss:2.36331	validation-mlogloss:2.36245
[38]	train-mlogloss:2.35592	validation-mlogloss:2.35485
[39]	train-mlogloss:2.34894	validation-mlogloss:2.34795
[40]	train-mlogloss:2.34190	validation-mlogloss:2.34071
[41]	train-mlogloss:2.33472	validation-mlogloss:2.33351
[42]	train-mlogloss:2.32779	validation-mlogloss:2.32663
[43]	train-mlogloss:2.32095	validation-mlogloss:2.31975
[44]	train-mlogloss:2.31424	validation-mlogloss:2.31305
[45]	train-mlogloss:2.30715	validation-mlogloss:2.30634
[46]	train-mlogloss:2.30021	validation-mlogloss:2.29958
[47]	train-mlogloss:2.29371	validation-mlogloss:2.29310
[48]	train-mlogloss:2.28695	validation-mlogloss:2.28633
[49]	train-mlogloss:2.28041	validation-mlogloss:2.27971
[50]	train-mlogloss:2.27425	validation-mlogloss:2.27354
[51]	train-mlogloss:2.26764	validation-mlogloss:2.26697
[52]	train-mlogloss:2.26117	validation-mlogloss:2.26053
[53]	train-mlogloss:2.25493	validation-mlogloss:2.25415
[54]	train-mlogloss:2.24844	validation-mlogloss:2.24774
[55]	train-mlogloss:2.24194	validation-mlogloss:2.24143
[56]	train-mlogloss:2.23574	validation-mlogloss:2.23531
[57]	train-mlogloss:2.22959	validation-mlogloss:2.22928
[58]	train-mlogloss:2.22367	validation-mlogloss:2.22339
[59]	train-mlogloss:2.21781	validation-mlogloss:2.21768
[60]	train-mlogloss:2.21167	validation-mlogloss:2.21186
[61]	train-mlogloss:2.20602	validation-mlogloss:2.20641
[62]	train-mlogloss:2.20051	validation-mlogloss:2.20099
[63]	train-mlogloss:2.19476	validation-mlogloss:2.19531
[64]	train-mlogloss:2.18910	validation-mlogloss:2.18997
[65]	train-mlogloss:2.18370	validation-mlogloss:2.18462
[66]	train-mlogloss:2.17783	validation-mlogloss:2.17903
[67]	train-mlogloss:2.17219	validation-mlogloss:2.17366
[68]	train-mlogloss:2.16688	validation-mlogloss:2.16843
[69]	train-mlogloss:2.16158	validation-mlogloss:2.16312
[70]	train-mlogloss:2.15612	validation-mlogloss:2.15783
[71]	train-mlogloss:2.15074	validation-mlogloss:2.15271
[72]	train-mlogloss:2.14540	validation-mlogloss:2.14762
[73]	train-mlogloss:2.14011	validation-mlogloss:2.14247
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[612]	train-mlogloss:1.41698	validation-mlogloss:1.49231
[613]	train-mlogloss:1.41668	validation-mlogloss:1.49215
[614]	train-mlogloss:1.41639	validation-mlogloss:1.49190
[615]	train-mlogloss:1.41609	validation-mlogloss:1.49172
[616]	train-mlogloss:1.41575	validation-mlogloss:1.49152
[617]	train-mlogloss:1.41550	validation-mlogloss:1.49132
[618]	train-mlogloss:1.41519	validation-mlogloss:1.49116
[619]	train-mlogloss:1.41489	validation-mlogloss:1.49112
[620]	train-mlogloss:1.41461	validation-mlogloss:1.49106
[621]	train-mlogloss:1.41430	validation-mlogloss:1.49092
[622]	train-mlogloss:1.41402	validation-mlogloss:1.49075
[623]	train-mlogloss:1.41371	validation-mlogloss:1.49054
[624]	train-mlogloss:1.41344	validation-mlogloss:1.49039
[625]	train-mlogloss:1.41308	validation-mlogloss:1.49014
[626]	train-mlogloss:1.41277	validation-mlogloss:1.48994
[627]	train-mlogloss:1.41254	validation-mlogloss:1.48973
[628]	train-mlogloss:1.41223	validation-mlogloss:1.48965
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.86 [%]
Global accuracy score (test) = 43.55 [%]
Global F1 score (train) = 55.71 [%]
Global F1 score (test) = 42.47 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.20      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.33      0.42      0.37       184
       CAMINAR USUAL SPEED       0.24      0.14      0.17       184
            CAMINAR ZIGZAG       0.30      0.29      0.29       184
          DE PIE BARRIENDO       0.43      0.46      0.45       184
   DE PIE DOBLANDO TOALLAS       0.43      0.41      0.42       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.43      0.82      0.56       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.28      0.24      0.26       184
         SENTADO USANDO PC       0.14      0.05      0.08       184
      SENTADO VIENDO LA TV       0.38      0.35      0.37       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.73      0.62       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 4: 43.55 [%]
F1-score capturado en la ejecución 4: 42.47 [%]

=== EJECUCIÓN 5 ===

--- TRAIN (ejecución 5) ---

--- TEST (ejecución 5) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.16 [%]
Global accuracy score (test) = 44.36 [%]
Global F1 score (train) = 56.01 [%]
Global F1 score (test) = 43.37 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.21      0.21      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.40      0.35       184
       CAMINAR USUAL SPEED       0.27      0.15      0.19       184
            CAMINAR ZIGZAG       0.31      0.30      0.30       184
          DE PIE BARRIENDO       0.47      0.50      0.49       184
   DE PIE DOBLANDO TOALLAS       0.43      0.43      0.43       184
    DE PIE MOVIENDO LIBROS       0.40      0.39      0.40       184
          DE PIE USANDO PC       0.53      0.65      0.59       184
        FASE REPOSO CON K5       0.43      0.82      0.56       184
INCREMENTAL CICLOERGOMETRO       0.91      0.60      0.73       184
           SENTADO LEYENDO       0.32      0.27      0.29       184
         SENTADO USANDO PC       0.17      0.07      0.09       184
      SENTADO VIENDO LA TV       0.39      0.37      0.38       184
   SUBIR Y BAJAR ESCALERAS       0.55      0.73      0.62       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 5: 44.36 [%]
F1-score capturado en la ejecución 5: 43.37 [%]

=== EJECUCIÓN 6 ===

--- TRAIN (ejecución 6) ---

--- TEST (ejecución 6) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.03 [%]
Global accuracy score (test) = 43.73 [%]
Global F1 score (train) = 55.87 [%]
Global F1 score (test) = 42.79 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.23      0.22      0.23       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.41      0.36       184
       CAMINAR USUAL SPEED       0.25      0.14      0.18       184
            CAMINAR ZIGZAG       0.26      0.26      0.26       184
          DE PIE BARRIENDO       0.47      0.48      0.47       184
   DE PIE DOBLANDO TOALLAS       0.45      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.41      0.40      0.40       184
          DE PIE USANDO PC       0.54      0.66      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.91      0.60      0.72       184
           SENTADO LEYENDO       0.26      0.22      0.24       184
         SENTADO USANDO PC       0.19      0.08      0.11       184
      SENTADO VIENDO LA TV       0.37      0.34      0.35       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.73      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 6: 43.73 [%]
F1-score capturado en la ejecución 6: 42.79 [%]

=== EJECUCIÓN 7 ===

--- TRAIN (ejecución 7) ---

--- TEST (ejecución 7) ---
2025-11-07 10:21:59.921049: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:21:59.932258: 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 00:00:1762507319.945313 2381818 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507319.949266 2381818 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507319.959420 2381818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507319.959438 2381818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507319.959440 2381818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507319.959441 2381818 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:21:59.962673: 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:2.69725	validation-mlogloss:2.69707
[1]	train-mlogloss:2.68614	validation-mlogloss:2.68579
[2]	train-mlogloss:2.67552	validation-mlogloss:2.67529
[3]	train-mlogloss:2.66471	validation-mlogloss:2.66438
[4]	train-mlogloss:2.65485	validation-mlogloss:2.65466
[5]	train-mlogloss:2.64476	validation-mlogloss:2.64441
[6]	train-mlogloss:2.63433	validation-mlogloss:2.63370
[7]	train-mlogloss:2.62388	validation-mlogloss:2.62330
[8]	train-mlogloss:2.61455	validation-mlogloss:2.61399
[9]	train-mlogloss:2.60449	validation-mlogloss:2.60375
[10]	train-mlogloss:2.59417	validation-mlogloss:2.59341
[11]	train-mlogloss:2.58455	validation-mlogloss:2.58382
[12]	train-mlogloss:2.57480	validation-mlogloss:2.57384
[13]	train-mlogloss:2.56525	validation-mlogloss:2.56427
[14]	train-mlogloss:2.55594	validation-mlogloss:2.55484
[15]	train-mlogloss:2.54663	validation-mlogloss:2.54562
[16]	train-mlogloss:2.53768	validation-mlogloss:2.53680
[17]	train-mlogloss:2.52879	validation-mlogloss:2.52801
[18]	train-mlogloss:2.52000	validation-mlogloss:2.51909
[19]	train-mlogloss:2.51094	validation-mlogloss:2.51025
[20]	train-mlogloss:2.50176	validation-mlogloss:2.50109
[21]	train-mlogloss:2.49286	validation-mlogloss:2.49210
[22]	train-mlogloss:2.48407	validation-mlogloss:2.48322
[23]	train-mlogloss:2.47509	validation-mlogloss:2.47425
[24]	train-mlogloss:2.46690	validation-mlogloss:2.46585
[25]	train-mlogloss:2.45822	validation-mlogloss:2.45709
[26]	train-mlogloss:2.44960	validation-mlogloss:2.44838
[27]	train-mlogloss:2.44154	validation-mlogloss:2.44037
[28]	train-mlogloss:2.43350	validation-mlogloss:2.43235
[29]	train-mlogloss:2.42553	validation-mlogloss:2.42442
[30]	train-mlogloss:2.41713	validation-mlogloss:2.41618
[31]	train-mlogloss:2.40868	validation-mlogloss:2.40806
[32]	train-mlogloss:2.40057	validation-mlogloss:2.40026
[33]	train-mlogloss:2.39296	validation-mlogloss:2.39271
[34]	train-mlogloss:2.38574	validation-mlogloss:2.38530
[35]	train-mlogloss:2.37818	validation-mlogloss:2.37752
[36]	train-mlogloss:2.37079	validation-mlogloss:2.36998
[37]	train-mlogloss:2.36326	validation-mlogloss:2.36220
[38]	train-mlogloss:2.35561	validation-mlogloss:2.35467
[39]	train-mlogloss:2.34853	validation-mlogloss:2.34772
[40]	train-mlogloss:2.34128	validation-mlogloss:2.34052
[41]	train-mlogloss:2.33437	validation-mlogloss:2.33355
[42]	train-mlogloss:2.32730	validation-mlogloss:2.32643
[43]	train-mlogloss:2.32055	validation-mlogloss:2.31978
[44]	train-mlogloss:2.31356	validation-mlogloss:2.31268
[45]	train-mlogloss:2.30682	validation-mlogloss:2.30616
[46]	train-mlogloss:2.29976	validation-mlogloss:2.29905
[47]	train-mlogloss:2.29263	validation-mlogloss:2.29201
[48]	train-mlogloss:2.28580	validation-mlogloss:2.28533
[49]	train-mlogloss:2.27910	validation-mlogloss:2.27876
[50]	train-mlogloss:2.27244	validation-mlogloss:2.27208
[51]	train-mlogloss:2.26596	validation-mlogloss:2.26567
[52]	train-mlogloss:2.25972	validation-mlogloss:2.25950
[53]	train-mlogloss:2.25346	validation-mlogloss:2.25343
[54]	train-mlogloss:2.24712	validation-mlogloss:2.24702
[55]	train-mlogloss:2.24086	validation-mlogloss:2.24093
[56]	train-mlogloss:2.23454	validation-mlogloss:2.23466
[57]	train-mlogloss:2.22858	validation-mlogloss:2.22875
[58]	train-mlogloss:2.22269	validation-mlogloss:2.22282
[59]	train-mlogloss:2.21651	validation-mlogloss:2.21676
[60]	train-mlogloss:2.21063	validation-mlogloss:2.21078
[61]	train-mlogloss:2.20482	validation-mlogloss:2.20501
[62]	train-mlogloss:2.19929	validation-mlogloss:2.19957
[63]	train-mlogloss:2.19329	validation-mlogloss:2.19405
[64]	train-mlogloss:2.18793	validation-mlogloss:2.18879
[65]	train-mlogloss:2.18208	validation-mlogloss:2.18295
[66]	train-mlogloss:2.17637	validation-mlogloss:2.17756
[67]	train-mlogloss:2.17092	validation-mlogloss:2.17222
[68]	train-mlogloss:2.16570	validation-mlogloss:2.16702
[69]	train-mlogloss:2.16017	validation-mlogloss:2.16159
[70]	train-mlogloss:2.15475	validation-mlogloss:2.15647
[71]	train-mlogloss:2.14943	validation-mlogloss:2.15095
[72]	train-mlogloss:2.14400	validation-mlogloss:2.14556
[73]	train-mlogloss:2.13898	validation-mlogloss:2.14091
[74]	train-mlogloss:2.13356	validation-mlogloss:2.13560
[75]	train-mlogloss:2.12849	validation-mlogloss:2.13057
[76]	train-mlogloss:2.12339	validation-mlogloss:2.12551
[77]	train-mlogloss:2.11846	validation-mlogloss:2.12057
[78]	train-mlogloss:2.11316	validation-mlogloss:2.11545
[79]	train-mlogloss:2.10830	validation-mlogloss:2.11088
[80]	train-mlogloss:2.10325	validation-mlogloss:2.10617
[81]	train-mlogloss:2.09823	validation-mlogloss:2.10121
[82]	train-mlogloss:2.09340	validation-mlogloss:2.09657
[83]	train-mlogloss:2.08874	validation-mlogloss:2.09223
[84]	train-mlogloss:2.08392	validation-mlogloss:2.08764
[85]	train-mlogloss:2.07936	validation-mlogloss:2.08319
[86]	train-mlogloss:2.07460	validation-mlogloss:2.07864
[87]	train-mlogloss:2.07021	validation-mlogloss:2.07433
[88]	train-mlogloss:2.06589	validation-mlogloss:2.07010
[89]	train-mlogloss:2.06106	validation-mlogloss:2.06565
[90]	train-mlogloss:2.05658	validation-mlogloss:2.06156
[91]	train-mlogloss:2.05218	validation-mlogloss:2.05740
[92]	train-mlogloss:2.04803	validation-mlogloss:2.05317
[93]	train-mlogloss:2.04360	validation-mlogloss:2.04922
[94]	train-mlogloss:2.03939	validation-mlogloss:2.04535
[95]	train-mlogloss:2.03525	validation-mlogloss:2.04152
[96]	train-mlogloss:2.03106	validation-mlogloss:2.03729
[97]	train-mlogloss:2.02691	validation-mlogloss:2.03333
[98]	train-mlogloss:2.02266	validation-mlogloss:2.02918
[99]	train-mlogloss:2.01873	validation-mlogloss:2.02522
[100]	train-mlogloss:2.01485	validation-mlogloss:2.02134
[101]	train-mlogloss:2.01075	validation-mlogloss:2.01738
[102]	train-mlogloss:2.00684	validation-mlogloss:2.01372
[103]	train-mlogloss:2.00296	validation-mlogloss:2.00999
[104]	train-mlogloss:1.99892	validation-mlogloss:2.00609
[105]	train-mlogloss:1.99501	validation-mlogloss:2.00245
[106]	train-mlogloss:1.99108	validation-mlogloss:1.99891
[107]	train-mlogloss:1.98723	validation-mlogloss:1.99514
[108]	train-mlogloss:1.98354	validation-mlogloss:1.99164
[109]	train-mlogloss:1.97985	validation-mlogloss:1.98805
[110]	train-mlogloss:1.97620	validation-mlogloss:1.98462
[111]	train-mlogloss:1.97235	validation-mlogloss:1.98087
[112]	train-mlogloss:1.96866	validation-mlogloss:1.97729
[113]	train-mlogloss:1.96503	validation-mlogloss:1.97389
[114]	train-mlogloss:1.96145	validation-mlogloss:1.97048
[115]	train-mlogloss:1.95791	validation-mlogloss:1.96729
[116]	train-mlogloss:1.95463	validation-mlogloss:1.96418
[117]	train-mlogloss:1.95117	validation-mlogloss:1.96087
[118]	train-mlogloss:1.94795	validation-mlogloss:1.95781
[119]	train-mlogloss:1.94447	validation-mlogloss:1.95464
[120]	train-mlogloss:1.94083	validation-mlogloss:1.95115
[121]	train-mlogloss:1.93744	validation-mlogloss:1.94791
[122]	train-mlogloss:1.93406	validation-mlogloss:1.94471
[123]	train-mlogloss:1.93072	validation-mlogloss:1.94145
[124]	train-mlogloss:1.92736	validation-mlogloss:1.93827
[125]	train-mlogloss:1.92414	validation-mlogloss:1.93512
[126]	train-mlogloss:1.92086	validation-mlogloss:1.93206
[127]	train-mlogloss:1.91775	validation-mlogloss:1.92913
[128]	train-mlogloss:1.91449	validation-mlogloss:1.92608
[129]	train-mlogloss:1.91122	validation-mlogloss:1.92300
[130]	train-mlogloss:1.90819	validation-mlogloss:1.92020
[131]	train-mlogloss:1.90493	validation-mlogloss:1.91714
[132]	train-mlogloss:1.90189	validation-mlogloss:1.91426
[133]	train-mlogloss:1.89862	validation-mlogloss:1.91128
[134]	train-mlogloss:1.89562	validation-mlogloss:1.90843
[135]	train-mlogloss:1.89246	validation-mlogloss:1.90522
[136]	train-mlogloss:1.88941	validation-mlogloss:1.90231
[137]	train-mlogloss:1.88648	validation-mlogloss:1.89949
[138]	train-mlogloss:1.88347	validation-mlogloss:1.89665
[139]	train-mlogloss:1.88057	validation-mlogloss:1.89385
[140]	train-mlogloss:1.87770	validation-mlogloss:1.89113
[141]	train-mlogloss:1.87474	validation-mlogloss:1.88816
[142]	train-mlogloss:1.87191	validation-mlogloss:1.88552
[143]	train-mlogloss:1.86905	validation-mlogloss:1.88267
[144]	train-mlogloss:1.86603	validation-mlogloss:1.87988
[145]	train-mlogloss:1.86318	validation-mlogloss:1.87705
[146]	train-mlogloss:1.86043	validation-mlogloss:1.87447
[147]	train-mlogloss:1.85759	validation-mlogloss:1.87190
[148]	train-mlogloss:1.85484	validation-mlogloss:1.86915
[149]	train-mlogloss:1.85225	validation-mlogloss:1.86648
[150]	train-mlogloss:1.84958	validation-mlogloss:1.86399
[151]	train-mlogloss:1.84679	validation-mlogloss:1.86129
[152]	train-mlogloss:1.84409	validation-mlogloss:1.85880
[153]	train-mlogloss:1.84141	validation-mlogloss:1.85621
[154]	train-mlogloss:1.83879	validation-mlogloss:1.85394
[155]	train-mlogloss:1.83610	validation-mlogloss:1.85143
[156]	train-mlogloss:1.83342	validation-mlogloss:1.84893
[157]	train-mlogloss:1.83088	validation-mlogloss:1.84649
[158]	train-mlogloss:1.82825	validation-mlogloss:1.84403
[159]	train-mlogloss:1.82556	validation-mlogloss:1.84152
[160]	train-mlogloss:1.82304	validation-mlogloss:1.83917
[161]	train-mlogloss:1.82053	validation-mlogloss:1.83669
[162]	train-mlogloss:1.81789	validation-mlogloss:1.83419
[163]	train-mlogloss:1.81556	validation-mlogloss:1.83193
[164]	train-mlogloss:1.81311	validation-mlogloss:1.82951
[165]	train-mlogloss:1.81071	validation-mlogloss:1.82707
[166]	train-mlogloss:1.80831	validation-mlogloss:1.82482
[167]	train-mlogloss:1.80602	validation-mlogloss:1.82255
[168]	train-mlogloss:1.80364	validation-mlogloss:1.82031
[169]	train-mlogloss:1.80122	validation-mlogloss:1.81786
[170]	train-mlogloss:1.79888	validation-mlogloss:1.81557
[171]	train-mlogloss:1.79648	validation-mlogloss:1.81322
[172]	train-mlogloss:1.79410	validation-mlogloss:1.81091
[173]	train-mlogloss:1.79187	validation-mlogloss:1.80895
[174]	train-mlogloss:1.78964	validation-mlogloss:1.80694
[175]	train-mlogloss:1.78723	validation-mlogloss:1.80479
[176]	train-mlogloss:1.78487	validation-mlogloss:1.80265
[177]	train-mlogloss:1.78273	validation-mlogloss:1.80063
[178]	train-mlogloss:1.78054	validation-mlogloss:1.79862
[179]	train-mlogloss:1.77837	validation-mlogloss:1.79654
[180]	train-mlogloss:1.77627	validation-mlogloss:1.79451
[181]	train-mlogloss:1.77408	validation-mlogloss:1.79249
[182]	train-mlogloss:1.77184	validation-mlogloss:1.79038
[183]	train-mlogloss:1.76971	validation-mlogloss:1.78842
[184]	train-mlogloss:1.76739	validation-mlogloss:1.78630
[185]	train-mlogloss:1.76531	validation-mlogloss:1.78447
[186]	train-mlogloss:1.76319	validation-mlogloss:1.78247
[187]	train-mlogloss:1.76116	validation-mlogloss:1.78054
[188]	train-mlogloss:1.75912	validation-mlogloss:1.77865
[189]	train-mlogloss:1.75711	validation-mlogloss:1.77679
[190]	train-mlogloss:1.75511	validation-mlogloss:1.77491
[191]	train-mlogloss:1.75309	validation-mlogloss:1.77286
[192]	train-mlogloss:1.75109	validation-mlogloss:1.77105
[193]	train-mlogloss:1.74911	validation-mlogloss:1.76920
[194]	train-mlogloss:1.74715	validation-mlogloss:1.76729
[195]	train-mlogloss:1.74512	validation-mlogloss:1.76558
[196]	train-mlogloss:1.74318	validation-mlogloss:1.76388
[197]	train-mlogloss:1.74114	validation-mlogloss:1.76193
[198]	train-mlogloss:1.73929	validation-mlogloss:1.76030
[199]	train-mlogloss:1.73735	validation-mlogloss:1.75861
[200]	train-mlogloss:1.73547	validation-mlogloss:1.75678
[201]	train-mlogloss:1.73356	validation-mlogloss:1.75505
[202]	train-mlogloss:1.73172	validation-mlogloss:1.75327
[203]	train-mlogloss:1.72984	validation-mlogloss:1.75154
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[599]	train-mlogloss:1.42191	validation-mlogloss:1.49489
[600]	train-mlogloss:1.42159	validation-mlogloss:1.49467
[601]	train-mlogloss:1.42130	validation-mlogloss:1.49446
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[603]	train-mlogloss:1.42070	validation-mlogloss:1.49413
[604]	train-mlogloss:1.42040	validation-mlogloss:1.49403
[605]	train-mlogloss:1.42008	validation-mlogloss:1.49375
[606]	train-mlogloss:1.41979	validation-mlogloss:1.49344
[607]	train-mlogloss:1.41948	validation-mlogloss:1.49317
[608]	train-mlogloss:1.41915	validation-mlogloss:1.49301
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[610]	train-mlogloss:1.41862	validation-mlogloss:1.49261
[611]	train-mlogloss:1.41833	validation-mlogloss:1.49241
[612]	train-mlogloss:1.41800	validation-mlogloss:1.49219
[613]	train-mlogloss:1.41764	validation-mlogloss:1.49198
[614]	train-mlogloss:1.41730	validation-mlogloss:1.49171
[615]	train-mlogloss:1.41692	validation-mlogloss:1.49154
[616]	train-mlogloss:1.41659	validation-mlogloss:1.49127
[617]	train-mlogloss:1.41628	validation-mlogloss:1.49111
[618]	train-mlogloss:1.41597	validation-mlogloss:1.49092
[619]	train-mlogloss:1.41571	validation-mlogloss:1.49068
[620]	train-mlogloss:1.41543	validation-mlogloss:1.49053
[621]	train-mlogloss:1.41506	validation-mlogloss:1.49038
[622]	train-mlogloss:1.41475	validation-mlogloss:1.49019
[623]	train-mlogloss:1.41445	validation-mlogloss:1.49000
[624]	train-mlogloss:1.41408	validation-mlogloss:1.48979
[625]	train-mlogloss:1.41376	validation-mlogloss:1.48965
[626]	train-mlogloss:1.41343	validation-mlogloss:1.48938
[627]	train-mlogloss:1.41314	validation-mlogloss:1.48919
[628]	train-mlogloss:1.41284	validation-mlogloss:1.48895
Saved model to disk.
2025-11-07 10:22:26.101911: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:22:26.113254: 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 00:00:1762507346.126226 2382236 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507346.130372 2382236 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507346.140054 2382236 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507346.140073 2382236 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507346.140075 2382236 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507346.140076 2382236 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:22:26.143107: 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:2.68648	validation-mlogloss:2.68612
[2]	train-mlogloss:2.67623	validation-mlogloss:2.67578
[3]	train-mlogloss:2.66630	validation-mlogloss:2.66579
[4]	train-mlogloss:2.65640	validation-mlogloss:2.65582
[5]	train-mlogloss:2.64637	validation-mlogloss:2.64589
[6]	train-mlogloss:2.63618	validation-mlogloss:2.63584
[7]	train-mlogloss:2.62570	validation-mlogloss:2.62520
[8]	train-mlogloss:2.61603	validation-mlogloss:2.61560
[9]	train-mlogloss:2.60615	validation-mlogloss:2.60565
[10]	train-mlogloss:2.59616	validation-mlogloss:2.59546
[11]	train-mlogloss:2.58633	validation-mlogloss:2.58563
[12]	train-mlogloss:2.57681	validation-mlogloss:2.57629
[13]	train-mlogloss:2.56750	validation-mlogloss:2.56695
[14]	train-mlogloss:2.55820	validation-mlogloss:2.55751
[15]	train-mlogloss:2.54869	validation-mlogloss:2.54804
[16]	train-mlogloss:2.53963	validation-mlogloss:2.53894
[17]	train-mlogloss:2.53043	validation-mlogloss:2.52964
[18]	train-mlogloss:2.52121	validation-mlogloss:2.52054
[19]	train-mlogloss:2.51201	validation-mlogloss:2.51124
[20]	train-mlogloss:2.50322	validation-mlogloss:2.50235
[21]	train-mlogloss:2.49406	validation-mlogloss:2.49312
[22]	train-mlogloss:2.48511	validation-mlogloss:2.48433
[23]	train-mlogloss:2.47660	validation-mlogloss:2.47572
[24]	train-mlogloss:2.46807	validation-mlogloss:2.46708
[25]	train-mlogloss:2.45956	validation-mlogloss:2.45833
[26]	train-mlogloss:2.45073	validation-mlogloss:2.44927
[27]	train-mlogloss:2.44234	validation-mlogloss:2.44083
[28]	train-mlogloss:2.43407	validation-mlogloss:2.43247
[29]	train-mlogloss:2.42536	validation-mlogloss:2.42367
[30]	train-mlogloss:2.41708	validation-mlogloss:2.41533
[31]	train-mlogloss:2.40920	validation-mlogloss:2.40744
[32]	train-mlogloss:2.40093	validation-mlogloss:2.39938
[33]	train-mlogloss:2.39304	validation-mlogloss:2.39147
[34]	train-mlogloss:2.38508	validation-mlogloss:2.38358
[35]	train-mlogloss:2.37724	validation-mlogloss:2.37578
[36]	train-mlogloss:2.36983	validation-mlogloss:2.36841
[37]	train-mlogloss:2.36224	validation-mlogloss:2.36070
[38]	train-mlogloss:2.35479	validation-mlogloss:2.35321
[39]	train-mlogloss:2.34729	validation-mlogloss:2.34560
[40]	train-mlogloss:2.34054	validation-mlogloss:2.33880
[41]	train-mlogloss:2.33332	validation-mlogloss:2.33160
[42]	train-mlogloss:2.32664	validation-mlogloss:2.32496
[43]	train-mlogloss:2.32016	validation-mlogloss:2.31846
[44]	train-mlogloss:2.31325	validation-mlogloss:2.31150
[45]	train-mlogloss:2.30629	validation-mlogloss:2.30468
[46]	train-mlogloss:2.29994	validation-mlogloss:2.29851
[47]	train-mlogloss:2.29311	validation-mlogloss:2.29165
[48]	train-mlogloss:2.28639	validation-mlogloss:2.28483
[49]	train-mlogloss:2.27975	validation-mlogloss:2.27835
[50]	train-mlogloss:2.27323	validation-mlogloss:2.27190
[51]	train-mlogloss:2.26699	validation-mlogloss:2.26583
[52]	train-mlogloss:2.26034	validation-mlogloss:2.25909
[53]	train-mlogloss:2.25413	validation-mlogloss:2.25297
[54]	train-mlogloss:2.24791	validation-mlogloss:2.24649
[55]	train-mlogloss:2.24161	validation-mlogloss:2.24052
[56]	train-mlogloss:2.23533	validation-mlogloss:2.23434
[57]	train-mlogloss:2.22914	validation-mlogloss:2.22817
[58]	train-mlogloss:2.22301	validation-mlogloss:2.22213
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[60]	train-mlogloss:2.21125	validation-mlogloss:2.21033
[61]	train-mlogloss:2.20521	validation-mlogloss:2.20439
[62]	train-mlogloss:2.19939	validation-mlogloss:2.19876
[63]	train-mlogloss:2.19366	validation-mlogloss:2.19313
[64]	train-mlogloss:2.18805	validation-mlogloss:2.18747
[65]	train-mlogloss:2.18234	validation-mlogloss:2.18198
[66]	train-mlogloss:2.17646	validation-mlogloss:2.17646
[67]	train-mlogloss:2.17094	validation-mlogloss:2.17113
[68]	train-mlogloss:2.16543	validation-mlogloss:2.16579
[69]	train-mlogloss:2.15992	validation-mlogloss:2.16014
[70]	train-mlogloss:2.15438	validation-mlogloss:2.15456
[71]	train-mlogloss:2.14918	validation-mlogloss:2.14957
[72]	train-mlogloss:2.14418	validation-mlogloss:2.14477
[73]	train-mlogloss:2.13893	validation-mlogloss:2.13984
[74]	train-mlogloss:2.13372	validation-mlogloss:2.13499
[75]	train-mlogloss:2.12881	validation-mlogloss:2.13034
[76]	train-mlogloss:2.12380	validation-mlogloss:2.12562
[77]	train-mlogloss:2.11898	validation-mlogloss:2.12091
[78]	train-mlogloss:2.11399	validation-mlogloss:2.11593
[79]	train-mlogloss:2.10909	validation-mlogloss:2.11130
[80]	train-mlogloss:2.10404	validation-mlogloss:2.10634
[81]	train-mlogloss:2.09931	validation-mlogloss:2.10156
[82]	train-mlogloss:2.09436	validation-mlogloss:2.09689
[83]	train-mlogloss:2.08964	validation-mlogloss:2.09219
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[85]	train-mlogloss:2.08020	validation-mlogloss:2.08287
[86]	train-mlogloss:2.07577	validation-mlogloss:2.07849
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[89]	train-mlogloss:2.06201	validation-mlogloss:2.06530
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[92]	train-mlogloss:2.04907	validation-mlogloss:2.05284
[93]	train-mlogloss:2.04481	validation-mlogloss:2.04881
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[95]	train-mlogloss:2.03644	validation-mlogloss:2.04108
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[100]	train-mlogloss:2.01555	validation-mlogloss:2.02112
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[102]	train-mlogloss:2.00772	validation-mlogloss:2.01366
[103]	train-mlogloss:2.00371	validation-mlogloss:2.00970
[104]	train-mlogloss:1.99990	validation-mlogloss:2.00607
[105]	train-mlogloss:1.99602	validation-mlogloss:2.00222
[106]	train-mlogloss:1.99220	validation-mlogloss:1.99851
[107]	train-mlogloss:1.98826	validation-mlogloss:1.99509
[108]	train-mlogloss:1.98452	validation-mlogloss:1.99166
[109]	train-mlogloss:1.98074	validation-mlogloss:1.98822
[110]	train-mlogloss:1.97682	validation-mlogloss:1.98442
[111]	train-mlogloss:1.97326	validation-mlogloss:1.98086
[112]	train-mlogloss:1.96961	validation-mlogloss:1.97754
[113]	train-mlogloss:1.96591	validation-mlogloss:1.97396
[114]	train-mlogloss:1.96229	validation-mlogloss:1.97050
[115]	train-mlogloss:1.95865	validation-mlogloss:1.96699
[116]	train-mlogloss:1.95518	validation-mlogloss:1.96367
[117]	train-mlogloss:1.95164	validation-mlogloss:1.96041
[118]	train-mlogloss:1.94813	validation-mlogloss:1.95715
[119]	train-mlogloss:1.94459	validation-mlogloss:1.95396
[120]	train-mlogloss:1.94107	validation-mlogloss:1.95049
[121]	train-mlogloss:1.93768	validation-mlogloss:1.94745
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[123]	train-mlogloss:1.93103	validation-mlogloss:1.94112
[124]	train-mlogloss:1.92760	validation-mlogloss:1.93772
[125]	train-mlogloss:1.92441	validation-mlogloss:1.93467
[126]	train-mlogloss:1.92117	validation-mlogloss:1.93160
[127]	train-mlogloss:1.91778	validation-mlogloss:1.92831
[128]	train-mlogloss:1.91457	validation-mlogloss:1.92526
[129]	train-mlogloss:1.91140	validation-mlogloss:1.92224
[130]	train-mlogloss:1.90827	validation-mlogloss:1.91945
[131]	train-mlogloss:1.90515	validation-mlogloss:1.91634
[132]	train-mlogloss:1.90189	validation-mlogloss:1.91325
[133]	train-mlogloss:1.89885	validation-mlogloss:1.91051
[134]	train-mlogloss:1.89565	validation-mlogloss:1.90751
[135]	train-mlogloss:1.89274	validation-mlogloss:1.90454
[136]	train-mlogloss:1.88976	validation-mlogloss:1.90173
[137]	train-mlogloss:1.88686	validation-mlogloss:1.89904
[138]	train-mlogloss:1.88379	validation-mlogloss:1.89589
[139]	train-mlogloss:1.88098	validation-mlogloss:1.89322
[140]	train-mlogloss:1.87809	validation-mlogloss:1.89056
[141]	train-mlogloss:1.87524	validation-mlogloss:1.88792
[142]	train-mlogloss:1.87241	validation-mlogloss:1.88526
[143]	train-mlogloss:1.86949	validation-mlogloss:1.88264
[144]	train-mlogloss:1.86649	validation-mlogloss:1.87978
[145]	train-mlogloss:1.86361	validation-mlogloss:1.87709
[146]	train-mlogloss:1.86077	validation-mlogloss:1.87443
[147]	train-mlogloss:1.85799	validation-mlogloss:1.87184
[148]	train-mlogloss:1.85528	validation-mlogloss:1.86928
[149]	train-mlogloss:1.85245	validation-mlogloss:1.86655
[150]	train-mlogloss:1.84974	validation-mlogloss:1.86407
[151]	train-mlogloss:1.84709	validation-mlogloss:1.86155
[152]	train-mlogloss:1.84444	validation-mlogloss:1.85901
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[603]	train-mlogloss:1.41994	validation-mlogloss:1.49354
[604]	train-mlogloss:1.41961	validation-mlogloss:1.49338
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[607]	train-mlogloss:1.41857	validation-mlogloss:1.49294
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[610]	train-mlogloss:1.41749	validation-mlogloss:1.49227
[611]	train-mlogloss:1.41718	validation-mlogloss:1.49211
[612]	train-mlogloss:1.41684	validation-mlogloss:1.49185
[613]	train-mlogloss:1.41652	validation-mlogloss:1.49166
[614]	train-mlogloss:1.41621	validation-mlogloss:1.49152
[615]	train-mlogloss:1.41593	validation-mlogloss:1.49134
[616]	train-mlogloss:1.41560	validation-mlogloss:1.49111
[617]	train-mlogloss:1.41531	validation-mlogloss:1.49098
[618]	train-mlogloss:1.41506	validation-mlogloss:1.49078
[619]	train-mlogloss:1.41470	validation-mlogloss:1.49052
[620]	train-mlogloss:1.41437	validation-mlogloss:1.49047
[621]	train-mlogloss:1.41409	validation-mlogloss:1.49024
[622]	train-mlogloss:1.41380	validation-mlogloss:1.49017
[623]	train-mlogloss:1.41348	validation-mlogloss:1.48991
[624]	train-mlogloss:1.41319	validation-mlogloss:1.48965
[625]	train-mlogloss:1.41292	validation-mlogloss:1.48944
[626]	train-mlogloss:1.41266	validation-mlogloss:1.48924
[627]	train-mlogloss:1.41239	validation-mlogloss:1.48911
[628]	train-mlogloss:1.41209	validation-mlogloss:1.48889
Saved model to disk.
2025-11-07 10:22:52.549836: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:22:52.561494: 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 00:00:1762507372.575527 2382661 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507372.579720 2382661 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507372.590155 2382661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507372.590174 2382661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507372.590177 2382661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507372.590179 2382661 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:22:52.593342: 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:2.67629	validation-mlogloss:2.67593
[3]	train-mlogloss:2.66566	validation-mlogloss:2.66524
[4]	train-mlogloss:2.65485	validation-mlogloss:2.65459
[5]	train-mlogloss:2.64455	validation-mlogloss:2.64431
[6]	train-mlogloss:2.63470	validation-mlogloss:2.63422
[7]	train-mlogloss:2.62440	validation-mlogloss:2.62395
[8]	train-mlogloss:2.61468	validation-mlogloss:2.61416
[9]	train-mlogloss:2.60503	validation-mlogloss:2.60466
[10]	train-mlogloss:2.59508	validation-mlogloss:2.59466
[11]	train-mlogloss:2.58469	validation-mlogloss:2.58422
[12]	train-mlogloss:2.57478	validation-mlogloss:2.57415
[13]	train-mlogloss:2.56515	validation-mlogloss:2.56456
[14]	train-mlogloss:2.55598	validation-mlogloss:2.55546
[15]	train-mlogloss:2.54686	validation-mlogloss:2.54631
[16]	train-mlogloss:2.53770	validation-mlogloss:2.53698
[17]	train-mlogloss:2.52838	validation-mlogloss:2.52766
[18]	train-mlogloss:2.51934	validation-mlogloss:2.51857
[19]	train-mlogloss:2.51047	validation-mlogloss:2.50960
[20]	train-mlogloss:2.50164	validation-mlogloss:2.50055
[21]	train-mlogloss:2.49268	validation-mlogloss:2.49166
[22]	train-mlogloss:2.48418	validation-mlogloss:2.48299
[23]	train-mlogloss:2.47537	validation-mlogloss:2.47425
[24]	train-mlogloss:2.46641	validation-mlogloss:2.46536
[25]	train-mlogloss:2.45776	validation-mlogloss:2.45639
[26]	train-mlogloss:2.44943	validation-mlogloss:2.44815
[27]	train-mlogloss:2.44077	validation-mlogloss:2.43963
[28]	train-mlogloss:2.43205	validation-mlogloss:2.43107
[29]	train-mlogloss:2.42391	validation-mlogloss:2.42287
[30]	train-mlogloss:2.41552	validation-mlogloss:2.41475
[31]	train-mlogloss:2.40765	validation-mlogloss:2.40681
[32]	train-mlogloss:2.40000	validation-mlogloss:2.39903
[33]	train-mlogloss:2.39188	validation-mlogloss:2.39080
[34]	train-mlogloss:2.38437	validation-mlogloss:2.38318
[35]	train-mlogloss:2.37684	validation-mlogloss:2.37561
[36]	train-mlogloss:2.36930	validation-mlogloss:2.36827
[37]	train-mlogloss:2.36177	validation-mlogloss:2.36105
[38]	train-mlogloss:2.35449	validation-mlogloss:2.35398
[39]	train-mlogloss:2.34711	validation-mlogloss:2.34648
[40]	train-mlogloss:2.33971	validation-mlogloss:2.33908
[41]	train-mlogloss:2.33261	validation-mlogloss:2.33201
[42]	train-mlogloss:2.32546	validation-mlogloss:2.32497
[43]	train-mlogloss:2.31857	validation-mlogloss:2.31827
[44]	train-mlogloss:2.31176	validation-mlogloss:2.31155
[45]	train-mlogloss:2.30495	validation-mlogloss:2.30468
[46]	train-mlogloss:2.29823	validation-mlogloss:2.29808
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[48]	train-mlogloss:2.28507	validation-mlogloss:2.28502
[49]	train-mlogloss:2.27880	validation-mlogloss:2.27873
[50]	train-mlogloss:2.27244	validation-mlogloss:2.27249
[51]	train-mlogloss:2.26603	validation-mlogloss:2.26617
[52]	train-mlogloss:2.25955	validation-mlogloss:2.25953
[53]	train-mlogloss:2.25312	validation-mlogloss:2.25302
[54]	train-mlogloss:2.24684	validation-mlogloss:2.24708
[55]	train-mlogloss:2.24092	validation-mlogloss:2.24106
[56]	train-mlogloss:2.23480	validation-mlogloss:2.23494
[57]	train-mlogloss:2.22866	validation-mlogloss:2.22879
[58]	train-mlogloss:2.22300	validation-mlogloss:2.22312
[59]	train-mlogloss:2.21698	validation-mlogloss:2.21716
[60]	train-mlogloss:2.21113	validation-mlogloss:2.21154
[61]	train-mlogloss:2.20526	validation-mlogloss:2.20578
[62]	train-mlogloss:2.19949	validation-mlogloss:2.20004
[63]	train-mlogloss:2.19353	validation-mlogloss:2.19416
[64]	train-mlogloss:2.18795	validation-mlogloss:2.18865
[65]	train-mlogloss:2.18224	validation-mlogloss:2.18307
[66]	train-mlogloss:2.17678	validation-mlogloss:2.17760
[67]	train-mlogloss:2.17147	validation-mlogloss:2.17232
[68]	train-mlogloss:2.16593	validation-mlogloss:2.16679
[69]	train-mlogloss:2.16028	validation-mlogloss:2.16149
[70]	train-mlogloss:2.15486	validation-mlogloss:2.15642
[71]	train-mlogloss:2.14945	validation-mlogloss:2.15119
[72]	train-mlogloss:2.14401	validation-mlogloss:2.14617
[73]	train-mlogloss:2.13882	validation-mlogloss:2.14131
[74]	train-mlogloss:2.13360	validation-mlogloss:2.13624
[75]	train-mlogloss:2.12860	validation-mlogloss:2.13141
[76]	train-mlogloss:2.12368	validation-mlogloss:2.12681
[77]	train-mlogloss:2.11855	validation-mlogloss:2.12187
[78]	train-mlogloss:2.11368	validation-mlogloss:2.11719
[79]	train-mlogloss:2.10865	validation-mlogloss:2.11219
[80]	train-mlogloss:2.10374	validation-mlogloss:2.10742
[81]	train-mlogloss:2.09874	validation-mlogloss:2.10261
[82]	train-mlogloss:2.09396	validation-mlogloss:2.09830
[83]	train-mlogloss:2.08953	validation-mlogloss:2.09392
[84]	train-mlogloss:2.08467	validation-mlogloss:2.08921
[85]	train-mlogloss:2.08016	validation-mlogloss:2.08486
[86]	train-mlogloss:2.07574	validation-mlogloss:2.08064
[87]	train-mlogloss:2.07126	validation-mlogloss:2.07619
[88]	train-mlogloss:2.06678	validation-mlogloss:2.07191
[89]	train-mlogloss:2.06231	validation-mlogloss:2.06753
[90]	train-mlogloss:2.05793	validation-mlogloss:2.06322
[91]	train-mlogloss:2.05345	validation-mlogloss:2.05904
[92]	train-mlogloss:2.04926	validation-mlogloss:2.05497
[93]	train-mlogloss:2.04502	validation-mlogloss:2.05084
[94]	train-mlogloss:2.04077	validation-mlogloss:2.04664
[95]	train-mlogloss:2.03644	validation-mlogloss:2.04265
[96]	train-mlogloss:2.03238	validation-mlogloss:2.03857
[97]	train-mlogloss:2.02829	validation-mlogloss:2.03464
[98]	train-mlogloss:2.02393	validation-mlogloss:2.03065
[99]	train-mlogloss:2.01983	validation-mlogloss:2.02687
[100]	train-mlogloss:2.01580	validation-mlogloss:2.02286
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[401]	train-mlogloss:1.51144	validation-mlogloss:1.55999
[402]	train-mlogloss:1.51084	validation-mlogloss:1.55950
[403]	train-mlogloss:1.51019	validation-mlogloss:1.55896
[404]	train-mlogloss:1.50958	validation-mlogloss:1.55858
[405]	train-mlogloss:1.50895	validation-mlogloss:1.55799
[406]	train-mlogloss:1.50831	validation-mlogloss:1.55752
[407]	train-mlogloss:1.50764	validation-mlogloss:1.55700
[408]	train-mlogloss:1.50700	validation-mlogloss:1.55658
[409]	train-mlogloss:1.50637	validation-mlogloss:1.55612
[410]	train-mlogloss:1.50572	validation-mlogloss:1.55552
[411]	train-mlogloss:1.50509	validation-mlogloss:1.55513
[412]	train-mlogloss:1.50453	validation-mlogloss:1.55474
[413]	train-mlogloss:1.50392	validation-mlogloss:1.55417
[414]	train-mlogloss:1.50335	validation-mlogloss:1.55372
[415]	train-mlogloss:1.50277	validation-mlogloss:1.55329
[416]	train-mlogloss:1.50213	validation-mlogloss:1.55290
[417]	train-mlogloss:1.50158	validation-mlogloss:1.55229
[418]	train-mlogloss:1.50100	validation-mlogloss:1.55179
[419]	train-mlogloss:1.50033	validation-mlogloss:1.55120
[420]	train-mlogloss:1.49976	validation-mlogloss:1.55081
[421]	train-mlogloss:1.49916	validation-mlogloss:1.55038
[422]	train-mlogloss:1.49856	validation-mlogloss:1.54996
[423]	train-mlogloss:1.49800	validation-mlogloss:1.54955
[424]	train-mlogloss:1.49747	validation-mlogloss:1.54915
[425]	train-mlogloss:1.49686	validation-mlogloss:1.54867
[426]	train-mlogloss:1.49632	validation-mlogloss:1.54831
[427]	train-mlogloss:1.49573	validation-mlogloss:1.54788
[428]	train-mlogloss:1.49518	validation-mlogloss:1.54751
[429]	train-mlogloss:1.49461	validation-mlogloss:1.54703
[430]	train-mlogloss:1.49407	validation-mlogloss:1.54664
[431]	train-mlogloss:1.49352	validation-mlogloss:1.54617
[432]	train-mlogloss:1.49293	validation-mlogloss:1.54581
[433]	train-mlogloss:1.49236	validation-mlogloss:1.54548
[434]	train-mlogloss:1.49184	validation-mlogloss:1.54516
[435]	train-mlogloss:1.49128	validation-mlogloss:1.54476
[436]	train-mlogloss:1.49077	validation-mlogloss:1.54425
[437]	train-mlogloss:1.49020	validation-mlogloss:1.54378
[438]	train-mlogloss:1.48965	validation-mlogloss:1.54330
[439]	train-mlogloss:1.48907	validation-mlogloss:1.54286
[440]	train-mlogloss:1.48855	validation-mlogloss:1.54248
[441]	train-mlogloss:1.48806	validation-mlogloss:1.54205
[442]	train-mlogloss:1.48748	validation-mlogloss:1.54156
[443]	train-mlogloss:1.48697	validation-mlogloss:1.54114
[444]	train-mlogloss:1.48642	validation-mlogloss:1.54070
[445]	train-mlogloss:1.48591	validation-mlogloss:1.54038
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[447]	train-mlogloss:1.48485	validation-mlogloss:1.53967
[448]	train-mlogloss:1.48439	validation-mlogloss:1.53932
[449]	train-mlogloss:1.48384	validation-mlogloss:1.53906
[450]	train-mlogloss:1.48330	validation-mlogloss:1.53860
[451]	train-mlogloss:1.48276	validation-mlogloss:1.53814
[452]	train-mlogloss:1.48223	validation-mlogloss:1.53781
[453]	train-mlogloss:1.48169	validation-mlogloss:1.53739
[454]	train-mlogloss:1.48115	validation-mlogloss:1.53694
[455]	train-mlogloss:1.48063	validation-mlogloss:1.53664
[456]	train-mlogloss:1.48009	validation-mlogloss:1.53631
[457]	train-mlogloss:1.47961	validation-mlogloss:1.53594
[458]	train-mlogloss:1.47904	validation-mlogloss:1.53550
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[462]	train-mlogloss:1.47695	validation-mlogloss:1.53379
[463]	train-mlogloss:1.47641	validation-mlogloss:1.53333
[464]	train-mlogloss:1.47586	validation-mlogloss:1.53295
[465]	train-mlogloss:1.47533	validation-mlogloss:1.53265
[466]	train-mlogloss:1.47481	validation-mlogloss:1.53230
[467]	train-mlogloss:1.47438	validation-mlogloss:1.53198
[468]	train-mlogloss:1.47385	validation-mlogloss:1.53149
[469]	train-mlogloss:1.47337	validation-mlogloss:1.53114
[470]	train-mlogloss:1.47289	validation-mlogloss:1.53086
[471]	train-mlogloss:1.47238	validation-mlogloss:1.53058
[472]	train-mlogloss:1.47186	validation-mlogloss:1.53028
[473]	train-mlogloss:1.47137	validation-mlogloss:1.52995
[474]	train-mlogloss:1.47088	validation-mlogloss:1.52964
[475]	train-mlogloss:1.47038	validation-mlogloss:1.52930
[476]	train-mlogloss:1.46987	validation-mlogloss:1.52893
[477]	train-mlogloss:1.46936	validation-mlogloss:1.52857
[478]	train-mlogloss:1.46887	validation-mlogloss:1.52822
[479]	train-mlogloss:1.46841	validation-mlogloss:1.52788
[480]	train-mlogloss:1.46805	validation-mlogloss:1.52754
[481]	train-mlogloss:1.46760	validation-mlogloss:1.52723
[482]	train-mlogloss:1.46712	validation-mlogloss:1.52684
[483]	train-mlogloss:1.46668	validation-mlogloss:1.52657
[484]	train-mlogloss:1.46616	validation-mlogloss:1.52618
[485]	train-mlogloss:1.46563	validation-mlogloss:1.52587
[486]	train-mlogloss:1.46515	validation-mlogloss:1.52541
[487]	train-mlogloss:1.46471	validation-mlogloss:1.52502
[488]	train-mlogloss:1.46425	validation-mlogloss:1.52457
[489]	train-mlogloss:1.46380	validation-mlogloss:1.52423
[490]	train-mlogloss:1.46335	validation-mlogloss:1.52403
[491]	train-mlogloss:1.46286	validation-mlogloss:1.52365
[492]	train-mlogloss:1.46234	validation-mlogloss:1.52321
[493]	train-mlogloss:1.46188	validation-mlogloss:1.52287
[494]	train-mlogloss:1.46145	validation-mlogloss:1.52268
[495]	train-mlogloss:1.46106	validation-mlogloss:1.52243
[496]	train-mlogloss:1.46061	validation-mlogloss:1.52196
[497]	train-mlogloss:1.46017	validation-mlogloss:1.52173
[498]	train-mlogloss:1.45973	validation-mlogloss:1.52134
[499]	train-mlogloss:1.45922	validation-mlogloss:1.52096
[500]	train-mlogloss:1.45876	validation-mlogloss:1.52068
[501]	train-mlogloss:1.45837	validation-mlogloss:1.52039
[502]	train-mlogloss:1.45791	validation-mlogloss:1.52006
[503]	train-mlogloss:1.45745	validation-mlogloss:1.51976
[504]	train-mlogloss:1.45702	validation-mlogloss:1.51957
[505]	train-mlogloss:1.45656	validation-mlogloss:1.51933
[506]	train-mlogloss:1.45611	validation-mlogloss:1.51901
[507]	train-mlogloss:1.45566	validation-mlogloss:1.51875
[508]	train-mlogloss:1.45523	validation-mlogloss:1.51842
[509]	train-mlogloss:1.45478	validation-mlogloss:1.51812
[510]	train-mlogloss:1.45436	validation-mlogloss:1.51790
[511]	train-mlogloss:1.45395	validation-mlogloss:1.51752
[512]	train-mlogloss:1.45348	validation-mlogloss:1.51721
[513]	train-mlogloss:1.45305	validation-mlogloss:1.51701
[514]	train-mlogloss:1.45258	validation-mlogloss:1.51672
[515]	train-mlogloss:1.45214	validation-mlogloss:1.51632
[516]	train-mlogloss:1.45165	validation-mlogloss:1.51606
[517]	train-mlogloss:1.45123	validation-mlogloss:1.51571
[518]	train-mlogloss:1.45082	validation-mlogloss:1.51549
[519]	train-mlogloss:1.45035	validation-mlogloss:1.51512
[520]	train-mlogloss:1.44997	validation-mlogloss:1.51475
[521]	train-mlogloss:1.44957	validation-mlogloss:1.51447
[522]	train-mlogloss:1.44916	validation-mlogloss:1.51418
[523]	train-mlogloss:1.44879	validation-mlogloss:1.51393
[524]	train-mlogloss:1.44834	validation-mlogloss:1.51365
[525]	train-mlogloss:1.44794	validation-mlogloss:1.51332
[526]	train-mlogloss:1.44755	validation-mlogloss:1.51304
[527]	train-mlogloss:1.44713	validation-mlogloss:1.51286
[528]	train-mlogloss:1.44672	validation-mlogloss:1.51257
[529]	train-mlogloss:1.44633	validation-mlogloss:1.51229
[530]	train-mlogloss:1.44593	validation-mlogloss:1.51205
[531]	train-mlogloss:1.44550	validation-mlogloss:1.51170
[532]	train-mlogloss:1.44508	validation-mlogloss:1.51145
[533]	train-mlogloss:1.44465	validation-mlogloss:1.51116
[534]	train-mlogloss:1.44422	validation-mlogloss:1.51088
[535]	train-mlogloss:1.44384	validation-mlogloss:1.51056
[536]	train-mlogloss:1.44350	validation-mlogloss:1.51029
[537]	train-mlogloss:1.44309	validation-mlogloss:1.51004
[538]	train-mlogloss:1.44274	validation-mlogloss:1.50986
[539]	train-mlogloss:1.44239	validation-mlogloss:1.50959
[540]	train-mlogloss:1.44199	validation-mlogloss:1.50931
[541]	train-mlogloss:1.44161	validation-mlogloss:1.50907
[542]	train-mlogloss:1.44121	validation-mlogloss:1.50881
[543]	train-mlogloss:1.44082	validation-mlogloss:1.50852
[544]	train-mlogloss:1.44037	validation-mlogloss:1.50834
[545]	train-mlogloss:1.43996	validation-mlogloss:1.50805
[546]	train-mlogloss:1.43963	validation-mlogloss:1.50784
[547]	train-mlogloss:1.43927	validation-mlogloss:1.50758
[548]	train-mlogloss:1.43889	validation-mlogloss:1.50733
[549]	train-mlogloss:1.43856	validation-mlogloss:1.50706
[550]	train-mlogloss:1.43824	validation-mlogloss:1.50681
[551]	train-mlogloss:1.43787	validation-mlogloss:1.50653
[552]	train-mlogloss:1.43746	validation-mlogloss:1.50628
[553]	train-mlogloss:1.43713	validation-mlogloss:1.50606
[554]	train-mlogloss:1.43674	validation-mlogloss:1.50591
[555]	train-mlogloss:1.43636	validation-mlogloss:1.50554
[556]	train-mlogloss:1.43600	validation-mlogloss:1.50528
[557]	train-mlogloss:1.43559	validation-mlogloss:1.50505
[558]	train-mlogloss:1.43521	validation-mlogloss:1.50476
[559]	train-mlogloss:1.43476	validation-mlogloss:1.50436
[560]	train-mlogloss:1.43440	validation-mlogloss:1.50407
[561]	train-mlogloss:1.43402	validation-mlogloss:1.50375
[562]	train-mlogloss:1.43361	validation-mlogloss:1.50361
[563]	train-mlogloss:1.43325	validation-mlogloss:1.50344
[564]	train-mlogloss:1.43286	validation-mlogloss:1.50317
[565]	train-mlogloss:1.43249	validation-mlogloss:1.50300
[566]	train-mlogloss:1.43220	validation-mlogloss:1.50280
[567]	train-mlogloss:1.43185	validation-mlogloss:1.50254
[568]	train-mlogloss:1.43150	validation-mlogloss:1.50227
[569]	train-mlogloss:1.43114	validation-mlogloss:1.50197
[570]	train-mlogloss:1.43080	validation-mlogloss:1.50179
[571]	train-mlogloss:1.43053	validation-mlogloss:1.50162
[572]	train-mlogloss:1.43016	validation-mlogloss:1.50130
[573]	train-mlogloss:1.42976	validation-mlogloss:1.50111
[574]	train-mlogloss:1.42940	validation-mlogloss:1.50086
[575]	train-mlogloss:1.42907	validation-mlogloss:1.50068
[576]	train-mlogloss:1.42875	validation-mlogloss:1.50058
[577]	train-mlogloss:1.42843	validation-mlogloss:1.50031
[578]	train-mlogloss:1.42806	validation-mlogloss:1.50007
[579]	train-mlogloss:1.42765	validation-mlogloss:1.49981
[580]	train-mlogloss:1.42734	validation-mlogloss:1.49960
[581]	train-mlogloss:1.42698	validation-mlogloss:1.49937
[582]	train-mlogloss:1.42666	validation-mlogloss:1.49915
[583]	train-mlogloss:1.42634	validation-mlogloss:1.49897
[584]	train-mlogloss:1.42604	validation-mlogloss:1.49877
[585]	train-mlogloss:1.42565	validation-mlogloss:1.49845
[586]	train-mlogloss:1.42530	validation-mlogloss:1.49836
[587]	train-mlogloss:1.42495	validation-mlogloss:1.49815
[588]	train-mlogloss:1.42456	validation-mlogloss:1.49797
[589]	train-mlogloss:1.42424	validation-mlogloss:1.49770
[590]	train-mlogloss:1.42389	validation-mlogloss:1.49750
[591]	train-mlogloss:1.42355	validation-mlogloss:1.49733
[592]	train-mlogloss:1.42323	validation-mlogloss:1.49718
[593]	train-mlogloss:1.42291	validation-mlogloss:1.49702
[594]	train-mlogloss:1.42263	validation-mlogloss:1.49686
[595]	train-mlogloss:1.42237	validation-mlogloss:1.49665
[596]	train-mlogloss:1.42205	validation-mlogloss:1.49645
[597]	train-mlogloss:1.42177	validation-mlogloss:1.49625
[598]	train-mlogloss:1.42146	validation-mlogloss:1.49608
[599]	train-mlogloss:1.42111	validation-mlogloss:1.49584
[600]	train-mlogloss:1.42080	validation-mlogloss:1.49563
[601]	train-mlogloss:1.42045	validation-mlogloss:1.49534
[602]	train-mlogloss:1.42016	validation-mlogloss:1.49510
[603]	train-mlogloss:1.41981	validation-mlogloss:1.49489
[604]	train-mlogloss:1.41947	validation-mlogloss:1.49470
[605]	train-mlogloss:1.41919	validation-mlogloss:1.49444
[606]	train-mlogloss:1.41882	validation-mlogloss:1.49418
[607]	train-mlogloss:1.41847	validation-mlogloss:1.49399
[608]	train-mlogloss:1.41814	validation-mlogloss:1.49372
[609]	train-mlogloss:1.41782	validation-mlogloss:1.49352
[610]	train-mlogloss:1.41743	validation-mlogloss:1.49332
[611]	train-mlogloss:1.41719	validation-mlogloss:1.49322
[612]	train-mlogloss:1.41689	validation-mlogloss:1.49308
[613]	train-mlogloss:1.41656	validation-mlogloss:1.49293
[614]	train-mlogloss:1.41622	validation-mlogloss:1.49275
[615]	train-mlogloss:1.41589	validation-mlogloss:1.49253
[616]	train-mlogloss:1.41562	validation-mlogloss:1.49225
[617]	train-mlogloss:1.41535	validation-mlogloss:1.49210
[618]	train-mlogloss:1.41505	validation-mlogloss:1.49196
[619]	train-mlogloss:1.41469	validation-mlogloss:1.49183
[620]	train-mlogloss:1.41441	validation-mlogloss:1.49164
[621]	train-mlogloss:1.41410	validation-mlogloss:1.49145
[622]	train-mlogloss:1.41379	validation-mlogloss:1.49119
[623]	train-mlogloss:1.41350	validation-mlogloss:1.49105
[624]	train-mlogloss:1.41318	validation-mlogloss:1.49084
[625]	train-mlogloss:1.41286	validation-mlogloss:1.49063
[626]	train-mlogloss:1.41252	validation-mlogloss:1.49047
[627]	train-mlogloss:1.41224	validation-mlogloss:1.49035
[628]	train-mlogloss:1.41184	validation-mlogloss:1.49012
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.75 [%]
Global accuracy score (test) = 43.55 [%]
Global F1 score (train) = 55.57 [%]
Global F1 score (test) = 42.59 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.20      0.21      0.20       184
 CAMINAR CON MÓVIL O LIBRO       0.30      0.39      0.34       184
       CAMINAR USUAL SPEED       0.27      0.14      0.18       184
            CAMINAR ZIGZAG       0.27      0.28      0.28       184
          DE PIE BARRIENDO       0.46      0.47      0.46       184
   DE PIE DOBLANDO TOALLAS       0.42      0.40      0.41       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.28      0.23      0.25       184
         SENTADO USANDO PC       0.16      0.06      0.09       184
      SENTADO VIENDO LA TV       0.42      0.40      0.41       184
   SUBIR Y BAJAR ESCALERAS       0.58      0.73      0.65       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 7: 43.55 [%]
F1-score capturado en la ejecución 7: 42.59 [%]

=== EJECUCIÓN 8 ===

--- TRAIN (ejecución 8) ---

--- TEST (ejecución 8) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.76 [%]
Global accuracy score (test) = 43.66 [%]
Global F1 score (train) = 55.59 [%]
Global F1 score (test) = 42.58 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.20      0.19      0.20       184
 CAMINAR CON MÓVIL O LIBRO       0.33      0.43      0.37       184
       CAMINAR USUAL SPEED       0.23      0.13      0.17       184
            CAMINAR ZIGZAG       0.27      0.27      0.27       184
          DE PIE BARRIENDO       0.45      0.47      0.46       184
   DE PIE DOBLANDO TOALLAS       0.45      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.39      0.39      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.61      0.73       184
           SENTADO LEYENDO       0.27      0.22      0.24       184
         SENTADO USANDO PC       0.16      0.06      0.09       184
      SENTADO VIENDO LA TV       0.39      0.38      0.39       184
   SUBIR Y BAJAR ESCALERAS       0.55      0.72      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 8: 43.66 [%]
F1-score capturado en la ejecución 8: 42.58 [%]

=== EJECUCIÓN 9 ===

--- TRAIN (ejecución 9) ---

--- TEST (ejecución 9) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.0 [%]
Global accuracy score (test) = 43.15 [%]
Global F1 score (train) = 55.83 [%]
Global F1 score (test) = 42.21 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.20      0.19      0.20       184
 CAMINAR CON MÓVIL O LIBRO       0.32      0.42      0.36       184
       CAMINAR USUAL SPEED       0.25      0.14      0.18       184
            CAMINAR ZIGZAG       0.29      0.32      0.31       184
          DE PIE BARRIENDO       0.46      0.48      0.47       184
   DE PIE DOBLANDO TOALLAS       0.44      0.39      0.41       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.41      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.27      0.23      0.25       184
         SENTADO USANDO PC       0.15      0.06      0.09       184
      SENTADO VIENDO LA TV       0.35      0.31      0.33       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.71      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 9: 43.15 [%]
F1-score capturado en la ejecución 9: 42.21 [%]

=== EJECUCIÓN 10 ===

--- TRAIN (ejecución 10) ---

--- TEST (ejecución 10) ---
2025-11-07 10:23:18.598162: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:23:18.609206: 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 00:00:1762507398.622311 2383073 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507398.626301 2383073 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507398.636786 2383073 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507398.636804 2383073 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507398.636807 2383073 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507398.636808 2383073 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:23:18.639877: 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:2.69728	validation-mlogloss:2.69712
[1]	train-mlogloss:2.68680	validation-mlogloss:2.68635
[2]	train-mlogloss:2.67593	validation-mlogloss:2.67539
[3]	train-mlogloss:2.66505	validation-mlogloss:2.66445
[4]	train-mlogloss:2.65493	validation-mlogloss:2.65447
[5]	train-mlogloss:2.64485	validation-mlogloss:2.64453
[6]	train-mlogloss:2.63448	validation-mlogloss:2.63418
[7]	train-mlogloss:2.62441	validation-mlogloss:2.62406
[8]	train-mlogloss:2.61444	validation-mlogloss:2.61417
[9]	train-mlogloss:2.60449	validation-mlogloss:2.60417
[10]	train-mlogloss:2.59491	validation-mlogloss:2.59453
[11]	train-mlogloss:2.58550	validation-mlogloss:2.58491
[12]	train-mlogloss:2.57573	validation-mlogloss:2.57500
[13]	train-mlogloss:2.56601	validation-mlogloss:2.56518
[14]	train-mlogloss:2.55675	validation-mlogloss:2.55599
[15]	train-mlogloss:2.54758	validation-mlogloss:2.54679
[16]	train-mlogloss:2.53826	validation-mlogloss:2.53749
[17]	train-mlogloss:2.52899	validation-mlogloss:2.52851
[18]	train-mlogloss:2.51989	validation-mlogloss:2.51937
[19]	train-mlogloss:2.51068	validation-mlogloss:2.51006
[20]	train-mlogloss:2.50153	validation-mlogloss:2.50088
[21]	train-mlogloss:2.49285	validation-mlogloss:2.49231
[22]	train-mlogloss:2.48412	validation-mlogloss:2.48355
[23]	train-mlogloss:2.47537	validation-mlogloss:2.47475
[24]	train-mlogloss:2.46678	validation-mlogloss:2.46608
[25]	train-mlogloss:2.45854	validation-mlogloss:2.45794
[26]	train-mlogloss:2.45027	validation-mlogloss:2.44958
[27]	train-mlogloss:2.44205	validation-mlogloss:2.44118
[28]	train-mlogloss:2.43383	validation-mlogloss:2.43306
[29]	train-mlogloss:2.42581	validation-mlogloss:2.42490
[30]	train-mlogloss:2.41741	validation-mlogloss:2.41663
[31]	train-mlogloss:2.40970	validation-mlogloss:2.40880
[32]	train-mlogloss:2.40197	validation-mlogloss:2.40088
[33]	train-mlogloss:2.39383	validation-mlogloss:2.39282
[34]	train-mlogloss:2.38608	validation-mlogloss:2.38512
[35]	train-mlogloss:2.37846	validation-mlogloss:2.37746
[36]	train-mlogloss:2.37085	validation-mlogloss:2.36979
[37]	train-mlogloss:2.36312	validation-mlogloss:2.36226
[38]	train-mlogloss:2.35601	validation-mlogloss:2.35510
[39]	train-mlogloss:2.34880	validation-mlogloss:2.34799
[40]	train-mlogloss:2.34145	validation-mlogloss:2.34070
[41]	train-mlogloss:2.33416	validation-mlogloss:2.33349
[42]	train-mlogloss:2.32705	validation-mlogloss:2.32620
[43]	train-mlogloss:2.31992	validation-mlogloss:2.31913
[44]	train-mlogloss:2.31283	validation-mlogloss:2.31207
[45]	train-mlogloss:2.30613	validation-mlogloss:2.30547
[46]	train-mlogloss:2.29935	validation-mlogloss:2.29894
[47]	train-mlogloss:2.29276	validation-mlogloss:2.29252
[48]	train-mlogloss:2.28597	validation-mlogloss:2.28597
[49]	train-mlogloss:2.27958	validation-mlogloss:2.27975
[50]	train-mlogloss:2.27287	validation-mlogloss:2.27306
[51]	train-mlogloss:2.26650	validation-mlogloss:2.26671
[52]	train-mlogloss:2.26022	validation-mlogloss:2.26038
[53]	train-mlogloss:2.25408	validation-mlogloss:2.25421
[54]	train-mlogloss:2.24827	validation-mlogloss:2.24840
[55]	train-mlogloss:2.24209	validation-mlogloss:2.24246
[56]	train-mlogloss:2.23606	validation-mlogloss:2.23661
[57]	train-mlogloss:2.23002	validation-mlogloss:2.23069
[58]	train-mlogloss:2.22416	validation-mlogloss:2.22491
[59]	train-mlogloss:2.21815	validation-mlogloss:2.21887
[60]	train-mlogloss:2.21197	validation-mlogloss:2.21298
[61]	train-mlogloss:2.20632	validation-mlogloss:2.20727
[62]	train-mlogloss:2.20052	validation-mlogloss:2.20144
[63]	train-mlogloss:2.19466	validation-mlogloss:2.19587
[64]	train-mlogloss:2.18887	validation-mlogloss:2.19015
[65]	train-mlogloss:2.18330	validation-mlogloss:2.18487
[66]	train-mlogloss:2.17774	validation-mlogloss:2.17963
[67]	train-mlogloss:2.17205	validation-mlogloss:2.17412
[68]	train-mlogloss:2.16638	validation-mlogloss:2.16870
[69]	train-mlogloss:2.16104	validation-mlogloss:2.16353
[70]	train-mlogloss:2.15572	validation-mlogloss:2.15849
[71]	train-mlogloss:2.15035	validation-mlogloss:2.15307
[72]	train-mlogloss:2.14508	validation-mlogloss:2.14786
[73]	train-mlogloss:2.13960	validation-mlogloss:2.14228
[74]	train-mlogloss:2.13414	validation-mlogloss:2.13689
[75]	train-mlogloss:2.12910	validation-mlogloss:2.13188
[76]	train-mlogloss:2.12391	validation-mlogloss:2.12684
[77]	train-mlogloss:2.11895	validation-mlogloss:2.12207
[78]	train-mlogloss:2.11402	validation-mlogloss:2.11749
[79]	train-mlogloss:2.10913	validation-mlogloss:2.11277
[80]	train-mlogloss:2.10442	validation-mlogloss:2.10803
[81]	train-mlogloss:2.09955	validation-mlogloss:2.10311
[82]	train-mlogloss:2.09466	validation-mlogloss:2.09842
[83]	train-mlogloss:2.09020	validation-mlogloss:2.09418
[84]	train-mlogloss:2.08554	validation-mlogloss:2.08963
[85]	train-mlogloss:2.08082	validation-mlogloss:2.08514
[86]	train-mlogloss:2.07622	validation-mlogloss:2.08079
[87]	train-mlogloss:2.07162	validation-mlogloss:2.07619
[88]	train-mlogloss:2.06722	validation-mlogloss:2.07177
[89]	train-mlogloss:2.06277	validation-mlogloss:2.06750
[90]	train-mlogloss:2.05823	validation-mlogloss:2.06315
[91]	train-mlogloss:2.05393	validation-mlogloss:2.05887
[92]	train-mlogloss:2.04956	validation-mlogloss:2.05443
[93]	train-mlogloss:2.04542	validation-mlogloss:2.05023
[94]	train-mlogloss:2.04110	validation-mlogloss:2.04611
[95]	train-mlogloss:2.03686	validation-mlogloss:2.04195
[96]	train-mlogloss:2.03276	validation-mlogloss:2.03795
[97]	train-mlogloss:2.02842	validation-mlogloss:2.03379
[98]	train-mlogloss:2.02444	validation-mlogloss:2.02985
[99]	train-mlogloss:2.02028	validation-mlogloss:2.02596
[100]	train-mlogloss:2.01634	validation-mlogloss:2.02211
[101]	train-mlogloss:2.01233	validation-mlogloss:2.01833
[102]	train-mlogloss:2.00818	validation-mlogloss:2.01444
[103]	train-mlogloss:2.00439	validation-mlogloss:2.01071
[104]	train-mlogloss:2.00045	validation-mlogloss:2.00682
[105]	train-mlogloss:1.99647	validation-mlogloss:2.00314
[106]	train-mlogloss:1.99273	validation-mlogloss:1.99955
[107]	train-mlogloss:1.98889	validation-mlogloss:1.99604
[108]	train-mlogloss:1.98527	validation-mlogloss:1.99256
[109]	train-mlogloss:1.98149	validation-mlogloss:1.98881
[110]	train-mlogloss:1.97763	validation-mlogloss:1.98522
[111]	train-mlogloss:1.97389	validation-mlogloss:1.98161
[112]	train-mlogloss:1.97024	validation-mlogloss:1.97815
[113]	train-mlogloss:1.96661	validation-mlogloss:1.97474
[114]	train-mlogloss:1.96307	validation-mlogloss:1.97130
[115]	train-mlogloss:1.95965	validation-mlogloss:1.96815
[116]	train-mlogloss:1.95599	validation-mlogloss:1.96448
[117]	train-mlogloss:1.95256	validation-mlogloss:1.96137
[118]	train-mlogloss:1.94910	validation-mlogloss:1.95820
[119]	train-mlogloss:1.94549	validation-mlogloss:1.95503
[120]	train-mlogloss:1.94208	validation-mlogloss:1.95168
[121]	train-mlogloss:1.93868	validation-mlogloss:1.94842
[122]	train-mlogloss:1.93514	validation-mlogloss:1.94502
[123]	train-mlogloss:1.93178	validation-mlogloss:1.94196
[124]	train-mlogloss:1.92844	validation-mlogloss:1.93866
[125]	train-mlogloss:1.92526	validation-mlogloss:1.93561
[126]	train-mlogloss:1.92196	validation-mlogloss:1.93248
[127]	train-mlogloss:1.91854	validation-mlogloss:1.92933
[128]	train-mlogloss:1.91539	validation-mlogloss:1.92629
[129]	train-mlogloss:1.91210	validation-mlogloss:1.92342
[130]	train-mlogloss:1.90882	validation-mlogloss:1.92038
[131]	train-mlogloss:1.90560	validation-mlogloss:1.91722
[132]	train-mlogloss:1.90254	validation-mlogloss:1.91438
[133]	train-mlogloss:1.89950	validation-mlogloss:1.91147
[134]	train-mlogloss:1.89649	validation-mlogloss:1.90837
[135]	train-mlogloss:1.89345	validation-mlogloss:1.90547
[136]	train-mlogloss:1.89030	validation-mlogloss:1.90257
[137]	train-mlogloss:1.88727	validation-mlogloss:1.89970
[138]	train-mlogloss:1.88451	validation-mlogloss:1.89706
[139]	train-mlogloss:1.88171	validation-mlogloss:1.89423
[140]	train-mlogloss:1.87874	validation-mlogloss:1.89136
[141]	train-mlogloss:1.87589	validation-mlogloss:1.88861
[142]	train-mlogloss:1.87304	validation-mlogloss:1.88589
[143]	train-mlogloss:1.87012	validation-mlogloss:1.88300
[144]	train-mlogloss:1.86740	validation-mlogloss:1.88037
[145]	train-mlogloss:1.86449	validation-mlogloss:1.87752
[146]	train-mlogloss:1.86156	validation-mlogloss:1.87484
[147]	train-mlogloss:1.85876	validation-mlogloss:1.87229
[148]	train-mlogloss:1.85593	validation-mlogloss:1.86948
[149]	train-mlogloss:1.85326	validation-mlogloss:1.86684
[150]	train-mlogloss:1.85049	validation-mlogloss:1.86437
[151]	train-mlogloss:1.84791	validation-mlogloss:1.86194
[152]	train-mlogloss:1.84503	validation-mlogloss:1.85926
[153]	train-mlogloss:1.84241	validation-mlogloss:1.85683
[154]	train-mlogloss:1.83979	validation-mlogloss:1.85431
[155]	train-mlogloss:1.83739	validation-mlogloss:1.85192
[156]	train-mlogloss:1.83490	validation-mlogloss:1.84961
[157]	train-mlogloss:1.83228	validation-mlogloss:1.84708
[158]	train-mlogloss:1.82973	validation-mlogloss:1.84462
[159]	train-mlogloss:1.82703	validation-mlogloss:1.84215
[160]	train-mlogloss:1.82450	validation-mlogloss:1.83978
[161]	train-mlogloss:1.82195	validation-mlogloss:1.83745
[162]	train-mlogloss:1.81954	validation-mlogloss:1.83530
[163]	train-mlogloss:1.81711	validation-mlogloss:1.83301
[164]	train-mlogloss:1.81462	validation-mlogloss:1.83086
[165]	train-mlogloss:1.81212	validation-mlogloss:1.82864
[166]	train-mlogloss:1.80972	validation-mlogloss:1.82608
[167]	train-mlogloss:1.80727	validation-mlogloss:1.82362
[168]	train-mlogloss:1.80484	validation-mlogloss:1.82133
[169]	train-mlogloss:1.80227	validation-mlogloss:1.81902
[170]	train-mlogloss:1.80003	validation-mlogloss:1.81692
[171]	train-mlogloss:1.79764	validation-mlogloss:1.81454
[172]	train-mlogloss:1.79532	validation-mlogloss:1.81208
[173]	train-mlogloss:1.79284	validation-mlogloss:1.80966
[174]	train-mlogloss:1.79042	validation-mlogloss:1.80726
[175]	train-mlogloss:1.78809	validation-mlogloss:1.80506
[176]	train-mlogloss:1.78580	validation-mlogloss:1.80306
[177]	train-mlogloss:1.78358	validation-mlogloss:1.80107
[178]	train-mlogloss:1.78128	validation-mlogloss:1.79907
[179]	train-mlogloss:1.77904	validation-mlogloss:1.79699
[180]	train-mlogloss:1.77684	validation-mlogloss:1.79498
[181]	train-mlogloss:1.77458	validation-mlogloss:1.79280
[182]	train-mlogloss:1.77247	validation-mlogloss:1.79078
[183]	train-mlogloss:1.77030	validation-mlogloss:1.78854
[184]	train-mlogloss:1.76812	validation-mlogloss:1.78644
[185]	train-mlogloss:1.76602	validation-mlogloss:1.78446
[186]	train-mlogloss:1.76394	validation-mlogloss:1.78249
[187]	train-mlogloss:1.76178	validation-mlogloss:1.78052
[188]	train-mlogloss:1.75975	validation-mlogloss:1.77866
[189]	train-mlogloss:1.75768	validation-mlogloss:1.77687
[190]	train-mlogloss:1.75554	validation-mlogloss:1.77497
[191]	train-mlogloss:1.75357	validation-mlogloss:1.77304
[192]	train-mlogloss:1.75151	validation-mlogloss:1.77106
[193]	train-mlogloss:1.74949	validation-mlogloss:1.76921
[194]	train-mlogloss:1.74748	validation-mlogloss:1.76741
[195]	train-mlogloss:1.74559	validation-mlogloss:1.76558
[196]	train-mlogloss:1.74357	validation-mlogloss:1.76368
[197]	train-mlogloss:1.74163	validation-mlogloss:1.76190
[198]	train-mlogloss:1.73974	validation-mlogloss:1.76015
[199]	train-mlogloss:1.73775	validation-mlogloss:1.75828
[200]	train-mlogloss:1.73588	validation-mlogloss:1.75641
[201]	train-mlogloss:1.73400	validation-mlogloss:1.75460
[202]	train-mlogloss:1.73214	validation-mlogloss:1.75269
[203]	train-mlogloss:1.73014	validation-mlogloss:1.75081
[204]	train-mlogloss:1.72828	validation-mlogloss:1.74895
[205]	train-mlogloss:1.72640	validation-mlogloss:1.74718
[206]	train-mlogloss:1.72449	validation-mlogloss:1.74532
[207]	train-mlogloss:1.72259	validation-mlogloss:1.74354
[208]	train-mlogloss:1.72072	validation-mlogloss:1.74178
[209]	train-mlogloss:1.71901	validation-mlogloss:1.74029
[210]	train-mlogloss:1.71721	validation-mlogloss:1.73872
[211]	train-mlogloss:1.71553	validation-mlogloss:1.73710
[212]	train-mlogloss:1.71378	validation-mlogloss:1.73556
[213]	train-mlogloss:1.71198	validation-mlogloss:1.73401
[214]	train-mlogloss:1.71030	validation-mlogloss:1.73229
[215]	train-mlogloss:1.70860	validation-mlogloss:1.73086
[216]	train-mlogloss:1.70676	validation-mlogloss:1.72892
[217]	train-mlogloss:1.70500	validation-mlogloss:1.72738
[218]	train-mlogloss:1.70319	validation-mlogloss:1.72573
[219]	train-mlogloss:1.70145	validation-mlogloss:1.72435
[220]	train-mlogloss:1.69973	validation-mlogloss:1.72296
[221]	train-mlogloss:1.69797	validation-mlogloss:1.72124
[222]	train-mlogloss:1.69631	validation-mlogloss:1.71982
[223]	train-mlogloss:1.69472	validation-mlogloss:1.71822
[224]	train-mlogloss:1.69310	validation-mlogloss:1.71672
[225]	train-mlogloss:1.69149	validation-mlogloss:1.71532
[226]	train-mlogloss:1.68979	validation-mlogloss:1.71390
[227]	train-mlogloss:1.68830	validation-mlogloss:1.71265
[228]	train-mlogloss:1.68676	validation-mlogloss:1.71144
[229]	train-mlogloss:1.68517	validation-mlogloss:1.70988
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[566]	train-mlogloss:1.43223	validation-mlogloss:1.50059
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[600]	train-mlogloss:1.42059	validation-mlogloss:1.49368
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[602]	train-mlogloss:1.41995	validation-mlogloss:1.49317
[603]	train-mlogloss:1.41959	validation-mlogloss:1.49299
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[606]	train-mlogloss:1.41861	validation-mlogloss:1.49243
[607]	train-mlogloss:1.41829	validation-mlogloss:1.49225
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[610]	train-mlogloss:1.41731	validation-mlogloss:1.49154
[611]	train-mlogloss:1.41701	validation-mlogloss:1.49134
[612]	train-mlogloss:1.41670	validation-mlogloss:1.49105
[613]	train-mlogloss:1.41636	validation-mlogloss:1.49078
[614]	train-mlogloss:1.41600	validation-mlogloss:1.49053
[615]	train-mlogloss:1.41561	validation-mlogloss:1.49039
[616]	train-mlogloss:1.41530	validation-mlogloss:1.49026
[617]	train-mlogloss:1.41495	validation-mlogloss:1.49009
[618]	train-mlogloss:1.41467	validation-mlogloss:1.48994
[619]	train-mlogloss:1.41432	validation-mlogloss:1.48969
[620]	train-mlogloss:1.41399	validation-mlogloss:1.48958
[621]	train-mlogloss:1.41366	validation-mlogloss:1.48939
[622]	train-mlogloss:1.41333	validation-mlogloss:1.48925
[623]	train-mlogloss:1.41308	validation-mlogloss:1.48910
[624]	train-mlogloss:1.41277	validation-mlogloss:1.48888
[625]	train-mlogloss:1.41248	validation-mlogloss:1.48860
[626]	train-mlogloss:1.41219	validation-mlogloss:1.48850
[627]	train-mlogloss:1.41185	validation-mlogloss:1.48825
[628]	train-mlogloss:1.41163	validation-mlogloss:1.48810
Saved model to disk.
2025-11-07 10:23:45.340061: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:23:45.351691: 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 00:00:1762507425.365953 2383499 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507425.370346 2383499 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507425.380920 2383499 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507425.380941 2383499 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507425.380943 2383499 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507425.380945 2383499 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:23:45.384179: 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:2.68691	validation-mlogloss:2.68645
[2]	train-mlogloss:2.67614	validation-mlogloss:2.67569
[3]	train-mlogloss:2.66539	validation-mlogloss:2.66483
[4]	train-mlogloss:2.65499	validation-mlogloss:2.65459
[5]	train-mlogloss:2.64474	validation-mlogloss:2.64426
[6]	train-mlogloss:2.63515	validation-mlogloss:2.63429
[7]	train-mlogloss:2.62551	validation-mlogloss:2.62434
[8]	train-mlogloss:2.61571	validation-mlogloss:2.61448
[9]	train-mlogloss:2.60547	validation-mlogloss:2.60436
[10]	train-mlogloss:2.59536	validation-mlogloss:2.59425
[11]	train-mlogloss:2.58593	validation-mlogloss:2.58475
[12]	train-mlogloss:2.57640	validation-mlogloss:2.57522
[13]	train-mlogloss:2.56708	validation-mlogloss:2.56587
[14]	train-mlogloss:2.55733	validation-mlogloss:2.55609
[15]	train-mlogloss:2.54755	validation-mlogloss:2.54611
[16]	train-mlogloss:2.53852	validation-mlogloss:2.53699
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[18]	train-mlogloss:2.51991	validation-mlogloss:2.51801
[19]	train-mlogloss:2.51116	validation-mlogloss:2.50928
[20]	train-mlogloss:2.50224	validation-mlogloss:2.50044
[21]	train-mlogloss:2.49341	validation-mlogloss:2.49150
[22]	train-mlogloss:2.48435	validation-mlogloss:2.48238
[23]	train-mlogloss:2.47554	validation-mlogloss:2.47379
[24]	train-mlogloss:2.46679	validation-mlogloss:2.46509
[25]	train-mlogloss:2.45813	validation-mlogloss:2.45653
[26]	train-mlogloss:2.44951	validation-mlogloss:2.44783
[27]	train-mlogloss:2.44081	validation-mlogloss:2.43932
[28]	train-mlogloss:2.43267	validation-mlogloss:2.43114
[29]	train-mlogloss:2.42471	validation-mlogloss:2.42329
[30]	train-mlogloss:2.41653	validation-mlogloss:2.41497
[31]	train-mlogloss:2.40874	validation-mlogloss:2.40709
[32]	train-mlogloss:2.40066	validation-mlogloss:2.39905
[33]	train-mlogloss:2.39312	validation-mlogloss:2.39162
[34]	train-mlogloss:2.38530	validation-mlogloss:2.38404
[35]	train-mlogloss:2.37775	validation-mlogloss:2.37639
[36]	train-mlogloss:2.36994	validation-mlogloss:2.36879
[37]	train-mlogloss:2.36224	validation-mlogloss:2.36120
[38]	train-mlogloss:2.35484	validation-mlogloss:2.35353
[39]	train-mlogloss:2.34748	validation-mlogloss:2.34587
[40]	train-mlogloss:2.34044	validation-mlogloss:2.33859
[41]	train-mlogloss:2.33327	validation-mlogloss:2.33142
[42]	train-mlogloss:2.32642	validation-mlogloss:2.32441
[43]	train-mlogloss:2.31955	validation-mlogloss:2.31774
[44]	train-mlogloss:2.31273	validation-mlogloss:2.31087
[45]	train-mlogloss:2.30594	validation-mlogloss:2.30415
[46]	train-mlogloss:2.29906	validation-mlogloss:2.29725
[47]	train-mlogloss:2.29261	validation-mlogloss:2.29081
[48]	train-mlogloss:2.28576	validation-mlogloss:2.28414
[49]	train-mlogloss:2.27909	validation-mlogloss:2.27761
[50]	train-mlogloss:2.27268	validation-mlogloss:2.27117
[51]	train-mlogloss:2.26637	validation-mlogloss:2.26483
[52]	train-mlogloss:2.26031	validation-mlogloss:2.25896
[53]	train-mlogloss:2.25394	validation-mlogloss:2.25249
[54]	train-mlogloss:2.24735	validation-mlogloss:2.24619
[55]	train-mlogloss:2.24112	validation-mlogloss:2.24006
[56]	train-mlogloss:2.23505	validation-mlogloss:2.23413
[57]	train-mlogloss:2.22896	validation-mlogloss:2.22804
[58]	train-mlogloss:2.22275	validation-mlogloss:2.22174
[59]	train-mlogloss:2.21702	validation-mlogloss:2.21609
[60]	train-mlogloss:2.21082	validation-mlogloss:2.20998
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[62]	train-mlogloss:2.19899	validation-mlogloss:2.19865
[63]	train-mlogloss:2.19310	validation-mlogloss:2.19289
[64]	train-mlogloss:2.18725	validation-mlogloss:2.18724
[65]	train-mlogloss:2.18179	validation-mlogloss:2.18171
[66]	train-mlogloss:2.17613	validation-mlogloss:2.17619
[67]	train-mlogloss:2.17058	validation-mlogloss:2.17062
[68]	train-mlogloss:2.16510	validation-mlogloss:2.16492
[69]	train-mlogloss:2.15968	validation-mlogloss:2.15987
[70]	train-mlogloss:2.15434	validation-mlogloss:2.15446
[71]	train-mlogloss:2.14896	validation-mlogloss:2.14908
[72]	train-mlogloss:2.14363	validation-mlogloss:2.14400
[73]	train-mlogloss:2.13821	validation-mlogloss:2.13868
[74]	train-mlogloss:2.13318	validation-mlogloss:2.13397
[75]	train-mlogloss:2.12818	validation-mlogloss:2.12941
[76]	train-mlogloss:2.12303	validation-mlogloss:2.12442
[77]	train-mlogloss:2.11809	validation-mlogloss:2.11949
[78]	train-mlogloss:2.11333	validation-mlogloss:2.11478
[79]	train-mlogloss:2.10831	validation-mlogloss:2.10988
[80]	train-mlogloss:2.10351	validation-mlogloss:2.10504
[81]	train-mlogloss:2.09880	validation-mlogloss:2.10035
[82]	train-mlogloss:2.09398	validation-mlogloss:2.09574
[83]	train-mlogloss:2.08915	validation-mlogloss:2.09103
[84]	train-mlogloss:2.08462	validation-mlogloss:2.08668
[85]	train-mlogloss:2.07982	validation-mlogloss:2.08215
[86]	train-mlogloss:2.07511	validation-mlogloss:2.07757
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[95]	train-mlogloss:2.03603	validation-mlogloss:2.03947
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[99]	train-mlogloss:2.01953	validation-mlogloss:2.02403
[100]	train-mlogloss:2.01547	validation-mlogloss:2.02006
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[102]	train-mlogloss:2.00733	validation-mlogloss:2.01239
[103]	train-mlogloss:2.00353	validation-mlogloss:2.00877
[104]	train-mlogloss:1.99967	validation-mlogloss:2.00515
[105]	train-mlogloss:1.99582	validation-mlogloss:2.00139
[106]	train-mlogloss:1.99223	validation-mlogloss:1.99817
[107]	train-mlogloss:1.98840	validation-mlogloss:1.99461
[108]	train-mlogloss:1.98464	validation-mlogloss:1.99096
[109]	train-mlogloss:1.98090	validation-mlogloss:1.98750
[110]	train-mlogloss:1.97711	validation-mlogloss:1.98390
[111]	train-mlogloss:1.97328	validation-mlogloss:1.98028
[112]	train-mlogloss:1.96956	validation-mlogloss:1.97679
[113]	train-mlogloss:1.96592	validation-mlogloss:1.97322
[114]	train-mlogloss:1.96229	validation-mlogloss:1.96988
[115]	train-mlogloss:1.95886	validation-mlogloss:1.96665
[116]	train-mlogloss:1.95532	validation-mlogloss:1.96326
[117]	train-mlogloss:1.95182	validation-mlogloss:1.95978
[118]	train-mlogloss:1.94828	validation-mlogloss:1.95636
[119]	train-mlogloss:1.94469	validation-mlogloss:1.95299
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[121]	train-mlogloss:1.93813	validation-mlogloss:1.94701
[122]	train-mlogloss:1.93474	validation-mlogloss:1.94388
[123]	train-mlogloss:1.93146	validation-mlogloss:1.94102
[124]	train-mlogloss:1.92790	validation-mlogloss:1.93765
[125]	train-mlogloss:1.92466	validation-mlogloss:1.93453
[126]	train-mlogloss:1.92148	validation-mlogloss:1.93155
[127]	train-mlogloss:1.91816	validation-mlogloss:1.92854
[128]	train-mlogloss:1.91515	validation-mlogloss:1.92571
[129]	train-mlogloss:1.91193	validation-mlogloss:1.92267
[130]	train-mlogloss:1.90888	validation-mlogloss:1.91981
[131]	train-mlogloss:1.90555	validation-mlogloss:1.91660
[132]	train-mlogloss:1.90239	validation-mlogloss:1.91369
[133]	train-mlogloss:1.89934	validation-mlogloss:1.91074
[134]	train-mlogloss:1.89634	validation-mlogloss:1.90774
[135]	train-mlogloss:1.89323	validation-mlogloss:1.90477
[136]	train-mlogloss:1.89011	validation-mlogloss:1.90174
[137]	train-mlogloss:1.88710	validation-mlogloss:1.89881
[138]	train-mlogloss:1.88397	validation-mlogloss:1.89588
[139]	train-mlogloss:1.88091	validation-mlogloss:1.89310
[140]	train-mlogloss:1.87795	validation-mlogloss:1.89024
[141]	train-mlogloss:1.87474	validation-mlogloss:1.88706
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[143]	train-mlogloss:1.86910	validation-mlogloss:1.88152
[144]	train-mlogloss:1.86625	validation-mlogloss:1.87876
[145]	train-mlogloss:1.86346	validation-mlogloss:1.87619
[146]	train-mlogloss:1.86067	validation-mlogloss:1.87350
[147]	train-mlogloss:1.85784	validation-mlogloss:1.87091
[148]	train-mlogloss:1.85499	validation-mlogloss:1.86817
[149]	train-mlogloss:1.85221	validation-mlogloss:1.86565
[150]	train-mlogloss:1.84952	validation-mlogloss:1.86299
[151]	train-mlogloss:1.84678	validation-mlogloss:1.86045
[152]	train-mlogloss:1.84403	validation-mlogloss:1.85783
[153]	train-mlogloss:1.84118	validation-mlogloss:1.85505
[154]	train-mlogloss:1.83864	validation-mlogloss:1.85275
[155]	train-mlogloss:1.83604	validation-mlogloss:1.85014
[156]	train-mlogloss:1.83356	validation-mlogloss:1.84785
[157]	train-mlogloss:1.83111	validation-mlogloss:1.84560
[158]	train-mlogloss:1.82856	validation-mlogloss:1.84326
[159]	train-mlogloss:1.82604	validation-mlogloss:1.84075
[160]	train-mlogloss:1.82358	validation-mlogloss:1.83843
[161]	train-mlogloss:1.82105	validation-mlogloss:1.83598
[162]	train-mlogloss:1.81846	validation-mlogloss:1.83346
[163]	train-mlogloss:1.81598	validation-mlogloss:1.83116
[164]	train-mlogloss:1.81358	validation-mlogloss:1.82892
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[169]	train-mlogloss:1.80137	validation-mlogloss:1.81740
[170]	train-mlogloss:1.79900	validation-mlogloss:1.81543
[171]	train-mlogloss:1.79669	validation-mlogloss:1.81336
[172]	train-mlogloss:1.79437	validation-mlogloss:1.81129
[173]	train-mlogloss:1.79193	validation-mlogloss:1.80896
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[176]	train-mlogloss:1.78519	validation-mlogloss:1.80284
[177]	train-mlogloss:1.78294	validation-mlogloss:1.80079
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[604]	train-mlogloss:1.42058	validation-mlogloss:1.49234
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[606]	train-mlogloss:1.42001	validation-mlogloss:1.49200
[607]	train-mlogloss:1.41969	validation-mlogloss:1.49172
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[611]	train-mlogloss:1.41849	validation-mlogloss:1.49080
[612]	train-mlogloss:1.41820	validation-mlogloss:1.49060
[613]	train-mlogloss:1.41786	validation-mlogloss:1.49040
[614]	train-mlogloss:1.41754	validation-mlogloss:1.49017
[615]	train-mlogloss:1.41725	validation-mlogloss:1.49007
[616]	train-mlogloss:1.41694	validation-mlogloss:1.48985
[617]	train-mlogloss:1.41663	validation-mlogloss:1.48974
[618]	train-mlogloss:1.41628	validation-mlogloss:1.48962
[619]	train-mlogloss:1.41598	validation-mlogloss:1.48950
[620]	train-mlogloss:1.41571	validation-mlogloss:1.48935
[621]	train-mlogloss:1.41534	validation-mlogloss:1.48918
[622]	train-mlogloss:1.41503	validation-mlogloss:1.48901
[623]	train-mlogloss:1.41470	validation-mlogloss:1.48882
[624]	train-mlogloss:1.41445	validation-mlogloss:1.48862
[625]	train-mlogloss:1.41416	validation-mlogloss:1.48845
[626]	train-mlogloss:1.41391	validation-mlogloss:1.48823
[627]	train-mlogloss:1.41359	validation-mlogloss:1.48802
[628]	train-mlogloss:1.41329	validation-mlogloss:1.48780
Saved model to disk.
2025-11-07 10:24:11.873414: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:24:11.884812: 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 00:00:1762507451.898520 2383939 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507451.902470 2383939 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507451.912434 2383939 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507451.912455 2383939 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507451.912465 2383939 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507451.912466 2383939 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:24:11.915601: 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:2.67658	validation-mlogloss:2.67626
[3]	train-mlogloss:2.66620	validation-mlogloss:2.66577
[4]	train-mlogloss:2.65566	validation-mlogloss:2.65530
[5]	train-mlogloss:2.64536	validation-mlogloss:2.64508
[6]	train-mlogloss:2.63509	validation-mlogloss:2.63473
[7]	train-mlogloss:2.62490	validation-mlogloss:2.62446
[8]	train-mlogloss:2.61465	validation-mlogloss:2.61418
[9]	train-mlogloss:2.60554	validation-mlogloss:2.60507
[10]	train-mlogloss:2.59593	validation-mlogloss:2.59549
[11]	train-mlogloss:2.58646	validation-mlogloss:2.58594
[12]	train-mlogloss:2.57642	validation-mlogloss:2.57583
[13]	train-mlogloss:2.56662	validation-mlogloss:2.56584
[14]	train-mlogloss:2.55697	validation-mlogloss:2.55603
[15]	train-mlogloss:2.54772	validation-mlogloss:2.54648
[16]	train-mlogloss:2.53843	validation-mlogloss:2.53693
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[19]	train-mlogloss:2.51109	validation-mlogloss:2.50981
[20]	train-mlogloss:2.50215	validation-mlogloss:2.50090
[21]	train-mlogloss:2.49330	validation-mlogloss:2.49200
[22]	train-mlogloss:2.48455	validation-mlogloss:2.48320
[23]	train-mlogloss:2.47569	validation-mlogloss:2.47441
[24]	train-mlogloss:2.46685	validation-mlogloss:2.46547
[25]	train-mlogloss:2.45870	validation-mlogloss:2.45708
[26]	train-mlogloss:2.45052	validation-mlogloss:2.44886
[27]	train-mlogloss:2.44206	validation-mlogloss:2.44027
[28]	train-mlogloss:2.43368	validation-mlogloss:2.43182
[29]	train-mlogloss:2.42562	validation-mlogloss:2.42352
[30]	train-mlogloss:2.41791	validation-mlogloss:2.41575
[31]	train-mlogloss:2.40995	validation-mlogloss:2.40768
[32]	train-mlogloss:2.40179	validation-mlogloss:2.39953
[33]	train-mlogloss:2.39391	validation-mlogloss:2.39165
[34]	train-mlogloss:2.38615	validation-mlogloss:2.38407
[35]	train-mlogloss:2.37824	validation-mlogloss:2.37613
[36]	train-mlogloss:2.37085	validation-mlogloss:2.36889
[37]	train-mlogloss:2.36339	validation-mlogloss:2.36142
[38]	train-mlogloss:2.35616	validation-mlogloss:2.35416
[39]	train-mlogloss:2.34892	validation-mlogloss:2.34698
[40]	train-mlogloss:2.34173	validation-mlogloss:2.34000
[41]	train-mlogloss:2.33457	validation-mlogloss:2.33305
[42]	train-mlogloss:2.32780	validation-mlogloss:2.32630
[43]	train-mlogloss:2.32083	validation-mlogloss:2.31913
[44]	train-mlogloss:2.31368	validation-mlogloss:2.31180
[45]	train-mlogloss:2.30707	validation-mlogloss:2.30513
[46]	train-mlogloss:2.30022	validation-mlogloss:2.29821
[47]	train-mlogloss:2.29341	validation-mlogloss:2.29153
[48]	train-mlogloss:2.28702	validation-mlogloss:2.28518
[49]	train-mlogloss:2.28022	validation-mlogloss:2.27851
[50]	train-mlogloss:2.27364	validation-mlogloss:2.27196
[51]	train-mlogloss:2.26721	validation-mlogloss:2.26577
[52]	train-mlogloss:2.26075	validation-mlogloss:2.25951
[53]	train-mlogloss:2.25472	validation-mlogloss:2.25359
[54]	train-mlogloss:2.24827	validation-mlogloss:2.24730
[55]	train-mlogloss:2.24189	validation-mlogloss:2.24095
[56]	train-mlogloss:2.23584	validation-mlogloss:2.23490
[57]	train-mlogloss:2.22962	validation-mlogloss:2.22884
[58]	train-mlogloss:2.22319	validation-mlogloss:2.22284
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[60]	train-mlogloss:2.21106	validation-mlogloss:2.21108
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[62]	train-mlogloss:2.19940	validation-mlogloss:2.19946
[63]	train-mlogloss:2.19359	validation-mlogloss:2.19380
[64]	train-mlogloss:2.18762	validation-mlogloss:2.18787
[65]	train-mlogloss:2.18203	validation-mlogloss:2.18270
[66]	train-mlogloss:2.17654	validation-mlogloss:2.17716
[67]	train-mlogloss:2.17113	validation-mlogloss:2.17222
[68]	train-mlogloss:2.16556	validation-mlogloss:2.16668
[69]	train-mlogloss:2.16027	validation-mlogloss:2.16140
[70]	train-mlogloss:2.15478	validation-mlogloss:2.15631
[71]	train-mlogloss:2.14948	validation-mlogloss:2.15124
[72]	train-mlogloss:2.14418	validation-mlogloss:2.14593
[73]	train-mlogloss:2.13874	validation-mlogloss:2.14040
[74]	train-mlogloss:2.13357	validation-mlogloss:2.13516
[75]	train-mlogloss:2.12840	validation-mlogloss:2.13032
[76]	train-mlogloss:2.12336	validation-mlogloss:2.12559
[77]	train-mlogloss:2.11822	validation-mlogloss:2.12075
[78]	train-mlogloss:2.11305	validation-mlogloss:2.11583
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[85]	train-mlogloss:2.07935	validation-mlogloss:2.08294
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[102]	train-mlogloss:2.00736	validation-mlogloss:2.01366
[103]	train-mlogloss:2.00344	validation-mlogloss:2.01001
[104]	train-mlogloss:1.99949	validation-mlogloss:2.00623
[105]	train-mlogloss:1.99540	validation-mlogloss:2.00221
[106]	train-mlogloss:1.99135	validation-mlogloss:1.99834
[107]	train-mlogloss:1.98755	validation-mlogloss:1.99467
[108]	train-mlogloss:1.98377	validation-mlogloss:1.99111
[109]	train-mlogloss:1.98009	validation-mlogloss:1.98763
[110]	train-mlogloss:1.97634	validation-mlogloss:1.98405
[111]	train-mlogloss:1.97262	validation-mlogloss:1.98044
[112]	train-mlogloss:1.96893	validation-mlogloss:1.97697
[113]	train-mlogloss:1.96537	validation-mlogloss:1.97359
[114]	train-mlogloss:1.96183	validation-mlogloss:1.97010
[115]	train-mlogloss:1.95818	validation-mlogloss:1.96679
[116]	train-mlogloss:1.95457	validation-mlogloss:1.96325
[117]	train-mlogloss:1.95112	validation-mlogloss:1.95994
[118]	train-mlogloss:1.94759	validation-mlogloss:1.95642
[119]	train-mlogloss:1.94411	validation-mlogloss:1.95322
[120]	train-mlogloss:1.94070	validation-mlogloss:1.94995
[121]	train-mlogloss:1.93736	validation-mlogloss:1.94680
[122]	train-mlogloss:1.93415	validation-mlogloss:1.94386
[123]	train-mlogloss:1.93061	validation-mlogloss:1.94069
[124]	train-mlogloss:1.92733	validation-mlogloss:1.93758
[125]	train-mlogloss:1.92414	validation-mlogloss:1.93459
[126]	train-mlogloss:1.92091	validation-mlogloss:1.93150
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[428]	train-mlogloss:1.49613	validation-mlogloss:1.54533
[429]	train-mlogloss:1.49558	validation-mlogloss:1.54495
[430]	train-mlogloss:1.49503	validation-mlogloss:1.54459
[431]	train-mlogloss:1.49446	validation-mlogloss:1.54409
[432]	train-mlogloss:1.49393	validation-mlogloss:1.54369
[433]	train-mlogloss:1.49336	validation-mlogloss:1.54325
[434]	train-mlogloss:1.49282	validation-mlogloss:1.54284
[435]	train-mlogloss:1.49231	validation-mlogloss:1.54241
[436]	train-mlogloss:1.49174	validation-mlogloss:1.54206
[437]	train-mlogloss:1.49117	validation-mlogloss:1.54166
[438]	train-mlogloss:1.49061	validation-mlogloss:1.54117
[439]	train-mlogloss:1.49008	validation-mlogloss:1.54065
[440]	train-mlogloss:1.48954	validation-mlogloss:1.54014
[441]	train-mlogloss:1.48894	validation-mlogloss:1.53972
[442]	train-mlogloss:1.48840	validation-mlogloss:1.53936
[443]	train-mlogloss:1.48785	validation-mlogloss:1.53897
[444]	train-mlogloss:1.48731	validation-mlogloss:1.53847
[445]	train-mlogloss:1.48678	validation-mlogloss:1.53800
[446]	train-mlogloss:1.48628	validation-mlogloss:1.53759
[447]	train-mlogloss:1.48577	validation-mlogloss:1.53726
[448]	train-mlogloss:1.48528	validation-mlogloss:1.53681
[449]	train-mlogloss:1.48480	validation-mlogloss:1.53639
[450]	train-mlogloss:1.48419	validation-mlogloss:1.53603
[451]	train-mlogloss:1.48373	validation-mlogloss:1.53570
[452]	train-mlogloss:1.48320	validation-mlogloss:1.53539
[453]	train-mlogloss:1.48267	validation-mlogloss:1.53500
[454]	train-mlogloss:1.48211	validation-mlogloss:1.53457
[455]	train-mlogloss:1.48160	validation-mlogloss:1.53410
[456]	train-mlogloss:1.48106	validation-mlogloss:1.53367
[457]	train-mlogloss:1.48046	validation-mlogloss:1.53331
[458]	train-mlogloss:1.47992	validation-mlogloss:1.53292
[459]	train-mlogloss:1.47942	validation-mlogloss:1.53262
[460]	train-mlogloss:1.47887	validation-mlogloss:1.53225
[461]	train-mlogloss:1.47836	validation-mlogloss:1.53180
[462]	train-mlogloss:1.47789	validation-mlogloss:1.53136
[463]	train-mlogloss:1.47733	validation-mlogloss:1.53096
[464]	train-mlogloss:1.47687	validation-mlogloss:1.53076
[465]	train-mlogloss:1.47638	validation-mlogloss:1.53031
[466]	train-mlogloss:1.47589	validation-mlogloss:1.52996
[467]	train-mlogloss:1.47536	validation-mlogloss:1.52969
[468]	train-mlogloss:1.47484	validation-mlogloss:1.52930
[469]	train-mlogloss:1.47437	validation-mlogloss:1.52909
[470]	train-mlogloss:1.47386	validation-mlogloss:1.52874
[471]	train-mlogloss:1.47339	validation-mlogloss:1.52844
[472]	train-mlogloss:1.47287	validation-mlogloss:1.52807
[473]	train-mlogloss:1.47236	validation-mlogloss:1.52777
[474]	train-mlogloss:1.47186	validation-mlogloss:1.52747
[475]	train-mlogloss:1.47140	validation-mlogloss:1.52715
[476]	train-mlogloss:1.47091	validation-mlogloss:1.52667
[477]	train-mlogloss:1.47042	validation-mlogloss:1.52641
[478]	train-mlogloss:1.46996	validation-mlogloss:1.52608
[479]	train-mlogloss:1.46941	validation-mlogloss:1.52568
[480]	train-mlogloss:1.46898	validation-mlogloss:1.52546
[481]	train-mlogloss:1.46853	validation-mlogloss:1.52507
[482]	train-mlogloss:1.46808	validation-mlogloss:1.52479
[483]	train-mlogloss:1.46759	validation-mlogloss:1.52444
[484]	train-mlogloss:1.46706	validation-mlogloss:1.52407
[485]	train-mlogloss:1.46661	validation-mlogloss:1.52364
[486]	train-mlogloss:1.46619	validation-mlogloss:1.52325
[487]	train-mlogloss:1.46569	validation-mlogloss:1.52297
[488]	train-mlogloss:1.46522	validation-mlogloss:1.52273
[489]	train-mlogloss:1.46475	validation-mlogloss:1.52242
[490]	train-mlogloss:1.46423	validation-mlogloss:1.52207
[491]	train-mlogloss:1.46373	validation-mlogloss:1.52176
[492]	train-mlogloss:1.46326	validation-mlogloss:1.52136
[493]	train-mlogloss:1.46281	validation-mlogloss:1.52100
[494]	train-mlogloss:1.46229	validation-mlogloss:1.52069
[495]	train-mlogloss:1.46188	validation-mlogloss:1.52024
[496]	train-mlogloss:1.46141	validation-mlogloss:1.51993
[497]	train-mlogloss:1.46100	validation-mlogloss:1.51967
[498]	train-mlogloss:1.46057	validation-mlogloss:1.51928
[499]	train-mlogloss:1.46011	validation-mlogloss:1.51896
[500]	train-mlogloss:1.45964	validation-mlogloss:1.51855
[501]	train-mlogloss:1.45916	validation-mlogloss:1.51820
[502]	train-mlogloss:1.45872	validation-mlogloss:1.51781
[503]	train-mlogloss:1.45826	validation-mlogloss:1.51758
[504]	train-mlogloss:1.45783	validation-mlogloss:1.51723
[505]	train-mlogloss:1.45735	validation-mlogloss:1.51691
[506]	train-mlogloss:1.45687	validation-mlogloss:1.51663
[507]	train-mlogloss:1.45641	validation-mlogloss:1.51629
[508]	train-mlogloss:1.45598	validation-mlogloss:1.51592
[509]	train-mlogloss:1.45562	validation-mlogloss:1.51565
[510]	train-mlogloss:1.45528	validation-mlogloss:1.51551
[511]	train-mlogloss:1.45488	validation-mlogloss:1.51528
[512]	train-mlogloss:1.45446	validation-mlogloss:1.51497
[513]	train-mlogloss:1.45399	validation-mlogloss:1.51473
[514]	train-mlogloss:1.45356	validation-mlogloss:1.51443
[515]	train-mlogloss:1.45313	validation-mlogloss:1.51416
[516]	train-mlogloss:1.45270	validation-mlogloss:1.51389
[517]	train-mlogloss:1.45225	validation-mlogloss:1.51361
[518]	train-mlogloss:1.45188	validation-mlogloss:1.51337
[519]	train-mlogloss:1.45144	validation-mlogloss:1.51308
[520]	train-mlogloss:1.45099	validation-mlogloss:1.51282
[521]	train-mlogloss:1.45064	validation-mlogloss:1.51244
[522]	train-mlogloss:1.45022	validation-mlogloss:1.51215
[523]	train-mlogloss:1.44982	validation-mlogloss:1.51187
[524]	train-mlogloss:1.44938	validation-mlogloss:1.51158
[525]	train-mlogloss:1.44899	validation-mlogloss:1.51132
[526]	train-mlogloss:1.44860	validation-mlogloss:1.51113
[527]	train-mlogloss:1.44819	validation-mlogloss:1.51083
[528]	train-mlogloss:1.44779	validation-mlogloss:1.51048
[529]	train-mlogloss:1.44736	validation-mlogloss:1.51030
[530]	train-mlogloss:1.44696	validation-mlogloss:1.50998
[531]	train-mlogloss:1.44652	validation-mlogloss:1.50964
[532]	train-mlogloss:1.44611	validation-mlogloss:1.50937
[533]	train-mlogloss:1.44571	validation-mlogloss:1.50918
[534]	train-mlogloss:1.44532	validation-mlogloss:1.50890
[535]	train-mlogloss:1.44493	validation-mlogloss:1.50860
[536]	train-mlogloss:1.44460	validation-mlogloss:1.50824
[537]	train-mlogloss:1.44421	validation-mlogloss:1.50798
[538]	train-mlogloss:1.44381	validation-mlogloss:1.50765
[539]	train-mlogloss:1.44342	validation-mlogloss:1.50737
[540]	train-mlogloss:1.44297	validation-mlogloss:1.50713
[541]	train-mlogloss:1.44258	validation-mlogloss:1.50690
[542]	train-mlogloss:1.44225	validation-mlogloss:1.50672
[543]	train-mlogloss:1.44188	validation-mlogloss:1.50650
[544]	train-mlogloss:1.44150	validation-mlogloss:1.50628
[545]	train-mlogloss:1.44114	validation-mlogloss:1.50596
[546]	train-mlogloss:1.44077	validation-mlogloss:1.50566
[547]	train-mlogloss:1.44038	validation-mlogloss:1.50539
[548]	train-mlogloss:1.44002	validation-mlogloss:1.50503
[549]	train-mlogloss:1.43959	validation-mlogloss:1.50479
[550]	train-mlogloss:1.43922	validation-mlogloss:1.50448
[551]	train-mlogloss:1.43885	validation-mlogloss:1.50420
[552]	train-mlogloss:1.43847	validation-mlogloss:1.50393
[553]	train-mlogloss:1.43807	validation-mlogloss:1.50351
[554]	train-mlogloss:1.43768	validation-mlogloss:1.50350
[555]	train-mlogloss:1.43730	validation-mlogloss:1.50319
[556]	train-mlogloss:1.43692	validation-mlogloss:1.50303
[557]	train-mlogloss:1.43650	validation-mlogloss:1.50276
[558]	train-mlogloss:1.43609	validation-mlogloss:1.50261
[559]	train-mlogloss:1.43569	validation-mlogloss:1.50228
[560]	train-mlogloss:1.43534	validation-mlogloss:1.50203
[561]	train-mlogloss:1.43494	validation-mlogloss:1.50181
[562]	train-mlogloss:1.43459	validation-mlogloss:1.50168
[563]	train-mlogloss:1.43422	validation-mlogloss:1.50140
[564]	train-mlogloss:1.43384	validation-mlogloss:1.50120
[565]	train-mlogloss:1.43353	validation-mlogloss:1.50108
[566]	train-mlogloss:1.43314	validation-mlogloss:1.50097
[567]	train-mlogloss:1.43281	validation-mlogloss:1.50078
[568]	train-mlogloss:1.43247	validation-mlogloss:1.50064
[569]	train-mlogloss:1.43209	validation-mlogloss:1.50043
[570]	train-mlogloss:1.43174	validation-mlogloss:1.50015
[571]	train-mlogloss:1.43143	validation-mlogloss:1.49993
[572]	train-mlogloss:1.43102	validation-mlogloss:1.49976
[573]	train-mlogloss:1.43069	validation-mlogloss:1.49953
[574]	train-mlogloss:1.43033	validation-mlogloss:1.49922
[575]	train-mlogloss:1.42992	validation-mlogloss:1.49904
[576]	train-mlogloss:1.42960	validation-mlogloss:1.49879
[577]	train-mlogloss:1.42924	validation-mlogloss:1.49845
[578]	train-mlogloss:1.42887	validation-mlogloss:1.49825
[579]	train-mlogloss:1.42854	validation-mlogloss:1.49813
[580]	train-mlogloss:1.42822	validation-mlogloss:1.49794
[581]	train-mlogloss:1.42789	validation-mlogloss:1.49763
[582]	train-mlogloss:1.42752	validation-mlogloss:1.49759
[583]	train-mlogloss:1.42717	validation-mlogloss:1.49749
[584]	train-mlogloss:1.42682	validation-mlogloss:1.49735
[585]	train-mlogloss:1.42649	validation-mlogloss:1.49704
[586]	train-mlogloss:1.42613	validation-mlogloss:1.49673
[587]	train-mlogloss:1.42579	validation-mlogloss:1.49659
[588]	train-mlogloss:1.42547	validation-mlogloss:1.49643
[589]	train-mlogloss:1.42516	validation-mlogloss:1.49629
[590]	train-mlogloss:1.42489	validation-mlogloss:1.49604
[591]	train-mlogloss:1.42447	validation-mlogloss:1.49577
[592]	train-mlogloss:1.42416	validation-mlogloss:1.49557
[593]	train-mlogloss:1.42382	validation-mlogloss:1.49531
[594]	train-mlogloss:1.42348	validation-mlogloss:1.49506
[595]	train-mlogloss:1.42316	validation-mlogloss:1.49492
[596]	train-mlogloss:1.42280	validation-mlogloss:1.49465
[597]	train-mlogloss:1.42237	validation-mlogloss:1.49447
[598]	train-mlogloss:1.42204	validation-mlogloss:1.49429
[599]	train-mlogloss:1.42171	validation-mlogloss:1.49402
[600]	train-mlogloss:1.42137	validation-mlogloss:1.49383
[601]	train-mlogloss:1.42102	validation-mlogloss:1.49362
[602]	train-mlogloss:1.42070	validation-mlogloss:1.49343
[603]	train-mlogloss:1.42036	validation-mlogloss:1.49334
[604]	train-mlogloss:1.42004	validation-mlogloss:1.49319
[605]	train-mlogloss:1.41972	validation-mlogloss:1.49297
[606]	train-mlogloss:1.41944	validation-mlogloss:1.49278
[607]	train-mlogloss:1.41912	validation-mlogloss:1.49263
[608]	train-mlogloss:1.41884	validation-mlogloss:1.49241
[609]	train-mlogloss:1.41844	validation-mlogloss:1.49227
[610]	train-mlogloss:1.41803	validation-mlogloss:1.49210
[611]	train-mlogloss:1.41775	validation-mlogloss:1.49188
[612]	train-mlogloss:1.41742	validation-mlogloss:1.49168
[613]	train-mlogloss:1.41707	validation-mlogloss:1.49146
[614]	train-mlogloss:1.41681	validation-mlogloss:1.49131
[615]	train-mlogloss:1.41652	validation-mlogloss:1.49116
[616]	train-mlogloss:1.41615	validation-mlogloss:1.49107
[617]	train-mlogloss:1.41582	validation-mlogloss:1.49089
[618]	train-mlogloss:1.41548	validation-mlogloss:1.49070
[619]	train-mlogloss:1.41518	validation-mlogloss:1.49049
[620]	train-mlogloss:1.41487	validation-mlogloss:1.49030
[621]	train-mlogloss:1.41456	validation-mlogloss:1.49013
[622]	train-mlogloss:1.41429	validation-mlogloss:1.48996
[623]	train-mlogloss:1.41398	validation-mlogloss:1.48981
[624]	train-mlogloss:1.41370	validation-mlogloss:1.48978
[625]	train-mlogloss:1.41337	validation-mlogloss:1.48965
[626]	train-mlogloss:1.41303	validation-mlogloss:1.48955
[627]	train-mlogloss:1.41275	validation-mlogloss:1.48941
[628]	train-mlogloss:1.41245	validation-mlogloss:1.48926
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.89 [%]
Global accuracy score (test) = 43.33 [%]
Global F1 score (train) = 55.75 [%]
Global F1 score (test) = 42.33 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.20      0.22      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.38      0.34       184
       CAMINAR USUAL SPEED       0.27      0.14      0.19       184
            CAMINAR ZIGZAG       0.30      0.27      0.28       184
          DE PIE BARRIENDO       0.47      0.49      0.48       184
   DE PIE DOBLANDO TOALLAS       0.42      0.41      0.41       184
    DE PIE MOVIENDO LIBROS       0.39      0.39      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.56       184
INCREMENTAL CICLOERGOMETRO       0.90      0.59      0.71       184
           SENTADO LEYENDO       0.26      0.22      0.24       184
         SENTADO USANDO PC       0.17      0.07      0.09       184
      SENTADO VIENDO LA TV       0.38      0.36      0.37       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.74      0.62       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 10: 43.33 [%]
F1-score capturado en la ejecución 10: 42.33 [%]

=== EJECUCIÓN 11 ===

--- TRAIN (ejecución 11) ---

--- TEST (ejecución 11) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.0 [%]
Global accuracy score (test) = 43.44 [%]
Global F1 score (train) = 55.83 [%]
Global F1 score (test) = 42.46 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.21      0.20      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.32      0.41      0.36       184
       CAMINAR USUAL SPEED       0.25      0.14      0.18       184
            CAMINAR ZIGZAG       0.29      0.30      0.30       184
          DE PIE BARRIENDO       0.45      0.48      0.46       184
   DE PIE DOBLANDO TOALLAS       0.44      0.39      0.41       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.52      0.65      0.58       184
        FASE REPOSO CON K5       0.42      0.83      0.56       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.24      0.19      0.21       184
         SENTADO USANDO PC       0.21      0.08      0.12       184
      SENTADO VIENDO LA TV       0.38      0.36      0.37       184
   SUBIR Y BAJAR ESCALERAS       0.57      0.73      0.64       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 11: 43.44 [%]
F1-score capturado en la ejecución 11: 42.46 [%]

=== EJECUCIÓN 12 ===

--- TRAIN (ejecución 12) ---

--- TEST (ejecución 12) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.89 [%]
Global accuracy score (test) = 43.77 [%]
Global F1 score (train) = 55.71 [%]
Global F1 score (test) = 42.88 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.20      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.40      0.35       184
       CAMINAR USUAL SPEED       0.25      0.13      0.17       184
            CAMINAR ZIGZAG       0.25      0.28      0.27       184
          DE PIE BARRIENDO       0.45      0.48      0.46       184
   DE PIE DOBLANDO TOALLAS       0.46      0.43      0.45       184
    DE PIE MOVIENDO LIBROS       0.39      0.39      0.39       184
          DE PIE USANDO PC       0.54      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.91      0.59      0.72       184
           SENTADO LEYENDO       0.30      0.26      0.27       184
         SENTADO USANDO PC       0.19      0.08      0.11       184
      SENTADO VIENDO LA TV       0.38      0.34      0.36       184
   SUBIR Y BAJAR ESCALERAS       0.58      0.73      0.65       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 12: 43.77 [%]
F1-score capturado en la ejecución 12: 42.88 [%]

=== EJECUCIÓN 13 ===

--- TRAIN (ejecución 13) ---

--- TEST (ejecución 13) ---
2025-11-07 10:24:38.403200: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:24:38.415843: 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 00:00:1762507478.428978 2384381 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507478.432955 2384381 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507478.442691 2384381 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507478.442710 2384381 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507478.442712 2384381 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507478.442713 2384381 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:24:38.445689: 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:2.69720	validation-mlogloss:2.69728
[1]	train-mlogloss:2.68651	validation-mlogloss:2.68648
[2]	train-mlogloss:2.67594	validation-mlogloss:2.67568
[3]	train-mlogloss:2.66569	validation-mlogloss:2.66528
[4]	train-mlogloss:2.65523	validation-mlogloss:2.65484
[5]	train-mlogloss:2.64483	validation-mlogloss:2.64449
[6]	train-mlogloss:2.63508	validation-mlogloss:2.63462
[7]	train-mlogloss:2.62481	validation-mlogloss:2.62443
[8]	train-mlogloss:2.61497	validation-mlogloss:2.61441
[9]	train-mlogloss:2.60510	validation-mlogloss:2.60445
[10]	train-mlogloss:2.59512	validation-mlogloss:2.59474
[11]	train-mlogloss:2.58494	validation-mlogloss:2.58446
[12]	train-mlogloss:2.57560	validation-mlogloss:2.57516
[13]	train-mlogloss:2.56622	validation-mlogloss:2.56582
[14]	train-mlogloss:2.55643	validation-mlogloss:2.55593
[15]	train-mlogloss:2.54751	validation-mlogloss:2.54687
[16]	train-mlogloss:2.53843	validation-mlogloss:2.53762
[17]	train-mlogloss:2.52901	validation-mlogloss:2.52799
[18]	train-mlogloss:2.51978	validation-mlogloss:2.51846
[19]	train-mlogloss:2.51056	validation-mlogloss:2.50928
[20]	train-mlogloss:2.50171	validation-mlogloss:2.50034
[21]	train-mlogloss:2.49345	validation-mlogloss:2.49214
[22]	train-mlogloss:2.48461	validation-mlogloss:2.48320
[23]	train-mlogloss:2.47583	validation-mlogloss:2.47436
[24]	train-mlogloss:2.46714	validation-mlogloss:2.46576
[25]	train-mlogloss:2.45902	validation-mlogloss:2.45756
[26]	train-mlogloss:2.45063	validation-mlogloss:2.44931
[27]	train-mlogloss:2.44228	validation-mlogloss:2.44082
[28]	train-mlogloss:2.43426	validation-mlogloss:2.43278
[29]	train-mlogloss:2.42629	validation-mlogloss:2.42458
[30]	train-mlogloss:2.41842	validation-mlogloss:2.41675
[31]	train-mlogloss:2.41038	validation-mlogloss:2.40846
[32]	train-mlogloss:2.40288	validation-mlogloss:2.40094
[33]	train-mlogloss:2.39490	validation-mlogloss:2.39288
[34]	train-mlogloss:2.38706	validation-mlogloss:2.38527
[35]	train-mlogloss:2.37928	validation-mlogloss:2.37744
[36]	train-mlogloss:2.37190	validation-mlogloss:2.37001
[37]	train-mlogloss:2.36468	validation-mlogloss:2.36293
[38]	train-mlogloss:2.35724	validation-mlogloss:2.35536
[39]	train-mlogloss:2.34976	validation-mlogloss:2.34812
[40]	train-mlogloss:2.34253	validation-mlogloss:2.34103
[41]	train-mlogloss:2.33548	validation-mlogloss:2.33393
[42]	train-mlogloss:2.32830	validation-mlogloss:2.32695
[43]	train-mlogloss:2.32121	validation-mlogloss:2.31995
[44]	train-mlogloss:2.31432	validation-mlogloss:2.31316
[45]	train-mlogloss:2.30720	validation-mlogloss:2.30611
[46]	train-mlogloss:2.30038	validation-mlogloss:2.29951
[47]	train-mlogloss:2.29361	validation-mlogloss:2.29282
[48]	train-mlogloss:2.28659	validation-mlogloss:2.28584
[49]	train-mlogloss:2.28019	validation-mlogloss:2.27958
[50]	train-mlogloss:2.27380	validation-mlogloss:2.27318
[51]	train-mlogloss:2.26720	validation-mlogloss:2.26668
[52]	train-mlogloss:2.26065	validation-mlogloss:2.26017
[53]	train-mlogloss:2.25439	validation-mlogloss:2.25383
[54]	train-mlogloss:2.24835	validation-mlogloss:2.24770
[55]	train-mlogloss:2.24205	validation-mlogloss:2.24140
[56]	train-mlogloss:2.23571	validation-mlogloss:2.23538
[57]	train-mlogloss:2.22929	validation-mlogloss:2.22909
[58]	train-mlogloss:2.22298	validation-mlogloss:2.22296
[59]	train-mlogloss:2.21674	validation-mlogloss:2.21684
[60]	train-mlogloss:2.21089	validation-mlogloss:2.21100
[61]	train-mlogloss:2.20502	validation-mlogloss:2.20524
[62]	train-mlogloss:2.19907	validation-mlogloss:2.19933
[63]	train-mlogloss:2.19336	validation-mlogloss:2.19405
[64]	train-mlogloss:2.18749	validation-mlogloss:2.18820
[65]	train-mlogloss:2.18186	validation-mlogloss:2.18256
[66]	train-mlogloss:2.17606	validation-mlogloss:2.17685
[67]	train-mlogloss:2.17085	validation-mlogloss:2.17187
[68]	train-mlogloss:2.16531	validation-mlogloss:2.16634
[69]	train-mlogloss:2.15996	validation-mlogloss:2.16103
[70]	train-mlogloss:2.15459	validation-mlogloss:2.15582
[71]	train-mlogloss:2.14921	validation-mlogloss:2.15069
[72]	train-mlogloss:2.14393	validation-mlogloss:2.14555
[73]	train-mlogloss:2.13862	validation-mlogloss:2.14043
[74]	train-mlogloss:2.13341	validation-mlogloss:2.13538
[75]	train-mlogloss:2.12833	validation-mlogloss:2.13053
[76]	train-mlogloss:2.12320	validation-mlogloss:2.12554
[77]	train-mlogloss:2.11810	validation-mlogloss:2.12059
[78]	train-mlogloss:2.11319	validation-mlogloss:2.11573
[79]	train-mlogloss:2.10843	validation-mlogloss:2.11123
[80]	train-mlogloss:2.10351	validation-mlogloss:2.10653
[81]	train-mlogloss:2.09873	validation-mlogloss:2.10170
[82]	train-mlogloss:2.09385	validation-mlogloss:2.09689
[83]	train-mlogloss:2.08896	validation-mlogloss:2.09204
[84]	train-mlogloss:2.08415	validation-mlogloss:2.08733
[85]	train-mlogloss:2.07957	validation-mlogloss:2.08287
[86]	train-mlogloss:2.07498	validation-mlogloss:2.07854
[87]	train-mlogloss:2.07032	validation-mlogloss:2.07386
[88]	train-mlogloss:2.06568	validation-mlogloss:2.06937
[89]	train-mlogloss:2.06130	validation-mlogloss:2.06496
[90]	train-mlogloss:2.05684	validation-mlogloss:2.06057
[91]	train-mlogloss:2.05240	validation-mlogloss:2.05629
[92]	train-mlogloss:2.04807	validation-mlogloss:2.05222
[93]	train-mlogloss:2.04385	validation-mlogloss:2.04814
[94]	train-mlogloss:2.03927	validation-mlogloss:2.04366
[95]	train-mlogloss:2.03511	validation-mlogloss:2.03979
[96]	train-mlogloss:2.03117	validation-mlogloss:2.03605
[97]	train-mlogloss:2.02698	validation-mlogloss:2.03207
[98]	train-mlogloss:2.02291	validation-mlogloss:2.02823
[99]	train-mlogloss:2.01902	validation-mlogloss:2.02454
[100]	train-mlogloss:2.01494	validation-mlogloss:2.02066
[101]	train-mlogloss:2.01104	validation-mlogloss:2.01676
[102]	train-mlogloss:2.00710	validation-mlogloss:2.01296
[103]	train-mlogloss:2.00315	validation-mlogloss:2.00927
[104]	train-mlogloss:1.99919	validation-mlogloss:2.00553
[105]	train-mlogloss:1.99524	validation-mlogloss:2.00191
[106]	train-mlogloss:1.99136	validation-mlogloss:1.99831
[107]	train-mlogloss:1.98772	validation-mlogloss:1.99481
[108]	train-mlogloss:1.98396	validation-mlogloss:1.99121
[109]	train-mlogloss:1.98017	validation-mlogloss:1.98762
[110]	train-mlogloss:1.97625	validation-mlogloss:1.98396
[111]	train-mlogloss:1.97246	validation-mlogloss:1.98036
[112]	train-mlogloss:1.96877	validation-mlogloss:1.97669
[113]	train-mlogloss:1.96505	validation-mlogloss:1.97315
[114]	train-mlogloss:1.96142	validation-mlogloss:1.96978
[115]	train-mlogloss:1.95792	validation-mlogloss:1.96653
[116]	train-mlogloss:1.95449	validation-mlogloss:1.96310
[117]	train-mlogloss:1.95103	validation-mlogloss:1.95996
[118]	train-mlogloss:1.94746	validation-mlogloss:1.95669
[119]	train-mlogloss:1.94404	validation-mlogloss:1.95349
[120]	train-mlogloss:1.94075	validation-mlogloss:1.95038
[121]	train-mlogloss:1.93735	validation-mlogloss:1.94708
[122]	train-mlogloss:1.93401	validation-mlogloss:1.94398
[123]	train-mlogloss:1.93065	validation-mlogloss:1.94074
[124]	train-mlogloss:1.92754	validation-mlogloss:1.93790
[125]	train-mlogloss:1.92423	validation-mlogloss:1.93492
[126]	train-mlogloss:1.92105	validation-mlogloss:1.93182
[127]	train-mlogloss:1.91800	validation-mlogloss:1.92895
[128]	train-mlogloss:1.91476	validation-mlogloss:1.92591
[129]	train-mlogloss:1.91160	validation-mlogloss:1.92291
[130]	train-mlogloss:1.90841	validation-mlogloss:1.91988
[131]	train-mlogloss:1.90542	validation-mlogloss:1.91695
[132]	train-mlogloss:1.90234	validation-mlogloss:1.91422
[133]	train-mlogloss:1.89930	validation-mlogloss:1.91128
[134]	train-mlogloss:1.89620	validation-mlogloss:1.90838
[135]	train-mlogloss:1.89323	validation-mlogloss:1.90560
[136]	train-mlogloss:1.89020	validation-mlogloss:1.90277
[137]	train-mlogloss:1.88712	validation-mlogloss:1.89985
[138]	train-mlogloss:1.88418	validation-mlogloss:1.89709
[139]	train-mlogloss:1.88107	validation-mlogloss:1.89415
[140]	train-mlogloss:1.87821	validation-mlogloss:1.89147
[141]	train-mlogloss:1.87497	validation-mlogloss:1.88833
[142]	train-mlogloss:1.87186	validation-mlogloss:1.88545
[143]	train-mlogloss:1.86886	validation-mlogloss:1.88281
[144]	train-mlogloss:1.86576	validation-mlogloss:1.87987
[145]	train-mlogloss:1.86270	validation-mlogloss:1.87707
[146]	train-mlogloss:1.85989	validation-mlogloss:1.87440
[147]	train-mlogloss:1.85704	validation-mlogloss:1.87166
[148]	train-mlogloss:1.85435	validation-mlogloss:1.86914
[149]	train-mlogloss:1.85161	validation-mlogloss:1.86645
[150]	train-mlogloss:1.84877	validation-mlogloss:1.86375
[151]	train-mlogloss:1.84603	validation-mlogloss:1.86132
[152]	train-mlogloss:1.84338	validation-mlogloss:1.85880
[153]	train-mlogloss:1.84078	validation-mlogloss:1.85632
[154]	train-mlogloss:1.83812	validation-mlogloss:1.85375
[155]	train-mlogloss:1.83559	validation-mlogloss:1.85138
[156]	train-mlogloss:1.83296	validation-mlogloss:1.84891
[157]	train-mlogloss:1.83046	validation-mlogloss:1.84654
[158]	train-mlogloss:1.82797	validation-mlogloss:1.84420
[159]	train-mlogloss:1.82540	validation-mlogloss:1.84175
[160]	train-mlogloss:1.82291	validation-mlogloss:1.83952
[161]	train-mlogloss:1.82039	validation-mlogloss:1.83713
[162]	train-mlogloss:1.81773	validation-mlogloss:1.83448
[163]	train-mlogloss:1.81529	validation-mlogloss:1.83210
[164]	train-mlogloss:1.81279	validation-mlogloss:1.82985
[165]	train-mlogloss:1.81040	validation-mlogloss:1.82759
[166]	train-mlogloss:1.80799	validation-mlogloss:1.82535
[167]	train-mlogloss:1.80549	validation-mlogloss:1.82291
[168]	train-mlogloss:1.80309	validation-mlogloss:1.82066
[169]	train-mlogloss:1.80064	validation-mlogloss:1.81826
[170]	train-mlogloss:1.79823	validation-mlogloss:1.81601
[171]	train-mlogloss:1.79593	validation-mlogloss:1.81385
[172]	train-mlogloss:1.79360	validation-mlogloss:1.81148
[173]	train-mlogloss:1.79134	validation-mlogloss:1.80946
[174]	train-mlogloss:1.78899	validation-mlogloss:1.80721
[175]	train-mlogloss:1.78669	validation-mlogloss:1.80500
[176]	train-mlogloss:1.78442	validation-mlogloss:1.80284
[177]	train-mlogloss:1.78220	validation-mlogloss:1.80066
[178]	train-mlogloss:1.77989	validation-mlogloss:1.79854
[179]	train-mlogloss:1.77758	validation-mlogloss:1.79645
[180]	train-mlogloss:1.77541	validation-mlogloss:1.79436
[181]	train-mlogloss:1.77326	validation-mlogloss:1.79231
[182]	train-mlogloss:1.77100	validation-mlogloss:1.79017
[183]	train-mlogloss:1.76888	validation-mlogloss:1.78813
[184]	train-mlogloss:1.76667	validation-mlogloss:1.78614
[185]	train-mlogloss:1.76459	validation-mlogloss:1.78428
[186]	train-mlogloss:1.76247	validation-mlogloss:1.78223
[187]	train-mlogloss:1.76030	validation-mlogloss:1.78011
[188]	train-mlogloss:1.75824	validation-mlogloss:1.77823
[189]	train-mlogloss:1.75624	validation-mlogloss:1.77628
[190]	train-mlogloss:1.75410	validation-mlogloss:1.77435
[191]	train-mlogloss:1.75213	validation-mlogloss:1.77259
[192]	train-mlogloss:1.75013	validation-mlogloss:1.77065
[193]	train-mlogloss:1.74818	validation-mlogloss:1.76865
[194]	train-mlogloss:1.74619	validation-mlogloss:1.76663
[195]	train-mlogloss:1.74411	validation-mlogloss:1.76456
[196]	train-mlogloss:1.74226	validation-mlogloss:1.76284
[197]	train-mlogloss:1.74034	validation-mlogloss:1.76095
[198]	train-mlogloss:1.73827	validation-mlogloss:1.75895
[199]	train-mlogloss:1.73622	validation-mlogloss:1.75723
[200]	train-mlogloss:1.73414	validation-mlogloss:1.75545
[201]	train-mlogloss:1.73218	validation-mlogloss:1.75374
[202]	train-mlogloss:1.73030	validation-mlogloss:1.75195
[203]	train-mlogloss:1.72848	validation-mlogloss:1.75022
[204]	train-mlogloss:1.72666	validation-mlogloss:1.74854
[205]	train-mlogloss:1.72483	validation-mlogloss:1.74686
[206]	train-mlogloss:1.72302	validation-mlogloss:1.74521
[207]	train-mlogloss:1.72119	validation-mlogloss:1.74365
[208]	train-mlogloss:1.71943	validation-mlogloss:1.74199
[209]	train-mlogloss:1.71753	validation-mlogloss:1.74021
[210]	train-mlogloss:1.71585	validation-mlogloss:1.73851
[211]	train-mlogloss:1.71411	validation-mlogloss:1.73699
[212]	train-mlogloss:1.71238	validation-mlogloss:1.73523
[213]	train-mlogloss:1.71067	validation-mlogloss:1.73369
[214]	train-mlogloss:1.70891	validation-mlogloss:1.73217
[215]	train-mlogloss:1.70716	validation-mlogloss:1.73057
[216]	train-mlogloss:1.70551	validation-mlogloss:1.72900
[217]	train-mlogloss:1.70385	validation-mlogloss:1.72735
[218]	train-mlogloss:1.70221	validation-mlogloss:1.72584
[219]	train-mlogloss:1.70054	validation-mlogloss:1.72439
[220]	train-mlogloss:1.69885	validation-mlogloss:1.72289
[221]	train-mlogloss:1.69716	validation-mlogloss:1.72124
[222]	train-mlogloss:1.69554	validation-mlogloss:1.71981
[223]	train-mlogloss:1.69402	validation-mlogloss:1.71835
[224]	train-mlogloss:1.69234	validation-mlogloss:1.71685
[225]	train-mlogloss:1.69060	validation-mlogloss:1.71511
[226]	train-mlogloss:1.68901	validation-mlogloss:1.71357
[227]	train-mlogloss:1.68738	validation-mlogloss:1.71204
[228]	train-mlogloss:1.68569	validation-mlogloss:1.71039
[229]	train-mlogloss:1.68406	validation-mlogloss:1.70890
[230]	train-mlogloss:1.68242	validation-mlogloss:1.70738
[231]	train-mlogloss:1.68097	validation-mlogloss:1.70586
[232]	train-mlogloss:1.67942	validation-mlogloss:1.70447
[233]	train-mlogloss:1.67788	validation-mlogloss:1.70308
[234]	train-mlogloss:1.67643	validation-mlogloss:1.70179
[235]	train-mlogloss:1.67492	validation-mlogloss:1.70042
[236]	train-mlogloss:1.67340	validation-mlogloss:1.69900
[237]	train-mlogloss:1.67193	validation-mlogloss:1.69759
[238]	train-mlogloss:1.67041	validation-mlogloss:1.69608
[239]	train-mlogloss:1.66891	validation-mlogloss:1.69478
[240]	train-mlogloss:1.66751	validation-mlogloss:1.69352
[241]	train-mlogloss:1.66604	validation-mlogloss:1.69220
[242]	train-mlogloss:1.66456	validation-mlogloss:1.69079
[243]	train-mlogloss:1.66310	validation-mlogloss:1.68936
[244]	train-mlogloss:1.66166	validation-mlogloss:1.68798
[245]	train-mlogloss:1.66024	validation-mlogloss:1.68668
[246]	train-mlogloss:1.65885	validation-mlogloss:1.68547
[247]	train-mlogloss:1.65744	validation-mlogloss:1.68427
[248]	train-mlogloss:1.65602	validation-mlogloss:1.68318
[249]	train-mlogloss:1.65464	validation-mlogloss:1.68203
[250]	train-mlogloss:1.65324	validation-mlogloss:1.68079
[251]	train-mlogloss:1.65181	validation-mlogloss:1.67966
[252]	train-mlogloss:1.65051	validation-mlogloss:1.67842
[253]	train-mlogloss:1.64925	validation-mlogloss:1.67728
[254]	train-mlogloss:1.64795	validation-mlogloss:1.67610
[255]	train-mlogloss:1.64659	validation-mlogloss:1.67482
[256]	train-mlogloss:1.64520	validation-mlogloss:1.67351
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[559]	train-mlogloss:1.43490	validation-mlogloss:1.50271
[560]	train-mlogloss:1.43457	validation-mlogloss:1.50237
[561]	train-mlogloss:1.43421	validation-mlogloss:1.50213
[562]	train-mlogloss:1.43380	validation-mlogloss:1.50189
[563]	train-mlogloss:1.43345	validation-mlogloss:1.50162
[564]	train-mlogloss:1.43306	validation-mlogloss:1.50144
[565]	train-mlogloss:1.43266	validation-mlogloss:1.50125
[566]	train-mlogloss:1.43230	validation-mlogloss:1.50095
[567]	train-mlogloss:1.43196	validation-mlogloss:1.50072
[568]	train-mlogloss:1.43155	validation-mlogloss:1.50061
[569]	train-mlogloss:1.43127	validation-mlogloss:1.50048
[570]	train-mlogloss:1.43097	validation-mlogloss:1.50030
[571]	train-mlogloss:1.43064	validation-mlogloss:1.50011
[572]	train-mlogloss:1.43033	validation-mlogloss:1.49989
[573]	train-mlogloss:1.43000	validation-mlogloss:1.49959
[574]	train-mlogloss:1.42965	validation-mlogloss:1.49939
[575]	train-mlogloss:1.42931	validation-mlogloss:1.49916
[576]	train-mlogloss:1.42897	validation-mlogloss:1.49891
[577]	train-mlogloss:1.42862	validation-mlogloss:1.49868
[578]	train-mlogloss:1.42823	validation-mlogloss:1.49845
[579]	train-mlogloss:1.42794	validation-mlogloss:1.49834
[580]	train-mlogloss:1.42759	validation-mlogloss:1.49811
[581]	train-mlogloss:1.42723	validation-mlogloss:1.49792
[582]	train-mlogloss:1.42689	validation-mlogloss:1.49766
[583]	train-mlogloss:1.42658	validation-mlogloss:1.49743
[584]	train-mlogloss:1.42618	validation-mlogloss:1.49718
[585]	train-mlogloss:1.42583	validation-mlogloss:1.49696
[586]	train-mlogloss:1.42549	validation-mlogloss:1.49676
[587]	train-mlogloss:1.42516	validation-mlogloss:1.49647
[588]	train-mlogloss:1.42477	validation-mlogloss:1.49631
[589]	train-mlogloss:1.42446	validation-mlogloss:1.49619
[590]	train-mlogloss:1.42416	validation-mlogloss:1.49601
[591]	train-mlogloss:1.42381	validation-mlogloss:1.49577
[592]	train-mlogloss:1.42345	validation-mlogloss:1.49560
[593]	train-mlogloss:1.42316	validation-mlogloss:1.49549
[594]	train-mlogloss:1.42284	validation-mlogloss:1.49524
[595]	train-mlogloss:1.42247	validation-mlogloss:1.49506
[596]	train-mlogloss:1.42214	validation-mlogloss:1.49487
[597]	train-mlogloss:1.42180	validation-mlogloss:1.49463
[598]	train-mlogloss:1.42145	validation-mlogloss:1.49450
[599]	train-mlogloss:1.42110	validation-mlogloss:1.49433
[600]	train-mlogloss:1.42072	validation-mlogloss:1.49402
[601]	train-mlogloss:1.42040	validation-mlogloss:1.49383
[602]	train-mlogloss:1.42012	validation-mlogloss:1.49366
[603]	train-mlogloss:1.41979	validation-mlogloss:1.49342
[604]	train-mlogloss:1.41946	validation-mlogloss:1.49319
[605]	train-mlogloss:1.41914	validation-mlogloss:1.49298
[606]	train-mlogloss:1.41879	validation-mlogloss:1.49283
[607]	train-mlogloss:1.41839	validation-mlogloss:1.49253
[608]	train-mlogloss:1.41809	validation-mlogloss:1.49231
[609]	train-mlogloss:1.41778	validation-mlogloss:1.49218
[610]	train-mlogloss:1.41743	validation-mlogloss:1.49200
[611]	train-mlogloss:1.41711	validation-mlogloss:1.49176
[612]	train-mlogloss:1.41677	validation-mlogloss:1.49168
[613]	train-mlogloss:1.41646	validation-mlogloss:1.49155
[614]	train-mlogloss:1.41615	validation-mlogloss:1.49131
[615]	train-mlogloss:1.41589	validation-mlogloss:1.49109
[616]	train-mlogloss:1.41557	validation-mlogloss:1.49086
[617]	train-mlogloss:1.41523	validation-mlogloss:1.49071
[618]	train-mlogloss:1.41490	validation-mlogloss:1.49048
[619]	train-mlogloss:1.41455	validation-mlogloss:1.49028
[620]	train-mlogloss:1.41421	validation-mlogloss:1.49010
[621]	train-mlogloss:1.41387	validation-mlogloss:1.48990
[622]	train-mlogloss:1.41357	validation-mlogloss:1.48969
[623]	train-mlogloss:1.41326	validation-mlogloss:1.48952
[624]	train-mlogloss:1.41299	validation-mlogloss:1.48933
[625]	train-mlogloss:1.41271	validation-mlogloss:1.48912
[626]	train-mlogloss:1.41240	validation-mlogloss:1.48907
[627]	train-mlogloss:1.41212	validation-mlogloss:1.48891
[628]	train-mlogloss:1.41174	validation-mlogloss:1.48867
Saved model to disk.
2025-11-07 10:25:04.871255: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:25:04.882703: 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 00:00:1762507504.896116 2384802 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507504.900310 2384802 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507504.910343 2384802 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507504.910367 2384802 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507504.910370 2384802 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507504.910371 2384802 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:25:04.913567: 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:2.69718	validation-mlogloss:2.69709
[1]	train-mlogloss:2.68675	validation-mlogloss:2.68691
[2]	train-mlogloss:2.67659	validation-mlogloss:2.67669
[3]	train-mlogloss:2.66625	validation-mlogloss:2.66620
[4]	train-mlogloss:2.65581	validation-mlogloss:2.65559
[5]	train-mlogloss:2.64547	validation-mlogloss:2.64513
[6]	train-mlogloss:2.63506	validation-mlogloss:2.63442
[7]	train-mlogloss:2.62482	validation-mlogloss:2.62402
[8]	train-mlogloss:2.61500	validation-mlogloss:2.61422
[9]	train-mlogloss:2.60557	validation-mlogloss:2.60476
[10]	train-mlogloss:2.59584	validation-mlogloss:2.59475
[11]	train-mlogloss:2.58603	validation-mlogloss:2.58463
[12]	train-mlogloss:2.57669	validation-mlogloss:2.57529
[13]	train-mlogloss:2.56730	validation-mlogloss:2.56584
[14]	train-mlogloss:2.55776	validation-mlogloss:2.55620
[15]	train-mlogloss:2.54860	validation-mlogloss:2.54680
[16]	train-mlogloss:2.53943	validation-mlogloss:2.53753
[17]	train-mlogloss:2.53004	validation-mlogloss:2.52825
[18]	train-mlogloss:2.52097	validation-mlogloss:2.51909
[19]	train-mlogloss:2.51214	validation-mlogloss:2.51010
[20]	train-mlogloss:2.50297	validation-mlogloss:2.50091
[21]	train-mlogloss:2.49374	validation-mlogloss:2.49187
[22]	train-mlogloss:2.48548	validation-mlogloss:2.48355
[23]	train-mlogloss:2.47622	validation-mlogloss:2.47434
[24]	train-mlogloss:2.46744	validation-mlogloss:2.46577
[25]	train-mlogloss:2.45913	validation-mlogloss:2.45729
[26]	train-mlogloss:2.45018	validation-mlogloss:2.44848
[27]	train-mlogloss:2.44163	validation-mlogloss:2.43986
[28]	train-mlogloss:2.43306	validation-mlogloss:2.43104
[29]	train-mlogloss:2.42495	validation-mlogloss:2.42291
[30]	train-mlogloss:2.41671	validation-mlogloss:2.41450
[31]	train-mlogloss:2.40912	validation-mlogloss:2.40678
[32]	train-mlogloss:2.40095	validation-mlogloss:2.39875
[33]	train-mlogloss:2.39320	validation-mlogloss:2.39098
[34]	train-mlogloss:2.38545	validation-mlogloss:2.38331
[35]	train-mlogloss:2.37754	validation-mlogloss:2.37545
[36]	train-mlogloss:2.36982	validation-mlogloss:2.36772
[37]	train-mlogloss:2.36279	validation-mlogloss:2.36056
[38]	train-mlogloss:2.35528	validation-mlogloss:2.35305
[39]	train-mlogloss:2.34785	validation-mlogloss:2.34577
[40]	train-mlogloss:2.34089	validation-mlogloss:2.33879
[41]	train-mlogloss:2.33344	validation-mlogloss:2.33155
[42]	train-mlogloss:2.32613	validation-mlogloss:2.32442
[43]	train-mlogloss:2.31938	validation-mlogloss:2.31763
[44]	train-mlogloss:2.31259	validation-mlogloss:2.31070
[45]	train-mlogloss:2.30586	validation-mlogloss:2.30391
[46]	train-mlogloss:2.29905	validation-mlogloss:2.29727
[47]	train-mlogloss:2.29232	validation-mlogloss:2.29063
[48]	train-mlogloss:2.28561	validation-mlogloss:2.28388
[49]	train-mlogloss:2.27905	validation-mlogloss:2.27733
[50]	train-mlogloss:2.27258	validation-mlogloss:2.27077
[51]	train-mlogloss:2.26619	validation-mlogloss:2.26432
[52]	train-mlogloss:2.25996	validation-mlogloss:2.25806
[53]	train-mlogloss:2.25339	validation-mlogloss:2.25175
[54]	train-mlogloss:2.24745	validation-mlogloss:2.24596
[55]	train-mlogloss:2.24112	validation-mlogloss:2.23957
[56]	train-mlogloss:2.23512	validation-mlogloss:2.23339
[57]	train-mlogloss:2.22874	validation-mlogloss:2.22730
[58]	train-mlogloss:2.22255	validation-mlogloss:2.22137
[59]	train-mlogloss:2.21650	validation-mlogloss:2.21542
[60]	train-mlogloss:2.21065	validation-mlogloss:2.20957
[61]	train-mlogloss:2.20479	validation-mlogloss:2.20376
[62]	train-mlogloss:2.19910	validation-mlogloss:2.19820
[63]	train-mlogloss:2.19339	validation-mlogloss:2.19263
[64]	train-mlogloss:2.18773	validation-mlogloss:2.18702
[65]	train-mlogloss:2.18214	validation-mlogloss:2.18161
[66]	train-mlogloss:2.17646	validation-mlogloss:2.17614
[67]	train-mlogloss:2.17076	validation-mlogloss:2.17062
[68]	train-mlogloss:2.16527	validation-mlogloss:2.16526
[69]	train-mlogloss:2.15982	validation-mlogloss:2.16014
[70]	train-mlogloss:2.15438	validation-mlogloss:2.15484
[71]	train-mlogloss:2.14882	validation-mlogloss:2.14933
[72]	train-mlogloss:2.14358	validation-mlogloss:2.14436
[73]	train-mlogloss:2.13828	validation-mlogloss:2.13939
[74]	train-mlogloss:2.13322	validation-mlogloss:2.13434
[75]	train-mlogloss:2.12818	validation-mlogloss:2.12953
[76]	train-mlogloss:2.12307	validation-mlogloss:2.12453
[77]	train-mlogloss:2.11796	validation-mlogloss:2.11939
[78]	train-mlogloss:2.11328	validation-mlogloss:2.11479
[79]	train-mlogloss:2.10859	validation-mlogloss:2.11032
[80]	train-mlogloss:2.10354	validation-mlogloss:2.10571
[81]	train-mlogloss:2.09877	validation-mlogloss:2.10106
[82]	train-mlogloss:2.09374	validation-mlogloss:2.09628
[83]	train-mlogloss:2.08914	validation-mlogloss:2.09175
[84]	train-mlogloss:2.08471	validation-mlogloss:2.08737
[85]	train-mlogloss:2.08010	validation-mlogloss:2.08280
[86]	train-mlogloss:2.07550	validation-mlogloss:2.07836
[87]	train-mlogloss:2.07097	validation-mlogloss:2.07389
[88]	train-mlogloss:2.06640	validation-mlogloss:2.06966
[89]	train-mlogloss:2.06200	validation-mlogloss:2.06536
[90]	train-mlogloss:2.05752	validation-mlogloss:2.06118
[91]	train-mlogloss:2.05299	validation-mlogloss:2.05685
[92]	train-mlogloss:2.04850	validation-mlogloss:2.05256
[93]	train-mlogloss:2.04448	validation-mlogloss:2.04854
[94]	train-mlogloss:2.04031	validation-mlogloss:2.04460
[95]	train-mlogloss:2.03640	validation-mlogloss:2.04095
[96]	train-mlogloss:2.03218	validation-mlogloss:2.03694
[97]	train-mlogloss:2.02807	validation-mlogloss:2.03302
[98]	train-mlogloss:2.02395	validation-mlogloss:2.02913
[99]	train-mlogloss:2.01996	validation-mlogloss:2.02538
[100]	train-mlogloss:2.01581	validation-mlogloss:2.02137
[101]	train-mlogloss:2.01183	validation-mlogloss:2.01731
[102]	train-mlogloss:2.00784	validation-mlogloss:2.01348
[103]	train-mlogloss:2.00377	validation-mlogloss:2.00972
[104]	train-mlogloss:1.99991	validation-mlogloss:2.00618
[105]	train-mlogloss:1.99600	validation-mlogloss:2.00244
[106]	train-mlogloss:1.99213	validation-mlogloss:1.99878
[107]	train-mlogloss:1.98844	validation-mlogloss:1.99522
[108]	train-mlogloss:1.98462	validation-mlogloss:1.99189
[109]	train-mlogloss:1.98103	validation-mlogloss:1.98861
[110]	train-mlogloss:1.97738	validation-mlogloss:1.98500
[111]	train-mlogloss:1.97380	validation-mlogloss:1.98180
[112]	train-mlogloss:1.97012	validation-mlogloss:1.97827
[113]	train-mlogloss:1.96642	validation-mlogloss:1.97476
[114]	train-mlogloss:1.96282	validation-mlogloss:1.97130
[115]	train-mlogloss:1.95916	validation-mlogloss:1.96790
[116]	train-mlogloss:1.95556	validation-mlogloss:1.96445
[117]	train-mlogloss:1.95202	validation-mlogloss:1.96105
[118]	train-mlogloss:1.94854	validation-mlogloss:1.95754
[119]	train-mlogloss:1.94507	validation-mlogloss:1.95443
[120]	train-mlogloss:1.94156	validation-mlogloss:1.95106
[121]	train-mlogloss:1.93820	validation-mlogloss:1.94797
[122]	train-mlogloss:1.93476	validation-mlogloss:1.94490
[123]	train-mlogloss:1.93134	validation-mlogloss:1.94156
[124]	train-mlogloss:1.92796	validation-mlogloss:1.93842
[125]	train-mlogloss:1.92470	validation-mlogloss:1.93510
[126]	train-mlogloss:1.92162	validation-mlogloss:1.93224
[127]	train-mlogloss:1.91836	validation-mlogloss:1.92901
[128]	train-mlogloss:1.91494	validation-mlogloss:1.92577
[129]	train-mlogloss:1.91156	validation-mlogloss:1.92259
[130]	train-mlogloss:1.90844	validation-mlogloss:1.91947
[131]	train-mlogloss:1.90504	validation-mlogloss:1.91639
[132]	train-mlogloss:1.90186	validation-mlogloss:1.91346
[133]	train-mlogloss:1.89879	validation-mlogloss:1.91061
[134]	train-mlogloss:1.89579	validation-mlogloss:1.90779
[135]	train-mlogloss:1.89254	validation-mlogloss:1.90480
[136]	train-mlogloss:1.88972	validation-mlogloss:1.90208
[137]	train-mlogloss:1.88658	validation-mlogloss:1.89902
[138]	train-mlogloss:1.88371	validation-mlogloss:1.89631
[139]	train-mlogloss:1.88066	validation-mlogloss:1.89339
[140]	train-mlogloss:1.87786	validation-mlogloss:1.89068
[141]	train-mlogloss:1.87495	validation-mlogloss:1.88786
[142]	train-mlogloss:1.87221	validation-mlogloss:1.88522
[143]	train-mlogloss:1.86935	validation-mlogloss:1.88259
[144]	train-mlogloss:1.86654	validation-mlogloss:1.87991
[145]	train-mlogloss:1.86371	validation-mlogloss:1.87742
[146]	train-mlogloss:1.86086	validation-mlogloss:1.87467
[147]	train-mlogloss:1.85809	validation-mlogloss:1.87207
[148]	train-mlogloss:1.85521	validation-mlogloss:1.86916
[149]	train-mlogloss:1.85253	validation-mlogloss:1.86663
[150]	train-mlogloss:1.84974	validation-mlogloss:1.86423
[151]	train-mlogloss:1.84704	validation-mlogloss:1.86173
[152]	train-mlogloss:1.84427	validation-mlogloss:1.85913
[153]	train-mlogloss:1.84165	validation-mlogloss:1.85675
[154]	train-mlogloss:1.83886	validation-mlogloss:1.85407
[155]	train-mlogloss:1.83615	validation-mlogloss:1.85153
[156]	train-mlogloss:1.83365	validation-mlogloss:1.84914
[157]	train-mlogloss:1.83104	validation-mlogloss:1.84657
[158]	train-mlogloss:1.82851	validation-mlogloss:1.84427
[159]	train-mlogloss:1.82614	validation-mlogloss:1.84193
[160]	train-mlogloss:1.82376	validation-mlogloss:1.83971
[161]	train-mlogloss:1.82128	validation-mlogloss:1.83732
[162]	train-mlogloss:1.81863	validation-mlogloss:1.83500
[163]	train-mlogloss:1.81630	validation-mlogloss:1.83291
[164]	train-mlogloss:1.81368	validation-mlogloss:1.83044
[165]	train-mlogloss:1.81124	validation-mlogloss:1.82811
[166]	train-mlogloss:1.80876	validation-mlogloss:1.82564
[167]	train-mlogloss:1.80650	validation-mlogloss:1.82339
[168]	train-mlogloss:1.80415	validation-mlogloss:1.82104
[169]	train-mlogloss:1.80172	validation-mlogloss:1.81884
[170]	train-mlogloss:1.79926	validation-mlogloss:1.81661
[171]	train-mlogloss:1.79680	validation-mlogloss:1.81423
[172]	train-mlogloss:1.79445	validation-mlogloss:1.81219
[173]	train-mlogloss:1.79221	validation-mlogloss:1.81003
[174]	train-mlogloss:1.78987	validation-mlogloss:1.80767
[175]	train-mlogloss:1.78763	validation-mlogloss:1.80547
[176]	train-mlogloss:1.78521	validation-mlogloss:1.80339
[177]	train-mlogloss:1.78293	validation-mlogloss:1.80126
[178]	train-mlogloss:1.78082	validation-mlogloss:1.79927
[179]	train-mlogloss:1.77845	validation-mlogloss:1.79714
[180]	train-mlogloss:1.77630	validation-mlogloss:1.79524
[181]	train-mlogloss:1.77416	validation-mlogloss:1.79310
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[183]	train-mlogloss:1.77002	validation-mlogloss:1.78927
[184]	train-mlogloss:1.76789	validation-mlogloss:1.78731
[185]	train-mlogloss:1.76580	validation-mlogloss:1.78542
[186]	train-mlogloss:1.76359	validation-mlogloss:1.78348
[187]	train-mlogloss:1.76146	validation-mlogloss:1.78140
[188]	train-mlogloss:1.75947	validation-mlogloss:1.77949
[189]	train-mlogloss:1.75755	validation-mlogloss:1.77761
[190]	train-mlogloss:1.75558	validation-mlogloss:1.77570
[191]	train-mlogloss:1.75358	validation-mlogloss:1.77379
[192]	train-mlogloss:1.75145	validation-mlogloss:1.77178
[193]	train-mlogloss:1.74949	validation-mlogloss:1.76998
[194]	train-mlogloss:1.74759	validation-mlogloss:1.76834
[195]	train-mlogloss:1.74561	validation-mlogloss:1.76644
[196]	train-mlogloss:1.74365	validation-mlogloss:1.76463
[197]	train-mlogloss:1.74170	validation-mlogloss:1.76264
[198]	train-mlogloss:1.73977	validation-mlogloss:1.76075
[199]	train-mlogloss:1.73781	validation-mlogloss:1.75899
[200]	train-mlogloss:1.73590	validation-mlogloss:1.75721
[201]	train-mlogloss:1.73394	validation-mlogloss:1.75546
[202]	train-mlogloss:1.73215	validation-mlogloss:1.75379
[203]	train-mlogloss:1.73037	validation-mlogloss:1.75210
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[597]	train-mlogloss:1.42174	validation-mlogloss:1.49420
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[599]	train-mlogloss:1.42109	validation-mlogloss:1.49385
[600]	train-mlogloss:1.42081	validation-mlogloss:1.49364
[601]	train-mlogloss:1.42048	validation-mlogloss:1.49346
[602]	train-mlogloss:1.42012	validation-mlogloss:1.49326
[603]	train-mlogloss:1.41975	validation-mlogloss:1.49306
[604]	train-mlogloss:1.41946	validation-mlogloss:1.49281
[605]	train-mlogloss:1.41918	validation-mlogloss:1.49263
[606]	train-mlogloss:1.41887	validation-mlogloss:1.49242
[607]	train-mlogloss:1.41862	validation-mlogloss:1.49236
[608]	train-mlogloss:1.41824	validation-mlogloss:1.49216
[609]	train-mlogloss:1.41789	validation-mlogloss:1.49191
[610]	train-mlogloss:1.41758	validation-mlogloss:1.49178
[611]	train-mlogloss:1.41726	validation-mlogloss:1.49166
[612]	train-mlogloss:1.41690	validation-mlogloss:1.49150
[613]	train-mlogloss:1.41660	validation-mlogloss:1.49137
[614]	train-mlogloss:1.41627	validation-mlogloss:1.49119
[615]	train-mlogloss:1.41600	validation-mlogloss:1.49097
[616]	train-mlogloss:1.41565	validation-mlogloss:1.49074
[617]	train-mlogloss:1.41529	validation-mlogloss:1.49058
[618]	train-mlogloss:1.41502	validation-mlogloss:1.49040
[619]	train-mlogloss:1.41473	validation-mlogloss:1.49025
[620]	train-mlogloss:1.41445	validation-mlogloss:1.49008
[621]	train-mlogloss:1.41413	validation-mlogloss:1.48988
[622]	train-mlogloss:1.41380	validation-mlogloss:1.48965
[623]	train-mlogloss:1.41355	validation-mlogloss:1.48942
[624]	train-mlogloss:1.41324	validation-mlogloss:1.48931
[625]	train-mlogloss:1.41291	validation-mlogloss:1.48906
[626]	train-mlogloss:1.41262	validation-mlogloss:1.48883
[627]	train-mlogloss:1.41227	validation-mlogloss:1.48854
[628]	train-mlogloss:1.41200	validation-mlogloss:1.48834
Saved model to disk.
2025-11-07 10:25:31.365335: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:25:31.377072: 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 00:00:1762507531.390814 2385223 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507531.395170 2385223 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507531.405230 2385223 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507531.405251 2385223 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507531.405254 2385223 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507531.405256 2385223 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:25:31.408471: 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:2.68750	validation-mlogloss:2.68755
[2]	train-mlogloss:2.67716	validation-mlogloss:2.67706
[3]	train-mlogloss:2.66678	validation-mlogloss:2.66646
[4]	train-mlogloss:2.65650	validation-mlogloss:2.65617
[5]	train-mlogloss:2.64627	validation-mlogloss:2.64581
[6]	train-mlogloss:2.63609	validation-mlogloss:2.63569
[7]	train-mlogloss:2.62587	validation-mlogloss:2.62543
[8]	train-mlogloss:2.61578	validation-mlogloss:2.61539
[9]	train-mlogloss:2.60574	validation-mlogloss:2.60548
[10]	train-mlogloss:2.59560	validation-mlogloss:2.59525
[11]	train-mlogloss:2.58579	validation-mlogloss:2.58565
[12]	train-mlogloss:2.57637	validation-mlogloss:2.57615
[13]	train-mlogloss:2.56629	validation-mlogloss:2.56633
[14]	train-mlogloss:2.55691	validation-mlogloss:2.55673
[15]	train-mlogloss:2.54725	validation-mlogloss:2.54707
[16]	train-mlogloss:2.53792	validation-mlogloss:2.53788
[17]	train-mlogloss:2.52862	validation-mlogloss:2.52868
[18]	train-mlogloss:2.51964	validation-mlogloss:2.51975
[19]	train-mlogloss:2.51052	validation-mlogloss:2.51040
[20]	train-mlogloss:2.50178	validation-mlogloss:2.50185
[21]	train-mlogloss:2.49297	validation-mlogloss:2.49306
[22]	train-mlogloss:2.48397	validation-mlogloss:2.48412
[23]	train-mlogloss:2.47548	validation-mlogloss:2.47544
[24]	train-mlogloss:2.46655	validation-mlogloss:2.46637
[25]	train-mlogloss:2.45789	validation-mlogloss:2.45777
[26]	train-mlogloss:2.44941	validation-mlogloss:2.44924
[27]	train-mlogloss:2.44090	validation-mlogloss:2.44079
[28]	train-mlogloss:2.43279	validation-mlogloss:2.43270
[29]	train-mlogloss:2.42462	validation-mlogloss:2.42462
[30]	train-mlogloss:2.41648	validation-mlogloss:2.41653
[31]	train-mlogloss:2.40882	validation-mlogloss:2.40893
[32]	train-mlogloss:2.40094	validation-mlogloss:2.40088
[33]	train-mlogloss:2.39329	validation-mlogloss:2.39289
[34]	train-mlogloss:2.38552	validation-mlogloss:2.38523
[35]	train-mlogloss:2.37813	validation-mlogloss:2.37782
[36]	train-mlogloss:2.37081	validation-mlogloss:2.37048
[37]	train-mlogloss:2.36363	validation-mlogloss:2.36324
[38]	train-mlogloss:2.35618	validation-mlogloss:2.35577
[39]	train-mlogloss:2.34885	validation-mlogloss:2.34862
[40]	train-mlogloss:2.34198	validation-mlogloss:2.34152
[41]	train-mlogloss:2.33496	validation-mlogloss:2.33449
[42]	train-mlogloss:2.32775	validation-mlogloss:2.32725
[43]	train-mlogloss:2.32063	validation-mlogloss:2.32040
[44]	train-mlogloss:2.31378	validation-mlogloss:2.31339
[45]	train-mlogloss:2.30671	validation-mlogloss:2.30612
[46]	train-mlogloss:2.30002	validation-mlogloss:2.29955
[47]	train-mlogloss:2.29353	validation-mlogloss:2.29295
[48]	train-mlogloss:2.28670	validation-mlogloss:2.28650
[49]	train-mlogloss:2.28006	validation-mlogloss:2.27984
[50]	train-mlogloss:2.27348	validation-mlogloss:2.27338
[51]	train-mlogloss:2.26695	validation-mlogloss:2.26676
[52]	train-mlogloss:2.26039	validation-mlogloss:2.26055
[53]	train-mlogloss:2.25406	validation-mlogloss:2.25450
[54]	train-mlogloss:2.24783	validation-mlogloss:2.24836
[55]	train-mlogloss:2.24158	validation-mlogloss:2.24224
[56]	train-mlogloss:2.23572	validation-mlogloss:2.23646
[57]	train-mlogloss:2.22961	validation-mlogloss:2.23047
[58]	train-mlogloss:2.22352	validation-mlogloss:2.22437
[59]	train-mlogloss:2.21758	validation-mlogloss:2.21861
[60]	train-mlogloss:2.21190	validation-mlogloss:2.21291
[61]	train-mlogloss:2.20601	validation-mlogloss:2.20730
[62]	train-mlogloss:2.20016	validation-mlogloss:2.20156
[63]	train-mlogloss:2.19444	validation-mlogloss:2.19607
[64]	train-mlogloss:2.18887	validation-mlogloss:2.19067
[65]	train-mlogloss:2.18329	validation-mlogloss:2.18521
[66]	train-mlogloss:2.17772	validation-mlogloss:2.17986
[67]	train-mlogloss:2.17194	validation-mlogloss:2.17417
[68]	train-mlogloss:2.16650	validation-mlogloss:2.16875
[69]	train-mlogloss:2.16094	validation-mlogloss:2.16333
[70]	train-mlogloss:2.15544	validation-mlogloss:2.15788
[71]	train-mlogloss:2.15021	validation-mlogloss:2.15287
[72]	train-mlogloss:2.14480	validation-mlogloss:2.14773
[73]	train-mlogloss:2.13943	validation-mlogloss:2.14253
[74]	train-mlogloss:2.13423	validation-mlogloss:2.13765
[75]	train-mlogloss:2.12889	validation-mlogloss:2.13234
[76]	train-mlogloss:2.12366	validation-mlogloss:2.12713
[77]	train-mlogloss:2.11883	validation-mlogloss:2.12231
[78]	train-mlogloss:2.11404	validation-mlogloss:2.11760
[79]	train-mlogloss:2.10915	validation-mlogloss:2.11282
[80]	train-mlogloss:2.10429	validation-mlogloss:2.10804
[81]	train-mlogloss:2.09947	validation-mlogloss:2.10328
[82]	train-mlogloss:2.09455	validation-mlogloss:2.09857
[83]	train-mlogloss:2.08967	validation-mlogloss:2.09388
[84]	train-mlogloss:2.08507	validation-mlogloss:2.08946
[85]	train-mlogloss:2.08041	validation-mlogloss:2.08495
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[89]	train-mlogloss:2.06236	validation-mlogloss:2.06743
[90]	train-mlogloss:2.05785	validation-mlogloss:2.06285
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[92]	train-mlogloss:2.04879	validation-mlogloss:2.05400
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[95]	train-mlogloss:2.03602	validation-mlogloss:2.04177
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[98]	train-mlogloss:2.02383	validation-mlogloss:2.03000
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[100]	train-mlogloss:2.01568	validation-mlogloss:2.02207
[101]	train-mlogloss:2.01165	validation-mlogloss:2.01850
[102]	train-mlogloss:2.00795	validation-mlogloss:2.01482
[103]	train-mlogloss:2.00396	validation-mlogloss:2.01103
[104]	train-mlogloss:2.00005	validation-mlogloss:2.00714
[105]	train-mlogloss:1.99608	validation-mlogloss:2.00336
[106]	train-mlogloss:1.99229	validation-mlogloss:1.99982
[107]	train-mlogloss:1.98843	validation-mlogloss:1.99632
[108]	train-mlogloss:1.98464	validation-mlogloss:1.99269
[109]	train-mlogloss:1.98090	validation-mlogloss:1.98910
[110]	train-mlogloss:1.97724	validation-mlogloss:1.98555
[111]	train-mlogloss:1.97359	validation-mlogloss:1.98211
[112]	train-mlogloss:1.97009	validation-mlogloss:1.97878
[113]	train-mlogloss:1.96625	validation-mlogloss:1.97513
[114]	train-mlogloss:1.96258	validation-mlogloss:1.97170
[115]	train-mlogloss:1.95889	validation-mlogloss:1.96819
[116]	train-mlogloss:1.95547	validation-mlogloss:1.96489
[117]	train-mlogloss:1.95189	validation-mlogloss:1.96135
[118]	train-mlogloss:1.94837	validation-mlogloss:1.95791
[119]	train-mlogloss:1.94492	validation-mlogloss:1.95465
[120]	train-mlogloss:1.94140	validation-mlogloss:1.95137
[121]	train-mlogloss:1.93817	validation-mlogloss:1.94831
[122]	train-mlogloss:1.93486	validation-mlogloss:1.94532
[123]	train-mlogloss:1.93133	validation-mlogloss:1.94187
[124]	train-mlogloss:1.92811	validation-mlogloss:1.93877
[125]	train-mlogloss:1.92480	validation-mlogloss:1.93549
[126]	train-mlogloss:1.92155	validation-mlogloss:1.93236
[127]	train-mlogloss:1.91832	validation-mlogloss:1.92928
[128]	train-mlogloss:1.91525	validation-mlogloss:1.92631
[129]	train-mlogloss:1.91189	validation-mlogloss:1.92331
[130]	train-mlogloss:1.90877	validation-mlogloss:1.92030
[131]	train-mlogloss:1.90550	validation-mlogloss:1.91712
[132]	train-mlogloss:1.90251	validation-mlogloss:1.91396
[133]	train-mlogloss:1.89936	validation-mlogloss:1.91101
[134]	train-mlogloss:1.89621	validation-mlogloss:1.90797
[135]	train-mlogloss:1.89337	validation-mlogloss:1.90534
[136]	train-mlogloss:1.89041	validation-mlogloss:1.90271
[137]	train-mlogloss:1.88741	validation-mlogloss:1.90001
[138]	train-mlogloss:1.88442	validation-mlogloss:1.89720
[139]	train-mlogloss:1.88153	validation-mlogloss:1.89458
[140]	train-mlogloss:1.87865	validation-mlogloss:1.89198
[141]	train-mlogloss:1.87565	validation-mlogloss:1.88912
[142]	train-mlogloss:1.87283	validation-mlogloss:1.88650
[143]	train-mlogloss:1.87009	validation-mlogloss:1.88396
[144]	train-mlogloss:1.86716	validation-mlogloss:1.88117
[145]	train-mlogloss:1.86414	validation-mlogloss:1.87829
[146]	train-mlogloss:1.86133	validation-mlogloss:1.87553
[147]	train-mlogloss:1.85836	validation-mlogloss:1.87266
[148]	train-mlogloss:1.85552	validation-mlogloss:1.86998
[149]	train-mlogloss:1.85271	validation-mlogloss:1.86729
[150]	train-mlogloss:1.85009	validation-mlogloss:1.86491
[151]	train-mlogloss:1.84742	validation-mlogloss:1.86246
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[453]	train-mlogloss:1.48268	validation-mlogloss:1.53493
[454]	train-mlogloss:1.48216	validation-mlogloss:1.53451
[455]	train-mlogloss:1.48171	validation-mlogloss:1.53412
[456]	train-mlogloss:1.48115	validation-mlogloss:1.53368
[457]	train-mlogloss:1.48066	validation-mlogloss:1.53324
[458]	train-mlogloss:1.48008	validation-mlogloss:1.53294
[459]	train-mlogloss:1.47962	validation-mlogloss:1.53258
[460]	train-mlogloss:1.47912	validation-mlogloss:1.53227
[461]	train-mlogloss:1.47861	validation-mlogloss:1.53180
[462]	train-mlogloss:1.47810	validation-mlogloss:1.53142
[463]	train-mlogloss:1.47762	validation-mlogloss:1.53116
[464]	train-mlogloss:1.47713	validation-mlogloss:1.53081
[465]	train-mlogloss:1.47667	validation-mlogloss:1.53048
[466]	train-mlogloss:1.47620	validation-mlogloss:1.53020
[467]	train-mlogloss:1.47565	validation-mlogloss:1.52976
[468]	train-mlogloss:1.47515	validation-mlogloss:1.52945
[469]	train-mlogloss:1.47463	validation-mlogloss:1.52901
[470]	train-mlogloss:1.47418	validation-mlogloss:1.52874
[471]	train-mlogloss:1.47365	validation-mlogloss:1.52852
[472]	train-mlogloss:1.47317	validation-mlogloss:1.52824
[473]	train-mlogloss:1.47267	validation-mlogloss:1.52791
[474]	train-mlogloss:1.47217	validation-mlogloss:1.52756
[475]	train-mlogloss:1.47169	validation-mlogloss:1.52729
[476]	train-mlogloss:1.47115	validation-mlogloss:1.52695
[477]	train-mlogloss:1.47066	validation-mlogloss:1.52659
[478]	train-mlogloss:1.47017	validation-mlogloss:1.52612
[479]	train-mlogloss:1.46968	validation-mlogloss:1.52566
[480]	train-mlogloss:1.46922	validation-mlogloss:1.52520
[481]	train-mlogloss:1.46876	validation-mlogloss:1.52490
[482]	train-mlogloss:1.46830	validation-mlogloss:1.52450
[483]	train-mlogloss:1.46786	validation-mlogloss:1.52416
[484]	train-mlogloss:1.46736	validation-mlogloss:1.52384
[485]	train-mlogloss:1.46686	validation-mlogloss:1.52355
[486]	train-mlogloss:1.46637	validation-mlogloss:1.52326
[487]	train-mlogloss:1.46592	validation-mlogloss:1.52299
[488]	train-mlogloss:1.46549	validation-mlogloss:1.52261
[489]	train-mlogloss:1.46505	validation-mlogloss:1.52221
[490]	train-mlogloss:1.46454	validation-mlogloss:1.52197
[491]	train-mlogloss:1.46407	validation-mlogloss:1.52157
[492]	train-mlogloss:1.46366	validation-mlogloss:1.52117
[493]	train-mlogloss:1.46323	validation-mlogloss:1.52086
[494]	train-mlogloss:1.46280	validation-mlogloss:1.52043
[495]	train-mlogloss:1.46236	validation-mlogloss:1.52012
[496]	train-mlogloss:1.46196	validation-mlogloss:1.51979
[497]	train-mlogloss:1.46149	validation-mlogloss:1.51945
[498]	train-mlogloss:1.46104	validation-mlogloss:1.51910
[499]	train-mlogloss:1.46057	validation-mlogloss:1.51875
[500]	train-mlogloss:1.46013	validation-mlogloss:1.51847
[501]	train-mlogloss:1.45970	validation-mlogloss:1.51821
[502]	train-mlogloss:1.45920	validation-mlogloss:1.51793
[503]	train-mlogloss:1.45873	validation-mlogloss:1.51755
[504]	train-mlogloss:1.45824	validation-mlogloss:1.51732
[505]	train-mlogloss:1.45778	validation-mlogloss:1.51704
[506]	train-mlogloss:1.45739	validation-mlogloss:1.51670
[507]	train-mlogloss:1.45695	validation-mlogloss:1.51642
[508]	train-mlogloss:1.45655	validation-mlogloss:1.51622
[509]	train-mlogloss:1.45614	validation-mlogloss:1.51600
[510]	train-mlogloss:1.45577	validation-mlogloss:1.51560
[511]	train-mlogloss:1.45533	validation-mlogloss:1.51530
[512]	train-mlogloss:1.45491	validation-mlogloss:1.51493
[513]	train-mlogloss:1.45450	validation-mlogloss:1.51472
[514]	train-mlogloss:1.45410	validation-mlogloss:1.51439
[515]	train-mlogloss:1.45366	validation-mlogloss:1.51402
[516]	train-mlogloss:1.45323	validation-mlogloss:1.51366
[517]	train-mlogloss:1.45282	validation-mlogloss:1.51346
[518]	train-mlogloss:1.45240	validation-mlogloss:1.51311
[519]	train-mlogloss:1.45197	validation-mlogloss:1.51288
[520]	train-mlogloss:1.45153	validation-mlogloss:1.51265
[521]	train-mlogloss:1.45113	validation-mlogloss:1.51240
[522]	train-mlogloss:1.45070	validation-mlogloss:1.51205
[523]	train-mlogloss:1.45026	validation-mlogloss:1.51179
[524]	train-mlogloss:1.44983	validation-mlogloss:1.51145
[525]	train-mlogloss:1.44937	validation-mlogloss:1.51106
[526]	train-mlogloss:1.44897	validation-mlogloss:1.51081
[527]	train-mlogloss:1.44856	validation-mlogloss:1.51055
[528]	train-mlogloss:1.44817	validation-mlogloss:1.51038
[529]	train-mlogloss:1.44778	validation-mlogloss:1.51010
[530]	train-mlogloss:1.44728	validation-mlogloss:1.50974
[531]	train-mlogloss:1.44680	validation-mlogloss:1.50932
[532]	train-mlogloss:1.44639	validation-mlogloss:1.50910
[533]	train-mlogloss:1.44593	validation-mlogloss:1.50887
[534]	train-mlogloss:1.44558	validation-mlogloss:1.50863
[535]	train-mlogloss:1.44518	validation-mlogloss:1.50829
[536]	train-mlogloss:1.44479	validation-mlogloss:1.50799
[537]	train-mlogloss:1.44447	validation-mlogloss:1.50769
[538]	train-mlogloss:1.44414	validation-mlogloss:1.50747
[539]	train-mlogloss:1.44371	validation-mlogloss:1.50722
[540]	train-mlogloss:1.44330	validation-mlogloss:1.50695
[541]	train-mlogloss:1.44297	validation-mlogloss:1.50665
[542]	train-mlogloss:1.44255	validation-mlogloss:1.50639
[543]	train-mlogloss:1.44220	validation-mlogloss:1.50610
[544]	train-mlogloss:1.44188	validation-mlogloss:1.50585
[545]	train-mlogloss:1.44151	validation-mlogloss:1.50562
[546]	train-mlogloss:1.44114	validation-mlogloss:1.50530
[547]	train-mlogloss:1.44074	validation-mlogloss:1.50514
[548]	train-mlogloss:1.44035	validation-mlogloss:1.50490
[549]	train-mlogloss:1.43996	validation-mlogloss:1.50467
[550]	train-mlogloss:1.43959	validation-mlogloss:1.50452
[551]	train-mlogloss:1.43922	validation-mlogloss:1.50431
[552]	train-mlogloss:1.43881	validation-mlogloss:1.50405
[553]	train-mlogloss:1.43840	validation-mlogloss:1.50378
[554]	train-mlogloss:1.43807	validation-mlogloss:1.50352
[555]	train-mlogloss:1.43770	validation-mlogloss:1.50327
[556]	train-mlogloss:1.43737	validation-mlogloss:1.50297
[557]	train-mlogloss:1.43695	validation-mlogloss:1.50278
[558]	train-mlogloss:1.43658	validation-mlogloss:1.50255
[559]	train-mlogloss:1.43615	validation-mlogloss:1.50239
[560]	train-mlogloss:1.43576	validation-mlogloss:1.50210
[561]	train-mlogloss:1.43540	validation-mlogloss:1.50188
[562]	train-mlogloss:1.43501	validation-mlogloss:1.50159
[563]	train-mlogloss:1.43469	validation-mlogloss:1.50139
[564]	train-mlogloss:1.43428	validation-mlogloss:1.50114
[565]	train-mlogloss:1.43392	validation-mlogloss:1.50076
[566]	train-mlogloss:1.43356	validation-mlogloss:1.50047
[567]	train-mlogloss:1.43317	validation-mlogloss:1.50018
[568]	train-mlogloss:1.43281	validation-mlogloss:1.50005
[569]	train-mlogloss:1.43244	validation-mlogloss:1.49983
[570]	train-mlogloss:1.43209	validation-mlogloss:1.49954
[571]	train-mlogloss:1.43174	validation-mlogloss:1.49930
[572]	train-mlogloss:1.43137	validation-mlogloss:1.49900
[573]	train-mlogloss:1.43104	validation-mlogloss:1.49871
[574]	train-mlogloss:1.43070	validation-mlogloss:1.49840
[575]	train-mlogloss:1.43032	validation-mlogloss:1.49822
[576]	train-mlogloss:1.42993	validation-mlogloss:1.49810
[577]	train-mlogloss:1.42964	validation-mlogloss:1.49793
[578]	train-mlogloss:1.42932	validation-mlogloss:1.49776
[579]	train-mlogloss:1.42892	validation-mlogloss:1.49757
[580]	train-mlogloss:1.42862	validation-mlogloss:1.49730
[581]	train-mlogloss:1.42830	validation-mlogloss:1.49714
[582]	train-mlogloss:1.42793	validation-mlogloss:1.49695
[583]	train-mlogloss:1.42751	validation-mlogloss:1.49670
[584]	train-mlogloss:1.42719	validation-mlogloss:1.49646
[585]	train-mlogloss:1.42683	validation-mlogloss:1.49629
[586]	train-mlogloss:1.42645	validation-mlogloss:1.49607
[587]	train-mlogloss:1.42611	validation-mlogloss:1.49589
[588]	train-mlogloss:1.42581	validation-mlogloss:1.49573
[589]	train-mlogloss:1.42548	validation-mlogloss:1.49548
[590]	train-mlogloss:1.42517	validation-mlogloss:1.49531
[591]	train-mlogloss:1.42483	validation-mlogloss:1.49508
[592]	train-mlogloss:1.42451	validation-mlogloss:1.49492
[593]	train-mlogloss:1.42421	validation-mlogloss:1.49471
[594]	train-mlogloss:1.42388	validation-mlogloss:1.49448
[595]	train-mlogloss:1.42353	validation-mlogloss:1.49430
[596]	train-mlogloss:1.42315	validation-mlogloss:1.49412
[597]	train-mlogloss:1.42282	validation-mlogloss:1.49392
[598]	train-mlogloss:1.42249	validation-mlogloss:1.49374
[599]	train-mlogloss:1.42217	validation-mlogloss:1.49358
[600]	train-mlogloss:1.42184	validation-mlogloss:1.49333
[601]	train-mlogloss:1.42152	validation-mlogloss:1.49311
[602]	train-mlogloss:1.42115	validation-mlogloss:1.49299
[603]	train-mlogloss:1.42087	validation-mlogloss:1.49276
[604]	train-mlogloss:1.42054	validation-mlogloss:1.49265
[605]	train-mlogloss:1.42024	validation-mlogloss:1.49239
[606]	train-mlogloss:1.41991	validation-mlogloss:1.49227
[607]	train-mlogloss:1.41961	validation-mlogloss:1.49206
[608]	train-mlogloss:1.41933	validation-mlogloss:1.49195
[609]	train-mlogloss:1.41905	validation-mlogloss:1.49176
[610]	train-mlogloss:1.41876	validation-mlogloss:1.49154
[611]	train-mlogloss:1.41844	validation-mlogloss:1.49139
[612]	train-mlogloss:1.41817	validation-mlogloss:1.49118
[613]	train-mlogloss:1.41783	validation-mlogloss:1.49101
[614]	train-mlogloss:1.41760	validation-mlogloss:1.49078
[615]	train-mlogloss:1.41722	validation-mlogloss:1.49056
[616]	train-mlogloss:1.41697	validation-mlogloss:1.49045
[617]	train-mlogloss:1.41671	validation-mlogloss:1.49026
[618]	train-mlogloss:1.41644	validation-mlogloss:1.49005
[619]	train-mlogloss:1.41616	validation-mlogloss:1.48976
[620]	train-mlogloss:1.41584	validation-mlogloss:1.48959
[621]	train-mlogloss:1.41552	validation-mlogloss:1.48942
[622]	train-mlogloss:1.41520	validation-mlogloss:1.48920
[623]	train-mlogloss:1.41491	validation-mlogloss:1.48902
[624]	train-mlogloss:1.41462	validation-mlogloss:1.48886
[625]	train-mlogloss:1.41427	validation-mlogloss:1.48858
[626]	train-mlogloss:1.41392	validation-mlogloss:1.48834
[627]	train-mlogloss:1.41363	validation-mlogloss:1.48818
[628]	train-mlogloss:1.41335	validation-mlogloss:1.48799
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.0 [%]
Global accuracy score (test) = 43.84 [%]
Global F1 score (train) = 55.81 [%]
Global F1 score (test) = 42.87 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.22      0.22       184
 CAMINAR CON MÓVIL O LIBRO       0.32      0.41      0.36       184
       CAMINAR USUAL SPEED       0.26      0.14      0.18       184
            CAMINAR ZIGZAG       0.30      0.28      0.29       184
          DE PIE BARRIENDO       0.44      0.46      0.45       184
   DE PIE DOBLANDO TOALLAS       0.46      0.42      0.44       184
    DE PIE MOVIENDO LIBROS       0.39      0.40      0.39       184
          DE PIE USANDO PC       0.52      0.65      0.58       184
        FASE REPOSO CON K5       0.41      0.81      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.29      0.25      0.27       184
         SENTADO USANDO PC       0.16      0.06      0.09       184
      SENTADO VIENDO LA TV       0.40      0.38      0.39       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.73      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 13: 43.84 [%]
F1-score capturado en la ejecución 13: 42.87 [%]

=== EJECUCIÓN 14 ===

--- TRAIN (ejecución 14) ---

--- TEST (ejecución 14) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.15 [%]
Global accuracy score (test) = 43.77 [%]
Global F1 score (train) = 56.0 [%]
Global F1 score (test) = 42.82 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.20      0.19      0.19       184
 CAMINAR CON MÓVIL O LIBRO       0.30      0.40      0.34       184
       CAMINAR USUAL SPEED       0.27      0.14      0.19       184
            CAMINAR ZIGZAG       0.30      0.31      0.31       184
          DE PIE BARRIENDO       0.48      0.51      0.49       184
   DE PIE DOBLANDO TOALLAS       0.44      0.42      0.43       184
    DE PIE MOVIENDO LIBROS       0.39      0.39      0.39       184
          DE PIE USANDO PC       0.52      0.65      0.58       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.26      0.21      0.23       184
         SENTADO USANDO PC       0.19      0.08      0.11       184
      SENTADO VIENDO LA TV       0.38      0.35      0.37       184
   SUBIR Y BAJAR ESCALERAS       0.59      0.74      0.66       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 14: 43.77 [%]
F1-score capturado en la ejecución 14: 42.82 [%]

=== EJECUCIÓN 15 ===

--- TRAIN (ejecución 15) ---

--- TEST (ejecución 15) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.96 [%]
Global accuracy score (test) = 43.33 [%]
Global F1 score (train) = 55.77 [%]
Global F1 score (test) = 42.31 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.23      0.22      0.23       184
 CAMINAR CON MÓVIL O LIBRO       0.29      0.37      0.33       184
       CAMINAR USUAL SPEED       0.23      0.11      0.15       184
            CAMINAR ZIGZAG       0.27      0.29      0.28       184
          DE PIE BARRIENDO       0.46      0.49      0.47       184
   DE PIE DOBLANDO TOALLAS       0.44      0.42      0.43       184
    DE PIE MOVIENDO LIBROS       0.38      0.38      0.38       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.28      0.24      0.26       184
         SENTADO USANDO PC       0.15      0.06      0.09       184
      SENTADO VIENDO LA TV       0.38      0.34      0.36       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.73      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 15: 43.33 [%]
F1-score capturado en la ejecución 15: 42.31 [%]

=== EJECUCIÓN 16 ===

--- TRAIN (ejecución 16) ---

--- TEST (ejecución 16) ---
2025-11-07 10:25:58.158509: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:25:58.169695: 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 00:00:1762507558.182893 2385670 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507558.186845 2385670 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507558.196865 2385670 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507558.196885 2385670 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507558.196887 2385670 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507558.196889 2385670 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:25:58.199857: 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:2.69753	validation-mlogloss:2.69751
[1]	train-mlogloss:2.68734	validation-mlogloss:2.68744
[2]	train-mlogloss:2.67726	validation-mlogloss:2.67737
[3]	train-mlogloss:2.66657	validation-mlogloss:2.66661
[4]	train-mlogloss:2.65578	validation-mlogloss:2.65578
[5]	train-mlogloss:2.64565	validation-mlogloss:2.64563
[6]	train-mlogloss:2.63495	validation-mlogloss:2.63500
[7]	train-mlogloss:2.62511	validation-mlogloss:2.62524
[8]	train-mlogloss:2.61506	validation-mlogloss:2.61530
[9]	train-mlogloss:2.60551	validation-mlogloss:2.60568
[10]	train-mlogloss:2.59570	validation-mlogloss:2.59565
[11]	train-mlogloss:2.58566	validation-mlogloss:2.58559
[12]	train-mlogloss:2.57619	validation-mlogloss:2.57604
[13]	train-mlogloss:2.56668	validation-mlogloss:2.56637
[14]	train-mlogloss:2.55690	validation-mlogloss:2.55653
[15]	train-mlogloss:2.54728	validation-mlogloss:2.54685
[16]	train-mlogloss:2.53791	validation-mlogloss:2.53733
[17]	train-mlogloss:2.52884	validation-mlogloss:2.52848
[18]	train-mlogloss:2.51950	validation-mlogloss:2.51920
[19]	train-mlogloss:2.51079	validation-mlogloss:2.51071
[20]	train-mlogloss:2.50167	validation-mlogloss:2.50153
[21]	train-mlogloss:2.49314	validation-mlogloss:2.49275
[22]	train-mlogloss:2.48463	validation-mlogloss:2.48433
[23]	train-mlogloss:2.47672	validation-mlogloss:2.47647
[24]	train-mlogloss:2.46785	validation-mlogloss:2.46761
[25]	train-mlogloss:2.45908	validation-mlogloss:2.45862
[26]	train-mlogloss:2.45027	validation-mlogloss:2.44982
[27]	train-mlogloss:2.44203	validation-mlogloss:2.44149
[28]	train-mlogloss:2.43386	validation-mlogloss:2.43332
[29]	train-mlogloss:2.42554	validation-mlogloss:2.42486
[30]	train-mlogloss:2.41744	validation-mlogloss:2.41667
[31]	train-mlogloss:2.40940	validation-mlogloss:2.40855
[32]	train-mlogloss:2.40162	validation-mlogloss:2.40076
[33]	train-mlogloss:2.39424	validation-mlogloss:2.39337
[34]	train-mlogloss:2.38673	validation-mlogloss:2.38571
[35]	train-mlogloss:2.37956	validation-mlogloss:2.37854
[36]	train-mlogloss:2.37184	validation-mlogloss:2.37105
[37]	train-mlogloss:2.36439	validation-mlogloss:2.36361
[38]	train-mlogloss:2.35734	validation-mlogloss:2.35656
[39]	train-mlogloss:2.34972	validation-mlogloss:2.34891
[40]	train-mlogloss:2.34236	validation-mlogloss:2.34144
[41]	train-mlogloss:2.33521	validation-mlogloss:2.33444
[42]	train-mlogloss:2.32819	validation-mlogloss:2.32737
[43]	train-mlogloss:2.32101	validation-mlogloss:2.32026
[44]	train-mlogloss:2.31425	validation-mlogloss:2.31362
[45]	train-mlogloss:2.30722	validation-mlogloss:2.30663
[46]	train-mlogloss:2.30029	validation-mlogloss:2.29969
[47]	train-mlogloss:2.29338	validation-mlogloss:2.29268
[48]	train-mlogloss:2.28685	validation-mlogloss:2.28618
[49]	train-mlogloss:2.28034	validation-mlogloss:2.27975
[50]	train-mlogloss:2.27369	validation-mlogloss:2.27321
[51]	train-mlogloss:2.26757	validation-mlogloss:2.26707
[52]	train-mlogloss:2.26110	validation-mlogloss:2.26064
[53]	train-mlogloss:2.25464	validation-mlogloss:2.25452
[54]	train-mlogloss:2.24845	validation-mlogloss:2.24850
[55]	train-mlogloss:2.24226	validation-mlogloss:2.24257
[56]	train-mlogloss:2.23598	validation-mlogloss:2.23632
[57]	train-mlogloss:2.23008	validation-mlogloss:2.23048
[58]	train-mlogloss:2.22409	validation-mlogloss:2.22466
[59]	train-mlogloss:2.21793	validation-mlogloss:2.21858
[60]	train-mlogloss:2.21176	validation-mlogloss:2.21263
[61]	train-mlogloss:2.20573	validation-mlogloss:2.20677
[62]	train-mlogloss:2.19994	validation-mlogloss:2.20095
[63]	train-mlogloss:2.19424	validation-mlogloss:2.19529
[64]	train-mlogloss:2.18854	validation-mlogloss:2.18938
[65]	train-mlogloss:2.18281	validation-mlogloss:2.18371
[66]	train-mlogloss:2.17710	validation-mlogloss:2.17843
[67]	train-mlogloss:2.17161	validation-mlogloss:2.17315
[68]	train-mlogloss:2.16619	validation-mlogloss:2.16794
[69]	train-mlogloss:2.16072	validation-mlogloss:2.16260
[70]	train-mlogloss:2.15524	validation-mlogloss:2.15704
[71]	train-mlogloss:2.14961	validation-mlogloss:2.15167
[72]	train-mlogloss:2.14432	validation-mlogloss:2.14662
[73]	train-mlogloss:2.13916	validation-mlogloss:2.14131
[74]	train-mlogloss:2.13366	validation-mlogloss:2.13589
[75]	train-mlogloss:2.12864	validation-mlogloss:2.13105
[76]	train-mlogloss:2.12365	validation-mlogloss:2.12606
[77]	train-mlogloss:2.11877	validation-mlogloss:2.12135
[78]	train-mlogloss:2.11394	validation-mlogloss:2.11641
[79]	train-mlogloss:2.10894	validation-mlogloss:2.11154
[80]	train-mlogloss:2.10404	validation-mlogloss:2.10656
[81]	train-mlogloss:2.09949	validation-mlogloss:2.10220
[82]	train-mlogloss:2.09468	validation-mlogloss:2.09741
[83]	train-mlogloss:2.08978	validation-mlogloss:2.09275
[84]	train-mlogloss:2.08508	validation-mlogloss:2.08827
[85]	train-mlogloss:2.08043	validation-mlogloss:2.08388
[86]	train-mlogloss:2.07581	validation-mlogloss:2.07948
[87]	train-mlogloss:2.07114	validation-mlogloss:2.07484
[88]	train-mlogloss:2.06667	validation-mlogloss:2.07036
[89]	train-mlogloss:2.06208	validation-mlogloss:2.06593
[90]	train-mlogloss:2.05779	validation-mlogloss:2.06180
[91]	train-mlogloss:2.05342	validation-mlogloss:2.05724
[92]	train-mlogloss:2.04897	validation-mlogloss:2.05290
[93]	train-mlogloss:2.04468	validation-mlogloss:2.04855
[94]	train-mlogloss:2.04053	validation-mlogloss:2.04456
[95]	train-mlogloss:2.03619	validation-mlogloss:2.04051
[96]	train-mlogloss:2.03203	validation-mlogloss:2.03658
[97]	train-mlogloss:2.02794	validation-mlogloss:2.03278
[98]	train-mlogloss:2.02391	validation-mlogloss:2.02901
[99]	train-mlogloss:2.01970	validation-mlogloss:2.02489
[100]	train-mlogloss:2.01558	validation-mlogloss:2.02093
[101]	train-mlogloss:2.01146	validation-mlogloss:2.01684
[102]	train-mlogloss:2.00754	validation-mlogloss:2.01312
[103]	train-mlogloss:2.00347	validation-mlogloss:2.00929
[104]	train-mlogloss:1.99963	validation-mlogloss:2.00562
[105]	train-mlogloss:1.99589	validation-mlogloss:2.00208
[106]	train-mlogloss:1.99218	validation-mlogloss:1.99839
[107]	train-mlogloss:1.98837	validation-mlogloss:1.99475
[108]	train-mlogloss:1.98436	validation-mlogloss:1.99090
[109]	train-mlogloss:1.98060	validation-mlogloss:1.98732
[110]	train-mlogloss:1.97686	validation-mlogloss:1.98371
[111]	train-mlogloss:1.97312	validation-mlogloss:1.98011
[112]	train-mlogloss:1.96934	validation-mlogloss:1.97650
[113]	train-mlogloss:1.96584	validation-mlogloss:1.97296
[114]	train-mlogloss:1.96230	validation-mlogloss:1.96941
[115]	train-mlogloss:1.95867	validation-mlogloss:1.96612
[116]	train-mlogloss:1.95513	validation-mlogloss:1.96256
[117]	train-mlogloss:1.95179	validation-mlogloss:1.95944
[118]	train-mlogloss:1.94841	validation-mlogloss:1.95619
[119]	train-mlogloss:1.94507	validation-mlogloss:1.95289
[120]	train-mlogloss:1.94165	validation-mlogloss:1.94969
[121]	train-mlogloss:1.93841	validation-mlogloss:1.94668
[122]	train-mlogloss:1.93498	validation-mlogloss:1.94348
[123]	train-mlogloss:1.93179	validation-mlogloss:1.94029
[124]	train-mlogloss:1.92863	validation-mlogloss:1.93739
[125]	train-mlogloss:1.92538	validation-mlogloss:1.93424
[126]	train-mlogloss:1.92217	validation-mlogloss:1.93106
[127]	train-mlogloss:1.91900	validation-mlogloss:1.92811
[128]	train-mlogloss:1.91586	validation-mlogloss:1.92508
[129]	train-mlogloss:1.91280	validation-mlogloss:1.92230
[130]	train-mlogloss:1.90948	validation-mlogloss:1.91921
[131]	train-mlogloss:1.90632	validation-mlogloss:1.91629
[132]	train-mlogloss:1.90319	validation-mlogloss:1.91350
[133]	train-mlogloss:1.90002	validation-mlogloss:1.91046
[134]	train-mlogloss:1.89689	validation-mlogloss:1.90748
[135]	train-mlogloss:1.89397	validation-mlogloss:1.90480
[136]	train-mlogloss:1.89081	validation-mlogloss:1.90176
[137]	train-mlogloss:1.88780	validation-mlogloss:1.89889
[138]	train-mlogloss:1.88468	validation-mlogloss:1.89586
[139]	train-mlogloss:1.88162	validation-mlogloss:1.89303
[140]	train-mlogloss:1.87864	validation-mlogloss:1.89035
[141]	train-mlogloss:1.87573	validation-mlogloss:1.88776
[142]	train-mlogloss:1.87277	validation-mlogloss:1.88491
[143]	train-mlogloss:1.86996	validation-mlogloss:1.88215
[144]	train-mlogloss:1.86716	validation-mlogloss:1.87947
[145]	train-mlogloss:1.86426	validation-mlogloss:1.87665
[146]	train-mlogloss:1.86128	validation-mlogloss:1.87388
[147]	train-mlogloss:1.85854	validation-mlogloss:1.87125
[148]	train-mlogloss:1.85587	validation-mlogloss:1.86899
[149]	train-mlogloss:1.85299	validation-mlogloss:1.86620
[150]	train-mlogloss:1.85017	validation-mlogloss:1.86341
[151]	train-mlogloss:1.84744	validation-mlogloss:1.86071
[152]	train-mlogloss:1.84459	validation-mlogloss:1.85803
[153]	train-mlogloss:1.84202	validation-mlogloss:1.85559
[154]	train-mlogloss:1.83941	validation-mlogloss:1.85295
[155]	train-mlogloss:1.83700	validation-mlogloss:1.85062
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[201]	train-mlogloss:1.73352	validation-mlogloss:1.75467
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[211]	train-mlogloss:1.71538	validation-mlogloss:1.73745
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[582]	train-mlogloss:1.42717	validation-mlogloss:1.49698
[583]	train-mlogloss:1.42684	validation-mlogloss:1.49679
[584]	train-mlogloss:1.42651	validation-mlogloss:1.49659
[585]	train-mlogloss:1.42618	validation-mlogloss:1.49632
[586]	train-mlogloss:1.42588	validation-mlogloss:1.49612
[587]	train-mlogloss:1.42558	validation-mlogloss:1.49587
[588]	train-mlogloss:1.42527	validation-mlogloss:1.49566
[589]	train-mlogloss:1.42491	validation-mlogloss:1.49540
[590]	train-mlogloss:1.42450	validation-mlogloss:1.49508
[591]	train-mlogloss:1.42419	validation-mlogloss:1.49496
[592]	train-mlogloss:1.42384	validation-mlogloss:1.49483
[593]	train-mlogloss:1.42346	validation-mlogloss:1.49462
[594]	train-mlogloss:1.42312	validation-mlogloss:1.49436
[595]	train-mlogloss:1.42274	validation-mlogloss:1.49415
[596]	train-mlogloss:1.42240	validation-mlogloss:1.49396
[597]	train-mlogloss:1.42208	validation-mlogloss:1.49376
[598]	train-mlogloss:1.42172	validation-mlogloss:1.49369
[599]	train-mlogloss:1.42133	validation-mlogloss:1.49339
[600]	train-mlogloss:1.42099	validation-mlogloss:1.49325
[601]	train-mlogloss:1.42065	validation-mlogloss:1.49299
[602]	train-mlogloss:1.42031	validation-mlogloss:1.49277
[603]	train-mlogloss:1.41998	validation-mlogloss:1.49247
[604]	train-mlogloss:1.41961	validation-mlogloss:1.49237
[605]	train-mlogloss:1.41932	validation-mlogloss:1.49220
[606]	train-mlogloss:1.41904	validation-mlogloss:1.49200
[607]	train-mlogloss:1.41875	validation-mlogloss:1.49185
[608]	train-mlogloss:1.41847	validation-mlogloss:1.49170
[609]	train-mlogloss:1.41806	validation-mlogloss:1.49144
[610]	train-mlogloss:1.41773	validation-mlogloss:1.49132
[611]	train-mlogloss:1.41745	validation-mlogloss:1.49107
[612]	train-mlogloss:1.41715	validation-mlogloss:1.49090
[613]	train-mlogloss:1.41685	validation-mlogloss:1.49076
[614]	train-mlogloss:1.41655	validation-mlogloss:1.49059
[615]	train-mlogloss:1.41627	validation-mlogloss:1.49038
[616]	train-mlogloss:1.41600	validation-mlogloss:1.49030
[617]	train-mlogloss:1.41573	validation-mlogloss:1.49008
[618]	train-mlogloss:1.41539	validation-mlogloss:1.48996
[619]	train-mlogloss:1.41511	validation-mlogloss:1.48979
[620]	train-mlogloss:1.41479	validation-mlogloss:1.48955
[621]	train-mlogloss:1.41447	validation-mlogloss:1.48937
[622]	train-mlogloss:1.41414	validation-mlogloss:1.48910
[623]	train-mlogloss:1.41387	validation-mlogloss:1.48894
[624]	train-mlogloss:1.41352	validation-mlogloss:1.48874
[625]	train-mlogloss:1.41324	validation-mlogloss:1.48854
[626]	train-mlogloss:1.41292	validation-mlogloss:1.48840
[627]	train-mlogloss:1.41264	validation-mlogloss:1.48822
[628]	train-mlogloss:1.41231	validation-mlogloss:1.48815
Saved model to disk.
2025-11-07 10:26:24.458425: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:26:24.469657: 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 00:00:1762507584.482637 2386086 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507584.486749 2386086 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507584.496773 2386086 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507584.496792 2386086 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507584.496802 2386086 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507584.496804 2386086 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:26:24.499904: 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:2.69717	validation-mlogloss:2.69701
[1]	train-mlogloss:2.68628	validation-mlogloss:2.68627
[2]	train-mlogloss:2.67570	validation-mlogloss:2.67555
[3]	train-mlogloss:2.66511	validation-mlogloss:2.66498
[4]	train-mlogloss:2.65501	validation-mlogloss:2.65473
[5]	train-mlogloss:2.64507	validation-mlogloss:2.64485
[6]	train-mlogloss:2.63486	validation-mlogloss:2.63457
[7]	train-mlogloss:2.62463	validation-mlogloss:2.62423
[8]	train-mlogloss:2.61453	validation-mlogloss:2.61395
[9]	train-mlogloss:2.60422	validation-mlogloss:2.60357
[10]	train-mlogloss:2.59478	validation-mlogloss:2.59407
[11]	train-mlogloss:2.58520	validation-mlogloss:2.58446
[12]	train-mlogloss:2.57560	validation-mlogloss:2.57470
[13]	train-mlogloss:2.56620	validation-mlogloss:2.56512
[14]	train-mlogloss:2.55715	validation-mlogloss:2.55592
[15]	train-mlogloss:2.54808	validation-mlogloss:2.54687
[16]	train-mlogloss:2.53837	validation-mlogloss:2.53713
[17]	train-mlogloss:2.52933	validation-mlogloss:2.52807
[18]	train-mlogloss:2.52059	validation-mlogloss:2.51917
[19]	train-mlogloss:2.51209	validation-mlogloss:2.51057
[20]	train-mlogloss:2.50321	validation-mlogloss:2.50179
[21]	train-mlogloss:2.49443	validation-mlogloss:2.49306
[22]	train-mlogloss:2.48538	validation-mlogloss:2.48404
[23]	train-mlogloss:2.47665	validation-mlogloss:2.47535
[24]	train-mlogloss:2.46817	validation-mlogloss:2.46672
[25]	train-mlogloss:2.45984	validation-mlogloss:2.45833
[26]	train-mlogloss:2.45112	validation-mlogloss:2.44940
[27]	train-mlogloss:2.44234	validation-mlogloss:2.44064
[28]	train-mlogloss:2.43403	validation-mlogloss:2.43225
[29]	train-mlogloss:2.42588	validation-mlogloss:2.42402
[30]	train-mlogloss:2.41773	validation-mlogloss:2.41604
[31]	train-mlogloss:2.40934	validation-mlogloss:2.40777
[32]	train-mlogloss:2.40169	validation-mlogloss:2.40009
[33]	train-mlogloss:2.39390	validation-mlogloss:2.39226
[34]	train-mlogloss:2.38633	validation-mlogloss:2.38459
[35]	train-mlogloss:2.37871	validation-mlogloss:2.37713
[36]	train-mlogloss:2.37162	validation-mlogloss:2.36992
[37]	train-mlogloss:2.36445	validation-mlogloss:2.36272
[38]	train-mlogloss:2.35727	validation-mlogloss:2.35528
[39]	train-mlogloss:2.34980	validation-mlogloss:2.34773
[40]	train-mlogloss:2.34271	validation-mlogloss:2.34065
[41]	train-mlogloss:2.33521	validation-mlogloss:2.33331
[42]	train-mlogloss:2.32826	validation-mlogloss:2.32630
[43]	train-mlogloss:2.32149	validation-mlogloss:2.31974
[44]	train-mlogloss:2.31435	validation-mlogloss:2.31273
[45]	train-mlogloss:2.30734	validation-mlogloss:2.30570
[46]	train-mlogloss:2.30055	validation-mlogloss:2.29896
[47]	train-mlogloss:2.29359	validation-mlogloss:2.29216
[48]	train-mlogloss:2.28684	validation-mlogloss:2.28572
[49]	train-mlogloss:2.28015	validation-mlogloss:2.27915
[50]	train-mlogloss:2.27365	validation-mlogloss:2.27322
[51]	train-mlogloss:2.26717	validation-mlogloss:2.26685
[52]	train-mlogloss:2.26071	validation-mlogloss:2.26035
[53]	train-mlogloss:2.25425	validation-mlogloss:2.25416
[54]	train-mlogloss:2.24811	validation-mlogloss:2.24826
[55]	train-mlogloss:2.24187	validation-mlogloss:2.24207
[56]	train-mlogloss:2.23561	validation-mlogloss:2.23565
[57]	train-mlogloss:2.22965	validation-mlogloss:2.22984
[58]	train-mlogloss:2.22332	validation-mlogloss:2.22379
[59]	train-mlogloss:2.21728	validation-mlogloss:2.21780
[60]	train-mlogloss:2.21155	validation-mlogloss:2.21228
[61]	train-mlogloss:2.20519	validation-mlogloss:2.20601
[62]	train-mlogloss:2.19930	validation-mlogloss:2.20004
[63]	train-mlogloss:2.19369	validation-mlogloss:2.19457
[64]	train-mlogloss:2.18775	validation-mlogloss:2.18884
[65]	train-mlogloss:2.18216	validation-mlogloss:2.18348
[66]	train-mlogloss:2.17652	validation-mlogloss:2.17777
[67]	train-mlogloss:2.17093	validation-mlogloss:2.17224
[68]	train-mlogloss:2.16541	validation-mlogloss:2.16692
[69]	train-mlogloss:2.16016	validation-mlogloss:2.16197
[70]	train-mlogloss:2.15505	validation-mlogloss:2.15721
[71]	train-mlogloss:2.14975	validation-mlogloss:2.15216
[72]	train-mlogloss:2.14453	validation-mlogloss:2.14710
[73]	train-mlogloss:2.13935	validation-mlogloss:2.14188
[74]	train-mlogloss:2.13425	validation-mlogloss:2.13689
[75]	train-mlogloss:2.12924	validation-mlogloss:2.13206
[76]	train-mlogloss:2.12430	validation-mlogloss:2.12704
[77]	train-mlogloss:2.11923	validation-mlogloss:2.12213
[78]	train-mlogloss:2.11428	validation-mlogloss:2.11732
[79]	train-mlogloss:2.10931	validation-mlogloss:2.11254
[80]	train-mlogloss:2.10449	validation-mlogloss:2.10790
[81]	train-mlogloss:2.09980	validation-mlogloss:2.10325
[82]	train-mlogloss:2.09485	validation-mlogloss:2.09858
[83]	train-mlogloss:2.09011	validation-mlogloss:2.09399
[84]	train-mlogloss:2.08527	validation-mlogloss:2.08926
[85]	train-mlogloss:2.08057	validation-mlogloss:2.08476
[86]	train-mlogloss:2.07579	validation-mlogloss:2.08027
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[88]	train-mlogloss:2.06674	validation-mlogloss:2.07160
[89]	train-mlogloss:2.06243	validation-mlogloss:2.06739
[90]	train-mlogloss:2.05822	validation-mlogloss:2.06328
[91]	train-mlogloss:2.05380	validation-mlogloss:2.05899
[92]	train-mlogloss:2.04951	validation-mlogloss:2.05488
[93]	train-mlogloss:2.04520	validation-mlogloss:2.05078
[94]	train-mlogloss:2.04098	validation-mlogloss:2.04666
[95]	train-mlogloss:2.03685	validation-mlogloss:2.04252
[96]	train-mlogloss:2.03273	validation-mlogloss:2.03877
[97]	train-mlogloss:2.02844	validation-mlogloss:2.03481
[98]	train-mlogloss:2.02418	validation-mlogloss:2.03078
[99]	train-mlogloss:2.02006	validation-mlogloss:2.02665
[100]	train-mlogloss:2.01614	validation-mlogloss:2.02292
[101]	train-mlogloss:2.01204	validation-mlogloss:2.01907
[102]	train-mlogloss:2.00819	validation-mlogloss:2.01545
[103]	train-mlogloss:2.00427	validation-mlogloss:2.01169
[104]	train-mlogloss:2.00041	validation-mlogloss:2.00817
[105]	train-mlogloss:1.99642	validation-mlogloss:2.00421
[106]	train-mlogloss:1.99255	validation-mlogloss:2.00028
[107]	train-mlogloss:1.98869	validation-mlogloss:1.99661
[108]	train-mlogloss:1.98515	validation-mlogloss:1.99336
[109]	train-mlogloss:1.98149	validation-mlogloss:1.98988
[110]	train-mlogloss:1.97775	validation-mlogloss:1.98615
[111]	train-mlogloss:1.97425	validation-mlogloss:1.98270
[112]	train-mlogloss:1.97062	validation-mlogloss:1.97907
[113]	train-mlogloss:1.96685	validation-mlogloss:1.97549
[114]	train-mlogloss:1.96329	validation-mlogloss:1.97204
[115]	train-mlogloss:1.95969	validation-mlogloss:1.96862
[116]	train-mlogloss:1.95598	validation-mlogloss:1.96520
[117]	train-mlogloss:1.95245	validation-mlogloss:1.96171
[118]	train-mlogloss:1.94896	validation-mlogloss:1.95845
[119]	train-mlogloss:1.94548	validation-mlogloss:1.95510
[120]	train-mlogloss:1.94207	validation-mlogloss:1.95189
[121]	train-mlogloss:1.93860	validation-mlogloss:1.94857
[122]	train-mlogloss:1.93534	validation-mlogloss:1.94549
[123]	train-mlogloss:1.93205	validation-mlogloss:1.94228
[124]	train-mlogloss:1.92851	validation-mlogloss:1.93884
[125]	train-mlogloss:1.92503	validation-mlogloss:1.93545
[126]	train-mlogloss:1.92181	validation-mlogloss:1.93265
[127]	train-mlogloss:1.91859	validation-mlogloss:1.92957
[128]	train-mlogloss:1.91532	validation-mlogloss:1.92657
[129]	train-mlogloss:1.91216	validation-mlogloss:1.92357
[130]	train-mlogloss:1.90896	validation-mlogloss:1.92061
[131]	train-mlogloss:1.90583	validation-mlogloss:1.91756
[132]	train-mlogloss:1.90271	validation-mlogloss:1.91465
[133]	train-mlogloss:1.89950	validation-mlogloss:1.91154
[134]	train-mlogloss:1.89647	validation-mlogloss:1.90863
[135]	train-mlogloss:1.89331	validation-mlogloss:1.90574
[136]	train-mlogloss:1.89039	validation-mlogloss:1.90316
[137]	train-mlogloss:1.88725	validation-mlogloss:1.90016
[138]	train-mlogloss:1.88435	validation-mlogloss:1.89727
[139]	train-mlogloss:1.88141	validation-mlogloss:1.89443
[140]	train-mlogloss:1.87850	validation-mlogloss:1.89164
[141]	train-mlogloss:1.87576	validation-mlogloss:1.88899
[142]	train-mlogloss:1.87267	validation-mlogloss:1.88635
[143]	train-mlogloss:1.86966	validation-mlogloss:1.88364
[144]	train-mlogloss:1.86689	validation-mlogloss:1.88106
[145]	train-mlogloss:1.86391	validation-mlogloss:1.87834
[146]	train-mlogloss:1.86098	validation-mlogloss:1.87542
[147]	train-mlogloss:1.85822	validation-mlogloss:1.87301
[148]	train-mlogloss:1.85547	validation-mlogloss:1.87048
[149]	train-mlogloss:1.85279	validation-mlogloss:1.86793
[150]	train-mlogloss:1.84998	validation-mlogloss:1.86525
[151]	train-mlogloss:1.84729	validation-mlogloss:1.86277
[152]	train-mlogloss:1.84442	validation-mlogloss:1.86006
[153]	train-mlogloss:1.84168	validation-mlogloss:1.85766
[154]	train-mlogloss:1.83889	validation-mlogloss:1.85494
[155]	train-mlogloss:1.83631	validation-mlogloss:1.85247
[156]	train-mlogloss:1.83371	validation-mlogloss:1.85004
[157]	train-mlogloss:1.83112	validation-mlogloss:1.84748
[158]	train-mlogloss:1.82864	validation-mlogloss:1.84502
[159]	train-mlogloss:1.82613	validation-mlogloss:1.84256
[160]	train-mlogloss:1.82363	validation-mlogloss:1.84018
[161]	train-mlogloss:1.82114	validation-mlogloss:1.83781
[162]	train-mlogloss:1.81867	validation-mlogloss:1.83555
[163]	train-mlogloss:1.81615	validation-mlogloss:1.83304
[164]	train-mlogloss:1.81366	validation-mlogloss:1.83067
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[166]	train-mlogloss:1.80883	validation-mlogloss:1.82591
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[169]	train-mlogloss:1.80162	validation-mlogloss:1.81908
[170]	train-mlogloss:1.79917	validation-mlogloss:1.81661
[171]	train-mlogloss:1.79675	validation-mlogloss:1.81423
[172]	train-mlogloss:1.79456	validation-mlogloss:1.81220
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[185]	train-mlogloss:1.76550	validation-mlogloss:1.78498
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[189]	train-mlogloss:1.75703	validation-mlogloss:1.77743
[190]	train-mlogloss:1.75504	validation-mlogloss:1.77549
[191]	train-mlogloss:1.75293	validation-mlogloss:1.77338
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[194]	train-mlogloss:1.74690	validation-mlogloss:1.76787
[195]	train-mlogloss:1.74494	validation-mlogloss:1.76605
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[197]	train-mlogloss:1.74106	validation-mlogloss:1.76263
[198]	train-mlogloss:1.73908	validation-mlogloss:1.76091
[199]	train-mlogloss:1.73717	validation-mlogloss:1.75920
[200]	train-mlogloss:1.73525	validation-mlogloss:1.75756
[201]	train-mlogloss:1.73330	validation-mlogloss:1.75577
[202]	train-mlogloss:1.73142	validation-mlogloss:1.75399
[203]	train-mlogloss:1.72955	validation-mlogloss:1.75227
[204]	train-mlogloss:1.72759	validation-mlogloss:1.75066
[205]	train-mlogloss:1.72569	validation-mlogloss:1.74878
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[208]	train-mlogloss:1.72027	validation-mlogloss:1.74396
[209]	train-mlogloss:1.71857	validation-mlogloss:1.74220
[210]	train-mlogloss:1.71668	validation-mlogloss:1.74060
[211]	train-mlogloss:1.71487	validation-mlogloss:1.73880
[212]	train-mlogloss:1.71309	validation-mlogloss:1.73708
[213]	train-mlogloss:1.71133	validation-mlogloss:1.73551
[214]	train-mlogloss:1.70967	validation-mlogloss:1.73391
[215]	train-mlogloss:1.70790	validation-mlogloss:1.73228
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[218]	train-mlogloss:1.70270	validation-mlogloss:1.72741
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[221]	train-mlogloss:1.69764	validation-mlogloss:1.72263
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[560]	train-mlogloss:1.43422	validation-mlogloss:1.50146
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[579]	train-mlogloss:1.42758	validation-mlogloss:1.49715
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[600]	train-mlogloss:1.42047	validation-mlogloss:1.49275
[601]	train-mlogloss:1.42016	validation-mlogloss:1.49255
[602]	train-mlogloss:1.41989	validation-mlogloss:1.49231
[603]	train-mlogloss:1.41956	validation-mlogloss:1.49211
[604]	train-mlogloss:1.41924	validation-mlogloss:1.49199
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[606]	train-mlogloss:1.41863	validation-mlogloss:1.49170
[607]	train-mlogloss:1.41829	validation-mlogloss:1.49143
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[610]	train-mlogloss:1.41750	validation-mlogloss:1.49085
[611]	train-mlogloss:1.41721	validation-mlogloss:1.49072
[612]	train-mlogloss:1.41690	validation-mlogloss:1.49053
[613]	train-mlogloss:1.41663	validation-mlogloss:1.49038
[614]	train-mlogloss:1.41627	validation-mlogloss:1.49021
[615]	train-mlogloss:1.41595	validation-mlogloss:1.49007
[616]	train-mlogloss:1.41562	validation-mlogloss:1.48981
[617]	train-mlogloss:1.41536	validation-mlogloss:1.48960
[618]	train-mlogloss:1.41502	validation-mlogloss:1.48937
[619]	train-mlogloss:1.41468	validation-mlogloss:1.48915
[620]	train-mlogloss:1.41440	validation-mlogloss:1.48898
[621]	train-mlogloss:1.41404	validation-mlogloss:1.48880
[622]	train-mlogloss:1.41377	validation-mlogloss:1.48866
[623]	train-mlogloss:1.41342	validation-mlogloss:1.48857
[624]	train-mlogloss:1.41314	validation-mlogloss:1.48840
[625]	train-mlogloss:1.41281	validation-mlogloss:1.48824
[626]	train-mlogloss:1.41258	validation-mlogloss:1.48807
[627]	train-mlogloss:1.41228	validation-mlogloss:1.48789
[628]	train-mlogloss:1.41200	validation-mlogloss:1.48779
Saved model to disk.
2025-11-07 10:26:51.169948: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:26:51.181254: 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 00:00:1762507611.194401 2386512 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507611.198579 2386512 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507611.209231 2386512 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507611.209251 2386512 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507611.209253 2386512 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507611.209255 2386512 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:26:51.212394: 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:2.68613	validation-mlogloss:2.68605
[2]	train-mlogloss:2.67595	validation-mlogloss:2.67572
[3]	train-mlogloss:2.66599	validation-mlogloss:2.66567
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[6]	train-mlogloss:2.63479	validation-mlogloss:2.63472
[7]	train-mlogloss:2.62479	validation-mlogloss:2.62473
[8]	train-mlogloss:2.61504	validation-mlogloss:2.61458
[9]	train-mlogloss:2.60508	validation-mlogloss:2.60469
[10]	train-mlogloss:2.59541	validation-mlogloss:2.59488
[11]	train-mlogloss:2.58596	validation-mlogloss:2.58532
[12]	train-mlogloss:2.57664	validation-mlogloss:2.57584
[13]	train-mlogloss:2.56753	validation-mlogloss:2.56673
[14]	train-mlogloss:2.55757	validation-mlogloss:2.55702
[15]	train-mlogloss:2.54835	validation-mlogloss:2.54778
[16]	train-mlogloss:2.53925	validation-mlogloss:2.53850
[17]	train-mlogloss:2.53012	validation-mlogloss:2.52918
[18]	train-mlogloss:2.52150	validation-mlogloss:2.52036
[19]	train-mlogloss:2.51202	validation-mlogloss:2.51086
[20]	train-mlogloss:2.50275	validation-mlogloss:2.50146
[21]	train-mlogloss:2.49375	validation-mlogloss:2.49235
[22]	train-mlogloss:2.48508	validation-mlogloss:2.48370
[23]	train-mlogloss:2.47641	validation-mlogloss:2.47492
[24]	train-mlogloss:2.46758	validation-mlogloss:2.46610
[25]	train-mlogloss:2.45878	validation-mlogloss:2.45717
[26]	train-mlogloss:2.45040	validation-mlogloss:2.44887
[27]	train-mlogloss:2.44205	validation-mlogloss:2.44043
[28]	train-mlogloss:2.43393	validation-mlogloss:2.43207
[29]	train-mlogloss:2.42567	validation-mlogloss:2.42377
[30]	train-mlogloss:2.41757	validation-mlogloss:2.41567
[31]	train-mlogloss:2.40973	validation-mlogloss:2.40785
[32]	train-mlogloss:2.40207	validation-mlogloss:2.40018
[33]	train-mlogloss:2.39392	validation-mlogloss:2.39201
[34]	train-mlogloss:2.38594	validation-mlogloss:2.38405
[35]	train-mlogloss:2.37815	validation-mlogloss:2.37639
[36]	train-mlogloss:2.37085	validation-mlogloss:2.36883
[37]	train-mlogloss:2.36350	validation-mlogloss:2.36155
[38]	train-mlogloss:2.35631	validation-mlogloss:2.35413
[39]	train-mlogloss:2.34901	validation-mlogloss:2.34698
[40]	train-mlogloss:2.34200	validation-mlogloss:2.34002
[41]	train-mlogloss:2.33482	validation-mlogloss:2.33307
[42]	train-mlogloss:2.32773	validation-mlogloss:2.32596
[43]	train-mlogloss:2.32064	validation-mlogloss:2.31892
[44]	train-mlogloss:2.31382	validation-mlogloss:2.31211
[45]	train-mlogloss:2.30688	validation-mlogloss:2.30525
[46]	train-mlogloss:2.30024	validation-mlogloss:2.29864
[47]	train-mlogloss:2.29359	validation-mlogloss:2.29214
[48]	train-mlogloss:2.28677	validation-mlogloss:2.28530
[49]	train-mlogloss:2.28025	validation-mlogloss:2.27872
[50]	train-mlogloss:2.27365	validation-mlogloss:2.27234
[51]	train-mlogloss:2.26697	validation-mlogloss:2.26594
[52]	train-mlogloss:2.26036	validation-mlogloss:2.25961
[53]	train-mlogloss:2.25382	validation-mlogloss:2.25316
[54]	train-mlogloss:2.24758	validation-mlogloss:2.24708
[55]	train-mlogloss:2.24128	validation-mlogloss:2.24083
[56]	train-mlogloss:2.23519	validation-mlogloss:2.23505
[57]	train-mlogloss:2.22924	validation-mlogloss:2.22933
[58]	train-mlogloss:2.22338	validation-mlogloss:2.22335
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[60]	train-mlogloss:2.21130	validation-mlogloss:2.21159
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[62]	train-mlogloss:2.19969	validation-mlogloss:2.20021
[63]	train-mlogloss:2.19365	validation-mlogloss:2.19443
[64]	train-mlogloss:2.18788	validation-mlogloss:2.18880
[65]	train-mlogloss:2.18208	validation-mlogloss:2.18320
[66]	train-mlogloss:2.17658	validation-mlogloss:2.17792
[67]	train-mlogloss:2.17082	validation-mlogloss:2.17207
[68]	train-mlogloss:2.16529	validation-mlogloss:2.16633
[69]	train-mlogloss:2.16007	validation-mlogloss:2.16111
[70]	train-mlogloss:2.15469	validation-mlogloss:2.15592
[71]	train-mlogloss:2.14936	validation-mlogloss:2.15091
[72]	train-mlogloss:2.14402	validation-mlogloss:2.14577
[73]	train-mlogloss:2.13885	validation-mlogloss:2.14092
[74]	train-mlogloss:2.13359	validation-mlogloss:2.13574
[75]	train-mlogloss:2.12832	validation-mlogloss:2.13057
[76]	train-mlogloss:2.12333	validation-mlogloss:2.12562
[77]	train-mlogloss:2.11842	validation-mlogloss:2.12083
[78]	train-mlogloss:2.11326	validation-mlogloss:2.11584
[79]	train-mlogloss:2.10804	validation-mlogloss:2.11095
[80]	train-mlogloss:2.10326	validation-mlogloss:2.10621
[81]	train-mlogloss:2.09860	validation-mlogloss:2.10142
[82]	train-mlogloss:2.09382	validation-mlogloss:2.09690
[83]	train-mlogloss:2.08918	validation-mlogloss:2.09219
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[85]	train-mlogloss:2.07987	validation-mlogloss:2.08294
[86]	train-mlogloss:2.07534	validation-mlogloss:2.07864
[87]	train-mlogloss:2.07073	validation-mlogloss:2.07422
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[93]	train-mlogloss:2.04390	validation-mlogloss:2.04827
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[95]	train-mlogloss:2.03527	validation-mlogloss:2.03994
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[100]	train-mlogloss:2.01460	validation-mlogloss:2.02013
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[102]	train-mlogloss:2.00660	validation-mlogloss:2.01263
[103]	train-mlogloss:2.00268	validation-mlogloss:2.00876
[104]	train-mlogloss:1.99878	validation-mlogloss:2.00520
[105]	train-mlogloss:1.99485	validation-mlogloss:2.00137
[106]	train-mlogloss:1.99105	validation-mlogloss:1.99765
[107]	train-mlogloss:1.98741	validation-mlogloss:1.99429
[108]	train-mlogloss:1.98374	validation-mlogloss:1.99083
[109]	train-mlogloss:1.98004	validation-mlogloss:1.98741
[110]	train-mlogloss:1.97643	validation-mlogloss:1.98406
[111]	train-mlogloss:1.97279	validation-mlogloss:1.98052
[112]	train-mlogloss:1.96909	validation-mlogloss:1.97704
[113]	train-mlogloss:1.96564	validation-mlogloss:1.97364
[114]	train-mlogloss:1.96208	validation-mlogloss:1.97015
[115]	train-mlogloss:1.95842	validation-mlogloss:1.96675
[116]	train-mlogloss:1.95492	validation-mlogloss:1.96350
[117]	train-mlogloss:1.95143	validation-mlogloss:1.96012
[118]	train-mlogloss:1.94813	validation-mlogloss:1.95718
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[120]	train-mlogloss:1.94117	validation-mlogloss:1.95053
[121]	train-mlogloss:1.93778	validation-mlogloss:1.94745
[122]	train-mlogloss:1.93437	validation-mlogloss:1.94431
[123]	train-mlogloss:1.93104	validation-mlogloss:1.94125
[124]	train-mlogloss:1.92767	validation-mlogloss:1.93808
[125]	train-mlogloss:1.92454	validation-mlogloss:1.93514
[126]	train-mlogloss:1.92132	validation-mlogloss:1.93229
[127]	train-mlogloss:1.91823	validation-mlogloss:1.92947
[128]	train-mlogloss:1.91485	validation-mlogloss:1.92617
[129]	train-mlogloss:1.91162	validation-mlogloss:1.92297
[130]	train-mlogloss:1.90839	validation-mlogloss:1.91993
[131]	train-mlogloss:1.90522	validation-mlogloss:1.91691
[132]	train-mlogloss:1.90224	validation-mlogloss:1.91387
[133]	train-mlogloss:1.89905	validation-mlogloss:1.91080
[134]	train-mlogloss:1.89601	validation-mlogloss:1.90798
[135]	train-mlogloss:1.89300	validation-mlogloss:1.90516
[136]	train-mlogloss:1.89009	validation-mlogloss:1.90235
[137]	train-mlogloss:1.88684	validation-mlogloss:1.89927
[138]	train-mlogloss:1.88381	validation-mlogloss:1.89651
[139]	train-mlogloss:1.88087	validation-mlogloss:1.89372
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[141]	train-mlogloss:1.87500	validation-mlogloss:1.88802
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[144]	train-mlogloss:1.86651	validation-mlogloss:1.88006
[145]	train-mlogloss:1.86358	validation-mlogloss:1.87717
[146]	train-mlogloss:1.86073	validation-mlogloss:1.87447
[147]	train-mlogloss:1.85818	validation-mlogloss:1.87215
[148]	train-mlogloss:1.85545	validation-mlogloss:1.86963
[149]	train-mlogloss:1.85281	validation-mlogloss:1.86701
[150]	train-mlogloss:1.84996	validation-mlogloss:1.86433
[151]	train-mlogloss:1.84721	validation-mlogloss:1.86174
[152]	train-mlogloss:1.84463	validation-mlogloss:1.85918
[153]	train-mlogloss:1.84210	validation-mlogloss:1.85671
[154]	train-mlogloss:1.83936	validation-mlogloss:1.85414
[155]	train-mlogloss:1.83672	validation-mlogloss:1.85164
[156]	train-mlogloss:1.83416	validation-mlogloss:1.84924
[157]	train-mlogloss:1.83164	validation-mlogloss:1.84674
[158]	train-mlogloss:1.82910	validation-mlogloss:1.84423
[159]	train-mlogloss:1.82664	validation-mlogloss:1.84198
[160]	train-mlogloss:1.82412	validation-mlogloss:1.83954
[161]	train-mlogloss:1.82167	validation-mlogloss:1.83736
[162]	train-mlogloss:1.81929	validation-mlogloss:1.83503
[163]	train-mlogloss:1.81697	validation-mlogloss:1.83279
[164]	train-mlogloss:1.81437	validation-mlogloss:1.83041
[165]	train-mlogloss:1.81174	validation-mlogloss:1.82794
[166]	train-mlogloss:1.80936	validation-mlogloss:1.82571
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[169]	train-mlogloss:1.80209	validation-mlogloss:1.81880
[170]	train-mlogloss:1.79988	validation-mlogloss:1.81663
[171]	train-mlogloss:1.79759	validation-mlogloss:1.81430
[172]	train-mlogloss:1.79516	validation-mlogloss:1.81204
[173]	train-mlogloss:1.79278	validation-mlogloss:1.80957
[174]	train-mlogloss:1.79051	validation-mlogloss:1.80751
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[477]	train-mlogloss:1.47019	validation-mlogloss:1.52593
[478]	train-mlogloss:1.46970	validation-mlogloss:1.52566
[479]	train-mlogloss:1.46925	validation-mlogloss:1.52534
[480]	train-mlogloss:1.46877	validation-mlogloss:1.52514
[481]	train-mlogloss:1.46832	validation-mlogloss:1.52469
[482]	train-mlogloss:1.46781	validation-mlogloss:1.52426
[483]	train-mlogloss:1.46739	validation-mlogloss:1.52387
[484]	train-mlogloss:1.46688	validation-mlogloss:1.52353
[485]	train-mlogloss:1.46641	validation-mlogloss:1.52320
[486]	train-mlogloss:1.46594	validation-mlogloss:1.52280
[487]	train-mlogloss:1.46547	validation-mlogloss:1.52244
[488]	train-mlogloss:1.46501	validation-mlogloss:1.52211
[489]	train-mlogloss:1.46452	validation-mlogloss:1.52169
[490]	train-mlogloss:1.46399	validation-mlogloss:1.52129
[491]	train-mlogloss:1.46354	validation-mlogloss:1.52098
[492]	train-mlogloss:1.46306	validation-mlogloss:1.52066
[493]	train-mlogloss:1.46260	validation-mlogloss:1.52024
[494]	train-mlogloss:1.46211	validation-mlogloss:1.51987
[495]	train-mlogloss:1.46168	validation-mlogloss:1.51953
[496]	train-mlogloss:1.46122	validation-mlogloss:1.51922
[497]	train-mlogloss:1.46079	validation-mlogloss:1.51889
[498]	train-mlogloss:1.46037	validation-mlogloss:1.51858
[499]	train-mlogloss:1.45990	validation-mlogloss:1.51828
[500]	train-mlogloss:1.45945	validation-mlogloss:1.51800
[501]	train-mlogloss:1.45902	validation-mlogloss:1.51767
[502]	train-mlogloss:1.45862	validation-mlogloss:1.51747
[503]	train-mlogloss:1.45816	validation-mlogloss:1.51718
[504]	train-mlogloss:1.45771	validation-mlogloss:1.51685
[505]	train-mlogloss:1.45721	validation-mlogloss:1.51660
[506]	train-mlogloss:1.45678	validation-mlogloss:1.51629
[507]	train-mlogloss:1.45635	validation-mlogloss:1.51604
[508]	train-mlogloss:1.45588	validation-mlogloss:1.51568
[509]	train-mlogloss:1.45545	validation-mlogloss:1.51540
[510]	train-mlogloss:1.45498	validation-mlogloss:1.51512
[511]	train-mlogloss:1.45456	validation-mlogloss:1.51475
[512]	train-mlogloss:1.45413	validation-mlogloss:1.51448
[513]	train-mlogloss:1.45377	validation-mlogloss:1.51421
[514]	train-mlogloss:1.45339	validation-mlogloss:1.51387
[515]	train-mlogloss:1.45300	validation-mlogloss:1.51359
[516]	train-mlogloss:1.45264	validation-mlogloss:1.51321
[517]	train-mlogloss:1.45222	validation-mlogloss:1.51291
[518]	train-mlogloss:1.45182	validation-mlogloss:1.51262
[519]	train-mlogloss:1.45141	validation-mlogloss:1.51229
[520]	train-mlogloss:1.45100	validation-mlogloss:1.51208
[521]	train-mlogloss:1.45062	validation-mlogloss:1.51187
[522]	train-mlogloss:1.45020	validation-mlogloss:1.51155
[523]	train-mlogloss:1.44984	validation-mlogloss:1.51140
[524]	train-mlogloss:1.44944	validation-mlogloss:1.51109
[525]	train-mlogloss:1.44908	validation-mlogloss:1.51089
[526]	train-mlogloss:1.44870	validation-mlogloss:1.51056
[527]	train-mlogloss:1.44824	validation-mlogloss:1.51036
[528]	train-mlogloss:1.44791	validation-mlogloss:1.51012
[529]	train-mlogloss:1.44747	validation-mlogloss:1.50989
[530]	train-mlogloss:1.44703	validation-mlogloss:1.50959
[531]	train-mlogloss:1.44664	validation-mlogloss:1.50928
[532]	train-mlogloss:1.44621	validation-mlogloss:1.50901
[533]	train-mlogloss:1.44581	validation-mlogloss:1.50874
[534]	train-mlogloss:1.44541	validation-mlogloss:1.50855
[535]	train-mlogloss:1.44495	validation-mlogloss:1.50831
[536]	train-mlogloss:1.44451	validation-mlogloss:1.50800
[537]	train-mlogloss:1.44408	validation-mlogloss:1.50770
[538]	train-mlogloss:1.44369	validation-mlogloss:1.50742
[539]	train-mlogloss:1.44327	validation-mlogloss:1.50721
[540]	train-mlogloss:1.44281	validation-mlogloss:1.50692
[541]	train-mlogloss:1.44234	validation-mlogloss:1.50658
[542]	train-mlogloss:1.44190	validation-mlogloss:1.50631
[543]	train-mlogloss:1.44153	validation-mlogloss:1.50601
[544]	train-mlogloss:1.44112	validation-mlogloss:1.50582
[545]	train-mlogloss:1.44075	validation-mlogloss:1.50556
[546]	train-mlogloss:1.44036	validation-mlogloss:1.50529
[547]	train-mlogloss:1.43995	validation-mlogloss:1.50515
[548]	train-mlogloss:1.43956	validation-mlogloss:1.50479
[549]	train-mlogloss:1.43917	validation-mlogloss:1.50461
[550]	train-mlogloss:1.43875	validation-mlogloss:1.50437
[551]	train-mlogloss:1.43834	validation-mlogloss:1.50421
[552]	train-mlogloss:1.43795	validation-mlogloss:1.50391
[553]	train-mlogloss:1.43758	validation-mlogloss:1.50362
[554]	train-mlogloss:1.43721	validation-mlogloss:1.50335
[555]	train-mlogloss:1.43689	validation-mlogloss:1.50320
[556]	train-mlogloss:1.43645	validation-mlogloss:1.50283
[557]	train-mlogloss:1.43607	validation-mlogloss:1.50259
[558]	train-mlogloss:1.43567	validation-mlogloss:1.50233
[559]	train-mlogloss:1.43530	validation-mlogloss:1.50200
[560]	train-mlogloss:1.43494	validation-mlogloss:1.50183
[561]	train-mlogloss:1.43452	validation-mlogloss:1.50152
[562]	train-mlogloss:1.43411	validation-mlogloss:1.50127
[563]	train-mlogloss:1.43376	validation-mlogloss:1.50105
[564]	train-mlogloss:1.43334	validation-mlogloss:1.50077
[565]	train-mlogloss:1.43295	validation-mlogloss:1.50061
[566]	train-mlogloss:1.43262	validation-mlogloss:1.50037
[567]	train-mlogloss:1.43227	validation-mlogloss:1.50004
[568]	train-mlogloss:1.43189	validation-mlogloss:1.49979
[569]	train-mlogloss:1.43155	validation-mlogloss:1.49955
[570]	train-mlogloss:1.43120	validation-mlogloss:1.49932
[571]	train-mlogloss:1.43088	validation-mlogloss:1.49915
[572]	train-mlogloss:1.43051	validation-mlogloss:1.49889
[573]	train-mlogloss:1.43012	validation-mlogloss:1.49862
[574]	train-mlogloss:1.42981	validation-mlogloss:1.49845
[575]	train-mlogloss:1.42949	validation-mlogloss:1.49823
[576]	train-mlogloss:1.42911	validation-mlogloss:1.49803
[577]	train-mlogloss:1.42876	validation-mlogloss:1.49768
[578]	train-mlogloss:1.42837	validation-mlogloss:1.49746
[579]	train-mlogloss:1.42800	validation-mlogloss:1.49735
[580]	train-mlogloss:1.42766	validation-mlogloss:1.49722
[581]	train-mlogloss:1.42733	validation-mlogloss:1.49696
[582]	train-mlogloss:1.42696	validation-mlogloss:1.49683
[583]	train-mlogloss:1.42653	validation-mlogloss:1.49662
[584]	train-mlogloss:1.42615	validation-mlogloss:1.49643
[585]	train-mlogloss:1.42578	validation-mlogloss:1.49610
[586]	train-mlogloss:1.42537	validation-mlogloss:1.49577
[587]	train-mlogloss:1.42503	validation-mlogloss:1.49550
[588]	train-mlogloss:1.42471	validation-mlogloss:1.49539
[589]	train-mlogloss:1.42444	validation-mlogloss:1.49519
[590]	train-mlogloss:1.42405	validation-mlogloss:1.49501
[591]	train-mlogloss:1.42365	validation-mlogloss:1.49476
[592]	train-mlogloss:1.42328	validation-mlogloss:1.49459
[593]	train-mlogloss:1.42299	validation-mlogloss:1.49435
[594]	train-mlogloss:1.42268	validation-mlogloss:1.49415
[595]	train-mlogloss:1.42238	validation-mlogloss:1.49398
[596]	train-mlogloss:1.42207	validation-mlogloss:1.49379
[597]	train-mlogloss:1.42167	validation-mlogloss:1.49361
[598]	train-mlogloss:1.42134	validation-mlogloss:1.49342
[599]	train-mlogloss:1.42102	validation-mlogloss:1.49315
[600]	train-mlogloss:1.42071	validation-mlogloss:1.49297
[601]	train-mlogloss:1.42036	validation-mlogloss:1.49285
[602]	train-mlogloss:1.42001	validation-mlogloss:1.49270
[603]	train-mlogloss:1.41968	validation-mlogloss:1.49237
[604]	train-mlogloss:1.41932	validation-mlogloss:1.49223
[605]	train-mlogloss:1.41898	validation-mlogloss:1.49204
[606]	train-mlogloss:1.41869	validation-mlogloss:1.49199
[607]	train-mlogloss:1.41838	validation-mlogloss:1.49188
[608]	train-mlogloss:1.41804	validation-mlogloss:1.49175
[609]	train-mlogloss:1.41772	validation-mlogloss:1.49155
[610]	train-mlogloss:1.41739	validation-mlogloss:1.49145
[611]	train-mlogloss:1.41705	validation-mlogloss:1.49123
[612]	train-mlogloss:1.41663	validation-mlogloss:1.49112
[613]	train-mlogloss:1.41634	validation-mlogloss:1.49084
[614]	train-mlogloss:1.41606	validation-mlogloss:1.49068
[615]	train-mlogloss:1.41571	validation-mlogloss:1.49046
[616]	train-mlogloss:1.41536	validation-mlogloss:1.49022
[617]	train-mlogloss:1.41502	validation-mlogloss:1.49004
[618]	train-mlogloss:1.41475	validation-mlogloss:1.48993
[619]	train-mlogloss:1.41440	validation-mlogloss:1.48985
[620]	train-mlogloss:1.41408	validation-mlogloss:1.48972
[621]	train-mlogloss:1.41376	validation-mlogloss:1.48956
[622]	train-mlogloss:1.41351	validation-mlogloss:1.48939
[623]	train-mlogloss:1.41328	validation-mlogloss:1.48927
[624]	train-mlogloss:1.41295	validation-mlogloss:1.48905
[625]	train-mlogloss:1.41268	validation-mlogloss:1.48892
[626]	train-mlogloss:1.41240	validation-mlogloss:1.48876
[627]	train-mlogloss:1.41210	validation-mlogloss:1.48858
[628]	train-mlogloss:1.41181	validation-mlogloss:1.48845
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.05 [%]
Global accuracy score (test) = 43.84 [%]
Global F1 score (train) = 55.9 [%]
Global F1 score (test) = 42.78 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.21      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.32      0.41      0.36       184
       CAMINAR USUAL SPEED       0.24      0.12      0.16       184
            CAMINAR ZIGZAG       0.28      0.28      0.28       184
          DE PIE BARRIENDO       0.48      0.49      0.48       184
   DE PIE DOBLANDO TOALLAS       0.43      0.42      0.43       184
    DE PIE MOVIENDO LIBROS       0.40      0.40      0.40       184
          DE PIE USANDO PC       0.54      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.29      0.24      0.26       184
         SENTADO USANDO PC       0.13      0.05      0.07       184
      SENTADO VIENDO LA TV       0.39      0.37      0.38       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.73      0.64       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 16: 43.84 [%]
F1-score capturado en la ejecución 16: 42.78 [%]

=== EJECUCIÓN 17 ===

--- TRAIN (ejecución 17) ---

--- TEST (ejecución 17) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.93 [%]
Global accuracy score (test) = 43.44 [%]
Global F1 score (train) = 55.74 [%]
Global F1 score (test) = 42.46 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.21      0.21      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.41      0.35       184
       CAMINAR USUAL SPEED       0.25      0.13      0.17       184
            CAMINAR ZIGZAG       0.28      0.28      0.28       184
          DE PIE BARRIENDO       0.45      0.48      0.47       184
   DE PIE DOBLANDO TOALLAS       0.44      0.41      0.43       184
    DE PIE MOVIENDO LIBROS       0.37      0.38      0.37       184
          DE PIE USANDO PC       0.54      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.30      0.27      0.28       184
         SENTADO USANDO PC       0.18      0.07      0.10       184
      SENTADO VIENDO LA TV       0.37      0.31      0.34       184
   SUBIR Y BAJAR ESCALERAS       0.55      0.73      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 17: 43.44 [%]
F1-score capturado en la ejecución 17: 42.46 [%]

=== EJECUCIÓN 18 ===

--- TRAIN (ejecución 18) ---

--- TEST (ejecución 18) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.05 [%]
Global accuracy score (test) = 43.62 [%]
Global F1 score (train) = 55.88 [%]
Global F1 score (test) = 42.62 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.21      0.21      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.39      0.34       184
       CAMINAR USUAL SPEED       0.26      0.12      0.17       184
            CAMINAR ZIGZAG       0.31      0.33      0.32       184
          DE PIE BARRIENDO       0.47      0.48      0.48       184
   DE PIE DOBLANDO TOALLAS       0.42      0.41      0.42       184
    DE PIE MOVIENDO LIBROS       0.39      0.38      0.38       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.41      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.26      0.22      0.24       184
         SENTADO USANDO PC       0.16      0.06      0.09       184
      SENTADO VIENDO LA TV       0.40      0.37      0.38       184
   SUBIR Y BAJAR ESCALERAS       0.57      0.73      0.64       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 18: 43.62 [%]
F1-score capturado en la ejecución 18: 42.62 [%]

=== EJECUCIÓN 19 ===

--- TRAIN (ejecución 19) ---

--- TEST (ejecución 19) ---
2025-11-07 10:27:17.725184: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:27:17.736432: 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 00:00:1762507637.749381 2386932 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507637.753445 2386932 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507637.763494 2386932 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507637.763514 2386932 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507637.763517 2386932 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507637.763519 2386932 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:27:17.766642: 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:2.69750	validation-mlogloss:2.69738
[1]	train-mlogloss:2.68705	validation-mlogloss:2.68715
[2]	train-mlogloss:2.67667	validation-mlogloss:2.67676
[3]	train-mlogloss:2.66606	validation-mlogloss:2.66615
[4]	train-mlogloss:2.65590	validation-mlogloss:2.65600
[5]	train-mlogloss:2.64558	validation-mlogloss:2.64547
[6]	train-mlogloss:2.63543	validation-mlogloss:2.63525
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[607]	train-mlogloss:1.41926	validation-mlogloss:1.49164
[608]	train-mlogloss:1.41894	validation-mlogloss:1.49143
[609]	train-mlogloss:1.41861	validation-mlogloss:1.49124
[610]	train-mlogloss:1.41829	validation-mlogloss:1.49108
[611]	train-mlogloss:1.41801	validation-mlogloss:1.49098
[612]	train-mlogloss:1.41774	validation-mlogloss:1.49079
[613]	train-mlogloss:1.41746	validation-mlogloss:1.49062
[614]	train-mlogloss:1.41713	validation-mlogloss:1.49036
[615]	train-mlogloss:1.41679	validation-mlogloss:1.49025
[616]	train-mlogloss:1.41652	validation-mlogloss:1.49006
[617]	train-mlogloss:1.41619	validation-mlogloss:1.48986
[618]	train-mlogloss:1.41588	validation-mlogloss:1.48968
[619]	train-mlogloss:1.41557	validation-mlogloss:1.48948
[620]	train-mlogloss:1.41530	validation-mlogloss:1.48927
[621]	train-mlogloss:1.41500	validation-mlogloss:1.48909
[622]	train-mlogloss:1.41464	validation-mlogloss:1.48901
[623]	train-mlogloss:1.41433	validation-mlogloss:1.48878
[624]	train-mlogloss:1.41402	validation-mlogloss:1.48861
[625]	train-mlogloss:1.41373	validation-mlogloss:1.48842
[626]	train-mlogloss:1.41338	validation-mlogloss:1.48817
[627]	train-mlogloss:1.41311	validation-mlogloss:1.48783
[628]	train-mlogloss:1.41280	validation-mlogloss:1.48769
Saved model to disk.
2025-11-07 10:27:43.617237: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:27:43.628746: 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 00:00:1762507663.642092 2387352 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507663.646249 2387352 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507663.656765 2387352 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507663.656787 2387352 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507663.656790 2387352 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507663.656791 2387352 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:27:43.659939: 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:2.69738	validation-mlogloss:2.69739
[1]	train-mlogloss:2.68643	validation-mlogloss:2.68644
[2]	train-mlogloss:2.67658	validation-mlogloss:2.67641
[3]	train-mlogloss:2.66629	validation-mlogloss:2.66618
[4]	train-mlogloss:2.65580	validation-mlogloss:2.65550
[5]	train-mlogloss:2.64522	validation-mlogloss:2.64495
[6]	train-mlogloss:2.63523	validation-mlogloss:2.63455
[7]	train-mlogloss:2.62470	validation-mlogloss:2.62381
[8]	train-mlogloss:2.61525	validation-mlogloss:2.61417
[9]	train-mlogloss:2.60545	validation-mlogloss:2.60425
[10]	train-mlogloss:2.59554	validation-mlogloss:2.59425
[11]	train-mlogloss:2.58553	validation-mlogloss:2.58415
[12]	train-mlogloss:2.57623	validation-mlogloss:2.57474
[13]	train-mlogloss:2.56626	validation-mlogloss:2.56466
[14]	train-mlogloss:2.55657	validation-mlogloss:2.55480
[15]	train-mlogloss:2.54756	validation-mlogloss:2.54596
[16]	train-mlogloss:2.53822	validation-mlogloss:2.53639
[17]	train-mlogloss:2.52887	validation-mlogloss:2.52696
[18]	train-mlogloss:2.51971	validation-mlogloss:2.51774
[19]	train-mlogloss:2.51036	validation-mlogloss:2.50845
[20]	train-mlogloss:2.50154	validation-mlogloss:2.49964
[21]	train-mlogloss:2.49305	validation-mlogloss:2.49078
[22]	train-mlogloss:2.48420	validation-mlogloss:2.48210
[23]	train-mlogloss:2.47568	validation-mlogloss:2.47368
[24]	train-mlogloss:2.46709	validation-mlogloss:2.46498
[25]	train-mlogloss:2.45869	validation-mlogloss:2.45663
[26]	train-mlogloss:2.45014	validation-mlogloss:2.44804
[27]	train-mlogloss:2.44181	validation-mlogloss:2.43979
[28]	train-mlogloss:2.43373	validation-mlogloss:2.43167
[29]	train-mlogloss:2.42565	validation-mlogloss:2.42370
[30]	train-mlogloss:2.41758	validation-mlogloss:2.41570
[31]	train-mlogloss:2.40938	validation-mlogloss:2.40731
[32]	train-mlogloss:2.40188	validation-mlogloss:2.39968
[33]	train-mlogloss:2.39433	validation-mlogloss:2.39220
[34]	train-mlogloss:2.38660	validation-mlogloss:2.38444
[35]	train-mlogloss:2.37895	validation-mlogloss:2.37712
[36]	train-mlogloss:2.37172	validation-mlogloss:2.36994
[37]	train-mlogloss:2.36438	validation-mlogloss:2.36257
[38]	train-mlogloss:2.35697	validation-mlogloss:2.35516
[39]	train-mlogloss:2.34928	validation-mlogloss:2.34754
[40]	train-mlogloss:2.34233	validation-mlogloss:2.34064
[41]	train-mlogloss:2.33499	validation-mlogloss:2.33336
[42]	train-mlogloss:2.32804	validation-mlogloss:2.32639
[43]	train-mlogloss:2.32098	validation-mlogloss:2.31939
[44]	train-mlogloss:2.31384	validation-mlogloss:2.31258
[45]	train-mlogloss:2.30676	validation-mlogloss:2.30569
[46]	train-mlogloss:2.29986	validation-mlogloss:2.29886
[47]	train-mlogloss:2.29316	validation-mlogloss:2.29197
[48]	train-mlogloss:2.28684	validation-mlogloss:2.28601
[49]	train-mlogloss:2.28003	validation-mlogloss:2.27926
[50]	train-mlogloss:2.27364	validation-mlogloss:2.27285
[51]	train-mlogloss:2.26718	validation-mlogloss:2.26660
[52]	train-mlogloss:2.26052	validation-mlogloss:2.26008
[53]	train-mlogloss:2.25434	validation-mlogloss:2.25386
[54]	train-mlogloss:2.24784	validation-mlogloss:2.24733
[55]	train-mlogloss:2.24143	validation-mlogloss:2.24116
[56]	train-mlogloss:2.23583	validation-mlogloss:2.23579
[57]	train-mlogloss:2.22962	validation-mlogloss:2.22976
[58]	train-mlogloss:2.22365	validation-mlogloss:2.22356
[59]	train-mlogloss:2.21776	validation-mlogloss:2.21792
[60]	train-mlogloss:2.21180	validation-mlogloss:2.21191
[61]	train-mlogloss:2.20578	validation-mlogloss:2.20602
[62]	train-mlogloss:2.20006	validation-mlogloss:2.20039
[63]	train-mlogloss:2.19415	validation-mlogloss:2.19479
[64]	train-mlogloss:2.18852	validation-mlogloss:2.18923
[65]	train-mlogloss:2.18298	validation-mlogloss:2.18384
[66]	train-mlogloss:2.17730	validation-mlogloss:2.17827
[67]	train-mlogloss:2.17195	validation-mlogloss:2.17307
[68]	train-mlogloss:2.16635	validation-mlogloss:2.16765
[69]	train-mlogloss:2.16083	validation-mlogloss:2.16194
[70]	train-mlogloss:2.15551	validation-mlogloss:2.15668
[71]	train-mlogloss:2.15012	validation-mlogloss:2.15164
[72]	train-mlogloss:2.14480	validation-mlogloss:2.14639
[73]	train-mlogloss:2.13956	validation-mlogloss:2.14138
[74]	train-mlogloss:2.13430	validation-mlogloss:2.13643
[75]	train-mlogloss:2.12937	validation-mlogloss:2.13166
[76]	train-mlogloss:2.12410	validation-mlogloss:2.12658
[77]	train-mlogloss:2.11886	validation-mlogloss:2.12147
[78]	train-mlogloss:2.11378	validation-mlogloss:2.11677
[79]	train-mlogloss:2.10889	validation-mlogloss:2.11183
[80]	train-mlogloss:2.10390	validation-mlogloss:2.10691
[81]	train-mlogloss:2.09898	validation-mlogloss:2.10220
[82]	train-mlogloss:2.09419	validation-mlogloss:2.09740
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[84]	train-mlogloss:2.08496	validation-mlogloss:2.08839
[85]	train-mlogloss:2.08024	validation-mlogloss:2.08385
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[87]	train-mlogloss:2.07092	validation-mlogloss:2.07469
[88]	train-mlogloss:2.06638	validation-mlogloss:2.07028
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[90]	train-mlogloss:2.05787	validation-mlogloss:2.06209
[91]	train-mlogloss:2.05332	validation-mlogloss:2.05786
[92]	train-mlogloss:2.04917	validation-mlogloss:2.05379
[93]	train-mlogloss:2.04500	validation-mlogloss:2.04970
[94]	train-mlogloss:2.04084	validation-mlogloss:2.04558
[95]	train-mlogloss:2.03637	validation-mlogloss:2.04126
[96]	train-mlogloss:2.03223	validation-mlogloss:2.03733
[97]	train-mlogloss:2.02799	validation-mlogloss:2.03328
[98]	train-mlogloss:2.02397	validation-mlogloss:2.02945
[99]	train-mlogloss:2.01974	validation-mlogloss:2.02548
[100]	train-mlogloss:2.01579	validation-mlogloss:2.02151
[101]	train-mlogloss:2.01182	validation-mlogloss:2.01756
[102]	train-mlogloss:2.00785	validation-mlogloss:2.01394
[103]	train-mlogloss:2.00389	validation-mlogloss:2.01019
[104]	train-mlogloss:1.99996	validation-mlogloss:2.00652
[105]	train-mlogloss:1.99595	validation-mlogloss:2.00271
[106]	train-mlogloss:1.99213	validation-mlogloss:1.99913
[107]	train-mlogloss:1.98844	validation-mlogloss:1.99558
[108]	train-mlogloss:1.98452	validation-mlogloss:1.99192
[109]	train-mlogloss:1.98076	validation-mlogloss:1.98817
[110]	train-mlogloss:1.97669	validation-mlogloss:1.98441
[111]	train-mlogloss:1.97308	validation-mlogloss:1.98099
[112]	train-mlogloss:1.96954	validation-mlogloss:1.97763
[113]	train-mlogloss:1.96589	validation-mlogloss:1.97424
[114]	train-mlogloss:1.96230	validation-mlogloss:1.97077
[115]	train-mlogloss:1.95885	validation-mlogloss:1.96738
[116]	train-mlogloss:1.95536	validation-mlogloss:1.96391
[117]	train-mlogloss:1.95185	validation-mlogloss:1.96022
[118]	train-mlogloss:1.94837	validation-mlogloss:1.95711
[119]	train-mlogloss:1.94492	validation-mlogloss:1.95382
[120]	train-mlogloss:1.94144	validation-mlogloss:1.95048
[121]	train-mlogloss:1.93816	validation-mlogloss:1.94719
[122]	train-mlogloss:1.93480	validation-mlogloss:1.94420
[123]	train-mlogloss:1.93146	validation-mlogloss:1.94099
[124]	train-mlogloss:1.92824	validation-mlogloss:1.93784
[125]	train-mlogloss:1.92510	validation-mlogloss:1.93490
[126]	train-mlogloss:1.92190	validation-mlogloss:1.93204
[127]	train-mlogloss:1.91845	validation-mlogloss:1.92879
[128]	train-mlogloss:1.91519	validation-mlogloss:1.92579
[129]	train-mlogloss:1.91204	validation-mlogloss:1.92280
[130]	train-mlogloss:1.90889	validation-mlogloss:1.91974
[131]	train-mlogloss:1.90564	validation-mlogloss:1.91669
[132]	train-mlogloss:1.90262	validation-mlogloss:1.91395
[133]	train-mlogloss:1.89962	validation-mlogloss:1.91119
[134]	train-mlogloss:1.89660	validation-mlogloss:1.90847
[135]	train-mlogloss:1.89358	validation-mlogloss:1.90558
[136]	train-mlogloss:1.89062	validation-mlogloss:1.90282
[137]	train-mlogloss:1.88757	validation-mlogloss:1.89985
[138]	train-mlogloss:1.88452	validation-mlogloss:1.89685
[139]	train-mlogloss:1.88152	validation-mlogloss:1.89404
[140]	train-mlogloss:1.87857	validation-mlogloss:1.89127
[141]	train-mlogloss:1.87564	validation-mlogloss:1.88854
[142]	train-mlogloss:1.87267	validation-mlogloss:1.88562
[143]	train-mlogloss:1.86982	validation-mlogloss:1.88306
[144]	train-mlogloss:1.86679	validation-mlogloss:1.87999
[145]	train-mlogloss:1.86390	validation-mlogloss:1.87721
[146]	train-mlogloss:1.86100	validation-mlogloss:1.87458
[147]	train-mlogloss:1.85823	validation-mlogloss:1.87191
[148]	train-mlogloss:1.85551	validation-mlogloss:1.86932
[149]	train-mlogloss:1.85282	validation-mlogloss:1.86677
[150]	train-mlogloss:1.84998	validation-mlogloss:1.86401
[151]	train-mlogloss:1.84713	validation-mlogloss:1.86128
[152]	train-mlogloss:1.84451	validation-mlogloss:1.85875
[153]	train-mlogloss:1.84204	validation-mlogloss:1.85640
[154]	train-mlogloss:1.83946	validation-mlogloss:1.85400
[155]	train-mlogloss:1.83690	validation-mlogloss:1.85169
[156]	train-mlogloss:1.83420	validation-mlogloss:1.84924
[157]	train-mlogloss:1.83167	validation-mlogloss:1.84675
[158]	train-mlogloss:1.82894	validation-mlogloss:1.84425
[159]	train-mlogloss:1.82644	validation-mlogloss:1.84184
[160]	train-mlogloss:1.82383	validation-mlogloss:1.83942
[161]	train-mlogloss:1.82121	validation-mlogloss:1.83698
[162]	train-mlogloss:1.81884	validation-mlogloss:1.83464
[163]	train-mlogloss:1.81641	validation-mlogloss:1.83242
[164]	train-mlogloss:1.81385	validation-mlogloss:1.83016
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[169]	train-mlogloss:1.80159	validation-mlogloss:1.81849
[170]	train-mlogloss:1.79928	validation-mlogloss:1.81640
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[172]	train-mlogloss:1.79455	validation-mlogloss:1.81198
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[190]	train-mlogloss:1.75548	validation-mlogloss:1.77557
[191]	train-mlogloss:1.75343	validation-mlogloss:1.77362
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[199]	train-mlogloss:1.73769	validation-mlogloss:1.75932
[200]	train-mlogloss:1.73578	validation-mlogloss:1.75756
[201]	train-mlogloss:1.73393	validation-mlogloss:1.75573
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[209]	train-mlogloss:1.71904	validation-mlogloss:1.74194
[210]	train-mlogloss:1.71726	validation-mlogloss:1.74035
[211]	train-mlogloss:1.71552	validation-mlogloss:1.73872
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[554]	train-mlogloss:1.43729	validation-mlogloss:1.50451
[555]	train-mlogloss:1.43693	validation-mlogloss:1.50423
[556]	train-mlogloss:1.43655	validation-mlogloss:1.50394
[557]	train-mlogloss:1.43617	validation-mlogloss:1.50368
[558]	train-mlogloss:1.43572	validation-mlogloss:1.50342
[559]	train-mlogloss:1.43532	validation-mlogloss:1.50319
[560]	train-mlogloss:1.43494	validation-mlogloss:1.50288
[561]	train-mlogloss:1.43452	validation-mlogloss:1.50263
[562]	train-mlogloss:1.43410	validation-mlogloss:1.50240
[563]	train-mlogloss:1.43374	validation-mlogloss:1.50221
[564]	train-mlogloss:1.43339	validation-mlogloss:1.50200
[565]	train-mlogloss:1.43301	validation-mlogloss:1.50178
[566]	train-mlogloss:1.43269	validation-mlogloss:1.50157
[567]	train-mlogloss:1.43227	validation-mlogloss:1.50141
[568]	train-mlogloss:1.43188	validation-mlogloss:1.50127
[569]	train-mlogloss:1.43151	validation-mlogloss:1.50086
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[573]	train-mlogloss:1.43003	validation-mlogloss:1.50017
[574]	train-mlogloss:1.42965	validation-mlogloss:1.49999
[575]	train-mlogloss:1.42929	validation-mlogloss:1.49981
[576]	train-mlogloss:1.42898	validation-mlogloss:1.49948
[577]	train-mlogloss:1.42866	validation-mlogloss:1.49923
[578]	train-mlogloss:1.42827	validation-mlogloss:1.49896
[579]	train-mlogloss:1.42800	validation-mlogloss:1.49878
[580]	train-mlogloss:1.42764	validation-mlogloss:1.49859
[581]	train-mlogloss:1.42728	validation-mlogloss:1.49842
[582]	train-mlogloss:1.42691	validation-mlogloss:1.49823
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[588]	train-mlogloss:1.42475	validation-mlogloss:1.49682
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[592]	train-mlogloss:1.42339	validation-mlogloss:1.49613
[593]	train-mlogloss:1.42307	validation-mlogloss:1.49584
[594]	train-mlogloss:1.42273	validation-mlogloss:1.49562
[595]	train-mlogloss:1.42245	validation-mlogloss:1.49536
[596]	train-mlogloss:1.42214	validation-mlogloss:1.49514
[597]	train-mlogloss:1.42180	validation-mlogloss:1.49496
[598]	train-mlogloss:1.42145	validation-mlogloss:1.49473
[599]	train-mlogloss:1.42113	validation-mlogloss:1.49445
[600]	train-mlogloss:1.42083	validation-mlogloss:1.49426
[601]	train-mlogloss:1.42047	validation-mlogloss:1.49408
[602]	train-mlogloss:1.42013	validation-mlogloss:1.49391
[603]	train-mlogloss:1.41979	validation-mlogloss:1.49374
[604]	train-mlogloss:1.41949	validation-mlogloss:1.49359
[605]	train-mlogloss:1.41919	validation-mlogloss:1.49332
[606]	train-mlogloss:1.41889	validation-mlogloss:1.49307
[607]	train-mlogloss:1.41852	validation-mlogloss:1.49285
[608]	train-mlogloss:1.41822	validation-mlogloss:1.49264
[609]	train-mlogloss:1.41789	validation-mlogloss:1.49252
[610]	train-mlogloss:1.41759	validation-mlogloss:1.49240
[611]	train-mlogloss:1.41727	validation-mlogloss:1.49222
[612]	train-mlogloss:1.41698	validation-mlogloss:1.49206
[613]	train-mlogloss:1.41667	validation-mlogloss:1.49180
[614]	train-mlogloss:1.41633	validation-mlogloss:1.49153
[615]	train-mlogloss:1.41597	validation-mlogloss:1.49136
[616]	train-mlogloss:1.41569	validation-mlogloss:1.49122
[617]	train-mlogloss:1.41535	validation-mlogloss:1.49093
[618]	train-mlogloss:1.41503	validation-mlogloss:1.49077
[619]	train-mlogloss:1.41471	validation-mlogloss:1.49058
[620]	train-mlogloss:1.41432	validation-mlogloss:1.49038
[621]	train-mlogloss:1.41396	validation-mlogloss:1.49019
[622]	train-mlogloss:1.41369	validation-mlogloss:1.49001
[623]	train-mlogloss:1.41336	validation-mlogloss:1.48980
[624]	train-mlogloss:1.41306	validation-mlogloss:1.48960
[625]	train-mlogloss:1.41275	validation-mlogloss:1.48941
[626]	train-mlogloss:1.41246	validation-mlogloss:1.48931
[627]	train-mlogloss:1.41213	validation-mlogloss:1.48909
[628]	train-mlogloss:1.41182	validation-mlogloss:1.48893
Saved model to disk.
2025-11-07 10:28:09.180886: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:28:09.192037: 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 00:00:1762507689.204997 2387763 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507689.209167 2387763 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507689.219114 2387763 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507689.219134 2387763 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507689.219136 2387763 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507689.219138 2387763 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:28:09.222297: 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:2.68659	validation-mlogloss:2.68618
[2]	train-mlogloss:2.67627	validation-mlogloss:2.67586
[3]	train-mlogloss:2.66532	validation-mlogloss:2.66482
[4]	train-mlogloss:2.65489	validation-mlogloss:2.65417
[5]	train-mlogloss:2.64456	validation-mlogloss:2.64403
[6]	train-mlogloss:2.63456	validation-mlogloss:2.63378
[7]	train-mlogloss:2.62501	validation-mlogloss:2.62424
[8]	train-mlogloss:2.61512	validation-mlogloss:2.61440
[9]	train-mlogloss:2.60472	validation-mlogloss:2.60403
[10]	train-mlogloss:2.59506	validation-mlogloss:2.59415
[11]	train-mlogloss:2.58562	validation-mlogloss:2.58465
[12]	train-mlogloss:2.57551	validation-mlogloss:2.57448
[13]	train-mlogloss:2.56590	validation-mlogloss:2.56490
[14]	train-mlogloss:2.55660	validation-mlogloss:2.55554
[15]	train-mlogloss:2.54715	validation-mlogloss:2.54597
[16]	train-mlogloss:2.53757	validation-mlogloss:2.53629
[17]	train-mlogloss:2.52860	validation-mlogloss:2.52715
[18]	train-mlogloss:2.51983	validation-mlogloss:2.51824
[19]	train-mlogloss:2.51128	validation-mlogloss:2.50947
[20]	train-mlogloss:2.50257	validation-mlogloss:2.50059
[21]	train-mlogloss:2.49400	validation-mlogloss:2.49179
[22]	train-mlogloss:2.48493	validation-mlogloss:2.48255
[23]	train-mlogloss:2.47658	validation-mlogloss:2.47417
[24]	train-mlogloss:2.46773	validation-mlogloss:2.46534
[25]	train-mlogloss:2.45899	validation-mlogloss:2.45640
[26]	train-mlogloss:2.45102	validation-mlogloss:2.44859
[27]	train-mlogloss:2.44239	validation-mlogloss:2.44002
[28]	train-mlogloss:2.43398	validation-mlogloss:2.43146
[29]	train-mlogloss:2.42560	validation-mlogloss:2.42316
[30]	train-mlogloss:2.41755	validation-mlogloss:2.41517
[31]	train-mlogloss:2.40968	validation-mlogloss:2.40721
[32]	train-mlogloss:2.40159	validation-mlogloss:2.39929
[33]	train-mlogloss:2.39414	validation-mlogloss:2.39184
[34]	train-mlogloss:2.38634	validation-mlogloss:2.38412
[35]	train-mlogloss:2.37844	validation-mlogloss:2.37636
[36]	train-mlogloss:2.37124	validation-mlogloss:2.36917
[37]	train-mlogloss:2.36347	validation-mlogloss:2.36141
[38]	train-mlogloss:2.35625	validation-mlogloss:2.35431
[39]	train-mlogloss:2.34887	validation-mlogloss:2.34706
[40]	train-mlogloss:2.34165	validation-mlogloss:2.34014
[41]	train-mlogloss:2.33459	validation-mlogloss:2.33307
[42]	train-mlogloss:2.32755	validation-mlogloss:2.32601
[43]	train-mlogloss:2.32050	validation-mlogloss:2.31887
[44]	train-mlogloss:2.31364	validation-mlogloss:2.31228
[45]	train-mlogloss:2.30652	validation-mlogloss:2.30530
[46]	train-mlogloss:2.29972	validation-mlogloss:2.29840
[47]	train-mlogloss:2.29321	validation-mlogloss:2.29186
[48]	train-mlogloss:2.28654	validation-mlogloss:2.28517
[49]	train-mlogloss:2.28004	validation-mlogloss:2.27866
[50]	train-mlogloss:2.27350	validation-mlogloss:2.27197
[51]	train-mlogloss:2.26706	validation-mlogloss:2.26540
[52]	train-mlogloss:2.26068	validation-mlogloss:2.25903
[53]	train-mlogloss:2.25433	validation-mlogloss:2.25276
[54]	train-mlogloss:2.24792	validation-mlogloss:2.24652
[55]	train-mlogloss:2.24190	validation-mlogloss:2.24054
[56]	train-mlogloss:2.23569	validation-mlogloss:2.23425
[57]	train-mlogloss:2.22963	validation-mlogloss:2.22824
[58]	train-mlogloss:2.22357	validation-mlogloss:2.22224
[59]	train-mlogloss:2.21747	validation-mlogloss:2.21628
[60]	train-mlogloss:2.21137	validation-mlogloss:2.21046
[61]	train-mlogloss:2.20549	validation-mlogloss:2.20475
[62]	train-mlogloss:2.19977	validation-mlogloss:2.19903
[63]	train-mlogloss:2.19391	validation-mlogloss:2.19346
[64]	train-mlogloss:2.18810	validation-mlogloss:2.18795
[65]	train-mlogloss:2.18278	validation-mlogloss:2.18261
[66]	train-mlogloss:2.17707	validation-mlogloss:2.17702
[67]	train-mlogloss:2.17146	validation-mlogloss:2.17164
[68]	train-mlogloss:2.16601	validation-mlogloss:2.16627
[69]	train-mlogloss:2.16040	validation-mlogloss:2.16095
[70]	train-mlogloss:2.15513	validation-mlogloss:2.15588
[71]	train-mlogloss:2.14968	validation-mlogloss:2.15076
[72]	train-mlogloss:2.14437	validation-mlogloss:2.14569
[73]	train-mlogloss:2.13914	validation-mlogloss:2.14043
[74]	train-mlogloss:2.13413	validation-mlogloss:2.13545
[75]	train-mlogloss:2.12888	validation-mlogloss:2.13022
[76]	train-mlogloss:2.12400	validation-mlogloss:2.12541
[77]	train-mlogloss:2.11887	validation-mlogloss:2.12034
[78]	train-mlogloss:2.11386	validation-mlogloss:2.11567
[79]	train-mlogloss:2.10897	validation-mlogloss:2.11088
[80]	train-mlogloss:2.10385	validation-mlogloss:2.10602
[81]	train-mlogloss:2.09926	validation-mlogloss:2.10137
[82]	train-mlogloss:2.09427	validation-mlogloss:2.09655
[83]	train-mlogloss:2.08953	validation-mlogloss:2.09192
[84]	train-mlogloss:2.08477	validation-mlogloss:2.08748
[85]	train-mlogloss:2.08035	validation-mlogloss:2.08316
[86]	train-mlogloss:2.07589	validation-mlogloss:2.07895
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[88]	train-mlogloss:2.06676	validation-mlogloss:2.07027
[89]	train-mlogloss:2.06233	validation-mlogloss:2.06612
[90]	train-mlogloss:2.05801	validation-mlogloss:2.06189
[91]	train-mlogloss:2.05358	validation-mlogloss:2.05783
[92]	train-mlogloss:2.04935	validation-mlogloss:2.05365
[93]	train-mlogloss:2.04520	validation-mlogloss:2.04986
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[95]	train-mlogloss:2.03686	validation-mlogloss:2.04205
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[98]	train-mlogloss:2.02453	validation-mlogloss:2.03039
[99]	train-mlogloss:2.02050	validation-mlogloss:2.02656
[100]	train-mlogloss:2.01660	validation-mlogloss:2.02252
[101]	train-mlogloss:2.01261	validation-mlogloss:2.01875
[102]	train-mlogloss:2.00871	validation-mlogloss:2.01487
[103]	train-mlogloss:2.00474	validation-mlogloss:2.01099
[104]	train-mlogloss:2.00087	validation-mlogloss:2.00716
[105]	train-mlogloss:1.99717	validation-mlogloss:2.00348
[106]	train-mlogloss:1.99337	validation-mlogloss:1.99987
[107]	train-mlogloss:1.98939	validation-mlogloss:1.99608
[108]	train-mlogloss:1.98573	validation-mlogloss:1.99264
[109]	train-mlogloss:1.98191	validation-mlogloss:1.98882
[110]	train-mlogloss:1.97825	validation-mlogloss:1.98519
[111]	train-mlogloss:1.97454	validation-mlogloss:1.98156
[112]	train-mlogloss:1.97065	validation-mlogloss:1.97797
[113]	train-mlogloss:1.96673	validation-mlogloss:1.97428
[114]	train-mlogloss:1.96310	validation-mlogloss:1.97080
[115]	train-mlogloss:1.95949	validation-mlogloss:1.96747
[116]	train-mlogloss:1.95588	validation-mlogloss:1.96410
[117]	train-mlogloss:1.95235	validation-mlogloss:1.96072
[118]	train-mlogloss:1.94877	validation-mlogloss:1.95739
[119]	train-mlogloss:1.94552	validation-mlogloss:1.95413
[120]	train-mlogloss:1.94214	validation-mlogloss:1.95082
[121]	train-mlogloss:1.93873	validation-mlogloss:1.94758
[122]	train-mlogloss:1.93542	validation-mlogloss:1.94439
[123]	train-mlogloss:1.93207	validation-mlogloss:1.94133
[124]	train-mlogloss:1.92878	validation-mlogloss:1.93819
[125]	train-mlogloss:1.92537	validation-mlogloss:1.93487
[126]	train-mlogloss:1.92211	validation-mlogloss:1.93169
[127]	train-mlogloss:1.91895	validation-mlogloss:1.92885
[128]	train-mlogloss:1.91562	validation-mlogloss:1.92565
[129]	train-mlogloss:1.91228	validation-mlogloss:1.92248
[130]	train-mlogloss:1.90918	validation-mlogloss:1.91964
[131]	train-mlogloss:1.90600	validation-mlogloss:1.91664
[132]	train-mlogloss:1.90289	validation-mlogloss:1.91373
[133]	train-mlogloss:1.89974	validation-mlogloss:1.91077
[134]	train-mlogloss:1.89644	validation-mlogloss:1.90759
[135]	train-mlogloss:1.89349	validation-mlogloss:1.90489
[136]	train-mlogloss:1.89046	validation-mlogloss:1.90236
[137]	train-mlogloss:1.88732	validation-mlogloss:1.89929
[138]	train-mlogloss:1.88410	validation-mlogloss:1.89637
[139]	train-mlogloss:1.88095	validation-mlogloss:1.89350
[140]	train-mlogloss:1.87791	validation-mlogloss:1.89049
[141]	train-mlogloss:1.87509	validation-mlogloss:1.88810
[142]	train-mlogloss:1.87203	validation-mlogloss:1.88517
[143]	train-mlogloss:1.86913	validation-mlogloss:1.88241
[144]	train-mlogloss:1.86628	validation-mlogloss:1.87981
[145]	train-mlogloss:1.86345	validation-mlogloss:1.87701
[146]	train-mlogloss:1.86070	validation-mlogloss:1.87437
[147]	train-mlogloss:1.85788	validation-mlogloss:1.87182
[148]	train-mlogloss:1.85507	validation-mlogloss:1.86910
[149]	train-mlogloss:1.85236	validation-mlogloss:1.86662
[150]	train-mlogloss:1.84971	validation-mlogloss:1.86402
[151]	train-mlogloss:1.84713	validation-mlogloss:1.86155
[152]	train-mlogloss:1.84454	validation-mlogloss:1.85913
[153]	train-mlogloss:1.84183	validation-mlogloss:1.85636
[154]	train-mlogloss:1.83917	validation-mlogloss:1.85375
[155]	train-mlogloss:1.83646	validation-mlogloss:1.85123
[156]	train-mlogloss:1.83397	validation-mlogloss:1.84885
[157]	train-mlogloss:1.83159	validation-mlogloss:1.84655
[158]	train-mlogloss:1.82893	validation-mlogloss:1.84397
[159]	train-mlogloss:1.82632	validation-mlogloss:1.84141
[160]	train-mlogloss:1.82394	validation-mlogloss:1.83931
[161]	train-mlogloss:1.82126	validation-mlogloss:1.83680
[162]	train-mlogloss:1.81870	validation-mlogloss:1.83454
[163]	train-mlogloss:1.81615	validation-mlogloss:1.83207
[164]	train-mlogloss:1.81351	validation-mlogloss:1.82980
[165]	train-mlogloss:1.81104	validation-mlogloss:1.82733
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[169]	train-mlogloss:1.80128	validation-mlogloss:1.81830
[170]	train-mlogloss:1.79897	validation-mlogloss:1.81626
[171]	train-mlogloss:1.79641	validation-mlogloss:1.81386
[172]	train-mlogloss:1.79414	validation-mlogloss:1.81158
[173]	train-mlogloss:1.79185	validation-mlogloss:1.80947
[174]	train-mlogloss:1.78945	validation-mlogloss:1.80717
[175]	train-mlogloss:1.78717	validation-mlogloss:1.80494
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[180]	train-mlogloss:1.77612	validation-mlogloss:1.79466
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[182]	train-mlogloss:1.77184	validation-mlogloss:1.79079
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[185]	train-mlogloss:1.76544	validation-mlogloss:1.78462
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[189]	train-mlogloss:1.75686	validation-mlogloss:1.77658
[190]	train-mlogloss:1.75484	validation-mlogloss:1.77462
[191]	train-mlogloss:1.75273	validation-mlogloss:1.77261
[192]	train-mlogloss:1.75071	validation-mlogloss:1.77066
[193]	train-mlogloss:1.74861	validation-mlogloss:1.76883
[194]	train-mlogloss:1.74657	validation-mlogloss:1.76692
[195]	train-mlogloss:1.74460	validation-mlogloss:1.76518
[196]	train-mlogloss:1.74275	validation-mlogloss:1.76345
[197]	train-mlogloss:1.74084	validation-mlogloss:1.76182
[198]	train-mlogloss:1.73899	validation-mlogloss:1.76007
[199]	train-mlogloss:1.73702	validation-mlogloss:1.75818
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[502]	train-mlogloss:1.45847	validation-mlogloss:1.51646
[503]	train-mlogloss:1.45802	validation-mlogloss:1.51607
[504]	train-mlogloss:1.45754	validation-mlogloss:1.51576
[505]	train-mlogloss:1.45707	validation-mlogloss:1.51551
[506]	train-mlogloss:1.45666	validation-mlogloss:1.51526
[507]	train-mlogloss:1.45623	validation-mlogloss:1.51492
[508]	train-mlogloss:1.45581	validation-mlogloss:1.51455
[509]	train-mlogloss:1.45534	validation-mlogloss:1.51428
[510]	train-mlogloss:1.45490	validation-mlogloss:1.51397
[511]	train-mlogloss:1.45446	validation-mlogloss:1.51367
[512]	train-mlogloss:1.45400	validation-mlogloss:1.51331
[513]	train-mlogloss:1.45353	validation-mlogloss:1.51300
[514]	train-mlogloss:1.45309	validation-mlogloss:1.51270
[515]	train-mlogloss:1.45267	validation-mlogloss:1.51238
[516]	train-mlogloss:1.45231	validation-mlogloss:1.51212
[517]	train-mlogloss:1.45184	validation-mlogloss:1.51189
[518]	train-mlogloss:1.45139	validation-mlogloss:1.51158
[519]	train-mlogloss:1.45098	validation-mlogloss:1.51136
[520]	train-mlogloss:1.45060	validation-mlogloss:1.51112
[521]	train-mlogloss:1.45022	validation-mlogloss:1.51082
[522]	train-mlogloss:1.44984	validation-mlogloss:1.51058
[523]	train-mlogloss:1.44948	validation-mlogloss:1.51031
[524]	train-mlogloss:1.44907	validation-mlogloss:1.50999
[525]	train-mlogloss:1.44864	validation-mlogloss:1.50978
[526]	train-mlogloss:1.44823	validation-mlogloss:1.50942
[527]	train-mlogloss:1.44781	validation-mlogloss:1.50915
[528]	train-mlogloss:1.44741	validation-mlogloss:1.50877
[529]	train-mlogloss:1.44699	validation-mlogloss:1.50837
[530]	train-mlogloss:1.44657	validation-mlogloss:1.50809
[531]	train-mlogloss:1.44623	validation-mlogloss:1.50786
[532]	train-mlogloss:1.44586	validation-mlogloss:1.50767
[533]	train-mlogloss:1.44543	validation-mlogloss:1.50747
[534]	train-mlogloss:1.44505	validation-mlogloss:1.50727
[535]	train-mlogloss:1.44468	validation-mlogloss:1.50714
[536]	train-mlogloss:1.44429	validation-mlogloss:1.50700
[537]	train-mlogloss:1.44391	validation-mlogloss:1.50675
[538]	train-mlogloss:1.44350	validation-mlogloss:1.50655
[539]	train-mlogloss:1.44314	validation-mlogloss:1.50619
[540]	train-mlogloss:1.44275	validation-mlogloss:1.50589
[541]	train-mlogloss:1.44236	validation-mlogloss:1.50570
[542]	train-mlogloss:1.44198	validation-mlogloss:1.50534
[543]	train-mlogloss:1.44160	validation-mlogloss:1.50513
[544]	train-mlogloss:1.44121	validation-mlogloss:1.50493
[545]	train-mlogloss:1.44078	validation-mlogloss:1.50470
[546]	train-mlogloss:1.44037	validation-mlogloss:1.50438
[547]	train-mlogloss:1.43995	validation-mlogloss:1.50418
[548]	train-mlogloss:1.43958	validation-mlogloss:1.50392
[549]	train-mlogloss:1.43923	validation-mlogloss:1.50363
[550]	train-mlogloss:1.43890	validation-mlogloss:1.50337
[551]	train-mlogloss:1.43850	validation-mlogloss:1.50313
[552]	train-mlogloss:1.43816	validation-mlogloss:1.50284
[553]	train-mlogloss:1.43769	validation-mlogloss:1.50248
[554]	train-mlogloss:1.43732	validation-mlogloss:1.50234
[555]	train-mlogloss:1.43694	validation-mlogloss:1.50210
[556]	train-mlogloss:1.43657	validation-mlogloss:1.50182
[557]	train-mlogloss:1.43624	validation-mlogloss:1.50152
[558]	train-mlogloss:1.43584	validation-mlogloss:1.50125
[559]	train-mlogloss:1.43545	validation-mlogloss:1.50085
[560]	train-mlogloss:1.43512	validation-mlogloss:1.50070
[561]	train-mlogloss:1.43480	validation-mlogloss:1.50059
[562]	train-mlogloss:1.43440	validation-mlogloss:1.50038
[563]	train-mlogloss:1.43403	validation-mlogloss:1.50023
[564]	train-mlogloss:1.43368	validation-mlogloss:1.49998
[565]	train-mlogloss:1.43328	validation-mlogloss:1.49972
[566]	train-mlogloss:1.43286	validation-mlogloss:1.49953
[567]	train-mlogloss:1.43247	validation-mlogloss:1.49935
[568]	train-mlogloss:1.43210	validation-mlogloss:1.49917
[569]	train-mlogloss:1.43179	validation-mlogloss:1.49901
[570]	train-mlogloss:1.43143	validation-mlogloss:1.49882
[571]	train-mlogloss:1.43108	validation-mlogloss:1.49859
[572]	train-mlogloss:1.43073	validation-mlogloss:1.49831
[573]	train-mlogloss:1.43040	validation-mlogloss:1.49808
[574]	train-mlogloss:1.43003	validation-mlogloss:1.49785
[575]	train-mlogloss:1.42962	validation-mlogloss:1.49764
[576]	train-mlogloss:1.42927	validation-mlogloss:1.49744
[577]	train-mlogloss:1.42894	validation-mlogloss:1.49719
[578]	train-mlogloss:1.42852	validation-mlogloss:1.49691
[579]	train-mlogloss:1.42824	validation-mlogloss:1.49669
[580]	train-mlogloss:1.42787	validation-mlogloss:1.49658
[581]	train-mlogloss:1.42751	validation-mlogloss:1.49646
[582]	train-mlogloss:1.42714	validation-mlogloss:1.49623
[583]	train-mlogloss:1.42679	validation-mlogloss:1.49598
[584]	train-mlogloss:1.42640	validation-mlogloss:1.49574
[585]	train-mlogloss:1.42603	validation-mlogloss:1.49542
[586]	train-mlogloss:1.42570	validation-mlogloss:1.49518
[587]	train-mlogloss:1.42534	validation-mlogloss:1.49486
[588]	train-mlogloss:1.42502	validation-mlogloss:1.49466
[589]	train-mlogloss:1.42467	validation-mlogloss:1.49452
[590]	train-mlogloss:1.42431	validation-mlogloss:1.49430
[591]	train-mlogloss:1.42396	validation-mlogloss:1.49412
[592]	train-mlogloss:1.42361	validation-mlogloss:1.49379
[593]	train-mlogloss:1.42328	validation-mlogloss:1.49354
[594]	train-mlogloss:1.42293	validation-mlogloss:1.49334
[595]	train-mlogloss:1.42262	validation-mlogloss:1.49311
[596]	train-mlogloss:1.42232	validation-mlogloss:1.49285
[597]	train-mlogloss:1.42196	validation-mlogloss:1.49269
[598]	train-mlogloss:1.42166	validation-mlogloss:1.49254
[599]	train-mlogloss:1.42137	validation-mlogloss:1.49231
[600]	train-mlogloss:1.42112	validation-mlogloss:1.49212
[601]	train-mlogloss:1.42082	validation-mlogloss:1.49184
[602]	train-mlogloss:1.42054	validation-mlogloss:1.49162
[603]	train-mlogloss:1.42025	validation-mlogloss:1.49141
[604]	train-mlogloss:1.41996	validation-mlogloss:1.49119
[605]	train-mlogloss:1.41961	validation-mlogloss:1.49104
[606]	train-mlogloss:1.41923	validation-mlogloss:1.49096
[607]	train-mlogloss:1.41885	validation-mlogloss:1.49087
[608]	train-mlogloss:1.41853	validation-mlogloss:1.49070
[609]	train-mlogloss:1.41828	validation-mlogloss:1.49051
[610]	train-mlogloss:1.41798	validation-mlogloss:1.49031
[611]	train-mlogloss:1.41768	validation-mlogloss:1.49017
[612]	train-mlogloss:1.41735	validation-mlogloss:1.48994
[613]	train-mlogloss:1.41703	validation-mlogloss:1.48981
[614]	train-mlogloss:1.41671	validation-mlogloss:1.48960
[615]	train-mlogloss:1.41641	validation-mlogloss:1.48943
[616]	train-mlogloss:1.41603	validation-mlogloss:1.48933
[617]	train-mlogloss:1.41572	validation-mlogloss:1.48921
[618]	train-mlogloss:1.41544	validation-mlogloss:1.48902
[619]	train-mlogloss:1.41512	validation-mlogloss:1.48892
[620]	train-mlogloss:1.41486	validation-mlogloss:1.48872
[621]	train-mlogloss:1.41462	validation-mlogloss:1.48855
[622]	train-mlogloss:1.41429	validation-mlogloss:1.48834
[623]	train-mlogloss:1.41397	validation-mlogloss:1.48808
[624]	train-mlogloss:1.41364	validation-mlogloss:1.48789
[625]	train-mlogloss:1.41329	validation-mlogloss:1.48764
[626]	train-mlogloss:1.41300	validation-mlogloss:1.48748
[627]	train-mlogloss:1.41275	validation-mlogloss:1.48733
[628]	train-mlogloss:1.41248	validation-mlogloss:1.48719
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.91 [%]
Global accuracy score (test) = 43.73 [%]
Global F1 score (train) = 55.73 [%]
Global F1 score (test) = 42.74 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.22      0.22       184
 CAMINAR CON MÓVIL O LIBRO       0.29      0.38      0.33       184
       CAMINAR USUAL SPEED       0.25      0.14      0.18       184
            CAMINAR ZIGZAG       0.29      0.27      0.28       184
          DE PIE BARRIENDO       0.49      0.52      0.51       184
   DE PIE DOBLANDO TOALLAS       0.43      0.41      0.42       184
    DE PIE MOVIENDO LIBROS       0.39      0.39      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.56       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.28      0.23      0.25       184
         SENTADO USANDO PC       0.16      0.07      0.09       184
      SENTADO VIENDO LA TV       0.39      0.36      0.37       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.73      0.62       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 19: 43.73 [%]
F1-score capturado en la ejecución 19: 42.74 [%]

=== EJECUCIÓN 20 ===

--- TRAIN (ejecución 20) ---

--- TEST (ejecución 20) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.98 [%]
Global accuracy score (test) = 43.77 [%]
Global F1 score (train) = 55.81 [%]
Global F1 score (test) = 42.76 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.24      0.24      0.24       184
 CAMINAR CON MÓVIL O LIBRO       0.33      0.41      0.36       184
       CAMINAR USUAL SPEED       0.26      0.14      0.18       184
            CAMINAR ZIGZAG       0.30      0.31      0.30       184
          DE PIE BARRIENDO       0.45      0.48      0.47       184
   DE PIE DOBLANDO TOALLAS       0.42      0.41      0.42       184
    DE PIE MOVIENDO LIBROS       0.39      0.39      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.42      0.81      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.59      0.71       184
           SENTADO LEYENDO       0.29      0.25      0.27       184
         SENTADO USANDO PC       0.11      0.04      0.06       184
      SENTADO VIENDO LA TV       0.39      0.35      0.37       184
   SUBIR Y BAJAR ESCALERAS       0.57      0.73      0.64       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 20: 43.77 [%]
F1-score capturado en la ejecución 20: 42.76 [%]

=== EJECUCIÓN 21 ===

--- TRAIN (ejecución 21) ---

--- TEST (ejecución 21) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.91 [%]
Global accuracy score (test) = 43.55 [%]
Global F1 score (train) = 55.76 [%]
Global F1 score (test) = 42.58 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.20      0.21      0.20       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.39      0.34       184
       CAMINAR USUAL SPEED       0.26      0.14      0.18       184
            CAMINAR ZIGZAG       0.29      0.26      0.27       184
          DE PIE BARRIENDO       0.47      0.49      0.48       184
   DE PIE DOBLANDO TOALLAS       0.46      0.46      0.46       184
    DE PIE MOVIENDO LIBROS       0.40      0.39      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.27      0.22      0.24       184
         SENTADO USANDO PC       0.16      0.07      0.09       184
      SENTADO VIENDO LA TV       0.37      0.34      0.35       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.73      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 21: 43.55 [%]
F1-score capturado en la ejecución 21: 42.58 [%]

=== EJECUCIÓN 22 ===

--- TRAIN (ejecución 22) ---

--- TEST (ejecución 22) ---
2025-11-07 10:28:34.551969: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:28:34.563295: 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 00:00:1762507714.576403 2388176 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507714.580435 2388176 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507714.590386 2388176 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507714.590403 2388176 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507714.590414 2388176 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507714.590415 2388176 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:28:34.593551: 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:2.69745	validation-mlogloss:2.69741
[1]	train-mlogloss:2.68729	validation-mlogloss:2.68712
[2]	train-mlogloss:2.67695	validation-mlogloss:2.67652
[3]	train-mlogloss:2.66659	validation-mlogloss:2.66610
[4]	train-mlogloss:2.65619	validation-mlogloss:2.65575
[5]	train-mlogloss:2.64613	validation-mlogloss:2.64547
[6]	train-mlogloss:2.63570	validation-mlogloss:2.63497
[7]	train-mlogloss:2.62566	validation-mlogloss:2.62509
[8]	train-mlogloss:2.61538	validation-mlogloss:2.61476
[9]	train-mlogloss:2.60569	validation-mlogloss:2.60488
[10]	train-mlogloss:2.59551	validation-mlogloss:2.59462
[11]	train-mlogloss:2.58567	validation-mlogloss:2.58476
[12]	train-mlogloss:2.57620	validation-mlogloss:2.57522
[13]	train-mlogloss:2.56653	validation-mlogloss:2.56552
[14]	train-mlogloss:2.55724	validation-mlogloss:2.55588
[15]	train-mlogloss:2.54777	validation-mlogloss:2.54650
[16]	train-mlogloss:2.53821	validation-mlogloss:2.53706
[17]	train-mlogloss:2.52879	validation-mlogloss:2.52774
[18]	train-mlogloss:2.51944	validation-mlogloss:2.51849
[19]	train-mlogloss:2.51039	validation-mlogloss:2.50927
[20]	train-mlogloss:2.50149	validation-mlogloss:2.50039
[21]	train-mlogloss:2.49270	validation-mlogloss:2.49155
[22]	train-mlogloss:2.48355	validation-mlogloss:2.48230
[23]	train-mlogloss:2.47490	validation-mlogloss:2.47379
[24]	train-mlogloss:2.46591	validation-mlogloss:2.46486
[25]	train-mlogloss:2.45773	validation-mlogloss:2.45639
[26]	train-mlogloss:2.44987	validation-mlogloss:2.44832
[27]	train-mlogloss:2.44160	validation-mlogloss:2.44019
[28]	train-mlogloss:2.43359	validation-mlogloss:2.43200
[29]	train-mlogloss:2.42539	validation-mlogloss:2.42382
[30]	train-mlogloss:2.41730	validation-mlogloss:2.41567
[31]	train-mlogloss:2.40950	validation-mlogloss:2.40764
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Saved model to disk.
2025-11-07 10:29:00.009797: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:29:00.021266: 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 00:00:1762507740.034331 2388596 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507740.038395 2388596 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507740.048386 2388596 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507740.048406 2388596 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507740.048408 2388596 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507740.048410 2388596 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:29:00.051634: 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:2.69734	validation-mlogloss:2.69710
[1]	train-mlogloss:2.68680	validation-mlogloss:2.68669
[2]	train-mlogloss:2.67655	validation-mlogloss:2.67645
[3]	train-mlogloss:2.66610	validation-mlogloss:2.66578
[4]	train-mlogloss:2.65605	validation-mlogloss:2.65551
[5]	train-mlogloss:2.64585	validation-mlogloss:2.64559
[6]	train-mlogloss:2.63600	validation-mlogloss:2.63566
[7]	train-mlogloss:2.62575	validation-mlogloss:2.62545
[8]	train-mlogloss:2.61620	validation-mlogloss:2.61600
[9]	train-mlogloss:2.60656	validation-mlogloss:2.60620
[10]	train-mlogloss:2.59649	validation-mlogloss:2.59615
[11]	train-mlogloss:2.58677	validation-mlogloss:2.58670
[12]	train-mlogloss:2.57682	validation-mlogloss:2.57659
[13]	train-mlogloss:2.56733	validation-mlogloss:2.56714
[14]	train-mlogloss:2.55813	validation-mlogloss:2.55800
[15]	train-mlogloss:2.54852	validation-mlogloss:2.54823
[16]	train-mlogloss:2.53911	validation-mlogloss:2.53893
[17]	train-mlogloss:2.52980	validation-mlogloss:2.52982
[18]	train-mlogloss:2.52068	validation-mlogloss:2.52050
[19]	train-mlogloss:2.51192	validation-mlogloss:2.51162
[20]	train-mlogloss:2.50321	validation-mlogloss:2.50270
[21]	train-mlogloss:2.49426	validation-mlogloss:2.49359
[22]	train-mlogloss:2.48531	validation-mlogloss:2.48459
[23]	train-mlogloss:2.47696	validation-mlogloss:2.47597
[24]	train-mlogloss:2.46850	validation-mlogloss:2.46730
[25]	train-mlogloss:2.45960	validation-mlogloss:2.45837
[26]	train-mlogloss:2.45120	validation-mlogloss:2.44982
[27]	train-mlogloss:2.44315	validation-mlogloss:2.44169
[28]	train-mlogloss:2.43504	validation-mlogloss:2.43335
[29]	train-mlogloss:2.42681	validation-mlogloss:2.42508
[30]	train-mlogloss:2.41890	validation-mlogloss:2.41716
[31]	train-mlogloss:2.41096	validation-mlogloss:2.40912
[32]	train-mlogloss:2.40275	validation-mlogloss:2.40102
[33]	train-mlogloss:2.39473	validation-mlogloss:2.39321
[34]	train-mlogloss:2.38761	validation-mlogloss:2.38610
[35]	train-mlogloss:2.37964	validation-mlogloss:2.37816
[36]	train-mlogloss:2.37216	validation-mlogloss:2.37080
[37]	train-mlogloss:2.36449	validation-mlogloss:2.36320
[38]	train-mlogloss:2.35702	validation-mlogloss:2.35574
[39]	train-mlogloss:2.34975	validation-mlogloss:2.34825
[40]	train-mlogloss:2.34248	validation-mlogloss:2.34108
[41]	train-mlogloss:2.33538	validation-mlogloss:2.33397
[42]	train-mlogloss:2.32833	validation-mlogloss:2.32698
[43]	train-mlogloss:2.32142	validation-mlogloss:2.32021
[44]	train-mlogloss:2.31445	validation-mlogloss:2.31333
[45]	train-mlogloss:2.30776	validation-mlogloss:2.30654
[46]	train-mlogloss:2.30084	validation-mlogloss:2.29954
[47]	train-mlogloss:2.29377	validation-mlogloss:2.29245
[48]	train-mlogloss:2.28710	validation-mlogloss:2.28571
[49]	train-mlogloss:2.28040	validation-mlogloss:2.27911
[50]	train-mlogloss:2.27380	validation-mlogloss:2.27270
[51]	train-mlogloss:2.26748	validation-mlogloss:2.26623
[52]	train-mlogloss:2.26128	validation-mlogloss:2.26004
[53]	train-mlogloss:2.25512	validation-mlogloss:2.25402
[54]	train-mlogloss:2.24895	validation-mlogloss:2.24797
[55]	train-mlogloss:2.24267	validation-mlogloss:2.24166
[56]	train-mlogloss:2.23652	validation-mlogloss:2.23552
[57]	train-mlogloss:2.23045	validation-mlogloss:2.22971
[58]	train-mlogloss:2.22418	validation-mlogloss:2.22352
[59]	train-mlogloss:2.21806	validation-mlogloss:2.21768
[60]	train-mlogloss:2.21242	validation-mlogloss:2.21233
[61]	train-mlogloss:2.20632	validation-mlogloss:2.20621
[62]	train-mlogloss:2.20048	validation-mlogloss:2.20065
[63]	train-mlogloss:2.19463	validation-mlogloss:2.19484
[64]	train-mlogloss:2.18890	validation-mlogloss:2.18944
[65]	train-mlogloss:2.18352	validation-mlogloss:2.18427
[66]	train-mlogloss:2.17785	validation-mlogloss:2.17865
[67]	train-mlogloss:2.17206	validation-mlogloss:2.17309
[68]	train-mlogloss:2.16654	validation-mlogloss:2.16788
[69]	train-mlogloss:2.16112	validation-mlogloss:2.16258
[70]	train-mlogloss:2.15568	validation-mlogloss:2.15759
[71]	train-mlogloss:2.15036	validation-mlogloss:2.15248
[72]	train-mlogloss:2.14532	validation-mlogloss:2.14730
[73]	train-mlogloss:2.14007	validation-mlogloss:2.14211
[74]	train-mlogloss:2.13484	validation-mlogloss:2.13684
[75]	train-mlogloss:2.12962	validation-mlogloss:2.13197
[76]	train-mlogloss:2.12457	validation-mlogloss:2.12729
[77]	train-mlogloss:2.11939	validation-mlogloss:2.12227
[78]	train-mlogloss:2.11447	validation-mlogloss:2.11738
[79]	train-mlogloss:2.10940	validation-mlogloss:2.11242
[80]	train-mlogloss:2.10449	validation-mlogloss:2.10782
[81]	train-mlogloss:2.09962	validation-mlogloss:2.10330
[82]	train-mlogloss:2.09506	validation-mlogloss:2.09888
[83]	train-mlogloss:2.09018	validation-mlogloss:2.09421
[84]	train-mlogloss:2.08539	validation-mlogloss:2.08977
[85]	train-mlogloss:2.08105	validation-mlogloss:2.08534
[86]	train-mlogloss:2.07637	validation-mlogloss:2.08080
[87]	train-mlogloss:2.07191	validation-mlogloss:2.07627
[88]	train-mlogloss:2.06731	validation-mlogloss:2.07173
[89]	train-mlogloss:2.06284	validation-mlogloss:2.06743
[90]	train-mlogloss:2.05825	validation-mlogloss:2.06289
[91]	train-mlogloss:2.05385	validation-mlogloss:2.05866
[92]	train-mlogloss:2.04961	validation-mlogloss:2.05473
[93]	train-mlogloss:2.04546	validation-mlogloss:2.05053
[94]	train-mlogloss:2.04100	validation-mlogloss:2.04633
[95]	train-mlogloss:2.03670	validation-mlogloss:2.04252
[96]	train-mlogloss:2.03258	validation-mlogloss:2.03861
[97]	train-mlogloss:2.02842	validation-mlogloss:2.03454
[98]	train-mlogloss:2.02421	validation-mlogloss:2.03054
[99]	train-mlogloss:2.02008	validation-mlogloss:2.02649
[100]	train-mlogloss:2.01591	validation-mlogloss:2.02240
[101]	train-mlogloss:2.01197	validation-mlogloss:2.01862
[102]	train-mlogloss:2.00798	validation-mlogloss:2.01490
[103]	train-mlogloss:2.00417	validation-mlogloss:2.01139
[104]	train-mlogloss:2.00015	validation-mlogloss:2.00752
[105]	train-mlogloss:1.99633	validation-mlogloss:2.00375
[106]	train-mlogloss:1.99242	validation-mlogloss:1.99986
[107]	train-mlogloss:1.98867	validation-mlogloss:1.99624
[108]	train-mlogloss:1.98494	validation-mlogloss:1.99269
[109]	train-mlogloss:1.98124	validation-mlogloss:1.98920
[110]	train-mlogloss:1.97769	validation-mlogloss:1.98574
[111]	train-mlogloss:1.97396	validation-mlogloss:1.98226
[112]	train-mlogloss:1.97033	validation-mlogloss:1.97879
[113]	train-mlogloss:1.96663	validation-mlogloss:1.97527
[114]	train-mlogloss:1.96303	validation-mlogloss:1.97202
[115]	train-mlogloss:1.95943	validation-mlogloss:1.96855
[116]	train-mlogloss:1.95599	validation-mlogloss:1.96530
[117]	train-mlogloss:1.95248	validation-mlogloss:1.96208
[118]	train-mlogloss:1.94897	validation-mlogloss:1.95872
[119]	train-mlogloss:1.94559	validation-mlogloss:1.95549
[120]	train-mlogloss:1.94209	validation-mlogloss:1.95222
[121]	train-mlogloss:1.93898	validation-mlogloss:1.94917
[122]	train-mlogloss:1.93571	validation-mlogloss:1.94615
[123]	train-mlogloss:1.93244	validation-mlogloss:1.94315
[124]	train-mlogloss:1.92911	validation-mlogloss:1.94001
[125]	train-mlogloss:1.92568	validation-mlogloss:1.93662
[126]	train-mlogloss:1.92251	validation-mlogloss:1.93361
[127]	train-mlogloss:1.91921	validation-mlogloss:1.93041
[128]	train-mlogloss:1.91596	validation-mlogloss:1.92735
[129]	train-mlogloss:1.91269	validation-mlogloss:1.92431
[130]	train-mlogloss:1.90930	validation-mlogloss:1.92117
[131]	train-mlogloss:1.90614	validation-mlogloss:1.91819
[132]	train-mlogloss:1.90310	validation-mlogloss:1.91513
[133]	train-mlogloss:1.89988	validation-mlogloss:1.91203
[134]	train-mlogloss:1.89666	validation-mlogloss:1.90904
[135]	train-mlogloss:1.89354	validation-mlogloss:1.90613
[136]	train-mlogloss:1.89045	validation-mlogloss:1.90318
[137]	train-mlogloss:1.88739	validation-mlogloss:1.90020
[138]	train-mlogloss:1.88458	validation-mlogloss:1.89750
[139]	train-mlogloss:1.88175	validation-mlogloss:1.89476
[140]	train-mlogloss:1.87896	validation-mlogloss:1.89206
[141]	train-mlogloss:1.87598	validation-mlogloss:1.88920
[142]	train-mlogloss:1.87298	validation-mlogloss:1.88646
[143]	train-mlogloss:1.87001	validation-mlogloss:1.88363
[144]	train-mlogloss:1.86714	validation-mlogloss:1.88099
[145]	train-mlogloss:1.86426	validation-mlogloss:1.87821
[146]	train-mlogloss:1.86125	validation-mlogloss:1.87534
[147]	train-mlogloss:1.85836	validation-mlogloss:1.87260
[148]	train-mlogloss:1.85561	validation-mlogloss:1.86995
[149]	train-mlogloss:1.85284	validation-mlogloss:1.86740
[150]	train-mlogloss:1.85016	validation-mlogloss:1.86503
[151]	train-mlogloss:1.84747	validation-mlogloss:1.86242
[152]	train-mlogloss:1.84479	validation-mlogloss:1.85973
[153]	train-mlogloss:1.84196	validation-mlogloss:1.85719
[154]	train-mlogloss:1.83922	validation-mlogloss:1.85467
[155]	train-mlogloss:1.83658	validation-mlogloss:1.85220
[156]	train-mlogloss:1.83393	validation-mlogloss:1.84977
[157]	train-mlogloss:1.83128	validation-mlogloss:1.84723
[158]	train-mlogloss:1.82861	validation-mlogloss:1.84483
[159]	train-mlogloss:1.82603	validation-mlogloss:1.84235
[160]	train-mlogloss:1.82357	validation-mlogloss:1.84017
[161]	train-mlogloss:1.82103	validation-mlogloss:1.83793
[162]	train-mlogloss:1.81840	validation-mlogloss:1.83546
[163]	train-mlogloss:1.81583	validation-mlogloss:1.83311
[164]	train-mlogloss:1.81333	validation-mlogloss:1.83071
[165]	train-mlogloss:1.81083	validation-mlogloss:1.82828
[166]	train-mlogloss:1.80843	validation-mlogloss:1.82617
[167]	train-mlogloss:1.80583	validation-mlogloss:1.82380
[168]	train-mlogloss:1.80339	validation-mlogloss:1.82149
[169]	train-mlogloss:1.80094	validation-mlogloss:1.81910
[170]	train-mlogloss:1.79850	validation-mlogloss:1.81690
[171]	train-mlogloss:1.79630	validation-mlogloss:1.81468
[172]	train-mlogloss:1.79408	validation-mlogloss:1.81257
[173]	train-mlogloss:1.79191	validation-mlogloss:1.81062
[174]	train-mlogloss:1.78956	validation-mlogloss:1.80836
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[176]	train-mlogloss:1.78502	validation-mlogloss:1.80430
[177]	train-mlogloss:1.78269	validation-mlogloss:1.80208
[178]	train-mlogloss:1.78039	validation-mlogloss:1.80005
[179]	train-mlogloss:1.77804	validation-mlogloss:1.79782
[180]	train-mlogloss:1.77597	validation-mlogloss:1.79567
[181]	train-mlogloss:1.77373	validation-mlogloss:1.79366
[182]	train-mlogloss:1.77151	validation-mlogloss:1.79158
[183]	train-mlogloss:1.76937	validation-mlogloss:1.78959
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[185]	train-mlogloss:1.76523	validation-mlogloss:1.78590
[186]	train-mlogloss:1.76320	validation-mlogloss:1.78404
[187]	train-mlogloss:1.76111	validation-mlogloss:1.78219
[188]	train-mlogloss:1.75905	validation-mlogloss:1.78039
[189]	train-mlogloss:1.75689	validation-mlogloss:1.77826
[190]	train-mlogloss:1.75471	validation-mlogloss:1.77630
[191]	train-mlogloss:1.75274	validation-mlogloss:1.77436
[192]	train-mlogloss:1.75079	validation-mlogloss:1.77241
[193]	train-mlogloss:1.74890	validation-mlogloss:1.77069
[194]	train-mlogloss:1.74689	validation-mlogloss:1.76886
[195]	train-mlogloss:1.74483	validation-mlogloss:1.76685
[196]	train-mlogloss:1.74291	validation-mlogloss:1.76499
[197]	train-mlogloss:1.74099	validation-mlogloss:1.76325
[198]	train-mlogloss:1.73900	validation-mlogloss:1.76148
[199]	train-mlogloss:1.73713	validation-mlogloss:1.75979
[200]	train-mlogloss:1.73521	validation-mlogloss:1.75822
[201]	train-mlogloss:1.73336	validation-mlogloss:1.75642
[202]	train-mlogloss:1.73151	validation-mlogloss:1.75472
[203]	train-mlogloss:1.72952	validation-mlogloss:1.75289
[204]	train-mlogloss:1.72767	validation-mlogloss:1.75097
[205]	train-mlogloss:1.72587	validation-mlogloss:1.74941
[206]	train-mlogloss:1.72405	validation-mlogloss:1.74774
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[208]	train-mlogloss:1.72038	validation-mlogloss:1.74432
[209]	train-mlogloss:1.71850	validation-mlogloss:1.74263
[210]	train-mlogloss:1.71674	validation-mlogloss:1.74093
[211]	train-mlogloss:1.71508	validation-mlogloss:1.73932
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[213]	train-mlogloss:1.71142	validation-mlogloss:1.73591
[214]	train-mlogloss:1.70957	validation-mlogloss:1.73438
[215]	train-mlogloss:1.70794	validation-mlogloss:1.73284
[216]	train-mlogloss:1.70631	validation-mlogloss:1.73134
[217]	train-mlogloss:1.70474	validation-mlogloss:1.72972
[218]	train-mlogloss:1.70302	validation-mlogloss:1.72804
[219]	train-mlogloss:1.70142	validation-mlogloss:1.72663
[220]	train-mlogloss:1.69973	validation-mlogloss:1.72502
[221]	train-mlogloss:1.69799	validation-mlogloss:1.72344
[222]	train-mlogloss:1.69628	validation-mlogloss:1.72178
[223]	train-mlogloss:1.69471	validation-mlogloss:1.72046
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[226]	train-mlogloss:1.68985	validation-mlogloss:1.71636
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[228]	train-mlogloss:1.68659	validation-mlogloss:1.71320
[229]	train-mlogloss:1.68498	validation-mlogloss:1.71182
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[579]	train-mlogloss:1.42748	validation-mlogloss:1.49758
[580]	train-mlogloss:1.42715	validation-mlogloss:1.49743
[581]	train-mlogloss:1.42683	validation-mlogloss:1.49718
[582]	train-mlogloss:1.42645	validation-mlogloss:1.49700
[583]	train-mlogloss:1.42613	validation-mlogloss:1.49681
[584]	train-mlogloss:1.42579	validation-mlogloss:1.49665
[585]	train-mlogloss:1.42545	validation-mlogloss:1.49635
[586]	train-mlogloss:1.42511	validation-mlogloss:1.49618
[587]	train-mlogloss:1.42477	validation-mlogloss:1.49603
[588]	train-mlogloss:1.42439	validation-mlogloss:1.49572
[589]	train-mlogloss:1.42407	validation-mlogloss:1.49567
[590]	train-mlogloss:1.42374	validation-mlogloss:1.49544
[591]	train-mlogloss:1.42338	validation-mlogloss:1.49515
[592]	train-mlogloss:1.42307	validation-mlogloss:1.49498
[593]	train-mlogloss:1.42271	validation-mlogloss:1.49472
[594]	train-mlogloss:1.42237	validation-mlogloss:1.49456
[595]	train-mlogloss:1.42203	validation-mlogloss:1.49422
[596]	train-mlogloss:1.42176	validation-mlogloss:1.49403
[597]	train-mlogloss:1.42142	validation-mlogloss:1.49381
[598]	train-mlogloss:1.42106	validation-mlogloss:1.49359
[599]	train-mlogloss:1.42071	validation-mlogloss:1.49336
[600]	train-mlogloss:1.42042	validation-mlogloss:1.49316
[601]	train-mlogloss:1.42004	validation-mlogloss:1.49289
[602]	train-mlogloss:1.41973	validation-mlogloss:1.49265
[603]	train-mlogloss:1.41945	validation-mlogloss:1.49247
[604]	train-mlogloss:1.41916	validation-mlogloss:1.49227
[605]	train-mlogloss:1.41887	validation-mlogloss:1.49208
[606]	train-mlogloss:1.41857	validation-mlogloss:1.49188
[607]	train-mlogloss:1.41823	validation-mlogloss:1.49167
[608]	train-mlogloss:1.41795	validation-mlogloss:1.49149
[609]	train-mlogloss:1.41762	validation-mlogloss:1.49129
[610]	train-mlogloss:1.41734	validation-mlogloss:1.49107
[611]	train-mlogloss:1.41706	validation-mlogloss:1.49096
[612]	train-mlogloss:1.41678	validation-mlogloss:1.49075
[613]	train-mlogloss:1.41651	validation-mlogloss:1.49066
[614]	train-mlogloss:1.41614	validation-mlogloss:1.49058
[615]	train-mlogloss:1.41582	validation-mlogloss:1.49038
[616]	train-mlogloss:1.41551	validation-mlogloss:1.49025
[617]	train-mlogloss:1.41515	validation-mlogloss:1.49003
[618]	train-mlogloss:1.41486	validation-mlogloss:1.48980
[619]	train-mlogloss:1.41457	validation-mlogloss:1.48967
[620]	train-mlogloss:1.41424	validation-mlogloss:1.48949
[621]	train-mlogloss:1.41392	validation-mlogloss:1.48931
[622]	train-mlogloss:1.41359	validation-mlogloss:1.48919
[623]	train-mlogloss:1.41326	validation-mlogloss:1.48901
[624]	train-mlogloss:1.41294	validation-mlogloss:1.48878
[625]	train-mlogloss:1.41259	validation-mlogloss:1.48862
[626]	train-mlogloss:1.41232	validation-mlogloss:1.48842
[627]	train-mlogloss:1.41198	validation-mlogloss:1.48823
[628]	train-mlogloss:1.41166	validation-mlogloss:1.48801
Saved model to disk.
2025-11-07 10:29:25.711695: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:29:25.723317: 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 00:00:1762507765.736854 2389042 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507765.741030 2389042 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507765.751322 2389042 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507765.751346 2389042 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507765.751349 2389042 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507765.751351 2389042 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:29:25.754640: 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:2.69682	validation-mlogloss:2.69678
[1]	train-mlogloss:2.68584	validation-mlogloss:2.68558
[2]	train-mlogloss:2.67559	validation-mlogloss:2.67544
[3]	train-mlogloss:2.66539	validation-mlogloss:2.66519
[4]	train-mlogloss:2.65575	validation-mlogloss:2.65562
[5]	train-mlogloss:2.64520	validation-mlogloss:2.64511
[6]	train-mlogloss:2.63519	validation-mlogloss:2.63507
[7]	train-mlogloss:2.62473	validation-mlogloss:2.62452
[8]	train-mlogloss:2.61460	validation-mlogloss:2.61426
[9]	train-mlogloss:2.60468	validation-mlogloss:2.60446
[10]	train-mlogloss:2.59523	validation-mlogloss:2.59505
[11]	train-mlogloss:2.58591	validation-mlogloss:2.58564
[12]	train-mlogloss:2.57596	validation-mlogloss:2.57557
[13]	train-mlogloss:2.56584	validation-mlogloss:2.56521
[14]	train-mlogloss:2.55642	validation-mlogloss:2.55596
[15]	train-mlogloss:2.54771	validation-mlogloss:2.54701
[16]	train-mlogloss:2.53882	validation-mlogloss:2.53806
[17]	train-mlogloss:2.52967	validation-mlogloss:2.52887
[18]	train-mlogloss:2.52069	validation-mlogloss:2.51991
[19]	train-mlogloss:2.51184	validation-mlogloss:2.51110
[20]	train-mlogloss:2.50265	validation-mlogloss:2.50186
[21]	train-mlogloss:2.49435	validation-mlogloss:2.49347
[22]	train-mlogloss:2.48525	validation-mlogloss:2.48465
[23]	train-mlogloss:2.47633	validation-mlogloss:2.47558
[24]	train-mlogloss:2.46752	validation-mlogloss:2.46686
[25]	train-mlogloss:2.45887	validation-mlogloss:2.45804
[26]	train-mlogloss:2.45040	validation-mlogloss:2.44964
[27]	train-mlogloss:2.44205	validation-mlogloss:2.44110
[28]	train-mlogloss:2.43346	validation-mlogloss:2.43258
[29]	train-mlogloss:2.42566	validation-mlogloss:2.42450
[30]	train-mlogloss:2.41757	validation-mlogloss:2.41616
[31]	train-mlogloss:2.40974	validation-mlogloss:2.40836
[32]	train-mlogloss:2.40197	validation-mlogloss:2.40068
[33]	train-mlogloss:2.39432	validation-mlogloss:2.39288
[34]	train-mlogloss:2.38655	validation-mlogloss:2.38502
[35]	train-mlogloss:2.37883	validation-mlogloss:2.37738
[36]	train-mlogloss:2.37132	validation-mlogloss:2.37004
[37]	train-mlogloss:2.36385	validation-mlogloss:2.36238
[38]	train-mlogloss:2.35670	validation-mlogloss:2.35490
[39]	train-mlogloss:2.34914	validation-mlogloss:2.34743
[40]	train-mlogloss:2.34223	validation-mlogloss:2.34047
[41]	train-mlogloss:2.33502	validation-mlogloss:2.33342
[42]	train-mlogloss:2.32820	validation-mlogloss:2.32646
[43]	train-mlogloss:2.32163	validation-mlogloss:2.31979
[44]	train-mlogloss:2.31488	validation-mlogloss:2.31291
[45]	train-mlogloss:2.30809	validation-mlogloss:2.30612
[46]	train-mlogloss:2.30143	validation-mlogloss:2.29952
[47]	train-mlogloss:2.29441	validation-mlogloss:2.29256
[48]	train-mlogloss:2.28800	validation-mlogloss:2.28637
[49]	train-mlogloss:2.28096	validation-mlogloss:2.27941
[50]	train-mlogloss:2.27443	validation-mlogloss:2.27288
[51]	train-mlogloss:2.26801	validation-mlogloss:2.26645
[52]	train-mlogloss:2.26159	validation-mlogloss:2.25992
[53]	train-mlogloss:2.25564	validation-mlogloss:2.25427
[54]	train-mlogloss:2.24957	validation-mlogloss:2.24819
[55]	train-mlogloss:2.24312	validation-mlogloss:2.24198
[56]	train-mlogloss:2.23696	validation-mlogloss:2.23585
[57]	train-mlogloss:2.23059	validation-mlogloss:2.22951
[58]	train-mlogloss:2.22458	validation-mlogloss:2.22369
[59]	train-mlogloss:2.21830	validation-mlogloss:2.21784
[60]	train-mlogloss:2.21233	validation-mlogloss:2.21201
[61]	train-mlogloss:2.20640	validation-mlogloss:2.20625
[62]	train-mlogloss:2.20049	validation-mlogloss:2.20054
[63]	train-mlogloss:2.19452	validation-mlogloss:2.19462
[64]	train-mlogloss:2.18889	validation-mlogloss:2.18904
[65]	train-mlogloss:2.18340	validation-mlogloss:2.18376
[66]	train-mlogloss:2.17771	validation-mlogloss:2.17837
[67]	train-mlogloss:2.17189	validation-mlogloss:2.17283
[68]	train-mlogloss:2.16642	validation-mlogloss:2.16722
[69]	train-mlogloss:2.16100	validation-mlogloss:2.16194
[70]	train-mlogloss:2.15579	validation-mlogloss:2.15700
[71]	train-mlogloss:2.15052	validation-mlogloss:2.15186
[72]	train-mlogloss:2.14513	validation-mlogloss:2.14645
[73]	train-mlogloss:2.13977	validation-mlogloss:2.14114
[74]	train-mlogloss:2.13463	validation-mlogloss:2.13618
[75]	train-mlogloss:2.12954	validation-mlogloss:2.13127
[76]	train-mlogloss:2.12433	validation-mlogloss:2.12621
[77]	train-mlogloss:2.11924	validation-mlogloss:2.12146
[78]	train-mlogloss:2.11421	validation-mlogloss:2.11652
[79]	train-mlogloss:2.10931	validation-mlogloss:2.11157
[80]	train-mlogloss:2.10415	validation-mlogloss:2.10649
[81]	train-mlogloss:2.09930	validation-mlogloss:2.10179
[82]	train-mlogloss:2.09425	validation-mlogloss:2.09697
[83]	train-mlogloss:2.08953	validation-mlogloss:2.09233
[84]	train-mlogloss:2.08472	validation-mlogloss:2.08790
[85]	train-mlogloss:2.08001	validation-mlogloss:2.08326
[86]	train-mlogloss:2.07531	validation-mlogloss:2.07858
[87]	train-mlogloss:2.07110	validation-mlogloss:2.07459
[88]	train-mlogloss:2.06666	validation-mlogloss:2.07028
[89]	train-mlogloss:2.06218	validation-mlogloss:2.06592
[90]	train-mlogloss:2.05761	validation-mlogloss:2.06147
[91]	train-mlogloss:2.05322	validation-mlogloss:2.05730
[92]	train-mlogloss:2.04901	validation-mlogloss:2.05304
[93]	train-mlogloss:2.04458	validation-mlogloss:2.04879
[94]	train-mlogloss:2.04041	validation-mlogloss:2.04459
[95]	train-mlogloss:2.03619	validation-mlogloss:2.04081
[96]	train-mlogloss:2.03187	validation-mlogloss:2.03665
[97]	train-mlogloss:2.02784	validation-mlogloss:2.03286
[98]	train-mlogloss:2.02361	validation-mlogloss:2.02873
[99]	train-mlogloss:2.01967	validation-mlogloss:2.02509
[100]	train-mlogloss:2.01572	validation-mlogloss:2.02135
[101]	train-mlogloss:2.01171	validation-mlogloss:2.01746
[102]	train-mlogloss:2.00777	validation-mlogloss:2.01344
[103]	train-mlogloss:2.00370	validation-mlogloss:2.00974
[104]	train-mlogloss:1.99981	validation-mlogloss:2.00607
[105]	train-mlogloss:1.99596	validation-mlogloss:2.00233
[106]	train-mlogloss:1.99230	validation-mlogloss:1.99878
[107]	train-mlogloss:1.98862	validation-mlogloss:1.99502
[108]	train-mlogloss:1.98490	validation-mlogloss:1.99147
[109]	train-mlogloss:1.98099	validation-mlogloss:1.98759
[110]	train-mlogloss:1.97724	validation-mlogloss:1.98388
[111]	train-mlogloss:1.97365	validation-mlogloss:1.98034
[112]	train-mlogloss:1.97005	validation-mlogloss:1.97705
[113]	train-mlogloss:1.96654	validation-mlogloss:1.97358
[114]	train-mlogloss:1.96299	validation-mlogloss:1.97046
[115]	train-mlogloss:1.95940	validation-mlogloss:1.96717
[116]	train-mlogloss:1.95609	validation-mlogloss:1.96397
[117]	train-mlogloss:1.95260	validation-mlogloss:1.96059
[118]	train-mlogloss:1.94907	validation-mlogloss:1.95727
[119]	train-mlogloss:1.94561	validation-mlogloss:1.95403
[120]	train-mlogloss:1.94237	validation-mlogloss:1.95100
[121]	train-mlogloss:1.93888	validation-mlogloss:1.94778
[122]	train-mlogloss:1.93541	validation-mlogloss:1.94460
[123]	train-mlogloss:1.93197	validation-mlogloss:1.94115
[124]	train-mlogloss:1.92866	validation-mlogloss:1.93799
[125]	train-mlogloss:1.92539	validation-mlogloss:1.93489
[126]	train-mlogloss:1.92205	validation-mlogloss:1.93176
[127]	train-mlogloss:1.91862	validation-mlogloss:1.92873
[128]	train-mlogloss:1.91533	validation-mlogloss:1.92569
[129]	train-mlogloss:1.91201	validation-mlogloss:1.92245
[130]	train-mlogloss:1.90893	validation-mlogloss:1.91971
[131]	train-mlogloss:1.90561	validation-mlogloss:1.91659
[132]	train-mlogloss:1.90247	validation-mlogloss:1.91367
[133]	train-mlogloss:1.89940	validation-mlogloss:1.91060
[134]	train-mlogloss:1.89615	validation-mlogloss:1.90760
[135]	train-mlogloss:1.89313	validation-mlogloss:1.90482
[136]	train-mlogloss:1.89022	validation-mlogloss:1.90210
[137]	train-mlogloss:1.88721	validation-mlogloss:1.89938
[138]	train-mlogloss:1.88424	validation-mlogloss:1.89665
[139]	train-mlogloss:1.88126	validation-mlogloss:1.89397
[140]	train-mlogloss:1.87855	validation-mlogloss:1.89133
[141]	train-mlogloss:1.87567	validation-mlogloss:1.88858
[142]	train-mlogloss:1.87282	validation-mlogloss:1.88587
[143]	train-mlogloss:1.86993	validation-mlogloss:1.88321
[144]	train-mlogloss:1.86696	validation-mlogloss:1.88047
[145]	train-mlogloss:1.86432	validation-mlogloss:1.87803
[146]	train-mlogloss:1.86140	validation-mlogloss:1.87535
[147]	train-mlogloss:1.85865	validation-mlogloss:1.87266
[148]	train-mlogloss:1.85599	validation-mlogloss:1.87032
[149]	train-mlogloss:1.85320	validation-mlogloss:1.86774
[150]	train-mlogloss:1.85037	validation-mlogloss:1.86505
[151]	train-mlogloss:1.84766	validation-mlogloss:1.86241
[152]	train-mlogloss:1.84484	validation-mlogloss:1.85980
[153]	train-mlogloss:1.84221	validation-mlogloss:1.85742
[154]	train-mlogloss:1.83958	validation-mlogloss:1.85472
[155]	train-mlogloss:1.83692	validation-mlogloss:1.85234
[156]	train-mlogloss:1.83419	validation-mlogloss:1.84984
[157]	train-mlogloss:1.83165	validation-mlogloss:1.84734
[158]	train-mlogloss:1.82907	validation-mlogloss:1.84486
[159]	train-mlogloss:1.82644	validation-mlogloss:1.84239
[160]	train-mlogloss:1.82383	validation-mlogloss:1.83990
[161]	train-mlogloss:1.82120	validation-mlogloss:1.83730
[162]	train-mlogloss:1.81865	validation-mlogloss:1.83496
[163]	train-mlogloss:1.81621	validation-mlogloss:1.83257
[164]	train-mlogloss:1.81365	validation-mlogloss:1.83025
[165]	train-mlogloss:1.81126	validation-mlogloss:1.82802
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[169]	train-mlogloss:1.80149	validation-mlogloss:1.81853
[170]	train-mlogloss:1.79911	validation-mlogloss:1.81641
[171]	train-mlogloss:1.79690	validation-mlogloss:1.81419
[172]	train-mlogloss:1.79463	validation-mlogloss:1.81202
[173]	train-mlogloss:1.79244	validation-mlogloss:1.80998
[174]	train-mlogloss:1.78991	validation-mlogloss:1.80755
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[176]	train-mlogloss:1.78541	validation-mlogloss:1.80354
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[179]	train-mlogloss:1.77882	validation-mlogloss:1.79725
[180]	train-mlogloss:1.77650	validation-mlogloss:1.79510
[181]	train-mlogloss:1.77432	validation-mlogloss:1.79305
[182]	train-mlogloss:1.77216	validation-mlogloss:1.79104
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[185]	train-mlogloss:1.76586	validation-mlogloss:1.78503
[186]	train-mlogloss:1.76370	validation-mlogloss:1.78293
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[188]	train-mlogloss:1.75967	validation-mlogloss:1.77933
[189]	train-mlogloss:1.75778	validation-mlogloss:1.77760
[190]	train-mlogloss:1.75577	validation-mlogloss:1.77578
[191]	train-mlogloss:1.75382	validation-mlogloss:1.77390
[192]	train-mlogloss:1.75177	validation-mlogloss:1.77196
[193]	train-mlogloss:1.74964	validation-mlogloss:1.77008
[194]	train-mlogloss:1.74751	validation-mlogloss:1.76814
[195]	train-mlogloss:1.74568	validation-mlogloss:1.76629
[196]	train-mlogloss:1.74373	validation-mlogloss:1.76456
[197]	train-mlogloss:1.74182	validation-mlogloss:1.76288
[198]	train-mlogloss:1.73986	validation-mlogloss:1.76116
[199]	train-mlogloss:1.73797	validation-mlogloss:1.75932
[200]	train-mlogloss:1.73602	validation-mlogloss:1.75753
[201]	train-mlogloss:1.73399	validation-mlogloss:1.75570
[202]	train-mlogloss:1.73213	validation-mlogloss:1.75399
[203]	train-mlogloss:1.73033	validation-mlogloss:1.75223
[204]	train-mlogloss:1.72833	validation-mlogloss:1.75044
[205]	train-mlogloss:1.72656	validation-mlogloss:1.74873
[206]	train-mlogloss:1.72488	validation-mlogloss:1.74710
[207]	train-mlogloss:1.72316	validation-mlogloss:1.74559
[208]	train-mlogloss:1.72134	validation-mlogloss:1.74393
[209]	train-mlogloss:1.71956	validation-mlogloss:1.74218
[210]	train-mlogloss:1.71767	validation-mlogloss:1.74050
[211]	train-mlogloss:1.71591	validation-mlogloss:1.73885
[212]	train-mlogloss:1.71414	validation-mlogloss:1.73722
[213]	train-mlogloss:1.71231	validation-mlogloss:1.73551
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[215]	train-mlogloss:1.70877	validation-mlogloss:1.73256
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[217]	train-mlogloss:1.70513	validation-mlogloss:1.72918
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[219]	train-mlogloss:1.70178	validation-mlogloss:1.72623
[220]	train-mlogloss:1.70019	validation-mlogloss:1.72494
[221]	train-mlogloss:1.69854	validation-mlogloss:1.72345
[222]	train-mlogloss:1.69686	validation-mlogloss:1.72184
[223]	train-mlogloss:1.69525	validation-mlogloss:1.72036
[224]	train-mlogloss:1.69365	validation-mlogloss:1.71895
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[527]	train-mlogloss:1.44821	validation-mlogloss:1.51086
[528]	train-mlogloss:1.44785	validation-mlogloss:1.51058
[529]	train-mlogloss:1.44743	validation-mlogloss:1.51032
[530]	train-mlogloss:1.44702	validation-mlogloss:1.50995
[531]	train-mlogloss:1.44655	validation-mlogloss:1.50962
[532]	train-mlogloss:1.44608	validation-mlogloss:1.50928
[533]	train-mlogloss:1.44566	validation-mlogloss:1.50890
[534]	train-mlogloss:1.44528	validation-mlogloss:1.50858
[535]	train-mlogloss:1.44482	validation-mlogloss:1.50830
[536]	train-mlogloss:1.44444	validation-mlogloss:1.50809
[537]	train-mlogloss:1.44406	validation-mlogloss:1.50780
[538]	train-mlogloss:1.44366	validation-mlogloss:1.50748
[539]	train-mlogloss:1.44322	validation-mlogloss:1.50727
[540]	train-mlogloss:1.44281	validation-mlogloss:1.50706
[541]	train-mlogloss:1.44245	validation-mlogloss:1.50689
[542]	train-mlogloss:1.44202	validation-mlogloss:1.50666
[543]	train-mlogloss:1.44165	validation-mlogloss:1.50639
[544]	train-mlogloss:1.44121	validation-mlogloss:1.50619
[545]	train-mlogloss:1.44081	validation-mlogloss:1.50596
[546]	train-mlogloss:1.44042	validation-mlogloss:1.50568
[547]	train-mlogloss:1.44003	validation-mlogloss:1.50540
[548]	train-mlogloss:1.43968	validation-mlogloss:1.50520
[549]	train-mlogloss:1.43927	validation-mlogloss:1.50494
[550]	train-mlogloss:1.43894	validation-mlogloss:1.50471
[551]	train-mlogloss:1.43853	validation-mlogloss:1.50434
[552]	train-mlogloss:1.43815	validation-mlogloss:1.50407
[553]	train-mlogloss:1.43777	validation-mlogloss:1.50388
[554]	train-mlogloss:1.43741	validation-mlogloss:1.50369
[555]	train-mlogloss:1.43707	validation-mlogloss:1.50333
[556]	train-mlogloss:1.43666	validation-mlogloss:1.50317
[557]	train-mlogloss:1.43624	validation-mlogloss:1.50286
[558]	train-mlogloss:1.43589	validation-mlogloss:1.50276
[559]	train-mlogloss:1.43554	validation-mlogloss:1.50250
[560]	train-mlogloss:1.43518	validation-mlogloss:1.50217
[561]	train-mlogloss:1.43483	validation-mlogloss:1.50191
[562]	train-mlogloss:1.43444	validation-mlogloss:1.50178
[563]	train-mlogloss:1.43401	validation-mlogloss:1.50142
[564]	train-mlogloss:1.43364	validation-mlogloss:1.50114
[565]	train-mlogloss:1.43327	validation-mlogloss:1.50088
[566]	train-mlogloss:1.43291	validation-mlogloss:1.50064
[567]	train-mlogloss:1.43256	validation-mlogloss:1.50035
[568]	train-mlogloss:1.43225	validation-mlogloss:1.50024
[569]	train-mlogloss:1.43185	validation-mlogloss:1.50005
[570]	train-mlogloss:1.43149	validation-mlogloss:1.49989
[571]	train-mlogloss:1.43111	validation-mlogloss:1.49972
[572]	train-mlogloss:1.43078	validation-mlogloss:1.49954
[573]	train-mlogloss:1.43043	validation-mlogloss:1.49932
[574]	train-mlogloss:1.43011	validation-mlogloss:1.49910
[575]	train-mlogloss:1.42973	validation-mlogloss:1.49896
[576]	train-mlogloss:1.42934	validation-mlogloss:1.49884
[577]	train-mlogloss:1.42896	validation-mlogloss:1.49858
[578]	train-mlogloss:1.42864	validation-mlogloss:1.49836
[579]	train-mlogloss:1.42828	validation-mlogloss:1.49815
[580]	train-mlogloss:1.42795	validation-mlogloss:1.49800
[581]	train-mlogloss:1.42761	validation-mlogloss:1.49776
[582]	train-mlogloss:1.42724	validation-mlogloss:1.49743
[583]	train-mlogloss:1.42694	validation-mlogloss:1.49734
[584]	train-mlogloss:1.42659	validation-mlogloss:1.49715
[585]	train-mlogloss:1.42624	validation-mlogloss:1.49692
[586]	train-mlogloss:1.42592	validation-mlogloss:1.49671
[587]	train-mlogloss:1.42553	validation-mlogloss:1.49647
[588]	train-mlogloss:1.42521	validation-mlogloss:1.49625
[589]	train-mlogloss:1.42482	validation-mlogloss:1.49600
[590]	train-mlogloss:1.42443	validation-mlogloss:1.49579
[591]	train-mlogloss:1.42415	validation-mlogloss:1.49555
[592]	train-mlogloss:1.42384	validation-mlogloss:1.49539
[593]	train-mlogloss:1.42348	validation-mlogloss:1.49511
[594]	train-mlogloss:1.42317	validation-mlogloss:1.49480
[595]	train-mlogloss:1.42286	validation-mlogloss:1.49468
[596]	train-mlogloss:1.42249	validation-mlogloss:1.49443
[597]	train-mlogloss:1.42216	validation-mlogloss:1.49429
[598]	train-mlogloss:1.42186	validation-mlogloss:1.49415
[599]	train-mlogloss:1.42150	validation-mlogloss:1.49391
[600]	train-mlogloss:1.42110	validation-mlogloss:1.49369
[601]	train-mlogloss:1.42077	validation-mlogloss:1.49351
[602]	train-mlogloss:1.42043	validation-mlogloss:1.49337
[603]	train-mlogloss:1.42013	validation-mlogloss:1.49320
[604]	train-mlogloss:1.41977	validation-mlogloss:1.49302
[605]	train-mlogloss:1.41939	validation-mlogloss:1.49271
[606]	train-mlogloss:1.41917	validation-mlogloss:1.49260
[607]	train-mlogloss:1.41878	validation-mlogloss:1.49247
[608]	train-mlogloss:1.41840	validation-mlogloss:1.49221
[609]	train-mlogloss:1.41812	validation-mlogloss:1.49210
[610]	train-mlogloss:1.41781	validation-mlogloss:1.49185
[611]	train-mlogloss:1.41750	validation-mlogloss:1.49163
[612]	train-mlogloss:1.41717	validation-mlogloss:1.49145
[613]	train-mlogloss:1.41682	validation-mlogloss:1.49129
[614]	train-mlogloss:1.41651	validation-mlogloss:1.49107
[615]	train-mlogloss:1.41622	validation-mlogloss:1.49090
[616]	train-mlogloss:1.41589	validation-mlogloss:1.49065
[617]	train-mlogloss:1.41557	validation-mlogloss:1.49042
[618]	train-mlogloss:1.41521	validation-mlogloss:1.49026
[619]	train-mlogloss:1.41492	validation-mlogloss:1.49013
[620]	train-mlogloss:1.41459	validation-mlogloss:1.48989
[621]	train-mlogloss:1.41432	validation-mlogloss:1.48972
[622]	train-mlogloss:1.41401	validation-mlogloss:1.48953
[623]	train-mlogloss:1.41373	validation-mlogloss:1.48943
[624]	train-mlogloss:1.41344	validation-mlogloss:1.48908
[625]	train-mlogloss:1.41319	validation-mlogloss:1.48893
[626]	train-mlogloss:1.41286	validation-mlogloss:1.48866
[627]	train-mlogloss:1.41258	validation-mlogloss:1.48855
[628]	train-mlogloss:1.41232	validation-mlogloss:1.48837
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.93 [%]
Global accuracy score (test) = 43.59 [%]
Global F1 score (train) = 55.73 [%]
Global F1 score (test) = 42.59 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.20      0.17      0.18       184
 CAMINAR CON MÓVIL O LIBRO       0.30      0.40      0.34       184
       CAMINAR USUAL SPEED       0.24      0.14      0.17       184
            CAMINAR ZIGZAG       0.28      0.29      0.28       184
          DE PIE BARRIENDO       0.47      0.51      0.49       184
   DE PIE DOBLANDO TOALLAS       0.44      0.41      0.42       184
    DE PIE MOVIENDO LIBROS       0.39      0.39      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.42      0.81      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.28      0.24      0.26       184
         SENTADO USANDO PC       0.19      0.07      0.10       184
      SENTADO VIENDO LA TV       0.40      0.37      0.38       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.72      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 22: 43.59 [%]
F1-score capturado en la ejecución 22: 42.59 [%]

=== EJECUCIÓN 23 ===

--- TRAIN (ejecución 23) ---

--- TEST (ejecución 23) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.93 [%]
Global accuracy score (test) = 43.41 [%]
Global F1 score (train) = 55.75 [%]
Global F1 score (test) = 42.45 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.23      0.21      0.22       184
 CAMINAR CON MÓVIL O LIBRO       0.30      0.40      0.34       184
       CAMINAR USUAL SPEED       0.25      0.14      0.18       184
            CAMINAR ZIGZAG       0.27      0.28      0.28       184
          DE PIE BARRIENDO       0.44      0.44      0.44       184
   DE PIE DOBLANDO TOALLAS       0.41      0.41      0.41       184
    DE PIE MOVIENDO LIBROS       0.40      0.40      0.40       184
          DE PIE USANDO PC       0.53      0.65      0.59       184
        FASE REPOSO CON K5       0.41      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.92      0.60      0.73       184
           SENTADO LEYENDO       0.28      0.24      0.26       184
         SENTADO USANDO PC       0.18      0.07      0.10       184
      SENTADO VIENDO LA TV       0.40      0.37      0.38       184
   SUBIR Y BAJAR ESCALERAS       0.55      0.72      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 23: 43.41 [%]
F1-score capturado en la ejecución 23: 42.45 [%]

=== EJECUCIÓN 24 ===

--- TRAIN (ejecución 24) ---

--- TEST (ejecución 24) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.09 [%]
Global accuracy score (test) = 44.06 [%]
Global F1 score (train) = 55.95 [%]
Global F1 score (test) = 43.11 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.20      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.32      0.41      0.36       184
       CAMINAR USUAL SPEED       0.23      0.13      0.17       184
            CAMINAR ZIGZAG       0.27      0.30      0.28       184
          DE PIE BARRIENDO       0.47      0.48      0.48       184
   DE PIE DOBLANDO TOALLAS       0.45      0.46      0.45       184
    DE PIE MOVIENDO LIBROS       0.41      0.39      0.40       184
          DE PIE USANDO PC       0.54      0.65      0.59       184
        FASE REPOSO CON K5       0.41      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.92      0.60      0.72       184
           SENTADO LEYENDO       0.28      0.24      0.26       184
         SENTADO USANDO PC       0.19      0.07      0.10       184
      SENTADO VIENDO LA TV       0.39      0.36      0.38       184
   SUBIR Y BAJAR ESCALERAS       0.57      0.73      0.64       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 24: 44.06 [%]
F1-score capturado en la ejecución 24: 43.11 [%]

=== EJECUCIÓN 25 ===

--- TRAIN (ejecución 25) ---

--- TEST (ejecución 25) ---
2025-11-07 10:29:51.780190: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:29:51.794243: 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 00:00:1762507791.810303 2389460 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507791.814399 2389460 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507791.824436 2389460 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507791.824459 2389460 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507791.824461 2389460 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507791.824462 2389460 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:29:51.827608: 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:2.69799	validation-mlogloss:2.69780
[1]	train-mlogloss:2.68773	validation-mlogloss:2.68752
[2]	train-mlogloss:2.67726	validation-mlogloss:2.67695
[3]	train-mlogloss:2.66637	validation-mlogloss:2.66608
[4]	train-mlogloss:2.65590	validation-mlogloss:2.65558
[5]	train-mlogloss:2.64599	validation-mlogloss:2.64572
[6]	train-mlogloss:2.63619	validation-mlogloss:2.63575
[7]	train-mlogloss:2.62571	validation-mlogloss:2.62526
[8]	train-mlogloss:2.61560	validation-mlogloss:2.61517
[9]	train-mlogloss:2.60594	validation-mlogloss:2.60545
[10]	train-mlogloss:2.59596	validation-mlogloss:2.59554
[11]	train-mlogloss:2.58596	validation-mlogloss:2.58538
[12]	train-mlogloss:2.57651	validation-mlogloss:2.57560
[13]	train-mlogloss:2.56685	validation-mlogloss:2.56599
[14]	train-mlogloss:2.55728	validation-mlogloss:2.55610
[15]	train-mlogloss:2.54734	validation-mlogloss:2.54615
[16]	train-mlogloss:2.53776	validation-mlogloss:2.53675
[17]	train-mlogloss:2.52821	validation-mlogloss:2.52712
[18]	train-mlogloss:2.51898	validation-mlogloss:2.51787
[19]	train-mlogloss:2.50974	validation-mlogloss:2.50881
[20]	train-mlogloss:2.50107	validation-mlogloss:2.50002
[21]	train-mlogloss:2.49197	validation-mlogloss:2.49084
[22]	train-mlogloss:2.48362	validation-mlogloss:2.48241
[23]	train-mlogloss:2.47571	validation-mlogloss:2.47458
[24]	train-mlogloss:2.46719	validation-mlogloss:2.46608
[25]	train-mlogloss:2.45850	validation-mlogloss:2.45762
[26]	train-mlogloss:2.45041	validation-mlogloss:2.44963
[27]	train-mlogloss:2.44193	validation-mlogloss:2.44110
[28]	train-mlogloss:2.43381	validation-mlogloss:2.43273
[29]	train-mlogloss:2.42543	validation-mlogloss:2.42447
[30]	train-mlogloss:2.41746	validation-mlogloss:2.41633
[31]	train-mlogloss:2.40912	validation-mlogloss:2.40820
[32]	train-mlogloss:2.40113	validation-mlogloss:2.40028
[33]	train-mlogloss:2.39308	validation-mlogloss:2.39237
[34]	train-mlogloss:2.38509	validation-mlogloss:2.38437
[35]	train-mlogloss:2.37766	validation-mlogloss:2.37695
[36]	train-mlogloss:2.37038	validation-mlogloss:2.36948
[37]	train-mlogloss:2.36299	validation-mlogloss:2.36210
[38]	train-mlogloss:2.35547	validation-mlogloss:2.35467
[39]	train-mlogloss:2.34824	validation-mlogloss:2.34721
[40]	train-mlogloss:2.34083	validation-mlogloss:2.33980
[41]	train-mlogloss:2.33381	validation-mlogloss:2.33254
[42]	train-mlogloss:2.32670	validation-mlogloss:2.32555
[43]	train-mlogloss:2.31969	validation-mlogloss:2.31840
[44]	train-mlogloss:2.31315	validation-mlogloss:2.31183
[45]	train-mlogloss:2.30624	validation-mlogloss:2.30501
[46]	train-mlogloss:2.29948	validation-mlogloss:2.29824
[47]	train-mlogloss:2.29271	validation-mlogloss:2.29152
[48]	train-mlogloss:2.28586	validation-mlogloss:2.28494
[49]	train-mlogloss:2.27947	validation-mlogloss:2.27852
[50]	train-mlogloss:2.27299	validation-mlogloss:2.27219
[51]	train-mlogloss:2.26670	validation-mlogloss:2.26594
[52]	train-mlogloss:2.26019	validation-mlogloss:2.25967
[53]	train-mlogloss:2.25377	validation-mlogloss:2.25313
[54]	train-mlogloss:2.24750	validation-mlogloss:2.24693
[55]	train-mlogloss:2.24099	validation-mlogloss:2.24055
[56]	train-mlogloss:2.23483	validation-mlogloss:2.23458
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[612]	train-mlogloss:1.41699	validation-mlogloss:1.49031
[613]	train-mlogloss:1.41667	validation-mlogloss:1.49012
[614]	train-mlogloss:1.41634	validation-mlogloss:1.48985
[615]	train-mlogloss:1.41602	validation-mlogloss:1.48962
[616]	train-mlogloss:1.41573	validation-mlogloss:1.48942
[617]	train-mlogloss:1.41538	validation-mlogloss:1.48917
[618]	train-mlogloss:1.41508	validation-mlogloss:1.48898
[619]	train-mlogloss:1.41475	validation-mlogloss:1.48878
[620]	train-mlogloss:1.41447	validation-mlogloss:1.48864
[621]	train-mlogloss:1.41411	validation-mlogloss:1.48851
[622]	train-mlogloss:1.41378	validation-mlogloss:1.48828
[623]	train-mlogloss:1.41352	validation-mlogloss:1.48806
[624]	train-mlogloss:1.41320	validation-mlogloss:1.48783
[625]	train-mlogloss:1.41298	validation-mlogloss:1.48772
[626]	train-mlogloss:1.41265	validation-mlogloss:1.48754
[627]	train-mlogloss:1.41235	validation-mlogloss:1.48750
[628]	train-mlogloss:1.41201	validation-mlogloss:1.48730
Saved model to disk.
2025-11-07 10:30:17.620859: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:30:17.632793: 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 00:00:1762507817.646646 2389887 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507817.650683 2389887 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507817.660416 2389887 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507817.660436 2389887 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507817.660438 2389887 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507817.660440 2389887 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:30:17.663630: 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:2.69697	validation-mlogloss:2.69710
[1]	train-mlogloss:2.68615	validation-mlogloss:2.68641
[2]	train-mlogloss:2.67537	validation-mlogloss:2.67570
[3]	train-mlogloss:2.66457	validation-mlogloss:2.66489
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[604]	train-mlogloss:1.41990	validation-mlogloss:1.49191
[605]	train-mlogloss:1.41953	validation-mlogloss:1.49171
[606]	train-mlogloss:1.41918	validation-mlogloss:1.49143
[607]	train-mlogloss:1.41886	validation-mlogloss:1.49124
[608]	train-mlogloss:1.41853	validation-mlogloss:1.49110
[609]	train-mlogloss:1.41820	validation-mlogloss:1.49090
[610]	train-mlogloss:1.41791	validation-mlogloss:1.49072
[611]	train-mlogloss:1.41760	validation-mlogloss:1.49053
[612]	train-mlogloss:1.41730	validation-mlogloss:1.49035
[613]	train-mlogloss:1.41700	validation-mlogloss:1.49012
[614]	train-mlogloss:1.41667	validation-mlogloss:1.48989
[615]	train-mlogloss:1.41642	validation-mlogloss:1.48978
[616]	train-mlogloss:1.41606	validation-mlogloss:1.48964
[617]	train-mlogloss:1.41573	validation-mlogloss:1.48946
[618]	train-mlogloss:1.41542	validation-mlogloss:1.48935
[619]	train-mlogloss:1.41523	validation-mlogloss:1.48924
[620]	train-mlogloss:1.41491	validation-mlogloss:1.48901
[621]	train-mlogloss:1.41462	validation-mlogloss:1.48871
[622]	train-mlogloss:1.41431	validation-mlogloss:1.48853
[623]	train-mlogloss:1.41401	validation-mlogloss:1.48839
[624]	train-mlogloss:1.41376	validation-mlogloss:1.48823
[625]	train-mlogloss:1.41344	validation-mlogloss:1.48807
[626]	train-mlogloss:1.41303	validation-mlogloss:1.48789
[627]	train-mlogloss:1.41274	validation-mlogloss:1.48773
[628]	train-mlogloss:1.41242	validation-mlogloss:1.48758
Saved model to disk.
2025-11-07 10:30:43.233728: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:30:43.244923: 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 00:00:1762507843.258356 2390297 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507843.262351 2390297 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507843.272531 2390297 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507843.272551 2390297 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507843.272553 2390297 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507843.272555 2390297 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:30:43.275678: 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:2.69730	validation-mlogloss:2.69700
[1]	train-mlogloss:2.68669	validation-mlogloss:2.68614
[2]	train-mlogloss:2.67638	validation-mlogloss:2.67572
[3]	train-mlogloss:2.66591	validation-mlogloss:2.66515
[4]	train-mlogloss:2.65585	validation-mlogloss:2.65519
[5]	train-mlogloss:2.64539	validation-mlogloss:2.64468
[6]	train-mlogloss:2.63499	validation-mlogloss:2.63437
[7]	train-mlogloss:2.62497	validation-mlogloss:2.62442
[8]	train-mlogloss:2.61538	validation-mlogloss:2.61457
[9]	train-mlogloss:2.60571	validation-mlogloss:2.60483
[10]	train-mlogloss:2.59566	validation-mlogloss:2.59452
[11]	train-mlogloss:2.58599	validation-mlogloss:2.58485
[12]	train-mlogloss:2.57650	validation-mlogloss:2.57531
[13]	train-mlogloss:2.56683	validation-mlogloss:2.56558
[14]	train-mlogloss:2.55733	validation-mlogloss:2.55612
[15]	train-mlogloss:2.54794	validation-mlogloss:2.54672
[16]	train-mlogloss:2.53879	validation-mlogloss:2.53748
[17]	train-mlogloss:2.52966	validation-mlogloss:2.52848
[18]	train-mlogloss:2.52051	validation-mlogloss:2.51948
[19]	train-mlogloss:2.51149	validation-mlogloss:2.51051
[20]	train-mlogloss:2.50264	validation-mlogloss:2.50160
[21]	train-mlogloss:2.49366	validation-mlogloss:2.49251
[22]	train-mlogloss:2.48508	validation-mlogloss:2.48371
[23]	train-mlogloss:2.47637	validation-mlogloss:2.47537
[24]	train-mlogloss:2.46746	validation-mlogloss:2.46661
[25]	train-mlogloss:2.45893	validation-mlogloss:2.45784
[26]	train-mlogloss:2.45016	validation-mlogloss:2.44916
[27]	train-mlogloss:2.44246	validation-mlogloss:2.44120
[28]	train-mlogloss:2.43433	validation-mlogloss:2.43312
[29]	train-mlogloss:2.42587	validation-mlogloss:2.42478
[30]	train-mlogloss:2.41775	validation-mlogloss:2.41648
[31]	train-mlogloss:2.40946	validation-mlogloss:2.40808
[32]	train-mlogloss:2.40144	validation-mlogloss:2.40003
[33]	train-mlogloss:2.39343	validation-mlogloss:2.39217
[34]	train-mlogloss:2.38538	validation-mlogloss:2.38429
[35]	train-mlogloss:2.37763	validation-mlogloss:2.37651
[36]	train-mlogloss:2.37029	validation-mlogloss:2.36927
[37]	train-mlogloss:2.36271	validation-mlogloss:2.36188
[38]	train-mlogloss:2.35542	validation-mlogloss:2.35487
[39]	train-mlogloss:2.34823	validation-mlogloss:2.34791
[40]	train-mlogloss:2.34122	validation-mlogloss:2.34062
[41]	train-mlogloss:2.33394	validation-mlogloss:2.33334
[42]	train-mlogloss:2.32670	validation-mlogloss:2.32610
[43]	train-mlogloss:2.31976	validation-mlogloss:2.31923
[44]	train-mlogloss:2.31290	validation-mlogloss:2.31206
[45]	train-mlogloss:2.30603	validation-mlogloss:2.30496
[46]	train-mlogloss:2.29911	validation-mlogloss:2.29830
[47]	train-mlogloss:2.29222	validation-mlogloss:2.29152
[48]	train-mlogloss:2.28521	validation-mlogloss:2.28470
[49]	train-mlogloss:2.27863	validation-mlogloss:2.27812
[50]	train-mlogloss:2.27208	validation-mlogloss:2.27169
[51]	train-mlogloss:2.26555	validation-mlogloss:2.26528
[52]	train-mlogloss:2.25906	validation-mlogloss:2.25913
[53]	train-mlogloss:2.25259	validation-mlogloss:2.25268
[54]	train-mlogloss:2.24651	validation-mlogloss:2.24645
[55]	train-mlogloss:2.24049	validation-mlogloss:2.24045
[56]	train-mlogloss:2.23433	validation-mlogloss:2.23432
[57]	train-mlogloss:2.22827	validation-mlogloss:2.22841
[58]	train-mlogloss:2.22212	validation-mlogloss:2.22250
[59]	train-mlogloss:2.21617	validation-mlogloss:2.21675
[60]	train-mlogloss:2.21021	validation-mlogloss:2.21062
[61]	train-mlogloss:2.20432	validation-mlogloss:2.20491
[62]	train-mlogloss:2.19858	validation-mlogloss:2.19927
[63]	train-mlogloss:2.19274	validation-mlogloss:2.19345
[64]	train-mlogloss:2.18692	validation-mlogloss:2.18776
[65]	train-mlogloss:2.18112	validation-mlogloss:2.18191
[66]	train-mlogloss:2.17565	validation-mlogloss:2.17668
[67]	train-mlogloss:2.17008	validation-mlogloss:2.17146
[68]	train-mlogloss:2.16446	validation-mlogloss:2.16589
[69]	train-mlogloss:2.15931	validation-mlogloss:2.16087
[70]	train-mlogloss:2.15395	validation-mlogloss:2.15569
[71]	train-mlogloss:2.14862	validation-mlogloss:2.15023
[72]	train-mlogloss:2.14311	validation-mlogloss:2.14509
[73]	train-mlogloss:2.13795	validation-mlogloss:2.14018
[74]	train-mlogloss:2.13286	validation-mlogloss:2.13506
[75]	train-mlogloss:2.12804	validation-mlogloss:2.13012
[76]	train-mlogloss:2.12288	validation-mlogloss:2.12515
[77]	train-mlogloss:2.11799	validation-mlogloss:2.12046
[78]	train-mlogloss:2.11282	validation-mlogloss:2.11552
[79]	train-mlogloss:2.10779	validation-mlogloss:2.11083
[80]	train-mlogloss:2.10314	validation-mlogloss:2.10625
[81]	train-mlogloss:2.09838	validation-mlogloss:2.10189
[82]	train-mlogloss:2.09360	validation-mlogloss:2.09717
[83]	train-mlogloss:2.08874	validation-mlogloss:2.09228
[84]	train-mlogloss:2.08396	validation-mlogloss:2.08752
[85]	train-mlogloss:2.07928	validation-mlogloss:2.08316
[86]	train-mlogloss:2.07466	validation-mlogloss:2.07858
[87]	train-mlogloss:2.07008	validation-mlogloss:2.07427
[88]	train-mlogloss:2.06556	validation-mlogloss:2.06977
[89]	train-mlogloss:2.06120	validation-mlogloss:2.06521
[90]	train-mlogloss:2.05703	validation-mlogloss:2.06125
[91]	train-mlogloss:2.05272	validation-mlogloss:2.05681
[92]	train-mlogloss:2.04830	validation-mlogloss:2.05271
[93]	train-mlogloss:2.04403	validation-mlogloss:2.04883
[94]	train-mlogloss:2.03998	validation-mlogloss:2.04495
[95]	train-mlogloss:2.03579	validation-mlogloss:2.04071
[96]	train-mlogloss:2.03160	validation-mlogloss:2.03676
[97]	train-mlogloss:2.02758	validation-mlogloss:2.03299
[98]	train-mlogloss:2.02340	validation-mlogloss:2.02894
[99]	train-mlogloss:2.01946	validation-mlogloss:2.02517
[100]	train-mlogloss:2.01526	validation-mlogloss:2.02107
[101]	train-mlogloss:2.01115	validation-mlogloss:2.01719
[102]	train-mlogloss:2.00725	validation-mlogloss:2.01360
[103]	train-mlogloss:2.00326	validation-mlogloss:2.00974
[104]	train-mlogloss:1.99928	validation-mlogloss:2.00612
[105]	train-mlogloss:1.99539	validation-mlogloss:2.00233
[106]	train-mlogloss:1.99146	validation-mlogloss:1.99858
[107]	train-mlogloss:1.98767	validation-mlogloss:1.99497
[108]	train-mlogloss:1.98380	validation-mlogloss:1.99106
[109]	train-mlogloss:1.98004	validation-mlogloss:1.98726
[110]	train-mlogloss:1.97607	validation-mlogloss:1.98347
[111]	train-mlogloss:1.97231	validation-mlogloss:1.97998
[112]	train-mlogloss:1.96870	validation-mlogloss:1.97651
[113]	train-mlogloss:1.96522	validation-mlogloss:1.97324
[114]	train-mlogloss:1.96173	validation-mlogloss:1.96970
[115]	train-mlogloss:1.95827	validation-mlogloss:1.96649
[116]	train-mlogloss:1.95474	validation-mlogloss:1.96324
[117]	train-mlogloss:1.95099	validation-mlogloss:1.95980
[118]	train-mlogloss:1.94750	validation-mlogloss:1.95653
[119]	train-mlogloss:1.94387	validation-mlogloss:1.95309
[120]	train-mlogloss:1.94044	validation-mlogloss:1.94980
[121]	train-mlogloss:1.93699	validation-mlogloss:1.94642
[122]	train-mlogloss:1.93350	validation-mlogloss:1.94320
[123]	train-mlogloss:1.93009	validation-mlogloss:1.93999
[124]	train-mlogloss:1.92682	validation-mlogloss:1.93692
[125]	train-mlogloss:1.92350	validation-mlogloss:1.93383
[126]	train-mlogloss:1.92036	validation-mlogloss:1.93091
[127]	train-mlogloss:1.91720	validation-mlogloss:1.92800
[128]	train-mlogloss:1.91403	validation-mlogloss:1.92504
[129]	train-mlogloss:1.91093	validation-mlogloss:1.92198
[130]	train-mlogloss:1.90792	validation-mlogloss:1.91909
[131]	train-mlogloss:1.90479	validation-mlogloss:1.91619
[132]	train-mlogloss:1.90183	validation-mlogloss:1.91338
[133]	train-mlogloss:1.89892	validation-mlogloss:1.91060
[134]	train-mlogloss:1.89584	validation-mlogloss:1.90776
[135]	train-mlogloss:1.89277	validation-mlogloss:1.90472
[136]	train-mlogloss:1.88976	validation-mlogloss:1.90196
[137]	train-mlogloss:1.88660	validation-mlogloss:1.89904
[138]	train-mlogloss:1.88361	validation-mlogloss:1.89624
[139]	train-mlogloss:1.88070	validation-mlogloss:1.89341
[140]	train-mlogloss:1.87750	validation-mlogloss:1.89050
[141]	train-mlogloss:1.87467	validation-mlogloss:1.88791
[142]	train-mlogloss:1.87190	validation-mlogloss:1.88538
[143]	train-mlogloss:1.86907	validation-mlogloss:1.88278
[144]	train-mlogloss:1.86634	validation-mlogloss:1.88038
[145]	train-mlogloss:1.86340	validation-mlogloss:1.87765
[146]	train-mlogloss:1.86061	validation-mlogloss:1.87478
[147]	train-mlogloss:1.85778	validation-mlogloss:1.87215
[148]	train-mlogloss:1.85492	validation-mlogloss:1.86938
[149]	train-mlogloss:1.85208	validation-mlogloss:1.86670
[150]	train-mlogloss:1.84932	validation-mlogloss:1.86413
[151]	train-mlogloss:1.84672	validation-mlogloss:1.86177
[152]	train-mlogloss:1.84398	validation-mlogloss:1.85917
[153]	train-mlogloss:1.84128	validation-mlogloss:1.85673
[154]	train-mlogloss:1.83859	validation-mlogloss:1.85421
[155]	train-mlogloss:1.83600	validation-mlogloss:1.85177
[156]	train-mlogloss:1.83356	validation-mlogloss:1.84945
[157]	train-mlogloss:1.83096	validation-mlogloss:1.84702
[158]	train-mlogloss:1.82839	validation-mlogloss:1.84454
[159]	train-mlogloss:1.82593	validation-mlogloss:1.84207
[160]	train-mlogloss:1.82337	validation-mlogloss:1.83963
[161]	train-mlogloss:1.82073	validation-mlogloss:1.83704
[162]	train-mlogloss:1.81812	validation-mlogloss:1.83466
[163]	train-mlogloss:1.81566	validation-mlogloss:1.83234
[164]	train-mlogloss:1.81328	validation-mlogloss:1.83004
[165]	train-mlogloss:1.81079	validation-mlogloss:1.82775
[166]	train-mlogloss:1.80823	validation-mlogloss:1.82521
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[168]	train-mlogloss:1.80346	validation-mlogloss:1.82068
[169]	train-mlogloss:1.80107	validation-mlogloss:1.81834
[170]	train-mlogloss:1.79873	validation-mlogloss:1.81619
[171]	train-mlogloss:1.79652	validation-mlogloss:1.81408
[172]	train-mlogloss:1.79407	validation-mlogloss:1.81190
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[177]	train-mlogloss:1.78248	validation-mlogloss:1.80094
[178]	train-mlogloss:1.78038	validation-mlogloss:1.79896
[179]	train-mlogloss:1.77808	validation-mlogloss:1.79681
[180]	train-mlogloss:1.77579	validation-mlogloss:1.79466
[181]	train-mlogloss:1.77365	validation-mlogloss:1.79278
[182]	train-mlogloss:1.77149	validation-mlogloss:1.79072
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[184]	train-mlogloss:1.76721	validation-mlogloss:1.78681
[185]	train-mlogloss:1.76514	validation-mlogloss:1.78484
[186]	train-mlogloss:1.76302	validation-mlogloss:1.78295
[187]	train-mlogloss:1.76094	validation-mlogloss:1.78106
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[189]	train-mlogloss:1.75667	validation-mlogloss:1.77718
[190]	train-mlogloss:1.75458	validation-mlogloss:1.77518
[191]	train-mlogloss:1.75260	validation-mlogloss:1.77344
[192]	train-mlogloss:1.75069	validation-mlogloss:1.77159
[193]	train-mlogloss:1.74870	validation-mlogloss:1.76967
[194]	train-mlogloss:1.74668	validation-mlogloss:1.76789
[195]	train-mlogloss:1.74476	validation-mlogloss:1.76584
[196]	train-mlogloss:1.74268	validation-mlogloss:1.76398
[197]	train-mlogloss:1.74064	validation-mlogloss:1.76223
[198]	train-mlogloss:1.73861	validation-mlogloss:1.76044
[199]	train-mlogloss:1.73671	validation-mlogloss:1.75867
[200]	train-mlogloss:1.73475	validation-mlogloss:1.75685
[201]	train-mlogloss:1.73290	validation-mlogloss:1.75507
[202]	train-mlogloss:1.73104	validation-mlogloss:1.75334
[203]	train-mlogloss:1.72914	validation-mlogloss:1.75164
[204]	train-mlogloss:1.72724	validation-mlogloss:1.74984
[205]	train-mlogloss:1.72526	validation-mlogloss:1.74809
[206]	train-mlogloss:1.72350	validation-mlogloss:1.74634
[207]	train-mlogloss:1.72174	validation-mlogloss:1.74468
[208]	train-mlogloss:1.71982	validation-mlogloss:1.74306
[209]	train-mlogloss:1.71800	validation-mlogloss:1.74143
[210]	train-mlogloss:1.71624	validation-mlogloss:1.73978
[211]	train-mlogloss:1.71459	validation-mlogloss:1.73835
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[214]	train-mlogloss:1.70952	validation-mlogloss:1.73344
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[220]	train-mlogloss:1.69934	validation-mlogloss:1.72392
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[552]	train-mlogloss:1.43756	validation-mlogloss:1.50214
[553]	train-mlogloss:1.43716	validation-mlogloss:1.50182
[554]	train-mlogloss:1.43673	validation-mlogloss:1.50149
[555]	train-mlogloss:1.43634	validation-mlogloss:1.50120
[556]	train-mlogloss:1.43595	validation-mlogloss:1.50104
[557]	train-mlogloss:1.43555	validation-mlogloss:1.50078
[558]	train-mlogloss:1.43515	validation-mlogloss:1.50067
[559]	train-mlogloss:1.43472	validation-mlogloss:1.50039
[560]	train-mlogloss:1.43435	validation-mlogloss:1.50017
[561]	train-mlogloss:1.43398	validation-mlogloss:1.49989
[562]	train-mlogloss:1.43358	validation-mlogloss:1.49978
[563]	train-mlogloss:1.43320	validation-mlogloss:1.49960
[564]	train-mlogloss:1.43285	validation-mlogloss:1.49942
[565]	train-mlogloss:1.43248	validation-mlogloss:1.49914
[566]	train-mlogloss:1.43210	validation-mlogloss:1.49898
[567]	train-mlogloss:1.43178	validation-mlogloss:1.49880
[568]	train-mlogloss:1.43143	validation-mlogloss:1.49857
[569]	train-mlogloss:1.43109	validation-mlogloss:1.49833
[570]	train-mlogloss:1.43064	validation-mlogloss:1.49810
[571]	train-mlogloss:1.43028	validation-mlogloss:1.49787
[572]	train-mlogloss:1.42990	validation-mlogloss:1.49764
[573]	train-mlogloss:1.42955	validation-mlogloss:1.49742
[574]	train-mlogloss:1.42917	validation-mlogloss:1.49719
[575]	train-mlogloss:1.42879	validation-mlogloss:1.49690
[576]	train-mlogloss:1.42840	validation-mlogloss:1.49668
[577]	train-mlogloss:1.42806	validation-mlogloss:1.49651
[578]	train-mlogloss:1.42775	validation-mlogloss:1.49630
[579]	train-mlogloss:1.42743	validation-mlogloss:1.49610
[580]	train-mlogloss:1.42704	validation-mlogloss:1.49603
[581]	train-mlogloss:1.42670	validation-mlogloss:1.49590
[582]	train-mlogloss:1.42637	validation-mlogloss:1.49577
[583]	train-mlogloss:1.42599	validation-mlogloss:1.49552
[584]	train-mlogloss:1.42568	validation-mlogloss:1.49533
[585]	train-mlogloss:1.42530	validation-mlogloss:1.49499
[586]	train-mlogloss:1.42496	validation-mlogloss:1.49469
[587]	train-mlogloss:1.42461	validation-mlogloss:1.49443
[588]	train-mlogloss:1.42430	validation-mlogloss:1.49424
[589]	train-mlogloss:1.42395	validation-mlogloss:1.49403
[590]	train-mlogloss:1.42365	validation-mlogloss:1.49389
[591]	train-mlogloss:1.42337	validation-mlogloss:1.49366
[592]	train-mlogloss:1.42307	validation-mlogloss:1.49330
[593]	train-mlogloss:1.42273	validation-mlogloss:1.49310
[594]	train-mlogloss:1.42237	validation-mlogloss:1.49291
[595]	train-mlogloss:1.42211	validation-mlogloss:1.49265
[596]	train-mlogloss:1.42170	validation-mlogloss:1.49240
[597]	train-mlogloss:1.42137	validation-mlogloss:1.49224
[598]	train-mlogloss:1.42104	validation-mlogloss:1.49201
[599]	train-mlogloss:1.42072	validation-mlogloss:1.49178
[600]	train-mlogloss:1.42037	validation-mlogloss:1.49166
[601]	train-mlogloss:1.42005	validation-mlogloss:1.49140
[602]	train-mlogloss:1.41977	validation-mlogloss:1.49122
[603]	train-mlogloss:1.41946	validation-mlogloss:1.49100
[604]	train-mlogloss:1.41911	validation-mlogloss:1.49079
[605]	train-mlogloss:1.41879	validation-mlogloss:1.49057
[606]	train-mlogloss:1.41846	validation-mlogloss:1.49033
[607]	train-mlogloss:1.41818	validation-mlogloss:1.49021
[608]	train-mlogloss:1.41781	validation-mlogloss:1.48991
[609]	train-mlogloss:1.41750	validation-mlogloss:1.48967
[610]	train-mlogloss:1.41717	validation-mlogloss:1.48950
[611]	train-mlogloss:1.41687	validation-mlogloss:1.48929
[612]	train-mlogloss:1.41657	validation-mlogloss:1.48906
[613]	train-mlogloss:1.41625	validation-mlogloss:1.48886
[614]	train-mlogloss:1.41596	validation-mlogloss:1.48859
[615]	train-mlogloss:1.41565	validation-mlogloss:1.48842
[616]	train-mlogloss:1.41531	validation-mlogloss:1.48822
[617]	train-mlogloss:1.41495	validation-mlogloss:1.48802
[618]	train-mlogloss:1.41465	validation-mlogloss:1.48797
[619]	train-mlogloss:1.41438	validation-mlogloss:1.48784
[620]	train-mlogloss:1.41407	validation-mlogloss:1.48762
[621]	train-mlogloss:1.41372	validation-mlogloss:1.48748
[622]	train-mlogloss:1.41344	validation-mlogloss:1.48735
[623]	train-mlogloss:1.41312	validation-mlogloss:1.48722
[624]	train-mlogloss:1.41285	validation-mlogloss:1.48704
[625]	train-mlogloss:1.41255	validation-mlogloss:1.48685
[626]	train-mlogloss:1.41226	validation-mlogloss:1.48667
[627]	train-mlogloss:1.41201	validation-mlogloss:1.48652
[628]	train-mlogloss:1.41170	validation-mlogloss:1.48640
Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.0 [%]
Global accuracy score (test) = 43.15 [%]
Global F1 score (train) = 55.83 [%]
Global F1 score (test) = 42.12 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.23      0.23       184
 CAMINAR CON MÓVIL O LIBRO       0.29      0.38      0.33       184
       CAMINAR USUAL SPEED       0.23      0.12      0.16       184
            CAMINAR ZIGZAG       0.30      0.28      0.29       184
          DE PIE BARRIENDO       0.44      0.46      0.45       184
   DE PIE DOBLANDO TOALLAS       0.42      0.42      0.42       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.54      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.81      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.59      0.71       184
           SENTADO LEYENDO       0.28      0.24      0.26       184
         SENTADO USANDO PC       0.12      0.04      0.06       184
      SENTADO VIENDO LA TV       0.39      0.35      0.37       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.73      0.64       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 25: 43.15 [%]
F1-score capturado en la ejecución 25: 42.12 [%]

=== EJECUCIÓN 26 ===

--- TRAIN (ejecución 26) ---

--- TEST (ejecución 26) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.92 [%]
Global accuracy score (test) = 43.59 [%]
Global F1 score (train) = 55.72 [%]
Global F1 score (test) = 42.56 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.21      0.22      0.22       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.40      0.35       184
       CAMINAR USUAL SPEED       0.26      0.13      0.17       184
            CAMINAR ZIGZAG       0.28      0.28      0.28       184
          DE PIE BARRIENDO       0.46      0.49      0.48       184
   DE PIE DOBLANDO TOALLAS       0.45      0.41      0.43       184
    DE PIE MOVIENDO LIBROS       0.37      0.39      0.38       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.26      0.20      0.22       184
         SENTADO USANDO PC       0.16      0.07      0.09       184
      SENTADO VIENDO LA TV       0.39      0.39      0.39       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.73      0.64       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 26: 43.59 [%]
F1-score capturado en la ejecución 26: 42.56 [%]

=== EJECUCIÓN 27 ===

--- TRAIN (ejecución 27) ---

--- TEST (ejecución 27) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.93 [%]
Global accuracy score (test) = 43.41 [%]
Global F1 score (train) = 55.79 [%]
Global F1 score (test) = 42.26 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.20      0.18      0.19       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.40      0.35       184
       CAMINAR USUAL SPEED       0.27      0.14      0.18       184
            CAMINAR ZIGZAG       0.31      0.32      0.31       184
          DE PIE BARRIENDO       0.47      0.48      0.48       184
   DE PIE DOBLANDO TOALLAS       0.43      0.43      0.43       184
    DE PIE MOVIENDO LIBROS       0.40      0.38      0.39       184
          DE PIE USANDO PC       0.52      0.65      0.58       184
        FASE REPOSO CON K5       0.41      0.81      0.54       184
INCREMENTAL CICLOERGOMETRO       0.90      0.59      0.71       184
           SENTADO LEYENDO       0.25      0.21      0.23       184
         SENTADO USANDO PC       0.12      0.04      0.06       184
      SENTADO VIENDO LA TV       0.38      0.36      0.37       184
   SUBIR Y BAJAR ESCALERAS       0.54      0.73      0.62       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 27: 43.41 [%]
F1-score capturado en la ejecución 27: 42.26 [%]

=== EJECUCIÓN 28 ===

--- TRAIN (ejecución 28) ---

--- TEST (ejecución 28) ---
2025-11-07 10:31:08.758078: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:31:08.769445: 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 00:00:1762507868.782594 2390708 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507868.786726 2390708 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507868.796568 2390708 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507868.796587 2390708 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507868.796589 2390708 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507868.796590 2390708 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:31:08.799774: 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:2.69759	validation-mlogloss:2.69769
[1]	train-mlogloss:2.68652	validation-mlogloss:2.68671
[2]	train-mlogloss:2.67550	validation-mlogloss:2.67579
[3]	train-mlogloss:2.66479	validation-mlogloss:2.66523
[4]	train-mlogloss:2.65461	validation-mlogloss:2.65505
[5]	train-mlogloss:2.64428	validation-mlogloss:2.64469
[6]	train-mlogloss:2.63390	validation-mlogloss:2.63422
[7]	train-mlogloss:2.62427	validation-mlogloss:2.62448
[8]	train-mlogloss:2.61486	validation-mlogloss:2.61502
[9]	train-mlogloss:2.60469	validation-mlogloss:2.60494
[10]	train-mlogloss:2.59499	validation-mlogloss:2.59503
[11]	train-mlogloss:2.58539	validation-mlogloss:2.58543
[12]	train-mlogloss:2.57546	validation-mlogloss:2.57553
[13]	train-mlogloss:2.56607	validation-mlogloss:2.56616
[14]	train-mlogloss:2.55711	validation-mlogloss:2.55692
[15]	train-mlogloss:2.54768	validation-mlogloss:2.54735
[16]	train-mlogloss:2.53856	validation-mlogloss:2.53813
[17]	train-mlogloss:2.52966	validation-mlogloss:2.52905
[18]	train-mlogloss:2.52059	validation-mlogloss:2.51971
[19]	train-mlogloss:2.51174	validation-mlogloss:2.51071
[20]	train-mlogloss:2.50243	validation-mlogloss:2.50122
[21]	train-mlogloss:2.49317	validation-mlogloss:2.49210
[22]	train-mlogloss:2.48424	validation-mlogloss:2.48314
[23]	train-mlogloss:2.47563	validation-mlogloss:2.47455
[24]	train-mlogloss:2.46701	validation-mlogloss:2.46596
[25]	train-mlogloss:2.45848	validation-mlogloss:2.45729
[26]	train-mlogloss:2.45040	validation-mlogloss:2.44903
[27]	train-mlogloss:2.44187	validation-mlogloss:2.44036
[28]	train-mlogloss:2.43348	validation-mlogloss:2.43200
[29]	train-mlogloss:2.42506	validation-mlogloss:2.42360
[30]	train-mlogloss:2.41673	validation-mlogloss:2.41552
[31]	train-mlogloss:2.40841	validation-mlogloss:2.40719
[32]	train-mlogloss:2.40049	validation-mlogloss:2.39931
[33]	train-mlogloss:2.39268	validation-mlogloss:2.39177
[34]	train-mlogloss:2.38464	validation-mlogloss:2.38378
[35]	train-mlogloss:2.37679	validation-mlogloss:2.37615
[36]	train-mlogloss:2.36902	validation-mlogloss:2.36842
[37]	train-mlogloss:2.36140	validation-mlogloss:2.36088
[38]	train-mlogloss:2.35415	validation-mlogloss:2.35357
[39]	train-mlogloss:2.34676	validation-mlogloss:2.34586
[40]	train-mlogloss:2.33941	validation-mlogloss:2.33854
[41]	train-mlogloss:2.33240	validation-mlogloss:2.33174
[42]	train-mlogloss:2.32517	validation-mlogloss:2.32446
[43]	train-mlogloss:2.31814	validation-mlogloss:2.31742
[44]	train-mlogloss:2.31104	validation-mlogloss:2.31034
[45]	train-mlogloss:2.30435	validation-mlogloss:2.30383
[46]	train-mlogloss:2.29745	validation-mlogloss:2.29708
[47]	train-mlogloss:2.29049	validation-mlogloss:2.29011
[48]	train-mlogloss:2.28382	validation-mlogloss:2.28316
[49]	train-mlogloss:2.27735	validation-mlogloss:2.27675
[50]	train-mlogloss:2.27067	validation-mlogloss:2.27005
[51]	train-mlogloss:2.26431	validation-mlogloss:2.26372
[52]	train-mlogloss:2.25796	validation-mlogloss:2.25748
[53]	train-mlogloss:2.25157	validation-mlogloss:2.25112
[54]	train-mlogloss:2.24537	validation-mlogloss:2.24503
[55]	train-mlogloss:2.23936	validation-mlogloss:2.23903
[56]	train-mlogloss:2.23304	validation-mlogloss:2.23289
[57]	train-mlogloss:2.22687	validation-mlogloss:2.22713
[58]	train-mlogloss:2.22085	validation-mlogloss:2.22115
[59]	train-mlogloss:2.21491	validation-mlogloss:2.21542
[60]	train-mlogloss:2.20912	validation-mlogloss:2.20978
[61]	train-mlogloss:2.20328	validation-mlogloss:2.20398
[62]	train-mlogloss:2.19750	validation-mlogloss:2.19823
[63]	train-mlogloss:2.19200	validation-mlogloss:2.19296
[64]	train-mlogloss:2.18620	validation-mlogloss:2.18755
[65]	train-mlogloss:2.18033	validation-mlogloss:2.18179
[66]	train-mlogloss:2.17470	validation-mlogloss:2.17608
[67]	train-mlogloss:2.16905	validation-mlogloss:2.17088
[68]	train-mlogloss:2.16366	validation-mlogloss:2.16555
[69]	train-mlogloss:2.15809	validation-mlogloss:2.16020
[70]	train-mlogloss:2.15254	validation-mlogloss:2.15493
[71]	train-mlogloss:2.14715	validation-mlogloss:2.14961
[72]	train-mlogloss:2.14180	validation-mlogloss:2.14457
[73]	train-mlogloss:2.13659	validation-mlogloss:2.13927
[74]	train-mlogloss:2.13143	validation-mlogloss:2.13409
[75]	train-mlogloss:2.12646	validation-mlogloss:2.12930
[76]	train-mlogloss:2.12149	validation-mlogloss:2.12436
[77]	train-mlogloss:2.11651	validation-mlogloss:2.11961
[78]	train-mlogloss:2.11151	validation-mlogloss:2.11473
[79]	train-mlogloss:2.10647	validation-mlogloss:2.10992
[80]	train-mlogloss:2.10165	validation-mlogloss:2.10530
[81]	train-mlogloss:2.09709	validation-mlogloss:2.10087
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[471]	train-mlogloss:1.47271	validation-mlogloss:1.52852
[472]	train-mlogloss:1.47223	validation-mlogloss:1.52819
[473]	train-mlogloss:1.47175	validation-mlogloss:1.52788
[474]	train-mlogloss:1.47125	validation-mlogloss:1.52740
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[476]	train-mlogloss:1.47030	validation-mlogloss:1.52643
[477]	train-mlogloss:1.46984	validation-mlogloss:1.52610
[478]	train-mlogloss:1.46936	validation-mlogloss:1.52565
[479]	train-mlogloss:1.46891	validation-mlogloss:1.52530
[480]	train-mlogloss:1.46844	validation-mlogloss:1.52485
[481]	train-mlogloss:1.46798	validation-mlogloss:1.52447
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[484]	train-mlogloss:1.46661	validation-mlogloss:1.52358
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[487]	train-mlogloss:1.46518	validation-mlogloss:1.52256
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[491]	train-mlogloss:1.46336	validation-mlogloss:1.52142
[492]	train-mlogloss:1.46291	validation-mlogloss:1.52099
[493]	train-mlogloss:1.46244	validation-mlogloss:1.52074
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[557]	train-mlogloss:1.43612	validation-mlogloss:1.50226
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[559]	train-mlogloss:1.43540	validation-mlogloss:1.50167
[560]	train-mlogloss:1.43502	validation-mlogloss:1.50143
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[579]	train-mlogloss:1.42825	validation-mlogloss:1.49703
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[585]	train-mlogloss:1.42626	validation-mlogloss:1.49577
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[587]	train-mlogloss:1.42552	validation-mlogloss:1.49541
[588]	train-mlogloss:1.42513	validation-mlogloss:1.49530
[589]	train-mlogloss:1.42477	validation-mlogloss:1.49512
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[591]	train-mlogloss:1.42413	validation-mlogloss:1.49481
[592]	train-mlogloss:1.42379	validation-mlogloss:1.49461
[593]	train-mlogloss:1.42345	validation-mlogloss:1.49437
[594]	train-mlogloss:1.42313	validation-mlogloss:1.49418
[595]	train-mlogloss:1.42282	validation-mlogloss:1.49404
[596]	train-mlogloss:1.42244	validation-mlogloss:1.49391
[597]	train-mlogloss:1.42211	validation-mlogloss:1.49379
[598]	train-mlogloss:1.42180	validation-mlogloss:1.49362
[599]	train-mlogloss:1.42151	validation-mlogloss:1.49349
[600]	train-mlogloss:1.42121	validation-mlogloss:1.49341
[601]	train-mlogloss:1.42089	validation-mlogloss:1.49334
[602]	train-mlogloss:1.42054	validation-mlogloss:1.49316
[603]	train-mlogloss:1.42022	validation-mlogloss:1.49295
[604]	train-mlogloss:1.41990	validation-mlogloss:1.49274
[605]	train-mlogloss:1.41958	validation-mlogloss:1.49260
[606]	train-mlogloss:1.41920	validation-mlogloss:1.49241
[607]	train-mlogloss:1.41889	validation-mlogloss:1.49226
[608]	train-mlogloss:1.41857	validation-mlogloss:1.49202
[609]	train-mlogloss:1.41823	validation-mlogloss:1.49199
[610]	train-mlogloss:1.41787	validation-mlogloss:1.49171
[611]	train-mlogloss:1.41752	validation-mlogloss:1.49150
[612]	train-mlogloss:1.41716	validation-mlogloss:1.49132
[613]	train-mlogloss:1.41680	validation-mlogloss:1.49114
[614]	train-mlogloss:1.41650	validation-mlogloss:1.49094
[615]	train-mlogloss:1.41620	validation-mlogloss:1.49077
[616]	train-mlogloss:1.41587	validation-mlogloss:1.49061
[617]	train-mlogloss:1.41556	validation-mlogloss:1.49051
[618]	train-mlogloss:1.41531	validation-mlogloss:1.49036
[619]	train-mlogloss:1.41504	validation-mlogloss:1.49025
[620]	train-mlogloss:1.41478	validation-mlogloss:1.49016
[621]	train-mlogloss:1.41448	validation-mlogloss:1.48998
[622]	train-mlogloss:1.41418	validation-mlogloss:1.48975
[623]	train-mlogloss:1.41383	validation-mlogloss:1.48949
[624]	train-mlogloss:1.41359	validation-mlogloss:1.48934
[625]	train-mlogloss:1.41328	validation-mlogloss:1.48918
[626]	train-mlogloss:1.41297	validation-mlogloss:1.48897
[627]	train-mlogloss:1.41262	validation-mlogloss:1.48871
[628]	train-mlogloss:1.41239	validation-mlogloss:1.48852
Saved model to disk.
2025-11-07 10:31:34.255786: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2025-11-07 10:31:34.267068: 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 00:00:1762507894.280617 2391127 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
E0000 00:00:1762507894.284623 2391127 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
W0000 00:00:1762507894.294722 2391127 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507894.294741 2391127 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507894.294744 2391127 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
W0000 00:00:1762507894.294745 2391127 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.
2025-11-07 10:31:34.297718: 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:2.69726	validation-mlogloss:2.69704
[1]	train-mlogloss:2.68667	validation-mlogloss:2.68634
[2]	train-mlogloss:2.67586	validation-mlogloss:2.67532
[3]	train-mlogloss:2.66512	validation-mlogloss:2.66458
[4]	train-mlogloss:2.65521	validation-mlogloss:2.65486
[5]	train-mlogloss:2.64474	validation-mlogloss:2.64428
[6]	train-mlogloss:2.63470	validation-mlogloss:2.63437
[7]	train-mlogloss:2.62490	validation-mlogloss:2.62433
[8]	train-mlogloss:2.61465	validation-mlogloss:2.61411
[9]	train-mlogloss:2.60433	validation-mlogloss:2.60360
[10]	train-mlogloss:2.59416	validation-mlogloss:2.59342
[11]	train-mlogloss:2.58442	validation-mlogloss:2.58371
[12]	train-mlogloss:2.57457	validation-mlogloss:2.57392
[13]	train-mlogloss:2.56483	validation-mlogloss:2.56405
[14]	train-mlogloss:2.55554	validation-mlogloss:2.55476
[15]	train-mlogloss:2.54614	validation-mlogloss:2.54550
[16]	train-mlogloss:2.53706	validation-mlogloss:2.53642
[17]	train-mlogloss:2.52829	validation-mlogloss:2.52762
[18]	train-mlogloss:2.51867	validation-mlogloss:2.51781
[19]	train-mlogloss:2.50919	validation-mlogloss:2.50833
[20]	train-mlogloss:2.50021	validation-mlogloss:2.49930
[21]	train-mlogloss:2.49093	validation-mlogloss:2.49012
[22]	train-mlogloss:2.48244	validation-mlogloss:2.48157
[23]	train-mlogloss:2.47378	validation-mlogloss:2.47294
[24]	train-mlogloss:2.46533	validation-mlogloss:2.46423
[25]	train-mlogloss:2.45647	validation-mlogloss:2.45543
[26]	train-mlogloss:2.44796	validation-mlogloss:2.44689
[27]	train-mlogloss:2.44018	validation-mlogloss:2.43900
[28]	train-mlogloss:2.43185	validation-mlogloss:2.43062
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Saved model to disk.
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.05 [%]
Global accuracy score (test) = 43.66 [%]
Global F1 score (train) = 55.91 [%]
Global F1 score (test) = 42.73 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.21      0.22      0.22       184
 CAMINAR CON MÓVIL O LIBRO       0.30      0.38      0.33       184
       CAMINAR USUAL SPEED       0.25      0.14      0.18       184
            CAMINAR ZIGZAG       0.31      0.30      0.31       184
          DE PIE BARRIENDO       0.46      0.48      0.47       184
   DE PIE DOBLANDO TOALLAS       0.44      0.42      0.43       184
    DE PIE MOVIENDO LIBROS       0.38      0.39      0.38       184
          DE PIE USANDO PC       0.53      0.65      0.59       184
        FASE REPOSO CON K5       0.42      0.82      0.56       184
INCREMENTAL CICLOERGOMETRO       0.90      0.60      0.72       184
           SENTADO LEYENDO       0.28      0.24      0.26       184
         SENTADO USANDO PC       0.18      0.07      0.10       184
      SENTADO VIENDO LA TV       0.38      0.34      0.36       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.73      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 28: 43.66 [%]
F1-score capturado en la ejecución 28: 42.73 [%]

=== EJECUCIÓN 29 ===

--- TRAIN (ejecución 29) ---

--- TEST (ejecución 29) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 55.86 [%]
Global accuracy score (test) = 44.5 [%]
Global F1 score (train) = 55.7 [%]
Global F1 score (test) = 43.48 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.23      0.24      0.24       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.41      0.36       184
       CAMINAR USUAL SPEED       0.27      0.13      0.18       184
            CAMINAR ZIGZAG       0.30      0.28      0.29       184
          DE PIE BARRIENDO       0.48      0.51      0.49       184
   DE PIE DOBLANDO TOALLAS       0.46      0.45      0.45       184
    DE PIE MOVIENDO LIBROS       0.39      0.39      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.43      0.82      0.56       184
INCREMENTAL CICLOERGOMETRO       0.92      0.60      0.73       184
           SENTADO LEYENDO       0.29      0.24      0.26       184
         SENTADO USANDO PC       0.17      0.07      0.09       184
      SENTADO VIENDO LA TV       0.40      0.37      0.38       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.74      0.64       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 29: 44.5 [%]
F1-score capturado en la ejecución 29: 43.48 [%]

=== EJECUCIÓN 30 ===

--- TRAIN (ejecución 30) ---

--- TEST (ejecución 30) ---
['CAMINAR CON LA COMPRA' 'CAMINAR CON MÓVIL O LIBRO' 'CAMINAR USUAL SPEED'
 'CAMINAR ZIGZAG' 'DE PIE BARRIENDO' 'DE PIE DOBLANDO TOALLAS'
 'DE PIE MOVIENDO LIBROS' 'DE PIE USANDO PC' 'FASE REPOSO CON K5'
 'INCREMENTAL CICLOERGOMETRO' 'SENTADO LEYENDO' 'SENTADO USANDO PC'
 'SENTADO VIENDO LA TV' 'SUBIR Y BAJAR ESCALERAS' 'TROTAR']
15
Mapeo de etiquetas: {'CAMINAR CON LA COMPRA': 0, 'CAMINAR CON MÓVIL O LIBRO': 1, 'CAMINAR USUAL SPEED': 2, 'CAMINAR ZIGZAG': 3, 'DE PIE BARRIENDO': 4, 'DE PIE DOBLANDO TOALLAS': 5, 'DE PIE MOVIENDO LIBROS': 6, 'DE PIE USANDO PC': 7, 'FASE REPOSO CON K5': 8, 'INCREMENTAL CICLOERGOMETRO': 9, 'SENTADO LEYENDO': 10, 'SENTADO USANDO PC': 11, 'SENTADO VIENDO LA TV': 12, 'SUBIR Y BAJAR ESCALERAS': 13, 'TROTAR': 14}
Training a non-convolutional model.
Loaded model from disk.
(2737, 42)
(18331, 42)
[[ 2.]
 [ 2.]
 [ 2.]
 ...
 [13.]
 [13.]
 [13.]]
(2737, 1)
[ 3 13 13 ... 13 13  1]
(2737,)
-------------------------------------------------

Global accuracy score (train) = 56.07 [%]
Global accuracy score (test) = 43.7 [%]
Global F1 score (train) = 55.9 [%]
Global F1 score (test) = 42.72 [%]
                            precision    recall  f1-score   support

     CAMINAR CON LA COMPRA       0.22      0.20      0.21       184
 CAMINAR CON MÓVIL O LIBRO       0.31      0.41      0.35       184
       CAMINAR USUAL SPEED       0.25      0.13      0.17       184
            CAMINAR ZIGZAG       0.28      0.30      0.29       184
          DE PIE BARRIENDO       0.46      0.51      0.49       184
   DE PIE DOBLANDO TOALLAS       0.44      0.42      0.43       184
    DE PIE MOVIENDO LIBROS       0.40      0.38      0.39       184
          DE PIE USANDO PC       0.53      0.65      0.58       184
        FASE REPOSO CON K5       0.42      0.82      0.55       184
INCREMENTAL CICLOERGOMETRO       0.92      0.59      0.72       184
           SENTADO LEYENDO       0.26      0.22      0.24       184
         SENTADO USANDO PC       0.18      0.07      0.10       184
      SENTADO VIENDO LA TV       0.39      0.37      0.38       184
   SUBIR Y BAJAR ESCALERAS       0.56      0.71      0.63       184
                    TROTAR       0.94      0.82      0.88       161

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


Accuracy capturado en la ejecución 30: 43.7 [%]
F1-score capturado en la ejecución 30: 42.72 [%]

=== RESUMEN FINAL ===
Accuracies: [43.66, 44.32, 43.77, 43.55, 44.36, 43.73, 43.55, 43.66, 43.15, 43.33, 43.44, 43.77, 43.84, 43.77, 43.33, 43.84, 43.44, 43.62, 43.73, 43.77, 43.55, 43.59, 43.41, 44.06, 43.15, 43.59, 43.41, 43.66, 44.5, 43.7]
F1-scores: [42.74, 43.35, 42.72, 42.47, 43.37, 42.79, 42.59, 42.58, 42.21, 42.33, 42.46, 42.88, 42.87, 42.82, 42.31, 42.78, 42.46, 42.62, 42.74, 42.76, 42.58, 42.59, 42.45, 43.11, 42.12, 42.56, 42.26, 42.73, 43.48, 42.72]
Accuracy mean: 43.6750 | std: 0.3118
F1 mean: 42.6817 | std: 0.3217

Resultados guardados en /mnt/nvme1n2/git/uniovi-simur-wearablepermed-data/output/Paper_results/cases_dataset_C/case_C_XGB_acc_17_classes/metrics_test.npz
