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log_02_ep_00096.txt
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# TRAINING LOG 2 - 96 epochs (+64 epochs)
(chess) ➜ Chess-Kesari git:(master) ✗ cd code
(chess) ➜ code git:(master) ✗
(chess) ➜ code git:(master) ✗ BASE_PATH="/home/student/Desktop/fenil_pc/aggregated output 03/kingbase2019"
(chess) ➜ code git:(master) ✗
(chess) ➜ code git:(master) ✗ # BASE_PATH="/home/student/Desktop/fenil_pc/aggregated output 03/kaufman"
(chess) ➜ code git:(master) ✗
(chess) ➜ code git:(master) ✗ PGN_PATH="${BASE_PATH}/01_pgn_data"
(chess) ➜ code git:(master) ✗ CSV_PATH="${BASE_PATH}/02_csv_data"
(chess) ➜ code git:(master) ✗ CSV_SCORES_PATH="${BASE_PATH}/03_csv_score_data"
(chess) ➜ code git:(master) ✗ CSV_SCORES_PATH_CONVERTED="${BASE_PATH}/03_csv_score_data_converted"
(chess) ➜ code git:(master) ✗ PKL_PATH="${BASE_PATH}/04_pkl_data"
(chess) ➜ code git:(master) ✗ PKL_PATH_TRAINED="${BASE_PATH}/04_pkl_data_trained"
(chess) ➜ code git:(master) ✗
(chess) ➜ code git:(master) ✗
(chess) ➜ code git:(master) ✗ SAVED_WEIGHTS_FILE="../../Chess-Kesari-Models/ffnn_keras-mg005-be00778-sn003-ep00001-weights-v001.h5"
(chess) ➜ code git:(master) ✗ MODEL_NAME_PREFIX="ffnn_keras"
(chess) ➜ code git:(master) ✗ EPOCHS=64
(chess) ➜ code git:(master) ✗ python step_03b_train.py \
> --action train \
> --gpu_id=0 \
> --model_version=5 \
> --version_number=1 \
> --epochs=${EPOCHS} \
> --batch_size=8192 \
> --validation_split=0.2 \
> --generate_model_image=False \
> --input_dir="${PKL_PATH}" \
> --move_dir="${PKL_PATH_TRAINED}" \
> --file_suffix="pkl" \
> --y_normalizer="normalize_003" \
> --callback=False \
> --name_prefix="${MODEL_NAME_PREFIX}" \
> --auto_load_new=True \
> --saved_weights_file="${SAVED_WEIGHTS_FILE}" \
> && mv "${PKL_PATH_TRAINED}/"*.pkl "${PKL_PATH}"
Namespace(action='train', auto_load_new=True, batch_size=8192, callback=False, epochs=64, file_suffix='pkl', generate_model_image=False, gpu_id=0, input_dir='/home/student/Desktop/fenil_pc/aggregated output 03/kingbase2019/04_pkl_data', model_version=5, move_dir='/home/student/Desktop/fenil_pc/aggregated output 03/kingbase2019/04_pkl_data_trained', name_prefix='ffnn_keras', saved_weights_file='../../Chess-Kesari-Models/ffnn_keras-mg005-be00778-sn003-ep00001-weights-v001.h5', validation_split=0.2, version_number=1, y_normalizer='normalize_003')
INFO: auto_load_new: Trying
INFO: auto_load_new: loading: '../../Chess-Kesari-Models/ffnn_keras-mg005-be00778-sn003-ep00032-weights-v032.h5'
Model weights successfully loaded: ffnn_keras-mg005-be00778-sn003-ep00032-weights-v032.h5
INFO: auto_load_new: Model loaded :)
File: z__r_A00-A39__aa-be00778.pkl: 0%| | 0/32 [00:00<?, ?it/s]Train on 799999 samples, validate on 200000 samples
Epoch 1/64
799999/799999 - 10s - loss: 0.0222 - mse: 0.0222 - mae: 0.1026 - val_loss: 0.0414 - val_mse: 0.0414 - val_mae: 0.1355
Epoch 2/64
799999/799999 - 9s - loss: 0.0171 - mse: 0.0171 - mae: 0.0895 - val_loss: 0.0418 - val_mse: 0.0418 - val_mae: 0.1350
Epoch 3/64
799999/799999 - 9s - loss: 0.0146 - mse: 0.0146 - mae: 0.0825 - val_loss: 0.0415 - val_mse: 0.0415 - val_mae: 0.1366
Epoch 4/64
799999/799999 - 9s - loss: 0.0128 - mse: 0.0128 - mae: 0.0773 - val_loss: 0.0420 - val_mse: 0.0420 - val_mae: 0.1344
Epoch 5/64
799999/799999 - 9s - loss: 0.0116 - mse: 0.0116 - mae: 0.0732 - val_loss: 0.0419 - val_mse: 0.0419 - val_mae: 0.1356
Epoch 6/64
799999/799999 - 9s - loss: 0.0106 - mse: 0.0106 - mae: 0.0700 - val_loss: 0.0423 - val_mse: 0.0423 - val_mae: 0.1337
Epoch 7/64
799999/799999 - 9s - loss: 0.0098 - mse: 0.0098 - mae: 0.0672 - val_loss: 0.0424 - val_mse: 0.0424 - val_mae: 0.1351
Epoch 8/64
799999/799999 - 9s - loss: 0.0091 - mse: 0.0091 - mae: 0.0649 - val_loss: 0.0427 - val_mse: 0.0427 - val_mae: 0.1350
Epoch 9/64
799999/799999 - 9s - loss: 0.0085 - mse: 0.0085 - mae: 0.0628 - val_loss: 0.0425 - val_mse: 0.0425 - val_mae: 0.1358
Epoch 10/64
799999/799999 - 9s - loss: 0.0081 - mse: 0.0081 - mae: 0.0610 - val_loss: 0.0427 - val_mse: 0.0427 - val_mae: 0.1364
Epoch 11/64
799999/799999 - 9s - loss: 0.0076 - mse: 0.0076 - mae: 0.0594 - val_loss: 0.0428 - val_mse: 0.0428 - val_mae: 0.1353
Epoch 12/64
799999/799999 - 9s - loss: 0.0073 - mse: 0.0073 - mae: 0.0579 - val_loss: 0.0428 - val_mse: 0.0428 - val_mae: 0.1370
Epoch 13/64
799999/799999 - 9s - loss: 0.0069 - mse: 0.0069 - mae: 0.0565 - val_loss: 0.0432 - val_mse: 0.0432 - val_mae: 0.1360
Epoch 14/64
799999/799999 - 9s - loss: 0.0066 - mse: 0.0066 - mae: 0.0554 - val_loss: 0.0433 - val_mse: 0.0433 - val_mae: 0.1365
Epoch 15/64
799999/799999 - 9s - loss: 0.0064 - mse: 0.0064 - mae: 0.0543 - val_loss: 0.0436 - val_mse: 0.0436 - val_mae: 0.1367
Epoch 16/64
799999/799999 - 9s - loss: 0.0062 - mse: 0.0062 - mae: 0.0534 - val_loss: 0.0434 - val_mse: 0.0434 - val_mae: 0.1354
Epoch 17/64
799999/799999 - 9s - loss: 0.0059 - mse: 0.0059 - mae: 0.0522 - val_loss: 0.0435 - val_mse: 0.0435 - val_mae: 0.1365
Epoch 18/64
799999/799999 - 9s - loss: 0.0057 - mse: 0.0057 - mae: 0.0514 - val_loss: 0.0435 - val_mse: 0.0435 - val_mae: 0.1362
Epoch 19/64
799999/799999 - 9s - loss: 0.0055 - mse: 0.0055 - mae: 0.0505 - val_loss: 0.0433 - val_mse: 0.0433 - val_mae: 0.1364
Epoch 20/64
799999/799999 - 9s - loss: 0.0053 - mse: 0.0053 - mae: 0.0495 - val_loss: 0.0435 - val_mse: 0.0435 - val_mae: 0.1357
Epoch 21/64
799999/799999 - 9s - loss: 0.0052 - mse: 0.0052 - mae: 0.0492 - val_loss: 0.0434 - val_mse: 0.0434 - val_mae: 0.1370
Epoch 22/64
799999/799999 - 9s - loss: 0.0051 - mse: 0.0051 - mae: 0.0486 - val_loss: 0.0435 - val_mse: 0.0435 - val_mae: 0.1362
Epoch 23/64
799999/799999 - 9s - loss: 0.0049 - mse: 0.0049 - mae: 0.0479 - val_loss: 0.0437 - val_mse: 0.0437 - val_mae: 0.1364
Epoch 24/64
799999/799999 - 9s - loss: 0.0048 - mse: 0.0048 - mae: 0.0473 - val_loss: 0.0436 - val_mse: 0.0436 - val_mae: 0.1360
Epoch 25/64
799999/799999 - 9s - loss: 0.0047 - mse: 0.0047 - mae: 0.0467 - val_loss: 0.0437 - val_mse: 0.0437 - val_mae: 0.1361
Epoch 26/64
799999/799999 - 9s - loss: 0.0046 - mse: 0.0046 - mae: 0.0461 - val_loss: 0.0438 - val_mse: 0.0438 - val_mae: 0.1362
Epoch 27/64
799999/799999 - 9s - loss: 0.0045 - mse: 0.0045 - mae: 0.0457 - val_loss: 0.0438 - val_mse: 0.0438 - val_mae: 0.1368
Epoch 28/64
799999/799999 - 9s - loss: 0.0044 - mse: 0.0044 - mae: 0.0452 - val_loss: 0.0443 - val_mse: 0.0443 - val_mae: 0.1367
Epoch 29/64
799999/799999 - 9s - loss: 0.0043 - mse: 0.0043 - mae: 0.0446 - val_loss: 0.0440 - val_mse: 0.0440 - val_mae: 0.1364
Epoch 30/64
799999/799999 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0442 - val_loss: 0.0442 - val_mse: 0.0442 - val_mae: 0.1370
Epoch 31/64
799999/799999 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0439 - val_loss: 0.0441 - val_mse: 0.0441 - val_mae: 0.1373
Epoch 32/64
799999/799999 - 9s - loss: 0.0041 - mse: 0.0041 - mae: 0.0434 - val_loss: 0.0443 - val_mse: 0.0443 - val_mae: 0.1370
Epoch 33/64
799999/799999 - 9s - loss: 0.0040 - mse: 0.0040 - mae: 0.0431 - val_loss: 0.0440 - val_mse: 0.0440 - val_mae: 0.1365
Epoch 34/64
799999/799999 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0427 - val_loss: 0.0441 - val_mse: 0.0441 - val_mae: 0.1378
Epoch 35/64
799999/799999 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0423 - val_loss: 0.0441 - val_mse: 0.0441 - val_mae: 0.1367
Epoch 36/64
799999/799999 - 9s - loss: 0.0038 - mse: 0.0038 - mae: 0.0420 - val_loss: 0.0444 - val_mse: 0.0444 - val_mae: 0.1372
Epoch 37/64
799999/799999 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0416 - val_loss: 0.0445 - val_mse: 0.0445 - val_mae: 0.1368
Epoch 38/64
799999/799999 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0415 - val_loss: 0.0450 - val_mse: 0.0450 - val_mae: 0.1370
Epoch 39/64
799999/799999 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0414 - val_loss: 0.0449 - val_mse: 0.0449 - val_mae: 0.1378
Epoch 40/64
799999/799999 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0409 - val_loss: 0.0448 - val_mse: 0.0448 - val_mae: 0.1377
Epoch 41/64
799999/799999 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0405 - val_loss: 0.0449 - val_mse: 0.0449 - val_mae: 0.1381
Epoch 42/64
799999/799999 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0402 - val_loss: 0.0448 - val_mse: 0.0448 - val_mae: 0.1385
Epoch 43/64
799999/799999 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0400 - val_loss: 0.0448 - val_mse: 0.0448 - val_mae: 0.1372
Epoch 44/64
799999/799999 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0397 - val_loss: 0.0449 - val_mse: 0.0449 - val_mae: 0.1377
Epoch 45/64
799999/799999 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0395 - val_loss: 0.0451 - val_mse: 0.0451 - val_mae: 0.1376
Epoch 46/64
799999/799999 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0393 - val_loss: 0.0451 - val_mse: 0.0451 - val_mae: 0.1378
Epoch 47/64
799999/799999 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0390 - val_loss: 0.0450 - val_mse: 0.0450 - val_mae: 0.1382
Epoch 48/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0388 - val_loss: 0.0455 - val_mse: 0.0455 - val_mae: 0.1385
Epoch 49/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0388 - val_loss: 0.0451 - val_mse: 0.0451 - val_mae: 0.1377
Epoch 50/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0386 - val_loss: 0.0454 - val_mse: 0.0454 - val_mae: 0.1388
Epoch 51/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0383 - val_loss: 0.0457 - val_mse: 0.0457 - val_mae: 0.1391
Epoch 52/64
799999/799999 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0381 - val_loss: 0.0458 - val_mse: 0.0458 - val_mae: 0.1381
Epoch 53/64
799999/799999 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0379 - val_loss: 0.0454 - val_mse: 0.0454 - val_mae: 0.1391
Epoch 54/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0376 - val_loss: 0.0456 - val_mse: 0.0456 - val_mae: 0.1385
Epoch 55/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0375 - val_loss: 0.0457 - val_mse: 0.0457 - val_mae: 0.1397
Epoch 56/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0374 - val_loss: 0.0457 - val_mse: 0.0457 - val_mae: 0.1387
Epoch 57/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0374 - val_loss: 0.0458 - val_mse: 0.0458 - val_mae: 0.1385
Epoch 58/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0372 - val_loss: 0.0459 - val_mse: 0.0459 - val_mae: 0.1388
Epoch 59/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0372 - val_loss: 0.0457 - val_mse: 0.0457 - val_mae: 0.1390
Epoch 60/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0370 - val_loss: 0.0461 - val_mse: 0.0461 - val_mae: 0.1387
Epoch 61/64
799999/799999 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0368 - val_loss: 0.0459 - val_mse: 0.0459 - val_mae: 0.1390
Epoch 62/64
799999/799999 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0368 - val_loss: 0.0461 - val_mse: 0.0461 - val_mae: 0.1394
Epoch 63/64
799999/799999 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0366 - val_loss: 0.0461 - val_mse: 0.0461 - val_mae: 0.1392
Epoch 64/64
799999/799999 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0366 - val_loss: 0.0460 - val_mse: 0.0460 - val_mae: 0.1391
Model weights successfully saved: ffnn_keras-mg005-be00778-sn003-ep00096-weights-v001.h5
File: z__r_A00-A39__ab-be00778.pkl: 3%|██ | 1/32 [09:49<5:04:22, 589.10s/it]Train on 800000 samples, validate on 200000 samples
Epoch 1/64
800000/800000 - 9s - loss: 0.0281 - mse: 0.0281 - mae: 0.1168 - val_loss: 0.0455 - val_mse: 0.0455 - val_mae: 0.1449
Epoch 2/64
800000/800000 - 9s - loss: 0.0176 - mse: 0.0176 - mae: 0.0914 - val_loss: 0.0460 - val_mse: 0.0460 - val_mae: 0.1443
Epoch 3/64
800000/800000 - 9s - loss: 0.0140 - mse: 0.0140 - mae: 0.0810 - val_loss: 0.0465 - val_mse: 0.0465 - val_mae: 0.1449
Epoch 4/64
800000/800000 - 9s - loss: 0.0120 - mse: 0.0120 - mae: 0.0747 - val_loss: 0.0466 - val_mse: 0.0466 - val_mae: 0.1446
Epoch 5/64
800000/800000 - 9s - loss: 0.0106 - mse: 0.0106 - mae: 0.0700 - val_loss: 0.0470 - val_mse: 0.0470 - val_mae: 0.1449
Epoch 6/64
800000/800000 - 9s - loss: 0.0096 - mse: 0.0096 - mae: 0.0665 - val_loss: 0.0473 - val_mse: 0.0473 - val_mae: 0.1455
Epoch 7/64
800000/800000 - 9s - loss: 0.0087 - mse: 0.0087 - mae: 0.0635 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1442
Epoch 8/64
800000/800000 - 9s - loss: 0.0081 - mse: 0.0081 - mae: 0.0611 - val_loss: 0.0478 - val_mse: 0.0478 - val_mae: 0.1433
Epoch 9/64
800000/800000 - 9s - loss: 0.0076 - mse: 0.0076 - mae: 0.0592 - val_loss: 0.0480 - val_mse: 0.0480 - val_mae: 0.1439
Epoch 10/64
800000/800000 - 9s - loss: 0.0071 - mse: 0.0071 - mae: 0.0573 - val_loss: 0.0479 - val_mse: 0.0479 - val_mae: 0.1444
Epoch 11/64
800000/800000 - 9s - loss: 0.0067 - mse: 0.0067 - mae: 0.0559 - val_loss: 0.0483 - val_mse: 0.0483 - val_mae: 0.1448
Epoch 12/64
800000/800000 - 9s - loss: 0.0064 - mse: 0.0064 - mae: 0.0546 - val_loss: 0.0481 - val_mse: 0.0481 - val_mae: 0.1452
Epoch 13/64
800000/800000 - 9s - loss: 0.0061 - mse: 0.0061 - mae: 0.0532 - val_loss: 0.0481 - val_mse: 0.0481 - val_mae: 0.1445
Epoch 14/64
800000/800000 - 9s - loss: 0.0059 - mse: 0.0059 - mae: 0.0523 - val_loss: 0.0488 - val_mse: 0.0488 - val_mae: 0.1454
Epoch 15/64
800000/800000 - 9s - loss: 0.0057 - mse: 0.0057 - mae: 0.0511 - val_loss: 0.0487 - val_mse: 0.0487 - val_mae: 0.1449
Epoch 16/64
800000/800000 - 9s - loss: 0.0054 - mse: 0.0054 - mae: 0.0503 - val_loss: 0.0485 - val_mse: 0.0485 - val_mae: 0.1454
Epoch 17/64
800000/800000 - 9s - loss: 0.0053 - mse: 0.0053 - mae: 0.0493 - val_loss: 0.0486 - val_mse: 0.0486 - val_mae: 0.1452
Epoch 18/64
800000/800000 - 9s - loss: 0.0051 - mse: 0.0051 - mae: 0.0484 - val_loss: 0.0491 - val_mse: 0.0491 - val_mae: 0.1463
Epoch 19/64
800000/800000 - 9s - loss: 0.0049 - mse: 0.0049 - mae: 0.0477 - val_loss: 0.0492 - val_mse: 0.0492 - val_mae: 0.1460
Epoch 20/64
800000/800000 - 9s - loss: 0.0048 - mse: 0.0048 - mae: 0.0471 - val_loss: 0.0491 - val_mse: 0.0491 - val_mae: 0.1458
Epoch 21/64
800000/800000 - 9s - loss: 0.0047 - mse: 0.0047 - mae: 0.0464 - val_loss: 0.0493 - val_mse: 0.0493 - val_mae: 0.1465
Epoch 22/64
800000/800000 - 9s - loss: 0.0046 - mse: 0.0046 - mae: 0.0459 - val_loss: 0.0494 - val_mse: 0.0494 - val_mae: 0.1462
Epoch 23/64
800000/800000 - 9s - loss: 0.0044 - mse: 0.0044 - mae: 0.0454 - val_loss: 0.0491 - val_mse: 0.0491 - val_mae: 0.1468
Epoch 24/64
800000/800000 - 9s - loss: 0.0044 - mse: 0.0044 - mae: 0.0450 - val_loss: 0.0497 - val_mse: 0.0497 - val_mae: 0.1474
Epoch 25/64
800000/800000 - 9s - loss: 0.0043 - mse: 0.0043 - mae: 0.0448 - val_loss: 0.0495 - val_mse: 0.0495 - val_mae: 0.1466
Epoch 26/64
800000/800000 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0442 - val_loss: 0.0498 - val_mse: 0.0498 - val_mae: 0.1466
Epoch 27/64
800000/800000 - 9s - loss: 0.0041 - mse: 0.0041 - mae: 0.0436 - val_loss: 0.0497 - val_mse: 0.0497 - val_mae: 0.1464
Epoch 28/64
800000/800000 - 9s - loss: 0.0040 - mse: 0.0040 - mae: 0.0431 - val_loss: 0.0500 - val_mse: 0.0500 - val_mae: 0.1457
Epoch 29/64
800000/800000 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0427 - val_loss: 0.0496 - val_mse: 0.0496 - val_mae: 0.1463
Epoch 30/64
800000/800000 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0424 - val_loss: 0.0496 - val_mse: 0.0496 - val_mae: 0.1469
Epoch 31/64
800000/800000 - 9s - loss: 0.0038 - mse: 0.0038 - mae: 0.0419 - val_loss: 0.0497 - val_mse: 0.0497 - val_mae: 0.1472
Epoch 32/64
800000/800000 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0417 - val_loss: 0.0500 - val_mse: 0.0500 - val_mae: 0.1461
Epoch 33/64
800000/800000 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0415 - val_loss: 0.0501 - val_mse: 0.0501 - val_mae: 0.1466
Epoch 34/64
800000/800000 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0411 - val_loss: 0.0500 - val_mse: 0.0500 - val_mae: 0.1467
Epoch 35/64
800000/800000 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0409 - val_loss: 0.0499 - val_mse: 0.0499 - val_mae: 0.1474
Epoch 36/64
800000/800000 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0405 - val_loss: 0.0505 - val_mse: 0.0505 - val_mae: 0.1471
Epoch 37/64
800000/800000 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0402 - val_loss: 0.0507 - val_mse: 0.0507 - val_mae: 0.1485
Epoch 38/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0399 - val_loss: 0.0503 - val_mse: 0.0503 - val_mae: 0.1471
Epoch 39/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0397 - val_loss: 0.0505 - val_mse: 0.0505 - val_mae: 0.1468
Epoch 40/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0396 - val_loss: 0.0503 - val_mse: 0.0503 - val_mae: 0.1480
Epoch 41/64
800000/800000 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0393 - val_loss: 0.0505 - val_mse: 0.0505 - val_mae: 0.1470
Epoch 42/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0388 - val_loss: 0.0502 - val_mse: 0.0502 - val_mae: 0.1480
Epoch 43/64
800000/800000 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0390 - val_loss: 0.0503 - val_mse: 0.0503 - val_mae: 0.1475
Epoch 44/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0387 - val_loss: 0.0506 - val_mse: 0.0506 - val_mae: 0.1482
Epoch 45/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0386 - val_loss: 0.0507 - val_mse: 0.0507 - val_mae: 0.1477
Epoch 46/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0384 - val_loss: 0.0507 - val_mse: 0.0507 - val_mae: 0.1479
Epoch 47/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0378 - val_loss: 0.0510 - val_mse: 0.0510 - val_mae: 0.1473
Epoch 48/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0377 - val_loss: 0.0513 - val_mse: 0.0513 - val_mae: 0.1489
Epoch 49/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0380 - val_loss: 0.0510 - val_mse: 0.0510 - val_mae: 0.1485
Epoch 50/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0376 - val_loss: 0.0508 - val_mse: 0.0508 - val_mae: 0.1482
Epoch 51/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0375 - val_loss: 0.0516 - val_mse: 0.0516 - val_mae: 0.1487
Epoch 52/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0373 - val_loss: 0.0513 - val_mse: 0.0513 - val_mae: 0.1491
Epoch 53/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0372 - val_loss: 0.0514 - val_mse: 0.0514 - val_mae: 0.1479
Epoch 54/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0370 - val_loss: 0.0515 - val_mse: 0.0515 - val_mae: 0.1496
Epoch 55/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0367 - val_loss: 0.0512 - val_mse: 0.0512 - val_mae: 0.1489
Epoch 56/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0366 - val_loss: 0.0514 - val_mse: 0.0514 - val_mae: 0.1483
Epoch 57/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0362 - val_loss: 0.0513 - val_mse: 0.0513 - val_mae: 0.1483
Epoch 58/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0361 - val_loss: 0.0513 - val_mse: 0.0513 - val_mae: 0.1490
Epoch 59/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0362 - val_loss: 0.0513 - val_mse: 0.0513 - val_mae: 0.1486
Epoch 60/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0360 - val_loss: 0.0517 - val_mse: 0.0517 - val_mae: 0.1490
Epoch 61/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0358 - val_loss: 0.0516 - val_mse: 0.0516 - val_mae: 0.1488
Epoch 62/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0358 - val_loss: 0.0516 - val_mse: 0.0516 - val_mae: 0.1491
Epoch 63/64
800000/800000 - 9s - loss: 0.0027 - mse: 0.0027 - mae: 0.0354 - val_loss: 0.0516 - val_mse: 0.0516 - val_mae: 0.1485
Epoch 64/64
800000/800000 - 9s - loss: 0.0027 - mse: 0.0027 - mae: 0.0353 - val_loss: 0.0520 - val_mse: 0.0520 - val_mae: 0.1491
Model weights successfully saved: ffnn_keras-mg005-be00778-sn003-ep00096-weights-v002.h5
File: z__r_A00-A39__ac-be00778.pkl: 6%|████▏ | 2/32 [19:35<4:54:05, 588.19s/it]Train on 800000 samples, validate on 200000 samples
Epoch 1/64
800000/800000 - 9s - loss: 0.0318 - mse: 0.0318 - mae: 0.1249 - val_loss: 0.0454 - val_mse: 0.0454 - val_mae: 0.1438
Epoch 2/64
800000/800000 - 9s - loss: 0.0199 - mse: 0.0199 - mae: 0.0972 - val_loss: 0.0458 - val_mse: 0.0458 - val_mae: 0.1427
Epoch 3/64
800000/800000 - 9s - loss: 0.0157 - mse: 0.0157 - mae: 0.0858 - val_loss: 0.0459 - val_mse: 0.0459 - val_mae: 0.1432
Epoch 4/64
800000/800000 - 9s - loss: 0.0132 - mse: 0.0132 - mae: 0.0785 - val_loss: 0.0465 - val_mse: 0.0465 - val_mae: 0.1420
Epoch 5/64
800000/800000 - 9s - loss: 0.0116 - mse: 0.0116 - mae: 0.0732 - val_loss: 0.0468 - val_mse: 0.0468 - val_mae: 0.1434
Epoch 6/64
800000/800000 - 9s - loss: 0.0104 - mse: 0.0104 - mae: 0.0693 - val_loss: 0.0466 - val_mse: 0.0466 - val_mae: 0.1426
Epoch 7/64
800000/800000 - 9s - loss: 0.0095 - mse: 0.0095 - mae: 0.0662 - val_loss: 0.0472 - val_mse: 0.0472 - val_mae: 0.1420
Epoch 8/64
800000/800000 - 9s - loss: 0.0088 - mse: 0.0088 - mae: 0.0637 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1425
Epoch 9/64
800000/800000 - 9s - loss: 0.0082 - mse: 0.0082 - mae: 0.0617 - val_loss: 0.0471 - val_mse: 0.0471 - val_mae: 0.1420
Epoch 10/64
800000/800000 - 9s - loss: 0.0077 - mse: 0.0077 - mae: 0.0596 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1416
Epoch 11/64
800000/800000 - 9s - loss: 0.0073 - mse: 0.0073 - mae: 0.0581 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1432
Epoch 12/64
800000/800000 - 9s - loss: 0.0069 - mse: 0.0069 - mae: 0.0565 - val_loss: 0.0479 - val_mse: 0.0479 - val_mae: 0.1418
Epoch 13/64
800000/800000 - 10s - loss: 0.0066 - mse: 0.0066 - mae: 0.0551 - val_loss: 0.0478 - val_mse: 0.0478 - val_mae: 0.1416
Epoch 14/64
800000/800000 - 9s - loss: 0.0063 - mse: 0.0063 - mae: 0.0539 - val_loss: 0.0480 - val_mse: 0.0480 - val_mae: 0.1418
Epoch 15/64
800000/800000 - 9s - loss: 0.0061 - mse: 0.0061 - mae: 0.0529 - val_loss: 0.0478 - val_mse: 0.0478 - val_mae: 0.1419
Epoch 16/64
800000/800000 - 9s - loss: 0.0058 - mse: 0.0058 - mae: 0.0519 - val_loss: 0.0480 - val_mse: 0.0480 - val_mae: 0.1420
Epoch 17/64
800000/800000 - 10s - loss: 0.0056 - mse: 0.0056 - mae: 0.0508 - val_loss: 0.0478 - val_mse: 0.0478 - val_mae: 0.1422
Epoch 18/64
800000/800000 - 10s - loss: 0.0054 - mse: 0.0054 - mae: 0.0500 - val_loss: 0.0483 - val_mse: 0.0483 - val_mae: 0.1413
Epoch 19/64
800000/800000 - 10s - loss: 0.0052 - mse: 0.0052 - mae: 0.0493 - val_loss: 0.0480 - val_mse: 0.0480 - val_mae: 0.1419
Epoch 20/64
800000/800000 - 9s - loss: 0.0051 - mse: 0.0051 - mae: 0.0485 - val_loss: 0.0481 - val_mse: 0.0481 - val_mae: 0.1414
Epoch 21/64
800000/800000 - 9s - loss: 0.0049 - mse: 0.0049 - mae: 0.0478 - val_loss: 0.0483 - val_mse: 0.0483 - val_mae: 0.1423
Epoch 22/64
800000/800000 - 9s - loss: 0.0049 - mse: 0.0049 - mae: 0.0475 - val_loss: 0.0485 - val_mse: 0.0485 - val_mae: 0.1428
Epoch 23/64
800000/800000 - 9s - loss: 0.0047 - mse: 0.0047 - mae: 0.0467 - val_loss: 0.0485 - val_mse: 0.0485 - val_mae: 0.1422
Epoch 24/64
800000/800000 - 9s - loss: 0.0046 - mse: 0.0046 - mae: 0.0461 - val_loss: 0.0483 - val_mse: 0.0483 - val_mae: 0.1422
Epoch 25/64
800000/800000 - 9s - loss: 0.0045 - mse: 0.0045 - mae: 0.0456 - val_loss: 0.0488 - val_mse: 0.0488 - val_mae: 0.1423
Epoch 26/64
800000/800000 - 9s - loss: 0.0044 - mse: 0.0044 - mae: 0.0453 - val_loss: 0.0490 - val_mse: 0.0490 - val_mae: 0.1428
Epoch 27/64
800000/800000 - 9s - loss: 0.0043 - mse: 0.0043 - mae: 0.0448 - val_loss: 0.0487 - val_mse: 0.0487 - val_mae: 0.1432
Epoch 28/64
800000/800000 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0443 - val_loss: 0.0488 - val_mse: 0.0488 - val_mae: 0.1425
Epoch 29/64
800000/800000 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0442 - val_loss: 0.0491 - val_mse: 0.0491 - val_mae: 0.1439
Epoch 30/64
800000/800000 - 9s - loss: 0.0041 - mse: 0.0041 - mae: 0.0436 - val_loss: 0.0490 - val_mse: 0.0490 - val_mae: 0.1435
Epoch 31/64
800000/800000 - 10s - loss: 0.0040 - mse: 0.0040 - mae: 0.0431 - val_loss: 0.0488 - val_mse: 0.0488 - val_mae: 0.1430
Epoch 32/64
800000/800000 - 10s - loss: 0.0040 - mse: 0.0040 - mae: 0.0428 - val_loss: 0.0486 - val_mse: 0.0486 - val_mae: 0.1427
Epoch 33/64
800000/800000 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0424 - val_loss: 0.0491 - val_mse: 0.0491 - val_mae: 0.1425
Epoch 34/64
800000/800000 - 9s - loss: 0.0038 - mse: 0.0038 - mae: 0.0420 - val_loss: 0.0492 - val_mse: 0.0492 - val_mae: 0.1433
Epoch 35/64
800000/800000 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0416 - val_loss: 0.0494 - val_mse: 0.0494 - val_mae: 0.1438
Epoch 36/64
800000/800000 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0414 - val_loss: 0.0493 - val_mse: 0.0493 - val_mae: 0.1426
Epoch 37/64
800000/800000 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0411 - val_loss: 0.0491 - val_mse: 0.0491 - val_mae: 0.1433
Epoch 38/64
800000/800000 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0407 - val_loss: 0.0491 - val_mse: 0.0491 - val_mae: 0.1432
Epoch 39/64
800000/800000 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0404 - val_loss: 0.0494 - val_mse: 0.0494 - val_mae: 0.1429
Epoch 40/64
800000/800000 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0401 - val_loss: 0.0500 - val_mse: 0.0500 - val_mae: 0.1429
Epoch 41/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0399 - val_loss: 0.0496 - val_mse: 0.0496 - val_mae: 0.1430
Epoch 42/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0398 - val_loss: 0.0498 - val_mse: 0.0498 - val_mae: 0.1444
Epoch 43/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0396 - val_loss: 0.0501 - val_mse: 0.0501 - val_mae: 0.1442
Epoch 44/64
800000/800000 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0392 - val_loss: 0.0500 - val_mse: 0.0500 - val_mae: 0.1435
Epoch 45/64
800000/800000 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0391 - val_loss: 0.0499 - val_mse: 0.0499 - val_mae: 0.1442
Epoch 46/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0388 - val_loss: 0.0498 - val_mse: 0.0498 - val_mae: 0.1441
Epoch 47/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0387 - val_loss: 0.0501 - val_mse: 0.0501 - val_mae: 0.1429
Epoch 48/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0382 - val_loss: 0.0501 - val_mse: 0.0501 - val_mae: 0.1432
Epoch 49/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0382 - val_loss: 0.0500 - val_mse: 0.0500 - val_mae: 0.1434
Epoch 50/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0380 - val_loss: 0.0501 - val_mse: 0.0501 - val_mae: 0.1439
Epoch 51/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0376 - val_loss: 0.0500 - val_mse: 0.0500 - val_mae: 0.1436
Epoch 52/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0374 - val_loss: 0.0500 - val_mse: 0.0500 - val_mae: 0.1432
Epoch 53/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0375 - val_loss: 0.0503 - val_mse: 0.0503 - val_mae: 0.1432
Epoch 54/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0373 - val_loss: 0.0502 - val_mse: 0.0502 - val_mae: 0.1434
Epoch 55/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0370 - val_loss: 0.0505 - val_mse: 0.0505 - val_mae: 0.1444
Epoch 56/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0369 - val_loss: 0.0507 - val_mse: 0.0507 - val_mae: 0.1435
Epoch 57/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0367 - val_loss: 0.0504 - val_mse: 0.0504 - val_mae: 0.1440
Epoch 58/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0366 - val_loss: 0.0505 - val_mse: 0.0505 - val_mae: 0.1444
Epoch 59/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0365 - val_loss: 0.0509 - val_mse: 0.0509 - val_mae: 0.1445
Epoch 60/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0366 - val_loss: 0.0509 - val_mse: 0.0509 - val_mae: 0.1445
Epoch 61/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0363 - val_loss: 0.0505 - val_mse: 0.0505 - val_mae: 0.1441
Epoch 62/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0362 - val_loss: 0.0509 - val_mse: 0.0509 - val_mae: 0.1450
Epoch 63/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0361 - val_loss: 0.0506 - val_mse: 0.0506 - val_mae: 0.1443
Epoch 64/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0358 - val_loss: 0.0504 - val_mse: 0.0504 - val_mae: 0.1448
Model weights successfully saved: ffnn_keras-mg005-be00778-sn003-ep00096-weights-v003.h5
File: z__r_A00-A39__ad-be00778.pkl: 9%|██████▏ | 3/32 [29:27<4:44:50, 589.33s/it]Train on 800000 samples, validate on 200000 samples
Epoch 1/64
800000/800000 - 9s - loss: 0.0340 - mse: 0.0340 - mae: 0.1293 - val_loss: 0.0441 - val_mse: 0.0441 - val_mae: 0.1438
Epoch 2/64
800000/800000 - 9s - loss: 0.0218 - mse: 0.0218 - mae: 0.1018 - val_loss: 0.0444 - val_mse: 0.0444 - val_mae: 0.1425
Epoch 3/64
800000/800000 - 9s - loss: 0.0171 - mse: 0.0171 - mae: 0.0892 - val_loss: 0.0448 - val_mse: 0.0448 - val_mae: 0.1409
Epoch 4/64
800000/800000 - 9s - loss: 0.0144 - mse: 0.0144 - mae: 0.0815 - val_loss: 0.0449 - val_mse: 0.0449 - val_mae: 0.1405
Epoch 5/64
800000/800000 - 9s - loss: 0.0125 - mse: 0.0125 - mae: 0.0758 - val_loss: 0.0453 - val_mse: 0.0453 - val_mae: 0.1406
Epoch 6/64
800000/800000 - 9s - loss: 0.0111 - mse: 0.0111 - mae: 0.0717 - val_loss: 0.0456 - val_mse: 0.0456 - val_mae: 0.1402
Epoch 7/64
800000/800000 - 9s - loss: 0.0101 - mse: 0.0101 - mae: 0.0681 - val_loss: 0.0456 - val_mse: 0.0456 - val_mae: 0.1413
Epoch 8/64
800000/800000 - 9s - loss: 0.0093 - mse: 0.0093 - mae: 0.0654 - val_loss: 0.0457 - val_mse: 0.0457 - val_mae: 0.1406
Epoch 9/64
800000/800000 - 10s - loss: 0.0086 - mse: 0.0086 - mae: 0.0630 - val_loss: 0.0459 - val_mse: 0.0459 - val_mae: 0.1400
Epoch 10/64
800000/800000 - 9s - loss: 0.0081 - mse: 0.0081 - mae: 0.0608 - val_loss: 0.0461 - val_mse: 0.0461 - val_mae: 0.1402
Epoch 11/64
800000/800000 - 9s - loss: 0.0076 - mse: 0.0076 - mae: 0.0592 - val_loss: 0.0459 - val_mse: 0.0459 - val_mae: 0.1404
Epoch 12/64
800000/800000 - 9s - loss: 0.0072 - mse: 0.0072 - mae: 0.0576 - val_loss: 0.0458 - val_mse: 0.0458 - val_mae: 0.1415
Epoch 13/64
800000/800000 - 9s - loss: 0.0069 - mse: 0.0069 - mae: 0.0563 - val_loss: 0.0463 - val_mse: 0.0463 - val_mae: 0.1408
Epoch 14/64
800000/800000 - 9s - loss: 0.0065 - mse: 0.0065 - mae: 0.0549 - val_loss: 0.0459 - val_mse: 0.0459 - val_mae: 0.1403
Epoch 15/64
800000/800000 - 9s - loss: 0.0063 - mse: 0.0063 - mae: 0.0537 - val_loss: 0.0463 - val_mse: 0.0463 - val_mae: 0.1404
Epoch 16/64
800000/800000 - 9s - loss: 0.0061 - mse: 0.0061 - mae: 0.0528 - val_loss: 0.0461 - val_mse: 0.0461 - val_mae: 0.1400
Epoch 17/64
800000/800000 - 9s - loss: 0.0058 - mse: 0.0058 - mae: 0.0516 - val_loss: 0.0465 - val_mse: 0.0465 - val_mae: 0.1401
Epoch 18/64
800000/800000 - 9s - loss: 0.0056 - mse: 0.0056 - mae: 0.0510 - val_loss: 0.0464 - val_mse: 0.0464 - val_mae: 0.1407
Epoch 19/64
800000/800000 - 9s - loss: 0.0055 - mse: 0.0055 - mae: 0.0502 - val_loss: 0.0465 - val_mse: 0.0465 - val_mae: 0.1405
Epoch 20/64
800000/800000 - 9s - loss: 0.0053 - mse: 0.0053 - mae: 0.0495 - val_loss: 0.0467 - val_mse: 0.0467 - val_mae: 0.1407
Epoch 21/64
800000/800000 - 9s - loss: 0.0051 - mse: 0.0051 - mae: 0.0486 - val_loss: 0.0465 - val_mse: 0.0465 - val_mae: 0.1405
Epoch 22/64
800000/800000 - 9s - loss: 0.0050 - mse: 0.0050 - mae: 0.0479 - val_loss: 0.0464 - val_mse: 0.0464 - val_mae: 0.1406
Epoch 23/64
800000/800000 - 9s - loss: 0.0049 - mse: 0.0049 - mae: 0.0474 - val_loss: 0.0468 - val_mse: 0.0468 - val_mae: 0.1404
Epoch 24/64
800000/800000 - 9s - loss: 0.0047 - mse: 0.0047 - mae: 0.0468 - val_loss: 0.0466 - val_mse: 0.0466 - val_mae: 0.1400
Epoch 25/64
800000/800000 - 9s - loss: 0.0047 - mse: 0.0047 - mae: 0.0465 - val_loss: 0.0466 - val_mse: 0.0466 - val_mae: 0.1410
Epoch 26/64
800000/800000 - 9s - loss: 0.0045 - mse: 0.0045 - mae: 0.0458 - val_loss: 0.0466 - val_mse: 0.0466 - val_mae: 0.1400
Epoch 27/64
800000/800000 - 9s - loss: 0.0044 - mse: 0.0044 - mae: 0.0453 - val_loss: 0.0467 - val_mse: 0.0467 - val_mae: 0.1408
Epoch 28/64
800000/800000 - 9s - loss: 0.0044 - mse: 0.0044 - mae: 0.0450 - val_loss: 0.0470 - val_mse: 0.0470 - val_mae: 0.1405
Epoch 29/64
800000/800000 - 9s - loss: 0.0043 - mse: 0.0043 - mae: 0.0445 - val_loss: 0.0471 - val_mse: 0.0471 - val_mae: 0.1404
Epoch 30/64
800000/800000 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0439 - val_loss: 0.0466 - val_mse: 0.0466 - val_mae: 0.1405
Epoch 31/64
800000/800000 - 9s - loss: 0.0041 - mse: 0.0041 - mae: 0.0434 - val_loss: 0.0470 - val_mse: 0.0470 - val_mae: 0.1399
Epoch 32/64
800000/800000 - 9s - loss: 0.0041 - mse: 0.0041 - mae: 0.0433 - val_loss: 0.0473 - val_mse: 0.0473 - val_mae: 0.1409
Epoch 33/64
800000/800000 - 9s - loss: 0.0040 - mse: 0.0040 - mae: 0.0431 - val_loss: 0.0473 - val_mse: 0.0473 - val_mae: 0.1404
Epoch 34/64
800000/800000 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0428 - val_loss: 0.0473 - val_mse: 0.0473 - val_mae: 0.1403
Epoch 35/64
800000/800000 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0423 - val_loss: 0.0470 - val_mse: 0.0470 - val_mae: 0.1411
Epoch 36/64
800000/800000 - 9s - loss: 0.0038 - mse: 0.0038 - mae: 0.0421 - val_loss: 0.0471 - val_mse: 0.0471 - val_mae: 0.1411
Epoch 37/64
800000/800000 - 9s - loss: 0.0038 - mse: 0.0038 - mae: 0.0417 - val_loss: 0.0471 - val_mse: 0.0471 - val_mae: 0.1406
Epoch 38/64
800000/800000 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0414 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1402
Epoch 39/64
800000/800000 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0412 - val_loss: 0.0471 - val_mse: 0.0471 - val_mae: 0.1416
Epoch 40/64
800000/800000 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0408 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1408
Epoch 41/64
800000/800000 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0407 - val_loss: 0.0474 - val_mse: 0.0474 - val_mae: 0.1406
Epoch 42/64
800000/800000 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0404 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1404
Epoch 43/64
800000/800000 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0400 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1408
Epoch 44/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0398 - val_loss: 0.0472 - val_mse: 0.0472 - val_mae: 0.1409
Epoch 45/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0395 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1410
Epoch 46/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0395 - val_loss: 0.0476 - val_mse: 0.0476 - val_mae: 0.1411
Epoch 47/64
800000/800000 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0392 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1405
Epoch 48/64
800000/800000 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0389 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1410
Epoch 49/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0386 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1411
Epoch 50/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0384 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1416
Epoch 51/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0380 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1407
Epoch 52/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0380 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1411
Epoch 53/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0378 - val_loss: 0.0479 - val_mse: 0.0479 - val_mae: 0.1412
Epoch 54/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0375 - val_loss: 0.0480 - val_mse: 0.0480 - val_mae: 0.1415
Epoch 55/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0375 - val_loss: 0.0482 - val_mse: 0.0482 - val_mae: 0.1409
Epoch 56/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0374 - val_loss: 0.0478 - val_mse: 0.0478 - val_mae: 0.1414
Epoch 57/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0371 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1423
Epoch 58/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0372 - val_loss: 0.0482 - val_mse: 0.0482 - val_mae: 0.1416
Epoch 59/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0369 - val_loss: 0.0481 - val_mse: 0.0481 - val_mae: 0.1415
Epoch 60/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0368 - val_loss: 0.0479 - val_mse: 0.0479 - val_mae: 0.1417
Epoch 61/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0367 - val_loss: 0.0481 - val_mse: 0.0481 - val_mae: 0.1407
Epoch 62/64
800000/800000 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0366 - val_loss: 0.0481 - val_mse: 0.0481 - val_mae: 0.1414
Epoch 63/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0363 - val_loss: 0.0480 - val_mse: 0.0480 - val_mae: 0.1409
Epoch 64/64
800000/800000 - 9s - loss: 0.0028 - mse: 0.0028 - mae: 0.0362 - val_loss: 0.0480 - val_mse: 0.0480 - val_mae: 0.1415
Model weights successfully saved: ffnn_keras-mg005-be00778-sn003-ep00096-weights-v004.h5
File: z__r_A00-A39__ae-be00778.pkl: 12%|████████▎ | 4/32 [39:13<4:34:36, 588.45s/it]Train on 553428 samples, validate on 138357 samples
Epoch 1/64
553428/553428 - 6s - loss: 0.0363 - mse: 0.0363 - mae: 0.1336 - val_loss: 0.0426 - val_mse: 0.0426 - val_mae: 0.1428
Epoch 2/64
553428/553428 - 6s - loss: 0.0227 - mse: 0.0227 - mae: 0.1033 - val_loss: 0.0426 - val_mse: 0.0426 - val_mae: 0.1401
Epoch 3/64
553428/553428 - 6s - loss: 0.0174 - mse: 0.0174 - mae: 0.0896 - val_loss: 0.0428 - val_mse: 0.0428 - val_mae: 0.1373
Epoch 4/64
553428/553428 - 6s - loss: 0.0143 - mse: 0.0143 - mae: 0.0812 - val_loss: 0.0432 - val_mse: 0.0432 - val_mae: 0.1365
Epoch 5/64
553428/553428 - 6s - loss: 0.0124 - mse: 0.0124 - mae: 0.0756 - val_loss: 0.0437 - val_mse: 0.0437 - val_mae: 0.1365
Epoch 6/64
553428/553428 - 6s - loss: 0.0110 - mse: 0.0110 - mae: 0.0707 - val_loss: 0.0435 - val_mse: 0.0435 - val_mae: 0.1367
Epoch 7/64
553428/553428 - 6s - loss: 0.0099 - mse: 0.0099 - mae: 0.0673 - val_loss: 0.0437 - val_mse: 0.0437 - val_mae: 0.1366
Epoch 8/64
553428/553428 - 6s - loss: 0.0091 - mse: 0.0091 - mae: 0.0643 - val_loss: 0.0440 - val_mse: 0.0440 - val_mae: 0.1366
Epoch 9/64
553428/553428 - 6s - loss: 0.0084 - mse: 0.0084 - mae: 0.0619 - val_loss: 0.0440 - val_mse: 0.0440 - val_mae: 0.1360
Epoch 10/64
553428/553428 - 6s - loss: 0.0078 - mse: 0.0078 - mae: 0.0598 - val_loss: 0.0440 - val_mse: 0.0440 - val_mae: 0.1362
Epoch 11/64
553428/553428 - 6s - loss: 0.0073 - mse: 0.0073 - mae: 0.0577 - val_loss: 0.0441 - val_mse: 0.0441 - val_mae: 0.1373
Epoch 12/64
553428/553428 - 6s - loss: 0.0069 - mse: 0.0069 - mae: 0.0562 - val_loss: 0.0445 - val_mse: 0.0445 - val_mae: 0.1365
Epoch 13/64
553428/553428 - 6s - loss: 0.0066 - mse: 0.0066 - mae: 0.0549 - val_loss: 0.0445 - val_mse: 0.0445 - val_mae: 0.1360
Epoch 14/64
553428/553428 - 6s - loss: 0.0063 - mse: 0.0063 - mae: 0.0536 - val_loss: 0.0443 - val_mse: 0.0443 - val_mae: 0.1355
Epoch 15/64
553428/553428 - 6s - loss: 0.0060 - mse: 0.0060 - mae: 0.0525 - val_loss: 0.0443 - val_mse: 0.0443 - val_mae: 0.1370
Epoch 16/64
553428/553428 - 6s - loss: 0.0058 - mse: 0.0058 - mae: 0.0515 - val_loss: 0.0442 - val_mse: 0.0442 - val_mae: 0.1368
Epoch 17/64
553428/553428 - 6s - loss: 0.0055 - mse: 0.0055 - mae: 0.0504 - val_loss: 0.0444 - val_mse: 0.0444 - val_mae: 0.1360
Epoch 18/64
553428/553428 - 6s - loss: 0.0053 - mse: 0.0053 - mae: 0.0495 - val_loss: 0.0444 - val_mse: 0.0444 - val_mae: 0.1363
Epoch 19/64
553428/553428 - 7s - loss: 0.0051 - mse: 0.0051 - mae: 0.0487 - val_loss: 0.0444 - val_mse: 0.0444 - val_mae: 0.1358
Epoch 20/64
553428/553428 - 6s - loss: 0.0050 - mse: 0.0050 - mae: 0.0481 - val_loss: 0.0445 - val_mse: 0.0445 - val_mae: 0.1356
Epoch 21/64
553428/553428 - 7s - loss: 0.0048 - mse: 0.0048 - mae: 0.0473 - val_loss: 0.0446 - val_mse: 0.0446 - val_mae: 0.1362
Epoch 22/64
553428/553428 - 7s - loss: 0.0047 - mse: 0.0047 - mae: 0.0464 - val_loss: 0.0446 - val_mse: 0.0446 - val_mae: 0.1364
Epoch 23/64
553428/553428 - 6s - loss: 0.0045 - mse: 0.0045 - mae: 0.0458 - val_loss: 0.0447 - val_mse: 0.0447 - val_mae: 0.1369
Epoch 24/64
553428/553428 - 6s - loss: 0.0044 - mse: 0.0044 - mae: 0.0454 - val_loss: 0.0445 - val_mse: 0.0445 - val_mae: 0.1367
Epoch 25/64
553428/553428 - 7s - loss: 0.0043 - mse: 0.0043 - mae: 0.0449 - val_loss: 0.0447 - val_mse: 0.0447 - val_mae: 0.1368
Epoch 26/64
553428/553428 - 6s - loss: 0.0042 - mse: 0.0042 - mae: 0.0443 - val_loss: 0.0446 - val_mse: 0.0446 - val_mae: 0.1371
Epoch 27/64
553428/553428 - 7s - loss: 0.0041 - mse: 0.0041 - mae: 0.0436 - val_loss: 0.0448 - val_mse: 0.0448 - val_mae: 0.1360
Epoch 28/64
553428/553428 - 7s - loss: 0.0040 - mse: 0.0040 - mae: 0.0432 - val_loss: 0.0447 - val_mse: 0.0447 - val_mae: 0.1366
Epoch 29/64
553428/553428 - 7s - loss: 0.0040 - mse: 0.0040 - mae: 0.0429 - val_loss: 0.0447 - val_mse: 0.0447 - val_mae: 0.1365
Epoch 30/64
553428/553428 - 7s - loss: 0.0039 - mse: 0.0039 - mae: 0.0425 - val_loss: 0.0448 - val_mse: 0.0448 - val_mae: 0.1364
Epoch 31/64
553428/553428 - 7s - loss: 0.0038 - mse: 0.0038 - mae: 0.0420 - val_loss: 0.0449 - val_mse: 0.0449 - val_mae: 0.1364
Epoch 32/64
553428/553428 - 7s - loss: 0.0037 - mse: 0.0037 - mae: 0.0416 - val_loss: 0.0449 - val_mse: 0.0449 - val_mae: 0.1365
Epoch 33/64
553428/553428 - 6s - loss: 0.0037 - mse: 0.0037 - mae: 0.0413 - val_loss: 0.0450 - val_mse: 0.0450 - val_mae: 0.1367
Epoch 34/64
553428/553428 - 6s - loss: 0.0036 - mse: 0.0036 - mae: 0.0411 - val_loss: 0.0449 - val_mse: 0.0449 - val_mae: 0.1364
Epoch 35/64
553428/553428 - 6s - loss: 0.0035 - mse: 0.0035 - mae: 0.0407 - val_loss: 0.0451 - val_mse: 0.0451 - val_mae: 0.1368
Epoch 36/64
553428/553428 - 6s - loss: 0.0035 - mse: 0.0035 - mae: 0.0404 - val_loss: 0.0453 - val_mse: 0.0453 - val_mae: 0.1364
Epoch 37/64
553428/553428 - 6s - loss: 0.0034 - mse: 0.0034 - mae: 0.0401 - val_loss: 0.0454 - val_mse: 0.0454 - val_mae: 0.1361
Epoch 38/64
553428/553428 - 6s - loss: 0.0034 - mse: 0.0034 - mae: 0.0397 - val_loss: 0.0452 - val_mse: 0.0452 - val_mae: 0.1363
Epoch 39/64
553428/553428 - 6s - loss: 0.0033 - mse: 0.0033 - mae: 0.0394 - val_loss: 0.0450 - val_mse: 0.0450 - val_mae: 0.1365
Epoch 40/64
553428/553428 - 6s - loss: 0.0032 - mse: 0.0032 - mae: 0.0390 - val_loss: 0.0450 - val_mse: 0.0450 - val_mae: 0.1365
Epoch 41/64
553428/553428 - 6s - loss: 0.0032 - mse: 0.0032 - mae: 0.0388 - val_loss: 0.0452 - val_mse: 0.0452 - val_mae: 0.1368
Epoch 42/64
553428/553428 - 6s - loss: 0.0032 - mse: 0.0032 - mae: 0.0385 - val_loss: 0.0452 - val_mse: 0.0452 - val_mae: 0.1362
Epoch 43/64
553428/553428 - 6s - loss: 0.0031 - mse: 0.0031 - mae: 0.0382 - val_loss: 0.0451 - val_mse: 0.0451 - val_mae: 0.1362
Epoch 44/64
553428/553428 - 6s - loss: 0.0031 - mse: 0.0031 - mae: 0.0379 - val_loss: 0.0450 - val_mse: 0.0450 - val_mae: 0.1369
Epoch 45/64
553428/553428 - 6s - loss: 0.0030 - mse: 0.0030 - mae: 0.0377 - val_loss: 0.0450 - val_mse: 0.0450 - val_mae: 0.1365
Epoch 46/64
553428/553428 - 6s - loss: 0.0030 - mse: 0.0030 - mae: 0.0374 - val_loss: 0.0450 - val_mse: 0.0450 - val_mae: 0.1362
Epoch 47/64
553428/553428 - 6s - loss: 0.0030 - mse: 0.0030 - mae: 0.0373 - val_loss: 0.0453 - val_mse: 0.0453 - val_mae: 0.1373
Epoch 48/64
553428/553428 - 6s - loss: 0.0030 - mse: 0.0030 - mae: 0.0372 - val_loss: 0.0453 - val_mse: 0.0453 - val_mae: 0.1367
Epoch 49/64
553428/553428 - 6s - loss: 0.0029 - mse: 0.0029 - mae: 0.0369 - val_loss: 0.0452 - val_mse: 0.0452 - val_mae: 0.1370
Epoch 50/64
553428/553428 - 6s - loss: 0.0029 - mse: 0.0029 - mae: 0.0367 - val_loss: 0.0452 - val_mse: 0.0452 - val_mae: 0.1369
Epoch 51/64
553428/553428 - 6s - loss: 0.0028 - mse: 0.0028 - mae: 0.0364 - val_loss: 0.0453 - val_mse: 0.0453 - val_mae: 0.1362
Epoch 52/64
553428/553428 - 6s - loss: 0.0028 - mse: 0.0028 - mae: 0.0365 - val_loss: 0.0453 - val_mse: 0.0453 - val_mae: 0.1363
Epoch 53/64
553428/553428 - 6s - loss: 0.0028 - mse: 0.0028 - mae: 0.0364 - val_loss: 0.0452 - val_mse: 0.0452 - val_mae: 0.1365
Epoch 54/64
553428/553428 - 6s - loss: 0.0028 - mse: 0.0028 - mae: 0.0360 - val_loss: 0.0453 - val_mse: 0.0453 - val_mae: 0.1367
Epoch 55/64
553428/553428 - 6s - loss: 0.0027 - mse: 0.0027 - mae: 0.0356 - val_loss: 0.0453 - val_mse: 0.0453 - val_mae: 0.1371
Epoch 56/64
553428/553428 - 6s - loss: 0.0027 - mse: 0.0027 - mae: 0.0356 - val_loss: 0.0451 - val_mse: 0.0451 - val_mae: 0.1368
Epoch 57/64
553428/553428 - 6s - loss: 0.0027 - mse: 0.0027 - mae: 0.0354 - val_loss: 0.0452 - val_mse: 0.0452 - val_mae: 0.1367
Epoch 58/64
553428/553428 - 6s - loss: 0.0027 - mse: 0.0027 - mae: 0.0353 - val_loss: 0.0455 - val_mse: 0.0455 - val_mae: 0.1368
Epoch 59/64
553428/553428 - 6s - loss: 0.0027 - mse: 0.0027 - mae: 0.0352 - val_loss: 0.0452 - val_mse: 0.0452 - val_mae: 0.1371
Epoch 60/64
553428/553428 - 6s - loss: 0.0026 - mse: 0.0026 - mae: 0.0350 - val_loss: 0.0453 - val_mse: 0.0453 - val_mae: 0.1360
Epoch 61/64
553428/553428 - 6s - loss: 0.0026 - mse: 0.0026 - mae: 0.0349 - val_loss: 0.0456 - val_mse: 0.0456 - val_mae: 0.1367
Epoch 62/64
553428/553428 - 6s - loss: 0.0026 - mse: 0.0026 - mae: 0.0346 - val_loss: 0.0457 - val_mse: 0.0457 - val_mae: 0.1364
Epoch 63/64
553428/553428 - 6s - loss: 0.0026 - mse: 0.0026 - mae: 0.0346 - val_loss: 0.0456 - val_mse: 0.0456 - val_mae: 0.1366
Epoch 64/64
553428/553428 - 6s - loss: 0.0025 - mse: 0.0025 - mae: 0.0344 - val_loss: 0.0455 - val_mse: 0.0455 - val_mae: 0.1367
Model weights successfully saved: ffnn_keras-mg005-be00778-sn003-ep00096-weights-v005.h5
File: z__r_A40-A79__aa-be00778.pkl: 16%|██████████▎ | 5/32 [46:08<4:01:19, 536.28s/it]Train on 799999 samples, validate on 200000 samples
Epoch 1/64
799999/799999 - 9s - loss: 0.0399 - mse: 0.0399 - mae: 0.1410 - val_loss: 0.0493 - val_mse: 0.0493 - val_mae: 0.1527
Epoch 2/64
799999/799999 - 9s - loss: 0.0256 - mse: 0.0256 - mae: 0.1100 - val_loss: 0.0503 - val_mse: 0.0503 - val_mae: 0.1522
Epoch 3/64
799999/799999 - 9s - loss: 0.0198 - mse: 0.0198 - mae: 0.0956 - val_loss: 0.0511 - val_mse: 0.0511 - val_mae: 0.1523
Epoch 4/64
799999/799999 - 9s - loss: 0.0165 - mse: 0.0165 - mae: 0.0868 - val_loss: 0.0518 - val_mse: 0.0518 - val_mae: 0.1537
Epoch 5/64
799999/799999 - 9s - loss: 0.0143 - mse: 0.0143 - mae: 0.0805 - val_loss: 0.0525 - val_mse: 0.0525 - val_mae: 0.1518
Epoch 6/64
799999/799999 - 9s - loss: 0.0128 - mse: 0.0128 - mae: 0.0761 - val_loss: 0.0525 - val_mse: 0.0525 - val_mae: 0.1520
Epoch 7/64
799999/799999 - 9s - loss: 0.0116 - mse: 0.0116 - mae: 0.0721 - val_loss: 0.0529 - val_mse: 0.0529 - val_mae: 0.1507
Epoch 8/64
799999/799999 - 9s - loss: 0.0106 - mse: 0.0106 - mae: 0.0689 - val_loss: 0.0529 - val_mse: 0.0529 - val_mae: 0.1528
Epoch 9/64
799999/799999 - 9s - loss: 0.0098 - mse: 0.0098 - mae: 0.0664 - val_loss: 0.0533 - val_mse: 0.0533 - val_mae: 0.1517
Epoch 10/64
799999/799999 - 9s - loss: 0.0092 - mse: 0.0092 - mae: 0.0640 - val_loss: 0.0532 - val_mse: 0.0532 - val_mae: 0.1515
Epoch 11/64
799999/799999 - 9s - loss: 0.0086 - mse: 0.0086 - mae: 0.0621 - val_loss: 0.0535 - val_mse: 0.0535 - val_mae: 0.1514
Epoch 12/64
799999/799999 - 9s - loss: 0.0082 - mse: 0.0082 - mae: 0.0606 - val_loss: 0.0538 - val_mse: 0.0538 - val_mae: 0.1510
Epoch 13/64
799999/799999 - 9s - loss: 0.0077 - mse: 0.0077 - mae: 0.0588 - val_loss: 0.0538 - val_mse: 0.0538 - val_mae: 0.1509
Epoch 14/64
799999/799999 - 9s - loss: 0.0074 - mse: 0.0074 - mae: 0.0574 - val_loss: 0.0539 - val_mse: 0.0539 - val_mae: 0.1515
Epoch 15/64
799999/799999 - 9s - loss: 0.0071 - mse: 0.0071 - mae: 0.0563 - val_loss: 0.0542 - val_mse: 0.0542 - val_mae: 0.1519
Epoch 16/64
799999/799999 - 9s - loss: 0.0068 - mse: 0.0068 - mae: 0.0552 - val_loss: 0.0541 - val_mse: 0.0541 - val_mae: 0.1520
Epoch 17/64
799999/799999 - 9s - loss: 0.0066 - mse: 0.0066 - mae: 0.0541 - val_loss: 0.0544 - val_mse: 0.0544 - val_mae: 0.1521
Epoch 18/64
799999/799999 - 9s - loss: 0.0063 - mse: 0.0063 - mae: 0.0530 - val_loss: 0.0542 - val_mse: 0.0542 - val_mae: 0.1516
Epoch 19/64
799999/799999 - 9s - loss: 0.0061 - mse: 0.0061 - mae: 0.0521 - val_loss: 0.0545 - val_mse: 0.0545 - val_mae: 0.1519
Epoch 20/64
799999/799999 - 9s - loss: 0.0059 - mse: 0.0059 - mae: 0.0513 - val_loss: 0.0542 - val_mse: 0.0542 - val_mae: 0.1517
Epoch 21/64
799999/799999 - 9s - loss: 0.0057 - mse: 0.0057 - mae: 0.0505 - val_loss: 0.0543 - val_mse: 0.0543 - val_mae: 0.1528
Epoch 22/64
799999/799999 - 9s - loss: 0.0055 - mse: 0.0055 - mae: 0.0496 - val_loss: 0.0548 - val_mse: 0.0548 - val_mae: 0.1526
Epoch 23/64
799999/799999 - 9s - loss: 0.0054 - mse: 0.0054 - mae: 0.0490 - val_loss: 0.0549 - val_mse: 0.0549 - val_mae: 0.1514
Epoch 24/64
799999/799999 - 9s - loss: 0.0052 - mse: 0.0052 - mae: 0.0484 - val_loss: 0.0548 - val_mse: 0.0548 - val_mae: 0.1521
Epoch 25/64
799999/799999 - 9s - loss: 0.0051 - mse: 0.0051 - mae: 0.0478 - val_loss: 0.0549 - val_mse: 0.0549 - val_mae: 0.1527
Epoch 26/64
799999/799999 - 9s - loss: 0.0050 - mse: 0.0050 - mae: 0.0471 - val_loss: 0.0550 - val_mse: 0.0550 - val_mae: 0.1533
Epoch 27/64
799999/799999 - 9s - loss: 0.0048 - mse: 0.0048 - mae: 0.0465 - val_loss: 0.0552 - val_mse: 0.0552 - val_mae: 0.1524
Epoch 28/64
799999/799999 - 9s - loss: 0.0048 - mse: 0.0048 - mae: 0.0461 - val_loss: 0.0554 - val_mse: 0.0554 - val_mae: 0.1528
Epoch 29/64
799999/799999 - 9s - loss: 0.0046 - mse: 0.0046 - mae: 0.0456 - val_loss: 0.0553 - val_mse: 0.0553 - val_mae: 0.1522
Epoch 30/64
799999/799999 - 9s - loss: 0.0045 - mse: 0.0045 - mae: 0.0451 - val_loss: 0.0552 - val_mse: 0.0552 - val_mae: 0.1535
Epoch 31/64
799999/799999 - 9s - loss: 0.0044 - mse: 0.0044 - mae: 0.0446 - val_loss: 0.0553 - val_mse: 0.0553 - val_mae: 0.1523
Epoch 32/64
799999/799999 - 9s - loss: 0.0044 - mse: 0.0044 - mae: 0.0444 - val_loss: 0.0556 - val_mse: 0.0556 - val_mae: 0.1525
Epoch 33/64
799999/799999 - 9s - loss: 0.0043 - mse: 0.0043 - mae: 0.0438 - val_loss: 0.0557 - val_mse: 0.0557 - val_mae: 0.1526
Epoch 34/64
799999/799999 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0435 - val_loss: 0.0557 - val_mse: 0.0557 - val_mae: 0.1535
Epoch 35/64
799999/799999 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0435 - val_loss: 0.0554 - val_mse: 0.0554 - val_mae: 0.1527
Epoch 36/64
799999/799999 - 9s - loss: 0.0041 - mse: 0.0041 - mae: 0.0429 - val_loss: 0.0552 - val_mse: 0.0552 - val_mae: 0.1531
Epoch 37/64
799999/799999 - 9s - loss: 0.0040 - mse: 0.0040 - mae: 0.0424 - val_loss: 0.0555 - val_mse: 0.0555 - val_mae: 0.1531
Epoch 38/64
799999/799999 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0421 - val_loss: 0.0558 - val_mse: 0.0558 - val_mae: 0.1523
Epoch 39/64
799999/799999 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0418 - val_loss: 0.0559 - val_mse: 0.0559 - val_mae: 0.1530
Epoch 40/64
799999/799999 - 9s - loss: 0.0038 - mse: 0.0038 - mae: 0.0414 - val_loss: 0.0558 - val_mse: 0.0558 - val_mae: 0.1526
Epoch 41/64
799999/799999 - 9s - loss: 0.0038 - mse: 0.0038 - mae: 0.0412 - val_loss: 0.0560 - val_mse: 0.0560 - val_mae: 0.1529
Epoch 42/64
799999/799999 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0409 - val_loss: 0.0555 - val_mse: 0.0555 - val_mae: 0.1533
Epoch 43/64
799999/799999 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0404 - val_loss: 0.0558 - val_mse: 0.0558 - val_mae: 0.1529
Epoch 44/64
799999/799999 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0407 - val_loss: 0.0561 - val_mse: 0.0561 - val_mae: 0.1533
Epoch 45/64
799999/799999 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0403 - val_loss: 0.0560 - val_mse: 0.0560 - val_mae: 0.1532
Epoch 46/64
799999/799999 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0400 - val_loss: 0.0561 - val_mse: 0.0561 - val_mae: 0.1537
Epoch 47/64
799999/799999 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0397 - val_loss: 0.0557 - val_mse: 0.0557 - val_mae: 0.1541
Epoch 48/64
799999/799999 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0394 - val_loss: 0.0558 - val_mse: 0.0558 - val_mae: 0.1529
Epoch 49/64
799999/799999 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0391 - val_loss: 0.0560 - val_mse: 0.0560 - val_mae: 0.1527
Epoch 50/64
799999/799999 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0387 - val_loss: 0.0562 - val_mse: 0.0562 - val_mae: 0.1535
Epoch 51/64
799999/799999 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0384 - val_loss: 0.0564 - val_mse: 0.0564 - val_mae: 0.1528
Epoch 52/64
799999/799999 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0384 - val_loss: 0.0565 - val_mse: 0.0565 - val_mae: 0.1527
Epoch 53/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0382 - val_loss: 0.0564 - val_mse: 0.0564 - val_mae: 0.1543
Epoch 54/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0381 - val_loss: 0.0566 - val_mse: 0.0566 - val_mae: 0.1540
Epoch 55/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0379 - val_loss: 0.0566 - val_mse: 0.0566 - val_mae: 0.1535
Epoch 56/64
799999/799999 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0382 - val_loss: 0.0566 - val_mse: 0.0566 - val_mae: 0.1547
Epoch 57/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0381 - val_loss: 0.0569 - val_mse: 0.0569 - val_mae: 0.1541
Epoch 58/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0377 - val_loss: 0.0570 - val_mse: 0.0570 - val_mae: 0.1538
Epoch 59/64
799999/799999 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0376 - val_loss: 0.0567 - val_mse: 0.0567 - val_mae: 0.1540
Epoch 60/64
799999/799999 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0373 - val_loss: 0.0565 - val_mse: 0.0565 - val_mae: 0.1536
Epoch 61/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0369 - val_loss: 0.0566 - val_mse: 0.0566 - val_mae: 0.1534
Epoch 62/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0368 - val_loss: 0.0570 - val_mse: 0.0570 - val_mae: 0.1533
Epoch 63/64
799999/799999 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0368 - val_loss: 0.0572 - val_mse: 0.0572 - val_mae: 0.1533
Epoch 64/64
799999/799999 - 9s - loss: 0.0029 - mse: 0.0029 - mae: 0.0364 - val_loss: 0.0572 - val_mse: 0.0572 - val_mae: 0.1532
Model weights successfully saved: ffnn_keras-mg005-be00778-sn003-ep00096-weights-v006.h5
File: z__r_A40-A79__ab-be00778.pkl: 19%|████████████▍ | 6/32 [55:55<3:59:03, 551.68s/it]Train on 800000 samples, validate on 200000 samples
Epoch 1/64
800000/800000 - 9s - loss: 0.0404 - mse: 0.0404 - mae: 0.1408 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1462
Epoch 2/64
800000/800000 - 9s - loss: 0.0268 - mse: 0.0268 - mae: 0.1120 - val_loss: 0.0485 - val_mse: 0.0485 - val_mae: 0.1494
Epoch 3/64
800000/800000 - 9s - loss: 0.0208 - mse: 0.0208 - mae: 0.0973 - val_loss: 0.0494 - val_mse: 0.0494 - val_mae: 0.1466
Epoch 4/64
800000/800000 - 9s - loss: 0.0174 - mse: 0.0174 - mae: 0.0886 - val_loss: 0.0503 - val_mse: 0.0503 - val_mae: 0.1471
Epoch 5/64
800000/800000 - 9s - loss: 0.0150 - mse: 0.0150 - mae: 0.0819 - val_loss: 0.0500 - val_mse: 0.0500 - val_mae: 0.1485
Epoch 6/64
800000/800000 - 9s - loss: 0.0134 - mse: 0.0134 - mae: 0.0771 - val_loss: 0.0506 - val_mse: 0.0506 - val_mae: 0.1472
Epoch 7/64
800000/800000 - 9s - loss: 0.0121 - mse: 0.0121 - mae: 0.0734 - val_loss: 0.0511 - val_mse: 0.0511 - val_mae: 0.1477
Epoch 8/64
800000/800000 - 9s - loss: 0.0112 - mse: 0.0112 - mae: 0.0705 - val_loss: 0.0513 - val_mse: 0.0513 - val_mae: 0.1480
Epoch 9/64
800000/800000 - 9s - loss: 0.0104 - mse: 0.0104 - mae: 0.0680 - val_loss: 0.0516 - val_mse: 0.0516 - val_mae: 0.1477
Epoch 10/64
800000/800000 - 9s - loss: 0.0096 - mse: 0.0096 - mae: 0.0653 - val_loss: 0.0514 - val_mse: 0.0514 - val_mae: 0.1490
Epoch 11/64
800000/800000 - 9s - loss: 0.0090 - mse: 0.0090 - mae: 0.0633 - val_loss: 0.0522 - val_mse: 0.0522 - val_mae: 0.1479
Epoch 12/64
800000/800000 - 9s - loss: 0.0086 - mse: 0.0086 - mae: 0.0616 - val_loss: 0.0520 - val_mse: 0.0520 - val_mae: 0.1482
Epoch 13/64
800000/800000 - 9s - loss: 0.0081 - mse: 0.0081 - mae: 0.0599 - val_loss: 0.0523 - val_mse: 0.0523 - val_mae: 0.1485
Epoch 14/64
800000/800000 - 9s - loss: 0.0077 - mse: 0.0077 - mae: 0.0586 - val_loss: 0.0524 - val_mse: 0.0524 - val_mae: 0.1491
Epoch 15/64
800000/800000 - 9s - loss: 0.0074 - mse: 0.0074 - mae: 0.0574 - val_loss: 0.0522 - val_mse: 0.0522 - val_mae: 0.1488
Epoch 16/64
800000/800000 - 9s - loss: 0.0072 - mse: 0.0072 - mae: 0.0563 - val_loss: 0.0528 - val_mse: 0.0528 - val_mae: 0.1480
Epoch 17/64
800000/800000 - 9s - loss: 0.0068 - mse: 0.0068 - mae: 0.0550 - val_loss: 0.0528 - val_mse: 0.0528 - val_mae: 0.1489
Epoch 18/64
800000/800000 - 9s - loss: 0.0066 - mse: 0.0066 - mae: 0.0541 - val_loss: 0.0525 - val_mse: 0.0525 - val_mae: 0.1483
Epoch 19/64
800000/800000 - 9s - loss: 0.0064 - mse: 0.0064 - mae: 0.0532 - val_loss: 0.0531 - val_mse: 0.0531 - val_mae: 0.1490
Epoch 20/64
800000/800000 - 9s - loss: 0.0062 - mse: 0.0062 - mae: 0.0525 - val_loss: 0.0530 - val_mse: 0.0530 - val_mae: 0.1493
Epoch 21/64
800000/800000 - 9s - loss: 0.0060 - mse: 0.0060 - mae: 0.0516 - val_loss: 0.0529 - val_mse: 0.0529 - val_mae: 0.1495
Epoch 22/64
800000/800000 - 9s - loss: 0.0058 - mse: 0.0058 - mae: 0.0507 - val_loss: 0.0533 - val_mse: 0.0533 - val_mae: 0.1495
Epoch 23/64
800000/800000 - 9s - loss: 0.0056 - mse: 0.0056 - mae: 0.0500 - val_loss: 0.0535 - val_mse: 0.0535 - val_mae: 0.1488
Epoch 24/64
800000/800000 - 9s - loss: 0.0055 - mse: 0.0055 - mae: 0.0492 - val_loss: 0.0533 - val_mse: 0.0533 - val_mae: 0.1485
Epoch 25/64
800000/800000 - 9s - loss: 0.0053 - mse: 0.0053 - mae: 0.0486 - val_loss: 0.0532 - val_mse: 0.0532 - val_mae: 0.1497
Epoch 26/64
800000/800000 - 9s - loss: 0.0052 - mse: 0.0052 - mae: 0.0482 - val_loss: 0.0534 - val_mse: 0.0534 - val_mae: 0.1490
Epoch 27/64
800000/800000 - 9s - loss: 0.0051 - mse: 0.0051 - mae: 0.0476 - val_loss: 0.0533 - val_mse: 0.0533 - val_mae: 0.1497
Epoch 28/64
800000/800000 - 9s - loss: 0.0050 - mse: 0.0050 - mae: 0.0470 - val_loss: 0.0530 - val_mse: 0.0530 - val_mae: 0.1497
Epoch 29/64
800000/800000 - 9s - loss: 0.0049 - mse: 0.0049 - mae: 0.0466 - val_loss: 0.0535 - val_mse: 0.0535 - val_mae: 0.1490
Epoch 30/64
800000/800000 - 9s - loss: 0.0048 - mse: 0.0048 - mae: 0.0461 - val_loss: 0.0535 - val_mse: 0.0535 - val_mae: 0.1490
Epoch 31/64
800000/800000 - 9s - loss: 0.0047 - mse: 0.0047 - mae: 0.0456 - val_loss: 0.0534 - val_mse: 0.0534 - val_mae: 0.1497
Epoch 32/64
800000/800000 - 9s - loss: 0.0046 - mse: 0.0046 - mae: 0.0452 - val_loss: 0.0537 - val_mse: 0.0537 - val_mae: 0.1495
Epoch 33/64
800000/800000 - 9s - loss: 0.0045 - mse: 0.0045 - mae: 0.0446 - val_loss: 0.0532 - val_mse: 0.0532 - val_mae: 0.1499
Epoch 34/64
800000/800000 - 9s - loss: 0.0044 - mse: 0.0044 - mae: 0.0445 - val_loss: 0.0534 - val_mse: 0.0534 - val_mae: 0.1492
Epoch 35/64
800000/800000 - 9s - loss: 0.0043 - mse: 0.0043 - mae: 0.0439 - val_loss: 0.0535 - val_mse: 0.0535 - val_mae: 0.1494
Epoch 36/64
800000/800000 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0435 - val_loss: 0.0536 - val_mse: 0.0536 - val_mae: 0.1496
Epoch 37/64
800000/800000 - 9s - loss: 0.0042 - mse: 0.0042 - mae: 0.0432 - val_loss: 0.0535 - val_mse: 0.0535 - val_mae: 0.1500
Epoch 38/64
800000/800000 - 9s - loss: 0.0041 - mse: 0.0041 - mae: 0.0428 - val_loss: 0.0534 - val_mse: 0.0534 - val_mae: 0.1499
Epoch 39/64
800000/800000 - 9s - loss: 0.0041 - mse: 0.0041 - mae: 0.0426 - val_loss: 0.0543 - val_mse: 0.0543 - val_mae: 0.1494
Epoch 40/64
800000/800000 - 9s - loss: 0.0040 - mse: 0.0040 - mae: 0.0423 - val_loss: 0.0541 - val_mse: 0.0541 - val_mae: 0.1497
Epoch 41/64
800000/800000 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0420 - val_loss: 0.0538 - val_mse: 0.0538 - val_mae: 0.1493
Epoch 42/64
800000/800000 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0416 - val_loss: 0.0543 - val_mse: 0.0543 - val_mae: 0.1508
Epoch 43/64
800000/800000 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0418 - val_loss: 0.0542 - val_mse: 0.0542 - val_mae: 0.1498
Epoch 44/64
800000/800000 - 9s - loss: 0.0039 - mse: 0.0039 - mae: 0.0416 - val_loss: 0.0539 - val_mse: 0.0539 - val_mae: 0.1503
Epoch 45/64
800000/800000 - 9s - loss: 0.0038 - mse: 0.0038 - mae: 0.0410 - val_loss: 0.0543 - val_mse: 0.0543 - val_mae: 0.1499
Epoch 46/64
800000/800000 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0408 - val_loss: 0.0542 - val_mse: 0.0542 - val_mae: 0.1507
Epoch 47/64
800000/800000 - 9s - loss: 0.0037 - mse: 0.0037 - mae: 0.0404 - val_loss: 0.0544 - val_mse: 0.0544 - val_mae: 0.1494
Epoch 48/64
800000/800000 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0402 - val_loss: 0.0546 - val_mse: 0.0546 - val_mae: 0.1496
Epoch 49/64
800000/800000 - 9s - loss: 0.0036 - mse: 0.0036 - mae: 0.0400 - val_loss: 0.0544 - val_mse: 0.0544 - val_mae: 0.1495
Epoch 50/64
800000/800000 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0397 - val_loss: 0.0546 - val_mse: 0.0546 - val_mae: 0.1498
Epoch 51/64
800000/800000 - 9s - loss: 0.0035 - mse: 0.0035 - mae: 0.0395 - val_loss: 0.0543 - val_mse: 0.0543 - val_mae: 0.1509
Epoch 52/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0391 - val_loss: 0.0544 - val_mse: 0.0544 - val_mae: 0.1503
Epoch 53/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0391 - val_loss: 0.0545 - val_mse: 0.0545 - val_mae: 0.1498
Epoch 54/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0389 - val_loss: 0.0547 - val_mse: 0.0547 - val_mae: 0.1516
Epoch 55/64
800000/800000 - 9s - loss: 0.0034 - mse: 0.0034 - mae: 0.0391 - val_loss: 0.0547 - val_mse: 0.0547 - val_mae: 0.1505
Epoch 56/64
800000/800000 - 9s - loss: 0.0033 - mse: 0.0033 - mae: 0.0385 - val_loss: 0.0548 - val_mse: 0.0548 - val_mae: 0.1502
Epoch 57/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0382 - val_loss: 0.0550 - val_mse: 0.0550 - val_mae: 0.1501
Epoch 58/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0381 - val_loss: 0.0545 - val_mse: 0.0545 - val_mae: 0.1499
Epoch 59/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0379 - val_loss: 0.0551 - val_mse: 0.0551 - val_mae: 0.1501
Epoch 60/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0376 - val_loss: 0.0551 - val_mse: 0.0551 - val_mae: 0.1506
Epoch 61/64
800000/800000 - 9s - loss: 0.0032 - mse: 0.0032 - mae: 0.0376 - val_loss: 0.0548 - val_mse: 0.0548 - val_mae: 0.1504
Epoch 62/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0374 - val_loss: 0.0550 - val_mse: 0.0550 - val_mae: 0.1504
Epoch 63/64
800000/800000 - 9s - loss: 0.0031 - mse: 0.0031 - mae: 0.0371 - val_loss: 0.0546 - val_mse: 0.0546 - val_mae: 0.1510
Epoch 64/64
800000/800000 - 9s - loss: 0.0030 - mse: 0.0030 - mae: 0.0368 - val_loss: 0.0547 - val_mse: 0.0547 - val_mae: 0.1511
Model weights successfully saved: ffnn_keras-mg005-be00778-sn003-ep00096-weights-v007.h5
File: z__r_A40-A79__ac-be00778.pkl: 22%|██████████████ | 7/32 [1:05:42<3:54:12, 562.10s/it]Train on 639114 samples, validate on 159779 samples
Epoch 1/64
639114/639114 - 7s - loss: 0.0411 - mse: 0.0411 - mae: 0.1410 - val_loss: 0.0461 - val_mse: 0.0461 - val_mae: 0.1466
Epoch 2/64
639114/639114 - 7s - loss: 0.0275 - mse: 0.0275 - mae: 0.1127 - val_loss: 0.0463 - val_mse: 0.0463 - val_mae: 0.1427
Epoch 3/64
639114/639114 - 7s - loss: 0.0216 - mse: 0.0216 - mae: 0.0986 - val_loss: 0.0462 - val_mse: 0.0462 - val_mae: 0.1449
Epoch 4/64
639114/639114 - 7s - loss: 0.0180 - mse: 0.0180 - mae: 0.0897 - val_loss: 0.0466 - val_mse: 0.0466 - val_mae: 0.1433
Epoch 5/64
639114/639114 - 7s - loss: 0.0156 - mse: 0.0156 - mae: 0.0832 - val_loss: 0.0470 - val_mse: 0.0470 - val_mae: 0.1446
Epoch 6/64
639114/639114 - 7s - loss: 0.0139 - mse: 0.0139 - mae: 0.0785 - val_loss: 0.0471 - val_mse: 0.0471 - val_mae: 0.1416
Epoch 7/64
639114/639114 - 7s - loss: 0.0125 - mse: 0.0125 - mae: 0.0742 - val_loss: 0.0473 - val_mse: 0.0473 - val_mae: 0.1424
Epoch 8/64
639114/639114 - 7s - loss: 0.0114 - mse: 0.0114 - mae: 0.0710 - val_loss: 0.0476 - val_mse: 0.0476 - val_mae: 0.1451
Epoch 9/64
639114/639114 - 7s - loss: 0.0106 - mse: 0.0106 - mae: 0.0685 - val_loss: 0.0474 - val_mse: 0.0474 - val_mae: 0.1411
Epoch 10/64
639114/639114 - 7s - loss: 0.0098 - mse: 0.0098 - mae: 0.0658 - val_loss: 0.0478 - val_mse: 0.0478 - val_mae: 0.1389
Epoch 11/64
639114/639114 - 7s - loss: 0.0092 - mse: 0.0092 - mae: 0.0639 - val_loss: 0.0479 - val_mse: 0.0479 - val_mae: 0.1392
Epoch 12/64
639114/639114 - 7s - loss: 0.0088 - mse: 0.0088 - mae: 0.0622 - val_loss: 0.0475 - val_mse: 0.0475 - val_mae: 0.1419
Epoch 13/64
639114/639114 - 7s - loss: 0.0083 - mse: 0.0083 - mae: 0.0605 - val_loss: 0.0485 - val_mse: 0.0485 - val_mae: 0.1385
Epoch 14/64
639114/639114 - 7s - loss: 0.0078 - mse: 0.0078 - mae: 0.0589 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1398
Epoch 15/64
639114/639114 - 7s - loss: 0.0076 - mse: 0.0076 - mae: 0.0579 - val_loss: 0.0476 - val_mse: 0.0476 - val_mae: 0.1398
Epoch 16/64
639114/639114 - 7s - loss: 0.0073 - mse: 0.0073 - mae: 0.0566 - val_loss: 0.0476 - val_mse: 0.0476 - val_mae: 0.1417
Epoch 17/64
639114/639114 - 7s - loss: 0.0070 - mse: 0.0070 - mae: 0.0558 - val_loss: 0.0480 - val_mse: 0.0480 - val_mae: 0.1393
Epoch 18/64
639114/639114 - 7s - loss: 0.0067 - mse: 0.0067 - mae: 0.0546 - val_loss: 0.0477 - val_mse: 0.0477 - val_mae: 0.1399
Epoch 19/64
639114/639114 - 7s - loss: 0.0065 - mse: 0.0065 - mae: 0.0537 - val_loss: 0.0479 - val_mse: 0.0479 - val_mae: 0.1400
Epoch 20/64
639114/639114 - 7s - loss: 0.0063 - mse: 0.0063 - mae: 0.0528 - val_loss: 0.0474 - val_mse: 0.0474 - val_mae: 0.1417
Epoch 21/64