2022-10-04_11-51-10: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR283TME/fold_4/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr4', 'chr5', 'chr6', 'chr8', 'chr9', 'chr11', 'chr12', 'chr14', 'chr15', 'chr16', 'chr20', 'chr22', 'chrY', 'chr10', 'chr18'] Number of peaks input: 162679 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 162679 Number of peaks input: 37321 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 37321 Number of non peaks input: 154623 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 154623 Number of non peaks input: 45376 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 45376 Number of peaks after removing outliers: 160889 Number of nonpeaks after removing outliers: 136614 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ Predicting within adjust counts 1/4270 [..............................] - ETA: 8:23:39 12/4270 [..............................] - ETA: 20s  22/4270 [..............................] - ETA: 21s 33/4270 [..............................] - ETA: 20s 44/4270 [..............................] - ETA: 20s 56/4270 [..............................] - ETA: 20s 67/4270 [..............................] - ETA: 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4191/4270 [============================>.] - ETA: 0s 4203/4270 [============================>.] - ETA: 0s 4214/4270 [============================>.] - ETA: 0s 4226/4270 [============================>.] - ETA: 0s 4237/4270 [============================>.] - ETA: 0s 4249/4270 [============================>.] - ETA: 0s 4261/4270 [============================>.] - ETA: 0s 4270/4270 [==============================] - ETA: 0s 4270/4270 [==============================] - 26s 5ms/step 2022-10-04_11-56-40: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '13.7', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(144850, 10) loading nonpeaks... got split:train for bed regions:(125658, 10) loading peaks... got split:valid for bed regions:(16039, 10) loading nonpeaks... got split:valid for bed regions:(10956, 10) Epoch 1/50 1/2490 [..............................] - ETA: 4:13:44 - loss: 614.9432 - logits_profile_predictions_loss: 601.0916 - logcount_predictions_loss: 1.0111 2/2490 [..............................] - ETA: 5:47 - loss: 667.5001 - logits_profile_predictions_loss: 651.2698 - logcount_predictions_loss: 1.1847  3/2490 [..............................] - ETA: 5:47 - loss: 1540.9073 - logits_profile_predictions_loss: 665.6812 - logcount_predictions_loss: 63.8851 4/2490 [..............................] - ETA: 5:46 - loss: 1819.3348 - logits_profile_predictions_loss: 675.1629 - logcount_predictions_loss: 83.5162 5/2490 [..............................] - ETA: 5:46 - loss: 1906.8976 - logits_profile_predictions_loss: 678.6162 - logcount_predictions_loss: 89.6556 6/2490 [..............................] - ETA: 5:45 - loss: 1921.9072 - logits_profile_predictions_loss: 680.4231 - logcount_predictions_loss: 90.6193 7/2490 [..............................] - ETA: 5:45 - loss: 1904.0080 - logits_profile_predictions_loss: 679.4293 - logcount_predictions_loss: 89.3853 8/2490 [..............................] - ETA: 5:45 - loss: 1873.4179 - logits_profile_predictions_loss: 678.7399 - logcount_predictions_loss: 87.2028 9/2490 [..............................] - ETA: 5:44 - loss: 1836.9547 - logits_profile_predictions_loss: 677.4692 - logcount_predictions_loss: 84.6340 10/2490 [..............................] - ETA: 5:44 - loss: 1798.1461 - logits_profile_predictions_loss: 675.4278 - logcount_predictions_loss: 81.9503 11/2490 [..............................] - ETA: 5:44 - loss: 1760.7287 - logits_profile_predictions_loss: 674.4365 - logcount_predictions_loss: 79.2914 12/2490 [..............................] - ETA: 5:44 - loss: 1724.3018 - logits_profile_predictions_loss: 673.2564 - logcount_predictions_loss: 76.7186 13/2490 [..............................] - ETA: 5:44 - loss: 1688.8142 - logits_profile_predictions_loss: 671.4453 - logcount_predictions_loss: 74.2605 14/2490 [..............................] - ETA: 5:44 - loss: 1656.8337 - logits_profile_predictions_loss: 671.2772 - logcount_predictions_loss: 71.9384 15/2490 [..............................] - ETA: 5:43 - loss: 1626.1549 - logits_profile_predictions_loss: 670.6483 - logcount_predictions_loss: 69.7450 16/2490 [..............................] - ETA: 5:43 - loss: 1596.9644 - logits_profile_predictions_loss: 669.7787 - logcount_predictions_loss: 67.6778 17/2490 [..............................] - ETA: 5:43 - loss: 1569.9142 - logits_profile_predictions_loss: 669.3619 - logcount_predictions_loss: 65.7337 18/2490 [..............................] - ETA: 5:43 - loss: 1544.5062 - logits_profile_predictions_loss: 669.0298 - logcount_predictions_loss: 63.9034 19/2490 [..............................] - ETA: 5:43 - loss: 1520.5691 - logits_profile_predictions_loss: 668.7120 - logcount_predictions_loss: 62.1794 20/2490 [..............................] - ETA: 5:43 - loss: 1498.1173 - logits_profile_predictions_loss: 668.5292 - logcount_predictions_loss: 60.5539 21/2490 [..............................] - ETA: 5:42 - loss: 1476.8402 - logits_profile_predictions_loss: 668.2825 - logcount_predictions_loss: 59.0188 22/2490 [..............................] - ETA: 5:42 - loss: 1456.7886 - logits_profile_predictions_loss: 668.1031 - logcount_predictions_loss: 57.5683 23/2490 [..............................] - ETA: 5:42 - loss: 1437.7482 - logits_profile_predictions_loss: 667.8747 - logcount_predictions_loss: 56.1951 24/2490 [..............................] - ETA: 5:42 - loss: 1419.8397 - logits_profile_predictions_loss: 667.7892 - logcount_predictions_loss: 54.8942 25/2490 [..............................] - ETA: 5:42 - loss: 1402.7864 - logits_profile_predictions_loss: 667.6517 - logcount_predictions_loss: 53.6595 26/2490 [..............................] - ETA: 5:42 - loss: 1386.5052 - logits_profile_predictions_loss: 667.4433 - logcount_predictions_loss: 52.4863 27/2490 [..............................] - ETA: 5:42 - loss: 1370.9082 - logits_profile_predictions_loss: 667.1433 - logcount_predictions_loss: 51.3697 28/2490 [..............................] - ETA: 5:42 - loss: 1356.0164 - logits_profile_predictions_loss: 666.8236 - logcount_predictions_loss: 50.3060 29/2490 [..............................] - ETA: 5:41 - loss: 1341.8852 - logits_profile_predictions_loss: 666.5849 - logcount_predictions_loss: 49.2920 30/2490 [..............................] - ETA: 5:41 - loss: 1328.2837 - logits_profile_predictions_loss: 666.2541 - logcount_predictions_loss: 48.3233 31/2490 [..............................] - ETA: 5:41 - loss: 1315.2769 - logits_profile_predictions_loss: 665.9304 - logcount_predictions_loss: 47.3976 32/2490 [..............................] - ETA: 5:41 - loss: 1302.7895 - logits_profile_predictions_loss: 665.5807 - logcount_predictions_loss: 46.5116 33/2490 [..............................] - ETA: 5:41 - loss: 1290.7735 - logits_profile_predictions_loss: 665.1919 - logcount_predictions_loss: 45.6629 34/2490 [..............................] - ETA: 5:41 - loss: 1279.2683 - logits_profile_predictions_loss: 664.8321 - logcount_predictions_loss: 44.8494 35/2490 [..............................] - ETA: 5:41 - loss: 1268.2896 - logits_profile_predictions_loss: 664.5442 - logcount_predictions_loss: 44.0690 36/2490 [..............................] - ETA: 5:40 - loss: 1257.7598 - logits_profile_predictions_loss: 664.2816 - logcount_predictions_loss: 43.3196 37/2490 [..............................] - ETA: 5:40 - loss: 1247.6308 - logits_profile_predictions_loss: 664.0219 - logcount_predictions_loss: 42.5992 38/2490 [..............................] - ETA: 5:40 - loss: 1237.8613 - logits_profile_predictions_loss: 663.7480 - logcount_predictions_loss: 41.9061 39/2490 [..............................] - ETA: 5:40 - loss: 1228.3509 - logits_profile_predictions_loss: 663.3851 - logcount_predictions_loss: 41.2384 40/2490 [..............................] - ETA: 5:40 - loss: 1219.2773 - logits_profile_predictions_loss: 663.1224 - logcount_predictions_loss: 40.5952 41/2490 [..............................] - ETA: 5:40 - loss: 1210.4860 - logits_profile_predictions_loss: 662.8292 - logcount_predictions_loss: 39.9749 42/2490 [..............................] - ETA: 5:40 - loss: 1202.0486 - logits_profile_predictions_loss: 662.5913 - logcount_predictions_loss: 39.3764 43/2490 [..............................] - ETA: 5:39 - loss: 1193.9488 - logits_profile_predictions_loss: 662.4064 - logcount_predictions_loss: 38.7987 44/2490 [..............................] - ETA: 5:39 - loss: 1186.0429 - logits_profile_predictions_loss: 662.1519 - logcount_predictions_loss: 38.2402 45/2490 [..............................] - ETA: 5:39 - loss: 1178.4268 - logits_profile_predictions_loss: 661.9321 - logcount_predictions_loss: 37.7003 46/2490 [..............................] - ETA: 5:39 - loss: 1171.0718 - logits_profile_predictions_loss: 661.7322 - logcount_predictions_loss: 37.1781 47/2490 [..............................] - ETA: 5:39 - loss: 1163.9659 - logits_profile_predictions_loss: 661.5524 - logcount_predictions_loss: 36.6725 48/2490 [..............................] - ETA: 5:39 - loss: 1157.1005 - logits_profile_predictions_loss: 661.3944 - logcount_predictions_loss: 36.1829 49/2490 [..............................] - ETA: 5:39 - loss: 1150.4260 - logits_profile_predictions_loss: 661.2210 - logcount_predictions_loss: 35.7084 50/2490 [..............................] - ETA: 5:38 - loss: 1143.9859 - logits_profile_predictions_loss: 661.0827 - logcount_predictions_loss: 35.2484 51/2490 [..............................] - ETA: 5:38 - loss: 1137.7322 - logits_profile_predictions_loss: 660.9432 - logcount_predictions_loss: 34.8021 52/2490 [..............................] - ETA: 5:38 - loss: 1131.6476 - logits_profile_predictions_loss: 660.7942 - logcount_predictions_loss: 34.3689 53/2490 [..............................] - ETA: 5:38 - loss: 1125.7362 - logits_profile_predictions_loss: 660.6476 - logcount_predictions_loss: 33.9481 54/2490 [..............................] - ETA: 5:38 - loss: 1119.9925 - logits_profile_predictions_loss: 660.5045 - logcount_predictions_loss: 33.5393 55/2490 [..............................] - ETA: 5:38 - loss: 1114.4148 - logits_profile_predictions_loss: 660.3712 - logcount_predictions_loss: 33.1419 56/2490 [..............................] - ETA: 5:38 - loss: 1109.0014 - logits_profile_predictions_loss: 660.2519 - logcount_predictions_loss: 32.7554 57/2490 [..............................] - ETA: 5:37 - loss: 1103.7756 - logits_profile_predictions_loss: 660.1748 - logcount_predictions_loss: 32.3796 58/2490 [..............................] - ETA: 5:37 - loss: 1098.6610 - logits_profile_predictions_loss: 660.0730 - logcount_predictions_loss: 32.0137 59/2490 [..............................] - ETA: 5:37 - loss: 1093.6827 - logits_profile_predictions_loss: 659.9758 - logcount_predictions_loss: 31.6574 60/2490 [..............................] - ETA: 5:37 - loss: 1088.8367 - logits_profile_predictions_loss: 659.8840 - logcount_predictions_loss: 31.3104 61/2490 [..............................] - ETA: 5:37 - loss: 1084.0958 - logits_profile_predictions_loss: 659.7778 - logcount_predictions_loss: 30.9721 62/2490 [..............................] - ETA: 5:37 - loss: 1079.4648 - logits_profile_predictions_loss: 659.6652 - logcount_predictions_loss: 30.6423 63/2490 [..............................] - ETA: 5:37 - loss: 1074.9634 - logits_profile_predictions_loss: 659.5697 - logcount_predictions_loss: 30.3207 64/2490 [..............................] - ETA: 5:36 - loss: 1070.5419 - logits_profile_predictions_loss: 659.4478 - logcount_predictions_loss: 30.0069 65/2490 [..............................] - ETA: 5:36 - loss: 1066.2125 - logits_profile_predictions_loss: 659.3151 - logcount_predictions_loss: 29.7005 66/2490 [..............................] - ETA: 5:36 - loss: 1061.9565 - logits_profile_predictions_loss: 659.1577 - logcount_predictions_loss: 29.4014 67/2490 [..............................] - ETA: 5:36 - loss: 1057.7746 - logits_profile_predictions_loss: 658.9797 - logcount_predictions_loss: 29.1091 68/2490 [..............................] - ETA: 5:36 - loss: 1053.6785 - logits_profile_predictions_loss: 658.7956 - logcount_predictions_loss: 28.8236 69/2490 [..............................] - ETA: 5:36 - loss: 1049.6645 - logits_profile_predictions_loss: 658.6049 - logcount_predictions_loss: 28.5445 70/2490 [..............................] - ETA: 5:36 - loss: 1045.7150 - logits_profile_predictions_loss: 658.3937 - logcount_predictions_loss: 28.2716 71/2490 [..............................] - ETA: 5:35 - loss: 1041.8528 - logits_profile_predictions_loss: 658.1864 - logcount_predictions_loss: 28.0048 72/2490 [..............................] - ETA: 5:35 - loss: 1038.0771 - logits_profile_predictions_loss: 657.9849 - logcount_predictions_loss: 27.7439 73/2490 [..............................] - ETA: 5:35 - loss: 1034.3960 - logits_profile_predictions_loss: 657.7995 - logcount_predictions_loss: 27.4888 74/2490 [..............................] - ETA: 5:35 - loss: 1030.8064 - logits_profile_predictions_loss: 657.6299 - logcount_predictions_loss: 27.2392 75/2490 [..............................] - ETA: 5:35 - loss: 1027.2918 - logits_profile_predictions_loss: 657.4629 - logcount_predictions_loss: 26.9948 76/2490 [..............................] - ETA: 5:35 - loss: 1023.8497 - logits_profile_predictions_loss: 657.2984 - logcount_predictions_loss: 26.7556 77/2490 [..............................] - ETA: 5:35 - loss: 1020.4782 - logits_profile_predictions_loss: 657.1367 - logcount_predictions_loss: 26.5213 78/2490 [..............................] - ETA: 5:34 - loss: 1017.1484 - logits_profile_predictions_loss: 656.9524 - logcount_predictions_loss: 26.2917 79/2490 [..............................] - ETA: 5:34 - loss: 1013.8602 - logits_profile_predictions_loss: 656.7475 - logcount_predictions_loss: 26.0666 80/2490 [..............................] - ETA: 5:34 - loss: 1010.6290 - logits_profile_predictions_loss: 656.5382 - logcount_predictions_loss: 25.8460 81/2490 [..............................] - ETA: 5:34 - loss: 1007.4519 - logits_profile_predictions_loss: 656.3237 - logcount_predictions_loss: 25.6298 82/2490 [..............................] - ETA: 5:34 - loss: 1004.3463 - logits_profile_predictions_loss: 656.1222 - logcount_predictions_loss: 25.4178 83/2490 [>.............................] - ETA: 5:34 - loss: 1001.2910 - logits_profile_predictions_loss: 655.9150 - logcount_predictions_loss: 25.2099 84/2490 [>.............................] - ETA: 5:34 - loss: 998.2989 - logits_profile_predictions_loss: 655.7160 - logcount_predictions_loss: 25.0060  85/2490 [>.............................] - ETA: 5:33 - loss: 995.3619 - logits_profile_predictions_loss: 655.5191 - logcount_predictions_loss: 24.8060 86/2490 [>.............................] - ETA: 5:33 - loss: 992.4853 - logits_profile_predictions_loss: 655.3310 - logcount_predictions_loss: 24.6098 87/2490 [>.............................] - ETA: 5:33 - loss: 989.6757 - logits_profile_predictions_loss: 655.1587 - logcount_predictions_loss: 24.4173 88/2490 [>.............................] - ETA: 5:33 - loss: 986.9116 - logits_profile_predictions_loss: 654.9840 - logcount_predictions_loss: 24.2283 89/2490 [>.............................] - ETA: 5:33 - loss: 984.1893 - logits_profile_predictions_loss: 654.8042 - logcount_predictions_loss: 24.0427 90/2490 [>.............................] - ETA: 5:33 - loss: 981.5284 - logits_profile_predictions_loss: 654.6397 - logcount_predictions_loss: 23.8605 91/2490 [>.............................] - ETA: 5:33 - loss: 978.9246 - logits_profile_predictions_loss: 654.4873 - logcount_predictions_loss: 23.6815 92/2490 [>.............................] - ETA: 5:32 - loss: 976.3666 - logits_profile_predictions_loss: 654.3375 - logcount_predictions_loss: 23.5058 93/2490 [>.............................] - ETA: 5:32 - loss: 973.8525 - logits_profile_predictions_loss: 654.1896 - logcount_predictions_loss: 23.3330 94/2490 [>.............................] - ETA: 5:32 - loss: 971.3981 - logits_profile_predictions_loss: 654.0598 - logcount_predictions_loss: 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logits_profile_predictions_loss: 653.2578 - logcount_predictions_loss: 22.0531 102/2490 [>.............................] - ETA: 5:31 - loss: 953.2454 - logits_profile_predictions_loss: 653.1511 - logcount_predictions_loss: 21.9047 103/2490 [>.............................] - ETA: 5:31 - loss: 951.1463 - logits_profile_predictions_loss: 653.0524 - logcount_predictions_loss: 21.7587 104/2490 [>.............................] - ETA: 5:31 - loss: 949.0843 - logits_profile_predictions_loss: 652.9586 - logcount_predictions_loss: 21.6150 105/2490 [>.............................] - ETA: 5:31 - loss: 947.0803 - logits_profile_predictions_loss: 652.8909 - logcount_predictions_loss: 21.4737 106/2490 [>.............................] - ETA: 5:30 - loss: 945.1074 - logits_profile_predictions_loss: 652.8244 - logcount_predictions_loss: 21.3345 107/2490 [>.............................] - ETA: 5:30 - loss: 943.1567 - logits_profile_predictions_loss: 652.7513 - logcount_predictions_loss: 21.1975 108/2490 [>.............................] - ETA: 5:30 - loss: 941.2305 - logits_profile_predictions_loss: 652.6743 - logcount_predictions_loss: 21.0625 109/2490 [>.............................] - ETA: 5:30 - loss: 939.3562 - logits_profile_predictions_loss: 652.6202 - logcount_predictions_loss: 20.9296 110/2490 [>.............................] - ETA: 5:30 - loss: 937.5064 - logits_profile_predictions_loss: 652.5635 - logcount_predictions_loss: 20.7987 111/2490 [>.............................] - ETA: 5:30 - loss: 935.6856 - logits_profile_predictions_loss: 652.5091 - logcount_predictions_loss: 20.6698 112/2490 [>.............................] - ETA: 5:30 - loss: 933.8850 - logits_profile_predictions_loss: 652.4494 - logcount_predictions_loss: 20.5427 113/2490 [>.............................] - ETA: 5:30 - loss: 932.1027 - logits_profile_predictions_loss: 652.3830 - logcount_predictions_loss: 20.4175 114/2490 [>.............................] - ETA: 5:29 - loss: 930.3447 - logits_profile_predictions_loss: 652.3161 - logcount_predictions_loss: 20.2940 115/2490 [>.............................] - ETA: 5:29 - loss: 928.5991 - logits_profile_predictions_loss: 652.2381 - logcount_predictions_loss: 20.1723 116/2490 [>.............................] - ETA: 5:29 - loss: 926.8768 - logits_profile_predictions_loss: 652.1598 - logcount_predictions_loss: 20.0523 117/2490 [>.............................] - ETA: 5:29 - loss: 925.1755 - logits_profile_predictions_loss: 652.0795 - logcount_predictions_loss: 19.9340 118/2490 [>.............................] - ETA: 5:29 - loss: 923.5019 - logits_profile_predictions_loss: 652.0038 - logcount_predictions_loss: 19.8174 119/2490 [>.............................] - ETA: 5:29 - loss: 921.8505 - logits_profile_predictions_loss: 651.9282 - logcount_predictions_loss: 19.7024 120/2490 [>.............................] - ETA: 5:29 - loss: 920.2275 - logits_profile_predictions_loss: 651.8588 - logcount_predictions_loss: 19.5889 121/2490 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logits_profile_predictions_loss: 644.8601 - logcount_predictions_loss: 9.6431 336/2490 [===>..........................] - ETA: 4:59 - loss: 776.6787 - logits_profile_predictions_loss: 644.8362 - logcount_predictions_loss: 9.6235 337/2490 [===>..........................] - ETA: 4:59 - loss: 776.3883 - logits_profile_predictions_loss: 644.8122 - logcount_predictions_loss: 9.6041 338/2490 [===>..........................] - ETA: 4:58 - loss: 776.0996 - logits_profile_predictions_loss: 644.7883 - logcount_predictions_loss: 9.5848 339/2490 [===>..........................] - ETA: 4:58 - loss: 775.8137 - logits_profile_predictions_loss: 644.7658 - logcount_predictions_loss: 9.5655 340/2490 [===>..........................] - ETA: 4:58 - loss: 775.5285 - logits_profile_predictions_loss: 644.7427 - logcount_predictions_loss: 9.5464 341/2490 [===>..........................] - ETA: 4:58 - loss: 775.2437 - logits_profile_predictions_loss: 644.7188 - logcount_predictions_loss: 9.5274 342/2490 [===>..........................] - ETA: 4:58 - loss: 774.9601 - logits_profile_predictions_loss: 644.6947 - logcount_predictions_loss: 9.5084 343/2490 [===>..........................] - ETA: 4:58 - loss: 774.6782 - logits_profile_predictions_loss: 644.6710 - logcount_predictions_loss: 9.4896 344/2490 [===>..........................] - ETA: 4:58 - loss: 774.3970 - logits_profile_predictions_loss: 644.6467 - logcount_predictions_loss: 9.4708 345/2490 [===>..........................] - ETA: 4:57 - loss: 774.1172 - logits_profile_predictions_loss: 644.6226 - logcount_predictions_loss: 9.4522 346/2490 [===>..........................] - ETA: 4:57 - loss: 773.8379 - logits_profile_predictions_loss: 644.5977 - logcount_predictions_loss: 9.4336 347/2490 [===>..........................] - ETA: 4:57 - loss: 773.5595 - logits_profile_predictions_loss: 644.5724 - logcount_predictions_loss: 9.4151 348/2490 [===>..........................] - ETA: 4:57 - loss: 773.2825 - 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[===>..........................] - ETA: 4:56 - loss: 771.3707 - logits_profile_predictions_loss: 644.3644 - logcount_predictions_loss: 9.2705 356/2490 [===>..........................] - ETA: 4:56 - loss: 771.1038 - logits_profile_predictions_loss: 644.3395 - logcount_predictions_loss: 9.2529 357/2490 [===>..........................] - ETA: 4:56 - loss: 770.8374 - logits_profile_predictions_loss: 644.3140 - logcount_predictions_loss: 9.2353 358/2490 [===>..........................] - ETA: 4:56 - loss: 770.5722 - logits_profile_predictions_loss: 644.2886 - logcount_predictions_loss: 9.2178 359/2490 [===>..........................] - ETA: 4:56 - loss: 770.3084 - logits_profile_predictions_loss: 644.2634 - logcount_predictions_loss: 9.2004 360/2490 [===>..........................] - ETA: 4:55 - loss: 770.0454 - logits_profile_predictions_loss: 644.2378 - logcount_predictions_loss: 9.1830 361/2490 [===>..........................] - ETA: 4:55 - loss: 769.7834 - logits_profile_predictions_loss: 644.2121 - logcount_predictions_loss: 9.1658 362/2490 [===>..........................] - ETA: 4:55 - loss: 769.5223 - logits_profile_predictions_loss: 644.1862 - logcount_predictions_loss: 9.1486 363/2490 [===>..........................] - ETA: 4:55 - loss: 769.2622 - logits_profile_predictions_loss: 644.1602 - logcount_predictions_loss: 9.1315 364/2490 [===>..........................] - ETA: 4:55 - loss: 769.0034 - logits_profile_predictions_loss: 644.1344 - logcount_predictions_loss: 9.1145 365/2490 [===>..........................] - ETA: 4:55 - loss: 768.7458 - logits_profile_predictions_loss: 644.1085 - logcount_predictions_loss: 9.0976 366/2490 [===>..........................] - ETA: 4:55 - loss: 768.4891 - logits_profile_predictions_loss: 644.0826 - logcount_predictions_loss: 9.0808 367/2490 [===>..........................] - ETA: 4:54 - loss: 768.2331 - logits_profile_predictions_loss: 644.0562 - logcount_predictions_loss: 9.0640 368/2490 [===>..........................] - ETA: 4:54 - loss: 767.9789 - logits_profile_predictions_loss: 644.0306 - logcount_predictions_loss: 9.0473 369/2490 [===>..........................] - ETA: 4:54 - loss: 767.7255 - logits_profile_predictions_loss: 644.0047 - logcount_predictions_loss: 9.0307 370/2490 [===>..........................] - ETA: 4:54 - loss: 767.4733 - logits_profile_predictions_loss: 643.9789 - logcount_predictions_loss: 9.0142 371/2490 [===>..........................] - ETA: 4:54 - loss: 767.2222 - logits_profile_predictions_loss: 643.9531 - logcount_predictions_loss: 8.9977 372/2490 [===>..........................] - ETA: 4:54 - loss: 766.9726 - logits_profile_predictions_loss: 643.9277 - logcount_predictions_loss: 8.9814 373/2490 [===>..........................] - ETA: 4:54 - loss: 766.7238 - logits_profile_predictions_loss: 643.9022 - logcount_predictions_loss: 8.9651 374/2490 [===>..........................] - ETA: 4:53 - loss: 766.4750 - logits_profile_predictions_loss: 643.8757 - logcount_predictions_loss: 8.9488 375/2490 [===>..........................] - ETA: 4:53 - loss: 766.2270 - logits_profile_predictions_loss: 643.8489 - logcount_predictions_loss: 8.9327 376/2490 [===>..........................] - ETA: 4:53 - loss: 765.9801 - logits_profile_predictions_loss: 643.8222 - logcount_predictions_loss: 8.9166 377/2490 [===>..........................] - ETA: 4:53 - loss: 765.7348 - logits_profile_predictions_loss: 643.7960 - logcount_predictions_loss: 8.9006 378/2490 [===>..........................] - ETA: 4:53 - loss: 765.4894 - logits_profile_predictions_loss: 643.7688 - logcount_predictions_loss: 8.8847 379/2490 [===>..........................] - ETA: 4:53 - loss: 765.2449 - logits_profile_predictions_loss: 643.7415 - logcount_predictions_loss: 8.8688 380/2490 [===>..........................] - ETA: 4:53 - loss: 765.0018 - logits_profile_predictions_loss: 643.7147 - logcount_predictions_loss: 8.8531 381/2490 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logits_profile_predictions_loss: 643.5290 - logcount_predictions_loss: 8.7446 388/2490 [===>..........................] - ETA: 4:51 - loss: 763.0960 - logits_profile_predictions_loss: 643.5033 - logcount_predictions_loss: 8.7294 389/2490 [===>..........................] - ETA: 4:51 - loss: 762.8626 - logits_profile_predictions_loss: 643.4773 - logcount_predictions_loss: 8.7142 390/2490 [===>..........................] - ETA: 4:51 - loss: 762.6301 - logits_profile_predictions_loss: 643.4514 - logcount_predictions_loss: 8.6992 391/2490 [===>..........................] - ETA: 4:51 - loss: 762.3985 - logits_profile_predictions_loss: 643.4255 - logcount_predictions_loss: 8.6842 392/2490 [===>..........................] - ETA: 4:51 - loss: 762.1689 - logits_profile_predictions_loss: 643.4005 - logcount_predictions_loss: 8.6692 393/2490 [===>..........................] - ETA: 4:51 - loss: 761.9402 - logits_profile_predictions_loss: 643.3756 - logcount_predictions_loss: 8.6543 394/2490 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[=====>........................] - ETA: 4:36 - loss: 742.4027 - logits_profile_predictions_loss: 641.1562 - logcount_predictions_loss: 7.3903 499/2490 [=====>........................] - ETA: 4:36 - loss: 742.2513 - logits_profile_predictions_loss: 641.1384 - logcount_predictions_loss: 7.3805 500/2490 [=====>........................] - ETA: 4:36 - loss: 742.1001 - logits_profile_predictions_loss: 641.1205 - logcount_predictions_loss: 7.3708 501/2490 [=====>........................] - ETA: 4:36 - loss: 741.9497 - logits_profile_predictions_loss: 641.1029 - logcount_predictions_loss: 7.3611 502/2490 [=====>........................] - ETA: 4:36 - loss: 741.8008 - logits_profile_predictions_loss: 641.0863 - logcount_predictions_loss: 7.3514 503/2490 [=====>........................] - ETA: 4:35 - loss: 741.6521 - logits_profile_predictions_loss: 641.0693 - logcount_predictions_loss: 7.3418 504/2490 [=====>........................] - ETA: 4:35 - loss: 741.5037 - 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[=====>........................] - ETA: 4:34 - loss: 740.4759 - logits_profile_predictions_loss: 640.9314 - logcount_predictions_loss: 7.2660 512/2490 [=====>........................] - ETA: 4:34 - loss: 740.3309 - logits_profile_predictions_loss: 640.9142 - logcount_predictions_loss: 7.2567 513/2490 [=====>........................] - ETA: 4:34 - loss: 740.1865 - logits_profile_predictions_loss: 640.8971 - logcount_predictions_loss: 7.2474 514/2490 [=====>........................] - ETA: 4:34 - loss: 740.0426 - logits_profile_predictions_loss: 640.8801 - logcount_predictions_loss: 7.2381 515/2490 [=====>........................] - ETA: 4:34 - loss: 739.8993 - logits_profile_predictions_loss: 640.8632 - logcount_predictions_loss: 7.2289 516/2490 [=====>........................] - ETA: 4:34 - loss: 739.7564 - logits_profile_predictions_loss: 640.8464 - logcount_predictions_loss: 7.2197 517/2490 [=====>........................] - ETA: 4:34 - loss: 739.6139 - 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[=====>........................] - ETA: 4:33 - loss: 738.6326 - logits_profile_predictions_loss: 640.7153 - logcount_predictions_loss: 7.1473 525/2490 [=====>........................] - ETA: 4:32 - loss: 738.4945 - logits_profile_predictions_loss: 640.6993 - logcount_predictions_loss: 7.1383 526/2490 [=====>........................] - ETA: 4:32 - loss: 738.3569 - logits_profile_predictions_loss: 640.6835 - logcount_predictions_loss: 7.1294 527/2490 [=====>........................] - ETA: 4:32 - loss: 738.2205 - logits_profile_predictions_loss: 640.6684 - logcount_predictions_loss: 7.1206 528/2490 [=====>........................] - ETA: 4:32 - loss: 738.0843 - logits_profile_predictions_loss: 640.6531 - logcount_predictions_loss: 7.1118 529/2490 [=====>........................] - ETA: 4:32 - loss: 737.9484 - logits_profile_predictions_loss: 640.6378 - logcount_predictions_loss: 7.1030 530/2490 [=====>........................] - ETA: 4:32 - loss: 737.8129 - 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[============================>.] - ETA: 4s - loss: 664.7735 - logits_profile_predictions_loss: 625.2112 - logcount_predictions_loss: 2.8878 2456/2490 [============================>.] - ETA: 4s - loss: 664.7601 - logits_profile_predictions_loss: 625.2069 - logcount_predictions_loss: 2.8871 2457/2490 [============================>.] - ETA: 4s - loss: 664.7467 - logits_profile_predictions_loss: 625.2026 - logcount_predictions_loss: 2.8864 2458/2490 [============================>.] - ETA: 4s - loss: 664.7334 - logits_profile_predictions_loss: 625.1984 - logcount_predictions_loss: 2.8858 2459/2490 [============================>.] - ETA: 4s - loss: 664.7201 - logits_profile_predictions_loss: 625.1942 - logcount_predictions_loss: 2.8851 2460/2490 [============================>.] - ETA: 4s - loss: 664.7068 - logits_profile_predictions_loss: 625.1899 - logcount_predictions_loss: 2.8844 2461/2490 [============================>.] - ETA: 4s - loss: 664.6935 - logits_profile_predictions_loss: 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2475/2490 [============================>.] - ETA: 2s - loss: 664.5079 - logits_profile_predictions_loss: 625.1266 - logcount_predictions_loss: 2.8746 2476/2490 [============================>.] - ETA: 1s - loss: 664.4947 - logits_profile_predictions_loss: 625.1223 - logcount_predictions_loss: 2.8739 2477/2490 [============================>.] - ETA: 1s - loss: 664.4815 - logits_profile_predictions_loss: 625.1181 - logcount_predictions_loss: 2.8732 2478/2490 [============================>.] - ETA: 1s - loss: 664.4684 - logits_profile_predictions_loss: 625.1139 - logcount_predictions_loss: 2.8726 2479/2490 [============================>.] - ETA: 1s - loss: 664.4552 - logits_profile_predictions_loss: 625.1098 - logcount_predictions_loss: 2.8719 2480/2490 [============================>.] - ETA: 1s - loss: 664.4421 - logits_profile_predictions_loss: 625.1056 - logcount_predictions_loss: 2.8713 2481/2490 [============================>.] - ETA: 1s - loss: 664.4289 - 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[============================>.] - ETA: 0s - loss: 664.3370 - logits_profile_predictions_loss: 625.0721 - logcount_predictions_loss: 2.8661 2489/2490 [============================>.] - ETA: 0s - loss: 664.3239 - logits_profile_predictions_loss: 625.0679 - logcount_predictions_loss: 2.8654 2490/2490 [==============================] - ETA: 0s - loss: 664.3107 - logits_profile_predictions_loss: 625.0637 - logcount_predictions_loss: 2.8648 2490/2490 [==============================] - 373s 147ms/step - loss: 664.2976 - logits_profile_predictions_loss: 625.0595 - logcount_predictions_loss: 2.8641 - val_loss: 566.7471 - val_logits_profile_predictions_loss: 561.0797 - val_logcount_predictions_loss: 0.4137 Epoch 00001: val_loss improved from inf to 566.74713, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 2/50 1/2490 [..............................] - ETA: 7:04 - loss: 643.4372 - 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[..............................] - ETA: 5:47 - loss: 641.5423 - logits_profile_predictions_loss: 636.9450 - logcount_predictions_loss: 0.3356 9/2490 [..............................] - ETA: 5:47 - loss: 639.6443 - logits_profile_predictions_loss: 634.9880 - logcount_predictions_loss: 0.3399 10/2490 [..............................] - ETA: 5:47 - loss: 636.6001 - logits_profile_predictions_loss: 631.8932 - logcount_predictions_loss: 0.3436 11/2490 [..............................] - ETA: 5:47 - loss: 633.9452 - logits_profile_predictions_loss: 629.1991 - logcount_predictions_loss: 0.3464 12/2490 [..............................] - ETA: 5:47 - loss: 631.0684 - logits_profile_predictions_loss: 626.2826 - logcount_predictions_loss: 0.3493 13/2490 [..............................] - ETA: 5:46 - loss: 629.3248 - logits_profile_predictions_loss: 624.4880 - logcount_predictions_loss: 0.3531 14/2490 [..............................] - ETA: 5:46 - loss: 628.2648 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:42 - loss: 616.3709 - logits_profile_predictions_loss: 610.9865 - logcount_predictions_loss: 0.3930 42/2490 [..............................] - ETA: 5:42 - loss: 616.2371 - logits_profile_predictions_loss: 610.8495 - logcount_predictions_loss: 0.3933 43/2490 [..............................] - ETA: 5:42 - loss: 616.1061 - logits_profile_predictions_loss: 610.7159 - logcount_predictions_loss: 0.3935 44/2490 [..............................] - ETA: 5:42 - loss: 615.9443 - logits_profile_predictions_loss: 610.5521 - logcount_predictions_loss: 0.3936 45/2490 [..............................] - ETA: 5:42 - loss: 615.7957 - logits_profile_predictions_loss: 610.4016 - logcount_predictions_loss: 0.3937 46/2490 [..............................] - ETA: 5:41 - loss: 615.6700 - logits_profile_predictions_loss: 610.2729 - logcount_predictions_loss: 0.3940 47/2490 [..............................] - ETA: 5:41 - loss: 615.6078 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:37 - loss: 614.6216 - logits_profile_predictions_loss: 609.1930 - logcount_predictions_loss: 0.3963 75/2490 [..............................] - ETA: 5:37 - loss: 614.6384 - logits_profile_predictions_loss: 609.2093 - logcount_predictions_loss: 0.3963 76/2490 [..............................] - ETA: 5:37 - loss: 614.6498 - logits_profile_predictions_loss: 609.2203 - logcount_predictions_loss: 0.3963 77/2490 [..............................] - ETA: 5:37 - loss: 614.6472 - logits_profile_predictions_loss: 609.2175 - logcount_predictions_loss: 0.3963 78/2490 [..............................] - ETA: 5:37 - loss: 614.6217 - logits_profile_predictions_loss: 609.1920 - logcount_predictions_loss: 0.3963 79/2490 [..............................] - ETA: 5:37 - loss: 614.6036 - logits_profile_predictions_loss: 609.1737 - logcount_predictions_loss: 0.3964 80/2490 [..............................] - ETA: 5:36 - loss: 614.5924 - logits_profile_predictions_loss: 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[============================>.] - ETA: 5s - loss: 608.6752 - logits_profile_predictions_loss: 603.2572 - logcount_predictions_loss: 0.3955 2455/2490 [============================>.] - ETA: 4s - loss: 608.6739 - logits_profile_predictions_loss: 603.2560 - logcount_predictions_loss: 0.3955 2456/2490 [============================>.] - ETA: 4s - loss: 608.6725 - logits_profile_predictions_loss: 603.2547 - logcount_predictions_loss: 0.3954 2457/2490 [============================>.] - ETA: 4s - loss: 608.6712 - logits_profile_predictions_loss: 603.2535 - logcount_predictions_loss: 0.3954 2458/2490 [============================>.] - ETA: 4s - loss: 608.6699 - logits_profile_predictions_loss: 603.2522 - logcount_predictions_loss: 0.3954 2459/2490 [============================>.] - ETA: 4s - loss: 608.6686 - logits_profile_predictions_loss: 603.2510 - logcount_predictions_loss: 0.3954 2460/2490 [============================>.] - ETA: 4s - loss: 608.6672 - logits_profile_predictions_loss: 603.2497 - logcount_predictions_loss: 0.3954 2461/2490 [============================>.] - ETA: 4s - loss: 608.6659 - logits_profile_predictions_loss: 603.2485 - logcount_predictions_loss: 0.3954 2462/2490 [============================>.] - ETA: 3s - loss: 608.6646 - logits_profile_predictions_loss: 603.2472 - logcount_predictions_loss: 0.3954 2463/2490 [============================>.] - ETA: 3s - loss: 608.6632 - logits_profile_predictions_loss: 603.2460 - logcount_predictions_loss: 0.3954 2464/2490 [============================>.] - ETA: 3s - loss: 608.6619 - logits_profile_predictions_loss: 603.2447 - logcount_predictions_loss: 0.3954 2465/2490 [============================>.] - ETA: 3s - loss: 608.6606 - logits_profile_predictions_loss: 603.2435 - logcount_predictions_loss: 0.3954 2466/2490 [============================>.] - ETA: 3s - loss: 608.6592 - logits_profile_predictions_loss: 603.2422 - logcount_predictions_loss: 0.3954 2467/2490 [============================>.] - ETA: 3s - 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2474/2490 [============================>.] - ETA: 2s - loss: 608.6484 - logits_profile_predictions_loss: 603.2320 - logcount_predictions_loss: 0.3953 2475/2490 [============================>.] - ETA: 2s - loss: 608.6471 - logits_profile_predictions_loss: 603.2308 - logcount_predictions_loss: 0.3953 2476/2490 [============================>.] - ETA: 1s - loss: 608.6457 - logits_profile_predictions_loss: 603.2295 - logcount_predictions_loss: 0.3953 2477/2490 [============================>.] - ETA: 1s - loss: 608.6444 - logits_profile_predictions_loss: 603.2282 - logcount_predictions_loss: 0.3953 2478/2490 [============================>.] - ETA: 1s - loss: 608.6430 - logits_profile_predictions_loss: 603.2269 - logcount_predictions_loss: 0.3953 2479/2490 [============================>.] - ETA: 1s - loss: 608.6417 - logits_profile_predictions_loss: 603.2257 - logcount_predictions_loss: 0.3953 2480/2490 [============================>.] - ETA: 1s - loss: 608.6403 - logits_profile_predictions_loss: 603.2244 - logcount_predictions_loss: 0.3953 2481/2490 [============================>.] - ETA: 1s - loss: 608.6390 - logits_profile_predictions_loss: 603.2231 - logcount_predictions_loss: 0.3953 2482/2490 [============================>.] - ETA: 1s - loss: 608.6376 - logits_profile_predictions_loss: 603.2218 - logcount_predictions_loss: 0.3953 2483/2490 [============================>.] - ETA: 0s - loss: 608.6363 - logits_profile_predictions_loss: 603.2205 - logcount_predictions_loss: 0.3953 2484/2490 [============================>.] - ETA: 0s - loss: 608.6349 - logits_profile_predictions_loss: 603.2193 - logcount_predictions_loss: 0.3953 2485/2490 [============================>.] - ETA: 0s - loss: 608.6335 - logits_profile_predictions_loss: 603.2180 - logcount_predictions_loss: 0.3953 2486/2490 [============================>.] - ETA: 0s - loss: 608.6322 - logits_profile_predictions_loss: 603.2167 - logcount_predictions_loss: 0.3953 2487/2490 [============================>.] - ETA: 0s - loss: 608.6308 - logits_profile_predictions_loss: 603.2154 - logcount_predictions_loss: 0.3953 2488/2490 [============================>.] - ETA: 0s - loss: 608.6294 - logits_profile_predictions_loss: 603.2141 - logcount_predictions_loss: 0.3953 2489/2490 [============================>.] - ETA: 0s - loss: 608.6280 - logits_profile_predictions_loss: 603.2128 - logcount_predictions_loss: 0.3953 2490/2490 [==============================] - ETA: 0s - loss: 608.6267 - logits_profile_predictions_loss: 603.2115 - logcount_predictions_loss: 0.3953 2490/2490 [==============================] - 365s 146ms/step - loss: 608.6253 - logits_profile_predictions_loss: 603.2102 - logcount_predictions_loss: 0.3953 - val_loss: 560.7482 - val_logits_profile_predictions_loss: 556.8123 - val_logcount_predictions_loss: 0.2873 Epoch 00002: val_loss improved from 566.74713 to 560.74817, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 3/50 1/2490 [..............................] - ETA: 6:55 - loss: 513.5692 - logits_profile_predictions_loss: 510.3519 - logcount_predictions_loss: 0.2348 2/2490 [..............................] - ETA: 6:19 - loss: 520.0289 - logits_profile_predictions_loss: 516.7193 - logcount_predictions_loss: 0.2416 3/2490 [..............................] - ETA: 6:03 - loss: 527.4378 - logits_profile_predictions_loss: 524.0789 - logcount_predictions_loss: 0.2452 4/2490 [..............................] - ETA: 5:58 - loss: 532.5513 - logits_profile_predictions_loss: 529.0643 - logcount_predictions_loss: 0.2545 5/2490 [..............................] - ETA: 5:55 - loss: 537.5880 - logits_profile_predictions_loss: 534.0115 - logcount_predictions_loss: 0.2611 6/2490 [..............................] - ETA: 5:54 - loss: 543.3511 - logits_profile_predictions_loss: 539.6709 - logcount_predictions_loss: 0.2686 7/2490 [..............................] - ETA: 5:53 - loss: 547.9561 - logits_profile_predictions_loss: 544.1944 - logcount_predictions_loss: 0.2746 8/2490 [..............................] - ETA: 5:52 - loss: 551.8561 - logits_profile_predictions_loss: 548.0313 - logcount_predictions_loss: 0.2792 9/2490 [..............................] - ETA: 5:51 - loss: 554.1619 - logits_profile_predictions_loss: 550.2998 - logcount_predictions_loss: 0.2819 10/2490 [..............................] - ETA: 5:50 - loss: 555.4683 - logits_profile_predictions_loss: 551.5712 - logcount_predictions_loss: 0.2845 11/2490 [..............................] - ETA: 5:50 - loss: 556.6547 - logits_profile_predictions_loss: 552.7313 - logcount_predictions_loss: 0.2864 12/2490 [..............................] - ETA: 5:49 - loss: 557.5704 - logits_profile_predictions_loss: 553.6178 - logcount_predictions_loss: 0.2885 13/2490 [..............................] - ETA: 5:49 - loss: 559.0663 - logits_profile_predictions_loss: 555.0719 - logcount_predictions_loss: 0.2916 14/2490 [..............................] - ETA: 5:49 - loss: 560.8304 - logits_profile_predictions_loss: 556.7994 - logcount_predictions_loss: 0.2942 15/2490 [..............................] - ETA: 5:48 - loss: 562.3160 - logits_profile_predictions_loss: 558.2520 - logcount_predictions_loss: 0.2966 16/2490 [..............................] - ETA: 5:48 - loss: 563.6613 - logits_profile_predictions_loss: 559.5733 - logcount_predictions_loss: 0.2984 17/2490 [..............................] - ETA: 5:48 - loss: 564.9037 - logits_profile_predictions_loss: 560.7891 - logcount_predictions_loss: 0.3003 18/2490 [..............................] - ETA: 5:47 - loss: 565.8830 - logits_profile_predictions_loss: 561.7388 - logcount_predictions_loss: 0.3025 19/2490 [..............................] - ETA: 5:47 - loss: 566.8313 - logits_profile_predictions_loss: 562.6638 - logcount_predictions_loss: 0.3042 20/2490 [..............................] - ETA: 5:47 - loss: 567.9229 - logits_profile_predictions_loss: 563.7251 - logcount_predictions_loss: 0.3064 21/2490 [..............................] - ETA: 5:46 - loss: 569.0255 - logits_profile_predictions_loss: 564.7999 - logcount_predictions_loss: 0.3084 22/2490 [..............................] - ETA: 5:46 - loss: 569.8606 - logits_profile_predictions_loss: 565.6114 - logcount_predictions_loss: 0.3102 23/2490 [..............................] - ETA: 5:46 - loss: 570.9020 - logits_profile_predictions_loss: 566.6248 - logcount_predictions_loss: 0.3122 24/2490 [..............................] - ETA: 5:46 - loss: 571.9097 - logits_profile_predictions_loss: 567.6084 - logcount_predictions_loss: 0.3140 25/2490 [..............................] - ETA: 5:46 - loss: 572.6688 - logits_profile_predictions_loss: 568.3484 - logcount_predictions_loss: 0.3154 26/2490 [..............................] - ETA: 5:45 - loss: 573.4612 - logits_profile_predictions_loss: 569.1228 - logcount_predictions_loss: 0.3167 27/2490 [..............................] - ETA: 5:45 - loss: 574.1398 - logits_profile_predictions_loss: 569.7838 - logcount_predictions_loss: 0.3180 28/2490 [..............................] - ETA: 5:45 - loss: 574.8768 - logits_profile_predictions_loss: 570.5015 - logcount_predictions_loss: 0.3194 29/2490 [..............................] - ETA: 5:45 - loss: 575.5274 - logits_profile_predictions_loss: 571.1358 - logcount_predictions_loss: 0.3206 30/2490 [..............................] - ETA: 5:44 - loss: 576.1764 - logits_profile_predictions_loss: 571.7690 - logcount_predictions_loss: 0.3217 31/2490 [..............................] - ETA: 5:44 - loss: 576.7948 - logits_profile_predictions_loss: 572.3703 - logcount_predictions_loss: 0.3230 32/2490 [..............................] - ETA: 5:44 - loss: 577.3657 - logits_profile_predictions_loss: 572.9263 - logcount_predictions_loss: 0.3240 33/2490 [..............................] - ETA: 5:44 - loss: 577.9910 - logits_profile_predictions_loss: 573.5369 - logcount_predictions_loss: 0.3251 34/2490 [..............................] - ETA: 5:44 - loss: 578.6165 - logits_profile_predictions_loss: 574.1472 - logcount_predictions_loss: 0.3262 35/2490 [..............................] - ETA: 5:44 - loss: 579.2271 - logits_profile_predictions_loss: 574.7422 - logcount_predictions_loss: 0.3274 36/2490 [..............................] - ETA: 5:43 - loss: 579.8016 - logits_profile_predictions_loss: 575.3024 - logcount_predictions_loss: 0.3284 37/2490 [..............................] - ETA: 5:43 - loss: 580.3026 - logits_profile_predictions_loss: 575.7906 - logcount_predictions_loss: 0.3293 38/2490 [..............................] - ETA: 5:43 - loss: 580.7545 - logits_profile_predictions_loss: 576.2295 - logcount_predictions_loss: 0.3303 39/2490 [..............................] - ETA: 5:43 - loss: 581.2471 - logits_profile_predictions_loss: 576.7087 - logcount_predictions_loss: 0.3313 40/2490 [..............................] - ETA: 5:43 - loss: 581.7447 - logits_profile_predictions_loss: 577.1924 - logcount_predictions_loss: 0.3323 41/2490 [..............................] - ETA: 5:43 - loss: 582.2250 - logits_profile_predictions_loss: 577.6604 - logcount_predictions_loss: 0.3332 42/2490 [..............................] - ETA: 5:42 - loss: 582.6773 - logits_profile_predictions_loss: 578.1013 - logcount_predictions_loss: 0.3340 43/2490 [..............................] - ETA: 5:42 - loss: 583.1185 - logits_profile_predictions_loss: 578.5311 - logcount_predictions_loss: 0.3348 44/2490 [..............................] - ETA: 5:42 - loss: 583.5275 - logits_profile_predictions_loss: 578.9287 - logcount_predictions_loss: 0.3357 45/2490 [..............................] - ETA: 5:42 - loss: 583.9101 - logits_profile_predictions_loss: 579.3011 - logcount_predictions_loss: 0.3364 46/2490 [..............................] - ETA: 5:42 - loss: 584.2764 - logits_profile_predictions_loss: 579.6584 - logcount_predictions_loss: 0.3371 47/2490 [..............................] - ETA: 5:42 - loss: 584.6310 - logits_profile_predictions_loss: 580.0045 - logcount_predictions_loss: 0.3377 48/2490 [..............................] - ETA: 5:42 - loss: 584.9909 - logits_profile_predictions_loss: 580.3568 - logcount_predictions_loss: 0.3383 49/2490 [..............................] - ETA: 5:41 - loss: 585.3592 - logits_profile_predictions_loss: 580.7182 - logcount_predictions_loss: 0.3388 50/2490 [..............................] - ETA: 5:41 - loss: 585.7195 - logits_profile_predictions_loss: 581.0725 - logcount_predictions_loss: 0.3392 51/2490 [..............................] - ETA: 5:41 - loss: 586.0883 - logits_profile_predictions_loss: 581.4352 - logcount_predictions_loss: 0.3396 52/2490 [..............................] - ETA: 5:41 - loss: 586.4326 - logits_profile_predictions_loss: 581.7738 - logcount_predictions_loss: 0.3401 53/2490 [..............................] - ETA: 5:41 - loss: 586.7468 - logits_profile_predictions_loss: 582.0830 - logcount_predictions_loss: 0.3404 54/2490 [..............................] - ETA: 5:41 - loss: 587.0531 - logits_profile_predictions_loss: 582.3845 - logcount_predictions_loss: 0.3408 55/2490 [..............................] - ETA: 5:41 - loss: 587.3898 - logits_profile_predictions_loss: 582.7164 - logcount_predictions_loss: 0.3411 56/2490 [..............................] - ETA: 5:40 - loss: 587.7285 - logits_profile_predictions_loss: 583.0506 - logcount_predictions_loss: 0.3415 57/2490 [..............................] - ETA: 5:40 - loss: 588.0755 - logits_profile_predictions_loss: 583.3926 - logcount_predictions_loss: 0.3418 58/2490 [..............................] - ETA: 5:40 - loss: 588.4083 - logits_profile_predictions_loss: 583.7205 - logcount_predictions_loss: 0.3422 59/2490 [..............................] - ETA: 5:40 - loss: 588.7115 - logits_profile_predictions_loss: 584.0186 - logcount_predictions_loss: 0.3425 60/2490 [..............................] - ETA: 5:40 - loss: 589.0467 - logits_profile_predictions_loss: 584.3492 - logcount_predictions_loss: 0.3429 61/2490 [..............................] - ETA: 5:40 - loss: 589.3728 - logits_profile_predictions_loss: 584.6707 - logcount_predictions_loss: 0.3432 62/2490 [..............................] - ETA: 5:39 - loss: 589.6830 - logits_profile_predictions_loss: 584.9764 - logcount_predictions_loss: 0.3435 63/2490 [..............................] - ETA: 5:39 - loss: 589.9864 - logits_profile_predictions_loss: 585.2755 - logcount_predictions_loss: 0.3439 64/2490 [..............................] - ETA: 5:39 - loss: 590.2851 - logits_profile_predictions_loss: 585.5698 - logcount_predictions_loss: 0.3442 65/2490 [..............................] - ETA: 5:39 - loss: 590.5909 - logits_profile_predictions_loss: 585.8712 - logcount_predictions_loss: 0.3445 66/2490 [..............................] - ETA: 5:39 - loss: 590.8810 - logits_profile_predictions_loss: 586.1570 - logcount_predictions_loss: 0.3448 67/2490 [..............................] - ETA: 5:39 - loss: 591.1526 - logits_profile_predictions_loss: 586.4250 - logcount_predictions_loss: 0.3451 68/2490 [..............................] - ETA: 5:38 - loss: 591.4032 - logits_profile_predictions_loss: 586.6719 - logcount_predictions_loss: 0.3454 69/2490 [..............................] - ETA: 5:38 - loss: 591.6428 - logits_profile_predictions_loss: 586.9076 - logcount_predictions_loss: 0.3456 70/2490 [..............................] - ETA: 5:38 - loss: 591.8818 - logits_profile_predictions_loss: 587.1430 - logcount_predictions_loss: 0.3459 71/2490 [..............................] - ETA: 5:38 - loss: 592.1334 - logits_profile_predictions_loss: 587.3915 - logcount_predictions_loss: 0.3461 72/2490 [..............................] - ETA: 5:38 - loss: 592.3724 - logits_profile_predictions_loss: 587.6274 - logcount_predictions_loss: 0.3463 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[============================>.] - ETA: 0s - loss: 601.8430 - logits_profile_predictions_loss: 596.9566 - logcount_predictions_loss: 0.3567 2487/2490 [============================>.] - ETA: 0s - loss: 601.8423 - logits_profile_predictions_loss: 596.9559 - logcount_predictions_loss: 0.3567 2488/2490 [============================>.] - ETA: 0s - loss: 601.8416 - logits_profile_predictions_loss: 596.9553 - logcount_predictions_loss: 0.3567 2489/2490 [============================>.] - ETA: 0s - loss: 601.8409 - logits_profile_predictions_loss: 596.9546 - logcount_predictions_loss: 0.3566 2490/2490 [==============================] - ETA: 0s - loss: 601.8402 - logits_profile_predictions_loss: 596.9540 - logcount_predictions_loss: 0.3566 2490/2490 [==============================] - 364s 146ms/step - loss: 601.8395 - logits_profile_predictions_loss: 596.9533 - logcount_predictions_loss: 0.3566 - val_loss: 558.5162 - val_logits_profile_predictions_loss: 553.7847 - val_logcount_predictions_loss: 0.3454 Epoch 00003: val_loss improved from 560.74817 to 558.51624, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 4/50 1/2490 [..............................] - ETA: 6:45 - loss: 583.7078 - logits_profile_predictions_loss: 578.9119 - logcount_predictions_loss: 0.3501 2/2490 [..............................] - ETA: 6:04 - loss: 580.8996 - logits_profile_predictions_loss: 576.2814 - logcount_predictions_loss: 0.3371 3/2490 [..............................] - ETA: 5:55 - loss: 592.9366 - logits_profile_predictions_loss: 588.2891 - logcount_predictions_loss: 0.3392 4/2490 [..............................] - ETA: 5:52 - loss: 598.3280 - logits_profile_predictions_loss: 593.5703 - logcount_predictions_loss: 0.3473 5/2490 [..............................] - ETA: 5:50 - loss: 598.4446 - logits_profile_predictions_loss: 593.6121 - logcount_predictions_loss: 0.3527 6/2490 [..............................] - ETA: 5:49 - loss: 596.9706 - logits_profile_predictions_loss: 592.1118 - logcount_predictions_loss: 0.3547 7/2490 [..............................] - ETA: 5:48 - loss: 595.3856 - logits_profile_predictions_loss: 590.5146 - logcount_predictions_loss: 0.3555 8/2490 [..............................] - ETA: 5:48 - loss: 593.9135 - logits_profile_predictions_loss: 589.0605 - logcount_predictions_loss: 0.3542 9/2490 [..............................] - ETA: 5:47 - loss: 592.3308 - logits_profile_predictions_loss: 587.5048 - logcount_predictions_loss: 0.3523 10/2490 [..............................] - ETA: 5:47 - loss: 590.7771 - logits_profile_predictions_loss: 585.9709 - logcount_predictions_loss: 0.3508 11/2490 [..............................] - ETA: 5:46 - loss: 589.7526 - logits_profile_predictions_loss: 584.9460 - logcount_predictions_loss: 0.3508 12/2490 [..............................] - ETA: 5:46 - loss: 589.9493 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:41 - loss: 597.3484 - logits_profile_predictions_loss: 592.6961 - logcount_predictions_loss: 0.3396 40/2490 [..............................] - ETA: 5:41 - loss: 597.4250 - logits_profile_predictions_loss: 592.7762 - logcount_predictions_loss: 0.3393 41/2490 [..............................] - ETA: 5:41 - loss: 597.5584 - logits_profile_predictions_loss: 592.9132 - logcount_predictions_loss: 0.3391 42/2490 [..............................] - ETA: 5:40 - loss: 597.6572 - logits_profile_predictions_loss: 593.0160 - logcount_predictions_loss: 0.3388 43/2490 [..............................] - ETA: 5:40 - loss: 597.7699 - logits_profile_predictions_loss: 593.1328 - logcount_predictions_loss: 0.3385 44/2490 [..............................] - ETA: 5:40 - loss: 597.8508 - logits_profile_predictions_loss: 593.2189 - logcount_predictions_loss: 0.3381 45/2490 [..............................] - ETA: 5:40 - loss: 597.9612 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 598.9076 - logcount_predictions_loss: 0.3285 372/2490 [===>..........................] - ETA: 4:54 - loss: 603.4005 - logits_profile_predictions_loss: 598.9003 - logcount_predictions_loss: 0.3285 373/2490 [===>..........................] - ETA: 4:53 - loss: 603.3931 - logits_profile_predictions_loss: 598.8929 - logcount_predictions_loss: 0.3285 374/2490 [===>..........................] - ETA: 4:53 - loss: 603.3859 - logits_profile_predictions_loss: 598.8856 - logcount_predictions_loss: 0.3285 375/2490 [===>..........................] - ETA: 4:53 - loss: 603.3794 - logits_profile_predictions_loss: 598.8791 - logcount_predictions_loss: 0.3285 376/2490 [===>..........................] - ETA: 4:53 - loss: 603.3725 - logits_profile_predictions_loss: 598.8721 - logcount_predictions_loss: 0.3285 377/2490 [===>..........................] - ETA: 4:53 - loss: 603.3649 - logits_profile_predictions_loss: 598.8645 - logcount_predictions_loss: 0.3285 378/2490 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logits_profile_predictions_loss: 598.8069 - logcount_predictions_loss: 0.3285 385/2490 [===>..........................] - ETA: 4:52 - loss: 603.2994 - logits_profile_predictions_loss: 598.7986 - logcount_predictions_loss: 0.3285 386/2490 [===>..........................] - ETA: 4:52 - loss: 603.2912 - logits_profile_predictions_loss: 598.7904 - logcount_predictions_loss: 0.3285 387/2490 [===>..........................] - ETA: 4:51 - loss: 603.2826 - logits_profile_predictions_loss: 598.7818 - logcount_predictions_loss: 0.3285 388/2490 [===>..........................] - ETA: 4:51 - loss: 603.2743 - logits_profile_predictions_loss: 598.7734 - logcount_predictions_loss: 0.3285 389/2490 [===>..........................] - ETA: 4:51 - loss: 603.2661 - logits_profile_predictions_loss: 598.7652 - logcount_predictions_loss: 0.3285 390/2490 [===>..........................] - ETA: 4:51 - loss: 603.2581 - logits_profile_predictions_loss: 598.7572 - logcount_predictions_loss: 0.3285 391/2490 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logits_profile_predictions_loss: 598.6972 - logcount_predictions_loss: 0.3286 398/2490 [===>..........................] - ETA: 4:50 - loss: 603.1898 - logits_profile_predictions_loss: 598.6886 - logcount_predictions_loss: 0.3286 399/2490 [===>..........................] - ETA: 4:50 - loss: 603.1817 - logits_profile_predictions_loss: 598.6805 - logcount_predictions_loss: 0.3286 400/2490 [===>..........................] - ETA: 4:50 - loss: 603.1735 - logits_profile_predictions_loss: 598.6722 - logcount_predictions_loss: 0.3286 401/2490 [===>..........................] - ETA: 4:49 - loss: 603.1644 - logits_profile_predictions_loss: 598.6631 - logcount_predictions_loss: 0.3286 402/2490 [===>..........................] - ETA: 4:49 - loss: 603.1557 - logits_profile_predictions_loss: 598.6543 - logcount_predictions_loss: 0.3286 403/2490 [===>..........................] - ETA: 4:49 - loss: 603.1474 - logits_profile_predictions_loss: 598.6460 - logcount_predictions_loss: 0.3286 404/2490 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logits_profile_predictions_loss: 598.5843 - logcount_predictions_loss: 0.3286 411/2490 [===>..........................] - ETA: 4:48 - loss: 603.0767 - logits_profile_predictions_loss: 598.5752 - logcount_predictions_loss: 0.3286 412/2490 [===>..........................] - ETA: 4:48 - loss: 603.0677 - logits_profile_predictions_loss: 598.5662 - logcount_predictions_loss: 0.3286 413/2490 [===>..........................] - ETA: 4:48 - loss: 603.0583 - logits_profile_predictions_loss: 598.5568 - logcount_predictions_loss: 0.3286 414/2490 [===>..........................] - ETA: 4:48 - loss: 603.0491 - logits_profile_predictions_loss: 598.5477 - logcount_predictions_loss: 0.3286 415/2490 [====>.........................] - ETA: 4:48 - loss: 603.0401 - logits_profile_predictions_loss: 598.5386 - logcount_predictions_loss: 0.3286 416/2490 [====>.........................] - ETA: 4:47 - loss: 603.0315 - logits_profile_predictions_loss: 598.5300 - logcount_predictions_loss: 0.3286 417/2490 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[====>.........................] - ETA: 4:45 - loss: 602.9230 - logits_profile_predictions_loss: 598.4219 - logcount_predictions_loss: 0.3286 431/2490 [====>.........................] - ETA: 4:45 - loss: 602.9148 - logits_profile_predictions_loss: 598.4137 - logcount_predictions_loss: 0.3285 432/2490 [====>.........................] - ETA: 4:45 - loss: 602.9064 - logits_profile_predictions_loss: 598.4054 - logcount_predictions_loss: 0.3285 433/2490 [====>.........................] - ETA: 4:45 - loss: 602.8984 - logits_profile_predictions_loss: 598.3974 - logcount_predictions_loss: 0.3285 434/2490 [====>.........................] - ETA: 4:45 - loss: 602.8901 - logits_profile_predictions_loss: 598.3892 - logcount_predictions_loss: 0.3285 435/2490 [====>.........................] - ETA: 4:45 - loss: 602.8820 - logits_profile_predictions_loss: 598.3810 - logcount_predictions_loss: 0.3285 436/2490 [====>.........................] - ETA: 4:45 - loss: 602.8736 - logits_profile_predictions_loss: 598.3727 - logcount_predictions_loss: 0.3285 437/2490 [====>.........................] - ETA: 4:44 - loss: 602.8653 - logits_profile_predictions_loss: 598.3645 - logcount_predictions_loss: 0.3285 438/2490 [====>.........................] - ETA: 4:44 - loss: 602.8571 - logits_profile_predictions_loss: 598.3563 - logcount_predictions_loss: 0.3285 439/2490 [====>.........................] - ETA: 4:44 - loss: 602.8490 - logits_profile_predictions_loss: 598.3481 - logcount_predictions_loss: 0.3285 440/2490 [====>.........................] - ETA: 4:44 - loss: 602.8417 - logits_profile_predictions_loss: 598.3408 - logcount_predictions_loss: 0.3285 441/2490 [====>.........................] - ETA: 4:44 - loss: 602.8348 - logits_profile_predictions_loss: 598.3339 - logcount_predictions_loss: 0.3285 442/2490 [====>.........................] - ETA: 4:44 - loss: 602.8279 - logits_profile_predictions_loss: 598.3270 - logcount_predictions_loss: 0.3285 443/2490 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logits_profile_predictions_loss: 598.2770 - logcount_predictions_loss: 0.3286 450/2490 [====>.........................] - ETA: 4:43 - loss: 602.7712 - logits_profile_predictions_loss: 598.2701 - logcount_predictions_loss: 0.3286 451/2490 [====>.........................] - ETA: 4:43 - loss: 602.7640 - logits_profile_predictions_loss: 598.2629 - logcount_predictions_loss: 0.3286 452/2490 [====>.........................] - ETA: 4:42 - loss: 602.7571 - logits_profile_predictions_loss: 598.2560 - logcount_predictions_loss: 0.3286 453/2490 [====>.........................] - ETA: 4:42 - loss: 602.7505 - logits_profile_predictions_loss: 598.2493 - logcount_predictions_loss: 0.3286 454/2490 [====>.........................] - ETA: 4:42 - loss: 602.7441 - logits_profile_predictions_loss: 598.2429 - logcount_predictions_loss: 0.3286 455/2490 [====>.........................] - ETA: 4:42 - loss: 602.7378 - logits_profile_predictions_loss: 598.2367 - logcount_predictions_loss: 0.3286 456/2490 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logits_profile_predictions_loss: 598.1983 - logcount_predictions_loss: 0.3286 463/2490 [====>.........................] - ETA: 4:41 - loss: 602.6950 - logits_profile_predictions_loss: 598.1937 - logcount_predictions_loss: 0.3286 464/2490 [====>.........................] - ETA: 4:41 - loss: 602.6908 - logits_profile_predictions_loss: 598.1896 - logcount_predictions_loss: 0.3286 465/2490 [====>.........................] - ETA: 4:41 - loss: 602.6869 - logits_profile_predictions_loss: 598.1857 - logcount_predictions_loss: 0.3286 466/2490 [====>.........................] - ETA: 4:40 - loss: 602.6830 - logits_profile_predictions_loss: 598.1818 - logcount_predictions_loss: 0.3286 467/2490 [====>.........................] - ETA: 4:40 - loss: 602.6793 - logits_profile_predictions_loss: 598.1781 - logcount_predictions_loss: 0.3286 468/2490 [====>.........................] - ETA: 4:40 - loss: 602.6753 - logits_profile_predictions_loss: 598.1741 - logcount_predictions_loss: 0.3286 469/2490 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[============================>.] - ETA: 9s - loss: 599.2439 - logits_profile_predictions_loss: 594.7457 - logcount_predictions_loss: 0.3283  2420/2490 [============================>.] - ETA: 9s - loss: 599.2435 - logits_profile_predictions_loss: 594.7453 - logcount_predictions_loss: 0.3283 2421/2490 [============================>.] - ETA: 9s - loss: 599.2430 - logits_profile_predictions_loss: 594.7448 - logcount_predictions_loss: 0.3283 2422/2490 [============================>.] - ETA: 9s - loss: 599.2426 - logits_profile_predictions_loss: 594.7444 - logcount_predictions_loss: 0.3283 2423/2490 [============================>.] - ETA: 9s - loss: 599.2422 - logits_profile_predictions_loss: 594.7440 - logcount_predictions_loss: 0.3283 2424/2490 [============================>.] - ETA: 9s - loss: 599.2418 - logits_profile_predictions_loss: 594.7436 - logcount_predictions_loss: 0.3283 2425/2490 [============================>.] - ETA: 9s - loss: 599.2413 - logits_profile_predictions_loss: 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[============================>.] - ETA: 5s - loss: 599.2294 - logits_profile_predictions_loss: 594.7313 - logcount_predictions_loss: 0.3283 2453/2490 [============================>.] - ETA: 5s - loss: 599.2290 - logits_profile_predictions_loss: 594.7309 - logcount_predictions_loss: 0.3283 2454/2490 [============================>.] - ETA: 5s - loss: 599.2286 - logits_profile_predictions_loss: 594.7304 - logcount_predictions_loss: 0.3283 2455/2490 [============================>.] - ETA: 4s - loss: 599.2281 - logits_profile_predictions_loss: 594.7300 - logcount_predictions_loss: 0.3283 2456/2490 [============================>.] - ETA: 4s - loss: 599.2277 - logits_profile_predictions_loss: 594.7296 - logcount_predictions_loss: 0.3283 2457/2490 [============================>.] - ETA: 4s - loss: 599.2273 - logits_profile_predictions_loss: 594.7292 - logcount_predictions_loss: 0.3283 2458/2490 [============================>.] - ETA: 4s - loss: 599.2269 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 599.2169 - logits_profile_predictions_loss: 594.7188 - logcount_predictions_loss: 0.3283 2486/2490 [============================>.] - ETA: 0s - loss: 599.2165 - logits_profile_predictions_loss: 594.7184 - logcount_predictions_loss: 0.3283 2487/2490 [============================>.] - ETA: 0s - loss: 599.2161 - logits_profile_predictions_loss: 594.7180 - logcount_predictions_loss: 0.3283 2488/2490 [============================>.] - ETA: 0s - loss: 599.2157 - logits_profile_predictions_loss: 594.7177 - logcount_predictions_loss: 0.3283 2489/2490 [============================>.] - ETA: 0s - loss: 599.2154 - logits_profile_predictions_loss: 594.7173 - logcount_predictions_loss: 0.3283 2490/2490 [==============================] - ETA: 0s - loss: 599.2150 - logits_profile_predictions_loss: 594.7169 - logcount_predictions_loss: 0.3283 2490/2490 [==============================] - 363s 146ms/step - loss: 599.2146 - logits_profile_predictions_loss: 594.7165 - logcount_predictions_loss: 0.3283 - val_loss: 559.1852 - val_logits_profile_predictions_loss: 555.5611 - val_logcount_predictions_loss: 0.2645 Epoch 00004: val_loss did not improve from 558.51624 Epoch 5/50 1/2490 [..............................] - ETA: 6:51 - loss: 654.9898 - logits_profile_predictions_loss: 649.6366 - logcount_predictions_loss: 0.3907 2/2490 [..............................] - ETA: 5:46 - loss: 641.7232 - logits_profile_predictions_loss: 636.1791 - logcount_predictions_loss: 0.4047 3/2490 [..............................] - ETA: 5:45 - loss: 631.8085 - logits_profile_predictions_loss: 626.3211 - logcount_predictions_loss: 0.4005 4/2490 [..............................] - ETA: 5:45 - loss: 634.6637 - logits_profile_predictions_loss: 629.2856 - logcount_predictions_loss: 0.3926 5/2490 [..............................] - ETA: 5:45 - loss: 630.7651 - logits_profile_predictions_loss: 625.5233 - logcount_predictions_loss: 0.3826 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26/2490 [..............................] - ETA: 5:42 - loss: 599.5347 - logits_profile_predictions_loss: 595.1174 - logcount_predictions_loss: 0.3224 27/2490 [..............................] - ETA: 5:42 - loss: 599.2468 - logits_profile_predictions_loss: 594.8410 - logcount_predictions_loss: 0.3216 28/2490 [..............................] - ETA: 5:42 - loss: 598.9465 - logits_profile_predictions_loss: 594.5521 - logcount_predictions_loss: 0.3208 29/2490 [..............................] - ETA: 5:42 - loss: 598.6084 - logits_profile_predictions_loss: 594.2259 - logcount_predictions_loss: 0.3199 30/2490 [..............................] - ETA: 5:42 - loss: 598.3368 - logits_profile_predictions_loss: 593.9635 - logcount_predictions_loss: 0.3192 31/2490 [..............................] - ETA: 5:42 - loss: 598.0844 - logits_profile_predictions_loss: 593.7195 - logcount_predictions_loss: 0.3186 32/2490 [..............................] - ETA: 5:41 - loss: 598.0271 - 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[..............................] - ETA: 5:40 - loss: 597.4640 - logits_profile_predictions_loss: 593.1242 - logcount_predictions_loss: 0.3168 40/2490 [..............................] - ETA: 5:40 - loss: 597.3499 - logits_profile_predictions_loss: 593.0123 - logcount_predictions_loss: 0.3166 41/2490 [..............................] - ETA: 5:40 - loss: 597.2965 - logits_profile_predictions_loss: 592.9616 - logcount_predictions_loss: 0.3164 42/2490 [..............................] - ETA: 5:40 - loss: 597.1944 - logits_profile_predictions_loss: 592.8617 - logcount_predictions_loss: 0.3163 43/2490 [..............................] - ETA: 5:40 - loss: 597.1291 - logits_profile_predictions_loss: 592.7985 - logcount_predictions_loss: 0.3161 44/2490 [..............................] - ETA: 5:40 - loss: 597.0453 - logits_profile_predictions_loss: 592.7160 - logcount_predictions_loss: 0.3160 45/2490 [..............................] - ETA: 5:39 - loss: 596.9169 - logits_profile_predictions_loss: 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loss: 595.7563 - logits_profile_predictions_loss: 591.4470 - logcount_predictions_loss: 0.3145 53/2490 [..............................] - ETA: 5:38 - loss: 595.6334 - logits_profile_predictions_loss: 591.3272 - logcount_predictions_loss: 0.3143 54/2490 [..............................] - ETA: 5:38 - loss: 595.4923 - logits_profile_predictions_loss: 591.1897 - logcount_predictions_loss: 0.3141 55/2490 [..............................] - ETA: 5:38 - loss: 595.3542 - logits_profile_predictions_loss: 591.0548 - logcount_predictions_loss: 0.3138 56/2490 [..............................] - ETA: 5:38 - loss: 595.2408 - logits_profile_predictions_loss: 590.9445 - logcount_predictions_loss: 0.3136 57/2490 [..............................] - ETA: 5:38 - loss: 595.1602 - logits_profile_predictions_loss: 590.8670 - logcount_predictions_loss: 0.3134 58/2490 [..............................] - ETA: 5:38 - loss: 595.0689 - logits_profile_predictions_loss: 590.7790 - logcount_predictions_loss: 0.3131 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logits_profile_predictions_loss: 587.2061 - logcount_predictions_loss: 0.3128 346/2490 [===>..........................] - ETA: 4:57 - loss: 591.4884 - logits_profile_predictions_loss: 587.2024 - logcount_predictions_loss: 0.3128 347/2490 [===>..........................] - ETA: 4:57 - loss: 591.4860 - logits_profile_predictions_loss: 587.1998 - logcount_predictions_loss: 0.3129 348/2490 [===>..........................] - ETA: 4:57 - loss: 591.4835 - logits_profile_predictions_loss: 587.1971 - logcount_predictions_loss: 0.3129 349/2490 [===>..........................] - ETA: 4:57 - loss: 591.4810 - logits_profile_predictions_loss: 587.1945 - logcount_predictions_loss: 0.3129 350/2490 [===>..........................] - ETA: 4:56 - loss: 591.4790 - logits_profile_predictions_loss: 587.1924 - logcount_predictions_loss: 0.3129 351/2490 [===>..........................] - ETA: 4:56 - loss: 591.4770 - logits_profile_predictions_loss: 587.1902 - logcount_predictions_loss: 0.3129 352/2490 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logits_profile_predictions_loss: 587.1633 - logcount_predictions_loss: 0.3131 372/2490 [===>..........................] - ETA: 4:53 - loss: 591.4523 - logits_profile_predictions_loss: 587.1624 - logcount_predictions_loss: 0.3131 373/2490 [===>..........................] - ETA: 4:53 - loss: 591.4507 - logits_profile_predictions_loss: 587.1607 - logcount_predictions_loss: 0.3131 374/2490 [===>..........................] - ETA: 4:53 - loss: 591.4495 - logits_profile_predictions_loss: 587.1594 - logcount_predictions_loss: 0.3132 375/2490 [===>..........................] - ETA: 4:53 - loss: 591.4481 - logits_profile_predictions_loss: 587.1578 - logcount_predictions_loss: 0.3132 376/2490 [===>..........................] - ETA: 4:53 - loss: 591.4463 - logits_profile_predictions_loss: 587.1559 - logcount_predictions_loss: 0.3132 377/2490 [===>..........................] - ETA: 4:53 - loss: 591.4445 - logits_profile_predictions_loss: 587.1540 - logcount_predictions_loss: 0.3132 378/2490 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logits_profile_predictions_loss: 587.1367 - logcount_predictions_loss: 0.3132 385/2490 [===>..........................] - ETA: 4:52 - loss: 591.4258 - logits_profile_predictions_loss: 587.1345 - logcount_predictions_loss: 0.3132 386/2490 [===>..........................] - ETA: 4:51 - loss: 591.4233 - logits_profile_predictions_loss: 587.1319 - logcount_predictions_loss: 0.3132 387/2490 [===>..........................] - ETA: 4:51 - loss: 591.4206 - logits_profile_predictions_loss: 587.1291 - logcount_predictions_loss: 0.3132 388/2490 [===>..........................] - ETA: 4:51 - loss: 591.4174 - logits_profile_predictions_loss: 587.1258 - logcount_predictions_loss: 0.3133 389/2490 [===>..........................] - ETA: 4:51 - loss: 591.4142 - logits_profile_predictions_loss: 587.1226 - logcount_predictions_loss: 0.3133 390/2490 [===>..........................] - ETA: 4:51 - loss: 591.4114 - logits_profile_predictions_loss: 587.1197 - logcount_predictions_loss: 0.3133 391/2490 [===>..........................] - ETA: 4:51 - loss: 591.4087 - logits_profile_predictions_loss: 587.1169 - logcount_predictions_loss: 0.3133 392/2490 [===>..........................] - ETA: 4:51 - loss: 591.4067 - logits_profile_predictions_loss: 587.1148 - logcount_predictions_loss: 0.3133 393/2490 [===>..........................] - ETA: 4:51 - loss: 591.4052 - logits_profile_predictions_loss: 587.1132 - logcount_predictions_loss: 0.3133 394/2490 [===>..........................] - ETA: 4:50 - loss: 591.4032 - logits_profile_predictions_loss: 587.1111 - logcount_predictions_loss: 0.3133 395/2490 [===>..........................] - ETA: 4:50 - loss: 591.4012 - logits_profile_predictions_loss: 587.1090 - logcount_predictions_loss: 0.3133 396/2490 [===>..........................] - ETA: 4:50 - loss: 591.3988 - logits_profile_predictions_loss: 587.1065 - logcount_predictions_loss: 0.3133 397/2490 [===>..........................] - ETA: 4:50 - loss: 591.3962 - logits_profile_predictions_loss: 587.1038 - logcount_predictions_loss: 0.3133 398/2490 [===>..........................] - ETA: 4:50 - loss: 591.3938 - logits_profile_predictions_loss: 587.1014 - logcount_predictions_loss: 0.3133 399/2490 [===>..........................] - ETA: 4:50 - loss: 591.3914 - logits_profile_predictions_loss: 587.0989 - logcount_predictions_loss: 0.3133 400/2490 [===>..........................] - ETA: 4:50 - loss: 591.3895 - logits_profile_predictions_loss: 587.0969 - logcount_predictions_loss: 0.3133 401/2490 [===>..........................] - ETA: 4:49 - loss: 591.3876 - logits_profile_predictions_loss: 587.0949 - logcount_predictions_loss: 0.3133 402/2490 [===>..........................] - ETA: 4:49 - loss: 591.3859 - logits_profile_predictions_loss: 587.0931 - logcount_predictions_loss: 0.3133 403/2490 [===>..........................] - ETA: 4:49 - loss: 591.3850 - logits_profile_predictions_loss: 587.0921 - logcount_predictions_loss: 0.3134 404/2490 [===>..........................] - ETA: 4:49 - loss: 591.3840 - logits_profile_predictions_loss: 587.0910 - logcount_predictions_loss: 0.3134 405/2490 [===>..........................] - ETA: 4:49 - loss: 591.3830 - logits_profile_predictions_loss: 587.0899 - logcount_predictions_loss: 0.3134 406/2490 [===>..........................] - ETA: 4:49 - loss: 591.3820 - logits_profile_predictions_loss: 587.0888 - logcount_predictions_loss: 0.3134 407/2490 [===>..........................] - ETA: 4:49 - loss: 591.3811 - logits_profile_predictions_loss: 587.0878 - logcount_predictions_loss: 0.3134 408/2490 [===>..........................] - ETA: 4:48 - loss: 591.3804 - logits_profile_predictions_loss: 587.0870 - logcount_predictions_loss: 0.3134 409/2490 [===>..........................] - ETA: 4:48 - loss: 591.3797 - logits_profile_predictions_loss: 587.0862 - logcount_predictions_loss: 0.3134 410/2490 [===>..........................] - ETA: 4:48 - loss: 591.3798 - logits_profile_predictions_loss: 587.0862 - logcount_predictions_loss: 0.3134 411/2490 [===>..........................] - ETA: 4:48 - loss: 591.3800 - logits_profile_predictions_loss: 587.0864 - logcount_predictions_loss: 0.3134 412/2490 [===>..........................] - ETA: 4:48 - loss: 591.3805 - logits_profile_predictions_loss: 587.0868 - logcount_predictions_loss: 0.3134 413/2490 [===>..........................] - ETA: 4:48 - loss: 591.3802 - logits_profile_predictions_loss: 587.0864 - logcount_predictions_loss: 0.3134 414/2490 [===>..........................] - ETA: 4:48 - loss: 591.3801 - logits_profile_predictions_loss: 587.0862 - logcount_predictions_loss: 0.3134 415/2490 [====>.........................] - ETA: 4:47 - loss: 591.3796 - logits_profile_predictions_loss: 587.0856 - logcount_predictions_loss: 0.3134 416/2490 [====>.........................] - ETA: 4:47 - loss: 591.3795 - logits_profile_predictions_loss: 587.0855 - logcount_predictions_loss: 0.3134 417/2490 [====>.........................] - ETA: 4:47 - loss: 591.3796 - logits_profile_predictions_loss: 587.0854 - logcount_predictions_loss: 0.3134 418/2490 [====>.........................] - ETA: 4:47 - loss: 591.3793 - logits_profile_predictions_loss: 587.0851 - logcount_predictions_loss: 0.3134 419/2490 [====>.........................] - ETA: 4:47 - loss: 591.3793 - logits_profile_predictions_loss: 587.0850 - logcount_predictions_loss: 0.3135 420/2490 [====>.........................] - ETA: 4:47 - loss: 591.3793 - logits_profile_predictions_loss: 587.0850 - logcount_predictions_loss: 0.3135 421/2490 [====>.........................] - ETA: 4:47 - loss: 591.3797 - logits_profile_predictions_loss: 587.0853 - logcount_predictions_loss: 0.3135 422/2490 [====>.........................] - ETA: 4:47 - loss: 591.3802 - logits_profile_predictions_loss: 587.0857 - logcount_predictions_loss: 0.3135 423/2490 [====>.........................] - ETA: 4:46 - loss: 591.3809 - logits_profile_predictions_loss: 587.0863 - logcount_predictions_loss: 0.3135 424/2490 [====>.........................] - ETA: 4:46 - loss: 591.3818 - logits_profile_predictions_loss: 587.0872 - logcount_predictions_loss: 0.3135 425/2490 [====>.........................] - ETA: 4:46 - loss: 591.3823 - logits_profile_predictions_loss: 587.0877 - logcount_predictions_loss: 0.3135 426/2490 [====>.........................] - ETA: 4:46 - loss: 591.3832 - logits_profile_predictions_loss: 587.0884 - logcount_predictions_loss: 0.3135 427/2490 [====>.........................] - ETA: 4:46 - loss: 591.3835 - logits_profile_predictions_loss: 587.0887 - logcount_predictions_loss: 0.3135 428/2490 [====>.........................] - ETA: 4:46 - loss: 591.3840 - logits_profile_predictions_loss: 587.0891 - logcount_predictions_loss: 0.3135 429/2490 [====>.........................] - ETA: 4:46 - loss: 591.3843 - logits_profile_predictions_loss: 587.0894 - logcount_predictions_loss: 0.3135 430/2490 [====>.........................] - ETA: 4:45 - loss: 591.3847 - logits_profile_predictions_loss: 587.0897 - logcount_predictions_loss: 0.3135 431/2490 [====>.........................] - ETA: 4:45 - loss: 591.3846 - logits_profile_predictions_loss: 587.0896 - logcount_predictions_loss: 0.3135 432/2490 [====>.........................] - ETA: 4:45 - loss: 591.3846 - logits_profile_predictions_loss: 587.0895 - logcount_predictions_loss: 0.3135 433/2490 [====>.........................] - ETA: 4:45 - loss: 591.3845 - logits_profile_predictions_loss: 587.0893 - logcount_predictions_loss: 0.3135 434/2490 [====>.........................] - ETA: 4:45 - loss: 591.3846 - logits_profile_predictions_loss: 587.0893 - logcount_predictions_loss: 0.3135 435/2490 [====>.........................] - ETA: 4:45 - loss: 591.3848 - logits_profile_predictions_loss: 587.0895 - logcount_predictions_loss: 0.3135 436/2490 [====>.........................] - ETA: 4:45 - loss: 591.3847 - logits_profile_predictions_loss: 587.0893 - logcount_predictions_loss: 0.3135 437/2490 [====>.........................] - ETA: 4:44 - loss: 591.3843 - logits_profile_predictions_loss: 587.0888 - logcount_predictions_loss: 0.3135 438/2490 [====>.........................] - ETA: 4:44 - loss: 591.3836 - logits_profile_predictions_loss: 587.0881 - logcount_predictions_loss: 0.3135 439/2490 [====>.........................] - ETA: 4:44 - loss: 591.3832 - logits_profile_predictions_loss: 587.0875 - logcount_predictions_loss: 0.3136 440/2490 [====>.........................] - ETA: 4:44 - loss: 591.3825 - logits_profile_predictions_loss: 587.0868 - logcount_predictions_loss: 0.3136 441/2490 [====>.........................] - ETA: 4:44 - loss: 591.3819 - logits_profile_predictions_loss: 587.0861 - logcount_predictions_loss: 0.3136 442/2490 [====>.........................] - ETA: 4:44 - loss: 591.3818 - logits_profile_predictions_loss: 587.0860 - logcount_predictions_loss: 0.3136 443/2490 [====>.........................] - ETA: 4:44 - loss: 591.3820 - logits_profile_predictions_loss: 587.0860 - logcount_predictions_loss: 0.3136 444/2490 [====>.........................] - ETA: 4:43 - loss: 591.3815 - logits_profile_predictions_loss: 587.0855 - logcount_predictions_loss: 0.3136 445/2490 [====>.........................] - ETA: 4:43 - loss: 591.3806 - logits_profile_predictions_loss: 587.0845 - logcount_predictions_loss: 0.3136 446/2490 [====>.........................] - ETA: 4:43 - loss: 591.3802 - logits_profile_predictions_loss: 587.0841 - logcount_predictions_loss: 0.3136 447/2490 [====>.........................] - ETA: 4:43 - loss: 591.3800 - logits_profile_predictions_loss: 587.0838 - logcount_predictions_loss: 0.3136 448/2490 [====>.........................] - ETA: 4:43 - loss: 591.3798 - logits_profile_predictions_loss: 587.0835 - logcount_predictions_loss: 0.3136 449/2490 [====>.........................] - ETA: 4:43 - loss: 591.3800 - logits_profile_predictions_loss: 587.0837 - logcount_predictions_loss: 0.3136 450/2490 [====>.........................] - ETA: 4:43 - loss: 591.3806 - logits_profile_predictions_loss: 587.0842 - logcount_predictions_loss: 0.3136 451/2490 [====>.........................] - ETA: 4:43 - loss: 591.3810 - logits_profile_predictions_loss: 587.0845 - logcount_predictions_loss: 0.3136 452/2490 [====>.........................] - ETA: 4:42 - loss: 591.3815 - logits_profile_predictions_loss: 587.0850 - logcount_predictions_loss: 0.3136 453/2490 [====>.........................] - ETA: 4:42 - loss: 591.3817 - logits_profile_predictions_loss: 587.0851 - logcount_predictions_loss: 0.3136 454/2490 [====>.........................] - ETA: 4:42 - loss: 591.3822 - logits_profile_predictions_loss: 587.0855 - logcount_predictions_loss: 0.3136 455/2490 [====>.........................] - ETA: 4:42 - loss: 591.3824 - logits_profile_predictions_loss: 587.0856 - logcount_predictions_loss: 0.3136 456/2490 [====>.........................] - ETA: 4:42 - loss: 591.3822 - logits_profile_predictions_loss: 587.0854 - logcount_predictions_loss: 0.3136 457/2490 [====>.........................] - ETA: 4:42 - loss: 591.3822 - logits_profile_predictions_loss: 587.0854 - logcount_predictions_loss: 0.3136 458/2490 [====>.........................] - ETA: 4:42 - loss: 591.3820 - logits_profile_predictions_loss: 587.0851 - logcount_predictions_loss: 0.3136 459/2490 [====>.........................] - ETA: 4:41 - loss: 591.3820 - logits_profile_predictions_loss: 587.0850 - logcount_predictions_loss: 0.3137 460/2490 [====>.........................] - ETA: 4:41 - loss: 591.3819 - logits_profile_predictions_loss: 587.0848 - logcount_predictions_loss: 0.3137 461/2490 [====>.........................] - ETA: 4:41 - loss: 591.3818 - logits_profile_predictions_loss: 587.0847 - logcount_predictions_loss: 0.3137 462/2490 [====>.........................] - ETA: 4:41 - loss: 591.3821 - logits_profile_predictions_loss: 587.0850 - logcount_predictions_loss: 0.3137 463/2490 [====>.........................] - ETA: 4:41 - loss: 591.3820 - logits_profile_predictions_loss: 587.0847 - logcount_predictions_loss: 0.3137 464/2490 [====>.........................] - ETA: 4:41 - loss: 591.3820 - logits_profile_predictions_loss: 587.0846 - logcount_predictions_loss: 0.3137 465/2490 [====>.........................] - ETA: 4:41 - loss: 591.3823 - logits_profile_predictions_loss: 587.0849 - logcount_predictions_loss: 0.3137 466/2490 [====>.........................] - ETA: 4:40 - loss: 591.3828 - logits_profile_predictions_loss: 587.0853 - logcount_predictions_loss: 0.3137 467/2490 [====>.........................] - ETA: 4:40 - loss: 591.3832 - logits_profile_predictions_loss: 587.0857 - logcount_predictions_loss: 0.3137 468/2490 [====>.........................] - ETA: 4:40 - loss: 591.3838 - logits_profile_predictions_loss: 587.0862 - logcount_predictions_loss: 0.3137 469/2490 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[============================>.] - ETA: 0s - loss: 593.6940 - logits_profile_predictions_loss: 589.3855 - logcount_predictions_loss: 0.3145 2486/2490 [============================>.] - ETA: 0s - loss: 593.6948 - logits_profile_predictions_loss: 589.3863 - logcount_predictions_loss: 0.3145 2487/2490 [============================>.] - ETA: 0s - loss: 593.6955 - logits_profile_predictions_loss: 589.3871 - logcount_predictions_loss: 0.3145 2488/2490 [============================>.] - ETA: 0s - loss: 593.6964 - logits_profile_predictions_loss: 589.3879 - logcount_predictions_loss: 0.3145 2489/2490 [============================>.] - ETA: 0s - loss: 593.6972 - logits_profile_predictions_loss: 589.3887 - logcount_predictions_loss: 0.3145 2490/2490 [==============================] - ETA: 0s - loss: 593.6980 - logits_profile_predictions_loss: 589.3896 - logcount_predictions_loss: 0.3145 2490/2490 [==============================] - 363s 146ms/step - loss: 593.6988 - logits_profile_predictions_loss: 589.3904 - logcount_predictions_loss: 0.3145 - val_loss: 560.0163 - val_logits_profile_predictions_loss: 555.0966 - val_logcount_predictions_loss: 0.3591 Epoch 00005: val_loss did not improve from 558.51624 Epoch 6/50 1/2490 [..............................] - ETA: 6:56 - loss: 579.8959 - logits_profile_predictions_loss: 576.0754 - logcount_predictions_loss: 0.2789 2/2490 [..............................] - ETA: 5:45 - loss: 593.6960 - logits_profile_predictions_loss: 589.9633 - logcount_predictions_loss: 0.2725 3/2490 [..............................] - ETA: 5:45 - loss: 601.5863 - logits_profile_predictions_loss: 597.9060 - logcount_predictions_loss: 0.2686 4/2490 [..............................] - ETA: 5:45 - loss: 607.5106 - logits_profile_predictions_loss: 603.8007 - logcount_predictions_loss: 0.2708 5/2490 [..............................] - ETA: 5:45 - loss: 607.1638 - logits_profile_predictions_loss: 603.4098 - logcount_predictions_loss: 0.2740 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[============================>.] - ETA: 0s - loss: 595.1276 - logits_profile_predictions_loss: 590.9808 - logcount_predictions_loss: 0.3027 2486/2490 [============================>.] - ETA: 0s - loss: 595.1269 - logits_profile_predictions_loss: 590.9801 - logcount_predictions_loss: 0.3027 2487/2490 [============================>.] - ETA: 0s - loss: 595.1263 - logits_profile_predictions_loss: 590.9795 - logcount_predictions_loss: 0.3027 2488/2490 [============================>.] - ETA: 0s - loss: 595.1256 - logits_profile_predictions_loss: 590.9788 - logcount_predictions_loss: 0.3027 2489/2490 [============================>.] - ETA: 0s - loss: 595.1249 - logits_profile_predictions_loss: 590.9781 - logcount_predictions_loss: 0.3027 2490/2490 [==============================] - ETA: 0s - loss: 595.1242 - logits_profile_predictions_loss: 590.9775 - logcount_predictions_loss: 0.3027 2490/2490 [==============================] - 363s 146ms/step - loss: 595.1236 - logits_profile_predictions_loss: 590.9768 - logcount_predictions_loss: 0.3027 - val_loss: 555.7325 - val_logits_profile_predictions_loss: 552.2908 - val_logcount_predictions_loss: 0.2512 Epoch 00006: val_loss improved from 558.51624 to 555.73248, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 7/50 1/2490 [..............................] - ETA: 6:41 - loss: 526.5073 - logits_profile_predictions_loss: 524.0433 - logcount_predictions_loss: 0.1799 2/2490 [..............................] - ETA: 5:45 - loss: 570.5114 - logits_profile_predictions_loss: 567.6519 - logcount_predictions_loss: 0.2087 3/2490 [..............................] - ETA: 5:45 - loss: 577.8736 - logits_profile_predictions_loss: 575.0079 - logcount_predictions_loss: 0.2092 4/2490 [..............................] - ETA: 5:45 - loss: 576.1162 - logits_profile_predictions_loss: 573.2202 - logcount_predictions_loss: 0.2114 5/2490 [..............................] - ETA: 5:45 - loss: 582.9839 - logits_profile_predictions_loss: 579.9687 - logcount_predictions_loss: 0.2201 6/2490 [..............................] - ETA: 5:45 - loss: 586.5737 - logits_profile_predictions_loss: 583.4607 - logcount_predictions_loss: 0.2272 7/2490 [..............................] - ETA: 5:45 - loss: 589.0383 - logits_profile_predictions_loss: 585.8406 - logcount_predictions_loss: 0.2334 8/2490 [..............................] - ETA: 5:45 - loss: 590.5277 - logits_profile_predictions_loss: 587.2628 - logcount_predictions_loss: 0.2383 9/2490 [..............................] - ETA: 5:45 - loss: 593.0864 - logits_profile_predictions_loss: 589.7494 - logcount_predictions_loss: 0.2436 10/2490 [..............................] - ETA: 5:44 - loss: 595.0090 - logits_profile_predictions_loss: 591.6274 - logcount_predictions_loss: 0.2468 11/2490 [..............................] - ETA: 5:44 - loss: 596.3891 - logits_profile_predictions_loss: 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25/2490 [..............................] - ETA: 5:42 - loss: 593.1595 - logits_profile_predictions_loss: 589.5364 - logcount_predictions_loss: 0.2645 26/2490 [..............................] - ETA: 5:42 - loss: 593.1475 - logits_profile_predictions_loss: 589.5088 - logcount_predictions_loss: 0.2656 27/2490 [..............................] - ETA: 5:42 - loss: 593.2019 - logits_profile_predictions_loss: 589.5484 - logcount_predictions_loss: 0.2667 28/2490 [..............................] - ETA: 5:42 - loss: 593.3548 - logits_profile_predictions_loss: 589.6852 - logcount_predictions_loss: 0.2679 29/2490 [..............................] - ETA: 5:41 - loss: 593.5383 - logits_profile_predictions_loss: 589.8468 - logcount_predictions_loss: 0.2695 30/2490 [..............................] - ETA: 5:41 - loss: 593.7154 - logits_profile_predictions_loss: 590.0037 - logcount_predictions_loss: 0.2709 31/2490 [..............................] - ETA: 5:41 - loss: 593.8853 - 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[..............................] - ETA: 5:40 - loss: 594.6156 - logits_profile_predictions_loss: 590.7773 - logcount_predictions_loss: 0.2802 39/2490 [..............................] - ETA: 5:40 - loss: 594.6826 - logits_profile_predictions_loss: 590.8328 - logcount_predictions_loss: 0.2810 40/2490 [..............................] - ETA: 5:40 - loss: 594.7499 - logits_profile_predictions_loss: 590.8871 - logcount_predictions_loss: 0.2820 41/2490 [..............................] - ETA: 5:40 - loss: 594.8495 - logits_profile_predictions_loss: 590.9741 - logcount_predictions_loss: 0.2829 42/2490 [..............................] - ETA: 5:40 - loss: 594.9573 - logits_profile_predictions_loss: 591.0695 - logcount_predictions_loss: 0.2838 43/2490 [..............................] - ETA: 5:39 - loss: 595.0360 - logits_profile_predictions_loss: 591.1368 - logcount_predictions_loss: 0.2846 44/2490 [..............................] - ETA: 5:39 - loss: 595.1087 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:36 - loss: 597.0900 - logits_profile_predictions_loss: 593.0240 - logcount_predictions_loss: 0.2968 72/2490 [..............................] - ETA: 5:36 - loss: 597.0458 - logits_profile_predictions_loss: 592.9775 - logcount_predictions_loss: 0.2970 73/2490 [..............................] - ETA: 5:36 - loss: 596.9995 - logits_profile_predictions_loss: 592.9291 - logcount_predictions_loss: 0.2971 74/2490 [..............................] - ETA: 5:35 - loss: 596.9636 - logits_profile_predictions_loss: 592.8912 - logcount_predictions_loss: 0.2973 75/2490 [..............................] - ETA: 5:35 - loss: 596.9372 - logits_profile_predictions_loss: 592.8628 - logcount_predictions_loss: 0.2974 76/2490 [..............................] - ETA: 5:35 - loss: 596.9106 - logits_profile_predictions_loss: 592.8346 - logcount_predictions_loss: 0.2975 77/2490 [..............................] - ETA: 5:35 - loss: 596.8694 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 587.2660 - logcount_predictions_loss: 0.2966 371/2490 [===>..........................] - ETA: 4:54 - loss: 591.3262 - logits_profile_predictions_loss: 587.2629 - logcount_predictions_loss: 0.2966 372/2490 [===>..........................] - ETA: 4:54 - loss: 591.3226 - logits_profile_predictions_loss: 587.2595 - logcount_predictions_loss: 0.2966 373/2490 [===>..........................] - ETA: 4:53 - loss: 591.3196 - logits_profile_predictions_loss: 587.2566 - logcount_predictions_loss: 0.2966 374/2490 [===>..........................] - ETA: 4:53 - loss: 591.3168 - logits_profile_predictions_loss: 587.2539 - logcount_predictions_loss: 0.2966 375/2490 [===>..........................] - ETA: 4:53 - loss: 591.3138 - logits_profile_predictions_loss: 587.2510 - logcount_predictions_loss: 0.2965 376/2490 [===>..........................] - ETA: 4:53 - loss: 591.3106 - logits_profile_predictions_loss: 587.2479 - logcount_predictions_loss: 0.2965 377/2490 [===>..........................] - ETA: 4:53 - loss: 591.3069 - logits_profile_predictions_loss: 587.2443 - logcount_predictions_loss: 0.2965 378/2490 [===>..........................] - ETA: 4:53 - loss: 591.3036 - logits_profile_predictions_loss: 587.2411 - logcount_predictions_loss: 0.2965 379/2490 [===>..........................] - ETA: 4:53 - loss: 591.2999 - logits_profile_predictions_loss: 587.2375 - logcount_predictions_loss: 0.2965 380/2490 [===>..........................] - ETA: 4:52 - loss: 591.2960 - logits_profile_predictions_loss: 587.2337 - logcount_predictions_loss: 0.2965 381/2490 [===>..........................] - ETA: 4:52 - loss: 591.2925 - logits_profile_predictions_loss: 587.2304 - logcount_predictions_loss: 0.2965 382/2490 [===>..........................] - ETA: 4:52 - loss: 591.2898 - logits_profile_predictions_loss: 587.2278 - logcount_predictions_loss: 0.2965 383/2490 [===>..........................] - ETA: 4:52 - loss: 591.2869 - logits_profile_predictions_loss: 587.2250 - logcount_predictions_loss: 0.2965 384/2490 [===>..........................] - ETA: 4:52 - loss: 591.2856 - logits_profile_predictions_loss: 587.2237 - logcount_predictions_loss: 0.2965 385/2490 [===>..........................] - ETA: 4:52 - loss: 591.2845 - logits_profile_predictions_loss: 587.2228 - logcount_predictions_loss: 0.2965 386/2490 [===>..........................] - ETA: 4:52 - loss: 591.2834 - logits_profile_predictions_loss: 587.2218 - logcount_predictions_loss: 0.2965 387/2490 [===>..........................] - ETA: 4:51 - loss: 591.2827 - logits_profile_predictions_loss: 587.2212 - logcount_predictions_loss: 0.2965 388/2490 [===>..........................] - ETA: 4:51 - loss: 591.2817 - logits_profile_predictions_loss: 587.2203 - logcount_predictions_loss: 0.2964 389/2490 [===>..........................] - ETA: 4:51 - loss: 591.2808 - logits_profile_predictions_loss: 587.2195 - logcount_predictions_loss: 0.2964 390/2490 [===>..........................] - ETA: 4:51 - loss: 591.2792 - logits_profile_predictions_loss: 587.2180 - logcount_predictions_loss: 0.2964 391/2490 [===>..........................] - ETA: 4:51 - loss: 591.2774 - logits_profile_predictions_loss: 587.2163 - logcount_predictions_loss: 0.2964 392/2490 [===>..........................] - ETA: 4:51 - loss: 591.2759 - logits_profile_predictions_loss: 587.2150 - logcount_predictions_loss: 0.2964 393/2490 [===>..........................] - ETA: 4:51 - loss: 591.2755 - logits_profile_predictions_loss: 587.2146 - logcount_predictions_loss: 0.2964 394/2490 [===>..........................] - ETA: 4:51 - loss: 591.2756 - logits_profile_predictions_loss: 587.2148 - logcount_predictions_loss: 0.2964 395/2490 [===>..........................] - ETA: 4:50 - loss: 591.2759 - logits_profile_predictions_loss: 587.2152 - logcount_predictions_loss: 0.2964 396/2490 [===>..........................] - ETA: 4:50 - loss: 591.2760 - logits_profile_predictions_loss: 587.2153 - logcount_predictions_loss: 0.2964 397/2490 [===>..........................] - ETA: 4:50 - loss: 591.2757 - logits_profile_predictions_loss: 587.2152 - logcount_predictions_loss: 0.2964 398/2490 [===>..........................] - ETA: 4:50 - loss: 591.2753 - logits_profile_predictions_loss: 587.2148 - logcount_predictions_loss: 0.2964 399/2490 [===>..........................] - ETA: 4:50 - loss: 591.2753 - logits_profile_predictions_loss: 587.2149 - logcount_predictions_loss: 0.2964 400/2490 [===>..........................] - ETA: 4:50 - loss: 591.2747 - logits_profile_predictions_loss: 587.2143 - logcount_predictions_loss: 0.2964 401/2490 [===>..........................] - ETA: 4:50 - loss: 591.2737 - logits_profile_predictions_loss: 587.2134 - logcount_predictions_loss: 0.2964 402/2490 [===>..........................] - ETA: 4:49 - loss: 591.2726 - logits_profile_predictions_loss: 587.2124 - logcount_predictions_loss: 0.2964 403/2490 [===>..........................] - ETA: 4:49 - loss: 591.2710 - logits_profile_predictions_loss: 587.2109 - logcount_predictions_loss: 0.2964 404/2490 [===>..........................] - ETA: 4:49 - loss: 591.2698 - logits_profile_predictions_loss: 587.2097 - logcount_predictions_loss: 0.2963 405/2490 [===>..........................] - ETA: 4:49 - loss: 591.2688 - logits_profile_predictions_loss: 587.2088 - logcount_predictions_loss: 0.2963 406/2490 [===>..........................] - ETA: 4:49 - loss: 591.2680 - logits_profile_predictions_loss: 587.2081 - logcount_predictions_loss: 0.2963 407/2490 [===>..........................] - ETA: 4:49 - loss: 591.2667 - logits_profile_predictions_loss: 587.2069 - logcount_predictions_loss: 0.2963 408/2490 [===>..........................] - ETA: 4:49 - loss: 591.2655 - logits_profile_predictions_loss: 587.2058 - logcount_predictions_loss: 0.2963 409/2490 [===>..........................] - ETA: 4:48 - loss: 591.2647 - logits_profile_predictions_loss: 587.2051 - logcount_predictions_loss: 0.2963 410/2490 [===>..........................] - ETA: 4:48 - loss: 591.2638 - logits_profile_predictions_loss: 587.2042 - logcount_predictions_loss: 0.2963 411/2490 [===>..........................] - ETA: 4:48 - loss: 591.2628 - logits_profile_predictions_loss: 587.2034 - logcount_predictions_loss: 0.2963 412/2490 [===>..........................] - ETA: 4:48 - loss: 591.2618 - logits_profile_predictions_loss: 587.2024 - logcount_predictions_loss: 0.2963 413/2490 [===>..........................] - ETA: 4:48 - loss: 591.2612 - logits_profile_predictions_loss: 587.2020 - logcount_predictions_loss: 0.2963 414/2490 [===>..........................] - ETA: 4:48 - loss: 591.2606 - logits_profile_predictions_loss: 587.2014 - logcount_predictions_loss: 0.2963 415/2490 [====>.........................] - ETA: 4:48 - loss: 591.2603 - logits_profile_predictions_loss: 587.2012 - logcount_predictions_loss: 0.2963 416/2490 [====>.........................] - ETA: 4:47 - loss: 591.2596 - logits_profile_predictions_loss: 587.2006 - logcount_predictions_loss: 0.2963 417/2490 [====>.........................] - ETA: 4:47 - loss: 591.2586 - logits_profile_predictions_loss: 587.1997 - logcount_predictions_loss: 0.2963 418/2490 [====>.........................] - ETA: 4:47 - loss: 591.2578 - logits_profile_predictions_loss: 587.1990 - logcount_predictions_loss: 0.2963 419/2490 [====>.........................] - ETA: 4:47 - loss: 591.2576 - logits_profile_predictions_loss: 587.1988 - logcount_predictions_loss: 0.2963 420/2490 [====>.........................] - ETA: 4:47 - loss: 591.2570 - logits_profile_predictions_loss: 587.1984 - logcount_predictions_loss: 0.2962 421/2490 [====>.........................] - ETA: 4:47 - loss: 591.2563 - logits_profile_predictions_loss: 587.1977 - logcount_predictions_loss: 0.2962 422/2490 [====>.........................] - ETA: 4:47 - loss: 591.2560 - logits_profile_predictions_loss: 587.1975 - logcount_predictions_loss: 0.2962 423/2490 [====>.........................] - ETA: 4:46 - loss: 591.2557 - logits_profile_predictions_loss: 587.1973 - logcount_predictions_loss: 0.2962 424/2490 [====>.........................] - ETA: 4:46 - loss: 591.2560 - logits_profile_predictions_loss: 587.1977 - logcount_predictions_loss: 0.2962 425/2490 [====>.........................] - ETA: 4:46 - loss: 591.2562 - logits_profile_predictions_loss: 587.1980 - logcount_predictions_loss: 0.2962 426/2490 [====>.........................] - ETA: 4:46 - loss: 591.2569 - logits_profile_predictions_loss: 587.1988 - logcount_predictions_loss: 0.2962 427/2490 [====>.........................] - ETA: 4:46 - loss: 591.2579 - logits_profile_predictions_loss: 587.1999 - logcount_predictions_loss: 0.2962 428/2490 [====>.........................] - ETA: 4:46 - loss: 591.2589 - logits_profile_predictions_loss: 587.2010 - logcount_predictions_loss: 0.2962 429/2490 [====>.........................] - ETA: 4:46 - loss: 591.2601 - logits_profile_predictions_loss: 587.2023 - logcount_predictions_loss: 0.2962 430/2490 [====>.........................] - ETA: 4:45 - loss: 591.2609 - logits_profile_predictions_loss: 587.2032 - logcount_predictions_loss: 0.2962 431/2490 [====>.........................] - ETA: 4:45 - loss: 591.2621 - logits_profile_predictions_loss: 587.2045 - logcount_predictions_loss: 0.2962 432/2490 [====>.........................] - ETA: 4:45 - loss: 591.2630 - logits_profile_predictions_loss: 587.2055 - logcount_predictions_loss: 0.2962 433/2490 [====>.........................] - ETA: 4:45 - loss: 591.2638 - logits_profile_predictions_loss: 587.2063 - logcount_predictions_loss: 0.2962 434/2490 [====>.........................] - ETA: 4:45 - loss: 591.2647 - logits_profile_predictions_loss: 587.2073 - logcount_predictions_loss: 0.2962 435/2490 [====>.........................] - ETA: 4:45 - loss: 591.2659 - logits_profile_predictions_loss: 587.2085 - logcount_predictions_loss: 0.2961 436/2490 [====>.........................] - ETA: 4:45 - loss: 591.2673 - logits_profile_predictions_loss: 587.2100 - logcount_predictions_loss: 0.2961 437/2490 [====>.........................] - ETA: 4:45 - loss: 591.2688 - logits_profile_predictions_loss: 587.2116 - logcount_predictions_loss: 0.2961 438/2490 [====>.........................] - ETA: 4:44 - loss: 591.2703 - logits_profile_predictions_loss: 587.2132 - logcount_predictions_loss: 0.2961 439/2490 [====>.........................] - ETA: 4:44 - loss: 591.2720 - logits_profile_predictions_loss: 587.2149 - logcount_predictions_loss: 0.2961 440/2490 [====>.........................] - ETA: 4:44 - loss: 591.2736 - logits_profile_predictions_loss: 587.2166 - logcount_predictions_loss: 0.2961 441/2490 [====>.........................] - ETA: 4:44 - loss: 591.2750 - logits_profile_predictions_loss: 587.2180 - logcount_predictions_loss: 0.2961 442/2490 [====>.........................] - ETA: 4:44 - loss: 591.2758 - logits_profile_predictions_loss: 587.2189 - logcount_predictions_loss: 0.2961 443/2490 [====>.........................] - ETA: 4:44 - loss: 591.2765 - logits_profile_predictions_loss: 587.2197 - logcount_predictions_loss: 0.2961 444/2490 [====>.........................] - ETA: 4:44 - loss: 591.2769 - logits_profile_predictions_loss: 587.2201 - logcount_predictions_loss: 0.2961 445/2490 [====>.........................] - ETA: 4:43 - loss: 591.2775 - logits_profile_predictions_loss: 587.2209 - logcount_predictions_loss: 0.2961 446/2490 [====>.........................] - ETA: 4:43 - loss: 591.2784 - logits_profile_predictions_loss: 587.2218 - logcount_predictions_loss: 0.2961 447/2490 [====>.........................] - ETA: 4:43 - loss: 591.2795 - logits_profile_predictions_loss: 587.2230 - logcount_predictions_loss: 0.2961 448/2490 [====>.........................] - ETA: 4:43 - loss: 591.2802 - logits_profile_predictions_loss: 587.2237 - logcount_predictions_loss: 0.2961 449/2490 [====>.........................] - ETA: 4:43 - loss: 591.2808 - logits_profile_predictions_loss: 587.2245 - logcount_predictions_loss: 0.2961 450/2490 [====>.........................] - ETA: 4:43 - loss: 591.2818 - logits_profile_predictions_loss: 587.2255 - logcount_predictions_loss: 0.2961 451/2490 [====>.........................] - ETA: 4:43 - loss: 591.2824 - logits_profile_predictions_loss: 587.2262 - logcount_predictions_loss: 0.2961 452/2490 [====>.........................] - ETA: 4:42 - loss: 591.2827 - logits_profile_predictions_loss: 587.2265 - logcount_predictions_loss: 0.2961 453/2490 [====>.........................] - ETA: 4:42 - loss: 591.2828 - logits_profile_predictions_loss: 587.2268 - logcount_predictions_loss: 0.2961 454/2490 [====>.........................] - ETA: 4:42 - loss: 591.2829 - logits_profile_predictions_loss: 587.2269 - logcount_predictions_loss: 0.2960 455/2490 [====>.........................] - ETA: 4:42 - loss: 591.2828 - logits_profile_predictions_loss: 587.2269 - logcount_predictions_loss: 0.2960 456/2490 [====>.........................] - ETA: 4:42 - loss: 591.2826 - logits_profile_predictions_loss: 587.2268 - logcount_predictions_loss: 0.2960 457/2490 [====>.........................] - ETA: 4:42 - loss: 591.2821 - logits_profile_predictions_loss: 587.2264 - logcount_predictions_loss: 0.2960 458/2490 [====>.........................] - ETA: 4:42 - loss: 591.2815 - logits_profile_predictions_loss: 587.2258 - logcount_predictions_loss: 0.2960 459/2490 [====>.........................] - ETA: 4:41 - loss: 591.2809 - logits_profile_predictions_loss: 587.2253 - logcount_predictions_loss: 0.2960 460/2490 [====>.........................] - ETA: 4:41 - loss: 591.2803 - logits_profile_predictions_loss: 587.2248 - logcount_predictions_loss: 0.2960 461/2490 [====>.........................] - ETA: 4:41 - loss: 591.2801 - logits_profile_predictions_loss: 587.2247 - logcount_predictions_loss: 0.2960 462/2490 [====>.........................] - ETA: 4:41 - loss: 591.2793 - logits_profile_predictions_loss: 587.2240 - logcount_predictions_loss: 0.2960 463/2490 [====>.........................] - ETA: 4:41 - loss: 591.2784 - logits_profile_predictions_loss: 587.2232 - logcount_predictions_loss: 0.2960 464/2490 [====>.........................] - ETA: 4:41 - loss: 591.2776 - logits_profile_predictions_loss: 587.2225 - logcount_predictions_loss: 0.2960 465/2490 [====>.........................] - ETA: 4:41 - loss: 591.2771 - logits_profile_predictions_loss: 587.2221 - logcount_predictions_loss: 0.2960 466/2490 [====>.........................] - ETA: 4:40 - loss: 591.2766 - logits_profile_predictions_loss: 587.2217 - logcount_predictions_loss: 0.2960 467/2490 [====>.........................] - ETA: 4:40 - loss: 591.2761 - logits_profile_predictions_loss: 587.2213 - logcount_predictions_loss: 0.2960 468/2490 [====>.........................] - ETA: 4:40 - loss: 591.2760 - logits_profile_predictions_loss: 587.2212 - logcount_predictions_loss: 0.2960 469/2490 [====>.........................] - ETA: 4:40 - loss: 591.2758 - logits_profile_predictions_loss: 587.2211 - logcount_predictions_loss: 0.2960 470/2490 [====>.........................] - ETA: 4:40 - loss: 591.2752 - logits_profile_predictions_loss: 587.2206 - logcount_predictions_loss: 0.2959 471/2490 [====>.........................] - ETA: 4:40 - loss: 591.2742 - logits_profile_predictions_loss: 587.2197 - logcount_predictions_loss: 0.2959 472/2490 [====>.........................] - ETA: 4:40 - loss: 591.2732 - logits_profile_predictions_loss: 587.2188 - logcount_predictions_loss: 0.2959 473/2490 [====>.........................] - ETA: 4:40 - loss: 591.2722 - logits_profile_predictions_loss: 587.2179 - logcount_predictions_loss: 0.2959 474/2490 [====>.........................] - ETA: 4:39 - loss: 591.2708 - logits_profile_predictions_loss: 587.2166 - logcount_predictions_loss: 0.2959 475/2490 [====>.........................] - ETA: 4:39 - loss: 591.2696 - logits_profile_predictions_loss: 587.2155 - logcount_predictions_loss: 0.2959 476/2490 [====>.........................] - ETA: 4:39 - loss: 591.2684 - logits_profile_predictions_loss: 587.2144 - logcount_predictions_loss: 0.2959 477/2490 [====>.........................] - ETA: 4:39 - loss: 591.2676 - logits_profile_predictions_loss: 587.2137 - logcount_predictions_loss: 0.2959 478/2490 [====>.........................] - ETA: 4:39 - loss: 591.2665 - logits_profile_predictions_loss: 587.2127 - logcount_predictions_loss: 0.2959 479/2490 [====>.........................] - ETA: 4:39 - loss: 591.2652 - logits_profile_predictions_loss: 587.2115 - logcount_predictions_loss: 0.2959 480/2490 [====>.........................] - ETA: 4:39 - loss: 591.2641 - logits_profile_predictions_loss: 587.2104 - logcount_predictions_loss: 0.2959 481/2490 [====>.........................] - ETA: 4:38 - loss: 591.2628 - logits_profile_predictions_loss: 587.2092 - logcount_predictions_loss: 0.2959 482/2490 [====>.........................] - ETA: 4:38 - loss: 591.2613 - logits_profile_predictions_loss: 587.2078 - logcount_predictions_loss: 0.2959 483/2490 [====>.........................] - ETA: 4:38 - loss: 591.2598 - logits_profile_predictions_loss: 587.2064 - logcount_predictions_loss: 0.2959 484/2490 [====>.........................] - ETA: 4:38 - loss: 591.2583 - logits_profile_predictions_loss: 587.2050 - logcount_predictions_loss: 0.2959 485/2490 [====>.........................] - ETA: 4:38 - loss: 591.2566 - logits_profile_predictions_loss: 587.2034 - logcount_predictions_loss: 0.2958 486/2490 [====>.........................] - ETA: 4:38 - loss: 591.2547 - logits_profile_predictions_loss: 587.2015 - logcount_predictions_loss: 0.2958 487/2490 [====>.........................] - ETA: 4:38 - loss: 591.2528 - logits_profile_predictions_loss: 587.1998 - logcount_predictions_loss: 0.2958 488/2490 [====>.........................] - ETA: 4:37 - loss: 591.2510 - logits_profile_predictions_loss: 587.1981 - logcount_predictions_loss: 0.2958 489/2490 [====>.........................] - ETA: 4:37 - loss: 591.2492 - logits_profile_predictions_loss: 587.1964 - logcount_predictions_loss: 0.2958 490/2490 [====>.........................] - ETA: 4:37 - loss: 591.2479 - logits_profile_predictions_loss: 587.1951 - logcount_predictions_loss: 0.2958 491/2490 [====>.........................] - ETA: 4:37 - loss: 591.2467 - logits_profile_predictions_loss: 587.1940 - logcount_predictions_loss: 0.2958 492/2490 [====>.........................] - ETA: 4:37 - loss: 591.2454 - logits_profile_predictions_loss: 587.1928 - logcount_predictions_loss: 0.2958 493/2490 [====>.........................] - ETA: 4:37 - loss: 591.2447 - logits_profile_predictions_loss: 587.1921 - logcount_predictions_loss: 0.2958 494/2490 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2438/2490 [============================>.] - ETA: 7s - loss: 591.1634 - logits_profile_predictions_loss: 587.1519 - logcount_predictions_loss: 0.2928 2439/2490 [============================>.] - ETA: 7s - loss: 591.1636 - logits_profile_predictions_loss: 587.1521 - logcount_predictions_loss: 0.2928 2440/2490 [============================>.] - ETA: 6s - loss: 591.1637 - logits_profile_predictions_loss: 587.1522 - logcount_predictions_loss: 0.2928 2441/2490 [============================>.] - ETA: 6s - loss: 591.1639 - logits_profile_predictions_loss: 587.1523 - logcount_predictions_loss: 0.2928 2442/2490 [============================>.] - ETA: 6s - loss: 591.1640 - logits_profile_predictions_loss: 587.1525 - logcount_predictions_loss: 0.2928 2443/2490 [============================>.] - ETA: 6s - loss: 591.1641 - logits_profile_predictions_loss: 587.1526 - logcount_predictions_loss: 0.2928 2444/2490 [============================>.] - ETA: 6s - loss: 591.1642 - logits_profile_predictions_loss: 587.1528 - logcount_predictions_loss: 0.2928 2445/2490 [============================>.] - ETA: 6s - loss: 591.1644 - logits_profile_predictions_loss: 587.1529 - logcount_predictions_loss: 0.2928 2446/2490 [============================>.] - ETA: 6s - loss: 591.1645 - logits_profile_predictions_loss: 587.1530 - logcount_predictions_loss: 0.2928 2447/2490 [============================>.] - ETA: 5s - loss: 591.1646 - logits_profile_predictions_loss: 587.1532 - logcount_predictions_loss: 0.2928 2448/2490 [============================>.] - ETA: 5s - loss: 591.1648 - logits_profile_predictions_loss: 587.1533 - logcount_predictions_loss: 0.2928 2449/2490 [============================>.] - ETA: 5s - loss: 591.1649 - logits_profile_predictions_loss: 587.1535 - logcount_predictions_loss: 0.2928 2450/2490 [============================>.] - ETA: 5s - loss: 591.1651 - logits_profile_predictions_loss: 587.1536 - logcount_predictions_loss: 0.2928 2451/2490 [============================>.] - ETA: 5s - loss: 591.1653 - logits_profile_predictions_loss: 587.1538 - logcount_predictions_loss: 0.2928 2452/2490 [============================>.] - ETA: 5s - loss: 591.1654 - logits_profile_predictions_loss: 587.1540 - logcount_predictions_loss: 0.2928 2453/2490 [============================>.] - ETA: 5s - loss: 591.1656 - logits_profile_predictions_loss: 587.1542 - logcount_predictions_loss: 0.2928 2454/2490 [============================>.] - ETA: 5s - loss: 591.1658 - logits_profile_predictions_loss: 587.1544 - logcount_predictions_loss: 0.2928 2455/2490 [============================>.] - ETA: 4s - loss: 591.1660 - logits_profile_predictions_loss: 587.1546 - logcount_predictions_loss: 0.2928 2456/2490 [============================>.] - ETA: 4s - loss: 591.1662 - logits_profile_predictions_loss: 587.1547 - logcount_predictions_loss: 0.2928 2457/2490 [============================>.] - ETA: 4s - loss: 591.1664 - logits_profile_predictions_loss: 587.1549 - logcount_predictions_loss: 0.2928 2458/2490 [============================>.] - ETA: 4s - loss: 591.1665 - logits_profile_predictions_loss: 587.1551 - logcount_predictions_loss: 0.2928 2459/2490 [============================>.] - ETA: 4s - loss: 591.1667 - logits_profile_predictions_loss: 587.1553 - logcount_predictions_loss: 0.2928 2460/2490 [============================>.] - ETA: 4s - loss: 591.1668 - logits_profile_predictions_loss: 587.1554 - logcount_predictions_loss: 0.2928 2461/2490 [============================>.] - ETA: 4s - loss: 591.1670 - logits_profile_predictions_loss: 587.1556 - logcount_predictions_loss: 0.2928 2462/2490 [============================>.] - ETA: 3s - loss: 591.1671 - logits_profile_predictions_loss: 587.1557 - logcount_predictions_loss: 0.2928 2463/2490 [============================>.] - ETA: 3s - loss: 591.1673 - logits_profile_predictions_loss: 587.1559 - logcount_predictions_loss: 0.2928 2464/2490 [============================>.] - ETA: 3s - loss: 591.1675 - logits_profile_predictions_loss: 587.1561 - logcount_predictions_loss: 0.2928 2465/2490 [============================>.] - ETA: 3s - loss: 591.1676 - logits_profile_predictions_loss: 587.1563 - logcount_predictions_loss: 0.2928 2466/2490 [============================>.] - ETA: 3s - loss: 591.1678 - logits_profile_predictions_loss: 587.1564 - logcount_predictions_loss: 0.2928 2467/2490 [============================>.] - ETA: 3s - loss: 591.1680 - logits_profile_predictions_loss: 587.1566 - logcount_predictions_loss: 0.2928 2468/2490 [============================>.] - ETA: 3s - loss: 591.1682 - logits_profile_predictions_loss: 587.1568 - logcount_predictions_loss: 0.2928 2469/2490 [============================>.] - ETA: 2s - loss: 591.1683 - logits_profile_predictions_loss: 587.1570 - logcount_predictions_loss: 0.2928 2470/2490 [============================>.] - ETA: 2s - loss: 591.1685 - logits_profile_predictions_loss: 587.1572 - logcount_predictions_loss: 0.2928 2471/2490 [============================>.] - ETA: 2s - loss: 591.1686 - logits_profile_predictions_loss: 587.1573 - logcount_predictions_loss: 0.2928 2472/2490 [============================>.] - ETA: 2s - loss: 591.1688 - logits_profile_predictions_loss: 587.1575 - logcount_predictions_loss: 0.2928 2473/2490 [============================>.] - ETA: 2s - loss: 591.1690 - logits_profile_predictions_loss: 587.1577 - logcount_predictions_loss: 0.2928 2474/2490 [============================>.] - ETA: 2s - loss: 591.1692 - logits_profile_predictions_loss: 587.1579 - logcount_predictions_loss: 0.2928 2475/2490 [============================>.] - ETA: 2s - loss: 591.1694 - logits_profile_predictions_loss: 587.1581 - logcount_predictions_loss: 0.2928 2476/2490 [============================>.] - ETA: 1s - loss: 591.1696 - logits_profile_predictions_loss: 587.1583 - logcount_predictions_loss: 0.2928 2477/2490 [============================>.] - ETA: 1s - loss: 591.1698 - logits_profile_predictions_loss: 587.1585 - logcount_predictions_loss: 0.2928 2478/2490 [============================>.] - ETA: 1s - loss: 591.1700 - logits_profile_predictions_loss: 587.1587 - logcount_predictions_loss: 0.2928 2479/2490 [============================>.] - ETA: 1s - loss: 591.1701 - logits_profile_predictions_loss: 587.1589 - logcount_predictions_loss: 0.2928 2480/2490 [============================>.] - ETA: 1s - loss: 591.1703 - logits_profile_predictions_loss: 587.1591 - logcount_predictions_loss: 0.2928 2481/2490 [============================>.] - ETA: 1s - loss: 591.1705 - logits_profile_predictions_loss: 587.1593 - logcount_predictions_loss: 0.2928 2482/2490 [============================>.] - ETA: 1s - loss: 591.1707 - logits_profile_predictions_loss: 587.1595 - logcount_predictions_loss: 0.2928 2483/2490 [============================>.] - ETA: 0s - loss: 591.1709 - logits_profile_predictions_loss: 587.1597 - logcount_predictions_loss: 0.2928 2484/2490 [============================>.] - ETA: 0s - loss: 591.1711 - logits_profile_predictions_loss: 587.1599 - logcount_predictions_loss: 0.2928 2485/2490 [============================>.] - ETA: 0s - loss: 591.1713 - logits_profile_predictions_loss: 587.1601 - logcount_predictions_loss: 0.2928 2486/2490 [============================>.] - ETA: 0s - loss: 591.1714 - logits_profile_predictions_loss: 587.1602 - logcount_predictions_loss: 0.2928 2487/2490 [============================>.] - ETA: 0s - loss: 591.1716 - logits_profile_predictions_loss: 587.1604 - logcount_predictions_loss: 0.2928 2488/2490 [============================>.] - ETA: 0s - loss: 591.1718 - logits_profile_predictions_loss: 587.1606 - logcount_predictions_loss: 0.2928 2489/2490 [============================>.] - ETA: 0s - loss: 591.1719 - logits_profile_predictions_loss: 587.1608 - logcount_predictions_loss: 0.2928 2490/2490 [==============================] - ETA: 0s - loss: 591.1721 - logits_profile_predictions_loss: 587.1610 - logcount_predictions_loss: 0.2928 2490/2490 [==============================] - 363s 146ms/step - loss: 591.1723 - logits_profile_predictions_loss: 587.1611 - logcount_predictions_loss: 0.2928 - val_loss: 559.2292 - val_logits_profile_predictions_loss: 555.9843 - val_logcount_predictions_loss: 0.2369 Epoch 00007: val_loss did not improve from 555.73248 Epoch 8/50 1/2490 [..............................] - ETA: 6:54 - loss: 545.8998 - logits_profile_predictions_loss: 541.6307 - logcount_predictions_loss: 0.3116 2/2490 [..............................] - ETA: 6:21 - loss: 586.0297 - logits_profile_predictions_loss: 581.9308 - logcount_predictions_loss: 0.2992 3/2490 [..............................] - ETA: 6:04 - loss: 597.1684 - logits_profile_predictions_loss: 593.1799 - logcount_predictions_loss: 0.2911 4/2490 [..............................] - ETA: 5:57 - loss: 605.8307 - logits_profile_predictions_loss: 601.8675 - logcount_predictions_loss: 0.2893 5/2490 [..............................] - ETA: 5:54 - loss: 607.1256 - logits_profile_predictions_loss: 603.2607 - logcount_predictions_loss: 0.2821 6/2490 [..............................] - ETA: 5:53 - loss: 609.3165 - logits_profile_predictions_loss: 605.5318 - logcount_predictions_loss: 0.2763 7/2490 [..............................] - ETA: 5:52 - loss: 611.3100 - logits_profile_predictions_loss: 607.5789 - logcount_predictions_loss: 0.2723 8/2490 [..............................] - ETA: 5:50 - loss: 612.3623 - logits_profile_predictions_loss: 608.6646 - logcount_predictions_loss: 0.2699 9/2490 [..............................] - ETA: 5:49 - loss: 612.0462 - logits_profile_predictions_loss: 608.3824 - logcount_predictions_loss: 0.2674 10/2490 [..............................] - ETA: 5:49 - loss: 611.6908 - logits_profile_predictions_loss: 608.0550 - logcount_predictions_loss: 0.2654 11/2490 [..............................] - ETA: 5:48 - loss: 611.7456 - logits_profile_predictions_loss: 608.1106 - logcount_predictions_loss: 0.2653 12/2490 [..............................] - ETA: 5:48 - loss: 611.8698 - logits_profile_predictions_loss: 608.2214 - logcount_predictions_loss: 0.2663 13/2490 [..............................] - ETA: 5:48 - loss: 611.5639 - logits_profile_predictions_loss: 607.9090 - logcount_predictions_loss: 0.2668 14/2490 [..............................] - ETA: 5:47 - loss: 610.7360 - logits_profile_predictions_loss: 607.0810 - logcount_predictions_loss: 0.2668 15/2490 [..............................] - ETA: 5:47 - loss: 609.9597 - logits_profile_predictions_loss: 606.3036 - logcount_predictions_loss: 0.2669 16/2490 [..............................] - ETA: 5:47 - loss: 609.6958 - logits_profile_predictions_loss: 606.0344 - logcount_predictions_loss: 0.2673 17/2490 [..............................] - ETA: 5:46 - loss: 609.6021 - logits_profile_predictions_loss: 605.9336 - logcount_predictions_loss: 0.2678 18/2490 [..............................] - ETA: 5:46 - loss: 609.3456 - logits_profile_predictions_loss: 605.6686 - logcount_predictions_loss: 0.2684 19/2490 [..............................] - ETA: 5:46 - loss: 609.2212 - logits_profile_predictions_loss: 605.5335 - logcount_predictions_loss: 0.2692 20/2490 [..............................] - ETA: 5:46 - loss: 609.1553 - logits_profile_predictions_loss: 605.4585 - logcount_predictions_loss: 0.2698 21/2490 [..............................] - ETA: 5:46 - loss: 609.2418 - logits_profile_predictions_loss: 605.5382 - logcount_predictions_loss: 0.2703 22/2490 [..............................] - ETA: 5:45 - loss: 609.3741 - logits_profile_predictions_loss: 605.6610 - logcount_predictions_loss: 0.2710 23/2490 [..............................] - ETA: 5:45 - loss: 609.3789 - logits_profile_predictions_loss: 605.6582 - logcount_predictions_loss: 0.2716 24/2490 [..............................] - ETA: 5:45 - loss: 609.4102 - logits_profile_predictions_loss: 605.6815 - logcount_predictions_loss: 0.2722 25/2490 [..............................] - ETA: 5:45 - loss: 609.3787 - logits_profile_predictions_loss: 605.6440 - logcount_predictions_loss: 0.2726 26/2490 [..............................] - ETA: 5:45 - loss: 609.2717 - logits_profile_predictions_loss: 605.5310 - logcount_predictions_loss: 0.2730 27/2490 [..............................] - ETA: 5:45 - loss: 609.2121 - logits_profile_predictions_loss: 605.4663 - logcount_predictions_loss: 0.2734 28/2490 [..............................] - ETA: 5:44 - loss: 609.2178 - logits_profile_predictions_loss: 605.4683 - logcount_predictions_loss: 0.2737 29/2490 [..............................] - ETA: 5:44 - loss: 609.2921 - logits_profile_predictions_loss: 605.5400 - logcount_predictions_loss: 0.2739 30/2490 [..............................] - ETA: 5:44 - loss: 609.2950 - logits_profile_predictions_loss: 605.5414 - logcount_predictions_loss: 0.2740 31/2490 [..............................] - ETA: 5:44 - loss: 609.2039 - logits_profile_predictions_loss: 605.4491 - logcount_predictions_loss: 0.2741 32/2490 [..............................] - ETA: 5:44 - loss: 609.1494 - logits_profile_predictions_loss: 605.3930 - logcount_predictions_loss: 0.2742 33/2490 [..............................] - ETA: 5:43 - loss: 609.0970 - logits_profile_predictions_loss: 605.3379 - logcount_predictions_loss: 0.2744 34/2490 [..............................] - ETA: 5:43 - loss: 608.9976 - logits_profile_predictions_loss: 605.2362 - logcount_predictions_loss: 0.2746 35/2490 [..............................] - ETA: 5:43 - loss: 608.9527 - logits_profile_predictions_loss: 605.1880 - logcount_predictions_loss: 0.2748 36/2490 [..............................] - ETA: 5:43 - loss: 608.9128 - logits_profile_predictions_loss: 605.1449 - logcount_predictions_loss: 0.2750 37/2490 [..............................] - ETA: 5:43 - loss: 608.8268 - logits_profile_predictions_loss: 605.0560 - logcount_predictions_loss: 0.2752 38/2490 [..............................] - ETA: 5:42 - loss: 608.7378 - logits_profile_predictions_loss: 604.9645 - logcount_predictions_loss: 0.2754 39/2490 [..............................] - ETA: 5:42 - loss: 608.6588 - logits_profile_predictions_loss: 604.8834 - logcount_predictions_loss: 0.2756 40/2490 [..............................] - ETA: 5:42 - loss: 608.5217 - logits_profile_predictions_loss: 604.7445 - logcount_predictions_loss: 0.2757 41/2490 [..............................] - ETA: 5:42 - loss: 608.3716 - logits_profile_predictions_loss: 604.5927 - logcount_predictions_loss: 0.2758 42/2490 [..............................] - ETA: 5:42 - loss: 608.2677 - logits_profile_predictions_loss: 604.4872 - logcount_predictions_loss: 0.2760 43/2490 [..............................] - ETA: 5:41 - loss: 608.1411 - logits_profile_predictions_loss: 604.3590 - logcount_predictions_loss: 0.2761 44/2490 [..............................] - ETA: 5:41 - loss: 608.0206 - logits_profile_predictions_loss: 604.2376 - logcount_predictions_loss: 0.2761 45/2490 [..............................] - ETA: 5:41 - loss: 607.8445 - logits_profile_predictions_loss: 604.0608 - logcount_predictions_loss: 0.2762 46/2490 [..............................] - ETA: 5:41 - loss: 607.6970 - logits_profile_predictions_loss: 603.9122 - logcount_predictions_loss: 0.2763 47/2490 [..............................] - ETA: 5:41 - loss: 607.5254 - logits_profile_predictions_loss: 603.7397 - logcount_predictions_loss: 0.2763 48/2490 [..............................] - ETA: 5:41 - loss: 607.3737 - logits_profile_predictions_loss: 603.5864 - logcount_predictions_loss: 0.2764 49/2490 [..............................] - ETA: 5:40 - loss: 607.2499 - logits_profile_predictions_loss: 603.4611 - logcount_predictions_loss: 0.2766 50/2490 [..............................] - ETA: 5:40 - loss: 607.1101 - logits_profile_predictions_loss: 603.3208 - logcount_predictions_loss: 0.2766 51/2490 [..............................] - ETA: 5:40 - loss: 606.9478 - logits_profile_predictions_loss: 603.1582 - logcount_predictions_loss: 0.2766 52/2490 [..............................] - ETA: 5:40 - loss: 606.7816 - logits_profile_predictions_loss: 602.9919 - logcount_predictions_loss: 0.2766 53/2490 [..............................] - ETA: 5:40 - loss: 606.5799 - logits_profile_predictions_loss: 602.7895 - logcount_predictions_loss: 0.2767 54/2490 [..............................] - ETA: 5:39 - loss: 606.4119 - logits_profile_predictions_loss: 602.6215 - logcount_predictions_loss: 0.2767 55/2490 [..............................] - ETA: 5:39 - loss: 606.2717 - logits_profile_predictions_loss: 602.4803 - logcount_predictions_loss: 0.2767 56/2490 [..............................] - ETA: 5:39 - loss: 606.0950 - logits_profile_predictions_loss: 602.3032 - logcount_predictions_loss: 0.2768 57/2490 [..............................] - ETA: 5:39 - loss: 605.9181 - logits_profile_predictions_loss: 602.1258 - logcount_predictions_loss: 0.2768 58/2490 [..............................] - ETA: 5:39 - loss: 605.7471 - logits_profile_predictions_loss: 601.9544 - logcount_predictions_loss: 0.2768 59/2490 [..............................] - ETA: 5:39 - loss: 605.5930 - logits_profile_predictions_loss: 601.7997 - logcount_predictions_loss: 0.2769 60/2490 [..............................] - ETA: 5:38 - loss: 605.4557 - logits_profile_predictions_loss: 601.6621 - logcount_predictions_loss: 0.2769 61/2490 [..............................] - ETA: 5:38 - loss: 605.3292 - logits_profile_predictions_loss: 601.5349 - logcount_predictions_loss: 0.2770 62/2490 [..............................] - ETA: 5:38 - loss: 605.1852 - logits_profile_predictions_loss: 601.3907 - logcount_predictions_loss: 0.2770 63/2490 [..............................] - ETA: 5:38 - loss: 605.0410 - logits_profile_predictions_loss: 601.2465 - logcount_predictions_loss: 0.2770 64/2490 [..............................] - ETA: 5:38 - loss: 604.8905 - logits_profile_predictions_loss: 601.0959 - logcount_predictions_loss: 0.2770 65/2490 [..............................] - ETA: 5:38 - loss: 604.7487 - logits_profile_predictions_loss: 600.9540 - logcount_predictions_loss: 0.2770 66/2490 [..............................] - ETA: 5:37 - loss: 604.6430 - logits_profile_predictions_loss: 600.8481 - logcount_predictions_loss: 0.2770 67/2490 [..............................] - ETA: 5:37 - loss: 604.5470 - logits_profile_predictions_loss: 600.7520 - logcount_predictions_loss: 0.2770 68/2490 [..............................] - ETA: 5:37 - loss: 604.4477 - logits_profile_predictions_loss: 600.6526 - logcount_predictions_loss: 0.2770 69/2490 [..............................] - ETA: 5:37 - loss: 604.3575 - logits_profile_predictions_loss: 600.5621 - logcount_predictions_loss: 0.2770 70/2490 [..............................] - ETA: 5:37 - loss: 604.2537 - logits_profile_predictions_loss: 600.4583 - logcount_predictions_loss: 0.2770 71/2490 [..............................] - ETA: 5:37 - loss: 604.1836 - logits_profile_predictions_loss: 600.3878 - logcount_predictions_loss: 0.2771 72/2490 [..............................] - ETA: 5:37 - loss: 604.1132 - logits_profile_predictions_loss: 600.3173 - logcount_predictions_loss: 0.2771 73/2490 [..............................] - ETA: 5:36 - loss: 604.0389 - logits_profile_predictions_loss: 600.2431 - logcount_predictions_loss: 0.2771 74/2490 [..............................] - ETA: 5:36 - loss: 603.9573 - logits_profile_predictions_loss: 600.1616 - logcount_predictions_loss: 0.2771 75/2490 [..............................] - ETA: 5:36 - loss: 603.8737 - logits_profile_predictions_loss: 600.0782 - logcount_predictions_loss: 0.2770 76/2490 [..............................] - ETA: 5:36 - loss: 603.7994 - logits_profile_predictions_loss: 600.0040 - logcount_predictions_loss: 0.2770 77/2490 [..............................] - ETA: 5:36 - loss: 603.7258 - logits_profile_predictions_loss: 599.9307 - logcount_predictions_loss: 0.2770 78/2490 [..............................] - ETA: 5:36 - loss: 603.6501 - logits_profile_predictions_loss: 599.8553 - logcount_predictions_loss: 0.2770 79/2490 [..............................] - ETA: 5:36 - loss: 603.5715 - logits_profile_predictions_loss: 599.7771 - logcount_predictions_loss: 0.2770 80/2490 [..............................] - ETA: 5:35 - loss: 603.4945 - logits_profile_predictions_loss: 599.7005 - logcount_predictions_loss: 0.2769 81/2490 [..............................] - ETA: 5:35 - loss: 603.4237 - logits_profile_predictions_loss: 599.6299 - logcount_predictions_loss: 0.2769 82/2490 [..............................] - ETA: 5:35 - loss: 603.3492 - logits_profile_predictions_loss: 599.5557 - logcount_predictions_loss: 0.2769 83/2490 [>.............................] - ETA: 5:35 - loss: 603.2858 - logits_profile_predictions_loss: 599.4926 - logcount_predictions_loss: 0.2769 84/2490 [>.............................] - ETA: 5:35 - 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[============================>.] - ETA: 10s - loss: 592.6059 - logits_profile_predictions_loss: 588.7861 - logcount_predictions_loss: 0.2788 2419/2490 [============================>.] - ETA: 9s - loss: 592.6046 - logits_profile_predictions_loss: 588.7848 - logcount_predictions_loss: 0.2788  2420/2490 [============================>.] - ETA: 9s - loss: 592.6033 - logits_profile_predictions_loss: 588.7835 - logcount_predictions_loss: 0.2788 2421/2490 [============================>.] - ETA: 9s - loss: 592.6020 - logits_profile_predictions_loss: 588.7822 - logcount_predictions_loss: 0.2788 2422/2490 [============================>.] - ETA: 9s - loss: 592.6007 - logits_profile_predictions_loss: 588.7809 - logcount_predictions_loss: 0.2788 2423/2490 [============================>.] - ETA: 9s - loss: 592.5994 - logits_profile_predictions_loss: 588.7796 - logcount_predictions_loss: 0.2788 2424/2490 [============================>.] - ETA: 9s - loss: 592.5981 - logits_profile_predictions_loss: 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[============================>.] - ETA: 5s - loss: 592.5635 - logits_profile_predictions_loss: 588.7436 - logcount_predictions_loss: 0.2788 2452/2490 [============================>.] - ETA: 5s - loss: 592.5623 - logits_profile_predictions_loss: 588.7424 - logcount_predictions_loss: 0.2788 2453/2490 [============================>.] - ETA: 5s - loss: 592.5610 - logits_profile_predictions_loss: 588.7412 - logcount_predictions_loss: 0.2788 2454/2490 [============================>.] - ETA: 5s - loss: 592.5598 - logits_profile_predictions_loss: 588.7399 - logcount_predictions_loss: 0.2788 2455/2490 [============================>.] - ETA: 4s - loss: 592.5586 - logits_profile_predictions_loss: 588.7387 - logcount_predictions_loss: 0.2788 2456/2490 [============================>.] - ETA: 4s - loss: 592.5573 - logits_profile_predictions_loss: 588.7374 - logcount_predictions_loss: 0.2788 2457/2490 [============================>.] - ETA: 4s - loss: 592.5561 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 592.5228 - logits_profile_predictions_loss: 588.7028 - logcount_predictions_loss: 0.2788 2485/2490 [============================>.] - ETA: 0s - loss: 592.5216 - logits_profile_predictions_loss: 588.7016 - logcount_predictions_loss: 0.2788 2486/2490 [============================>.] - ETA: 0s - loss: 592.5204 - logits_profile_predictions_loss: 588.7004 - logcount_predictions_loss: 0.2788 2487/2490 [============================>.] - ETA: 0s - loss: 592.5192 - logits_profile_predictions_loss: 588.6992 - logcount_predictions_loss: 0.2788 2488/2490 [============================>.] - ETA: 0s - loss: 592.5180 - logits_profile_predictions_loss: 588.6980 - logcount_predictions_loss: 0.2788 2489/2490 [============================>.] - ETA: 0s - loss: 592.5168 - logits_profile_predictions_loss: 588.6968 - logcount_predictions_loss: 0.2788 2490/2490 [==============================] - ETA: 0s - loss: 592.5156 - logits_profile_predictions_loss: 588.6956 - logcount_predictions_loss: 0.2788 2490/2490 [==============================] - 363s 146ms/step - loss: 592.5144 - logits_profile_predictions_loss: 588.6944 - logcount_predictions_loss: 0.2788 - val_loss: 560.2373 - val_logits_profile_predictions_loss: 556.7546 - val_logcount_predictions_loss: 0.2542 Epoch 00008: val_loss did not improve from 555.73248 Epoch 9/50 1/2490 [..............................] - ETA: 6:56 - loss: 531.9634 - logits_profile_predictions_loss: 528.3860 - logcount_predictions_loss: 0.2611 2/2490 [..............................] - ETA: 6:11 - loss: 568.3181 - logits_profile_predictions_loss: 564.2162 - logcount_predictions_loss: 0.2994 3/2490 [..............................] - ETA: 5:58 - loss: 568.0057 - logits_profile_predictions_loss: 563.8922 - logcount_predictions_loss: 0.3003 4/2490 [..............................] - ETA: 5:55 - loss: 568.2359 - logits_profile_predictions_loss: 564.2079 - logcount_predictions_loss: 0.2940 5/2490 [..............................] - ETA: 5:52 - loss: 567.6336 - logits_profile_predictions_loss: 563.7258 - logcount_predictions_loss: 0.2852 6/2490 [..............................] - ETA: 5:51 - loss: 566.9670 - logits_profile_predictions_loss: 563.0971 - logcount_predictions_loss: 0.2825 7/2490 [..............................] - ETA: 5:50 - loss: 566.7537 - logits_profile_predictions_loss: 562.9150 - logcount_predictions_loss: 0.2802 8/2490 [..............................] - ETA: 5:49 - loss: 566.4525 - logits_profile_predictions_loss: 562.6526 - logcount_predictions_loss: 0.2774 9/2490 [..............................] - ETA: 5:32 - loss: 566.7291 - logits_profile_predictions_loss: 562.9586 - logcount_predictions_loss: 0.2752 10/2490 [..............................] - ETA: 5:33 - loss: 567.1575 - logits_profile_predictions_loss: 563.4161 - logcount_predictions_loss: 0.2731 11/2490 [..............................] - ETA: 5:34 - loss: 568.1913 - logits_profile_predictions_loss: 564.4663 - logcount_predictions_loss: 0.2719 12/2490 [..............................] - ETA: 5:35 - loss: 568.7877 - logits_profile_predictions_loss: 565.0850 - logcount_predictions_loss: 0.2703 13/2490 [..............................] - ETA: 5:35 - loss: 569.9634 - logits_profile_predictions_loss: 566.2830 - logcount_predictions_loss: 0.2686 14/2490 [..............................] - ETA: 5:36 - loss: 570.7499 - logits_profile_predictions_loss: 567.0877 - logcount_predictions_loss: 0.2673 15/2490 [..............................] - ETA: 5:36 - loss: 571.2061 - logits_profile_predictions_loss: 567.5574 - logcount_predictions_loss: 0.2663 16/2490 [..............................] - ETA: 5:37 - loss: 571.8638 - logits_profile_predictions_loss: 568.2319 - logcount_predictions_loss: 0.2651 17/2490 [..............................] - ETA: 5:37 - loss: 572.4980 - logits_profile_predictions_loss: 568.8799 - logcount_predictions_loss: 0.2641 18/2490 [..............................] - ETA: 5:37 - loss: 573.1608 - logits_profile_predictions_loss: 569.5531 - logcount_predictions_loss: 0.2633 19/2490 [..............................] - ETA: 5:37 - loss: 573.7957 - logits_profile_predictions_loss: 570.1964 - logcount_predictions_loss: 0.2627 20/2490 [..............................] - ETA: 5:38 - loss: 574.4096 - logits_profile_predictions_loss: 570.8153 - logcount_predictions_loss: 0.2624 21/2490 [..............................] - ETA: 5:38 - loss: 575.1613 - logits_profile_predictions_loss: 571.5678 - logcount_predictions_loss: 0.2623 22/2490 [..............................] - ETA: 5:38 - loss: 575.9663 - logits_profile_predictions_loss: 572.3762 - logcount_predictions_loss: 0.2620 23/2490 [..............................] - ETA: 5:38 - loss: 576.6100 - logits_profile_predictions_loss: 573.0245 - logcount_predictions_loss: 0.2617 24/2490 [..............................] - ETA: 5:38 - loss: 577.0859 - logits_profile_predictions_loss: 573.5021 - logcount_predictions_loss: 0.2616 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[=====>........................] - ETA: 4:35 - loss: 585.6494 - logits_profile_predictions_loss: 582.0479 - logcount_predictions_loss: 0.2629 508/2490 [=====>........................] - ETA: 4:34 - loss: 585.6530 - logits_profile_predictions_loss: 582.0513 - logcount_predictions_loss: 0.2629 509/2490 [=====>........................] - ETA: 4:34 - loss: 585.6563 - logits_profile_predictions_loss: 582.0546 - logcount_predictions_loss: 0.2629 510/2490 [=====>........................] - ETA: 4:34 - loss: 585.6599 - logits_profile_predictions_loss: 582.0580 - logcount_predictions_loss: 0.2629 511/2490 [=====>........................] - ETA: 4:34 - loss: 585.6637 - logits_profile_predictions_loss: 582.0617 - logcount_predictions_loss: 0.2629 512/2490 [=====>........................] - ETA: 4:34 - loss: 585.6677 - logits_profile_predictions_loss: 582.0656 - logcount_predictions_loss: 0.2629 513/2490 [=====>........................] - ETA: 4:34 - loss: 585.6715 - 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[=====>........................] - ETA: 4:33 - loss: 585.7035 - logits_profile_predictions_loss: 582.1007 - logcount_predictions_loss: 0.2630 521/2490 [=====>........................] - ETA: 4:33 - loss: 585.7086 - logits_profile_predictions_loss: 582.1057 - logcount_predictions_loss: 0.2630 522/2490 [=====>........................] - ETA: 4:33 - loss: 585.7134 - logits_profile_predictions_loss: 582.1104 - logcount_predictions_loss: 0.2630 523/2490 [=====>........................] - ETA: 4:32 - loss: 585.7182 - logits_profile_predictions_loss: 582.1151 - logcount_predictions_loss: 0.2630 524/2490 [=====>........................] - ETA: 4:32 - loss: 585.7227 - logits_profile_predictions_loss: 582.1196 - logcount_predictions_loss: 0.2630 525/2490 [=====>........................] - ETA: 4:32 - loss: 585.7272 - logits_profile_predictions_loss: 582.1240 - logcount_predictions_loss: 0.2630 526/2490 [=====>........................] - ETA: 4:32 - loss: 585.7315 - 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[=====>........................] - ETA: 4:31 - loss: 585.7633 - logits_profile_predictions_loss: 582.1593 - logcount_predictions_loss: 0.2631 534/2490 [=====>........................] - ETA: 4:31 - loss: 585.7689 - logits_profile_predictions_loss: 582.1649 - logcount_predictions_loss: 0.2631 535/2490 [=====>........................] - ETA: 4:31 - loss: 585.7744 - logits_profile_predictions_loss: 582.1703 - logcount_predictions_loss: 0.2631 536/2490 [=====>........................] - ETA: 4:31 - loss: 585.7799 - logits_profile_predictions_loss: 582.1757 - logcount_predictions_loss: 0.2631 537/2490 [=====>........................] - ETA: 4:30 - loss: 585.7852 - logits_profile_predictions_loss: 582.1810 - logcount_predictions_loss: 0.2631 538/2490 [=====>........................] - ETA: 4:30 - loss: 585.7905 - logits_profile_predictions_loss: 582.1862 - logcount_predictions_loss: 0.2631 539/2490 [=====>........................] - ETA: 4:30 - loss: 585.7955 - 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[=====>........................] - ETA: 4:29 - loss: 585.8305 - logits_profile_predictions_loss: 582.2255 - logcount_predictions_loss: 0.2631 547/2490 [=====>........................] - ETA: 4:29 - loss: 585.8353 - logits_profile_predictions_loss: 582.2302 - logcount_predictions_loss: 0.2631 548/2490 [=====>........................] - ETA: 4:29 - loss: 585.8400 - logits_profile_predictions_loss: 582.2348 - logcount_predictions_loss: 0.2631 549/2490 [=====>........................] - ETA: 4:29 - loss: 585.8446 - logits_profile_predictions_loss: 582.2394 - logcount_predictions_loss: 0.2631 550/2490 [=====>........................] - ETA: 4:29 - loss: 585.8490 - logits_profile_predictions_loss: 582.2437 - logcount_predictions_loss: 0.2632 551/2490 [=====>........................] - ETA: 4:29 - loss: 585.8532 - logits_profile_predictions_loss: 582.2478 - logcount_predictions_loss: 0.2632 552/2490 [=====>........................] - ETA: 4:28 - loss: 585.8572 - 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[=====>........................] - ETA: 4:27 - loss: 585.8879 - logits_profile_predictions_loss: 582.2818 - logcount_predictions_loss: 0.2632 560/2490 [=====>........................] - ETA: 4:27 - loss: 585.8926 - logits_profile_predictions_loss: 582.2865 - logcount_predictions_loss: 0.2632 561/2490 [=====>........................] - ETA: 4:27 - loss: 585.8971 - logits_profile_predictions_loss: 582.2910 - logcount_predictions_loss: 0.2632 562/2490 [=====>........................] - ETA: 4:27 - loss: 585.9017 - logits_profile_predictions_loss: 582.2955 - logcount_predictions_loss: 0.2632 563/2490 [=====>........................] - ETA: 4:27 - loss: 585.9066 - logits_profile_predictions_loss: 582.3003 - logcount_predictions_loss: 0.2632 564/2490 [=====>........................] - ETA: 4:27 - loss: 585.9114 - logits_profile_predictions_loss: 582.3051 - logcount_predictions_loss: 0.2632 565/2490 [=====>........................] - ETA: 4:27 - loss: 585.9163 - 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[============================>.] - ETA: 5s - loss: 588.0791 - logits_profile_predictions_loss: 584.4265 - logcount_predictions_loss: 0.2666 2452/2490 [============================>.] - ETA: 5s - loss: 588.0792 - logits_profile_predictions_loss: 584.4267 - logcount_predictions_loss: 0.2666 2453/2490 [============================>.] - ETA: 5s - loss: 588.0794 - logits_profile_predictions_loss: 584.4268 - logcount_predictions_loss: 0.2666 2454/2490 [============================>.] - ETA: 4s - loss: 588.0796 - logits_profile_predictions_loss: 584.4270 - logcount_predictions_loss: 0.2666 2455/2490 [============================>.] - ETA: 4s - loss: 588.0798 - logits_profile_predictions_loss: 584.4272 - logcount_predictions_loss: 0.2666 2456/2490 [============================>.] - ETA: 4s - loss: 588.0800 - logits_profile_predictions_loss: 584.4274 - logcount_predictions_loss: 0.2666 2457/2490 [============================>.] - ETA: 4s - loss: 588.0801 - logits_profile_predictions_loss: 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2471/2490 [============================>.] - ETA: 2s - loss: 588.0823 - logits_profile_predictions_loss: 584.4296 - logcount_predictions_loss: 0.2666 2472/2490 [============================>.] - ETA: 2s - loss: 588.0824 - logits_profile_predictions_loss: 584.4297 - logcount_predictions_loss: 0.2666 2473/2490 [============================>.] - ETA: 2s - loss: 588.0826 - logits_profile_predictions_loss: 584.4299 - logcount_predictions_loss: 0.2666 2474/2490 [============================>.] - ETA: 2s - loss: 588.0827 - logits_profile_predictions_loss: 584.4300 - logcount_predictions_loss: 0.2666 2475/2490 [============================>.] - ETA: 2s - loss: 588.0829 - logits_profile_predictions_loss: 584.4302 - logcount_predictions_loss: 0.2666 2476/2490 [============================>.] - ETA: 1s - loss: 588.0830 - logits_profile_predictions_loss: 584.4303 - logcount_predictions_loss: 0.2666 2477/2490 [============================>.] - ETA: 1s - loss: 588.0832 - 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[============================>.] - ETA: 0s - loss: 588.0842 - logits_profile_predictions_loss: 584.4315 - logcount_predictions_loss: 0.2666 2485/2490 [============================>.] - ETA: 0s - loss: 588.0844 - logits_profile_predictions_loss: 584.4316 - logcount_predictions_loss: 0.2666 2486/2490 [============================>.] - ETA: 0s - loss: 588.0845 - logits_profile_predictions_loss: 584.4317 - logcount_predictions_loss: 0.2666 2487/2490 [============================>.] - ETA: 0s - loss: 588.0847 - logits_profile_predictions_loss: 584.4319 - logcount_predictions_loss: 0.2666 2488/2490 [============================>.] - ETA: 0s - loss: 588.0848 - logits_profile_predictions_loss: 584.4320 - logcount_predictions_loss: 0.2666 2489/2490 [============================>.] - ETA: 0s - loss: 588.0849 - logits_profile_predictions_loss: 584.4321 - logcount_predictions_loss: 0.2666 2490/2490 [==============================] - ETA: 0s - loss: 588.0851 - logits_profile_predictions_loss: 584.4323 - logcount_predictions_loss: 0.2666 2490/2490 [==============================] - 363s 146ms/step - loss: 588.0852 - logits_profile_predictions_loss: 584.4324 - logcount_predictions_loss: 0.2666 - val_loss: 560.3135 - val_logits_profile_predictions_loss: 557.0149 - val_logcount_predictions_loss: 0.2408 Epoch 00009: val_loss did not improve from 555.73248 Epoch 10/50 1/2490 [..............................] - ETA: 6:42 - loss: 598.0427 - logits_profile_predictions_loss: 594.6526 - logcount_predictions_loss: 0.2475 2/2490 [..............................] - ETA: 5:46 - loss: 583.1179 - logits_profile_predictions_loss: 580.2207 - logcount_predictions_loss: 0.2115 3/2490 [..............................] - ETA: 5:46 - loss: 578.7499 - logits_profile_predictions_loss: 575.9780 - logcount_predictions_loss: 0.2023 4/2490 [..............................] - ETA: 5:47 - loss: 578.1119 - logits_profile_predictions_loss: 575.3906 - logcount_predictions_loss: 0.1986 5/2490 [..............................] - ETA: 5:47 - loss: 577.6931 - logits_profile_predictions_loss: 574.9802 - logcount_predictions_loss: 0.1980 6/2490 [..............................] - ETA: 5:47 - loss: 575.3310 - logits_profile_predictions_loss: 572.5905 - logcount_predictions_loss: 0.2000 7/2490 [..............................] - ETA: 5:47 - loss: 574.0335 - logits_profile_predictions_loss: 571.2516 - logcount_predictions_loss: 0.2031 8/2490 [..............................] - ETA: 5:47 - loss: 572.7117 - logits_profile_predictions_loss: 569.8964 - logcount_predictions_loss: 0.2055 9/2490 [..............................] - ETA: 5:46 - loss: 571.6647 - logits_profile_predictions_loss: 568.8194 - logcount_predictions_loss: 0.2077 10/2490 [..............................] - ETA: 5:46 - loss: 570.1718 - logits_profile_predictions_loss: 567.3110 - logcount_predictions_loss: 0.2088 11/2490 [..............................] - ETA: 5:46 - loss: 568.9321 - logits_profile_predictions_loss: 566.0639 - logcount_predictions_loss: 0.2094 12/2490 [..............................] - ETA: 5:46 - loss: 567.8061 - logits_profile_predictions_loss: 564.9344 - logcount_predictions_loss: 0.2096 13/2490 [..............................] - ETA: 5:46 - loss: 566.9995 - logits_profile_predictions_loss: 564.1206 - logcount_predictions_loss: 0.2101 14/2490 [..............................] - ETA: 5:46 - loss: 566.4895 - logits_profile_predictions_loss: 563.6003 - logcount_predictions_loss: 0.2109 15/2490 [..............................] - ETA: 5:46 - loss: 565.7199 - logits_profile_predictions_loss: 562.8126 - logcount_predictions_loss: 0.2122 16/2490 [..............................] - ETA: 5:45 - loss: 565.2316 - logits_profile_predictions_loss: 562.3074 - logcount_predictions_loss: 0.2134 17/2490 [..............................] - ETA: 5:45 - loss: 564.7382 - logits_profile_predictions_loss: 561.8012 - logcount_predictions_loss: 0.2144 18/2490 [..............................] - ETA: 5:45 - loss: 564.4205 - logits_profile_predictions_loss: 561.4707 - logcount_predictions_loss: 0.2153 19/2490 [..............................] - ETA: 5:45 - loss: 564.2795 - logits_profile_predictions_loss: 561.3208 - logcount_predictions_loss: 0.2160 20/2490 [..............................] - ETA: 5:44 - loss: 564.2163 - logits_profile_predictions_loss: 561.2434 - logcount_predictions_loss: 0.2170 21/2490 [..............................] - ETA: 5:44 - loss: 564.2092 - logits_profile_predictions_loss: 561.2195 - logcount_predictions_loss: 0.2182 22/2490 [..............................] - ETA: 5:44 - loss: 564.2191 - logits_profile_predictions_loss: 561.2158 - logcount_predictions_loss: 0.2192 23/2490 [..............................] - ETA: 5:44 - loss: 564.3494 - logits_profile_predictions_loss: 561.3341 - logcount_predictions_loss: 0.2201 24/2490 [..............................] - ETA: 5:43 - loss: 564.5116 - logits_profile_predictions_loss: 561.4853 - logcount_predictions_loss: 0.2209 25/2490 [..............................] - ETA: 5:43 - loss: 564.7234 - logits_profile_predictions_loss: 561.6870 - logcount_predictions_loss: 0.2216 26/2490 [..............................] - ETA: 5:43 - loss: 564.9148 - logits_profile_predictions_loss: 561.8688 - logcount_predictions_loss: 0.2223 27/2490 [..............................] - ETA: 5:43 - loss: 565.0362 - logits_profile_predictions_loss: 561.9806 - logcount_predictions_loss: 0.2230 28/2490 [..............................] - ETA: 5:43 - loss: 565.2139 - logits_profile_predictions_loss: 562.1498 - logcount_predictions_loss: 0.2237 29/2490 [..............................] - ETA: 5:42 - loss: 565.3305 - logits_profile_predictions_loss: 562.2588 - logcount_predictions_loss: 0.2242 30/2490 [..............................] - ETA: 5:42 - loss: 565.4762 - logits_profile_predictions_loss: 562.3977 - logcount_predictions_loss: 0.2247 31/2490 [..............................] - ETA: 5:42 - loss: 565.5961 - logits_profile_predictions_loss: 562.5105 - logcount_predictions_loss: 0.2252 32/2490 [..............................] - ETA: 5:42 - loss: 565.7799 - logits_profile_predictions_loss: 562.6876 - logcount_predictions_loss: 0.2257 33/2490 [..............................] - ETA: 5:42 - loss: 566.0163 - logits_profile_predictions_loss: 562.9168 - logcount_predictions_loss: 0.2262 34/2490 [..............................] - ETA: 5:42 - loss: 566.1761 - logits_profile_predictions_loss: 563.0700 - logcount_predictions_loss: 0.2267 35/2490 [..............................] - ETA: 5:41 - loss: 566.3265 - logits_profile_predictions_loss: 563.2144 - logcount_predictions_loss: 0.2272 36/2490 [..............................] - ETA: 5:41 - loss: 566.4567 - logits_profile_predictions_loss: 563.3397 - logcount_predictions_loss: 0.2275 37/2490 [..............................] - ETA: 5:41 - loss: 566.6014 - logits_profile_predictions_loss: 563.4798 - logcount_predictions_loss: 0.2278 38/2490 [..............................] - ETA: 5:41 - loss: 566.7561 - logits_profile_predictions_loss: 563.6296 - logcount_predictions_loss: 0.2282 39/2490 [..............................] - ETA: 5:41 - loss: 566.9861 - logits_profile_predictions_loss: 563.8552 - logcount_predictions_loss: 0.2285 40/2490 [..............................] - ETA: 5:41 - loss: 567.2673 - logits_profile_predictions_loss: 564.1324 - logcount_predictions_loss: 0.2288 41/2490 [..............................] - ETA: 5:40 - loss: 567.5259 - logits_profile_predictions_loss: 564.3877 - logcount_predictions_loss: 0.2291 42/2490 [..............................] - ETA: 5:40 - loss: 567.7805 - logits_profile_predictions_loss: 564.6394 - logcount_predictions_loss: 0.2293 43/2490 [..............................] - ETA: 5:40 - loss: 568.0311 - logits_profile_predictions_loss: 564.8866 - logcount_predictions_loss: 0.2295 44/2490 [..............................] - ETA: 5:40 - loss: 568.2604 - logits_profile_predictions_loss: 565.1123 - logcount_predictions_loss: 0.2298 45/2490 [..............................] - ETA: 5:40 - loss: 568.4888 - logits_profile_predictions_loss: 565.3377 - logcount_predictions_loss: 0.2300 46/2490 [..............................] - ETA: 5:40 - loss: 568.6660 - logits_profile_predictions_loss: 565.5117 - logcount_predictions_loss: 0.2302 47/2490 [..............................] - ETA: 5:39 - loss: 568.8744 - logits_profile_predictions_loss: 565.7170 - logcount_predictions_loss: 0.2305 48/2490 [..............................] - ETA: 5:39 - loss: 569.0736 - logits_profile_predictions_loss: 565.9135 - logcount_predictions_loss: 0.2307 49/2490 [..............................] - ETA: 5:39 - loss: 569.2375 - logits_profile_predictions_loss: 566.0741 - logcount_predictions_loss: 0.2309 50/2490 [..............................] - ETA: 5:39 - loss: 569.4467 - logits_profile_predictions_loss: 566.2802 - logcount_predictions_loss: 0.2311 51/2490 [..............................] - ETA: 5:39 - loss: 569.6562 - logits_profile_predictions_loss: 566.4874 - logcount_predictions_loss: 0.2313 52/2490 [..............................] - ETA: 5:39 - loss: 569.8470 - logits_profile_predictions_loss: 566.6758 - logcount_predictions_loss: 0.2315 53/2490 [..............................] - ETA: 5:38 - loss: 570.0828 - logits_profile_predictions_loss: 566.9093 - logcount_predictions_loss: 0.2316 54/2490 [..............................] - ETA: 5:38 - loss: 570.2854 - logits_profile_predictions_loss: 567.1099 - logcount_predictions_loss: 0.2318 55/2490 [..............................] - ETA: 5:38 - loss: 570.4751 - logits_profile_predictions_loss: 567.2979 - logcount_predictions_loss: 0.2319 56/2490 [..............................] - ETA: 5:38 - loss: 570.6523 - logits_profile_predictions_loss: 567.4735 - logcount_predictions_loss: 0.2320 57/2490 [..............................] - ETA: 5:38 - loss: 570.8019 - logits_profile_predictions_loss: 567.6213 - logcount_predictions_loss: 0.2322 58/2490 [..............................] - ETA: 5:38 - loss: 570.9651 - logits_profile_predictions_loss: 567.7833 - logcount_predictions_loss: 0.2322 59/2490 [..............................] - ETA: 5:38 - loss: 571.1220 - logits_profile_predictions_loss: 567.9389 - logcount_predictions_loss: 0.2323 60/2490 [..............................] - ETA: 5:37 - loss: 571.2874 - logits_profile_predictions_loss: 568.1032 - logcount_predictions_loss: 0.2324 61/2490 [..............................] - ETA: 5:37 - loss: 571.4424 - logits_profile_predictions_loss: 568.2569 - logcount_predictions_loss: 0.2325 62/2490 [..............................] - ETA: 5:37 - loss: 571.5936 - logits_profile_predictions_loss: 568.4071 - logcount_predictions_loss: 0.2326 63/2490 [..............................] - ETA: 5:37 - loss: 571.7583 - logits_profile_predictions_loss: 568.5705 - logcount_predictions_loss: 0.2327 64/2490 [..............................] - ETA: 5:37 - loss: 571.9321 - logits_profile_predictions_loss: 568.7430 - logcount_predictions_loss: 0.2328 65/2490 [..............................] - ETA: 5:37 - loss: 572.1002 - logits_profile_predictions_loss: 568.9100 - logcount_predictions_loss: 0.2329 66/2490 [..............................] - ETA: 5:36 - loss: 572.2494 - logits_profile_predictions_loss: 569.0578 - logcount_predictions_loss: 0.2330 67/2490 [..............................] - ETA: 5:36 - loss: 572.3877 - logits_profile_predictions_loss: 569.1950 - logcount_predictions_loss: 0.2330 68/2490 [..............................] - ETA: 5:36 - loss: 572.5099 - logits_profile_predictions_loss: 569.3158 - logcount_predictions_loss: 0.2331 69/2490 [..............................] - ETA: 5:36 - loss: 572.6573 - logits_profile_predictions_loss: 569.4617 - logcount_predictions_loss: 0.2333 70/2490 [..............................] - ETA: 5:36 - loss: 572.7960 - logits_profile_predictions_loss: 569.5988 - logcount_predictions_loss: 0.2334 71/2490 [..............................] - ETA: 5:36 - loss: 572.9425 - logits_profile_predictions_loss: 569.7438 - logcount_predictions_loss: 0.2335 72/2490 [..............................] - ETA: 5:36 - loss: 573.0858 - logits_profile_predictions_loss: 569.8855 - logcount_predictions_loss: 0.2336 73/2490 [..............................] - ETA: 5:35 - loss: 573.2263 - logits_profile_predictions_loss: 570.0244 - logcount_predictions_loss: 0.2337 74/2490 [..............................] - ETA: 5:35 - loss: 573.3621 - logits_profile_predictions_loss: 570.1586 - logcount_predictions_loss: 0.2338 75/2490 [..............................] - ETA: 5:35 - loss: 573.4962 - logits_profile_predictions_loss: 570.2912 - logcount_predictions_loss: 0.2339 76/2490 [..............................] - ETA: 5:35 - loss: 573.6284 - logits_profile_predictions_loss: 570.4216 - logcount_predictions_loss: 0.2341 77/2490 [..............................] - ETA: 5:35 - loss: 573.7570 - logits_profile_predictions_loss: 570.5486 - logcount_predictions_loss: 0.2342 78/2490 [..............................] - ETA: 5:35 - loss: 573.9052 - logits_profile_predictions_loss: 570.6951 - logcount_predictions_loss: 0.2343 79/2490 [..............................] - ETA: 5:35 - loss: 574.0500 - logits_profile_predictions_loss: 570.8383 - logcount_predictions_loss: 0.2344 80/2490 [..............................] - ETA: 5:34 - loss: 574.1853 - logits_profile_predictions_loss: 570.9716 - logcount_predictions_loss: 0.2346 81/2490 [..............................] - ETA: 5:34 - loss: 574.3216 - logits_profile_predictions_loss: 571.1058 - logcount_predictions_loss: 0.2347 82/2490 [..............................] - ETA: 5:34 - loss: 574.4382 - logits_profile_predictions_loss: 571.2203 - logcount_predictions_loss: 0.2349 83/2490 [>.............................] - ETA: 5:34 - loss: 574.5702 - logits_profile_predictions_loss: 571.3503 - logcount_predictions_loss: 0.2350 84/2490 [>.............................] - ETA: 5:34 - loss: 574.7038 - logits_profile_predictions_loss: 571.4820 - logcount_predictions_loss: 0.2352 85/2490 [>.............................] - ETA: 5:34 - loss: 574.8335 - logits_profile_predictions_loss: 571.6098 - logcount_predictions_loss: 0.2353 86/2490 [>.............................] - ETA: 5:34 - loss: 574.9651 - logits_profile_predictions_loss: 571.7397 - logcount_predictions_loss: 0.2354 87/2490 [>.............................] - ETA: 5:33 - loss: 575.0875 - logits_profile_predictions_loss: 571.8606 - logcount_predictions_loss: 0.2355 88/2490 [>.............................] - ETA: 5:33 - loss: 575.1964 - logits_profile_predictions_loss: 571.9678 - logcount_predictions_loss: 0.2357 89/2490 [>.............................] - ETA: 5:33 - loss: 575.2898 - logits_profile_predictions_loss: 572.0596 - logcount_predictions_loss: 0.2358 90/2490 [>.............................] - ETA: 5:33 - loss: 575.3762 - logits_profile_predictions_loss: 572.1442 - logcount_predictions_loss: 0.2359 91/2490 [>.............................] - ETA: 5:33 - loss: 575.4477 - logits_profile_predictions_loss: 572.2138 - logcount_predictions_loss: 0.2360 92/2490 [>.............................] - ETA: 5:33 - loss: 575.5218 - logits_profile_predictions_loss: 572.2862 - logcount_predictions_loss: 0.2362 93/2490 [>.............................] - ETA: 5:33 - loss: 575.5854 - logits_profile_predictions_loss: 572.3481 - logcount_predictions_loss: 0.2363 94/2490 [>.............................] - ETA: 5:32 - loss: 575.6588 - logits_profile_predictions_loss: 572.4197 - logcount_predictions_loss: 0.2364 95/2490 [>.............................] - ETA: 5:32 - loss: 575.7295 - logits_profile_predictions_loss: 572.4888 - logcount_predictions_loss: 0.2365 96/2490 [>.............................] - ETA: 5:32 - loss: 575.8046 - logits_profile_predictions_loss: 572.5622 - logcount_predictions_loss: 0.2367 97/2490 [>.............................] - ETA: 5:32 - loss: 575.8826 - logits_profile_predictions_loss: 572.6385 - logcount_predictions_loss: 0.2368 98/2490 [>.............................] - ETA: 5:32 - loss: 575.9559 - logits_profile_predictions_loss: 572.7101 - logcount_predictions_loss: 0.2369 99/2490 [>.............................] - ETA: 5:32 - loss: 576.0235 - logits_profile_predictions_loss: 572.7760 - logcount_predictions_loss: 0.2370 100/2490 [>.............................] - ETA: 5:31 - loss: 576.0889 - logits_profile_predictions_loss: 572.8399 - logcount_predictions_loss: 0.2372 101/2490 [>.............................] - ETA: 5:31 - loss: 576.1608 - logits_profile_predictions_loss: 572.9102 - logcount_predictions_loss: 0.2373 102/2490 [>.............................] - ETA: 5:31 - loss: 576.2332 - logits_profile_predictions_loss: 572.9811 - logcount_predictions_loss: 0.2374 103/2490 [>.............................] - ETA: 5:31 - loss: 576.3053 - logits_profile_predictions_loss: 573.0520 - logcount_predictions_loss: 0.2375 104/2490 [>.............................] - ETA: 5:31 - loss: 576.3727 - logits_profile_predictions_loss: 573.1180 - logcount_predictions_loss: 0.2376 105/2490 [>.............................] - ETA: 5:31 - loss: 576.4392 - logits_profile_predictions_loss: 573.1833 - logcount_predictions_loss: 0.2377 106/2490 [>.............................] - ETA: 5:31 - loss: 576.5008 - logits_profile_predictions_loss: 573.2436 - logcount_predictions_loss: 0.2378 107/2490 [>.............................] - ETA: 5:31 - loss: 576.5564 - logits_profile_predictions_loss: 573.2980 - logcount_predictions_loss: 0.2378 108/2490 [>.............................] - ETA: 5:30 - loss: 576.6060 - logits_profile_predictions_loss: 573.3464 - logcount_predictions_loss: 0.2379 109/2490 [>.............................] - ETA: 5:30 - loss: 576.6520 - logits_profile_predictions_loss: 573.3912 - logcount_predictions_loss: 0.2380 110/2490 [>.............................] - ETA: 5:30 - loss: 576.6965 - logits_profile_predictions_loss: 573.4343 - logcount_predictions_loss: 0.2381 111/2490 [>.............................] - ETA: 5:30 - loss: 576.7392 - logits_profile_predictions_loss: 573.4758 - logcount_predictions_loss: 0.2382 112/2490 [>.............................] - ETA: 5:30 - loss: 576.7805 - logits_profile_predictions_loss: 573.5160 - logcount_predictions_loss: 0.2383 113/2490 [>.............................] - ETA: 5:30 - loss: 576.8154 - logits_profile_predictions_loss: 573.5499 - logcount_predictions_loss: 0.2384 114/2490 [>.............................] - ETA: 5:30 - loss: 576.8452 - logits_profile_predictions_loss: 573.5786 - logcount_predictions_loss: 0.2384 115/2490 [>.............................] - ETA: 5:29 - loss: 576.8834 - logits_profile_predictions_loss: 573.6158 - logcount_predictions_loss: 0.2385 116/2490 [>.............................] - ETA: 5:29 - loss: 576.9195 - logits_profile_predictions_loss: 573.6511 - logcount_predictions_loss: 0.2386 117/2490 [>.............................] - ETA: 5:29 - loss: 576.9532 - logits_profile_predictions_loss: 573.6839 - logcount_predictions_loss: 0.2386 118/2490 [>.............................] - ETA: 5:29 - loss: 576.9844 - logits_profile_predictions_loss: 573.7143 - logcount_predictions_loss: 0.2387 119/2490 [>.............................] - ETA: 5:29 - loss: 577.0187 - logits_profile_predictions_loss: 573.7478 - logcount_predictions_loss: 0.2388 120/2490 [>.............................] - ETA: 5:29 - loss: 577.0571 - logits_profile_predictions_loss: 573.7853 - logcount_predictions_loss: 0.2388 121/2490 [>.............................] - ETA: 5:29 - loss: 577.0973 - logits_profile_predictions_loss: 573.8246 - logcount_predictions_loss: 0.2389 122/2490 [>.............................] - ETA: 5:28 - loss: 577.1417 - logits_profile_predictions_loss: 573.8682 - logcount_predictions_loss: 0.2389 123/2490 [>.............................] - ETA: 5:28 - loss: 577.1897 - logits_profile_predictions_loss: 573.9154 - logcount_predictions_loss: 0.2390 124/2490 [>.............................] - ETA: 5:28 - loss: 577.2377 - logits_profile_predictions_loss: 573.9625 - logcount_predictions_loss: 0.2391 125/2490 [>.............................] - ETA: 5:28 - loss: 577.2816 - logits_profile_predictions_loss: 574.0056 - logcount_predictions_loss: 0.2391 126/2490 [>.............................] - ETA: 5:28 - loss: 577.3305 - logits_profile_predictions_loss: 574.0537 - logcount_predictions_loss: 0.2392 127/2490 [>.............................] - ETA: 5:28 - loss: 577.3783 - logits_profile_predictions_loss: 574.1008 - logcount_predictions_loss: 0.2392 128/2490 [>.............................] - ETA: 5:28 - loss: 577.4199 - logits_profile_predictions_loss: 574.1417 - logcount_predictions_loss: 0.2393 129/2490 [>.............................] - ETA: 5:27 - loss: 577.4613 - logits_profile_predictions_loss: 574.1822 - logcount_predictions_loss: 0.2394 130/2490 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logits_profile_predictions_loss: 574.4195 - logcount_predictions_loss: 0.2397 137/2490 [>.............................] - ETA: 5:26 - loss: 577.7321 - logits_profile_predictions_loss: 574.4471 - logcount_predictions_loss: 0.2398 138/2490 [>.............................] - ETA: 5:26 - loss: 577.7620 - logits_profile_predictions_loss: 574.4764 - logcount_predictions_loss: 0.2398 139/2490 [>.............................] - ETA: 5:26 - loss: 577.7861 - logits_profile_predictions_loss: 574.4999 - logcount_predictions_loss: 0.2399 140/2490 [>.............................] - ETA: 5:26 - loss: 577.8037 - logits_profile_predictions_loss: 574.5170 - logcount_predictions_loss: 0.2399 141/2490 [>.............................] - ETA: 5:26 - loss: 577.8211 - logits_profile_predictions_loss: 574.5337 - logcount_predictions_loss: 0.2400 142/2490 [>.............................] - ETA: 5:26 - loss: 577.8374 - logits_profile_predictions_loss: 574.5493 - logcount_predictions_loss: 0.2400 143/2490 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[============================>.] - ETA: 0s - loss: 582.1568 - logits_profile_predictions_loss: 578.7760 - logcount_predictions_loss: 0.2467 2485/2490 [============================>.] - ETA: 0s - loss: 582.1565 - logits_profile_predictions_loss: 578.7757 - logcount_predictions_loss: 0.2467 2486/2490 [============================>.] - ETA: 0s - loss: 582.1562 - logits_profile_predictions_loss: 578.7754 - logcount_predictions_loss: 0.2467 2487/2490 [============================>.] - ETA: 0s - loss: 582.1559 - logits_profile_predictions_loss: 578.7751 - logcount_predictions_loss: 0.2467 2488/2490 [============================>.] - ETA: 0s - loss: 582.1555 - logits_profile_predictions_loss: 578.7748 - logcount_predictions_loss: 0.2467 2489/2490 [============================>.] - ETA: 0s - loss: 582.1552 - logits_profile_predictions_loss: 578.7745 - logcount_predictions_loss: 0.2467 2490/2490 [==============================] - ETA: 0s - loss: 582.1549 - logits_profile_predictions_loss: 578.7742 - logcount_predictions_loss: 0.2467 2490/2490 [==============================] - 363s 146ms/step - loss: 582.1546 - logits_profile_predictions_loss: 578.7739 - logcount_predictions_loss: 0.2467 - val_loss: 557.0790 - val_logits_profile_predictions_loss: 553.9654 - val_logcount_predictions_loss: 0.2273 Epoch 00010: val_loss did not improve from 555.73248 Epoch 11/50 1/2490 [..............................] - ETA: 6:47 - loss: 488.3028 - logits_profile_predictions_loss: 484.6558 - logcount_predictions_loss: 0.2662 2/2490 [..............................] - ETA: 5:45 - loss: 525.6002 - logits_profile_predictions_loss: 521.8721 - logcount_predictions_loss: 0.2721 3/2490 [..............................] - ETA: 5:45 - loss: 537.8393 - logits_profile_predictions_loss: 534.0390 - logcount_predictions_loss: 0.2774 4/2490 [..............................] - ETA: 5:45 - loss: 545.3259 - logits_profile_predictions_loss: 541.6100 - logcount_predictions_loss: 0.2712 5/2490 [..............................] - ETA: 5:45 - loss: 549.1028 - logits_profile_predictions_loss: 545.4385 - logcount_predictions_loss: 0.2675 6/2490 [..............................] - ETA: 5:45 - loss: 553.7563 - logits_profile_predictions_loss: 550.1601 - logcount_predictions_loss: 0.2625 7/2490 [..............................] - ETA: 5:45 - loss: 558.3463 - logits_profile_predictions_loss: 554.7816 - logcount_predictions_loss: 0.2602 8/2490 [..............................] - ETA: 5:45 - loss: 560.5729 - logits_profile_predictions_loss: 557.0362 - logcount_predictions_loss: 0.2582 9/2490 [..............................] - ETA: 5:45 - loss: 560.1602 - logits_profile_predictions_loss: 556.6359 - logcount_predictions_loss: 0.2572 10/2490 [..............................] - ETA: 5:45 - loss: 560.6126 - logits_profile_predictions_loss: 557.1081 - logcount_predictions_loss: 0.2558 11/2490 [..............................] - ETA: 5:45 - loss: 561.5748 - logits_profile_predictions_loss: 558.0886 - logcount_predictions_loss: 0.2545 12/2490 [..............................] - ETA: 5:45 - loss: 562.4744 - logits_profile_predictions_loss: 558.9968 - logcount_predictions_loss: 0.2538 13/2490 [..............................] - ETA: 5:44 - loss: 562.9867 - logits_profile_predictions_loss: 559.5186 - logcount_predictions_loss: 0.2531 14/2490 [..............................] - ETA: 5:44 - loss: 563.6616 - logits_profile_predictions_loss: 560.2044 - logcount_predictions_loss: 0.2523 15/2490 [..............................] - ETA: 5:44 - loss: 564.3153 - logits_profile_predictions_loss: 560.8706 - logcount_predictions_loss: 0.2514 16/2490 [..............................] - ETA: 5:44 - loss: 564.7889 - logits_profile_predictions_loss: 561.3575 - logcount_predictions_loss: 0.2505 17/2490 [..............................] - ETA: 5:44 - loss: 565.1537 - logits_profile_predictions_loss: 561.7364 - logcount_predictions_loss: 0.2494 18/2490 [..............................] - ETA: 5:44 - 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25/2490 [..............................] - ETA: 5:37 - loss: 570.3016 - logits_profile_predictions_loss: 566.9658 - logcount_predictions_loss: 0.2435 26/2490 [..............................] - ETA: 5:37 - loss: 570.6519 - logits_profile_predictions_loss: 567.3208 - logcount_predictions_loss: 0.2431 27/2490 [..............................] - ETA: 5:37 - loss: 570.9779 - logits_profile_predictions_loss: 567.6514 - logcount_predictions_loss: 0.2428 28/2490 [..............................] - ETA: 5:37 - loss: 571.3845 - logits_profile_predictions_loss: 568.0618 - logcount_predictions_loss: 0.2425 29/2490 [..............................] - ETA: 5:37 - loss: 571.8351 - logits_profile_predictions_loss: 568.5155 - logcount_predictions_loss: 0.2423 30/2490 [..............................] - ETA: 5:38 - loss: 572.2609 - logits_profile_predictions_loss: 568.9438 - logcount_predictions_loss: 0.2421 31/2490 [..............................] - ETA: 5:38 - loss: 572.6316 - 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[..............................] - ETA: 5:37 - loss: 574.9205 - logits_profile_predictions_loss: 571.6030 - logcount_predictions_loss: 0.2422 39/2490 [..............................] - ETA: 5:37 - loss: 575.1268 - logits_profile_predictions_loss: 571.8082 - logcount_predictions_loss: 0.2422 40/2490 [..............................] - ETA: 5:37 - loss: 575.3378 - logits_profile_predictions_loss: 572.0179 - logcount_predictions_loss: 0.2423 41/2490 [..............................] - ETA: 5:37 - loss: 575.4945 - logits_profile_predictions_loss: 572.1736 - logcount_predictions_loss: 0.2424 42/2490 [..............................] - ETA: 5:37 - loss: 575.6721 - logits_profile_predictions_loss: 572.3508 - logcount_predictions_loss: 0.2424 43/2490 [..............................] - ETA: 5:37 - loss: 575.8913 - logits_profile_predictions_loss: 572.5701 - logcount_predictions_loss: 0.2424 44/2490 [..............................] - ETA: 5:37 - loss: 576.1541 - logits_profile_predictions_loss: 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[===========================>..] - ETA: 13s - loss: 578.5753 - logits_profile_predictions_loss: 575.3561 - logcount_predictions_loss: 0.2350 2393/2490 [===========================>..] - ETA: 13s - loss: 578.5751 - logits_profile_predictions_loss: 575.3559 - logcount_predictions_loss: 0.2350 2394/2490 [===========================>..] - ETA: 13s - loss: 578.5748 - logits_profile_predictions_loss: 575.3557 - logcount_predictions_loss: 0.2350 2395/2490 [===========================>..] - ETA: 13s - loss: 578.5746 - logits_profile_predictions_loss: 575.3554 - logcount_predictions_loss: 0.2350 2396/2490 [===========================>..] - ETA: 13s - loss: 578.5743 - logits_profile_predictions_loss: 575.3552 - logcount_predictions_loss: 0.2350 2397/2490 [===========================>..] - ETA: 12s - loss: 578.5741 - logits_profile_predictions_loss: 575.3550 - logcount_predictions_loss: 0.2350 2398/2490 [===========================>..] - ETA: 12s - loss: 578.5738 - logits_profile_predictions_loss: 575.3547 - logcount_predictions_loss: 0.2350 2399/2490 [===========================>..] - ETA: 12s - loss: 578.5736 - logits_profile_predictions_loss: 575.3545 - logcount_predictions_loss: 0.2350 2400/2490 [===========================>..] - ETA: 12s - loss: 578.5733 - logits_profile_predictions_loss: 575.3542 - logcount_predictions_loss: 0.2350 2401/2490 [===========================>..] - ETA: 12s - loss: 578.5731 - logits_profile_predictions_loss: 575.3540 - logcount_predictions_loss: 0.2350 2402/2490 [===========================>..] - ETA: 12s - loss: 578.5729 - logits_profile_predictions_loss: 575.3538 - logcount_predictions_loss: 0.2350 2403/2490 [===========================>..] - ETA: 12s - loss: 578.5726 - logits_profile_predictions_loss: 575.3536 - logcount_predictions_loss: 0.2350 2404/2490 [===========================>..] - ETA: 11s - loss: 578.5724 - logits_profile_predictions_loss: 575.3534 - logcount_predictions_loss: 0.2350 2405/2490 [===========================>..] - ETA: 11s - loss: 578.5722 - logits_profile_predictions_loss: 575.3531 - logcount_predictions_loss: 0.2350 2406/2490 [===========================>..] - ETA: 11s - loss: 578.5720 - logits_profile_predictions_loss: 575.3529 - logcount_predictions_loss: 0.2350 2407/2490 [============================>.] - ETA: 11s - loss: 578.5717 - logits_profile_predictions_loss: 575.3527 - logcount_predictions_loss: 0.2350 2408/2490 [============================>.] - ETA: 11s - loss: 578.5715 - logits_profile_predictions_loss: 575.3525 - logcount_predictions_loss: 0.2350 2409/2490 [============================>.] - ETA: 11s - loss: 578.5713 - logits_profile_predictions_loss: 575.3523 - logcount_predictions_loss: 0.2350 2410/2490 [============================>.] - ETA: 11s - loss: 578.5711 - logits_profile_predictions_loss: 575.3521 - logcount_predictions_loss: 0.2350 2411/2490 [============================>.] - ETA: 10s - loss: 578.5709 - logits_profile_predictions_loss: 575.3519 - logcount_predictions_loss: 0.2350 2412/2490 [============================>.] - ETA: 10s - loss: 578.5707 - logits_profile_predictions_loss: 575.3517 - logcount_predictions_loss: 0.2350 2413/2490 [============================>.] - ETA: 10s - loss: 578.5704 - logits_profile_predictions_loss: 575.3515 - logcount_predictions_loss: 0.2350 2414/2490 [============================>.] - ETA: 10s - loss: 578.5702 - logits_profile_predictions_loss: 575.3513 - logcount_predictions_loss: 0.2350 2415/2490 [============================>.] - ETA: 10s - loss: 578.5700 - logits_profile_predictions_loss: 575.3511 - logcount_predictions_loss: 0.2350 2416/2490 [============================>.] - ETA: 10s - loss: 578.5698 - logits_profile_predictions_loss: 575.3509 - logcount_predictions_loss: 0.2350 2417/2490 [============================>.] - ETA: 10s - loss: 578.5696 - logits_profile_predictions_loss: 575.3507 - logcount_predictions_loss: 0.2350 2418/2490 [============================>.] - ETA: 10s - loss: 578.5694 - logits_profile_predictions_loss: 575.3505 - logcount_predictions_loss: 0.2350 2419/2490 [============================>.] - ETA: 9s - loss: 578.5692 - logits_profile_predictions_loss: 575.3503 - logcount_predictions_loss: 0.2350  2420/2490 [============================>.] - ETA: 9s - loss: 578.5690 - logits_profile_predictions_loss: 575.3501 - logcount_predictions_loss: 0.2350 2421/2490 [============================>.] - ETA: 9s - loss: 578.5688 - logits_profile_predictions_loss: 575.3499 - logcount_predictions_loss: 0.2350 2422/2490 [============================>.] - ETA: 9s - loss: 578.5686 - logits_profile_predictions_loss: 575.3497 - logcount_predictions_loss: 0.2350 2423/2490 [============================>.] - ETA: 9s - loss: 578.5684 - logits_profile_predictions_loss: 575.3496 - logcount_predictions_loss: 0.2350 2424/2490 [============================>.] - ETA: 9s - loss: 578.5682 - logits_profile_predictions_loss: 575.3494 - logcount_predictions_loss: 0.2350 2425/2490 [============================>.] - ETA: 9s - loss: 578.5681 - logits_profile_predictions_loss: 575.3492 - logcount_predictions_loss: 0.2349 2426/2490 [============================>.] - ETA: 8s - loss: 578.5679 - logits_profile_predictions_loss: 575.3491 - logcount_predictions_loss: 0.2349 2427/2490 [============================>.] - ETA: 8s - loss: 578.5678 - logits_profile_predictions_loss: 575.3490 - logcount_predictions_loss: 0.2349 2428/2490 [============================>.] - ETA: 8s - loss: 578.5676 - logits_profile_predictions_loss: 575.3488 - logcount_predictions_loss: 0.2349 2429/2490 [============================>.] - ETA: 8s - loss: 578.5674 - logits_profile_predictions_loss: 575.3486 - logcount_predictions_loss: 0.2349 2430/2490 [============================>.] - ETA: 8s - loss: 578.5673 - logits_profile_predictions_loss: 575.3485 - logcount_predictions_loss: 0.2349 2431/2490 [============================>.] - ETA: 8s - 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2438/2490 [============================>.] - ETA: 7s - loss: 578.5659 - logits_profile_predictions_loss: 575.3472 - logcount_predictions_loss: 0.2349 2439/2490 [============================>.] - ETA: 7s - loss: 578.5657 - logits_profile_predictions_loss: 575.3470 - logcount_predictions_loss: 0.2349 2440/2490 [============================>.] - ETA: 6s - loss: 578.5654 - logits_profile_predictions_loss: 575.3468 - logcount_predictions_loss: 0.2349 2441/2490 [============================>.] - ETA: 6s - loss: 578.5652 - logits_profile_predictions_loss: 575.3466 - logcount_predictions_loss: 0.2349 2442/2490 [============================>.] - ETA: 6s - loss: 578.5650 - logits_profile_predictions_loss: 575.3464 - logcount_predictions_loss: 0.2349 2443/2490 [============================>.] - ETA: 6s - loss: 578.5648 - logits_profile_predictions_loss: 575.3461 - logcount_predictions_loss: 0.2349 2444/2490 [============================>.] - ETA: 6s - loss: 578.5646 - logits_profile_predictions_loss: 575.3459 - logcount_predictions_loss: 0.2349 2445/2490 [============================>.] - ETA: 6s - loss: 578.5644 - logits_profile_predictions_loss: 575.3457 - logcount_predictions_loss: 0.2349 2446/2490 [============================>.] - ETA: 6s - loss: 578.5642 - logits_profile_predictions_loss: 575.3455 - logcount_predictions_loss: 0.2349 2447/2490 [============================>.] - ETA: 5s - loss: 578.5639 - logits_profile_predictions_loss: 575.3454 - logcount_predictions_loss: 0.2349 2448/2490 [============================>.] - ETA: 5s - loss: 578.5637 - logits_profile_predictions_loss: 575.3452 - logcount_predictions_loss: 0.2349 2449/2490 [============================>.] - ETA: 5s - loss: 578.5635 - logits_profile_predictions_loss: 575.3450 - logcount_predictions_loss: 0.2349 2450/2490 [============================>.] - ETA: 5s - loss: 578.5633 - logits_profile_predictions_loss: 575.3448 - logcount_predictions_loss: 0.2349 2451/2490 [============================>.] - ETA: 5s - loss: 578.5631 - logits_profile_predictions_loss: 575.3446 - logcount_predictions_loss: 0.2349 2452/2490 [============================>.] - ETA: 5s - loss: 578.5629 - logits_profile_predictions_loss: 575.3444 - logcount_predictions_loss: 0.2349 2453/2490 [============================>.] - ETA: 5s - loss: 578.5627 - logits_profile_predictions_loss: 575.3442 - logcount_predictions_loss: 0.2349 2454/2490 [============================>.] - ETA: 5s - loss: 578.5625 - logits_profile_predictions_loss: 575.3440 - logcount_predictions_loss: 0.2349 2455/2490 [============================>.] - ETA: 4s - loss: 578.5623 - logits_profile_predictions_loss: 575.3438 - logcount_predictions_loss: 0.2349 2456/2490 [============================>.] - ETA: 4s - loss: 578.5621 - logits_profile_predictions_loss: 575.3436 - logcount_predictions_loss: 0.2349 2457/2490 [============================>.] - ETA: 4s - loss: 578.5619 - logits_profile_predictions_loss: 575.3435 - logcount_predictions_loss: 0.2349 2458/2490 [============================>.] - ETA: 4s - loss: 578.5617 - logits_profile_predictions_loss: 575.3433 - logcount_predictions_loss: 0.2349 2459/2490 [============================>.] - ETA: 4s - loss: 578.5615 - logits_profile_predictions_loss: 575.3431 - logcount_predictions_loss: 0.2349 2460/2490 [============================>.] - ETA: 4s - loss: 578.5613 - logits_profile_predictions_loss: 575.3429 - logcount_predictions_loss: 0.2349 2461/2490 [============================>.] - ETA: 4s - loss: 578.5611 - logits_profile_predictions_loss: 575.3427 - logcount_predictions_loss: 0.2349 2462/2490 [============================>.] - ETA: 3s - loss: 578.5609 - logits_profile_predictions_loss: 575.3425 - logcount_predictions_loss: 0.2349 2463/2490 [============================>.] - ETA: 3s - loss: 578.5607 - logits_profile_predictions_loss: 575.3423 - logcount_predictions_loss: 0.2349 2464/2490 [============================>.] - ETA: 3s - loss: 578.5605 - logits_profile_predictions_loss: 575.3421 - logcount_predictions_loss: 0.2349 2465/2490 [============================>.] - ETA: 3s - loss: 578.5603 - logits_profile_predictions_loss: 575.3419 - logcount_predictions_loss: 0.2349 2466/2490 [============================>.] - ETA: 3s - loss: 578.5601 - logits_profile_predictions_loss: 575.3418 - logcount_predictions_loss: 0.2349 2467/2490 [============================>.] - ETA: 3s - loss: 578.5599 - logits_profile_predictions_loss: 575.3416 - logcount_predictions_loss: 0.2349 2468/2490 [============================>.] - ETA: 3s - loss: 578.5597 - logits_profile_predictions_loss: 575.3414 - logcount_predictions_loss: 0.2349 2469/2490 [============================>.] - ETA: 2s - loss: 578.5595 - logits_profile_predictions_loss: 575.3412 - logcount_predictions_loss: 0.2349 2470/2490 [============================>.] - ETA: 2s - loss: 578.5593 - logits_profile_predictions_loss: 575.3410 - logcount_predictions_loss: 0.2349 2471/2490 [============================>.] - ETA: 2s - loss: 578.5591 - logits_profile_predictions_loss: 575.3408 - logcount_predictions_loss: 0.2349 2472/2490 [============================>.] - ETA: 2s - loss: 578.5590 - logits_profile_predictions_loss: 575.3406 - logcount_predictions_loss: 0.2349 2473/2490 [============================>.] - ETA: 2s - loss: 578.5588 - logits_profile_predictions_loss: 575.3405 - logcount_predictions_loss: 0.2349 2474/2490 [============================>.] - ETA: 2s - loss: 578.5586 - logits_profile_predictions_loss: 575.3403 - logcount_predictions_loss: 0.2349 2475/2490 [============================>.] - ETA: 2s - loss: 578.5584 - logits_profile_predictions_loss: 575.3401 - logcount_predictions_loss: 0.2349 2476/2490 [============================>.] - ETA: 1s - loss: 578.5583 - logits_profile_predictions_loss: 575.3400 - logcount_predictions_loss: 0.2349 2477/2490 [============================>.] - ETA: 1s - loss: 578.5581 - logits_profile_predictions_loss: 575.3398 - logcount_predictions_loss: 0.2349 2478/2490 [============================>.] - ETA: 1s - loss: 578.5579 - logits_profile_predictions_loss: 575.3397 - logcount_predictions_loss: 0.2349 2479/2490 [============================>.] - ETA: 1s - loss: 578.5578 - logits_profile_predictions_loss: 575.3395 - logcount_predictions_loss: 0.2349 2480/2490 [============================>.] - ETA: 1s - loss: 578.5577 - logits_profile_predictions_loss: 575.3394 - logcount_predictions_loss: 0.2349 2481/2490 [============================>.] - ETA: 1s - loss: 578.5575 - logits_profile_predictions_loss: 575.3393 - logcount_predictions_loss: 0.2349 2482/2490 [============================>.] - ETA: 1s - loss: 578.5574 - logits_profile_predictions_loss: 575.3392 - logcount_predictions_loss: 0.2349 2483/2490 [============================>.] - ETA: 0s - loss: 578.5572 - logits_profile_predictions_loss: 575.3390 - logcount_predictions_loss: 0.2349 2484/2490 [============================>.] - ETA: 0s - loss: 578.5571 - logits_profile_predictions_loss: 575.3389 - logcount_predictions_loss: 0.2349 2485/2490 [============================>.] - ETA: 0s - loss: 578.5569 - logits_profile_predictions_loss: 575.3387 - logcount_predictions_loss: 0.2349 2486/2490 [============================>.] - ETA: 0s - loss: 578.5568 - logits_profile_predictions_loss: 575.3386 - logcount_predictions_loss: 0.2349 2487/2490 [============================>.] - ETA: 0s - loss: 578.5566 - logits_profile_predictions_loss: 575.3384 - logcount_predictions_loss: 0.2349 2488/2490 [============================>.] - ETA: 0s - loss: 578.5565 - logits_profile_predictions_loss: 575.3383 - logcount_predictions_loss: 0.2349 2489/2490 [============================>.] - ETA: 0s - loss: 578.5563 - logits_profile_predictions_loss: 575.3382 - logcount_predictions_loss: 0.2349 2490/2490 [==============================] - ETA: 0s - loss: 578.5562 - logits_profile_predictions_loss: 575.3380 - logcount_predictions_loss: 0.2349 2490/2490 [==============================] - 364s 146ms/step - loss: 578.5560 - logits_profile_predictions_loss: 575.3379 - logcount_predictions_loss: 0.2349 - val_loss: 559.0214 - val_logits_profile_predictions_loss: 555.8905 - val_logcount_predictions_loss: 0.2285 Epoch 00011: val_loss did not improve from 555.73248 Restoring model weights from the end of the best epoch. Epoch 00011: early stopping save model save model without bias 2022-10-04_13-14-43: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(37321, 10) loading nonpeaks... got split:test for bed regions:(45376, 10) 0/324 100/324 200/324 300/324 2022-10-04_13-18-46: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(37321, 10) loading nonpeaks... got split:test for bed regions:(45376, 10) 0/324 100/324 200/324 300/324 2022-10-04_13-22-24: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(37321, 10) loading nonpeaks... got split:test for bed regions:(45376, 10) 0/324 100/324 200/324 300/324 2022-10-04_13-25-06: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//footprints 2022-10-04_13-25-06: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/39 [..............................] - ETA: 4:03 3/39 [=>............................] - ETA: 11s  4/39 [==>...........................] - ETA: 14s 5/39 [==>...........................] - ETA: 16s 6/39 [===>..........................] - ETA: 16s 7/39 [====>.........................] - ETA: 16s 8/39 [=====>........................] - ETA: 16s 9/39 [=====>........................] - ETA: 16s 10/39 [======>.......................] - ETA: 16s 11/39 [=======>......................] - ETA: 15s 12/39 [========>.....................] - ETA: 15s 13/39 [=========>....................] - ETA: 14s 14/39 [=========>....................] - ETA: 14s 15/39 [==========>...................] - ETA: 13s 16/39 [===========>..................] - ETA: 13s 17/39 [============>.................] - ETA: 12s 18/39 [============>.................] - ETA: 12s 19/39 [=============>................] - ETA: 11s 20/39 [==============>...............] - ETA: 11s 21/39 [===============>..............] - ETA: 10s 22/39 [===============>..............] - ETA: 10s 23/39 [================>.............] - ETA: 9s  24/39 [=================>............] - ETA: 8s 25/39 [==================>...........] - ETA: 8s 26/39 [===================>..........] - ETA: 7s 27/39 [===================>..........] - ETA: 7s 28/39 [====================>.........] - ETA: 6s 29/39 [=====================>........] - ETA: 6s 30/39 [======================>.......] - ETA: 5s 31/39 [======================>.......] - ETA: 4s 32/39 [=======================>......] - ETA: 4s 33/39 [========================>.....] - ETA: 3s 34/39 [=========================>....] - ETA: 3s 35/39 [=========================>....] - ETA: 2s 36/39 [==========================>...] - ETA: 1s 37/39 [===========================>..] - ETA: 1s 38/39 [============================>.] - ETA: 0s 39/39 [==============================] - ETA: 0s 39/39 [==============================] - 32s 681ms/step 1/39 [..............................] - ETA: 0s 2/39 [>.............................] - ETA: 23s 3/39 [=>............................] - ETA: 22s 4/39 [==>...........................] - ETA: 21s 5/39 [==>...........................] - ETA: 21s 6/39 [===>..........................] - ETA: 20s 7/39 [====>.........................] - ETA: 19s 8/39 [=====>........................] - ETA: 19s 9/39 [=====>........................] - ETA: 18s 10/39 [======>.......................] - ETA: 18s 11/39 [=======>......................] - ETA: 17s 12/39 [========>.....................] - ETA: 16s 13/39 [=========>....................] - ETA: 16s 14/39 [=========>....................] - ETA: 15s 15/39 [==========>...................] - ETA: 14s 16/39 [===========>..................] - ETA: 14s 17/39 [============>.................] - ETA: 13s 18/39 [============>.................] - ETA: 13s 19/39 [=============>................] - ETA: 12s 20/39 [==============>...............] - ETA: 11s 21/39 [===============>..............] - ETA: 11s 22/39 [===============>..............] - ETA: 10s 23/39 [================>.............] - ETA: 9s  24/39 [=================>............] - ETA: 9s 25/39 [==================>...........] - ETA: 8s 26/39 [===================>..........] - ETA: 8s 27/39 [===================>..........] - ETA: 7s 28/39 [====================>.........] - ETA: 6s 29/39 [=====================>........] - ETA: 6s 30/39 [======================>.......] - ETA: 5s 31/39 [======================>.......] - ETA: 4s 32/39 [=======================>......] - ETA: 4s 33/39 [========================>.....] - ETA: 3s 34/39 [=========================>....] - ETA: 3s 35/39 [=========================>....] - ETA: 2s 36/39 [==========================>...] - ETA: 1s 37/39 [===========================>..] - ETA: 1s 38/39 [============================>.] - ETA: 0s 39/39 [==============================] - ETA: 0s 39/39 [==============================] - 24s 628ms/step inserting motif: dnase_2 TGTACTTACGAA 1/39 [..............................] - ETA: 0s 2/39 [>.............................] - ETA: 23s 3/39 [=>............................] - ETA: 22s 4/39 [==>...........................] - ETA: 21s 5/39 [==>...........................] - ETA: 21s 6/39 [===>..........................] - ETA: 20s 7/39 [====>.........................] - ETA: 19s 8/39 [=====>........................] - ETA: 19s 9/39 [=====>........................] - ETA: 18s 10/39 [======>.......................] - ETA: 18s 11/39 [=======>......................] - ETA: 17s 12/39 [========>.....................] - ETA: 16s 13/39 [=========>....................] - ETA: 16s 14/39 [=========>....................] - ETA: 15s 15/39 [==========>...................] - ETA: 14s 16/39 [===========>..................] - ETA: 14s 17/39 [============>.................] - ETA: 13s 18/39 [============>.................] - ETA: 13s 19/39 [=============>................] - ETA: 12s 20/39 [==============>...............] - ETA: 11s 21/39 [===============>..............] - ETA: 11s 22/39 [===============>..............] - ETA: 10s 23/39 [================>.............] - ETA: 9s  24/39 [=================>............] - ETA: 9s 25/39 [==================>...........] - ETA: 8s 26/39 [===================>..........] - ETA: 8s 27/39 [===================>..........] - ETA: 7s 28/39 [====================>.........] - ETA: 6s 29/39 [=====================>........] - ETA: 6s 30/39 [======================>.......] - ETA: 5s 31/39 [======================>.......] - ETA: 4s 32/39 [=======================>......] - ETA: 4s 33/39 [========================>.....] - ETA: 3s 34/39 [=========================>....] - ETA: 3s 35/39 [=========================>....] - ETA: 2s 36/39 [==========================>...] - ETA: 1s 37/39 [===========================>..] - ETA: 1s 38/39 [============================>.] - ETA: 0s 39/39 [==============================] - ETA: 0s 39/39 [==============================] - 24s 628ms/step 1/39 [..............................] - ETA: 0s 2/39 [>.............................] - ETA: 23s 3/39 [=>............................] - ETA: 22s 4/39 [==>...........................] - ETA: 21s 5/39 [==>...........................] - ETA: 21s 6/39 [===>..........................] - ETA: 20s 7/39 [====>.........................] - ETA: 19s 8/39 [=====>........................] - ETA: 19s 9/39 [=====>........................] - ETA: 18s 10/39 [======>.......................] - ETA: 18s 11/39 [=======>......................] - ETA: 17s 12/39 [========>.....................] - ETA: 16s 13/39 [=========>....................] - ETA: 16s 14/39 [=========>....................] - ETA: 15s 15/39 [==========>...................] - ETA: 14s 16/39 [===========>..................] - ETA: 14s 17/39 [============>.................] - ETA: 13s 18/39 [============>.................] - ETA: 13s 19/39 [=============>................] - ETA: 12s 20/39 [==============>...............] - ETA: 11s 21/39 [===============>..............] - ETA: 11s 22/39 [===============>..............] - ETA: 10s 23/39 [================>.............] - ETA: 9s  24/39 [=================>............] - ETA: 9s 25/39 [==================>...........] - ETA: 8s 26/39 [===================>..........] - ETA: 8s 27/39 [===================>..........] - ETA: 7s 28/39 [====================>.........] - ETA: 6s 29/39 [=====================>........] - ETA: 6s 30/39 [======================>.......] - ETA: 5s 31/39 [======================>.......] - ETA: 4s 32/39 [=======================>......] - ETA: 4s 33/39 [========================>.....] - ETA: 3s 34/39 [=========================>....] - ETA: 3s 35/39 [=========================>....] - ETA: 2s 36/39 [==========================>...] - ETA: 1s 37/39 [===========================>..] - ETA: 1s 38/39 [============================>.] - ETA: 0s 39/39 [==============================] - ETA: 0s 39/39 [==============================] - 24s 628ms/step Saving marginal footprints 2022-10-04_13-27-13: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//footprints 2022-10-04_13-27-13: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_4//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/39 [..............................] - ETA: 1:49 3/39 [=>............................] - ETA: 1s  5/39 [==>...........................] - ETA: 1s 7/39 [====>.........................] - ETA: 1s 8/39 [=====>........................] - ETA: 1s 10/39 [======>.......................] - ETA: 1s 12/39 [========>.....................] - ETA: 1s 14/39 [=========>....................] - ETA: 1s 16/39 [===========>..................] - ETA: 1s 18/39 [============>.................] - ETA: 0s 20/39 [==============>...............] - ETA: 0s 21/39 [===============>..............] - ETA: 0s 23/39 [================>.............] - ETA: 0s 25/39 [==================>...........] - ETA: 0s 27/39 [===================>..........] - ETA: 0s 28/39 [====================>.........] - ETA: 0s 29/39 [=====================>........] - ETA: 0s 31/39 [======================>.......] - ETA: 0s 33/39 [========================>.....] - ETA: 0s 35/39 [=========================>....] - ETA: 0s 37/39 [===========================>..] - ETA: 0s 39/39 [==============================] - ETA: 0s 39/39 [==============================] - 5s 56ms/step 1/39 [..............................] - ETA: 0s 3/39 [=>............................] - ETA: 1s 5/39 [==>...........................] - ETA: 1s 7/39 [====>.........................] - ETA: 1s 9/39 [=====>........................] - ETA: 1s 11/39 [=======>......................] - ETA: 1s 13/39 [=========>....................] - ETA: 1s 15/39 [==========>...................] - ETA: 1s 17/39 [============>.................] - ETA: 1s 19/39 [=============>................] - ETA: 0s 21/39 [===============>..............] - ETA: 0s 23/39 [================>.............] - ETA: 0s 25/39 [==================>...........] - ETA: 0s 27/39 [===================>..........] - ETA: 0s 29/39 [=====================>........] - ETA: 0s 31/39 [======================>.......] - ETA: 0s 33/39 [========================>.....] - ETA: 0s 35/39 [=========================>....] - ETA: 0s 37/39 [===========================>..] - ETA: 0s 39/39 [==============================] - ETA: 0s 39/39 [==============================] - 2s 50ms/step inserting motif: dnase_2 TGTACTTACGAA 1/39 [..............................] - ETA: 0s 3/39 [=>............................] - ETA: 1s 5/39 [==>...........................] - ETA: 1s 7/39 [====>.........................] - ETA: 1s 9/39 [=====>........................] - ETA: 1s 11/39 [=======>......................] - ETA: 1s 13/39 [=========>....................] - ETA: 1s 15/39 [==========>...................] - ETA: 1s 17/39 [============>.................] - ETA: 1s 19/39 [=============>................] - ETA: 0s 21/39 [===============>..............] - ETA: 0s 23/39 [================>.............] - ETA: 0s 25/39 [==================>...........] - ETA: 0s 27/39 [===================>..........] - ETA: 0s 29/39 [=====================>........] - ETA: 0s 31/39 [======================>.......] - ETA: 0s 33/39 [========================>.....] - ETA: 0s 35/39 [=========================>....] - ETA: 0s 37/39 [===========================>..] - ETA: 0s 39/39 [==============================] - ETA: 0s 39/39 [==============================] - 2s 50ms/step 1/39 [..............................] - ETA: 0s 3/39 [=>............................] - ETA: 1s 5/39 [==>...........................] - ETA: 1s 7/39 [====>.........................] - ETA: 1s 9/39 [=====>........................] - ETA: 1s 11/39 [=======>......................] - ETA: 1s 13/39 [=========>....................] - ETA: 1s 15/39 [==========>...................] - ETA: 1s 17/39 [============>.................] - ETA: 1s 19/39 [=============>................] - ETA: 0s 21/39 [===============>..............] - ETA: 0s 23/39 [================>.............] - ETA: 0s 25/39 [==================>...........] - ETA: 0s 27/39 [===================>..........] - ETA: 0s 29/39 [=====================>........] - ETA: 0s 31/39 [======================>.......] - ETA: 0s 33/39 [========================>.....] - ETA: 0s 35/39 [=========================>....] - ETA: 0s 37/39 [===========================>..] - ETA: 0s 39/39 [==============================] - ETA: 0s 39/39 [==============================] - 2s 50ms/step Saving marginal footprints