2023-01-18_19-21-40: 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//ENCSR354SDH//preprocessing/bigWigs/ENCSR354SDH.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR354SDH//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR354SDH//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.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_1/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr3', 'chr4', 'chr5', 'chr6', 'chr7', 'chr10', 'chr11', 'chr13', 'chr14', 'chr15', 'chr18', 'chr19', 'chr20', 'chr21', 'chr22', 'chrX', 'chrY', 'chr12', 'chr17'] Number of peaks input: 160597 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 160597 Number of peaks input: 39403 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 39403 Number of non peaks input: 159736 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 159736 Number of non peaks input: 40263 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 40263 Number of peaks after removing outliers: 158830 Number of nonpeaks after removing outliers: 140715 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 1/4398 [..............................] - ETA: 11:00:45 9/4398 [..............................] - ETA: 29s  18/4398 [..............................] - ETA: 27s 27/4398 [..............................] - ETA: 27s 36/4398 [..............................] - ETA: 26s 45/4398 [..............................] - ETA: 26s 55/4398 [..............................] - ETA: 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--genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR354SDH//preprocessing/bigWigs/ENCSR354SDH.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.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': '8.9', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(139804, 10) loading nonpeaks... got split:train for bed regions:(124012, 10) loading peaks... got split:valid for bed regions:(19026, 10) loading nonpeaks... got split:valid for bed regions:(16703, 10) Epoch 1/50 1/2403 [..............................] - ETA: 5:20:49 - loss: 675.1055 - logits_profile_predictions_loss: 653.9304 - logcount_predictions_loss: 2.3792 2/2403 [..............................] - ETA: 6:24 - loss: 881.1607 - logits_profile_predictions_loss: 629.7639 - logcount_predictions_loss: 28.2468  3/2403 [..............................] - ETA: 6:24 - loss: 888.3794 - logits_profile_predictions_loss: 611.6797 - logcount_predictions_loss: 31.0899 4/2403 [..............................] - ETA: 6:24 - loss: 867.9758 - logits_profile_predictions_loss: 598.0967 - logcount_predictions_loss: 30.3235 5/2403 [..............................] - ETA: 6:23 - loss: 853.9250 - logits_profile_predictions_loss: 597.0145 - logcount_predictions_loss: 28.8664 6/2403 [..............................] - ETA: 6:23 - loss: 832.5550 - logits_profile_predictions_loss: 589.7403 - logcount_predictions_loss: 27.2826 7/2403 [..............................] - ETA: 6:22 - loss: 813.7794 - logits_profile_predictions_loss: 584.1481 - logcount_predictions_loss: 25.8013 8/2403 [..............................] - ETA: 6:21 - loss: 799.1450 - logits_profile_predictions_loss: 581.3659 - logcount_predictions_loss: 24.4696 9/2403 [..............................] - ETA: 6:21 - loss: 784.9347 - logits_profile_predictions_loss: 577.8831 - logcount_predictions_loss: 23.2642 10/2403 [..............................] - ETA: 6:20 - loss: 771.3854 - logits_profile_predictions_loss: 574.0170 - logcount_predictions_loss: 22.1762 11/2403 [..............................] - ETA: 6:20 - loss: 759.2465 - logits_profile_predictions_loss: 570.5800 - logcount_predictions_loss: 21.1985 12/2403 [..............................] - ETA: 6:20 - loss: 748.4072 - logits_profile_predictions_loss: 567.5718 - logcount_predictions_loss: 20.3186 13/2403 [..............................] - ETA: 6:19 - loss: 739.1959 - logits_profile_predictions_loss: 565.4230 - logcount_predictions_loss: 19.5250 14/2403 [..............................] - ETA: 6:19 - loss: 731.4882 - logits_profile_predictions_loss: 564.0998 - logcount_predictions_loss: 18.8077 15/2403 [..............................] - ETA: 6:18 - loss: 724.3303 - logits_profile_predictions_loss: 562.7713 - logcount_predictions_loss: 18.1527 16/2403 [..............................] - ETA: 6:18 - loss: 718.2586 - logits_profile_predictions_loss: 562.0170 - logcount_predictions_loss: 17.5552 17/2403 [..............................] - ETA: 6:18 - loss: 713.0910 - logits_profile_predictions_loss: 561.7351 - logcount_predictions_loss: 17.0063 18/2403 [..............................] - ETA: 6:18 - loss: 707.9352 - logits_profile_predictions_loss: 561.1039 - logcount_predictions_loss: 16.4979 19/2403 [..............................] - ETA: 6:17 - loss: 703.0950 - logits_profile_predictions_loss: 560.4527 - logcount_predictions_loss: 16.0272 20/2403 [..............................] - ETA: 6:17 - loss: 698.5103 - logits_profile_predictions_loss: 559.7726 - logcount_predictions_loss: 15.5885 21/2403 [..............................] - ETA: 6:17 - loss: 694.2747 - logits_profile_predictions_loss: 559.1698 - logcount_predictions_loss: 15.1803 22/2403 [..............................] - ETA: 6:17 - loss: 690.2695 - logits_profile_predictions_loss: 558.5602 - logcount_predictions_loss: 14.7988 23/2403 [..............................] - ETA: 6:16 - loss: 686.2846 - logits_profile_predictions_loss: 557.7634 - logcount_predictions_loss: 14.4406 24/2403 [..............................] - ETA: 6:16 - loss: 682.6125 - logits_profile_predictions_loss: 557.0772 - logcount_predictions_loss: 14.1051 25/2403 [..............................] - ETA: 6:16 - loss: 679.2012 - logits_profile_predictions_loss: 556.4749 - logcount_predictions_loss: 13.7895 26/2403 [..............................] - ETA: 6:16 - loss: 675.7724 - logits_profile_predictions_loss: 555.7060 - logcount_predictions_loss: 13.4906 27/2403 [..............................] - ETA: 6:15 - loss: 672.7694 - logits_profile_predictions_loss: 555.2037 - logcount_predictions_loss: 13.2096 28/2403 [..............................] - ETA: 6:15 - loss: 670.0149 - logits_profile_predictions_loss: 554.8105 - logcount_predictions_loss: 12.9443 29/2403 [..............................] - ETA: 6:15 - loss: 667.3234 - logits_profile_predictions_loss: 554.3601 - logcount_predictions_loss: 12.6925 30/2403 [..............................] - ETA: 6:15 - loss: 664.7272 - logits_profile_predictions_loss: 553.8907 - logcount_predictions_loss: 12.4535 31/2403 [..............................] - ETA: 6:14 - loss: 662.1770 - logits_profile_predictions_loss: 553.3673 - logcount_predictions_loss: 12.2258 32/2403 [..............................] - ETA: 6:14 - loss: 659.7733 - logits_profile_predictions_loss: 552.8912 - logcount_predictions_loss: 12.0092 33/2403 [..............................] - ETA: 6:14 - loss: 657.4438 - logits_profile_predictions_loss: 552.4002 - logcount_predictions_loss: 11.8026 34/2403 [..............................] - ETA: 6:14 - loss: 655.2298 - logits_profile_predictions_loss: 551.9395 - logcount_predictions_loss: 11.6056 35/2403 [..............................] - ETA: 6:14 - loss: 653.1001 - logits_profile_predictions_loss: 551.4868 - logcount_predictions_loss: 11.4172 36/2403 [..............................] - ETA: 6:13 - loss: 651.0803 - logits_profile_predictions_loss: 551.0707 - logcount_predictions_loss: 11.2370 37/2403 [..............................] - ETA: 6:13 - loss: 649.1807 - logits_profile_predictions_loss: 550.7033 - logcount_predictions_loss: 11.0649 38/2403 [..............................] - ETA: 6:13 - loss: 647.3563 - logits_profile_predictions_loss: 550.3476 - logcount_predictions_loss: 10.8998 39/2403 [..............................] - ETA: 6:13 - loss: 645.5740 - logits_profile_predictions_loss: 549.9762 - logcount_predictions_loss: 10.7413 40/2403 [..............................] - ETA: 6:13 - loss: 643.8213 - logits_profile_predictions_loss: 549.5808 - logcount_predictions_loss: 10.5888 41/2403 [..............................] - ETA: 6:13 - loss: 642.1160 - logits_profile_predictions_loss: 549.1808 - logcount_predictions_loss: 10.4421 42/2403 [..............................] - ETA: 6:12 - loss: 640.4224 - logits_profile_predictions_loss: 548.7461 - logcount_predictions_loss: 10.3007 43/2403 [..............................] - ETA: 6:12 - loss: 638.8936 - logits_profile_predictions_loss: 548.4248 - logcount_predictions_loss: 10.1650 44/2403 [..............................] - ETA: 6:12 - loss: 637.3439 - logits_profile_predictions_loss: 548.0424 - logcount_predictions_loss: 10.0339 45/2403 [..............................] - ETA: 6:12 - loss: 635.8829 - logits_profile_predictions_loss: 547.7060 - logcount_predictions_loss: 9.9075  46/2403 [..............................] - ETA: 6:12 - loss: 634.4992 - logits_profile_predictions_loss: 547.4069 - logcount_predictions_loss: 9.7856 47/2403 [..............................] - ETA: 6:11 - loss: 633.1509 - logits_profile_predictions_loss: 547.1075 - logcount_predictions_loss: 9.6678 48/2403 [..............................] - ETA: 6:11 - loss: 631.8148 - logits_profile_predictions_loss: 546.7873 - logcount_predictions_loss: 9.5536 49/2403 [..............................] - ETA: 6:11 - loss: 630.5167 - logits_profile_predictions_loss: 546.4721 - logcount_predictions_loss: 9.4432 50/2403 [..............................] - ETA: 6:11 - loss: 629.3480 - logits_profile_predictions_loss: 546.2504 - logcount_predictions_loss: 9.3368 51/2403 [..............................] - ETA: 6:11 - loss: 628.2540 - logits_profile_predictions_loss: 546.0713 - logcount_predictions_loss: 9.2340 52/2403 [..............................] - ETA: 6:11 - loss: 627.1843 - logits_profile_predictions_loss: 545.8878 - logcount_predictions_loss: 9.1344 53/2403 [..............................] - ETA: 6:10 - loss: 626.0871 - logits_profile_predictions_loss: 545.6530 - logcount_predictions_loss: 9.0375 54/2403 [..............................] - ETA: 6:10 - loss: 625.0382 - logits_profile_predictions_loss: 545.4392 - logcount_predictions_loss: 8.9437 55/2403 [..............................] - ETA: 6:10 - loss: 623.9940 - logits_profile_predictions_loss: 545.2062 - logcount_predictions_loss: 8.8526 56/2403 [..............................] - ETA: 6:10 - loss: 622.9828 - logits_profile_predictions_loss: 544.9823 - logcount_predictions_loss: 8.7641 57/2403 [..............................] - ETA: 6:10 - loss: 621.9774 - logits_profile_predictions_loss: 544.7427 - logcount_predictions_loss: 8.6780 58/2403 [..............................] - ETA: 6:10 - loss: 620.9752 - logits_profile_predictions_loss: 544.4861 - logcount_predictions_loss: 8.5943 59/2403 [..............................] - ETA: 6:09 - loss: 619.9663 - logits_profile_predictions_loss: 544.2036 - logcount_predictions_loss: 8.5127 60/2403 [..............................] - ETA: 6:09 - loss: 618.9803 - logits_profile_predictions_loss: 543.9243 - logcount_predictions_loss: 8.4333 61/2403 [..............................] - ETA: 6:09 - loss: 618.0094 - logits_profile_predictions_loss: 543.6419 - logcount_predictions_loss: 8.3559 62/2403 [..............................] - ETA: 6:09 - loss: 617.0427 - logits_profile_predictions_loss: 543.3459 - logcount_predictions_loss: 8.2805 63/2403 [..............................] - ETA: 6:09 - loss: 616.0854 - logits_profile_predictions_loss: 543.0429 - logcount_predictions_loss: 8.2070 64/2403 [..............................] - ETA: 6:09 - loss: 615.1445 - logits_profile_predictions_loss: 542.7396 - logcount_predictions_loss: 8.1354 65/2403 [..............................] - ETA: 6:08 - loss: 614.2537 - logits_profile_predictions_loss: 542.4693 - logcount_predictions_loss: 8.0657 66/2403 [..............................] - ETA: 6:08 - loss: 613.3831 - logits_profile_predictions_loss: 542.2036 - logcount_predictions_loss: 7.9977 67/2403 [..............................] - ETA: 6:08 - loss: 612.5225 - logits_profile_predictions_loss: 541.9335 - logcount_predictions_loss: 7.9313 68/2403 [..............................] - ETA: 6:08 - loss: 611.6518 - logits_profile_predictions_loss: 541.6406 - logcount_predictions_loss: 7.8664 69/2403 [..............................] - ETA: 6:08 - loss: 610.8027 - logits_profile_predictions_loss: 541.3555 - logcount_predictions_loss: 7.8031 70/2403 [..............................] - ETA: 6:08 - loss: 610.0012 - logits_profile_predictions_loss: 541.1035 - logcount_predictions_loss: 7.7413 71/2403 [..............................] - ETA: 6:08 - loss: 609.1934 - logits_profile_predictions_loss: 540.8336 - logcount_predictions_loss: 7.6809 72/2403 [..............................] - ETA: 6:07 - loss: 608.4014 - logits_profile_predictions_loss: 540.5674 - logcount_predictions_loss: 7.6218 73/2403 [..............................] - ETA: 6:07 - loss: 607.6499 - logits_profile_predictions_loss: 540.3284 - logcount_predictions_loss: 7.5642 74/2403 [..............................] - ETA: 6:07 - loss: 606.9106 - logits_profile_predictions_loss: 540.0904 - logcount_predictions_loss: 7.5079 75/2403 [..............................] - ETA: 6:07 - loss: 606.1994 - logits_profile_predictions_loss: 539.8686 - logcount_predictions_loss: 7.4529 76/2403 [..............................] - ETA: 6:07 - loss: 605.4825 - logits_profile_predictions_loss: 539.6313 - logcount_predictions_loss: 7.3990 77/2403 [..............................] - ETA: 6:07 - loss: 604.7816 - logits_profile_predictions_loss: 539.3996 - logcount_predictions_loss: 7.3463 78/2403 [..............................] - ETA: 6:06 - loss: 604.0798 - logits_profile_predictions_loss: 539.1579 - logcount_predictions_loss: 7.2946 79/2403 [..............................] - ETA: 6:06 - loss: 603.3869 - logits_profile_predictions_loss: 538.9156 - logcount_predictions_loss: 7.2440 80/2403 [..............................] - ETA: 6:06 - loss: 602.7054 - logits_profile_predictions_loss: 538.6753 - logcount_predictions_loss: 7.1944 81/2403 [>.............................] - ETA: 6:06 - loss: 602.0271 - logits_profile_predictions_loss: 538.4296 - logcount_predictions_loss: 7.1458 82/2403 [>.............................] - ETA: 6:06 - loss: 601.3535 - logits_profile_predictions_loss: 538.1798 - logcount_predictions_loss: 7.0982 83/2403 [>.............................] - ETA: 6:06 - loss: 600.7094 - logits_profile_predictions_loss: 537.9502 - logcount_predictions_loss: 7.0516 84/2403 [>.............................] - ETA: 6:06 - loss: 600.0826 - logits_profile_predictions_loss: 537.7295 - logcount_predictions_loss: 7.0060 85/2403 [>.............................] - ETA: 6:06 - loss: 599.4752 - logits_profile_predictions_loss: 537.5196 - logcount_predictions_loss: 6.9613 86/2403 [>.............................] - ETA: 6:06 - loss: 598.8962 - logits_profile_predictions_loss: 537.3297 - logcount_predictions_loss: 6.9176 87/2403 [>.............................] - ETA: 6:05 - loss: 598.3524 - logits_profile_predictions_loss: 537.1666 - logcount_predictions_loss: 6.8748 88/2403 [>.............................] - ETA: 6:05 - loss: 597.8195 - logits_profile_predictions_loss: 537.0069 - logcount_predictions_loss: 6.8329 89/2403 [>.............................] - ETA: 6:05 - loss: 597.2898 - logits_profile_predictions_loss: 536.8436 - logcount_predictions_loss: 6.7917 90/2403 [>.............................] - ETA: 6:05 - loss: 596.7623 - logits_profile_predictions_loss: 536.6761 - logcount_predictions_loss: 6.7513 91/2403 [>.............................] - ETA: 6:05 - loss: 596.2567 - logits_profile_predictions_loss: 536.5231 - logcount_predictions_loss: 6.7116 92/2403 [>.............................] - ETA: 6:05 - loss: 595.7658 - logits_profile_predictions_loss: 536.3782 - logcount_predictions_loss: 6.6728 93/2403 [>.............................] - ETA: 6:04 - loss: 595.3004 - logits_profile_predictions_loss: 536.2516 - logcount_predictions_loss: 6.6347 94/2403 [>.............................] - ETA: 6:04 - loss: 594.8545 - logits_profile_predictions_loss: 536.1382 - logcount_predictions_loss: 6.5973 95/2403 [>.............................] - ETA: 6:04 - loss: 594.3998 - logits_profile_predictions_loss: 536.0108 - logcount_predictions_loss: 6.5606 96/2403 [>.............................] - ETA: 6:04 - loss: 593.9497 - logits_profile_predictions_loss: 535.8826 - logcount_predictions_loss: 6.5244 97/2403 [>.............................] - ETA: 6:04 - loss: 593.5048 - logits_profile_predictions_loss: 535.7541 - logcount_predictions_loss: 6.4888 98/2403 [>.............................] - ETA: 6:04 - loss: 593.0582 - logits_profile_predictions_loss: 535.6188 - logcount_predictions_loss: 6.4539 99/2403 [>.............................] - ETA: 6:03 - loss: 592.6328 - logits_profile_predictions_loss: 535.4990 - logcount_predictions_loss: 6.4195 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[============================>.] - ETA: 0s - loss: 533.5178 - logits_profile_predictions_loss: 513.6078 - logcount_predictions_loss: 2.2371 2403/2403 [==============================] - ETA: 0s - loss: 533.5090 - logits_profile_predictions_loss: 513.6017 - logcount_predictions_loss: 2.2368 2403/2403 [==============================] - 417s 170ms/step - loss: 533.5002 - logits_profile_predictions_loss: 513.5956 - logcount_predictions_loss: 2.2365 - val_loss: 600.5956 - val_logits_profile_predictions_loss: 595.3571 - val_logcount_predictions_loss: 0.5886 Epoch 00001: val_loss improved from inf to 600.59564, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1/chrombpnet.h5 Epoch 2/50 1/2403 [..............................] - ETA: 8:43 - loss: 474.0750 - logits_profile_predictions_loss: 469.2234 - logcount_predictions_loss: 0.5451 2/2403 [..............................] - ETA: 6:15 - loss: 470.3952 - 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logits_profile_predictions_loss: 476.0011 - logcount_predictions_loss: 0.5872 349/2403 [===>..........................] - ETA: 5:24 - loss: 481.2347 - logits_profile_predictions_loss: 476.0082 - logcount_predictions_loss: 0.5873 350/2403 [===>..........................] - ETA: 5:24 - loss: 481.2423 - logits_profile_predictions_loss: 476.0156 - logcount_predictions_loss: 0.5873 351/2403 [===>..........................] - ETA: 5:24 - loss: 481.2504 - logits_profile_predictions_loss: 476.0234 - logcount_predictions_loss: 0.5873 352/2403 [===>..........................] - ETA: 5:23 - loss: 481.2585 - logits_profile_predictions_loss: 476.0314 - logcount_predictions_loss: 0.5873 353/2403 [===>..........................] - ETA: 5:23 - loss: 481.2661 - logits_profile_predictions_loss: 476.0388 - logcount_predictions_loss: 0.5873 354/2403 [===>..........................] - ETA: 5:23 - loss: 481.2732 - logits_profile_predictions_loss: 476.0457 - logcount_predictions_loss: 0.5874 355/2403 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logits_profile_predictions_loss: 476.0916 - logcount_predictions_loss: 0.5875 362/2403 [===>..........................] - ETA: 5:22 - loss: 481.3274 - logits_profile_predictions_loss: 476.0982 - logcount_predictions_loss: 0.5876 363/2403 [===>..........................] - ETA: 5:22 - loss: 481.3337 - logits_profile_predictions_loss: 476.1043 - logcount_predictions_loss: 0.5876 364/2403 [===>..........................] - ETA: 5:22 - loss: 481.3396 - logits_profile_predictions_loss: 476.1100 - logcount_predictions_loss: 0.5876 365/2403 [===>..........................] - ETA: 5:21 - loss: 481.3466 - logits_profile_predictions_loss: 476.1168 - logcount_predictions_loss: 0.5876 366/2403 [===>..........................] - ETA: 5:21 - loss: 481.3536 - logits_profile_predictions_loss: 476.1236 - logcount_predictions_loss: 0.5876 367/2403 [===>..........................] - ETA: 5:21 - loss: 481.3603 - logits_profile_predictions_loss: 476.1301 - logcount_predictions_loss: 0.5877 368/2403 [===>..........................] - ETA: 5:21 - loss: 481.3664 - logits_profile_predictions_loss: 476.1361 - logcount_predictions_loss: 0.5877 369/2403 [===>..........................] - ETA: 5:21 - loss: 481.3723 - logits_profile_predictions_loss: 476.1417 - logcount_predictions_loss: 0.5877 370/2403 [===>..........................] - ETA: 5:21 - loss: 481.3786 - logits_profile_predictions_loss: 476.1478 - logcount_predictions_loss: 0.5877 371/2403 [===>..........................] - ETA: 5:20 - loss: 481.3845 - logits_profile_predictions_loss: 476.1535 - logcount_predictions_loss: 0.5878 372/2403 [===>..........................] - ETA: 5:20 - loss: 481.3908 - logits_profile_predictions_loss: 476.1597 - logcount_predictions_loss: 0.5878 373/2403 [===>..........................] - ETA: 5:20 - loss: 481.3966 - logits_profile_predictions_loss: 476.1653 - logcount_predictions_loss: 0.5878 374/2403 [===>..........................] - ETA: 5:20 - loss: 481.4018 - logits_profile_predictions_loss: 476.1703 - logcount_predictions_loss: 0.5878 375/2403 [===>..........................] - ETA: 5:20 - loss: 481.4073 - logits_profile_predictions_loss: 476.1756 - logcount_predictions_loss: 0.5878 376/2403 [===>..........................] - ETA: 5:20 - loss: 481.4128 - logits_profile_predictions_loss: 476.1809 - logcount_predictions_loss: 0.5879 377/2403 [===>..........................] - ETA: 5:20 - loss: 481.4184 - logits_profile_predictions_loss: 476.1863 - logcount_predictions_loss: 0.5879 378/2403 [===>..........................] - ETA: 5:19 - loss: 481.4236 - logits_profile_predictions_loss: 476.1913 - logcount_predictions_loss: 0.5879 379/2403 [===>..........................] - ETA: 5:19 - loss: 481.4283 - logits_profile_predictions_loss: 476.1959 - logcount_predictions_loss: 0.5879 380/2403 [===>..........................] - ETA: 5:19 - loss: 481.4325 - logits_profile_predictions_loss: 476.1999 - logcount_predictions_loss: 0.5879 381/2403 [===>..........................] - ETA: 5:19 - loss: 481.4367 - logits_profile_predictions_loss: 476.2040 - logcount_predictions_loss: 0.5880 382/2403 [===>..........................] - ETA: 5:19 - loss: 481.4409 - logits_profile_predictions_loss: 476.2080 - logcount_predictions_loss: 0.5880 383/2403 [===>..........................] - ETA: 5:19 - loss: 481.4449 - logits_profile_predictions_loss: 476.2118 - logcount_predictions_loss: 0.5880 384/2403 [===>..........................] - ETA: 5:18 - loss: 481.4488 - logits_profile_predictions_loss: 476.2156 - logcount_predictions_loss: 0.5880 385/2403 [===>..........................] - ETA: 5:18 - loss: 481.4528 - logits_profile_predictions_loss: 476.2193 - logcount_predictions_loss: 0.5880 386/2403 [===>..........................] - ETA: 5:18 - loss: 481.4563 - logits_profile_predictions_loss: 476.2227 - logcount_predictions_loss: 0.5881 387/2403 [===>..........................] - ETA: 5:18 - loss: 481.4604 - logits_profile_predictions_loss: 476.2266 - logcount_predictions_loss: 0.5881 388/2403 [===>..........................] - ETA: 5:18 - loss: 481.4641 - logits_profile_predictions_loss: 476.2301 - logcount_predictions_loss: 0.5881 389/2403 [===>..........................] - ETA: 5:18 - loss: 481.4677 - logits_profile_predictions_loss: 476.2335 - logcount_predictions_loss: 0.5881 390/2403 [===>..........................] - ETA: 5:17 - loss: 481.4713 - logits_profile_predictions_loss: 476.2370 - logcount_predictions_loss: 0.5881 391/2403 [===>..........................] - ETA: 5:17 - loss: 481.4758 - logits_profile_predictions_loss: 476.2413 - logcount_predictions_loss: 0.5882 392/2403 [===>..........................] - ETA: 5:17 - loss: 481.4805 - logits_profile_predictions_loss: 476.2459 - logcount_predictions_loss: 0.5882 393/2403 [===>..........................] - ETA: 5:17 - loss: 481.4852 - logits_profile_predictions_loss: 476.2504 - logcount_predictions_loss: 0.5882 394/2403 [===>..........................] - ETA: 5:17 - loss: 481.4901 - logits_profile_predictions_loss: 476.2550 - logcount_predictions_loss: 0.5882 395/2403 [===>..........................] - ETA: 5:17 - loss: 481.4952 - logits_profile_predictions_loss: 476.2600 - logcount_predictions_loss: 0.5882 396/2403 [===>..........................] - ETA: 5:17 - loss: 481.4999 - logits_profile_predictions_loss: 476.2646 - logcount_predictions_loss: 0.5883 397/2403 [===>..........................] - ETA: 5:16 - loss: 481.5046 - logits_profile_predictions_loss: 476.2691 - logcount_predictions_loss: 0.5883 398/2403 [===>..........................] - ETA: 5:16 - loss: 481.5091 - logits_profile_predictions_loss: 476.2734 - logcount_predictions_loss: 0.5883 399/2403 [===>..........................] - ETA: 5:16 - loss: 481.5132 - logits_profile_predictions_loss: 476.2774 - logcount_predictions_loss: 0.5883 400/2403 [===>..........................] - ETA: 5:16 - loss: 481.5176 - logits_profile_predictions_loss: 476.2816 - logcount_predictions_loss: 0.5883 401/2403 [====>.........................] - ETA: 5:16 - loss: 481.5225 - logits_profile_predictions_loss: 476.2864 - logcount_predictions_loss: 0.5883 402/2403 [====>.........................] - ETA: 5:16 - loss: 481.5273 - logits_profile_predictions_loss: 476.2909 - logcount_predictions_loss: 0.5884 403/2403 [====>.........................] - ETA: 5:15 - loss: 481.5320 - logits_profile_predictions_loss: 476.2956 - logcount_predictions_loss: 0.5884 404/2403 [====>.........................] - ETA: 5:15 - loss: 481.5365 - logits_profile_predictions_loss: 476.2999 - logcount_predictions_loss: 0.5884 405/2403 [====>.........................] - ETA: 5:15 - loss: 481.5410 - logits_profile_predictions_loss: 476.3043 - logcount_predictions_loss: 0.5884 406/2403 [====>.........................] - ETA: 5:15 - loss: 481.5452 - logits_profile_predictions_loss: 476.3083 - logcount_predictions_loss: 0.5884 407/2403 [====>.........................] - ETA: 5:15 - loss: 481.5489 - logits_profile_predictions_loss: 476.3119 - logcount_predictions_loss: 0.5884 408/2403 [====>.........................] - ETA: 5:15 - loss: 481.5532 - logits_profile_predictions_loss: 476.3160 - logcount_predictions_loss: 0.5885 409/2403 [====>.........................] - ETA: 5:15 - loss: 481.5569 - logits_profile_predictions_loss: 476.3196 - logcount_predictions_loss: 0.5885 410/2403 [====>.........................] - ETA: 5:14 - loss: 481.5608 - logits_profile_predictions_loss: 476.3234 - logcount_predictions_loss: 0.5885 411/2403 [====>.........................] - ETA: 5:14 - loss: 481.5657 - logits_profile_predictions_loss: 476.3282 - logcount_predictions_loss: 0.5885 412/2403 [====>.........................] - ETA: 5:14 - loss: 481.5702 - logits_profile_predictions_loss: 476.3325 - logcount_predictions_loss: 0.5885 413/2403 [====>.........................] - ETA: 5:14 - loss: 481.5749 - logits_profile_predictions_loss: 476.3371 - logcount_predictions_loss: 0.5885 414/2403 [====>.........................] - ETA: 5:14 - loss: 481.5792 - logits_profile_predictions_loss: 476.3414 - logcount_predictions_loss: 0.5885 415/2403 [====>.........................] - ETA: 5:14 - loss: 481.5831 - logits_profile_predictions_loss: 476.3451 - logcount_predictions_loss: 0.5885 416/2403 [====>.........................] - ETA: 5:13 - loss: 481.5871 - logits_profile_predictions_loss: 476.3490 - logcount_predictions_loss: 0.5886 417/2403 [====>.........................] - ETA: 5:13 - loss: 481.5910 - logits_profile_predictions_loss: 476.3528 - logcount_predictions_loss: 0.5886 418/2403 [====>.........................] - ETA: 5:13 - loss: 481.5950 - logits_profile_predictions_loss: 476.3566 - logcount_predictions_loss: 0.5886 419/2403 [====>.........................] - ETA: 5:13 - loss: 481.5988 - logits_profile_predictions_loss: 476.3603 - logcount_predictions_loss: 0.5886 420/2403 [====>.........................] - ETA: 5:13 - loss: 481.6022 - logits_profile_predictions_loss: 476.3636 - logcount_predictions_loss: 0.5886 421/2403 [====>.........................] - ETA: 5:13 - loss: 481.6058 - logits_profile_predictions_loss: 476.3670 - logcount_predictions_loss: 0.5886 422/2403 [====>.........................] - ETA: 5:12 - loss: 481.6089 - logits_profile_predictions_loss: 476.3700 - logcount_predictions_loss: 0.5886 423/2403 [====>.........................] - ETA: 5:12 - loss: 481.6116 - logits_profile_predictions_loss: 476.3726 - logcount_predictions_loss: 0.5887 424/2403 [====>.........................] - ETA: 5:12 - loss: 481.6146 - logits_profile_predictions_loss: 476.3755 - logcount_predictions_loss: 0.5887 425/2403 [====>.........................] - ETA: 5:12 - loss: 481.6172 - logits_profile_predictions_loss: 476.3780 - logcount_predictions_loss: 0.5887 426/2403 [====>.........................] - ETA: 5:12 - loss: 481.6195 - logits_profile_predictions_loss: 476.3801 - logcount_predictions_loss: 0.5887 427/2403 [====>.........................] - ETA: 5:12 - loss: 481.6219 - logits_profile_predictions_loss: 476.3825 - logcount_predictions_loss: 0.5887 428/2403 [====>.........................] - ETA: 5:12 - loss: 481.6240 - logits_profile_predictions_loss: 476.3844 - logcount_predictions_loss: 0.5887 429/2403 [====>.........................] - ETA: 5:11 - loss: 481.6258 - logits_profile_predictions_loss: 476.3861 - logcount_predictions_loss: 0.5887 430/2403 [====>.........................] - ETA: 5:11 - loss: 481.6270 - logits_profile_predictions_loss: 476.3872 - logcount_predictions_loss: 0.5887 431/2403 [====>.........................] - ETA: 5:11 - loss: 481.6283 - logits_profile_predictions_loss: 476.3885 - logcount_predictions_loss: 0.5888 432/2403 [====>.........................] - ETA: 5:11 - loss: 481.6303 - logits_profile_predictions_loss: 476.3904 - logcount_predictions_loss: 0.5888 433/2403 [====>.........................] - ETA: 5:11 - loss: 481.6324 - logits_profile_predictions_loss: 476.3923 - logcount_predictions_loss: 0.5888 434/2403 [====>.........................] - ETA: 5:11 - loss: 481.6342 - logits_profile_predictions_loss: 476.3941 - logcount_predictions_loss: 0.5888 435/2403 [====>.........................] - ETA: 5:10 - loss: 481.6360 - logits_profile_predictions_loss: 476.3958 - logcount_predictions_loss: 0.5888 436/2403 [====>.........................] - ETA: 5:10 - loss: 481.6377 - logits_profile_predictions_loss: 476.3974 - logcount_predictions_loss: 0.5888 437/2403 [====>.........................] - ETA: 5:10 - loss: 481.6399 - logits_profile_predictions_loss: 476.3995 - logcount_predictions_loss: 0.5888 438/2403 [====>.........................] - ETA: 5:10 - loss: 481.6420 - logits_profile_predictions_loss: 476.4015 - logcount_predictions_loss: 0.5888 439/2403 [====>.........................] - ETA: 5:10 - loss: 481.6436 - logits_profile_predictions_loss: 476.4030 - logcount_predictions_loss: 0.5888 440/2403 [====>.........................] - ETA: 5:10 - loss: 481.6454 - logits_profile_predictions_loss: 476.4047 - logcount_predictions_loss: 0.5888 441/2403 [====>.........................] - ETA: 5:09 - loss: 481.6477 - logits_profile_predictions_loss: 476.4070 - logcount_predictions_loss: 0.5888 442/2403 [====>.........................] - ETA: 5:09 - loss: 481.6507 - logits_profile_predictions_loss: 476.4099 - logcount_predictions_loss: 0.5889 443/2403 [====>.........................] - ETA: 5:09 - loss: 481.6532 - logits_profile_predictions_loss: 476.4123 - logcount_predictions_loss: 0.5889 444/2403 [====>.........................] - ETA: 5:09 - loss: 481.6555 - logits_profile_predictions_loss: 476.4145 - logcount_predictions_loss: 0.5889 445/2403 [====>.........................] - ETA: 5:09 - loss: 481.6573 - logits_profile_predictions_loss: 476.4162 - logcount_predictions_loss: 0.5889 446/2403 [====>.........................] - ETA: 5:09 - loss: 481.6595 - logits_profile_predictions_loss: 476.4184 - logcount_predictions_loss: 0.5889 447/2403 [====>.........................] - ETA: 5:09 - loss: 481.6618 - logits_profile_predictions_loss: 476.4206 - logcount_predictions_loss: 0.5889 448/2403 [====>.........................] - ETA: 5:08 - loss: 481.6636 - logits_profile_predictions_loss: 476.4223 - logcount_predictions_loss: 0.5889 449/2403 [====>.........................] - ETA: 5:08 - loss: 481.6656 - logits_profile_predictions_loss: 476.4243 - logcount_predictions_loss: 0.5889 450/2403 [====>.........................] - ETA: 5:08 - loss: 481.6677 - logits_profile_predictions_loss: 476.4262 - logcount_predictions_loss: 0.5889 451/2403 [====>.........................] - ETA: 5:08 - loss: 481.6695 - logits_profile_predictions_loss: 476.4280 - logcount_predictions_loss: 0.5889 452/2403 [====>.........................] - ETA: 5:08 - loss: 481.6717 - logits_profile_predictions_loss: 476.4301 - logcount_predictions_loss: 0.5890 453/2403 [====>.........................] - ETA: 5:08 - loss: 481.6737 - logits_profile_predictions_loss: 476.4321 - logcount_predictions_loss: 0.5890 454/2403 [====>.........................] - ETA: 5:08 - loss: 481.6765 - logits_profile_predictions_loss: 476.4348 - logcount_predictions_loss: 0.5890 455/2403 [====>.........................] - ETA: 5:07 - loss: 481.6792 - logits_profile_predictions_loss: 476.4374 - logcount_predictions_loss: 0.5890 456/2403 [====>.........................] - ETA: 5:07 - loss: 481.6822 - logits_profile_predictions_loss: 476.4403 - logcount_predictions_loss: 0.5890 457/2403 [====>.........................] - ETA: 5:07 - loss: 481.6846 - logits_profile_predictions_loss: 476.4426 - logcount_predictions_loss: 0.5890 458/2403 [====>.........................] - ETA: 5:07 - loss: 481.6866 - logits_profile_predictions_loss: 476.4445 - logcount_predictions_loss: 0.5890 459/2403 [====>.........................] - ETA: 5:07 - loss: 481.6885 - logits_profile_predictions_loss: 476.4464 - logcount_predictions_loss: 0.5890 460/2403 [====>.........................] - ETA: 5:07 - loss: 481.6905 - logits_profile_predictions_loss: 476.4482 - logcount_predictions_loss: 0.5890 461/2403 [====>.........................] - ETA: 5:06 - loss: 481.6925 - logits_profile_predictions_loss: 476.4501 - logcount_predictions_loss: 0.5890 462/2403 [====>.........................] - ETA: 5:06 - loss: 481.6944 - logits_profile_predictions_loss: 476.4520 - logcount_predictions_loss: 0.5890 463/2403 [====>.........................] - ETA: 5:06 - loss: 481.6964 - logits_profile_predictions_loss: 476.4538 - logcount_predictions_loss: 0.5891 464/2403 [====>.........................] - ETA: 5:06 - loss: 481.6980 - logits_profile_predictions_loss: 476.4554 - logcount_predictions_loss: 0.5891 465/2403 [====>.........................] - ETA: 5:06 - loss: 481.6994 - logits_profile_predictions_loss: 476.4566 - logcount_predictions_loss: 0.5891 466/2403 [====>.........................] - ETA: 5:06 - loss: 481.7009 - logits_profile_predictions_loss: 476.4581 - logcount_predictions_loss: 0.5891 467/2403 [====>.........................] - ETA: 5:05 - loss: 481.7027 - logits_profile_predictions_loss: 476.4598 - logcount_predictions_loss: 0.5891 468/2403 [====>.........................] - ETA: 5:05 - loss: 481.7044 - logits_profile_predictions_loss: 476.4613 - logcount_predictions_loss: 0.5891 469/2403 [====>.........................] - ETA: 5:05 - loss: 481.7057 - logits_profile_predictions_loss: 476.4625 - logcount_predictions_loss: 0.5891 470/2403 [====>.........................] - ETA: 5:05 - loss: 481.7074 - logits_profile_predictions_loss: 476.4641 - logcount_predictions_loss: 0.5891 471/2403 [====>.........................] - ETA: 5:05 - loss: 481.7088 - logits_profile_predictions_loss: 476.4654 - logcount_predictions_loss: 0.5892 472/2403 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585.4767 - val_logits_profile_predictions_loss: 581.3384 - val_logcount_predictions_loss: 0.4650 Epoch 00003: val_loss improved from 591.92041 to 585.47675, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1/chrombpnet.h5 Epoch 4/50 1/2403 [..............................] - ETA: 8:41 - loss: 429.7424 - logits_profile_predictions_loss: 427.1415 - logcount_predictions_loss: 0.2922 2/2403 [..............................] - ETA: 6:57 - loss: 442.5154 - logits_profile_predictions_loss: 439.4094 - logcount_predictions_loss: 0.3490 3/2403 [..............................] - ETA: 6:35 - loss: 445.8977 - logits_profile_predictions_loss: 442.4725 - logcount_predictions_loss: 0.3849 4/2403 [..............................] - ETA: 6:28 - loss: 452.1279 - logits_profile_predictions_loss: 448.5474 - logcount_predictions_loss: 0.4023 5/2403 [..............................] - ETA: 6:25 - loss: 458.6800 - 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[..............................] - ETA: 6:17 - loss: 476.8902 - logits_profile_predictions_loss: 472.5329 - logcount_predictions_loss: 0.4896 13/2403 [..............................] - ETA: 6:16 - loss: 477.6428 - logits_profile_predictions_loss: 473.2384 - logcount_predictions_loss: 0.4949 14/2403 [..............................] - ETA: 6:16 - loss: 478.5049 - logits_profile_predictions_loss: 474.0593 - logcount_predictions_loss: 0.4995 15/2403 [..............................] - ETA: 6:15 - loss: 479.0772 - logits_profile_predictions_loss: 474.5995 - logcount_predictions_loss: 0.5031 16/2403 [..............................] - ETA: 6:15 - loss: 479.4647 - logits_profile_predictions_loss: 474.9611 - logcount_predictions_loss: 0.5060 17/2403 [..............................] - ETA: 6:15 - loss: 479.6067 - logits_profile_predictions_loss: 475.0853 - logcount_predictions_loss: 0.5080 18/2403 [..............................] - ETA: 6:14 - loss: 479.4786 - logits_profile_predictions_loss: 474.9454 - logcount_predictions_loss: 0.5093 19/2403 [..............................] - ETA: 6:14 - loss: 479.1313 - logits_profile_predictions_loss: 474.5914 - logcount_predictions_loss: 0.5101 20/2403 [..............................] - ETA: 6:14 - loss: 478.9762 - logits_profile_predictions_loss: 474.4310 - logcount_predictions_loss: 0.5107 21/2403 [..............................] - ETA: 6:14 - loss: 478.9800 - logits_profile_predictions_loss: 474.4243 - logcount_predictions_loss: 0.5119 22/2403 [..............................] - ETA: 6:13 - loss: 478.9117 - logits_profile_predictions_loss: 474.3474 - logcount_predictions_loss: 0.5128 23/2403 [..............................] - ETA: 6:13 - loss: 478.9094 - logits_profile_predictions_loss: 474.3394 - logcount_predictions_loss: 0.5135 24/2403 [..............................] - ETA: 6:13 - loss: 478.8519 - logits_profile_predictions_loss: 474.2768 - logcount_predictions_loss: 0.5140 25/2403 [..............................] - ETA: 6:13 - 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[..............................] - ETA: 6:09 - loss: 480.2868 - logits_profile_predictions_loss: 475.6429 - logcount_predictions_loss: 0.5218 46/2403 [..............................] - ETA: 6:09 - loss: 480.2537 - logits_profile_predictions_loss: 475.6104 - logcount_predictions_loss: 0.5217 47/2403 [..............................] - ETA: 6:09 - loss: 480.2084 - logits_profile_predictions_loss: 475.5655 - logcount_predictions_loss: 0.5217 48/2403 [..............................] - ETA: 6:09 - loss: 480.1724 - logits_profile_predictions_loss: 475.5299 - logcount_predictions_loss: 0.5216 49/2403 [..............................] - ETA: 6:09 - loss: 480.1460 - logits_profile_predictions_loss: 475.5038 - logcount_predictions_loss: 0.5216 50/2403 [..............................] - ETA: 6:08 - loss: 480.1290 - logits_profile_predictions_loss: 475.4870 - logcount_predictions_loss: 0.5216 51/2403 [..............................] - ETA: 6:08 - loss: 480.1410 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:04 - loss: 479.3024 - logits_profile_predictions_loss: 474.6914 - logcount_predictions_loss: 0.5181 79/2403 [..............................] - ETA: 6:04 - loss: 479.2670 - logits_profile_predictions_loss: 474.6571 - logcount_predictions_loss: 0.5179 80/2403 [..............................] - ETA: 6:04 - loss: 479.2276 - logits_profile_predictions_loss: 474.6190 - logcount_predictions_loss: 0.5178 81/2403 [>.............................] - ETA: 6:04 - loss: 479.2021 - logits_profile_predictions_loss: 474.5948 - logcount_predictions_loss: 0.5177 82/2403 [>.............................] - ETA: 6:04 - loss: 479.1685 - logits_profile_predictions_loss: 474.5623 - logcount_predictions_loss: 0.5175 83/2403 [>.............................] - ETA: 6:03 - loss: 479.1399 - logits_profile_predictions_loss: 474.5350 - logcount_predictions_loss: 0.5174 84/2403 [>.............................] - ETA: 6:03 - loss: 479.1094 - logits_profile_predictions_loss: 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[============================>.] - ETA: 5s - loss: 472.8547 - logits_profile_predictions_loss: 468.4576 - logcount_predictions_loss: 0.4941 2368/2403 [============================>.] - ETA: 5s - loss: 472.8539 - logits_profile_predictions_loss: 468.4568 - logcount_predictions_loss: 0.4941 2369/2403 [============================>.] - ETA: 5s - loss: 472.8531 - logits_profile_predictions_loss: 468.4560 - logcount_predictions_loss: 0.4941 2370/2403 [============================>.] - ETA: 5s - loss: 472.8524 - logits_profile_predictions_loss: 468.4552 - logcount_predictions_loss: 0.4941 2371/2403 [============================>.] - ETA: 5s - loss: 472.8516 - logits_profile_predictions_loss: 468.4544 - logcount_predictions_loss: 0.4941 2372/2403 [============================>.] - ETA: 4s - loss: 472.8508 - logits_profile_predictions_loss: 468.4537 - logcount_predictions_loss: 0.4941 2373/2403 [============================>.] - ETA: 4s - loss: 472.8500 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 472.8294 - logits_profile_predictions_loss: 468.4325 - logcount_predictions_loss: 0.4941 2401/2403 [============================>.] - ETA: 0s - loss: 472.8287 - logits_profile_predictions_loss: 468.4318 - logcount_predictions_loss: 0.4941 2402/2403 [============================>.] - ETA: 0s - loss: 472.8280 - logits_profile_predictions_loss: 468.4312 - logcount_predictions_loss: 0.4941 2403/2403 [==============================] - ETA: 0s - loss: 472.8273 - logits_profile_predictions_loss: 468.4305 - logcount_predictions_loss: 0.4941 2403/2403 [==============================] - 403s 168ms/step - loss: 472.8266 - logits_profile_predictions_loss: 468.4298 - logcount_predictions_loss: 0.4941 - val_loss: 581.3141 - val_logits_profile_predictions_loss: 576.7402 - val_logcount_predictions_loss: 0.5139 Epoch 00004: val_loss improved from 585.47675 to 581.31415, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1/chrombpnet.h5 Epoch 5/50 1/2403 [..............................] - ETA: 8:28 - loss: 371.9954 - logits_profile_predictions_loss: 367.9196 - logcount_predictions_loss: 0.4579 2/2403 [..............................] - ETA: 6:34 - loss: 410.0428 - logits_profile_predictions_loss: 406.0931 - logcount_predictions_loss: 0.4438 3/2403 [..............................] - ETA: 6:24 - loss: 426.4912 - logits_profile_predictions_loss: 422.5692 - logcount_predictions_loss: 0.4407 4/2403 [..............................] - ETA: 6:20 - loss: 437.9500 - logits_profile_predictions_loss: 433.8404 - logcount_predictions_loss: 0.4618 5/2403 [..............................] - ETA: 6:19 - loss: 444.3378 - logits_profile_predictions_loss: 440.2031 - logcount_predictions_loss: 0.4646 6/2403 [..............................] - ETA: 6:18 - loss: 451.0512 - logits_profile_predictions_loss: 446.9240 - 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- logits_profile_predictions_loss: 462.2089 - logcount_predictions_loss: 0.4502 14/2403 [..............................] - ETA: 6:14 - loss: 466.6794 - logits_profile_predictions_loss: 462.6846 - logcount_predictions_loss: 0.4489 15/2403 [..............................] - ETA: 6:14 - loss: 467.2536 - logits_profile_predictions_loss: 463.2657 - logcount_predictions_loss: 0.4481 16/2403 [..............................] - ETA: 6:14 - loss: 467.8283 - logits_profile_predictions_loss: 463.8420 - logcount_predictions_loss: 0.4479 17/2403 [..............................] - ETA: 6:14 - loss: 468.3933 - logits_profile_predictions_loss: 464.4064 - logcount_predictions_loss: 0.4480 18/2403 [..............................] - ETA: 6:14 - loss: 468.7717 - logits_profile_predictions_loss: 464.7871 - logcount_predictions_loss: 0.4477 19/2403 [..............................] - ETA: 6:13 - loss: 469.5315 - logits_profile_predictions_loss: 465.5410 - logcount_predictions_loss: 0.4484 20/2403 [..............................] - ETA: 6:13 - loss: 470.3353 - logits_profile_predictions_loss: 466.3357 - logcount_predictions_loss: 0.4494 21/2403 [..............................] - ETA: 6:13 - loss: 471.0414 - logits_profile_predictions_loss: 467.0350 - logcount_predictions_loss: 0.4502 22/2403 [..............................] - ETA: 6:13 - loss: 471.7621 - logits_profile_predictions_loss: 467.7513 - logcount_predictions_loss: 0.4507 23/2403 [..............................] - ETA: 6:13 - loss: 472.2288 - logits_profile_predictions_loss: 468.2127 - logcount_predictions_loss: 0.4513 24/2403 [..............................] - ETA: 6:12 - loss: 472.6663 - logits_profile_predictions_loss: 468.6449 - logcount_predictions_loss: 0.4518 25/2403 [..............................] - ETA: 6:12 - loss: 472.9890 - logits_profile_predictions_loss: 468.9626 - logcount_predictions_loss: 0.4524 26/2403 [..............................] - ETA: 6:12 - loss: 473.3566 - logits_profile_predictions_loss: 469.3264 - logcount_predictions_loss: 0.4528 27/2403 [..............................] - ETA: 6:12 - loss: 473.7470 - logits_profile_predictions_loss: 469.7137 - logcount_predictions_loss: 0.4532 28/2403 [..............................] - ETA: 6:12 - loss: 474.0797 - logits_profile_predictions_loss: 470.0421 - logcount_predictions_loss: 0.4537 29/2403 [..............................] - ETA: 6:12 - loss: 474.4344 - logits_profile_predictions_loss: 470.3924 - logcount_predictions_loss: 0.4542 30/2403 [..............................] - ETA: 6:12 - loss: 474.7588 - logits_profile_predictions_loss: 470.7122 - logcount_predictions_loss: 0.4547 31/2403 [..............................] - ETA: 6:11 - loss: 475.1472 - logits_profile_predictions_loss: 471.0958 - logcount_predictions_loss: 0.4552 32/2403 [..............................] - ETA: 6:11 - loss: 475.4625 - logits_profile_predictions_loss: 471.4076 - logcount_predictions_loss: 0.4556 33/2403 [..............................] - ETA: 6:11 - 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40/2403 [..............................] - ETA: 6:10 - loss: 477.4878 - logits_profile_predictions_loss: 473.4238 - logcount_predictions_loss: 0.4566 41/2403 [..............................] - ETA: 6:10 - loss: 477.6801 - logits_profile_predictions_loss: 473.6167 - logcount_predictions_loss: 0.4566 42/2403 [..............................] - ETA: 6:10 - loss: 477.8924 - logits_profile_predictions_loss: 473.8297 - logcount_predictions_loss: 0.4565 43/2403 [..............................] - ETA: 6:09 - loss: 478.0920 - logits_profile_predictions_loss: 474.0302 - logcount_predictions_loss: 0.4564 44/2403 [..............................] - ETA: 6:09 - loss: 478.2281 - logits_profile_predictions_loss: 474.1674 - logcount_predictions_loss: 0.4563 45/2403 [..............................] - ETA: 6:09 - loss: 478.3668 - logits_profile_predictions_loss: 474.3077 - logcount_predictions_loss: 0.4561 46/2403 [..............................] - ETA: 6:09 - loss: 478.5014 - 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[..............................] - ETA: 6:08 - loss: 479.5190 - logits_profile_predictions_loss: 475.4644 - logcount_predictions_loss: 0.4556 54/2403 [..............................] - ETA: 6:08 - loss: 479.6484 - logits_profile_predictions_loss: 475.5942 - logcount_predictions_loss: 0.4555 55/2403 [..............................] - ETA: 6:07 - loss: 479.7313 - logits_profile_predictions_loss: 475.6774 - logcount_predictions_loss: 0.4555 56/2403 [..............................] - ETA: 6:07 - loss: 479.7760 - logits_profile_predictions_loss: 475.7227 - logcount_predictions_loss: 0.4554 57/2403 [..............................] - ETA: 6:07 - loss: 479.8047 - logits_profile_predictions_loss: 475.7520 - logcount_predictions_loss: 0.4553 58/2403 [..............................] - ETA: 6:07 - loss: 479.8304 - logits_profile_predictions_loss: 475.7784 - logcount_predictions_loss: 0.4553 59/2403 [..............................] - ETA: 6:07 - loss: 479.8391 - logits_profile_predictions_loss: 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[===========================>..] - ETA: 15s - loss: 469.1265 - logits_profile_predictions_loss: 464.9752 - logcount_predictions_loss: 0.4664 2304/2403 [===========================>..] - ETA: 15s - loss: 469.1263 - logits_profile_predictions_loss: 464.9750 - logcount_predictions_loss: 0.4664 2305/2403 [===========================>..] - ETA: 15s - loss: 469.1261 - logits_profile_predictions_loss: 464.9748 - logcount_predictions_loss: 0.4664 2306/2403 [===========================>..] - ETA: 15s - loss: 469.1259 - logits_profile_predictions_loss: 464.9746 - logcount_predictions_loss: 0.4664 2307/2403 [===========================>..] - ETA: 15s - loss: 469.1257 - logits_profile_predictions_loss: 464.9745 - logcount_predictions_loss: 0.4664 2308/2403 [===========================>..] - ETA: 14s - loss: 469.1255 - logits_profile_predictions_loss: 464.9743 - logcount_predictions_loss: 0.4664 2309/2403 [===========================>..] - ETA: 14s - loss: 469.1254 - 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[===========================>..] - ETA: 13s - loss: 469.1241 - logits_profile_predictions_loss: 464.9728 - logcount_predictions_loss: 0.4664 2317/2403 [===========================>..] - ETA: 13s - loss: 469.1239 - logits_profile_predictions_loss: 464.9726 - logcount_predictions_loss: 0.4664 2318/2403 [===========================>..] - ETA: 13s - loss: 469.1237 - logits_profile_predictions_loss: 464.9724 - logcount_predictions_loss: 0.4664 2319/2403 [===========================>..] - ETA: 13s - loss: 469.1235 - logits_profile_predictions_loss: 464.9722 - logcount_predictions_loss: 0.4664 2320/2403 [===========================>..] - ETA: 13s - loss: 469.1234 - logits_profile_predictions_loss: 464.9720 - logcount_predictions_loss: 0.4664 2321/2403 [===========================>..] - ETA: 12s - loss: 469.1232 - logits_profile_predictions_loss: 464.9718 - logcount_predictions_loss: 0.4664 2322/2403 [===========================>..] - ETA: 12s - loss: 469.1230 - 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[============================>.] - ETA: 11s - loss: 469.1216 - logits_profile_predictions_loss: 464.9702 - logcount_predictions_loss: 0.4664 2330/2403 [============================>.] - ETA: 11s - loss: 469.1214 - logits_profile_predictions_loss: 464.9700 - logcount_predictions_loss: 0.4664 2331/2403 [============================>.] - ETA: 11s - loss: 469.1212 - logits_profile_predictions_loss: 464.9699 - logcount_predictions_loss: 0.4664 2332/2403 [============================>.] - ETA: 11s - loss: 469.1211 - logits_profile_predictions_loss: 464.9697 - logcount_predictions_loss: 0.4664 2333/2403 [============================>.] - ETA: 11s - loss: 469.1209 - logits_profile_predictions_loss: 464.9695 - logcount_predictions_loss: 0.4664 2334/2403 [============================>.] - ETA: 10s - loss: 469.1207 - logits_profile_predictions_loss: 464.9693 - logcount_predictions_loss: 0.4664 2335/2403 [============================>.] - ETA: 10s - loss: 469.1205 - 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[============================>.] - ETA: 9s - loss: 469.1196 - logits_profile_predictions_loss: 464.9682 - logcount_predictions_loss: 0.4665 2343/2403 [============================>.] - ETA: 9s - loss: 469.1194 - logits_profile_predictions_loss: 464.9680 - logcount_predictions_loss: 0.4665 2344/2403 [============================>.] - ETA: 9s - loss: 469.1193 - logits_profile_predictions_loss: 464.9679 - logcount_predictions_loss: 0.4665 2345/2403 [============================>.] - ETA: 9s - loss: 469.1191 - logits_profile_predictions_loss: 464.9677 - logcount_predictions_loss: 0.4665 2346/2403 [============================>.] - ETA: 8s - loss: 469.1190 - logits_profile_predictions_loss: 464.9676 - logcount_predictions_loss: 0.4665 2347/2403 [============================>.] - ETA: 8s - loss: 469.1188 - logits_profile_predictions_loss: 464.9674 - logcount_predictions_loss: 0.4665 2348/2403 [============================>.] - ETA: 8s - loss: 469.1187 - logits_profile_predictions_loss: 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[============================>.] - ETA: 4s - loss: 469.1149 - logits_profile_predictions_loss: 464.9633 - logcount_predictions_loss: 0.4665 2376/2403 [============================>.] - ETA: 4s - loss: 469.1148 - logits_profile_predictions_loss: 464.9632 - logcount_predictions_loss: 0.4665 2377/2403 [============================>.] - ETA: 4s - loss: 469.1147 - logits_profile_predictions_loss: 464.9631 - logcount_predictions_loss: 0.4665 2378/2403 [============================>.] - ETA: 3s - loss: 469.1146 - logits_profile_predictions_loss: 464.9630 - logcount_predictions_loss: 0.4665 2379/2403 [============================>.] - ETA: 3s - loss: 469.1145 - logits_profile_predictions_loss: 464.9629 - logcount_predictions_loss: 0.4665 2380/2403 [============================>.] - ETA: 3s - loss: 469.1144 - logits_profile_predictions_loss: 464.9628 - logcount_predictions_loss: 0.4665 2381/2403 [============================>.] - ETA: 3s - loss: 469.1143 - logits_profile_predictions_loss: 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2395/2403 [============================>.] - ETA: 1s - loss: 469.1132 - logits_profile_predictions_loss: 464.9615 - logcount_predictions_loss: 0.4665 2396/2403 [============================>.] - ETA: 1s - loss: 469.1132 - logits_profile_predictions_loss: 464.9615 - logcount_predictions_loss: 0.4665 2397/2403 [============================>.] - ETA: 0s - loss: 469.1131 - logits_profile_predictions_loss: 464.9614 - logcount_predictions_loss: 0.4665 2398/2403 [============================>.] - ETA: 0s - loss: 469.1131 - logits_profile_predictions_loss: 464.9614 - logcount_predictions_loss: 0.4665 2399/2403 [============================>.] - ETA: 0s - loss: 469.1131 - logits_profile_predictions_loss: 464.9614 - logcount_predictions_loss: 0.4665 2400/2403 [============================>.] - ETA: 0s - loss: 469.1131 - logits_profile_predictions_loss: 464.9614 - logcount_predictions_loss: 0.4665 2401/2403 [============================>.] - ETA: 0s - loss: 469.1131 - logits_profile_predictions_loss: 464.9614 - logcount_predictions_loss: 0.4665 2402/2403 [============================>.] - ETA: 0s - loss: 469.1130 - logits_profile_predictions_loss: 464.9613 - logcount_predictions_loss: 0.4665 2403/2403 [==============================] - ETA: 0s - loss: 469.1130 - logits_profile_predictions_loss: 464.9613 - logcount_predictions_loss: 0.4665 2403/2403 [==============================] - 402s 167ms/step - loss: 469.1130 - logits_profile_predictions_loss: 464.9612 - logcount_predictions_loss: 0.4665 - val_loss: 585.6258 - val_logits_profile_predictions_loss: 580.8603 - val_logcount_predictions_loss: 0.5354 Epoch 00005: val_loss did not improve from 581.31415 Epoch 6/50 1/2403 [..............................] - ETA: 8:43 - loss: 531.0146 - logits_profile_predictions_loss: 525.5715 - logcount_predictions_loss: 0.6116 2/2403 [..............................] - ETA: 7:02 - loss: 539.8663 - logits_profile_predictions_loss: 533.7961 - logcount_predictions_loss: 0.6820 3/2403 [..............................] - ETA: 6:38 - loss: 531.5245 - logits_profile_predictions_loss: 525.6038 - logcount_predictions_loss: 0.6652 4/2403 [..............................] - ETA: 6:30 - loss: 525.2627 - logits_profile_predictions_loss: 519.5423 - logcount_predictions_loss: 0.6427 5/2403 [..............................] - ETA: 6:25 - loss: 520.7186 - logits_profile_predictions_loss: 515.2322 - logcount_predictions_loss: 0.6165 6/2403 [..............................] - ETA: 6:23 - loss: 516.3480 - logits_profile_predictions_loss: 511.0209 - logcount_predictions_loss: 0.5985 7/2403 [..............................] - ETA: 6:21 - loss: 513.3979 - logits_profile_predictions_loss: 508.1876 - logcount_predictions_loss: 0.5854 8/2403 [..............................] - ETA: 6:19 - loss: 511.9914 - logits_profile_predictions_loss: 506.8826 - logcount_predictions_loss: 0.5740 9/2403 [..............................] - ETA: 6:18 - loss: 511.1802 - logits_profile_predictions_loss: 506.1454 - logcount_predictions_loss: 0.5657 10/2403 [..............................] - ETA: 6:17 - loss: 510.8522 - logits_profile_predictions_loss: 505.8974 - logcount_predictions_loss: 0.5567 11/2403 [..............................] - ETA: 6:17 - loss: 510.5101 - logits_profile_predictions_loss: 505.6148 - logcount_predictions_loss: 0.5500 12/2403 [..............................] - ETA: 6:16 - loss: 509.9898 - logits_profile_predictions_loss: 505.1538 - logcount_predictions_loss: 0.5434 13/2403 [..............................] - ETA: 6:16 - loss: 509.2047 - logits_profile_predictions_loss: 504.4069 - logcount_predictions_loss: 0.5391 14/2403 [..............................] - ETA: 6:15 - loss: 508.5189 - logits_profile_predictions_loss: 503.7469 - logcount_predictions_loss: 0.5362 15/2403 [..............................] - ETA: 6:15 - loss: 507.3585 - logits_profile_predictions_loss: 502.6168 - logcount_predictions_loss: 0.5328 16/2403 [..............................] - ETA: 6:15 - loss: 506.3143 - logits_profile_predictions_loss: 501.5992 - logcount_predictions_loss: 0.5298 17/2403 [..............................] - ETA: 6:14 - loss: 505.4602 - logits_profile_predictions_loss: 500.7652 - logcount_predictions_loss: 0.5275 18/2403 [..............................] - ETA: 6:14 - loss: 504.7703 - logits_profile_predictions_loss: 500.0869 - logcount_predictions_loss: 0.5262 19/2403 [..............................] - ETA: 6:14 - loss: 504.0707 - logits_profile_predictions_loss: 499.4018 - logcount_predictions_loss: 0.5246 20/2403 [..............................] - ETA: 6:13 - loss: 503.1823 - logits_profile_predictions_loss: 498.5279 - logcount_predictions_loss: 0.5230 21/2403 [..............................] - ETA: 6:13 - loss: 502.3266 - logits_profile_predictions_loss: 497.6849 - logcount_predictions_loss: 0.5215 22/2403 [..............................] - ETA: 6:13 - loss: 501.5230 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 462.0917 - logcount_predictions_loss: 0.4611 2398/2403 [============================>.] - ETA: 0s - loss: 466.1949 - logits_profile_predictions_loss: 462.0915 - logcount_predictions_loss: 0.4611 2399/2403 [============================>.] - ETA: 0s - loss: 466.1947 - logits_profile_predictions_loss: 462.0913 - logcount_predictions_loss: 0.4611 2400/2403 [============================>.] - ETA: 0s - loss: 466.1944 - logits_profile_predictions_loss: 462.0911 - logcount_predictions_loss: 0.4611 2401/2403 [============================>.] - ETA: 0s - loss: 466.1942 - logits_profile_predictions_loss: 462.0909 - logcount_predictions_loss: 0.4611 2402/2403 [============================>.] - ETA: 0s - loss: 466.1940 - logits_profile_predictions_loss: 462.0907 - logcount_predictions_loss: 0.4611 2403/2403 [==============================] - ETA: 0s - loss: 466.1938 - logits_profile_predictions_loss: 462.0905 - logcount_predictions_loss: 0.4611 2403/2403 [==============================] - 401s 167ms/step - loss: 466.1935 - logits_profile_predictions_loss: 462.0903 - logcount_predictions_loss: 0.4611 - val_loss: 582.3907 - val_logits_profile_predictions_loss: 578.5263 - val_logcount_predictions_loss: 0.4342 Epoch 00006: val_loss did not improve from 581.31415 Epoch 7/50 1/2403 [..............................] - ETA: 8:55 - loss: 515.8427 - logits_profile_predictions_loss: 513.0554 - logcount_predictions_loss: 0.3132 2/2403 [..............................] - ETA: 6:24 - loss: 489.4389 - logits_profile_predictions_loss: 486.3774 - logcount_predictions_loss: 0.3440 3/2403 [..............................] - ETA: 6:18 - loss: 495.5567 - logits_profile_predictions_loss: 492.3898 - logcount_predictions_loss: 0.3558 4/2403 [..............................] - ETA: 6:16 - loss: 501.7249 - logits_profile_predictions_loss: 498.4898 - logcount_predictions_loss: 0.3635 5/2403 [..............................] - ETA: 6:15 - loss: 500.0716 - logits_profile_predictions_loss: 496.7660 - logcount_predictions_loss: 0.3714 6/2403 [..............................] - ETA: 6:15 - loss: 497.4467 - logits_profile_predictions_loss: 494.0146 - logcount_predictions_loss: 0.3856 7/2403 [..............................] - ETA: 6:15 - loss: 494.6227 - logits_profile_predictions_loss: 491.0918 - logcount_predictions_loss: 0.3967 8/2403 [..............................] - ETA: 6:14 - loss: 491.6879 - logits_profile_predictions_loss: 488.1045 - logcount_predictions_loss: 0.4026 9/2403 [..............................] - ETA: 6:14 - loss: 490.5590 - logits_profile_predictions_loss: 486.9308 - logcount_predictions_loss: 0.4077 10/2403 [..............................] - ETA: 6:14 - loss: 489.6482 - logits_profile_predictions_loss: 485.9835 - logcount_predictions_loss: 0.4118 11/2403 [..............................] - ETA: 6:13 - loss: 488.5984 - logits_profile_predictions_loss: 484.9077 - logcount_predictions_loss: 0.4147 12/2403 [..............................] - ETA: 6:13 - loss: 488.1361 - logits_profile_predictions_loss: 484.4255 - logcount_predictions_loss: 0.4169 13/2403 [..............................] - ETA: 6:13 - loss: 487.4062 - logits_profile_predictions_loss: 483.6810 - logcount_predictions_loss: 0.4186 14/2403 [..............................] - ETA: 6:13 - loss: 487.2015 - logits_profile_predictions_loss: 483.4627 - logcount_predictions_loss: 0.4201 15/2403 [..............................] - ETA: 6:12 - loss: 487.0214 - logits_profile_predictions_loss: 483.2694 - logcount_predictions_loss: 0.4216 16/2403 [..............................] - ETA: 6:12 - loss: 486.7834 - logits_profile_predictions_loss: 483.0256 - logcount_predictions_loss: 0.4222 17/2403 [..............................] - ETA: 6:12 - loss: 486.9579 - logits_profile_predictions_loss: 483.2010 - logcount_predictions_loss: 0.4221 18/2403 [..............................] - ETA: 6:12 - loss: 487.4617 - logits_profile_predictions_loss: 483.7060 - logcount_predictions_loss: 0.4220 19/2403 [..............................] - ETA: 6:12 - loss: 487.6985 - logits_profile_predictions_loss: 483.9458 - logcount_predictions_loss: 0.4217 20/2403 [..............................] - ETA: 6:12 - loss: 487.6468 - logits_profile_predictions_loss: 483.8964 - logcount_predictions_loss: 0.4214 21/2403 [..............................] - ETA: 6:11 - loss: 487.6642 - logits_profile_predictions_loss: 483.9135 - logcount_predictions_loss: 0.4214 22/2403 [..............................] - ETA: 6:11 - loss: 487.5914 - logits_profile_predictions_loss: 483.8399 - logcount_predictions_loss: 0.4215 23/2403 [..............................] - ETA: 6:11 - loss: 487.4386 - logits_profile_predictions_loss: 483.6889 - logcount_predictions_loss: 0.4213 24/2403 [..............................] - ETA: 6:11 - loss: 487.2580 - logits_profile_predictions_loss: 483.5099 - logcount_predictions_loss: 0.4211 25/2403 [..............................] - ETA: 6:11 - loss: 487.1341 - logits_profile_predictions_loss: 483.3886 - logcount_predictions_loss: 0.4208 26/2403 [..............................] - ETA: 6:10 - loss: 486.9894 - logits_profile_predictions_loss: 483.2420 - logcount_predictions_loss: 0.4211 27/2403 [..............................] - ETA: 6:10 - loss: 486.7572 - logits_profile_predictions_loss: 483.0088 - logcount_predictions_loss: 0.4212 28/2403 [..............................] - ETA: 6:10 - loss: 486.5799 - logits_profile_predictions_loss: 482.8308 - logcount_predictions_loss: 0.4213 29/2403 [..............................] - ETA: 6:10 - loss: 486.2976 - logits_profile_predictions_loss: 482.5487 - logcount_predictions_loss: 0.4212 30/2403 [..............................] - ETA: 6:10 - loss: 486.0229 - logits_profile_predictions_loss: 482.2744 - logcount_predictions_loss: 0.4212 31/2403 [..............................] - ETA: 6:10 - loss: 485.7792 - logits_profile_predictions_loss: 482.0300 - logcount_predictions_loss: 0.4213 32/2403 [..............................] - ETA: 6:09 - loss: 485.4256 - logits_profile_predictions_loss: 481.6766 - logcount_predictions_loss: 0.4212 33/2403 [..............................] - ETA: 6:09 - loss: 485.0222 - logits_profile_predictions_loss: 481.2733 - logcount_predictions_loss: 0.4212 34/2403 [..............................] - ETA: 6:09 - loss: 484.6354 - logits_profile_predictions_loss: 480.8854 - logcount_predictions_loss: 0.4213 35/2403 [..............................] - ETA: 6:09 - loss: 484.1880 - logits_profile_predictions_loss: 480.4378 - logcount_predictions_loss: 0.4214 36/2403 [..............................] - ETA: 6:09 - loss: 483.7852 - logits_profile_predictions_loss: 480.0332 - logcount_predictions_loss: 0.4216 37/2403 [..............................] - ETA: 6:09 - loss: 483.3565 - logits_profile_predictions_loss: 479.6031 - logcount_predictions_loss: 0.4217 38/2403 [..............................] - ETA: 6:09 - loss: 482.9212 - logits_profile_predictions_loss: 479.1665 - logcount_predictions_loss: 0.4219 39/2403 [..............................] - ETA: 6:08 - loss: 482.4682 - logits_profile_predictions_loss: 478.7135 - logcount_predictions_loss: 0.4219 40/2403 [..............................] - ETA: 6:08 - loss: 482.1383 - logits_profile_predictions_loss: 478.3842 - logcount_predictions_loss: 0.4218 41/2403 [..............................] - ETA: 6:08 - loss: 481.8025 - logits_profile_predictions_loss: 478.0489 - logcount_predictions_loss: 0.4217 42/2403 [..............................] - ETA: 6:08 - loss: 481.5026 - logits_profile_predictions_loss: 477.7498 - logcount_predictions_loss: 0.4217 43/2403 [..............................] - ETA: 6:08 - loss: 481.2491 - logits_profile_predictions_loss: 477.4973 - logcount_predictions_loss: 0.4215 44/2403 [..............................] - ETA: 6:08 - loss: 481.0069 - logits_profile_predictions_loss: 477.2564 - logcount_predictions_loss: 0.4214 45/2403 [..............................] - ETA: 6:08 - loss: 480.7275 - logits_profile_predictions_loss: 476.9784 - logcount_predictions_loss: 0.4212 46/2403 [..............................] - ETA: 6:07 - loss: 480.4389 - logits_profile_predictions_loss: 476.6903 - logcount_predictions_loss: 0.4212 47/2403 [..............................] - ETA: 6:07 - loss: 480.1246 - logits_profile_predictions_loss: 476.3768 - logcount_predictions_loss: 0.4211 48/2403 [..............................] - ETA: 6:07 - loss: 479.8757 - logits_profile_predictions_loss: 476.1283 - logcount_predictions_loss: 0.4211 49/2403 [..............................] - ETA: 6:07 - loss: 479.6370 - logits_profile_predictions_loss: 475.8900 - logcount_predictions_loss: 0.4210 50/2403 [..............................] - ETA: 6:07 - loss: 479.4261 - logits_profile_predictions_loss: 475.6792 - logcount_predictions_loss: 0.4210 51/2403 [..............................] - ETA: 6:07 - loss: 479.2184 - logits_profile_predictions_loss: 475.4715 - logcount_predictions_loss: 0.4210 52/2403 [..............................] - ETA: 6:06 - loss: 479.0113 - logits_profile_predictions_loss: 475.2638 - logcount_predictions_loss: 0.4211 53/2403 [..............................] - ETA: 6:06 - loss: 478.8047 - logits_profile_predictions_loss: 475.0565 - logcount_predictions_loss: 0.4211 54/2403 [..............................] - ETA: 6:06 - loss: 478.6085 - logits_profile_predictions_loss: 474.8599 - logcount_predictions_loss: 0.4212 55/2403 [..............................] - ETA: 6:06 - loss: 478.4173 - logits_profile_predictions_loss: 474.6683 - logcount_predictions_loss: 0.4212 56/2403 [..............................] - ETA: 6:06 - loss: 478.2503 - logits_profile_predictions_loss: 474.5007 - logcount_predictions_loss: 0.4213 57/2403 [..............................] - ETA: 6:06 - loss: 478.0419 - logits_profile_predictions_loss: 474.2920 - logcount_predictions_loss: 0.4213 58/2403 [..............................] - ETA: 6:06 - loss: 477.8490 - logits_profile_predictions_loss: 474.0988 - logcount_predictions_loss: 0.4214 59/2403 [..............................] - ETA: 6:05 - loss: 477.6536 - logits_profile_predictions_loss: 473.9032 - logcount_predictions_loss: 0.4214 60/2403 [..............................] - ETA: 6:05 - loss: 477.4558 - logits_profile_predictions_loss: 473.7050 - logcount_predictions_loss: 0.4214 61/2403 [..............................] - ETA: 6:05 - loss: 477.2952 - logits_profile_predictions_loss: 473.5443 - logcount_predictions_loss: 0.4214 62/2403 [..............................] - ETA: 6:05 - loss: 477.1425 - logits_profile_predictions_loss: 473.3915 - logcount_predictions_loss: 0.4215 63/2403 [..............................] - ETA: 6:05 - loss: 477.0075 - logits_profile_predictions_loss: 473.2559 - logcount_predictions_loss: 0.4215 64/2403 [..............................] - ETA: 6:05 - loss: 476.8769 - logits_profile_predictions_loss: 473.1245 - logcount_predictions_loss: 0.4216 65/2403 [..............................] - ETA: 6:05 - loss: 476.7580 - logits_profile_predictions_loss: 473.0047 - logcount_predictions_loss: 0.4217 66/2403 [..............................] - ETA: 6:04 - loss: 476.6521 - logits_profile_predictions_loss: 472.8979 - logcount_predictions_loss: 0.4218 67/2403 [..............................] - ETA: 6:04 - loss: 476.5763 - logits_profile_predictions_loss: 472.8211 - logcount_predictions_loss: 0.4219 68/2403 [..............................] - ETA: 6:04 - loss: 476.5020 - logits_profile_predictions_loss: 472.7455 - logcount_predictions_loss: 0.4221 69/2403 [..............................] - ETA: 6:04 - loss: 476.4527 - logits_profile_predictions_loss: 472.6945 - logcount_predictions_loss: 0.4223 70/2403 [..............................] - ETA: 6:04 - loss: 476.3899 - logits_profile_predictions_loss: 472.6303 - logcount_predictions_loss: 0.4224 71/2403 [..............................] - ETA: 6:04 - loss: 476.3306 - logits_profile_predictions_loss: 472.5693 - logcount_predictions_loss: 0.4226 72/2403 [..............................] - ETA: 6:04 - loss: 476.2695 - logits_profile_predictions_loss: 472.5064 - logcount_predictions_loss: 0.4228 73/2403 [..............................] - ETA: 6:03 - loss: 476.2302 - logits_profile_predictions_loss: 472.4647 - logcount_predictions_loss: 0.4231 74/2403 [..............................] - ETA: 6:03 - loss: 476.2007 - logits_profile_predictions_loss: 472.4323 - logcount_predictions_loss: 0.4234 75/2403 [..............................] - ETA: 6:03 - loss: 476.1481 - logits_profile_predictions_loss: 472.3775 - logcount_predictions_loss: 0.4237 76/2403 [..............................] - ETA: 6:03 - loss: 476.0887 - logits_profile_predictions_loss: 472.3159 - logcount_predictions_loss: 0.4239 77/2403 [..............................] - ETA: 6:03 - loss: 476.0405 - logits_profile_predictions_loss: 472.2654 - logcount_predictions_loss: 0.4242 78/2403 [..............................] - ETA: 6:03 - loss: 475.9843 - logits_profile_predictions_loss: 472.2070 - logcount_predictions_loss: 0.4244 79/2403 [..............................] - ETA: 6:03 - loss: 475.9351 - logits_profile_predictions_loss: 472.1555 - logcount_predictions_loss: 0.4247 80/2403 [..............................] - ETA: 6:02 - loss: 475.8888 - logits_profile_predictions_loss: 472.1071 - logcount_predictions_loss: 0.4249 81/2403 [>.............................] - ETA: 6:02 - loss: 475.8469 - logits_profile_predictions_loss: 472.0630 - logcount_predictions_loss: 0.4252 82/2403 [>.............................] - ETA: 6:02 - loss: 475.7972 - logits_profile_predictions_loss: 472.0112 - logcount_predictions_loss: 0.4254 83/2403 [>.............................] - ETA: 6:02 - loss: 475.7552 - logits_profile_predictions_loss: 471.9672 - logcount_predictions_loss: 0.4256 84/2403 [>.............................] - ETA: 6:02 - loss: 475.7104 - logits_profile_predictions_loss: 471.9205 - logcount_predictions_loss: 0.4258 85/2403 [>.............................] - ETA: 6:02 - loss: 475.6727 - logits_profile_predictions_loss: 471.8809 - logcount_predictions_loss: 0.4260 86/2403 [>.............................] - ETA: 6:02 - loss: 475.6344 - logits_profile_predictions_loss: 471.8407 - logcount_predictions_loss: 0.4262 87/2403 [>.............................] - ETA: 6:01 - loss: 475.5863 - logits_profile_predictions_loss: 471.7910 - logcount_predictions_loss: 0.4264 88/2403 [>.............................] - ETA: 6:01 - loss: 475.5431 - logits_profile_predictions_loss: 471.7461 - logcount_predictions_loss: 0.4266 89/2403 [>.............................] - ETA: 6:01 - loss: 475.4972 - logits_profile_predictions_loss: 471.6986 - logcount_predictions_loss: 0.4268 90/2403 [>.............................] - ETA: 6:01 - loss: 475.4485 - logits_profile_predictions_loss: 471.6482 - logcount_predictions_loss: 0.4270 91/2403 [>.............................] - ETA: 6:01 - loss: 475.4042 - logits_profile_predictions_loss: 471.6023 - logcount_predictions_loss: 0.4272 92/2403 [>.............................] - ETA: 6:01 - loss: 475.3583 - logits_profile_predictions_loss: 471.5549 - logcount_predictions_loss: 0.4274 93/2403 [>.............................] - ETA: 6:00 - loss: 475.3097 - logits_profile_predictions_loss: 471.5047 - logcount_predictions_loss: 0.4275 94/2403 [>.............................] - ETA: 6:00 - loss: 475.2574 - logits_profile_predictions_loss: 471.4510 - logcount_predictions_loss: 0.4277 95/2403 [>.............................] - ETA: 6:00 - loss: 475.2013 - logits_profile_predictions_loss: 471.3938 - logcount_predictions_loss: 0.4278 96/2403 [>.............................] - ETA: 6:00 - loss: 475.1508 - logits_profile_predictions_loss: 471.3422 - logcount_predictions_loss: 0.4279 97/2403 [>.............................] - ETA: 6:00 - loss: 475.1144 - logits_profile_predictions_loss: 471.3048 - logcount_predictions_loss: 0.4280 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logits_profile_predictions_loss: 470.9659 - logcount_predictions_loss: 0.4288 105/2403 [>.............................] - ETA: 5:59 - loss: 474.7292 - logits_profile_predictions_loss: 470.9122 - logcount_predictions_loss: 0.4289 106/2403 [>.............................] - ETA: 5:59 - loss: 474.6700 - logits_profile_predictions_loss: 470.8522 - logcount_predictions_loss: 0.4290 107/2403 [>.............................] - ETA: 5:58 - loss: 474.6009 - logits_profile_predictions_loss: 470.7824 - logcount_predictions_loss: 0.4290 108/2403 [>.............................] - ETA: 5:58 - loss: 474.5294 - logits_profile_predictions_loss: 470.7101 - logcount_predictions_loss: 0.4291 109/2403 [>.............................] - ETA: 5:58 - loss: 474.4576 - logits_profile_predictions_loss: 470.6375 - logcount_predictions_loss: 0.4292 110/2403 [>.............................] - ETA: 5:58 - loss: 474.3815 - logits_profile_predictions_loss: 470.5607 - logcount_predictions_loss: 0.4293 111/2403 [>.............................] - ETA: 5:58 - loss: 474.3016 - logits_profile_predictions_loss: 470.4802 - logcount_predictions_loss: 0.4294 112/2403 [>.............................] - ETA: 5:58 - loss: 474.2218 - logits_profile_predictions_loss: 470.4000 - logcount_predictions_loss: 0.4294 113/2403 [>.............................] - ETA: 5:57 - loss: 474.1431 - logits_profile_predictions_loss: 470.3206 - logcount_predictions_loss: 0.4295 114/2403 [>.............................] - ETA: 5:57 - loss: 474.0643 - logits_profile_predictions_loss: 470.2413 - logcount_predictions_loss: 0.4296 115/2403 [>.............................] - ETA: 5:57 - loss: 473.9934 - logits_profile_predictions_loss: 470.1696 - logcount_predictions_loss: 0.4296 116/2403 [>.............................] - ETA: 5:57 - loss: 473.9383 - logits_profile_predictions_loss: 470.1136 - logcount_predictions_loss: 0.4297 117/2403 [>.............................] - ETA: 5:57 - loss: 473.8849 - logits_profile_predictions_loss: 470.0595 - logcount_predictions_loss: 0.4298 118/2403 [>.............................] - ETA: 5:57 - loss: 473.8331 - logits_profile_predictions_loss: 470.0069 - logcount_predictions_loss: 0.4299 119/2403 [>.............................] - ETA: 5:57 - loss: 473.7807 - logits_profile_predictions_loss: 469.9538 - logcount_predictions_loss: 0.4300 120/2403 [>.............................] - ETA: 5:56 - loss: 473.7294 - logits_profile_predictions_loss: 469.9017 - logcount_predictions_loss: 0.4301 121/2403 [>.............................] - ETA: 5:56 - loss: 473.6741 - logits_profile_predictions_loss: 469.8458 - logcount_predictions_loss: 0.4301 122/2403 [>.............................] - ETA: 5:56 - loss: 473.6154 - logits_profile_predictions_loss: 469.7863 - logcount_predictions_loss: 0.4302 123/2403 [>.............................] - ETA: 5:56 - loss: 473.5548 - logits_profile_predictions_loss: 469.7250 - logcount_predictions_loss: 0.4303 124/2403 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[============================>.] - ETA: 0s - loss: 463.5848 - logits_profile_predictions_loss: 459.7454 - logcount_predictions_loss: 0.4314 2401/2403 [============================>.] - ETA: 0s - loss: 463.5847 - logits_profile_predictions_loss: 459.7453 - logcount_predictions_loss: 0.4314 2402/2403 [============================>.] - ETA: 0s - loss: 463.5847 - logits_profile_predictions_loss: 459.7452 - logcount_predictions_loss: 0.4314 2403/2403 [==============================] - ETA: 0s - loss: 463.5847 - logits_profile_predictions_loss: 459.7452 - logcount_predictions_loss: 0.4314 2403/2403 [==============================] - 401s 167ms/step - loss: 463.5846 - logits_profile_predictions_loss: 459.7452 - logcount_predictions_loss: 0.4314 - val_loss: 580.2327 - val_logits_profile_predictions_loss: 576.2896 - val_logcount_predictions_loss: 0.4430 Epoch 00007: val_loss improved from 581.31415 to 580.23267, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1/chrombpnet.h5 Epoch 8/50 1/2403 [..............................] - ETA: 8:43 - loss: 526.3928 - logits_profile_predictions_loss: 523.1122 - logcount_predictions_loss: 0.3686 2/2403 [..............................] - ETA: 6:14 - loss: 505.7928 - logits_profile_predictions_loss: 502.6137 - logcount_predictions_loss: 0.3572 3/2403 [..............................] - ETA: 6:13 - loss: 487.4146 - logits_profile_predictions_loss: 484.4392 - logcount_predictions_loss: 0.3343 4/2403 [..............................] - ETA: 6:13 - loss: 484.1290 - logits_profile_predictions_loss: 481.1280 - logcount_predictions_loss: 0.3372 5/2403 [..............................] - ETA: 6:13 - loss: 479.6659 - logits_profile_predictions_loss: 476.6571 - logcount_predictions_loss: 0.3381 6/2403 [..............................] - ETA: 6:12 - loss: 476.1483 - logits_profile_predictions_loss: 473.1186 - 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- logits_profile_predictions_loss: 465.2130 - logcount_predictions_loss: 0.3598 14/2403 [..............................] - ETA: 6:11 - loss: 468.1823 - logits_profile_predictions_loss: 464.9591 - logcount_predictions_loss: 0.3621 15/2403 [..............................] - ETA: 6:11 - loss: 467.8717 - logits_profile_predictions_loss: 464.6298 - logcount_predictions_loss: 0.3643 16/2403 [..............................] - ETA: 6:11 - loss: 467.3232 - logits_profile_predictions_loss: 464.0635 - logcount_predictions_loss: 0.3663 17/2403 [..............................] - ETA: 6:11 - loss: 467.1452 - logits_profile_predictions_loss: 463.8656 - logcount_predictions_loss: 0.3685 18/2403 [..............................] - ETA: 6:11 - loss: 467.0578 - logits_profile_predictions_loss: 463.7582 - logcount_predictions_loss: 0.3707 19/2403 [..............................] - ETA: 6:11 - loss: 467.0424 - logits_profile_predictions_loss: 463.7189 - logcount_predictions_loss: 0.3734 20/2403 [..............................] - ETA: 6:11 - loss: 467.3168 - logits_profile_predictions_loss: 463.9711 - logcount_predictions_loss: 0.3759 21/2403 [..............................] - ETA: 6:10 - loss: 467.7263 - logits_profile_predictions_loss: 464.3615 - logcount_predictions_loss: 0.3781 22/2403 [..............................] - ETA: 6:10 - loss: 468.0420 - logits_profile_predictions_loss: 464.6624 - logcount_predictions_loss: 0.3797 23/2403 [..............................] - ETA: 6:10 - loss: 468.1913 - logits_profile_predictions_loss: 464.8014 - logcount_predictions_loss: 0.3809 24/2403 [..............................] - ETA: 6:10 - loss: 468.4051 - logits_profile_predictions_loss: 465.0022 - logcount_predictions_loss: 0.3823 25/2403 [..............................] - ETA: 6:10 - loss: 468.4730 - logits_profile_predictions_loss: 465.0573 - logcount_predictions_loss: 0.3838 26/2403 [..............................] - ETA: 6:10 - loss: 468.4999 - logits_profile_predictions_loss: 465.0730 - logcount_predictions_loss: 0.3850 27/2403 [..............................] - ETA: 6:10 - loss: 468.6066 - logits_profile_predictions_loss: 465.1670 - logcount_predictions_loss: 0.3865 28/2403 [..............................] - ETA: 6:09 - loss: 468.7528 - logits_profile_predictions_loss: 465.3025 - logcount_predictions_loss: 0.3877 29/2403 [..............................] - ETA: 6:09 - loss: 468.9862 - logits_profile_predictions_loss: 465.5263 - logcount_predictions_loss: 0.3888 30/2403 [..............................] - ETA: 6:09 - loss: 469.0876 - logits_profile_predictions_loss: 465.6191 - logcount_predictions_loss: 0.3897 31/2403 [..............................] - ETA: 6:09 - loss: 469.1005 - logits_profile_predictions_loss: 465.6243 - logcount_predictions_loss: 0.3906 32/2403 [..............................] - ETA: 6:09 - loss: 469.1926 - logits_profile_predictions_loss: 465.7088 - logcount_predictions_loss: 0.3914 33/2403 [..............................] - ETA: 6:09 - 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40/2403 [..............................] - ETA: 6:08 - loss: 469.4909 - logits_profile_predictions_loss: 465.9373 - logcount_predictions_loss: 0.3993 41/2403 [..............................] - ETA: 6:08 - loss: 469.4296 - logits_profile_predictions_loss: 465.8691 - logcount_predictions_loss: 0.4001 42/2403 [..............................] - ETA: 6:08 - loss: 469.2990 - logits_profile_predictions_loss: 465.7323 - logcount_predictions_loss: 0.4007 43/2403 [..............................] - ETA: 6:08 - loss: 469.1905 - logits_profile_predictions_loss: 465.6186 - logcount_predictions_loss: 0.4013 44/2403 [..............................] - ETA: 6:07 - loss: 469.0875 - logits_profile_predictions_loss: 465.5110 - logcount_predictions_loss: 0.4018 45/2403 [..............................] - ETA: 6:07 - loss: 468.9338 - logits_profile_predictions_loss: 465.3536 - logcount_predictions_loss: 0.4023 46/2403 [..............................] - ETA: 6:07 - loss: 468.8014 - 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[..............................] - ETA: 6:06 - loss: 468.1341 - logits_profile_predictions_loss: 464.5344 - logcount_predictions_loss: 0.4045 54/2403 [..............................] - ETA: 6:06 - loss: 468.0975 - logits_profile_predictions_loss: 464.4960 - logcount_predictions_loss: 0.4047 55/2403 [..............................] - ETA: 6:06 - loss: 468.0592 - logits_profile_predictions_loss: 464.4553 - logcount_predictions_loss: 0.4049 56/2403 [..............................] - ETA: 6:06 - loss: 468.0308 - logits_profile_predictions_loss: 464.4241 - logcount_predictions_loss: 0.4052 57/2403 [..............................] - ETA: 6:06 - loss: 468.0373 - logits_profile_predictions_loss: 464.4284 - logcount_predictions_loss: 0.4055 58/2403 [..............................] - ETA: 6:05 - loss: 468.0391 - logits_profile_predictions_loss: 464.4280 - logcount_predictions_loss: 0.4057 59/2403 [..............................] - ETA: 6:05 - loss: 468.0317 - logits_profile_predictions_loss: 464.4186 - logcount_predictions_loss: 0.4059 60/2403 [..............................] - ETA: 6:05 - loss: 468.0581 - logits_profile_predictions_loss: 464.4431 - logcount_predictions_loss: 0.4062 61/2403 [..............................] - ETA: 6:05 - loss: 468.0854 - logits_profile_predictions_loss: 464.4679 - logcount_predictions_loss: 0.4064 62/2403 [..............................] - ETA: 6:05 - loss: 468.0913 - logits_profile_predictions_loss: 464.4715 - logcount_predictions_loss: 0.4067 63/2403 [..............................] - ETA: 6:05 - loss: 468.0902 - logits_profile_predictions_loss: 464.4683 - logcount_predictions_loss: 0.4069 64/2403 [..............................] - ETA: 6:05 - loss: 468.0681 - logits_profile_predictions_loss: 464.4442 - logcount_predictions_loss: 0.4072 65/2403 [..............................] - ETA: 6:04 - loss: 468.0281 - logits_profile_predictions_loss: 464.4024 - logcount_predictions_loss: 0.4074 66/2403 [..............................] - ETA: 6:04 - 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logits_profile_predictions_loss: 456.5314 - logcount_predictions_loss: 0.4115 399/2403 [===>..........................] - ETA: 5:13 - loss: 460.1851 - logits_profile_predictions_loss: 456.5224 - logcount_predictions_loss: 0.4115 400/2403 [===>..........................] - ETA: 5:13 - loss: 460.1766 - logits_profile_predictions_loss: 456.5140 - logcount_predictions_loss: 0.4115 401/2403 [====>.........................] - ETA: 5:13 - loss: 460.1689 - logits_profile_predictions_loss: 456.5062 - logcount_predictions_loss: 0.4115 402/2403 [====>.........................] - ETA: 5:13 - loss: 460.1610 - logits_profile_predictions_loss: 456.4983 - logcount_predictions_loss: 0.4115 403/2403 [====>.........................] - ETA: 5:13 - loss: 460.1533 - logits_profile_predictions_loss: 456.4906 - logcount_predictions_loss: 0.4115 404/2403 [====>.........................] - ETA: 5:13 - loss: 460.1455 - logits_profile_predictions_loss: 456.4828 - logcount_predictions_loss: 0.4115 405/2403 [====>.........................] - ETA: 5:12 - loss: 460.1374 - logits_profile_predictions_loss: 456.4747 - logcount_predictions_loss: 0.4115 406/2403 [====>.........................] - ETA: 5:12 - loss: 460.1295 - logits_profile_predictions_loss: 456.4668 - logcount_predictions_loss: 0.4115 407/2403 [====>.........................] - ETA: 5:12 - loss: 460.1216 - logits_profile_predictions_loss: 456.4589 - logcount_predictions_loss: 0.4115 408/2403 [====>.........................] - ETA: 5:12 - loss: 460.1139 - logits_profile_predictions_loss: 456.4511 - logcount_predictions_loss: 0.4115 409/2403 [====>.........................] - ETA: 5:12 - loss: 460.1062 - logits_profile_predictions_loss: 456.4434 - logcount_predictions_loss: 0.4116 410/2403 [====>.........................] - ETA: 5:12 - loss: 460.0988 - logits_profile_predictions_loss: 456.4359 - logcount_predictions_loss: 0.4116 411/2403 [====>.........................] - ETA: 5:11 - loss: 460.0909 - 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[====>.........................] - ETA: 5:10 - loss: 460.0334 - logits_profile_predictions_loss: 456.3704 - logcount_predictions_loss: 0.4116 419/2403 [====>.........................] - ETA: 5:10 - loss: 460.0254 - logits_profile_predictions_loss: 456.3623 - logcount_predictions_loss: 0.4116 420/2403 [====>.........................] - ETA: 5:10 - loss: 460.0174 - logits_profile_predictions_loss: 456.3543 - logcount_predictions_loss: 0.4116 421/2403 [====>.........................] - ETA: 5:10 - loss: 460.0097 - logits_profile_predictions_loss: 456.3466 - logcount_predictions_loss: 0.4116 422/2403 [====>.........................] - ETA: 5:10 - loss: 460.0019 - logits_profile_predictions_loss: 456.3387 - logcount_predictions_loss: 0.4116 423/2403 [====>.........................] - ETA: 5:10 - loss: 459.9938 - logits_profile_predictions_loss: 456.3305 - logcount_predictions_loss: 0.4116 424/2403 [====>.........................] - ETA: 5:09 - loss: 459.9860 - 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[====>.........................] - ETA: 5:08 - loss: 459.9347 - logits_profile_predictions_loss: 456.2712 - logcount_predictions_loss: 0.4116 432/2403 [====>.........................] - ETA: 5:08 - loss: 459.9279 - logits_profile_predictions_loss: 456.2643 - logcount_predictions_loss: 0.4116 433/2403 [====>.........................] - ETA: 5:08 - loss: 459.9220 - logits_profile_predictions_loss: 456.2584 - logcount_predictions_loss: 0.4116 434/2403 [====>.........................] - ETA: 5:08 - loss: 459.9161 - logits_profile_predictions_loss: 456.2524 - logcount_predictions_loss: 0.4116 435/2403 [====>.........................] - ETA: 5:08 - loss: 459.9103 - logits_profile_predictions_loss: 456.2466 - logcount_predictions_loss: 0.4117 436/2403 [====>.........................] - ETA: 5:08 - loss: 459.9048 - logits_profile_predictions_loss: 456.2410 - logcount_predictions_loss: 0.4117 437/2403 [====>.........................] - ETA: 5:07 - loss: 459.8990 - 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[====>.........................] - ETA: 5:06 - loss: 459.8602 - logits_profile_predictions_loss: 456.1959 - logcount_predictions_loss: 0.4117 445/2403 [====>.........................] - ETA: 5:06 - loss: 459.8547 - logits_profile_predictions_loss: 456.1903 - logcount_predictions_loss: 0.4117 446/2403 [====>.........................] - ETA: 5:06 - loss: 459.8491 - logits_profile_predictions_loss: 456.1846 - logcount_predictions_loss: 0.4117 447/2403 [====>.........................] - ETA: 5:06 - loss: 459.8435 - logits_profile_predictions_loss: 456.1790 - logcount_predictions_loss: 0.4117 448/2403 [====>.........................] - ETA: 5:06 - loss: 459.8377 - logits_profile_predictions_loss: 456.1731 - logcount_predictions_loss: 0.4118 449/2403 [====>.........................] - ETA: 5:06 - loss: 459.8319 - logits_profile_predictions_loss: 456.1673 - logcount_predictions_loss: 0.4118 450/2403 [====>.........................] - ETA: 5:05 - loss: 459.8258 - 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[=====>........................] - ETA: 5:00 - loss: 459.6503 - logits_profile_predictions_loss: 455.9832 - logcount_predictions_loss: 0.4120 484/2403 [=====>........................] - ETA: 5:00 - loss: 459.6449 - logits_profile_predictions_loss: 455.9777 - logcount_predictions_loss: 0.4120 485/2403 [=====>........................] - ETA: 5:00 - loss: 459.6399 - logits_profile_predictions_loss: 455.9726 - logcount_predictions_loss: 0.4121 486/2403 [=====>........................] - ETA: 5:00 - loss: 459.6355 - logits_profile_predictions_loss: 455.9681 - logcount_predictions_loss: 0.4121 487/2403 [=====>........................] - ETA: 5:00 - loss: 459.6311 - logits_profile_predictions_loss: 455.9637 - logcount_predictions_loss: 0.4121 488/2403 [=====>........................] - ETA: 5:00 - loss: 459.6270 - logits_profile_predictions_loss: 455.9594 - logcount_predictions_loss: 0.4121 489/2403 [=====>........................] - ETA: 4:59 - loss: 459.6228 - 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logits_profile_predictions_loss: 457.1456 - logcount_predictions_loss: 0.4175 2402/2403 [============================>.] - ETA: 0s - loss: 460.8620 - logits_profile_predictions_loss: 457.1459 - logcount_predictions_loss: 0.4175 2403/2403 [==============================] - ETA: 0s - loss: 460.8622 - logits_profile_predictions_loss: 457.1461 - logcount_predictions_loss: 0.4175 2403/2403 [==============================] - 401s 167ms/step - loss: 460.8625 - logits_profile_predictions_loss: 457.1464 - logcount_predictions_loss: 0.4175 - val_loss: 576.3372 - val_logits_profile_predictions_loss: 572.5134 - val_logcount_predictions_loss: 0.4296 Epoch 00008: val_loss improved from 580.23267 to 576.33722, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1/chrombpnet.h5 Epoch 9/50 1/2403 [..............................] - ETA: 9:02 - loss: 378.3860 - logits_profile_predictions_loss: 375.7821 - logcount_predictions_loss: 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[..............................] - ETA: 6:12 - loss: 443.1571 - logits_profile_predictions_loss: 439.7883 - logcount_predictions_loss: 0.3785 16/2403 [..............................] - ETA: 6:11 - loss: 442.8795 - logits_profile_predictions_loss: 439.4922 - logcount_predictions_loss: 0.3806 17/2403 [..............................] - ETA: 6:11 - loss: 443.0439 - logits_profile_predictions_loss: 439.6386 - logcount_predictions_loss: 0.3826 18/2403 [..............................] - ETA: 6:11 - loss: 443.2131 - logits_profile_predictions_loss: 439.7941 - logcount_predictions_loss: 0.3842 19/2403 [..............................] - ETA: 6:11 - loss: 443.3563 - logits_profile_predictions_loss: 439.9232 - logcount_predictions_loss: 0.3857 20/2403 [..............................] - ETA: 6:11 - loss: 443.3732 - logits_profile_predictions_loss: 439.9271 - logcount_predictions_loss: 0.3872 21/2403 [..............................] - ETA: 6:11 - loss: 443.3562 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 5:16 - loss: 458.3306 - logits_profile_predictions_loss: 454.7714 - logcount_predictions_loss: 0.3999 388/2403 [===>..........................] - ETA: 5:15 - loss: 458.3324 - logits_profile_predictions_loss: 454.7730 - logcount_predictions_loss: 0.3999 389/2403 [===>..........................] - ETA: 5:15 - loss: 458.3338 - logits_profile_predictions_loss: 454.7742 - logcount_predictions_loss: 0.3999 390/2403 [===>..........................] - ETA: 5:15 - loss: 458.3352 - logits_profile_predictions_loss: 454.7754 - logcount_predictions_loss: 0.4000 391/2403 [===>..........................] - ETA: 5:15 - loss: 458.3372 - logits_profile_predictions_loss: 454.7773 - logcount_predictions_loss: 0.4000 392/2403 [===>..........................] - ETA: 5:15 - loss: 458.3390 - logits_profile_predictions_loss: 454.7789 - logcount_predictions_loss: 0.4000 393/2403 [===>..........................] - ETA: 5:15 - loss: 458.3408 - 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[===>..........................] - ETA: 5:14 - loss: 458.3548 - logits_profile_predictions_loss: 454.7933 - logcount_predictions_loss: 0.4001 401/2403 [====>.........................] - ETA: 5:13 - loss: 458.3576 - logits_profile_predictions_loss: 454.7960 - logcount_predictions_loss: 0.4002 402/2403 [====>.........................] - ETA: 5:13 - loss: 458.3605 - logits_profile_predictions_loss: 454.7987 - logcount_predictions_loss: 0.4002 403/2403 [====>.........................] - ETA: 5:13 - loss: 458.3627 - logits_profile_predictions_loss: 454.8008 - logcount_predictions_loss: 0.4002 404/2403 [====>.........................] - ETA: 5:13 - loss: 458.3653 - logits_profile_predictions_loss: 454.8032 - logcount_predictions_loss: 0.4002 405/2403 [====>.........................] - ETA: 5:13 - loss: 458.3682 - logits_profile_predictions_loss: 454.8059 - logcount_predictions_loss: 0.4002 406/2403 [====>.........................] - ETA: 5:13 - loss: 458.3711 - logits_profile_predictions_loss: 454.8087 - logcount_predictions_loss: 0.4003 407/2403 [====>.........................] - ETA: 5:13 - loss: 458.3743 - logits_profile_predictions_loss: 454.8117 - logcount_predictions_loss: 0.4003 408/2403 [====>.........................] - ETA: 5:12 - loss: 458.3777 - logits_profile_predictions_loss: 454.8150 - logcount_predictions_loss: 0.4003 409/2403 [====>.........................] - ETA: 5:12 - loss: 458.3811 - logits_profile_predictions_loss: 454.8182 - logcount_predictions_loss: 0.4003 410/2403 [====>.........................] - ETA: 5:12 - loss: 458.3842 - logits_profile_predictions_loss: 454.8211 - logcount_predictions_loss: 0.4003 411/2403 [====>.........................] - ETA: 5:12 - loss: 458.3879 - logits_profile_predictions_loss: 454.8247 - logcount_predictions_loss: 0.4003 412/2403 [====>.........................] - ETA: 5:12 - loss: 458.3915 - logits_profile_predictions_loss: 454.8282 - logcount_predictions_loss: 0.4004 413/2403 [====>.........................] - ETA: 5:12 - loss: 458.3947 - logits_profile_predictions_loss: 454.8313 - logcount_predictions_loss: 0.4004 414/2403 [====>.........................] - ETA: 5:11 - loss: 458.3982 - logits_profile_predictions_loss: 454.8347 - logcount_predictions_loss: 0.4004 415/2403 [====>.........................] - ETA: 5:11 - loss: 458.4020 - logits_profile_predictions_loss: 454.8384 - logcount_predictions_loss: 0.4004 416/2403 [====>.........................] - ETA: 5:11 - loss: 458.4061 - logits_profile_predictions_loss: 454.8423 - logcount_predictions_loss: 0.4004 417/2403 [====>.........................] - ETA: 5:11 - loss: 458.4098 - logits_profile_predictions_loss: 454.8459 - logcount_predictions_loss: 0.4004 418/2403 [====>.........................] - ETA: 5:11 - loss: 458.4135 - logits_profile_predictions_loss: 454.8495 - logcount_predictions_loss: 0.4004 419/2403 [====>.........................] - ETA: 5:11 - loss: 458.4172 - logits_profile_predictions_loss: 454.8530 - logcount_predictions_loss: 0.4004 420/2403 [====>.........................] - ETA: 5:10 - loss: 458.4203 - logits_profile_predictions_loss: 454.8560 - logcount_predictions_loss: 0.4005 421/2403 [====>.........................] - ETA: 5:10 - loss: 458.4235 - logits_profile_predictions_loss: 454.8591 - logcount_predictions_loss: 0.4005 422/2403 [====>.........................] - ETA: 5:10 - loss: 458.4270 - logits_profile_predictions_loss: 454.8625 - logcount_predictions_loss: 0.4005 423/2403 [====>.........................] - ETA: 5:10 - loss: 458.4311 - logits_profile_predictions_loss: 454.8665 - logcount_predictions_loss: 0.4005 424/2403 [====>.........................] - ETA: 5:10 - loss: 458.4355 - logits_profile_predictions_loss: 454.8708 - logcount_predictions_loss: 0.4005 425/2403 [====>.........................] - ETA: 5:10 - loss: 458.4399 - logits_profile_predictions_loss: 454.8751 - logcount_predictions_loss: 0.4005 426/2403 [====>.........................] - ETA: 5:10 - loss: 458.4441 - logits_profile_predictions_loss: 454.8792 - logcount_predictions_loss: 0.4005 427/2403 [====>.........................] - ETA: 5:09 - loss: 458.4483 - logits_profile_predictions_loss: 454.8833 - logcount_predictions_loss: 0.4005 428/2403 [====>.........................] - ETA: 5:09 - loss: 458.4527 - logits_profile_predictions_loss: 454.8876 - logcount_predictions_loss: 0.4006 429/2403 [====>.........................] - ETA: 5:09 - loss: 458.4565 - logits_profile_predictions_loss: 454.8912 - logcount_predictions_loss: 0.4006 430/2403 [====>.........................] - ETA: 5:09 - loss: 458.4604 - logits_profile_predictions_loss: 454.8951 - logcount_predictions_loss: 0.4006 431/2403 [====>.........................] - ETA: 5:09 - loss: 458.4649 - logits_profile_predictions_loss: 454.8995 - logcount_predictions_loss: 0.4006 432/2403 [====>.........................] - ETA: 5:09 - loss: 458.4698 - logits_profile_predictions_loss: 454.9043 - logcount_predictions_loss: 0.4006 433/2403 [====>.........................] - ETA: 5:08 - loss: 458.4748 - logits_profile_predictions_loss: 454.9092 - logcount_predictions_loss: 0.4006 434/2403 [====>.........................] - ETA: 5:08 - loss: 458.4800 - logits_profile_predictions_loss: 454.9143 - logcount_predictions_loss: 0.4006 435/2403 [====>.........................] - ETA: 5:08 - loss: 458.4849 - logits_profile_predictions_loss: 454.9190 - logcount_predictions_loss: 0.4006 436/2403 [====>.........................] - ETA: 5:08 - loss: 458.4896 - logits_profile_predictions_loss: 454.9236 - logcount_predictions_loss: 0.4007 437/2403 [====>.........................] - ETA: 5:08 - loss: 458.4941 - logits_profile_predictions_loss: 454.9280 - logcount_predictions_loss: 0.4007 438/2403 [====>.........................] - ETA: 5:08 - loss: 458.4987 - logits_profile_predictions_loss: 454.9325 - logcount_predictions_loss: 0.4007 439/2403 [====>.........................] - ETA: 5:08 - loss: 458.5036 - logits_profile_predictions_loss: 454.9373 - logcount_predictions_loss: 0.4007 440/2403 [====>.........................] - ETA: 5:07 - loss: 458.5085 - logits_profile_predictions_loss: 454.9421 - logcount_predictions_loss: 0.4007 441/2403 [====>.........................] - ETA: 5:07 - loss: 458.5134 - logits_profile_predictions_loss: 454.9469 - logcount_predictions_loss: 0.4007 442/2403 [====>.........................] - ETA: 5:07 - loss: 458.5176 - logits_profile_predictions_loss: 454.9509 - logcount_predictions_loss: 0.4007 443/2403 [====>.........................] - ETA: 5:07 - loss: 458.5225 - logits_profile_predictions_loss: 454.9557 - logcount_predictions_loss: 0.4007 444/2403 [====>.........................] - ETA: 5:07 - loss: 458.5273 - logits_profile_predictions_loss: 454.9605 - logcount_predictions_loss: 0.4008 445/2403 [====>.........................] - ETA: 5:07 - loss: 458.5323 - 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[====>.........................] - ETA: 5:06 - loss: 458.5645 - logits_profile_predictions_loss: 454.9968 - logcount_predictions_loss: 0.4009 453/2403 [====>.........................] - ETA: 5:05 - loss: 458.5686 - logits_profile_predictions_loss: 455.0008 - logcount_predictions_loss: 0.4009 454/2403 [====>.........................] - ETA: 5:05 - loss: 458.5724 - logits_profile_predictions_loss: 455.0045 - logcount_predictions_loss: 0.4009 455/2403 [====>.........................] - ETA: 5:05 - loss: 458.5762 - logits_profile_predictions_loss: 455.0082 - logcount_predictions_loss: 0.4009 456/2403 [====>.........................] - ETA: 5:05 - loss: 458.5799 - logits_profile_predictions_loss: 455.0118 - logcount_predictions_loss: 0.4009 457/2403 [====>.........................] - ETA: 5:05 - loss: 458.5837 - logits_profile_predictions_loss: 455.0155 - logcount_predictions_loss: 0.4009 458/2403 [====>.........................] - ETA: 5:05 - loss: 458.5872 - 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[==============================] - ETA: 0s - loss: 458.7869 - logits_profile_predictions_loss: 455.1720 - logcount_predictions_loss: 0.4061 2403/2403 [==============================] - 401s 167ms/step - loss: 458.7872 - logits_profile_predictions_loss: 455.1723 - logcount_predictions_loss: 0.4061 - val_loss: 579.0354 - val_logits_profile_predictions_loss: 575.0371 - val_logcount_predictions_loss: 0.4493 Epoch 00009: val_loss did not improve from 576.33722 Epoch 10/50 1/2403 [..............................] - ETA: 8:56 - loss: 513.6592 - logits_profile_predictions_loss: 508.1588 - logcount_predictions_loss: 0.6180 2/2403 [..............................] - ETA: 6:12 - loss: 495.4015 - logits_profile_predictions_loss: 489.6399 - logcount_predictions_loss: 0.6474 3/2403 [..............................] - ETA: 6:11 - loss: 483.8442 - logits_profile_predictions_loss: 478.2711 - logcount_predictions_loss: 0.6262 4/2403 [..............................] - ETA: 6:11 - loss: 478.1566 - logits_profile_predictions_loss: 472.7257 - logcount_predictions_loss: 0.6102 5/2403 [..............................] - ETA: 6:11 - loss: 471.5374 - logits_profile_predictions_loss: 466.2950 - logcount_predictions_loss: 0.5890 6/2403 [..............................] - ETA: 6:11 - loss: 469.0067 - logits_profile_predictions_loss: 463.9183 - logcount_predictions_loss: 0.5717 7/2403 [..............................] - ETA: 6:11 - loss: 468.4642 - logits_profile_predictions_loss: 463.4672 - logcount_predictions_loss: 0.5615 8/2403 [..............................] - ETA: 6:11 - loss: 467.9037 - logits_profile_predictions_loss: 462.9712 - logcount_predictions_loss: 0.5542 9/2403 [..............................] - ETA: 6:11 - loss: 465.8279 - logits_profile_predictions_loss: 460.9653 - logcount_predictions_loss: 0.5464 10/2403 [..............................] - ETA: 6:11 - loss: 464.2296 - logits_profile_predictions_loss: 459.4348 - logcount_predictions_loss: 0.5387 11/2403 [..............................] - ETA: 6:11 - loss: 463.9546 - logits_profile_predictions_loss: 459.2224 - logcount_predictions_loss: 0.5317 12/2403 [..............................] - ETA: 6:11 - loss: 463.6858 - logits_profile_predictions_loss: 459.0068 - logcount_predictions_loss: 0.5257 13/2403 [..............................] - ETA: 6:11 - loss: 463.6624 - logits_profile_predictions_loss: 459.0286 - logcount_predictions_loss: 0.5206 14/2403 [..............................] - ETA: 6:11 - loss: 463.4489 - logits_profile_predictions_loss: 458.8622 - logcount_predictions_loss: 0.5154 15/2403 [..............................] - ETA: 6:10 - loss: 463.1964 - logits_profile_predictions_loss: 458.6561 - logcount_predictions_loss: 0.5101 16/2403 [..............................] - ETA: 6:10 - loss: 462.9388 - logits_profile_predictions_loss: 458.4416 - logcount_predictions_loss: 0.5053 17/2403 [..............................] - ETA: 6:10 - loss: 462.6030 - logits_profile_predictions_loss: 458.1445 - logcount_predictions_loss: 0.5010 18/2403 [..............................] - ETA: 6:10 - loss: 462.3730 - logits_profile_predictions_loss: 457.9469 - logcount_predictions_loss: 0.4973 19/2403 [..............................] - ETA: 6:10 - loss: 462.1294 - logits_profile_predictions_loss: 457.7335 - logcount_predictions_loss: 0.4939 20/2403 [..............................] - ETA: 6:10 - loss: 461.8022 - logits_profile_predictions_loss: 457.4357 - logcount_predictions_loss: 0.4906 21/2403 [..............................] - ETA: 6:10 - loss: 461.5307 - logits_profile_predictions_loss: 457.1902 - logcount_predictions_loss: 0.4877 22/2403 [..............................] - ETA: 6:09 - loss: 461.4405 - logits_profile_predictions_loss: 457.1235 - logcount_predictions_loss: 0.4851 23/2403 [..............................] - ETA: 6:09 - loss: 461.4686 - logits_profile_predictions_loss: 457.1717 - logcount_predictions_loss: 0.4828 24/2403 [..............................] - ETA: 6:09 - loss: 461.5105 - logits_profile_predictions_loss: 457.2332 - logcount_predictions_loss: 0.4806 25/2403 [..............................] - ETA: 6:09 - loss: 461.4210 - logits_profile_predictions_loss: 457.1648 - logcount_predictions_loss: 0.4782 26/2403 [..............................] - ETA: 6:09 - loss: 461.3365 - logits_profile_predictions_loss: 457.1022 - logcount_predictions_loss: 0.4758 27/2403 [..............................] - ETA: 6:09 - loss: 461.2266 - logits_profile_predictions_loss: 457.0144 - logcount_predictions_loss: 0.4733 28/2403 [..............................] - ETA: 6:08 - loss: 461.0271 - logits_profile_predictions_loss: 456.8372 - logcount_predictions_loss: 0.4708 29/2403 [..............................] - ETA: 6:08 - loss: 460.8468 - logits_profile_predictions_loss: 456.6771 - logcount_predictions_loss: 0.4685 30/2403 [..............................] - ETA: 6:08 - loss: 460.6832 - logits_profile_predictions_loss: 456.5327 - logcount_predictions_loss: 0.4663 31/2403 [..............................] - ETA: 6:08 - loss: 460.5753 - logits_profile_predictions_loss: 456.4443 - logcount_predictions_loss: 0.4642 32/2403 [..............................] - ETA: 6:08 - loss: 460.4791 - logits_profile_predictions_loss: 456.3652 - logcount_predictions_loss: 0.4622 33/2403 [..............................] - ETA: 6:08 - loss: 460.4519 - logits_profile_predictions_loss: 456.3524 - logcount_predictions_loss: 0.4606 34/2403 [..............................] - ETA: 6:08 - loss: 460.3445 - logits_profile_predictions_loss: 456.2592 - logcount_predictions_loss: 0.4590 35/2403 [..............................] - ETA: 6:07 - loss: 460.2647 - logits_profile_predictions_loss: 456.1932 - logcount_predictions_loss: 0.4575 36/2403 [..............................] - ETA: 6:07 - loss: 460.2460 - logits_profile_predictions_loss: 456.1874 - logcount_predictions_loss: 0.4560 37/2403 [..............................] - ETA: 6:07 - loss: 460.2341 - logits_profile_predictions_loss: 456.1888 - logcount_predictions_loss: 0.4545 38/2403 [..............................] - ETA: 6:07 - loss: 460.1987 - logits_profile_predictions_loss: 456.1658 - logcount_predictions_loss: 0.4531 39/2403 [..............................] - ETA: 6:07 - loss: 460.1990 - logits_profile_predictions_loss: 456.1777 - logcount_predictions_loss: 0.4518 40/2403 [..............................] - ETA: 6:07 - loss: 460.1885 - logits_profile_predictions_loss: 456.1785 - logcount_predictions_loss: 0.4506 41/2403 [..............................] - ETA: 6:07 - loss: 460.2107 - logits_profile_predictions_loss: 456.2109 - logcount_predictions_loss: 0.4494 42/2403 [..............................] - ETA: 6:07 - loss: 460.2081 - logits_profile_predictions_loss: 456.2182 - logcount_predictions_loss: 0.4483 43/2403 [..............................] - ETA: 6:06 - loss: 460.1764 - logits_profile_predictions_loss: 456.1952 - logcount_predictions_loss: 0.4473 44/2403 [..............................] - ETA: 6:06 - loss: 460.1185 - logits_profile_predictions_loss: 456.1464 - logcount_predictions_loss: 0.4463 45/2403 [..............................] - ETA: 6:06 - loss: 460.0349 - logits_profile_predictions_loss: 456.0716 - logcount_predictions_loss: 0.4453 46/2403 [..............................] - ETA: 6:06 - loss: 459.9817 - logits_profile_predictions_loss: 456.0272 - logcount_predictions_loss: 0.4443 47/2403 [..............................] - ETA: 6:06 - loss: 459.9208 - logits_profile_predictions_loss: 455.9750 - logcount_predictions_loss: 0.4434 48/2403 [..............................] - ETA: 6:06 - loss: 459.8741 - logits_profile_predictions_loss: 455.9364 - logcount_predictions_loss: 0.4424 49/2403 [..............................] - ETA: 6:06 - loss: 459.8532 - logits_profile_predictions_loss: 455.9232 - logcount_predictions_loss: 0.4416 50/2403 [..............................] - ETA: 6:05 - loss: 459.8388 - logits_profile_predictions_loss: 455.9164 - logcount_predictions_loss: 0.4407 51/2403 [..............................] - ETA: 6:05 - loss: 459.7791 - logits_profile_predictions_loss: 455.8642 - logcount_predictions_loss: 0.4399 52/2403 [..............................] - ETA: 6:05 - loss: 459.7691 - logits_profile_predictions_loss: 455.8613 - logcount_predictions_loss: 0.4391 53/2403 [..............................] - ETA: 6:05 - loss: 459.8001 - logits_profile_predictions_loss: 455.8985 - logcount_predictions_loss: 0.4384 54/2403 [..............................] - ETA: 6:05 - loss: 459.8054 - logits_profile_predictions_loss: 455.9102 - logcount_predictions_loss: 0.4377 55/2403 [..............................] - ETA: 6:05 - loss: 459.8047 - logits_profile_predictions_loss: 455.9150 - logcount_predictions_loss: 0.4370 56/2403 [..............................] - ETA: 6:04 - loss: 459.7946 - logits_profile_predictions_loss: 455.9102 - logcount_predictions_loss: 0.4364 57/2403 [..............................] - ETA: 6:04 - loss: 459.8069 - logits_profile_predictions_loss: 455.9276 - logcount_predictions_loss: 0.4359 58/2403 [..............................] - ETA: 6:04 - loss: 459.8329 - logits_profile_predictions_loss: 455.9584 - logcount_predictions_loss: 0.4353 59/2403 [..............................] - ETA: 6:04 - loss: 459.8385 - logits_profile_predictions_loss: 455.9688 - logcount_predictions_loss: 0.4348 60/2403 [..............................] - ETA: 6:04 - loss: 459.8428 - logits_profile_predictions_loss: 455.9779 - logcount_predictions_loss: 0.4343 61/2403 [..............................] - ETA: 6:04 - loss: 459.8042 - logits_profile_predictions_loss: 455.9440 - logcount_predictions_loss: 0.4337 62/2403 [..............................] - ETA: 6:04 - loss: 459.7515 - logits_profile_predictions_loss: 455.8959 - logcount_predictions_loss: 0.4332 63/2403 [..............................] - ETA: 6:03 - loss: 459.7018 - logits_profile_predictions_loss: 455.8507 - logcount_predictions_loss: 0.4327 64/2403 [..............................] - ETA: 6:03 - loss: 459.6746 - logits_profile_predictions_loss: 455.8276 - logcount_predictions_loss: 0.4322 65/2403 [..............................] - ETA: 6:03 - loss: 459.6553 - logits_profile_predictions_loss: 455.8122 - logcount_predictions_loss: 0.4318 66/2403 [..............................] - ETA: 6:03 - loss: 459.6314 - logits_profile_predictions_loss: 455.7923 - logcount_predictions_loss: 0.4314 67/2403 [..............................] - ETA: 6:03 - loss: 459.5993 - logits_profile_predictions_loss: 455.7642 - logcount_predictions_loss: 0.4309 68/2403 [..............................] - ETA: 6:03 - loss: 459.5616 - logits_profile_predictions_loss: 455.7305 - logcount_predictions_loss: 0.4305 69/2403 [..............................] - ETA: 6:03 - loss: 459.5200 - logits_profile_predictions_loss: 455.6924 - logcount_predictions_loss: 0.4301 70/2403 [..............................] - ETA: 6:02 - loss: 459.4795 - logits_profile_predictions_loss: 455.6552 - logcount_predictions_loss: 0.4297 71/2403 [..............................] - ETA: 6:02 - loss: 459.4467 - logits_profile_predictions_loss: 455.6254 - logcount_predictions_loss: 0.4294 72/2403 [..............................] - ETA: 6:02 - loss: 459.4038 - logits_profile_predictions_loss: 455.5854 - logcount_predictions_loss: 0.4290 73/2403 [..............................] - ETA: 6:02 - loss: 459.3669 - logits_profile_predictions_loss: 455.5514 - logcount_predictions_loss: 0.4287 74/2403 [..............................] - ETA: 6:02 - loss: 459.3284 - logits_profile_predictions_loss: 455.5158 - logcount_predictions_loss: 0.4284 75/2403 [..............................] - ETA: 6:02 - loss: 459.2895 - logits_profile_predictions_loss: 455.4798 - logcount_predictions_loss: 0.4281 76/2403 [..............................] - ETA: 6:02 - loss: 459.2635 - logits_profile_predictions_loss: 455.4565 - logcount_predictions_loss: 0.4277 77/2403 [..............................] - ETA: 6:01 - loss: 459.2365 - logits_profile_predictions_loss: 455.4326 - logcount_predictions_loss: 0.4274 78/2403 [..............................] - ETA: 6:01 - loss: 459.2070 - logits_profile_predictions_loss: 455.4062 - logcount_predictions_loss: 0.4271 79/2403 [..............................] - ETA: 6:01 - loss: 459.1874 - logits_profile_predictions_loss: 455.3897 - logcount_predictions_loss: 0.4267 80/2403 [..............................] - ETA: 6:01 - loss: 459.1643 - logits_profile_predictions_loss: 455.3694 - logcount_predictions_loss: 0.4264 81/2403 [>.............................] - ETA: 6:01 - loss: 459.1502 - logits_profile_predictions_loss: 455.3582 - logcount_predictions_loss: 0.4261 82/2403 [>.............................] - ETA: 6:01 - loss: 459.1409 - logits_profile_predictions_loss: 455.3519 - logcount_predictions_loss: 0.4257 83/2403 [>.............................] - ETA: 6:00 - loss: 459.1369 - logits_profile_predictions_loss: 455.3509 - logcount_predictions_loss: 0.4254 84/2403 [>.............................] - ETA: 6:00 - loss: 459.1317 - logits_profile_predictions_loss: 455.3486 - logcount_predictions_loss: 0.4251 85/2403 [>.............................] - ETA: 6:00 - loss: 459.1235 - logits_profile_predictions_loss: 455.3432 - logcount_predictions_loss: 0.4247 86/2403 [>.............................] - ETA: 6:00 - loss: 459.1126 - logits_profile_predictions_loss: 455.3353 - logcount_predictions_loss: 0.4244 87/2403 [>.............................] - ETA: 6:00 - loss: 459.0968 - logits_profile_predictions_loss: 455.3223 - logcount_predictions_loss: 0.4241 88/2403 [>.............................] - ETA: 6:00 - loss: 459.0901 - logits_profile_predictions_loss: 455.3183 - logcount_predictions_loss: 0.4238 89/2403 [>.............................] - ETA: 6:00 - loss: 459.0875 - logits_profile_predictions_loss: 455.3184 - logcount_predictions_loss: 0.4235 90/2403 [>.............................] - ETA: 5:59 - loss: 459.0809 - logits_profile_predictions_loss: 455.3142 - logcount_predictions_loss: 0.4232 91/2403 [>.............................] - ETA: 5:59 - loss: 459.0715 - logits_profile_predictions_loss: 455.3073 - logcount_predictions_loss: 0.4229 92/2403 [>.............................] - ETA: 5:59 - loss: 459.0546 - logits_profile_predictions_loss: 455.2926 - logcount_predictions_loss: 0.4227 93/2403 [>.............................] - ETA: 5:59 - loss: 459.0394 - logits_profile_predictions_loss: 455.2797 - logcount_predictions_loss: 0.4224 94/2403 [>.............................] - ETA: 5:59 - loss: 459.0291 - logits_profile_predictions_loss: 455.2714 - logcount_predictions_loss: 0.4222 95/2403 [>.............................] - ETA: 5:59 - loss: 459.0168 - logits_profile_predictions_loss: 455.2613 - logcount_predictions_loss: 0.4220 96/2403 [>.............................] - ETA: 5:59 - loss: 458.9986 - logits_profile_predictions_loss: 455.2452 - logcount_predictions_loss: 0.4217 97/2403 [>.............................] - ETA: 5:58 - loss: 458.9816 - logits_profile_predictions_loss: 455.2302 - logcount_predictions_loss: 0.4215 98/2403 [>.............................] - ETA: 5:58 - loss: 458.9686 - logits_profile_predictions_loss: 455.2191 - logcount_predictions_loss: 0.4213 99/2403 [>.............................] - ETA: 5:58 - loss: 458.9465 - logits_profile_predictions_loss: 455.1989 - logcount_predictions_loss: 0.4211 100/2403 [>.............................] - ETA: 5:58 - loss: 458.9207 - logits_profile_predictions_loss: 455.1751 - logcount_predictions_loss: 0.4209 101/2403 [>.............................] - ETA: 5:58 - loss: 458.9013 - logits_profile_predictions_loss: 455.1576 - logcount_predictions_loss: 0.4206 102/2403 [>.............................] - ETA: 5:58 - loss: 458.8837 - logits_profile_predictions_loss: 455.1419 - logcount_predictions_loss: 0.4204 103/2403 [>.............................] - ETA: 5:57 - loss: 458.8798 - logits_profile_predictions_loss: 455.1398 - logcount_predictions_loss: 0.4202 104/2403 [>.............................] - ETA: 5:57 - loss: 458.8737 - logits_profile_predictions_loss: 455.1354 - logcount_predictions_loss: 0.4200 105/2403 [>.............................] - ETA: 5:57 - loss: 458.8626 - logits_profile_predictions_loss: 455.1261 - logcount_predictions_loss: 0.4198 106/2403 [>.............................] - ETA: 5:57 - loss: 458.8480 - logits_profile_predictions_loss: 455.1133 - logcount_predictions_loss: 0.4196 107/2403 [>.............................] - ETA: 5:56 - loss: 458.8322 - logits_profile_predictions_loss: 455.0993 - logcount_predictions_loss: 0.4194 108/2403 [>.............................] - ETA: 5:56 - loss: 458.8144 - logits_profile_predictions_loss: 455.0833 - logcount_predictions_loss: 0.4192 109/2403 [>.............................] - ETA: 5:56 - loss: 458.7996 - logits_profile_predictions_loss: 455.0702 - logcount_predictions_loss: 0.4190 110/2403 [>.............................] - ETA: 5:56 - loss: 458.7803 - logits_profile_predictions_loss: 455.0526 - logcount_predictions_loss: 0.4188 111/2403 [>.............................] - ETA: 5:56 - loss: 458.7662 - logits_profile_predictions_loss: 455.0402 - logcount_predictions_loss: 0.4187 112/2403 [>.............................] - ETA: 5:56 - loss: 458.7512 - logits_profile_predictions_loss: 455.0267 - logcount_predictions_loss: 0.4185 113/2403 [>.............................] - ETA: 5:56 - loss: 458.7367 - logits_profile_predictions_loss: 455.0138 - logcount_predictions_loss: 0.4183 114/2403 [>.............................] - ETA: 5:56 - loss: 458.7170 - logits_profile_predictions_loss: 454.9955 - logcount_predictions_loss: 0.4181 115/2403 [>.............................] - ETA: 5:55 - loss: 458.6986 - logits_profile_predictions_loss: 454.9786 - logcount_predictions_loss: 0.4180 116/2403 [>.............................] - ETA: 5:55 - loss: 458.6821 - logits_profile_predictions_loss: 454.9636 - logcount_predictions_loss: 0.4178 117/2403 [>.............................] - ETA: 5:55 - loss: 458.6633 - logits_profile_predictions_loss: 454.9462 - logcount_predictions_loss: 0.4176 118/2403 [>.............................] - ETA: 5:55 - loss: 458.6446 - logits_profile_predictions_loss: 454.9289 - logcount_predictions_loss: 0.4175 119/2403 [>.............................] - ETA: 5:55 - loss: 458.6203 - logits_profile_predictions_loss: 454.9061 - logcount_predictions_loss: 0.4173 120/2403 [>.............................] - ETA: 5:55 - loss: 458.5901 - logits_profile_predictions_loss: 454.8774 - logcount_predictions_loss: 0.4172 121/2403 [>.............................] - ETA: 5:55 - loss: 458.5588 - logits_profile_predictions_loss: 454.8474 - logcount_predictions_loss: 0.4170 122/2403 [>.............................] - ETA: 5:54 - loss: 458.5307 - logits_profile_predictions_loss: 454.8207 - logcount_predictions_loss: 0.4168 123/2403 [>.............................] - ETA: 5:54 - loss: 458.5032 - logits_profile_predictions_loss: 454.7945 - logcount_predictions_loss: 0.4167 124/2403 [>.............................] - ETA: 5:54 - loss: 458.4770 - logits_profile_predictions_loss: 454.7696 - logcount_predictions_loss: 0.4166 125/2403 [>.............................] - ETA: 5:54 - loss: 458.4569 - logits_profile_predictions_loss: 454.7507 - logcount_predictions_loss: 0.4164 126/2403 [>.............................] - ETA: 5:54 - loss: 458.4352 - logits_profile_predictions_loss: 454.7301 - logcount_predictions_loss: 0.4163 127/2403 [>.............................] - ETA: 5:54 - loss: 458.4106 - logits_profile_predictions_loss: 454.7067 - logcount_predictions_loss: 0.4162 128/2403 [>.............................] - ETA: 5:54 - loss: 458.3837 - logits_profile_predictions_loss: 454.6809 - logcount_predictions_loss: 0.4160 129/2403 [>.............................] - ETA: 5:53 - loss: 458.3570 - logits_profile_predictions_loss: 454.6554 - logcount_predictions_loss: 0.4159 130/2403 [>.............................] - ETA: 5:53 - loss: 458.3335 - logits_profile_predictions_loss: 454.6332 - logcount_predictions_loss: 0.4158 131/2403 [>.............................] - ETA: 5:53 - loss: 458.3118 - logits_profile_predictions_loss: 454.6127 - logcount_predictions_loss: 0.4156 132/2403 [>.............................] - ETA: 5:53 - loss: 458.2847 - logits_profile_predictions_loss: 454.5869 - logcount_predictions_loss: 0.4155 133/2403 [>.............................] - ETA: 5:53 - loss: 458.2551 - logits_profile_predictions_loss: 454.5586 - logcount_predictions_loss: 0.4153 134/2403 [>.............................] - ETA: 5:53 - loss: 458.2241 - logits_profile_predictions_loss: 454.5289 - logcount_predictions_loss: 0.4152 135/2403 [>.............................] - ETA: 5:53 - loss: 458.1934 - logits_profile_predictions_loss: 454.4995 - logcount_predictions_loss: 0.4150 136/2403 [>.............................] - ETA: 5:52 - loss: 458.1603 - logits_profile_predictions_loss: 454.4676 - logcount_predictions_loss: 0.4149 137/2403 [>.............................] - ETA: 5:52 - loss: 458.1293 - logits_profile_predictions_loss: 454.4378 - logcount_predictions_loss: 0.4148 138/2403 [>.............................] - ETA: 5:52 - loss: 458.1027 - logits_profile_predictions_loss: 454.4123 - logcount_predictions_loss: 0.4146 139/2403 [>.............................] - ETA: 5:52 - loss: 458.0813 - logits_profile_predictions_loss: 454.3921 - logcount_predictions_loss: 0.4145 140/2403 [>.............................] - ETA: 5:52 - loss: 458.0645 - logits_profile_predictions_loss: 454.3765 - logcount_predictions_loss: 0.4144 141/2403 [>.............................] - ETA: 5:52 - loss: 458.0457 - logits_profile_predictions_loss: 454.3589 - logcount_predictions_loss: 0.4142 142/2403 [>.............................] - ETA: 5:51 - loss: 458.0277 - logits_profile_predictions_loss: 454.3421 - logcount_predictions_loss: 0.4141 143/2403 [>.............................] - ETA: 5:51 - loss: 458.0127 - logits_profile_predictions_loss: 454.3282 - logcount_predictions_loss: 0.4140 144/2403 [>.............................] - ETA: 5:51 - loss: 457.9934 - logits_profile_predictions_loss: 454.3101 - logcount_predictions_loss: 0.4139 145/2403 [>.............................] - ETA: 5:51 - loss: 457.9766 - logits_profile_predictions_loss: 454.2945 - logcount_predictions_loss: 0.4137 146/2403 [>.............................] - ETA: 5:51 - loss: 457.9585 - logits_profile_predictions_loss: 454.2775 - logcount_predictions_loss: 0.4136 147/2403 [>.............................] - ETA: 5:51 - loss: 457.9407 - logits_profile_predictions_loss: 454.2610 - logcount_predictions_loss: 0.4134 148/2403 [>.............................] - ETA: 5:51 - loss: 457.9267 - logits_profile_predictions_loss: 454.2482 - logcount_predictions_loss: 0.4133 149/2403 [>.............................] - ETA: 5:50 - loss: 457.9109 - logits_profile_predictions_loss: 454.2336 - logcount_predictions_loss: 0.4132 150/2403 [>.............................] - ETA: 5:50 - loss: 457.8954 - logits_profile_predictions_loss: 454.2192 - logcount_predictions_loss: 0.4130 151/2403 [>.............................] - ETA: 5:50 - loss: 457.8835 - logits_profile_predictions_loss: 454.2085 - logcount_predictions_loss: 0.4129 152/2403 [>.............................] - ETA: 5:50 - loss: 457.8730 - logits_profile_predictions_loss: 454.1992 - logcount_predictions_loss: 0.4128 153/2403 [>.............................] - ETA: 5:50 - loss: 457.8620 - logits_profile_predictions_loss: 454.1893 - logcount_predictions_loss: 0.4127 154/2403 [>.............................] - ETA: 5:50 - loss: 457.8505 - logits_profile_predictions_loss: 454.1789 - logcount_predictions_loss: 0.4125 155/2403 [>.............................] - ETA: 5:50 - loss: 457.8404 - 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logits_profile_predictions_loss: 453.4541 - logcount_predictions_loss: 0.4044 299/2403 [==>...........................] - ETA: 5:28 - loss: 457.0424 - logits_profile_predictions_loss: 453.4432 - logcount_predictions_loss: 0.4044 300/2403 [==>...........................] - ETA: 5:28 - loss: 457.0309 - logits_profile_predictions_loss: 453.4319 - logcount_predictions_loss: 0.4044 301/2403 [==>...........................] - ETA: 5:27 - loss: 457.0194 - logits_profile_predictions_loss: 453.4206 - logcount_predictions_loss: 0.4044 302/2403 [==>...........................] - ETA: 5:27 - loss: 457.0077 - logits_profile_predictions_loss: 453.4090 - logcount_predictions_loss: 0.4043 303/2403 [==>...........................] - ETA: 5:27 - loss: 456.9967 - logits_profile_predictions_loss: 453.3982 - logcount_predictions_loss: 0.4043 304/2403 [==>...........................] - ETA: 5:27 - loss: 456.9856 - logits_profile_predictions_loss: 453.3872 - logcount_predictions_loss: 0.4043 305/2403 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[===>..........................] - ETA: 5:13 - loss: 456.2666 - logits_profile_predictions_loss: 452.6853 - logcount_predictions_loss: 0.4024 397/2403 [===>..........................] - ETA: 5:13 - loss: 456.2632 - logits_profile_predictions_loss: 452.6821 - logcount_predictions_loss: 0.4024 398/2403 [===>..........................] - ETA: 5:13 - loss: 456.2597 - logits_profile_predictions_loss: 452.6788 - logcount_predictions_loss: 0.4024 399/2403 [===>..........................] - ETA: 5:12 - loss: 456.2559 - logits_profile_predictions_loss: 452.6752 - logcount_predictions_loss: 0.4023 400/2403 [===>..........................] - ETA: 5:12 - loss: 456.2521 - logits_profile_predictions_loss: 452.6716 - logcount_predictions_loss: 0.4023 401/2403 [====>.........................] - ETA: 5:12 - loss: 456.2479 - logits_profile_predictions_loss: 452.6676 - logcount_predictions_loss: 0.4023 402/2403 [====>.........................] - ETA: 5:12 - loss: 456.2438 - 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[====>.........................] - ETA: 5:11 - loss: 456.2106 - logits_profile_predictions_loss: 452.6318 - logcount_predictions_loss: 0.4021 410/2403 [====>.........................] - ETA: 5:11 - loss: 456.2053 - logits_profile_predictions_loss: 452.6266 - logcount_predictions_loss: 0.4021 411/2403 [====>.........................] - ETA: 5:11 - loss: 456.2007 - logits_profile_predictions_loss: 452.6222 - logcount_predictions_loss: 0.4021 412/2403 [====>.........................] - ETA: 5:10 - loss: 456.1958 - logits_profile_predictions_loss: 452.6175 - logcount_predictions_loss: 0.4021 413/2403 [====>.........................] - ETA: 5:10 - loss: 456.1905 - logits_profile_predictions_loss: 452.6124 - logcount_predictions_loss: 0.4020 414/2403 [====>.........................] - ETA: 5:10 - loss: 456.1847 - logits_profile_predictions_loss: 452.6068 - logcount_predictions_loss: 0.4020 415/2403 [====>.........................] - ETA: 5:10 - loss: 456.1792 - logits_profile_predictions_loss: 452.6015 - logcount_predictions_loss: 0.4020 416/2403 [====>.........................] - ETA: 5:10 - loss: 456.1739 - logits_profile_predictions_loss: 452.5964 - logcount_predictions_loss: 0.4020 417/2403 [====>.........................] - ETA: 5:10 - loss: 456.1691 - logits_profile_predictions_loss: 452.5917 - logcount_predictions_loss: 0.4020 418/2403 [====>.........................] - ETA: 5:09 - loss: 456.1642 - logits_profile_predictions_loss: 452.5870 - logcount_predictions_loss: 0.4019 419/2403 [====>.........................] - ETA: 5:09 - loss: 456.1602 - logits_profile_predictions_loss: 452.5831 - logcount_predictions_loss: 0.4019 420/2403 [====>.........................] - ETA: 5:09 - loss: 456.1565 - logits_profile_predictions_loss: 452.5796 - logcount_predictions_loss: 0.4019 421/2403 [====>.........................] - ETA: 5:09 - loss: 456.1528 - logits_profile_predictions_loss: 452.5761 - logcount_predictions_loss: 0.4019 422/2403 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logits_profile_predictions_loss: 454.4743 - logcount_predictions_loss: 0.3984 2373/2403 [============================>.] - ETA: 4s - loss: 458.0201 - logits_profile_predictions_loss: 454.4743 - logcount_predictions_loss: 0.3984 2374/2403 [============================>.] - ETA: 4s - loss: 458.0201 - logits_profile_predictions_loss: 454.4744 - logcount_predictions_loss: 0.3984 2375/2403 [============================>.] - ETA: 4s - loss: 458.0202 - logits_profile_predictions_loss: 454.4744 - logcount_predictions_loss: 0.3984 2376/2403 [============================>.] - ETA: 4s - loss: 458.0202 - logits_profile_predictions_loss: 454.4744 - logcount_predictions_loss: 0.3984 2377/2403 [============================>.] - ETA: 4s - loss: 458.0202 - logits_profile_predictions_loss: 454.4745 - logcount_predictions_loss: 0.3984 2378/2403 [============================>.] - ETA: 3s - loss: 458.0203 - logits_profile_predictions_loss: 454.4745 - logcount_predictions_loss: 0.3984 2379/2403 [============================>.] - ETA: 3s - loss: 458.0203 - logits_profile_predictions_loss: 454.4745 - logcount_predictions_loss: 0.3984 2380/2403 [============================>.] - ETA: 3s - loss: 458.0203 - logits_profile_predictions_loss: 454.4746 - logcount_predictions_loss: 0.3984 2381/2403 [============================>.] - ETA: 3s - loss: 458.0204 - logits_profile_predictions_loss: 454.4746 - logcount_predictions_loss: 0.3984 2382/2403 [============================>.] - ETA: 3s - loss: 458.0204 - logits_profile_predictions_loss: 454.4746 - logcount_predictions_loss: 0.3984 2383/2403 [============================>.] - ETA: 3s - loss: 458.0205 - logits_profile_predictions_loss: 454.4747 - logcount_predictions_loss: 0.3984 2384/2403 [============================>.] - ETA: 2s - loss: 458.0205 - logits_profile_predictions_loss: 454.4747 - logcount_predictions_loss: 0.3984 2385/2403 [============================>.] - ETA: 2s - loss: 458.0206 - logits_profile_predictions_loss: 454.4748 - logcount_predictions_loss: 0.3984 2386/2403 [============================>.] - ETA: 2s - loss: 458.0206 - logits_profile_predictions_loss: 454.4749 - logcount_predictions_loss: 0.3984 2387/2403 [============================>.] - ETA: 2s - loss: 458.0207 - logits_profile_predictions_loss: 454.4749 - logcount_predictions_loss: 0.3984 2388/2403 [============================>.] - ETA: 2s - loss: 458.0208 - logits_profile_predictions_loss: 454.4750 - logcount_predictions_loss: 0.3984 2389/2403 [============================>.] - ETA: 2s - loss: 458.0209 - logits_profile_predictions_loss: 454.4751 - logcount_predictions_loss: 0.3984 2390/2403 [============================>.] - ETA: 2s - loss: 458.0209 - logits_profile_predictions_loss: 454.4752 - logcount_predictions_loss: 0.3984 2391/2403 [============================>.] - ETA: 1s - loss: 458.0210 - logits_profile_predictions_loss: 454.4752 - logcount_predictions_loss: 0.3984 2392/2403 [============================>.] - ETA: 1s - loss: 458.0211 - logits_profile_predictions_loss: 454.4753 - logcount_predictions_loss: 0.3984 2393/2403 [============================>.] - ETA: 1s - loss: 458.0211 - logits_profile_predictions_loss: 454.4754 - logcount_predictions_loss: 0.3984 2394/2403 [============================>.] - ETA: 1s - loss: 458.0212 - logits_profile_predictions_loss: 454.4754 - logcount_predictions_loss: 0.3984 2395/2403 [============================>.] - ETA: 1s - loss: 458.0213 - logits_profile_predictions_loss: 454.4755 - logcount_predictions_loss: 0.3984 2396/2403 [============================>.] - ETA: 1s - loss: 458.0213 - logits_profile_predictions_loss: 454.4756 - logcount_predictions_loss: 0.3984 2397/2403 [============================>.] - ETA: 0s - loss: 458.0214 - logits_profile_predictions_loss: 454.4756 - logcount_predictions_loss: 0.3984 2398/2403 [============================>.] - ETA: 0s - loss: 458.0214 - logits_profile_predictions_loss: 454.4757 - logcount_predictions_loss: 0.3984 2399/2403 [============================>.] - ETA: 0s - loss: 458.0215 - logits_profile_predictions_loss: 454.4757 - logcount_predictions_loss: 0.3984 2400/2403 [============================>.] - ETA: 0s - loss: 458.0216 - logits_profile_predictions_loss: 454.4758 - logcount_predictions_loss: 0.3984 2401/2403 [============================>.] - ETA: 0s - loss: 458.0217 - logits_profile_predictions_loss: 454.4759 - logcount_predictions_loss: 0.3984 2402/2403 [============================>.] - ETA: 0s - loss: 458.0218 - logits_profile_predictions_loss: 454.4760 - logcount_predictions_loss: 0.3984 2403/2403 [==============================] - ETA: 0s - loss: 458.0219 - logits_profile_predictions_loss: 454.4761 - logcount_predictions_loss: 0.3984 2403/2403 [==============================] - 400s 166ms/step - loss: 458.0220 - logits_profile_predictions_loss: 454.4762 - logcount_predictions_loss: 0.3984 - val_loss: 586.1695 - val_logits_profile_predictions_loss: 582.2379 - val_logcount_predictions_loss: 0.4417 Epoch 00010: val_loss did not improve from 576.33722 Epoch 11/50 1/2403 [..............................] - ETA: 8:36 - loss: 448.1736 - logits_profile_predictions_loss: 440.0123 - logcount_predictions_loss: 0.9170 2/2403 [..............................] - ETA: 6:58 - loss: 462.5566 - logits_profile_predictions_loss: 455.3926 - logcount_predictions_loss: 0.8049 3/2403 [..............................] - ETA: 6:34 - loss: 471.9769 - logits_profile_predictions_loss: 465.4921 - logcount_predictions_loss: 0.7286 4/2403 [..............................] - ETA: 6:26 - loss: 475.4410 - logits_profile_predictions_loss: 469.3637 - logcount_predictions_loss: 0.6828 5/2403 [..............................] - ETA: 6:22 - loss: 473.9677 - logits_profile_predictions_loss: 468.2209 - logcount_predictions_loss: 0.6457 6/2403 [..............................] - ETA: 6:20 - loss: 471.3678 - logits_profile_predictions_loss: 465.8795 - logcount_predictions_loss: 0.6167 7/2403 [..............................] - ETA: 6:18 - loss: 469.2449 - logits_profile_predictions_loss: 463.9580 - logcount_predictions_loss: 0.5940 8/2403 [..............................] - ETA: 6:17 - loss: 467.6822 - logits_profile_predictions_loss: 462.5511 - logcount_predictions_loss: 0.5765 9/2403 [..............................] - ETA: 6:16 - loss: 467.1758 - logits_profile_predictions_loss: 462.1657 - logcount_predictions_loss: 0.5629 10/2403 [..............................] - ETA: 6:15 - loss: 466.7753 - logits_profile_predictions_loss: 461.8612 - logcount_predictions_loss: 0.5521 11/2403 [..............................] - ETA: 6:15 - loss: 467.1537 - logits_profile_predictions_loss: 462.3207 - logcount_predictions_loss: 0.5430 12/2403 [..............................] - ETA: 6:14 - loss: 466.9293 - logits_profile_predictions_loss: 462.1593 - logcount_predictions_loss: 0.5360 13/2403 [..............................] - ETA: 6:14 - loss: 466.5711 - logits_profile_predictions_loss: 461.8534 - logcount_predictions_loss: 0.5301 14/2403 [..............................] - ETA: 6:13 - loss: 466.0820 - logits_profile_predictions_loss: 461.4142 - logcount_predictions_loss: 0.5245 15/2403 [..............................] - ETA: 6:13 - loss: 465.3192 - logits_profile_predictions_loss: 460.6971 - logcount_predictions_loss: 0.5193 16/2403 [..............................] - ETA: 6:13 - loss: 464.7968 - logits_profile_predictions_loss: 460.2185 - logcount_predictions_loss: 0.5144 17/2403 [..............................] - ETA: 6:12 - loss: 464.3549 - logits_profile_predictions_loss: 459.8205 - logcount_predictions_loss: 0.5095 18/2403 [..............................] - ETA: 6:12 - loss: 463.7488 - logits_profile_predictions_loss: 459.2596 - logcount_predictions_loss: 0.5044 19/2403 [..............................] - ETA: 6:12 - loss: 463.3481 - logits_profile_predictions_loss: 458.9035 - logcount_predictions_loss: 0.4994 20/2403 [..............................] - ETA: 6:11 - loss: 462.8479 - logits_profile_predictions_loss: 458.4464 - logcount_predictions_loss: 0.4946 21/2403 [..............................] - ETA: 6:11 - loss: 462.4435 - logits_profile_predictions_loss: 458.0802 - logcount_predictions_loss: 0.4903 22/2403 [..............................] - ETA: 6:11 - loss: 462.2296 - logits_profile_predictions_loss: 457.8988 - logcount_predictions_loss: 0.4866 23/2403 [..............................] - ETA: 6:11 - loss: 461.9776 - logits_profile_predictions_loss: 457.6786 - logcount_predictions_loss: 0.4830 24/2403 [..............................] - ETA: 6:11 - loss: 461.6628 - logits_profile_predictions_loss: 457.3943 - logcount_predictions_loss: 0.4796 25/2403 [..............................] - ETA: 6:10 - loss: 461.3799 - logits_profile_predictions_loss: 457.1384 - logcount_predictions_loss: 0.4766 26/2403 [..............................] - ETA: 6:10 - loss: 461.0763 - logits_profile_predictions_loss: 456.8597 - logcount_predictions_loss: 0.4738 27/2403 [..............................] - ETA: 6:10 - loss: 460.7889 - logits_profile_predictions_loss: 456.5954 - logcount_predictions_loss: 0.4712 28/2403 [..............................] - ETA: 6:10 - loss: 460.5146 - logits_profile_predictions_loss: 456.3437 - logcount_predictions_loss: 0.4686 29/2403 [..............................] - ETA: 6:10 - loss: 460.1578 - logits_profile_predictions_loss: 456.0090 - logcount_predictions_loss: 0.4662 30/2403 [..............................] - ETA: 6:09 - loss: 459.8852 - logits_profile_predictions_loss: 455.7563 - logcount_predictions_loss: 0.4639 31/2403 [..............................] - ETA: 6:09 - loss: 459.5932 - logits_profile_predictions_loss: 455.4821 - logcount_predictions_loss: 0.4619 32/2403 [..............................] - ETA: 6:09 - loss: 459.3617 - logits_profile_predictions_loss: 455.2665 - logcount_predictions_loss: 0.4601 33/2403 [..............................] - ETA: 6:09 - loss: 459.1825 - logits_profile_predictions_loss: 455.1010 - logcount_predictions_loss: 0.4586 34/2403 [..............................] - ETA: 6:09 - loss: 459.0263 - logits_profile_predictions_loss: 454.9584 - logcount_predictions_loss: 0.4571 35/2403 [..............................] - ETA: 6:09 - loss: 458.8105 - logits_profile_predictions_loss: 454.7558 - logcount_predictions_loss: 0.4556 36/2403 [..............................] - ETA: 6:09 - loss: 458.6694 - logits_profile_predictions_loss: 454.6270 - logcount_predictions_loss: 0.4542 37/2403 [..............................] - ETA: 6:09 - loss: 458.4847 - logits_profile_predictions_loss: 454.4543 - logcount_predictions_loss: 0.4529 38/2403 [..............................] - ETA: 6:08 - loss: 458.3650 - logits_profile_predictions_loss: 454.3450 - logcount_predictions_loss: 0.4517 39/2403 [..............................] - ETA: 6:08 - loss: 458.2517 - logits_profile_predictions_loss: 454.2420 - logcount_predictions_loss: 0.4505 40/2403 [..............................] - ETA: 6:08 - loss: 458.1267 - logits_profile_predictions_loss: 454.1279 - logcount_predictions_loss: 0.4493 41/2403 [..............................] - ETA: 6:08 - loss: 458.0565 - logits_profile_predictions_loss: 454.0681 - logcount_predictions_loss: 0.4481 42/2403 [..............................] - ETA: 6:08 - loss: 457.9543 - logits_profile_predictions_loss: 453.9762 - logcount_predictions_loss: 0.4470 43/2403 [..............................] - ETA: 6:08 - loss: 457.8606 - logits_profile_predictions_loss: 453.8927 - logcount_predictions_loss: 0.4458 44/2403 [..............................] - ETA: 6:07 - loss: 457.7941 - logits_profile_predictions_loss: 453.8361 - logcount_predictions_loss: 0.4447 45/2403 [..............................] - ETA: 6:07 - loss: 457.7034 - logits_profile_predictions_loss: 453.7555 - logcount_predictions_loss: 0.4436 46/2403 [..............................] - ETA: 6:07 - loss: 457.6441 - logits_profile_predictions_loss: 453.7059 - logcount_predictions_loss: 0.4425 47/2403 [..............................] - ETA: 6:07 - loss: 457.5998 - logits_profile_predictions_loss: 453.6710 - logcount_predictions_loss: 0.4414 48/2403 [..............................] - ETA: 6:07 - loss: 457.5398 - logits_profile_predictions_loss: 453.6206 - logcount_predictions_loss: 0.4404 49/2403 [..............................] - ETA: 6:07 - loss: 457.5180 - logits_profile_predictions_loss: 453.6076 - logcount_predictions_loss: 0.4394 50/2403 [..............................] - ETA: 6:06 - loss: 457.5165 - logits_profile_predictions_loss: 453.6146 - logcount_predictions_loss: 0.4384 51/2403 [..............................] - ETA: 6:06 - loss: 457.5549 - logits_profile_predictions_loss: 453.6613 - logcount_predictions_loss: 0.4375 52/2403 [..............................] - ETA: 6:06 - loss: 457.5915 - logits_profile_predictions_loss: 453.7055 - logcount_predictions_loss: 0.4366 53/2403 [..............................] - ETA: 6:06 - loss: 457.5857 - logits_profile_predictions_loss: 453.7069 - logcount_predictions_loss: 0.4358 54/2403 [..............................] - ETA: 6:06 - loss: 457.5651 - logits_profile_predictions_loss: 453.6936 - logcount_predictions_loss: 0.4350 55/2403 [..............................] - ETA: 6:06 - loss: 457.5659 - logits_profile_predictions_loss: 453.7009 - logcount_predictions_loss: 0.4343 56/2403 [..............................] - ETA: 6:06 - loss: 457.6083 - logits_profile_predictions_loss: 453.7490 - logcount_predictions_loss: 0.4336 57/2403 [..............................] - ETA: 6:05 - loss: 457.6247 - logits_profile_predictions_loss: 453.7709 - logcount_predictions_loss: 0.4330 58/2403 [..............................] - ETA: 6:05 - loss: 457.6267 - logits_profile_predictions_loss: 453.7786 - logcount_predictions_loss: 0.4324 59/2403 [..............................] - ETA: 6:05 - loss: 457.6614 - logits_profile_predictions_loss: 453.8186 - logcount_predictions_loss: 0.4318 60/2403 [..............................] - ETA: 6:05 - loss: 457.6964 - logits_profile_predictions_loss: 453.8585 - logcount_predictions_loss: 0.4312 61/2403 [..............................] - ETA: 6:05 - loss: 457.7377 - logits_profile_predictions_loss: 453.9046 - logcount_predictions_loss: 0.4307 62/2403 [..............................] - ETA: 6:05 - loss: 457.7684 - logits_profile_predictions_loss: 453.9400 - logcount_predictions_loss: 0.4302 63/2403 [..............................] - ETA: 6:05 - loss: 457.8176 - logits_profile_predictions_loss: 453.9937 - logcount_predictions_loss: 0.4297 64/2403 [..............................] - ETA: 6:04 - loss: 457.8581 - logits_profile_predictions_loss: 454.0385 - logcount_predictions_loss: 0.4292 65/2403 [..............................] - ETA: 6:04 - loss: 457.9019 - logits_profile_predictions_loss: 454.0860 - logcount_predictions_loss: 0.4288 66/2403 [..............................] - ETA: 6:04 - loss: 457.9337 - logits_profile_predictions_loss: 454.1211 - logcount_predictions_loss: 0.4284 67/2403 [..............................] - ETA: 6:04 - loss: 457.9714 - logits_profile_predictions_loss: 454.1624 - logcount_predictions_loss: 0.4280 68/2403 [..............................] - ETA: 6:04 - loss: 458.0287 - logits_profile_predictions_loss: 454.2230 - logcount_predictions_loss: 0.4276 69/2403 [..............................] - ETA: 6:04 - loss: 458.0704 - logits_profile_predictions_loss: 454.2683 - logcount_predictions_loss: 0.4272 70/2403 [..............................] - ETA: 6:03 - loss: 458.1353 - logits_profile_predictions_loss: 454.3365 - logcount_predictions_loss: 0.4268 71/2403 [..............................] - ETA: 6:03 - loss: 458.1864 - logits_profile_predictions_loss: 454.3908 - logcount_predictions_loss: 0.4265 72/2403 [..............................] - ETA: 6:03 - loss: 458.2240 - logits_profile_predictions_loss: 454.4314 - logcount_predictions_loss: 0.4261 73/2403 [..............................] - ETA: 6:03 - loss: 458.2604 - logits_profile_predictions_loss: 454.4711 - logcount_predictions_loss: 0.4258 74/2403 [..............................] - ETA: 6:03 - loss: 458.2787 - logits_profile_predictions_loss: 454.4926 - logcount_predictions_loss: 0.4254 75/2403 [..............................] - ETA: 6:03 - loss: 458.3045 - logits_profile_predictions_loss: 454.5216 - logcount_predictions_loss: 0.4250 76/2403 [..............................] - ETA: 6:03 - loss: 458.3292 - logits_profile_predictions_loss: 454.5495 - logcount_predictions_loss: 0.4247 77/2403 [..............................] - ETA: 6:02 - loss: 458.3588 - logits_profile_predictions_loss: 454.5821 - logcount_predictions_loss: 0.4243 78/2403 [..............................] - ETA: 6:02 - loss: 458.3791 - logits_profile_predictions_loss: 454.6055 - logcount_predictions_loss: 0.4240 79/2403 [..............................] - ETA: 6:02 - loss: 458.3975 - logits_profile_predictions_loss: 454.6270 - logcount_predictions_loss: 0.4237 80/2403 [..............................] - ETA: 6:02 - loss: 458.4248 - logits_profile_predictions_loss: 454.6572 - logcount_predictions_loss: 0.4233 81/2403 [>.............................] - ETA: 6:02 - loss: 458.4387 - logits_profile_predictions_loss: 454.6742 - logcount_predictions_loss: 0.4230 82/2403 [>.............................] - ETA: 6:02 - loss: 458.4653 - logits_profile_predictions_loss: 454.7038 - logcount_predictions_loss: 0.4226 83/2403 [>.............................] - ETA: 6:01 - loss: 458.4806 - logits_profile_predictions_loss: 454.7221 - logcount_predictions_loss: 0.4223 84/2403 [>.............................] - ETA: 6:01 - loss: 458.5032 - logits_profile_predictions_loss: 454.7476 - logcount_predictions_loss: 0.4220 85/2403 [>.............................] - ETA: 6:01 - loss: 458.5304 - logits_profile_predictions_loss: 454.7779 - logcount_predictions_loss: 0.4216 86/2403 [>.............................] - ETA: 6:01 - loss: 458.5597 - logits_profile_predictions_loss: 454.8101 - logcount_predictions_loss: 0.4213 87/2403 [>.............................] - ETA: 6:01 - loss: 458.5697 - logits_profile_predictions_loss: 454.8232 - logcount_predictions_loss: 0.4210 88/2403 [>.............................] - ETA: 6:01 - loss: 458.5919 - logits_profile_predictions_loss: 454.8482 - logcount_predictions_loss: 0.4206 89/2403 [>.............................] - ETA: 6:01 - loss: 458.6068 - logits_profile_predictions_loss: 454.8657 - logcount_predictions_loss: 0.4204 90/2403 [>.............................] - ETA: 6:00 - loss: 458.6227 - logits_profile_predictions_loss: 454.8841 - logcount_predictions_loss: 0.4201 91/2403 [>.............................] - ETA: 6:00 - loss: 458.6399 - logits_profile_predictions_loss: 454.9038 - logcount_predictions_loss: 0.4198 92/2403 [>.............................] - ETA: 6:00 - loss: 458.6542 - logits_profile_predictions_loss: 454.9206 - logcount_predictions_loss: 0.4195 93/2403 [>.............................] - ETA: 6:00 - loss: 458.6668 - logits_profile_predictions_loss: 454.9360 - logcount_predictions_loss: 0.4192 94/2403 [>.............................] - ETA: 6:00 - loss: 458.6787 - logits_profile_predictions_loss: 454.9506 - logcount_predictions_loss: 0.4189 95/2403 [>.............................] - ETA: 6:00 - loss: 458.6925 - logits_profile_predictions_loss: 454.9672 - logcount_predictions_loss: 0.4186 96/2403 [>.............................] - ETA: 5:59 - loss: 458.7040 - logits_profile_predictions_loss: 454.9815 - logcount_predictions_loss: 0.4183 97/2403 [>.............................] - ETA: 5:59 - loss: 458.7068 - logits_profile_predictions_loss: 454.9873 - logcount_predictions_loss: 0.4179 98/2403 [>.............................] - ETA: 5:59 - loss: 458.7074 - logits_profile_predictions_loss: 454.9909 - logcount_predictions_loss: 0.4176 99/2403 [>.............................] - ETA: 5:59 - loss: 458.7145 - logits_profile_predictions_loss: 455.0008 - logcount_predictions_loss: 0.4173 100/2403 [>.............................] - ETA: 5:59 - loss: 458.7129 - logits_profile_predictions_loss: 455.0018 - logcount_predictions_loss: 0.4170 101/2403 [>.............................] - ETA: 5:59 - loss: 458.7118 - logits_profile_predictions_loss: 455.0035 - logcount_predictions_loss: 0.4167 102/2403 [>.............................] - ETA: 5:58 - loss: 458.7129 - logits_profile_predictions_loss: 455.0071 - logcount_predictions_loss: 0.4164 103/2403 [>.............................] - ETA: 5:58 - loss: 458.7164 - logits_profile_predictions_loss: 455.0129 - logcount_predictions_loss: 0.4161 104/2403 [>.............................] - ETA: 5:58 - loss: 458.7154 - logits_profile_predictions_loss: 455.0144 - logcount_predictions_loss: 0.4159 105/2403 [>.............................] - ETA: 5:58 - loss: 458.7207 - logits_profile_predictions_loss: 455.0220 - logcount_predictions_loss: 0.4156 106/2403 [>.............................] - ETA: 5:58 - loss: 458.7215 - logits_profile_predictions_loss: 455.0250 - logcount_predictions_loss: 0.4153 107/2403 [>.............................] - ETA: 5:58 - loss: 458.7177 - logits_profile_predictions_loss: 455.0236 - logcount_predictions_loss: 0.4151 108/2403 [>.............................] - ETA: 5:57 - loss: 458.7105 - logits_profile_predictions_loss: 455.0187 - logcount_predictions_loss: 0.4148 109/2403 [>.............................] - ETA: 5:57 - loss: 458.7102 - logits_profile_predictions_loss: 455.0206 - logcount_predictions_loss: 0.4146 110/2403 [>.............................] - ETA: 5:57 - loss: 458.7094 - logits_profile_predictions_loss: 455.0222 - logcount_predictions_loss: 0.4143 111/2403 [>.............................] - ETA: 5:57 - loss: 458.7111 - logits_profile_predictions_loss: 455.0262 - logcount_predictions_loss: 0.4140 112/2403 [>.............................] - ETA: 5:57 - loss: 458.7054 - 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[============================>.] - ETA: 4s - loss: 456.1021 - logits_profile_predictions_loss: 452.6342 - logcount_predictions_loss: 0.3896 2376/2403 [============================>.] - ETA: 4s - loss: 456.1024 - logits_profile_predictions_loss: 452.6345 - logcount_predictions_loss: 0.3896 2377/2403 [============================>.] - ETA: 4s - loss: 456.1027 - logits_profile_predictions_loss: 452.6348 - logcount_predictions_loss: 0.3896 2378/2403 [============================>.] - ETA: 3s - loss: 456.1030 - logits_profile_predictions_loss: 452.6351 - logcount_predictions_loss: 0.3896 2379/2403 [============================>.] - ETA: 3s - loss: 456.1032 - logits_profile_predictions_loss: 452.6354 - logcount_predictions_loss: 0.3896 2380/2403 [============================>.] - ETA: 3s - loss: 456.1036 - logits_profile_predictions_loss: 452.6357 - logcount_predictions_loss: 0.3896 2381/2403 [============================>.] - ETA: 3s - loss: 456.1038 - logits_profile_predictions_loss: 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2395/2403 [============================>.] - ETA: 1s - loss: 456.1080 - logits_profile_predictions_loss: 452.6401 - logcount_predictions_loss: 0.3896 2396/2403 [============================>.] - ETA: 1s - loss: 456.1083 - logits_profile_predictions_loss: 452.6404 - logcount_predictions_loss: 0.3896 2397/2403 [============================>.] - ETA: 0s - loss: 456.1086 - logits_profile_predictions_loss: 452.6408 - logcount_predictions_loss: 0.3896 2398/2403 [============================>.] - ETA: 0s - loss: 456.1090 - logits_profile_predictions_loss: 452.6411 - logcount_predictions_loss: 0.3896 2399/2403 [============================>.] - ETA: 0s - loss: 456.1093 - logits_profile_predictions_loss: 452.6414 - logcount_predictions_loss: 0.3896 2400/2403 [============================>.] - ETA: 0s - loss: 456.1096 - logits_profile_predictions_loss: 452.6417 - logcount_predictions_loss: 0.3896 2401/2403 [============================>.] - ETA: 0s - loss: 456.1099 - 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[..............................] - ETA: 6:13 - loss: 484.0500 - logits_profile_predictions_loss: 480.4314 - logcount_predictions_loss: 0.4066 17/2403 [..............................] - ETA: 6:13 - loss: 483.5277 - logits_profile_predictions_loss: 479.9265 - logcount_predictions_loss: 0.4046 18/2403 [..............................] - ETA: 6:12 - loss: 482.9581 - logits_profile_predictions_loss: 479.3768 - logcount_predictions_loss: 0.4024 19/2403 [..............................] - ETA: 6:12 - loss: 482.4538 - logits_profile_predictions_loss: 478.8948 - logcount_predictions_loss: 0.3999 20/2403 [..............................] - ETA: 6:12 - loss: 482.1254 - logits_profile_predictions_loss: 478.5867 - logcount_predictions_loss: 0.3976 21/2403 [..............................] - ETA: 6:12 - loss: 481.6446 - logits_profile_predictions_loss: 478.1258 - logcount_predictions_loss: 0.3954 22/2403 [..............................] - ETA: 6:13 - loss: 481.0902 - logits_profile_predictions_loss: 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36/2403 [..............................] - ETA: 6:09 - loss: 473.6526 - logits_profile_predictions_loss: 470.3457 - logcount_predictions_loss: 0.3716 37/2403 [..............................] - ETA: 6:09 - loss: 473.3103 - logits_profile_predictions_loss: 470.0105 - logcount_predictions_loss: 0.3708 38/2403 [..............................] - ETA: 6:09 - loss: 472.9673 - logits_profile_predictions_loss: 469.6738 - logcount_predictions_loss: 0.3701 39/2403 [..............................] - ETA: 6:09 - loss: 472.6569 - logits_profile_predictions_loss: 469.3699 - logcount_predictions_loss: 0.3693 40/2403 [..............................] - ETA: 6:09 - loss: 472.2816 - logits_profile_predictions_loss: 469.0010 - logcount_predictions_loss: 0.3686 41/2403 [..............................] - ETA: 6:09 - loss: 471.9001 - logits_profile_predictions_loss: 468.6243 - logcount_predictions_loss: 0.3681 42/2403 [..............................] - ETA: 6:08 - loss: 471.5670 - logits_profile_predictions_loss: 468.2953 - logcount_predictions_loss: 0.3676 43/2403 [..............................] - ETA: 6:08 - loss: 471.2522 - logits_profile_predictions_loss: 467.9842 - logcount_predictions_loss: 0.3672 44/2403 [..............................] - ETA: 6:08 - loss: 470.8955 - logits_profile_predictions_loss: 467.6313 - logcount_predictions_loss: 0.3668 45/2403 [..............................] - ETA: 6:08 - loss: 470.5127 - logits_profile_predictions_loss: 467.2521 - logcount_predictions_loss: 0.3664 46/2403 [..............................] - ETA: 6:08 - loss: 470.1024 - logits_profile_predictions_loss: 466.8446 - logcount_predictions_loss: 0.3660 47/2403 [..............................] - ETA: 6:08 - loss: 469.6727 - logits_profile_predictions_loss: 466.4173 - logcount_predictions_loss: 0.3658 48/2403 [..............................] - ETA: 6:07 - loss: 469.3272 - logits_profile_predictions_loss: 466.0737 - logcount_predictions_loss: 0.3656 49/2403 [..............................] - ETA: 6:07 - loss: 468.9809 - logits_profile_predictions_loss: 465.7288 - logcount_predictions_loss: 0.3654 50/2403 [..............................] - ETA: 6:07 - loss: 468.6432 - logits_profile_predictions_loss: 465.3916 - logcount_predictions_loss: 0.3653 51/2403 [..............................] - ETA: 6:07 - loss: 468.3091 - logits_profile_predictions_loss: 465.0584 - logcount_predictions_loss: 0.3652 52/2403 [..............................] - ETA: 6:07 - loss: 467.9892 - logits_profile_predictions_loss: 464.7393 - logcount_predictions_loss: 0.3652 53/2403 [..............................] - ETA: 6:06 - loss: 467.6751 - logits_profile_predictions_loss: 464.4267 - logcount_predictions_loss: 0.3650 54/2403 [..............................] - ETA: 6:06 - loss: 467.3604 - logits_profile_predictions_loss: 464.1134 - logcount_predictions_loss: 0.3648 55/2403 [..............................] - ETA: 6:06 - loss: 467.0593 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 5:12 - loss: 454.7119 - logits_profile_predictions_loss: 451.5300 - logcount_predictions_loss: 0.3575 402/2403 [====>.........................] - ETA: 5:12 - loss: 454.7060 - logits_profile_predictions_loss: 451.5241 - logcount_predictions_loss: 0.3575 403/2403 [====>.........................] - ETA: 5:12 - loss: 454.7001 - logits_profile_predictions_loss: 451.5182 - logcount_predictions_loss: 0.3575 404/2403 [====>.........................] - ETA: 5:12 - loss: 454.6939 - logits_profile_predictions_loss: 451.5120 - logcount_predictions_loss: 0.3575 405/2403 [====>.........................] - ETA: 5:12 - loss: 454.6869 - logits_profile_predictions_loss: 451.5049 - logcount_predictions_loss: 0.3575 406/2403 [====>.........................] - ETA: 5:11 - loss: 454.6792 - logits_profile_predictions_loss: 451.4973 - logcount_predictions_loss: 0.3575 407/2403 [====>.........................] - ETA: 5:11 - loss: 454.6718 - 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[============================>.] - ETA: 5s - loss: 451.2025 - logits_profile_predictions_loss: 448.0442 - logcount_predictions_loss: 0.3549 2372/2403 [============================>.] - ETA: 4s - loss: 451.2019 - logits_profile_predictions_loss: 448.0437 - logcount_predictions_loss: 0.3549 2373/2403 [============================>.] - ETA: 4s - loss: 451.2014 - logits_profile_predictions_loss: 448.0431 - logcount_predictions_loss: 0.3549 2374/2403 [============================>.] - ETA: 4s - loss: 451.2008 - logits_profile_predictions_loss: 448.0426 - logcount_predictions_loss: 0.3549 2375/2403 [============================>.] - ETA: 4s - loss: 451.2003 - logits_profile_predictions_loss: 448.0421 - logcount_predictions_loss: 0.3549 2376/2403 [============================>.] - ETA: 4s - loss: 451.1998 - logits_profile_predictions_loss: 448.0416 - logcount_predictions_loss: 0.3549 2377/2403 [============================>.] - ETA: 4s - loss: 451.1992 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 448.0295 - logcount_predictions_loss: 0.3548 2398/2403 [============================>.] - ETA: 0s - loss: 451.1868 - logits_profile_predictions_loss: 448.0289 - logcount_predictions_loss: 0.3548 2399/2403 [============================>.] - ETA: 0s - loss: 451.1861 - logits_profile_predictions_loss: 448.0282 - logcount_predictions_loss: 0.3548 2400/2403 [============================>.] - ETA: 0s - loss: 451.1855 - logits_profile_predictions_loss: 448.0276 - logcount_predictions_loss: 0.3548 2401/2403 [============================>.] - ETA: 0s - loss: 451.1849 - logits_profile_predictions_loss: 448.0270 - logcount_predictions_loss: 0.3548 2402/2403 [============================>.] - ETA: 0s - loss: 451.1842 - logits_profile_predictions_loss: 448.0264 - logcount_predictions_loss: 0.3548 2403/2403 [==============================] - ETA: 0s - loss: 451.1836 - logits_profile_predictions_loss: 448.0257 - logcount_predictions_loss: 0.3548 2403/2403 [==============================] - 400s 166ms/step - loss: 451.1829 - logits_profile_predictions_loss: 448.0251 - logcount_predictions_loss: 0.3548 - val_loss: 584.1548 - val_logits_profile_predictions_loss: 580.2538 - val_logcount_predictions_loss: 0.4383 Epoch 00012: val_loss did not improve from 576.33722 Epoch 13/50 1/2403 [..............................] - ETA: 8:52 - loss: 390.7517 - logits_profile_predictions_loss: 388.2585 - logcount_predictions_loss: 0.2801 2/2403 [..............................] - ETA: 6:14 - loss: 416.1137 - logits_profile_predictions_loss: 413.4402 - logcount_predictions_loss: 0.3004 3/2403 [..............................] - ETA: 6:13 - loss: 423.6724 - logits_profile_predictions_loss: 421.0149 - logcount_predictions_loss: 0.2986 4/2403 [..............................] - ETA: 6:13 - loss: 427.6649 - logits_profile_predictions_loss: 424.9450 - logcount_predictions_loss: 0.3056 5/2403 [..............................] - ETA: 6:13 - loss: 431.3949 - logits_profile_predictions_loss: 428.5831 - logcount_predictions_loss: 0.3159 6/2403 [..............................] - ETA: 6:12 - loss: 434.3004 - logits_profile_predictions_loss: 431.4274 - logcount_predictions_loss: 0.3228 7/2403 [..............................] - ETA: 6:12 - loss: 434.4972 - logits_profile_predictions_loss: 431.5840 - logcount_predictions_loss: 0.3273 8/2403 [..............................] - ETA: 6:12 - loss: 434.4637 - logits_profile_predictions_loss: 431.5338 - logcount_predictions_loss: 0.3292 9/2403 [..............................] - ETA: 6:12 - loss: 435.0372 - logits_profile_predictions_loss: 432.0968 - logcount_predictions_loss: 0.3304 10/2403 [..............................] - ETA: 6:12 - loss: 435.2481 - logits_profile_predictions_loss: 432.3047 - logcount_predictions_loss: 0.3307 11/2403 [..............................] - ETA: 6:12 - loss: 435.9275 - logits_profile_predictions_loss: 432.9615 - logcount_predictions_loss: 0.3333 12/2403 [..............................] - ETA: 6:12 - loss: 435.9895 - logits_profile_predictions_loss: 433.0116 - logcount_predictions_loss: 0.3346 13/2403 [..............................] - ETA: 6:11 - loss: 435.9431 - logits_profile_predictions_loss: 432.9611 - logcount_predictions_loss: 0.3350 14/2403 [..............................] - ETA: 6:11 - loss: 436.5597 - logits_profile_predictions_loss: 433.5738 - logcount_predictions_loss: 0.3355 15/2403 [..............................] - ETA: 6:11 - loss: 437.1116 - logits_profile_predictions_loss: 434.1189 - logcount_predictions_loss: 0.3363 16/2403 [..............................] - ETA: 6:11 - loss: 437.4175 - logits_profile_predictions_loss: 434.4211 - logcount_predictions_loss: 0.3367 17/2403 [..............................] - ETA: 6:11 - loss: 437.9985 - logits_profile_predictions_loss: 434.9993 - logcount_predictions_loss: 0.3370 18/2403 [..............................] - ETA: 6:10 - loss: 438.6694 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 5:10 - loss: 445.5091 - logits_profile_predictions_loss: 442.5166 - logcount_predictions_loss: 0.3362 411/2403 [====>.........................] - ETA: 5:10 - loss: 445.5064 - logits_profile_predictions_loss: 442.5139 - logcount_predictions_loss: 0.3362 412/2403 [====>.........................] - ETA: 5:10 - loss: 445.5034 - logits_profile_predictions_loss: 442.5110 - logcount_predictions_loss: 0.3362 413/2403 [====>.........................] - ETA: 5:10 - loss: 445.5005 - logits_profile_predictions_loss: 442.5080 - logcount_predictions_loss: 0.3362 414/2403 [====>.........................] - ETA: 5:10 - loss: 445.4976 - logits_profile_predictions_loss: 442.5052 - logcount_predictions_loss: 0.3362 415/2403 [====>.........................] - ETA: 5:10 - loss: 445.4949 - logits_profile_predictions_loss: 442.5025 - logcount_predictions_loss: 0.3362 416/2403 [====>.........................] - ETA: 5:09 - loss: 445.4918 - 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[====>.........................] - ETA: 5:08 - loss: 445.4716 - logits_profile_predictions_loss: 442.4793 - logcount_predictions_loss: 0.3362 424/2403 [====>.........................] - ETA: 5:08 - loss: 445.4689 - logits_profile_predictions_loss: 442.4767 - logcount_predictions_loss: 0.3362 425/2403 [====>.........................] - ETA: 5:08 - loss: 445.4666 - logits_profile_predictions_loss: 442.4743 - logcount_predictions_loss: 0.3362 426/2403 [====>.........................] - ETA: 5:08 - loss: 445.4641 - logits_profile_predictions_loss: 442.4719 - logcount_predictions_loss: 0.3362 427/2403 [====>.........................] - ETA: 5:08 - loss: 445.4620 - logits_profile_predictions_loss: 442.4698 - logcount_predictions_loss: 0.3362 428/2403 [====>.........................] - ETA: 5:08 - loss: 445.4602 - logits_profile_predictions_loss: 442.4680 - logcount_predictions_loss: 0.3362 429/2403 [====>.........................] - ETA: 5:07 - loss: 445.4585 - 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[====>.........................] - ETA: 5:06 - loss: 445.4457 - logits_profile_predictions_loss: 442.4536 - logcount_predictions_loss: 0.3362 437/2403 [====>.........................] - ETA: 5:06 - loss: 445.4439 - logits_profile_predictions_loss: 442.4519 - logcount_predictions_loss: 0.3362 438/2403 [====>.........................] - ETA: 5:06 - loss: 445.4424 - logits_profile_predictions_loss: 442.4504 - logcount_predictions_loss: 0.3362 439/2403 [====>.........................] - ETA: 5:06 - loss: 445.4408 - logits_profile_predictions_loss: 442.4489 - logcount_predictions_loss: 0.3362 440/2403 [====>.........................] - ETA: 5:06 - loss: 445.4390 - logits_profile_predictions_loss: 442.4471 - logcount_predictions_loss: 0.3362 441/2403 [====>.........................] - ETA: 5:06 - loss: 445.4376 - logits_profile_predictions_loss: 442.4457 - logcount_predictions_loss: 0.3362 442/2403 [====>.........................] - ETA: 5:05 - loss: 445.4365 - 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logits_profile_predictions_loss: 442.5930 - logcount_predictions_loss: 0.3357 2394/2403 [============================>.] - ETA: 1s - loss: 445.5806 - logits_profile_predictions_loss: 442.5930 - logcount_predictions_loss: 0.3357 2395/2403 [============================>.] - ETA: 1s - loss: 445.5805 - logits_profile_predictions_loss: 442.5929 - logcount_predictions_loss: 0.3357 2396/2403 [============================>.] - ETA: 1s - loss: 445.5804 - logits_profile_predictions_loss: 442.5929 - logcount_predictions_loss: 0.3357 2397/2403 [============================>.] - ETA: 0s - loss: 445.5804 - logits_profile_predictions_loss: 442.5928 - logcount_predictions_loss: 0.3357 2398/2403 [============================>.] - ETA: 0s - loss: 445.5803 - logits_profile_predictions_loss: 442.5927 - logcount_predictions_loss: 0.3357 2399/2403 [============================>.] - ETA: 0s - loss: 445.5802 - logits_profile_predictions_loss: 442.5927 - logcount_predictions_loss: 0.3357 2400/2403 [============================>.] - ETA: 0s - loss: 445.5801 - logits_profile_predictions_loss: 442.5926 - logcount_predictions_loss: 0.3357 2401/2403 [============================>.] - ETA: 0s - loss: 445.5800 - logits_profile_predictions_loss: 442.5925 - logcount_predictions_loss: 0.3357 2402/2403 [============================>.] - ETA: 0s - loss: 445.5799 - logits_profile_predictions_loss: 442.5924 - logcount_predictions_loss: 0.3357 2403/2403 [==============================] - ETA: 0s - loss: 445.5799 - logits_profile_predictions_loss: 442.5923 - logcount_predictions_loss: 0.3357 2403/2403 [==============================] - 400s 166ms/step - loss: 445.5798 - logits_profile_predictions_loss: 442.5923 - logcount_predictions_loss: 0.3357 - val_loss: 581.3750 - val_logits_profile_predictions_loss: 577.6453 - val_logcount_predictions_loss: 0.4191 Epoch 00013: val_loss did not improve from 576.33722 Restoring model weights from the end of the best epoch. Epoch 00013: early stopping save model save model without bias 2023-01-18_21-08-05: 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//ENCSR354SDH//preprocessing/bigWigs/ENCSR354SDH.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(39403, 10) loading nonpeaks... got split:test for bed regions:(40263, 10) 0/312 100/312 200/312 300/312 2023-01-18_21-12-05: 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//ENCSR354SDH//preprocessing/bigWigs/ENCSR354SDH.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(39403, 10) loading nonpeaks... got split:test for bed regions:(40263, 10) 0/312 100/312 200/312 300/312 2023-01-18_21-15-42: 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//ENCSR354SDH//preprocessing/bigWigs/ENCSR354SDH.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(39403, 10) loading nonpeaks... got split:test for bed regions:(40263, 10) 0/312 100/312 200/312 300/312 2023-01-18_21-18-11: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//footprints 2023-01-18_21-18-11: 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/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//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 1/38 [..............................] - ETA: 4:13 3/38 [=>............................] - ETA: 12s  4/38 [==>...........................] - ETA: 15s 5/38 [==>...........................] - ETA: 16s 6/38 [===>..........................] - ETA: 17s 7/38 [====>.........................] - ETA: 17s 8/38 [=====>........................] - ETA: 17s 9/38 [======>.......................] - ETA: 17s 10/38 [======>.......................] - ETA: 17s 11/38 [=======>......................] - ETA: 16s 12/38 [========>.....................] - ETA: 16s 13/38 [=========>....................] - ETA: 15s 14/38 [==========>...................] - ETA: 15s 15/38 [==========>...................] - ETA: 14s 16/38 [===========>..................] - ETA: 14s 17/38 [============>.................] - ETA: 13s 18/38 [=============>................] - ETA: 12s 19/38 [==============>...............] - ETA: 12s 20/38 [==============>...............] - ETA: 11s 21/38 [===============>..............] - ETA: 11s 22/38 [================>.............] - ETA: 10s 23/38 [=================>............] - ETA: 9s  24/38 [=================>............] - ETA: 9s 25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 7s 27/38 [====================>.........] - ETA: 7s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 5s 30/38 [======================>.......] - ETA: 5s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 3s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 1s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 33s 707ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 24s 3/38 [=>............................] - ETA: 23s 4/38 [==>...........................] - ETA: 23s 5/38 [==>...........................] - ETA: 22s 6/38 [===>..........................] - ETA: 21s 7/38 [====>.........................] - ETA: 21s 8/38 [=====>........................] - ETA: 20s 9/38 [======>.......................] - ETA: 19s 10/38 [======>.......................] - ETA: 19s 11/38 [=======>......................] - ETA: 18s 12/38 [========>.....................] - ETA: 17s 13/38 [=========>....................] - ETA: 17s 14/38 [==========>...................] - ETA: 16s 15/38 [==========>...................] - ETA: 15s 16/38 [===========>..................] - ETA: 15s 17/38 [============>.................] - ETA: 14s 18/38 [=============>................] - ETA: 13s 19/38 [==============>...............] - ETA: 13s 20/38 [==============>...............] - ETA: 12s 21/38 [===============>..............] - ETA: 11s 22/38 [================>.............] - ETA: 10s 23/38 [=================>............] - ETA: 10s 24/38 [=================>............] - ETA: 9s  25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 8s 27/38 [====================>.........] - ETA: 7s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 6s 30/38 [======================>.......] - ETA: 5s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 4s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 2s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 26s 690ms/step inserting motif: dnase_2 TGTACTTACGAA 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 24s 3/38 [=>............................] - ETA: 24s 4/38 [==>...........................] - ETA: 23s 5/38 [==>...........................] - ETA: 22s 6/38 [===>..........................] - ETA: 22s 7/38 [====>.........................] - ETA: 21s 8/38 [=====>........................] - ETA: 20s 9/38 [======>.......................] - ETA: 19s 10/38 [======>.......................] - ETA: 19s 11/38 [=======>......................] - ETA: 18s 12/38 [========>.....................] - ETA: 17s 13/38 [=========>....................] - ETA: 17s 14/38 [==========>...................] - ETA: 16s 15/38 [==========>...................] - ETA: 15s 16/38 [===========>..................] - ETA: 15s 17/38 [============>.................] - ETA: 14s 18/38 [=============>................] - ETA: 13s 19/38 [==============>...............] - ETA: 13s 20/38 [==============>...............] - ETA: 12s 21/38 [===============>..............] - ETA: 11s 22/38 [================>.............] - ETA: 11s 23/38 [=================>............] - ETA: 10s 24/38 [=================>............] - ETA: 9s  25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 8s 27/38 [====================>.........] - ETA: 7s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 6s 30/38 [======================>.......] - ETA: 5s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 4s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 2s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 26s 692ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 24s 3/38 [=>............................] - ETA: 24s 4/38 [==>...........................] - ETA: 23s 5/38 [==>...........................] - ETA: 22s 6/38 [===>..........................] - ETA: 22s 7/38 [====>.........................] - ETA: 21s 8/38 [=====>........................] - ETA: 20s 9/38 [======>.......................] - ETA: 20s 10/38 [======>.......................] - ETA: 19s 11/38 [=======>......................] - ETA: 18s 12/38 [========>.....................] - ETA: 17s 13/38 [=========>....................] - ETA: 17s 14/38 [==========>...................] - ETA: 16s 15/38 [==========>...................] - ETA: 15s 16/38 [===========>..................] - ETA: 15s 17/38 [============>.................] - ETA: 14s 18/38 [=============>................] - ETA: 13s 19/38 [==============>...............] - ETA: 13s 20/38 [==============>...............] - ETA: 12s 21/38 [===============>..............] - ETA: 11s 22/38 [================>.............] - ETA: 11s 23/38 [=================>............] - ETA: 10s 24/38 [=================>............] - ETA: 9s  25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 8s 27/38 [====================>.........] - ETA: 7s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 6s 30/38 [======================>.......] - ETA: 5s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 4s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 2s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 26s 693ms/step Saving marginal footprints 2023-01-18_21-20-23: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//footprints 2023-01-18_21-20-23: 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/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR354SDH//chrombppnet_model_encsr283tme_bias_fold_1//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 1/38 [..............................] - ETA: 1:53 3/38 [=>............................] - ETA: 1s  4/38 [==>...........................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 6/38 [===>..........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 8/38 [=====>........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 10/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 12/38 [========>.....................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 14/38 [==========>...................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 16/38 [===========>..................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 18/38 [=============>................] - ETA: 1s 19/38 [==============>...............] - ETA: 1s 20/38 [==============>...............] - ETA: 0s 21/38 [===============>..............] - ETA: 0s 22/38 [================>.............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 24/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 26/38 [===================>..........] - ETA: 0s 27/38 [====================>.........] - ETA: 0s 28/38 [=====================>........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 5s 60ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 2s 3/38 [=>............................] - ETA: 1s 4/38 [==>...........................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 6/38 [===>..........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 8/38 [=====>........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 10/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 12/38 [========>.....................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 14/38 [==========>...................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 16/38 [===========>..................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 18/38 [=============>................] - ETA: 1s 19/38 [==============>...............] - ETA: 1s 20/38 [==============>...............] - ETA: 1s 21/38 [===============>..............] - ETA: 0s 22/38 [================>.............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 24/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 26/38 [===================>..........] - ETA: 0s 27/38 [====================>.........] - ETA: 0s 28/38 [=====================>........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 2s 57ms/step inserting motif: dnase_2 TGTACTTACGAA 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 2s 3/38 [=>............................] - ETA: 1s 4/38 [==>...........................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 6/38 [===>..........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 8/38 [=====>........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 10/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 12/38 [========>.....................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 14/38 [==========>...................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 16/38 [===========>..................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 18/38 [=============>................] - ETA: 1s 19/38 [==============>...............] - ETA: 1s 20/38 [==============>...............] - ETA: 1s 21/38 [===============>..............] - ETA: 0s 22/38 [================>.............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 24/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 26/38 [===================>..........] - ETA: 0s 27/38 [====================>.........] - ETA: 0s 28/38 [=====================>........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 2s 57ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 2s 3/38 [=>............................] - ETA: 1s 4/38 [==>...........................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 6/38 [===>..........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 8/38 [=====>........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 10/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 12/38 [========>.....................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 14/38 [==========>...................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 16/38 [===========>..................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 18/38 [=============>................] - ETA: 1s 19/38 [==============>...............] - ETA: 1s 20/38 [==============>...............] - ETA: 1s 21/38 [===============>..............] - ETA: 0s 22/38 [================>.............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 24/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 26/38 [===================>..........] - ETA: 0s 27/38 [====================>.........] - ETA: 0s 28/38 [=====================>........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 2s 57ms/step Saving marginal footprints