DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json Sun Oct 16 22:02:11 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 515.65.01 Driver Version: 515.65.01 CUDA Version: 11.7 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 NVIDIA A100-SXM... On | 00000000:07:00.0 Off | 0 | | N/A 34C P0 65W / 400W | 0MiB / 81920MiB | 0% E. Process | | | | Disabled | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+ No logfile supplied - creating one 2022-10-16_22-02-19: 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//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR709PZI//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR709PZI//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.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/ENCSR880CUB/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 164352 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 164352 Number of peaks input: 35648 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 35648 Number of non peaks input: 166023 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 166023 Number of non peaks input: 33976 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 33976 Number of peaks after removing outliers: 162544 Number of nonpeaks after removing outliers: 146003 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 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ETA: 0s 4436/4563 [============================>.] - ETA: 0s 4447/4563 [============================>.] - ETA: 0s 4458/4563 [============================>.] - ETA: 0s 4469/4563 [============================>.] - ETA: 0s 4480/4563 [============================>.] - ETA: 0s 4491/4563 [============================>.] - ETA: 0s 4502/4563 [============================>.] - ETA: 0s 4513/4563 [============================>.] - ETA: 0s 4524/4563 [============================>.] - ETA: 0s 4535/4563 [============================>.] - ETA: 0s 4546/4563 [============================>.] - ETA: 0s 4557/4563 [============================>.] - ETA: 0s 4563/4563 [==============================] - ETA: 0s 4563/4563 [==============================] - 31s 5ms/step 2022-10-16_22-10-15: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.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': '17.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(148710, 10) loading nonpeaks... got split:train for bed regions:(131770, 10) loading peaks... got split:valid for bed regions:(13834, 10) loading nonpeaks... got split:valid for bed regions:(14233, 10) Epoch 1/50 1/2556 [..............................] - ETA: 5:29:32 - loss: 660.5692 - logits_profile_predictions_loss: 634.8352 - logcount_predictions_loss: 1.5138 2/2556 [..............................] - ETA: 6:02 - loss: 669.7229 - logits_profile_predictions_loss: 641.7635 - logcount_predictions_loss: 1.6447  3/2556 [..............................] - ETA: 6:01 - loss: 661.1616 - logits_profile_predictions_loss: 633.6899 - logcount_predictions_loss: 1.6160 4/2556 [..............................] - ETA: 5:59 - loss: 657.2343 - logits_profile_predictions_loss: 630.2631 - logcount_predictions_loss: 1.5865 5/2556 [..............................] - ETA: 6:00 - loss: 660.8837 - logits_profile_predictions_loss: 633.9158 - logcount_predictions_loss: 1.5863 6/2556 [..............................] - ETA: 5:59 - loss: 660.9360 - logits_profile_predictions_loss: 634.2014 - logcount_predictions_loss: 1.5726 7/2556 [..............................] - ETA: 5:59 - loss: 662.9321 - logits_profile_predictions_loss: 636.2776 - logcount_predictions_loss: 1.5679 8/2556 [..............................] - ETA: 5:59 - loss: 665.9675 - logits_profile_predictions_loss: 639.4209 - logcount_predictions_loss: 1.5616 9/2556 [..............................] - ETA: 5:58 - loss: 673.3260 - logits_profile_predictions_loss: 646.7949 - logcount_predictions_loss: 1.5607 10/2556 [..............................] - ETA: 5:58 - loss: 679.0404 - logits_profile_predictions_loss: 652.5039 - logcount_predictions_loss: 1.5610 11/2556 [..............................] - ETA: 5:58 - loss: 683.9941 - logits_profile_predictions_loss: 657.3884 - logcount_predictions_loss: 1.5650 12/2556 [..............................] - ETA: 5:58 - loss: 688.3622 - logits_profile_predictions_loss: 661.6379 - logcount_predictions_loss: 1.5720 13/2556 [..............................] - ETA: 5:58 - loss: 692.2995 - logits_profile_predictions_loss: 665.4663 - logcount_predictions_loss: 1.5784 14/2556 [..............................] - ETA: 5:57 - loss: 695.2065 - logits_profile_predictions_loss: 668.3062 - logcount_predictions_loss: 1.5824 15/2556 [..............................] - ETA: 5:57 - loss: 697.2811 - logits_profile_predictions_loss: 670.3477 - logcount_predictions_loss: 1.5843 16/2556 [..............................] - ETA: 5:57 - loss: 698.8068 - logits_profile_predictions_loss: 671.8670 - logcount_predictions_loss: 1.5847 17/2556 [..............................] - ETA: 5:57 - loss: 699.9063 - logits_profile_predictions_loss: 672.9802 - logcount_predictions_loss: 1.5839 18/2556 [..............................] - ETA: 5:56 - loss: 700.8316 - logits_profile_predictions_loss: 673.9104 - logcount_predictions_loss: 1.5836 19/2556 [..............................] - ETA: 5:56 - loss: 701.4796 - logits_profile_predictions_loss: 674.5743 - logcount_predictions_loss: 1.5827 20/2556 [..............................] - ETA: 5:56 - loss: 701.7255 - logits_profile_predictions_loss: 674.8521 - logcount_predictions_loss: 1.5808 21/2556 [..............................] - ETA: 5:56 - loss: 702.0650 - logits_profile_predictions_loss: 675.2102 - logcount_predictions_loss: 1.5797 22/2556 [..............................] - ETA: 5:56 - loss: 702.1619 - logits_profile_predictions_loss: 675.3359 - logcount_predictions_loss: 1.5780 23/2556 [..............................] - ETA: 5:56 - loss: 702.2536 - logits_profile_predictions_loss: 675.4473 - logcount_predictions_loss: 1.5768 24/2556 [..............................] - ETA: 5:55 - loss: 702.4682 - logits_profile_predictions_loss: 675.6651 - logcount_predictions_loss: 1.5767 25/2556 [..............................] - ETA: 5:55 - loss: 702.7588 - logits_profile_predictions_loss: 675.9442 - logcount_predictions_loss: 1.5773 26/2556 [..............................] - ETA: 5:55 - loss: 703.1788 - logits_profile_predictions_loss: 676.3406 - logcount_predictions_loss: 1.5787 27/2556 [..............................] - ETA: 5:55 - loss: 703.8676 - logits_profile_predictions_loss: 676.9840 - logcount_predictions_loss: 1.5814 28/2556 [..............................] - ETA: 5:55 - loss: 704.5397 - logits_profile_predictions_loss: 677.6101 - logcount_predictions_loss: 1.5841 29/2556 [..............................] - ETA: 5:55 - loss: 705.1859 - logits_profile_predictions_loss: 678.2109 - logcount_predictions_loss: 1.5868 30/2556 [..............................] - ETA: 5:54 - loss: 705.7832 - logits_profile_predictions_loss: 678.7580 - logcount_predictions_loss: 1.5897 31/2556 [..............................] - ETA: 5:54 - loss: 706.2902 - logits_profile_predictions_loss: 679.2170 - logcount_predictions_loss: 1.5925 32/2556 [..............................] - ETA: 5:54 - loss: 706.7167 - logits_profile_predictions_loss: 679.5945 - logcount_predictions_loss: 1.5954 33/2556 [..............................] - ETA: 5:54 - loss: 707.0608 - logits_profile_predictions_loss: 679.8977 - logcount_predictions_loss: 1.5978 34/2556 [..............................] - ETA: 5:54 - loss: 707.3609 - logits_profile_predictions_loss: 680.1596 - logcount_predictions_loss: 1.6001 35/2556 [..............................] - ETA: 5:54 - loss: 707.6660 - logits_profile_predictions_loss: 680.4259 - logcount_predictions_loss: 1.6024 36/2556 [..............................] - ETA: 5:54 - loss: 707.9489 - logits_profile_predictions_loss: 680.6709 - logcount_predictions_loss: 1.6046 37/2556 [..............................] - ETA: 5:53 - loss: 708.2976 - logits_profile_predictions_loss: 680.9778 - logcount_predictions_loss: 1.6070 38/2556 [..............................] - ETA: 5:53 - loss: 708.6269 - logits_profile_predictions_loss: 681.2679 - logcount_predictions_loss: 1.6094 39/2556 [..............................] - ETA: 5:53 - loss: 708.8920 - logits_profile_predictions_loss: 681.4976 - logcount_predictions_loss: 1.6114 40/2556 [..............................] - ETA: 5:53 - loss: 709.1835 - logits_profile_predictions_loss: 681.7509 - logcount_predictions_loss: 1.6137 41/2556 [..............................] - ETA: 5:53 - loss: 709.4173 - logits_profile_predictions_loss: 681.9515 - logcount_predictions_loss: 1.6156 42/2556 [..............................] - ETA: 5:53 - loss: 709.7100 - logits_profile_predictions_loss: 682.2061 - logcount_predictions_loss: 1.6179 43/2556 [..............................] - ETA: 5:52 - loss: 709.9741 - logits_profile_predictions_loss: 682.4334 - logcount_predictions_loss: 1.6200 44/2556 [..............................] - ETA: 5:52 - loss: 710.2106 - logits_profile_predictions_loss: 682.6357 - logcount_predictions_loss: 1.6220 45/2556 [..............................] - ETA: 5:52 - loss: 710.4072 - logits_profile_predictions_loss: 682.8016 - logcount_predictions_loss: 1.6239 46/2556 [..............................] - ETA: 5:52 - loss: 710.6446 - logits_profile_predictions_loss: 683.0059 - logcount_predictions_loss: 1.6258 47/2556 [..............................] - ETA: 5:52 - loss: 710.8467 - logits_profile_predictions_loss: 683.1788 - logcount_predictions_loss: 1.6275 48/2556 [..............................] - ETA: 5:52 - loss: 711.0704 - logits_profile_predictions_loss: 683.3722 - logcount_predictions_loss: 1.6293 49/2556 [..............................] - ETA: 5:51 - loss: 711.2534 - logits_profile_predictions_loss: 683.5280 - logcount_predictions_loss: 1.6309 50/2556 [..............................] - ETA: 5:51 - loss: 711.4405 - logits_profile_predictions_loss: 683.6883 - logcount_predictions_loss: 1.6325 51/2556 [..............................] - ETA: 5:51 - loss: 711.6242 - logits_profile_predictions_loss: 683.8455 - logcount_predictions_loss: 1.6340 52/2556 [..............................] - ETA: 5:51 - loss: 711.8241 - logits_profile_predictions_loss: 684.0190 - logcount_predictions_loss: 1.6356 53/2556 [..............................] - ETA: 5:51 - loss: 712.0245 - logits_profile_predictions_loss: 684.1926 - logcount_predictions_loss: 1.6372 54/2556 [..............................] - ETA: 5:51 - loss: 712.2174 - logits_profile_predictions_loss: 684.3598 - logcount_predictions_loss: 1.6387 55/2556 [..............................] - ETA: 5:51 - loss: 712.3801 - logits_profile_predictions_loss: 684.4998 - logcount_predictions_loss: 1.6400 56/2556 [..............................] - ETA: 5:50 - loss: 712.5859 - logits_profile_predictions_loss: 684.6799 - logcount_predictions_loss: 1.6415 57/2556 [..............................] - ETA: 5:50 - loss: 712.7743 - logits_profile_predictions_loss: 684.8443 - logcount_predictions_loss: 1.6429 58/2556 [..............................] - ETA: 5:50 - loss: 712.9531 - logits_profile_predictions_loss: 684.9999 - logcount_predictions_loss: 1.6443 59/2556 [..............................] - ETA: 5:50 - loss: 713.1419 - logits_profile_predictions_loss: 685.1650 - logcount_predictions_loss: 1.6457 60/2556 [..............................] - ETA: 5:50 - loss: 713.3452 - logits_profile_predictions_loss: 685.3425 - logcount_predictions_loss: 1.6472 61/2556 [..............................] - ETA: 5:50 - loss: 713.5335 - logits_profile_predictions_loss: 685.5065 - logcount_predictions_loss: 1.6486 62/2556 [..............................] - ETA: 5:49 - loss: 713.7381 - logits_profile_predictions_loss: 685.6860 - logcount_predictions_loss: 1.6501 63/2556 [..............................] - ETA: 5:49 - loss: 713.9395 - logits_profile_predictions_loss: 685.8626 - logcount_predictions_loss: 1.6516 64/2556 [..............................] - ETA: 5:49 - loss: 714.1339 - logits_profile_predictions_loss: 686.0334 - logcount_predictions_loss: 1.6530 65/2556 [..............................] - ETA: 5:49 - loss: 714.2929 - logits_profile_predictions_loss: 686.1720 - logcount_predictions_loss: 1.6542 66/2556 [..............................] - ETA: 5:49 - loss: 714.4531 - logits_profile_predictions_loss: 686.3113 - logcount_predictions_loss: 1.6554 67/2556 [..............................] - ETA: 5:49 - loss: 714.6095 - logits_profile_predictions_loss: 686.4469 - logcount_predictions_loss: 1.6566 68/2556 [..............................] - ETA: 5:49 - loss: 714.7495 - logits_profile_predictions_loss: 686.5671 - logcount_predictions_loss: 1.6578 69/2556 [..............................] - ETA: 5:48 - loss: 714.8722 - logits_profile_predictions_loss: 686.6707 - logcount_predictions_loss: 1.6589 70/2556 [..............................] - ETA: 5:48 - loss: 714.9871 - logits_profile_predictions_loss: 686.7669 - logcount_predictions_loss: 1.6600 71/2556 [..............................] - ETA: 5:48 - loss: 715.1059 - logits_profile_predictions_loss: 686.8666 - logcount_predictions_loss: 1.6611 72/2556 [..............................] - ETA: 5:48 - loss: 715.2434 - logits_profile_predictions_loss: 686.9838 - logcount_predictions_loss: 1.6623 73/2556 [..............................] - ETA: 5:48 - loss: 715.3651 - logits_profile_predictions_loss: 687.0861 - logcount_predictions_loss: 1.6635 74/2556 [..............................] - ETA: 5:48 - loss: 715.4689 - logits_profile_predictions_loss: 687.1717 - logcount_predictions_loss: 1.6645 75/2556 [..............................] - ETA: 5:48 - loss: 715.5647 - logits_profile_predictions_loss: 687.2499 - logcount_predictions_loss: 1.6656 76/2556 [..............................] - ETA: 5:47 - loss: 715.6430 - logits_profile_predictions_loss: 687.3124 - logcount_predictions_loss: 1.6665 77/2556 [..............................] - ETA: 5:47 - loss: 715.7321 - logits_profile_predictions_loss: 687.3857 - logcount_predictions_loss: 1.6674 78/2556 [..............................] - ETA: 5:47 - loss: 715.8446 - logits_profile_predictions_loss: 687.4807 - logcount_predictions_loss: 1.6685 79/2556 [..............................] - ETA: 5:47 - loss: 715.9509 - logits_profile_predictions_loss: 687.5703 - logcount_predictions_loss: 1.6694 80/2556 [..............................] - ETA: 5:47 - loss: 716.0557 - logits_profile_predictions_loss: 687.6584 - logcount_predictions_loss: 1.6704 81/2556 [..............................] - ETA: 5:47 - loss: 716.1541 - logits_profile_predictions_loss: 687.7406 - logcount_predictions_loss: 1.6714 82/2556 [..............................] - ETA: 5:46 - loss: 716.2464 - logits_profile_predictions_loss: 687.8171 - logcount_predictions_loss: 1.6723 83/2556 [..............................] - ETA: 5:46 - loss: 716.3670 - logits_profile_predictions_loss: 687.9194 - logcount_predictions_loss: 1.6734 84/2556 [..............................] - ETA: 5:46 - loss: 716.4989 - logits_profile_predictions_loss: 688.0323 - logcount_predictions_loss: 1.6745 85/2556 [..............................] - ETA: 5:46 - loss: 716.6162 - logits_profile_predictions_loss: 688.1315 - logcount_predictions_loss: 1.6756 86/2556 [>.............................] - ETA: 5:46 - loss: 716.7320 - logits_profile_predictions_loss: 688.2294 - logcount_predictions_loss: 1.6766 87/2556 [>.............................] - ETA: 5:46 - loss: 716.8557 - logits_profile_predictions_loss: 688.3349 - logcount_predictions_loss: 1.6777 88/2556 [>.............................] - ETA: 5:46 - loss: 716.9774 - logits_profile_predictions_loss: 688.4388 - logcount_predictions_loss: 1.6787 89/2556 [>.............................] - ETA: 5:46 - loss: 717.1084 - logits_profile_predictions_loss: 688.5516 - logcount_predictions_loss: 1.6798 90/2556 [>.............................] - ETA: 5:45 - loss: 717.2308 - logits_profile_predictions_loss: 688.6561 - logcount_predictions_loss: 1.6809 91/2556 [>.............................] - ETA: 5:45 - loss: 717.3574 - logits_profile_predictions_loss: 688.7648 - logcount_predictions_loss: 1.6819 92/2556 [>.............................] - ETA: 5:45 - loss: 717.4847 - logits_profile_predictions_loss: 688.8742 - logcount_predictions_loss: 1.6830 93/2556 [>.............................] - ETA: 5:45 - loss: 717.5942 - logits_profile_predictions_loss: 688.9676 - logcount_predictions_loss: 1.6839 94/2556 [>.............................] - ETA: 5:45 - loss: 717.7002 - logits_profile_predictions_loss: 689.0580 - logcount_predictions_loss: 1.6848 95/2556 [>.............................] - ETA: 5:45 - loss: 717.7964 - logits_profile_predictions_loss: 689.1394 - logcount_predictions_loss: 1.6857 96/2556 [>.............................] - ETA: 5:45 - loss: 717.8886 - logits_profile_predictions_loss: 689.2173 - logcount_predictions_loss: 1.6865 97/2556 [>.............................] - ETA: 5:44 - loss: 717.9727 - logits_profile_predictions_loss: 689.2881 - logcount_predictions_loss: 1.6873 98/2556 [>.............................] - ETA: 5:44 - loss: 718.0492 - logits_profile_predictions_loss: 689.3517 - logcount_predictions_loss: 1.6881 99/2556 [>.............................] - ETA: 5:44 - loss: 718.1226 - logits_profile_predictions_loss: 689.4131 - logcount_predictions_loss: 1.6888 100/2556 [>.............................] - ETA: 5:44 - loss: 718.1920 - logits_profile_predictions_loss: 689.4709 - logcount_predictions_loss: 1.6895 101/2556 [>.............................] - ETA: 5:44 - loss: 718.2582 - 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[>.............................] - ETA: 5:43 - loss: 718.6552 - logits_profile_predictions_loss: 689.8523 - logcount_predictions_loss: 1.6943 109/2556 [>.............................] - ETA: 5:43 - loss: 718.7128 - logits_profile_predictions_loss: 689.8999 - logcount_predictions_loss: 1.6949 110/2556 [>.............................] - ETA: 5:43 - loss: 718.7525 - logits_profile_predictions_loss: 689.9309 - logcount_predictions_loss: 1.6954 111/2556 [>.............................] - ETA: 5:42 - loss: 718.8065 - logits_profile_predictions_loss: 689.9754 - logcount_predictions_loss: 1.6959 112/2556 [>.............................] - ETA: 5:42 - loss: 718.8549 - logits_profile_predictions_loss: 690.0147 - logcount_predictions_loss: 1.6965 113/2556 [>.............................] - ETA: 5:42 - loss: 718.8969 - logits_profile_predictions_loss: 690.0485 - logcount_predictions_loss: 1.6970 114/2556 [>.............................] - ETA: 5:42 - loss: 718.9272 - 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[====>.........................] - ETA: 4:50 - loss: 714.8343 - logits_profile_predictions_loss: 685.4452 - logcount_predictions_loss: 1.7288 486/2556 [====>.........................] - ETA: 4:50 - loss: 714.8134 - logits_profile_predictions_loss: 685.4246 - logcount_predictions_loss: 1.7288 487/2556 [====>.........................] - ETA: 4:50 - loss: 714.7924 - logits_profile_predictions_loss: 685.4038 - logcount_predictions_loss: 1.7287 488/2556 [====>.........................] - ETA: 4:49 - loss: 714.7717 - logits_profile_predictions_loss: 685.3833 - logcount_predictions_loss: 1.7287 489/2556 [====>.........................] - ETA: 4:49 - loss: 714.7508 - logits_profile_predictions_loss: 685.3627 - logcount_predictions_loss: 1.7287 490/2556 [====>.........................] - ETA: 4:49 - loss: 714.7297 - logits_profile_predictions_loss: 685.3419 - logcount_predictions_loss: 1.7287 491/2556 [====>.........................] - ETA: 4:49 - loss: 714.7087 - logits_profile_predictions_loss: 685.3212 - logcount_predictions_loss: 1.7287 492/2556 [====>.........................] - ETA: 4:49 - loss: 714.6880 - logits_profile_predictions_loss: 685.3008 - logcount_predictions_loss: 1.7287 493/2556 [====>.........................] - ETA: 4:49 - loss: 714.6675 - logits_profile_predictions_loss: 685.2805 - logcount_predictions_loss: 1.7287 494/2556 [====>.........................] - ETA: 4:49 - loss: 714.6470 - logits_profile_predictions_loss: 685.2603 - logcount_predictions_loss: 1.7286 495/2556 [====>.........................] - ETA: 4:49 - loss: 714.6261 - logits_profile_predictions_loss: 685.2397 - logcount_predictions_loss: 1.7286 496/2556 [====>.........................] - ETA: 4:48 - loss: 714.6059 - logits_profile_predictions_loss: 685.2197 - logcount_predictions_loss: 1.7286 497/2556 [====>.........................] - ETA: 4:48 - loss: 714.5859 - logits_profile_predictions_loss: 685.1999 - logcount_predictions_loss: 1.7286 498/2556 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[=====>........................] - ETA: 4:39 - loss: 713.2870 - logits_profile_predictions_loss: 683.9135 - logcount_predictions_loss: 1.7279 564/2556 [=====>........................] - ETA: 4:39 - loss: 713.2694 - logits_profile_predictions_loss: 683.8960 - logcount_predictions_loss: 1.7279 565/2556 [=====>........................] - ETA: 4:39 - loss: 713.2517 - logits_profile_predictions_loss: 683.8784 - logcount_predictions_loss: 1.7278 566/2556 [=====>........................] - ETA: 4:39 - loss: 713.2339 - logits_profile_predictions_loss: 683.8607 - logcount_predictions_loss: 1.7278 567/2556 [=====>........................] - ETA: 4:38 - loss: 713.2165 - logits_profile_predictions_loss: 683.8433 - logcount_predictions_loss: 1.7278 568/2556 [=====>........................] - ETA: 4:38 - loss: 713.1990 - logits_profile_predictions_loss: 683.8258 - logcount_predictions_loss: 1.7278 569/2556 [=====>........................] - ETA: 4:38 - loss: 713.1811 - 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[============================>.] - ETA: 0s - loss: 683.4096 - logits_profile_predictions_loss: 663.7451 - logcount_predictions_loss: 1.1567 2554/2556 [============================>.] - ETA: 0s - loss: 683.4003 - logits_profile_predictions_loss: 663.7390 - logcount_predictions_loss: 1.1565 2555/2556 [============================>.] - ETA: 0s - loss: 683.3910 - logits_profile_predictions_loss: 663.7328 - logcount_predictions_loss: 1.1564 2556/2556 [==============================] - ETA: 0s - loss: 683.3817 - logits_profile_predictions_loss: 663.7267 - logcount_predictions_loss: 1.1562 2556/2556 [==============================] - 385s 148ms/step - loss: 683.3724 - logits_profile_predictions_loss: 663.7206 - logcount_predictions_loss: 1.1560 - val_loss: 692.0878 - val_logits_profile_predictions_loss: 687.6024 - val_logcount_predictions_loss: 0.2639 Epoch 00001: val_loss improved from inf to 692.08777, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 2/50 1/2556 [..............................] - ETA: 7:11 - loss: 600.0868 - logits_profile_predictions_loss: 596.9867 - logcount_predictions_loss: 0.1824 2/2556 [..............................] - ETA: 6:00 - loss: 607.5890 - logits_profile_predictions_loss: 604.2483 - logcount_predictions_loss: 0.1965 3/2556 [..............................] - ETA: 5:59 - loss: 602.6062 - logits_profile_predictions_loss: 599.1249 - logcount_predictions_loss: 0.2048 4/2556 [..............................] - ETA: 5:58 - loss: 602.2210 - logits_profile_predictions_loss: 598.5955 - logcount_predictions_loss: 0.2133 5/2556 [..............................] - ETA: 5:57 - loss: 605.0131 - logits_profile_predictions_loss: 601.2701 - logcount_predictions_loss: 0.2202 6/2556 [..............................] - ETA: 5:58 - loss: 608.8721 - logits_profile_predictions_loss: 605.0141 - 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[..............................] - ETA: 5:56 - loss: 633.5178 - logits_profile_predictions_loss: 628.7044 - logcount_predictions_loss: 0.2831 21/2556 [..............................] - ETA: 5:56 - loss: 633.8640 - logits_profile_predictions_loss: 629.0303 - logcount_predictions_loss: 0.2843 22/2556 [..............................] - ETA: 5:56 - loss: 634.0648 - logits_profile_predictions_loss: 629.2170 - logcount_predictions_loss: 0.2852 23/2556 [..............................] - ETA: 5:55 - loss: 634.3270 - logits_profile_predictions_loss: 629.4666 - logcount_predictions_loss: 0.2859 24/2556 [..............................] - ETA: 5:55 - loss: 634.5718 - logits_profile_predictions_loss: 629.7001 - logcount_predictions_loss: 0.2866 25/2556 [..............................] - ETA: 5:55 - loss: 634.9601 - logits_profile_predictions_loss: 630.0800 - logcount_predictions_loss: 0.2871 26/2556 [..............................] - ETA: 5:55 - loss: 635.2998 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:51 - loss: 640.4712 - logits_profile_predictions_loss: 635.5243 - logcount_predictions_loss: 0.2910 54/2556 [..............................] - ETA: 5:51 - loss: 640.5630 - logits_profile_predictions_loss: 635.6146 - logcount_predictions_loss: 0.2911 55/2556 [..............................] - ETA: 5:50 - loss: 640.6923 - logits_profile_predictions_loss: 635.7425 - logcount_predictions_loss: 0.2912 56/2556 [..............................] - ETA: 5:50 - loss: 640.8059 - logits_profile_predictions_loss: 635.8550 - logcount_predictions_loss: 0.2912 57/2556 [..............................] - ETA: 5:50 - loss: 640.9277 - logits_profile_predictions_loss: 635.9763 - logcount_predictions_loss: 0.2913 58/2556 [..............................] - ETA: 5:50 - loss: 641.0455 - logits_profile_predictions_loss: 636.0938 - logcount_predictions_loss: 0.2913 59/2556 [..............................] - ETA: 5:50 - loss: 641.1541 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:46 - loss: 642.7151 - logits_profile_predictions_loss: 637.7911 - logcount_predictions_loss: 0.2896 87/2556 [>.............................] - ETA: 5:46 - loss: 642.7537 - logits_profile_predictions_loss: 637.8311 - logcount_predictions_loss: 0.2896 88/2556 [>.............................] - ETA: 5:46 - loss: 642.7921 - logits_profile_predictions_loss: 637.8710 - logcount_predictions_loss: 0.2895 89/2556 [>.............................] - ETA: 5:46 - loss: 642.8335 - logits_profile_predictions_loss: 637.9140 - logcount_predictions_loss: 0.2894 90/2556 [>.............................] - ETA: 5:45 - loss: 642.8760 - logits_profile_predictions_loss: 637.9579 - logcount_predictions_loss: 0.2893 91/2556 [>.............................] - ETA: 5:45 - loss: 642.9146 - logits_profile_predictions_loss: 637.9979 - logcount_predictions_loss: 0.2892 92/2556 [>.............................] - ETA: 5:45 - loss: 642.9521 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 637.7382 - logits_profile_predictions_loss: 632.7434 - logcount_predictions_loss: 0.2938 2552/2556 [============================>.] - ETA: 0s - loss: 637.7368 - logits_profile_predictions_loss: 632.7421 - logcount_predictions_loss: 0.2938 2553/2556 [============================>.] - ETA: 0s - loss: 637.7355 - logits_profile_predictions_loss: 632.7408 - logcount_predictions_loss: 0.2938 2554/2556 [============================>.] - ETA: 0s - loss: 637.7342 - logits_profile_predictions_loss: 632.7395 - logcount_predictions_loss: 0.2938 2555/2556 [============================>.] - ETA: 0s - loss: 637.7328 - logits_profile_predictions_loss: 632.7382 - logcount_predictions_loss: 0.2938 2556/2556 [==============================] - ETA: 0s - loss: 637.7315 - logits_profile_predictions_loss: 632.7368 - logcount_predictions_loss: 0.2938 2556/2556 [==============================] - 373s 146ms/step - loss: 637.7301 - logits_profile_predictions_loss: 632.7355 - logcount_predictions_loss: 0.2938 - val_loss: 681.1867 - val_logits_profile_predictions_loss: 677.0410 - val_logcount_predictions_loss: 0.2439 Epoch 00002: val_loss improved from 692.08777 to 681.18671, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 3/50 1/2556 [..............................] - ETA: 7:09 - loss: 634.8331 - logits_profile_predictions_loss: 630.3926 - logcount_predictions_loss: 0.2612 2/2556 [..............................] - ETA: 6:17 - loss: 662.5769 - logits_profile_predictions_loss: 658.1013 - logcount_predictions_loss: 0.2633 3/2556 [..............................] - ETA: 6:06 - loss: 656.8303 - logits_profile_predictions_loss: 652.3060 - logcount_predictions_loss: 0.2661 4/2556 [..............................] - ETA: 6:03 - loss: 648.3406 - logits_profile_predictions_loss: 643.8278 - logcount_predictions_loss: 0.2655 5/2556 [..............................] - ETA: 6:01 - loss: 647.1401 - logits_profile_predictions_loss: 642.6889 - logcount_predictions_loss: 0.2618 6/2556 [..............................] - ETA: 5:59 - loss: 644.4229 - logits_profile_predictions_loss: 640.0348 - logcount_predictions_loss: 0.2581 7/2556 [..............................] - ETA: 5:59 - loss: 642.1238 - logits_profile_predictions_loss: 637.8024 - logcount_predictions_loss: 0.2542 8/2556 [..............................] - ETA: 5:58 - loss: 639.1927 - logits_profile_predictions_loss: 634.9299 - logcount_predictions_loss: 0.2508 9/2556 [..............................] - ETA: 5:57 - loss: 637.3979 - logits_profile_predictions_loss: 633.1836 - logcount_predictions_loss: 0.2479 10/2556 [..............................] - ETA: 5:57 - loss: 636.0473 - logits_profile_predictions_loss: 631.8840 - logcount_predictions_loss: 0.2449 11/2556 [..............................] - ETA: 5:57 - loss: 635.0467 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 627.4526 - logits_profile_predictions_loss: 622.9833 - logcount_predictions_loss: 0.2629 2550/2556 [============================>.] - ETA: 0s - loss: 627.4532 - logits_profile_predictions_loss: 622.9838 - logcount_predictions_loss: 0.2629 2551/2556 [============================>.] - ETA: 0s - loss: 627.4538 - logits_profile_predictions_loss: 622.9844 - logcount_predictions_loss: 0.2629 2552/2556 [============================>.] - ETA: 0s - loss: 627.4543 - logits_profile_predictions_loss: 622.9849 - logcount_predictions_loss: 0.2629 2553/2556 [============================>.] - ETA: 0s - loss: 627.4549 - logits_profile_predictions_loss: 622.9855 - logcount_predictions_loss: 0.2629 2554/2556 [============================>.] - ETA: 0s - loss: 627.4554 - logits_profile_predictions_loss: 622.9861 - logcount_predictions_loss: 0.2629 2555/2556 [============================>.] - ETA: 0s - loss: 627.4560 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 629.6356 - logcount_predictions_loss: 0.2568 169/2556 [>.............................] - ETA: 5:33 - loss: 634.0026 - logits_profile_predictions_loss: 629.6385 - logcount_predictions_loss: 0.2567 170/2556 [>.............................] - ETA: 5:33 - loss: 634.0038 - logits_profile_predictions_loss: 629.6404 - logcount_predictions_loss: 0.2567 171/2556 [=>............................] - ETA: 5:33 - loss: 634.0054 - logits_profile_predictions_loss: 629.6428 - logcount_predictions_loss: 0.2566 172/2556 [=>............................] - ETA: 5:33 - loss: 634.0066 - logits_profile_predictions_loss: 629.6447 - logcount_predictions_loss: 0.2566 173/2556 [=>............................] - ETA: 5:33 - loss: 634.0067 - logits_profile_predictions_loss: 629.6456 - logcount_predictions_loss: 0.2565 174/2556 [=>............................] - ETA: 5:32 - loss: 634.0075 - logits_profile_predictions_loss: 629.6471 - logcount_predictions_loss: 0.2565 175/2556 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logits_profile_predictions_loss: 629.6390 - logcount_predictions_loss: 0.2562 182/2556 [=>............................] - ETA: 5:31 - loss: 633.9912 - logits_profile_predictions_loss: 629.6369 - logcount_predictions_loss: 0.2561 183/2556 [=>............................] - ETA: 5:31 - loss: 633.9874 - logits_profile_predictions_loss: 629.6338 - logcount_predictions_loss: 0.2561 184/2556 [=>............................] - ETA: 5:31 - loss: 633.9847 - logits_profile_predictions_loss: 629.6318 - logcount_predictions_loss: 0.2561 185/2556 [=>............................] - ETA: 5:31 - loss: 633.9841 - logits_profile_predictions_loss: 629.6319 - logcount_predictions_loss: 0.2560 186/2556 [=>............................] - ETA: 5:31 - loss: 633.9849 - logits_profile_predictions_loss: 629.6334 - logcount_predictions_loss: 0.2560 187/2556 [=>............................] - ETA: 5:31 - loss: 633.9850 - logits_profile_predictions_loss: 629.6343 - logcount_predictions_loss: 0.2559 188/2556 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logits_profile_predictions_loss: 629.6387 - logcount_predictions_loss: 0.2556 195/2556 [=>............................] - ETA: 5:29 - loss: 633.9846 - logits_profile_predictions_loss: 629.6400 - logcount_predictions_loss: 0.2556 196/2556 [=>............................] - ETA: 5:29 - loss: 633.9859 - logits_profile_predictions_loss: 629.6421 - logcount_predictions_loss: 0.2555 197/2556 [=>............................] - ETA: 5:29 - loss: 633.9873 - logits_profile_predictions_loss: 629.6442 - logcount_predictions_loss: 0.2555 198/2556 [=>............................] - ETA: 5:29 - loss: 633.9868 - logits_profile_predictions_loss: 629.6444 - logcount_predictions_loss: 0.2554 199/2556 [=>............................] - ETA: 5:29 - loss: 633.9848 - logits_profile_predictions_loss: 629.6432 - logcount_predictions_loss: 0.2554 200/2556 [=>............................] - ETA: 5:29 - loss: 633.9855 - logits_profile_predictions_loss: 629.6446 - logcount_predictions_loss: 0.2553 201/2556 [=>............................] - ETA: 5:29 - loss: 633.9869 - logits_profile_predictions_loss: 629.6468 - logcount_predictions_loss: 0.2553 202/2556 [=>............................] - ETA: 5:28 - loss: 633.9869 - logits_profile_predictions_loss: 629.6475 - logcount_predictions_loss: 0.2553 203/2556 [=>............................] - ETA: 5:28 - loss: 633.9862 - logits_profile_predictions_loss: 629.6474 - logcount_predictions_loss: 0.2552 204/2556 [=>............................] - ETA: 5:28 - loss: 633.9850 - logits_profile_predictions_loss: 629.6469 - logcount_predictions_loss: 0.2552 205/2556 [=>............................] - ETA: 5:28 - loss: 633.9841 - logits_profile_predictions_loss: 629.6466 - logcount_predictions_loss: 0.2551 206/2556 [=>............................] - ETA: 5:28 - loss: 633.9827 - logits_profile_predictions_loss: 629.6459 - logcount_predictions_loss: 0.2551 207/2556 [=>............................] - ETA: 5:28 - loss: 633.9789 - 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[=>............................] - ETA: 5:27 - loss: 633.9646 - logits_profile_predictions_loss: 629.6323 - logcount_predictions_loss: 0.2548 215/2556 [=>............................] - ETA: 5:27 - loss: 633.9631 - logits_profile_predictions_loss: 629.6313 - logcount_predictions_loss: 0.2548 216/2556 [=>............................] - ETA: 5:26 - loss: 633.9620 - logits_profile_predictions_loss: 629.6307 - logcount_predictions_loss: 0.2548 217/2556 [=>............................] - ETA: 5:26 - loss: 633.9598 - logits_profile_predictions_loss: 629.6289 - logcount_predictions_loss: 0.2548 218/2556 [=>............................] - ETA: 5:26 - loss: 633.9557 - logits_profile_predictions_loss: 629.6252 - logcount_predictions_loss: 0.2547 219/2556 [=>............................] - ETA: 5:26 - loss: 633.9501 - logits_profile_predictions_loss: 629.6199 - logcount_predictions_loss: 0.2547 220/2556 [=>............................] - ETA: 5:26 - loss: 633.9453 - 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[=>............................] - ETA: 5:25 - loss: 633.9200 - logits_profile_predictions_loss: 629.5924 - logcount_predictions_loss: 0.2546 228/2556 [=>............................] - ETA: 5:25 - loss: 633.9155 - logits_profile_predictions_loss: 629.5882 - logcount_predictions_loss: 0.2545 229/2556 [=>............................] - ETA: 5:25 - loss: 633.9103 - logits_profile_predictions_loss: 629.5833 - logcount_predictions_loss: 0.2545 230/2556 [=>............................] - ETA: 5:24 - loss: 633.9051 - logits_profile_predictions_loss: 629.5784 - logcount_predictions_loss: 0.2545 231/2556 [=>............................] - ETA: 5:24 - loss: 633.9003 - logits_profile_predictions_loss: 629.5739 - logcount_predictions_loss: 0.2545 232/2556 [=>............................] - ETA: 5:24 - loss: 633.8955 - logits_profile_predictions_loss: 629.5694 - logcount_predictions_loss: 0.2545 233/2556 [=>............................] - ETA: 5:24 - loss: 633.8912 - 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[====>.........................] - ETA: 4:50 - loss: 631.6272 - logits_profile_predictions_loss: 627.3135 - logcount_predictions_loss: 0.2538 475/2556 [====>.........................] - ETA: 4:50 - loss: 631.6183 - logits_profile_predictions_loss: 627.3047 - logcount_predictions_loss: 0.2538 476/2556 [====>.........................] - ETA: 4:50 - loss: 631.6096 - logits_profile_predictions_loss: 627.2959 - logcount_predictions_loss: 0.2538 477/2556 [====>.........................] - ETA: 4:50 - loss: 631.6008 - logits_profile_predictions_loss: 627.2871 - logcount_predictions_loss: 0.2538 478/2556 [====>.........................] - ETA: 4:50 - loss: 631.5921 - logits_profile_predictions_loss: 627.2784 - logcount_predictions_loss: 0.2538 479/2556 [====>.........................] - ETA: 4:50 - loss: 631.5835 - logits_profile_predictions_loss: 627.2697 - logcount_predictions_loss: 0.2538 480/2556 [====>.........................] - ETA: 4:49 - loss: 631.5745 - 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[====>.........................] - ETA: 4:49 - loss: 631.5106 - logits_profile_predictions_loss: 627.1968 - logcount_predictions_loss: 0.2538 488/2556 [====>.........................] - ETA: 4:48 - loss: 631.5017 - logits_profile_predictions_loss: 627.1879 - logcount_predictions_loss: 0.2538 489/2556 [====>.........................] - ETA: 4:48 - loss: 631.4925 - logits_profile_predictions_loss: 627.1787 - logcount_predictions_loss: 0.2538 490/2556 [====>.........................] - ETA: 4:48 - loss: 631.4836 - logits_profile_predictions_loss: 627.1698 - logcount_predictions_loss: 0.2538 491/2556 [====>.........................] - ETA: 4:48 - loss: 631.4749 - logits_profile_predictions_loss: 627.1611 - logcount_predictions_loss: 0.2538 492/2556 [====>.........................] - ETA: 4:48 - loss: 631.4664 - logits_profile_predictions_loss: 627.1525 - logcount_predictions_loss: 0.2538 493/2556 [====>.........................] - ETA: 4:48 - loss: 631.4578 - 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[====>.........................] - ETA: 4:47 - loss: 631.3953 - logits_profile_predictions_loss: 627.0815 - logcount_predictions_loss: 0.2538 501/2556 [====>.........................] - ETA: 4:47 - loss: 631.3861 - logits_profile_predictions_loss: 627.0723 - logcount_predictions_loss: 0.2538 502/2556 [====>.........................] - ETA: 4:46 - loss: 631.3767 - logits_profile_predictions_loss: 627.0630 - logcount_predictions_loss: 0.2538 503/2556 [====>.........................] - ETA: 4:46 - loss: 631.3676 - logits_profile_predictions_loss: 627.0538 - logcount_predictions_loss: 0.2538 504/2556 [====>.........................] - ETA: 4:46 - loss: 631.3584 - logits_profile_predictions_loss: 627.0447 - logcount_predictions_loss: 0.2538 505/2556 [====>.........................] - ETA: 4:46 - loss: 631.3490 - logits_profile_predictions_loss: 627.0353 - logcount_predictions_loss: 0.2538 506/2556 [====>.........................] - ETA: 4:46 - loss: 631.3395 - 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[=====>........................] - ETA: 4:43 - loss: 631.1614 - logits_profile_predictions_loss: 626.8468 - logcount_predictions_loss: 0.2538 527/2556 [=====>........................] - ETA: 4:43 - loss: 631.1521 - logits_profile_predictions_loss: 626.8375 - logcount_predictions_loss: 0.2538 528/2556 [=====>........................] - ETA: 4:43 - loss: 631.1429 - logits_profile_predictions_loss: 626.8282 - logcount_predictions_loss: 0.2538 529/2556 [=====>........................] - ETA: 4:43 - loss: 631.1334 - logits_profile_predictions_loss: 626.8187 - logcount_predictions_loss: 0.2538 530/2556 [=====>........................] - ETA: 4:43 - loss: 631.1239 - logits_profile_predictions_loss: 626.8091 - logcount_predictions_loss: 0.2538 531/2556 [=====>........................] - ETA: 4:42 - loss: 631.1146 - logits_profile_predictions_loss: 626.7998 - logcount_predictions_loss: 0.2538 532/2556 [=====>........................] - ETA: 4:42 - loss: 631.1053 - 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[============================>.] - ETA: 0s - loss: 626.8625 - logits_profile_predictions_loss: 622.6286 - logcount_predictions_loss: 0.2490 2556/2556 [==============================] - ETA: 0s - loss: 626.8621 - logits_profile_predictions_loss: 622.6282 - logcount_predictions_loss: 0.2490 2556/2556 [==============================] - 373s 146ms/step - loss: 626.8617 - logits_profile_predictions_loss: 622.6278 - logcount_predictions_loss: 0.2490 - val_loss: 679.8380 - val_logits_profile_predictions_loss: 675.7667 - val_logcount_predictions_loss: 0.2395 Epoch 00004: val_loss improved from 681.18671 to 679.83795, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 5/50 1/2556 [..............................] - ETA: 7:26 - loss: 630.5020 - logits_profile_predictions_loss: 620.5154 - logcount_predictions_loss: 0.5874 2/2556 [..............................] - ETA: 6:25 - loss: 620.7609 - 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[..............................] - ETA: 6:00 - loss: 617.5151 - logits_profile_predictions_loss: 611.5490 - logcount_predictions_loss: 0.3509 10/2556 [..............................] - ETA: 5:59 - loss: 617.9790 - logits_profile_predictions_loss: 612.1466 - logcount_predictions_loss: 0.3431 11/2556 [..............................] - ETA: 5:59 - loss: 617.8026 - logits_profile_predictions_loss: 612.0819 - logcount_predictions_loss: 0.3365 12/2556 [..............................] - ETA: 5:58 - loss: 617.1945 - logits_profile_predictions_loss: 611.5837 - logcount_predictions_loss: 0.3300 13/2556 [..............................] - ETA: 5:58 - loss: 616.3883 - logits_profile_predictions_loss: 610.8810 - logcount_predictions_loss: 0.3240 14/2556 [..............................] - ETA: 5:58 - loss: 615.1763 - logits_profile_predictions_loss: 609.7612 - logcount_predictions_loss: 0.3185 15/2556 [..............................] - ETA: 5:58 - loss: 614.3494 - logits_profile_predictions_loss: 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[============================>.] - ETA: 5s - loss: 623.2820 - logits_profile_predictions_loss: 619.1847 - logcount_predictions_loss: 0.2410 2521/2556 [============================>.] - ETA: 4s - loss: 623.2824 - logits_profile_predictions_loss: 619.1851 - logcount_predictions_loss: 0.2410 2522/2556 [============================>.] - ETA: 4s - loss: 623.2828 - logits_profile_predictions_loss: 619.1855 - logcount_predictions_loss: 0.2410 2523/2556 [============================>.] - ETA: 4s - loss: 623.2832 - logits_profile_predictions_loss: 619.1859 - logcount_predictions_loss: 0.2410 2524/2556 [============================>.] - ETA: 4s - loss: 623.2835 - logits_profile_predictions_loss: 619.1863 - logcount_predictions_loss: 0.2410 2525/2556 [============================>.] - ETA: 4s - loss: 623.2839 - logits_profile_predictions_loss: 619.1867 - logcount_predictions_loss: 0.2410 2526/2556 [============================>.] - ETA: 4s - loss: 623.2843 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 623.2932 - logits_profile_predictions_loss: 619.1966 - logcount_predictions_loss: 0.2410 2554/2556 [============================>.] - ETA: 0s - loss: 623.2935 - logits_profile_predictions_loss: 619.1970 - logcount_predictions_loss: 0.2410 2555/2556 [============================>.] - ETA: 0s - loss: 623.2938 - logits_profile_predictions_loss: 619.1973 - logcount_predictions_loss: 0.2410 2556/2556 [==============================] - ETA: 0s - loss: 623.2941 - logits_profile_predictions_loss: 619.1977 - logcount_predictions_loss: 0.2410 2556/2556 [==============================] - 373s 146ms/step - loss: 623.2945 - logits_profile_predictions_loss: 619.1980 - logcount_predictions_loss: 0.2410 - val_loss: 679.6829 - val_logits_profile_predictions_loss: 675.8688 - val_logcount_predictions_loss: 0.2244 Epoch 00005: val_loss improved from 679.83795 to 679.68292, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 6/50 1/2556 [..............................] - ETA: 7:09 - loss: 692.9244 - logits_profile_predictions_loss: 688.5629 - logcount_predictions_loss: 0.2566 2/2556 [..............................] - ETA: 5:58 - loss: 693.4060 - logits_profile_predictions_loss: 689.3374 - logcount_predictions_loss: 0.2393 3/2556 [..............................] - ETA: 5:57 - loss: 686.4583 - logits_profile_predictions_loss: 682.4597 - logcount_predictions_loss: 0.2352 4/2556 [..............................] - ETA: 5:57 - loss: 679.0700 - logits_profile_predictions_loss: 675.0792 - logcount_predictions_loss: 0.2347 5/2556 [..............................] - ETA: 5:57 - loss: 676.3784 - logits_profile_predictions_loss: 672.4319 - logcount_predictions_loss: 0.2321 6/2556 [..............................] - ETA: 5:57 - loss: 673.4247 - logits_profile_predictions_loss: 669.3597 - 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- logits_profile_predictions_loss: 655.6760 - logcount_predictions_loss: 0.2447 14/2556 [..............................] - ETA: 5:55 - loss: 658.1387 - logits_profile_predictions_loss: 653.9926 - logcount_predictions_loss: 0.2439 15/2556 [..............................] - ETA: 5:55 - loss: 656.6038 - logits_profile_predictions_loss: 652.4731 - logcount_predictions_loss: 0.2430 16/2556 [..............................] - ETA: 5:55 - loss: 655.1845 - logits_profile_predictions_loss: 651.0648 - logcount_predictions_loss: 0.2423 17/2556 [..............................] - ETA: 5:54 - loss: 653.8366 - logits_profile_predictions_loss: 649.7270 - logcount_predictions_loss: 0.2417 18/2556 [..............................] - ETA: 5:54 - loss: 652.4977 - logits_profile_predictions_loss: 648.4003 - logcount_predictions_loss: 0.2410 19/2556 [..............................] - ETA: 5:54 - loss: 651.1636 - logits_profile_predictions_loss: 647.0778 - logcount_predictions_loss: 0.2403 20/2556 [..............................] - ETA: 5:54 - loss: 649.8884 - logits_profile_predictions_loss: 645.8125 - logcount_predictions_loss: 0.2398 21/2556 [..............................] - ETA: 5:54 - loss: 648.8076 - logits_profile_predictions_loss: 644.7423 - logcount_predictions_loss: 0.2391 22/2556 [..............................] - ETA: 5:54 - loss: 647.6477 - logits_profile_predictions_loss: 643.5943 - logcount_predictions_loss: 0.2384 23/2556 [..............................] - ETA: 5:54 - loss: 646.6439 - logits_profile_predictions_loss: 642.6038 - logcount_predictions_loss: 0.2377 24/2556 [..............................] - ETA: 5:53 - loss: 645.5813 - logits_profile_predictions_loss: 641.5557 - logcount_predictions_loss: 0.2368 25/2556 [..............................] - ETA: 5:53 - loss: 644.6507 - logits_profile_predictions_loss: 640.6355 - logcount_predictions_loss: 0.2362 26/2556 [..............................] - ETA: 5:53 - loss: 643.8574 - logits_profile_predictions_loss: 639.8525 - logcount_predictions_loss: 0.2356 27/2556 [..............................] - ETA: 5:53 - loss: 643.1390 - logits_profile_predictions_loss: 639.1384 - logcount_predictions_loss: 0.2353 28/2556 [..............................] - ETA: 5:53 - loss: 642.5092 - logits_profile_predictions_loss: 638.5110 - logcount_predictions_loss: 0.2352 29/2556 [..............................] - ETA: 5:53 - loss: 641.9218 - logits_profile_predictions_loss: 637.9272 - logcount_predictions_loss: 0.2350 30/2556 [..............................] - ETA: 5:53 - loss: 641.4696 - logits_profile_predictions_loss: 637.4793 - logcount_predictions_loss: 0.2347 31/2556 [..............................] - ETA: 5:52 - loss: 641.0636 - logits_profile_predictions_loss: 637.0774 - logcount_predictions_loss: 0.2345 32/2556 [..............................] - ETA: 5:52 - loss: 640.6333 - logits_profile_predictions_loss: 636.6466 - logcount_predictions_loss: 0.2345 33/2556 [..............................] - ETA: 5:52 - 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[..............................] - ETA: 5:50 - loss: 634.1584 - logits_profile_predictions_loss: 630.1392 - logcount_predictions_loss: 0.2364 54/2556 [..............................] - ETA: 5:49 - loss: 633.9509 - logits_profile_predictions_loss: 629.9300 - logcount_predictions_loss: 0.2365 55/2556 [..............................] - ETA: 5:49 - loss: 633.7644 - logits_profile_predictions_loss: 629.7423 - logcount_predictions_loss: 0.2366 56/2556 [..............................] - ETA: 5:49 - loss: 633.6194 - logits_profile_predictions_loss: 629.5959 - logcount_predictions_loss: 0.2367 57/2556 [..............................] - ETA: 5:49 - loss: 633.4716 - logits_profile_predictions_loss: 629.4448 - logcount_predictions_loss: 0.2369 58/2556 [..............................] - ETA: 5:49 - loss: 633.3196 - logits_profile_predictions_loss: 629.2893 - logcount_predictions_loss: 0.2371 59/2556 [..............................] - ETA: 5:49 - loss: 633.1765 - logits_profile_predictions_loss: 629.1426 - logcount_predictions_loss: 0.2373 60/2556 [..............................] - ETA: 5:49 - loss: 633.0488 - logits_profile_predictions_loss: 629.0109 - logcount_predictions_loss: 0.2375 61/2556 [..............................] - ETA: 5:48 - loss: 632.9030 - logits_profile_predictions_loss: 628.8617 - logcount_predictions_loss: 0.2377 62/2556 [..............................] - ETA: 5:48 - loss: 632.7583 - logits_profile_predictions_loss: 628.7132 - logcount_predictions_loss: 0.2380 63/2556 [..............................] - ETA: 5:48 - loss: 632.6126 - logits_profile_predictions_loss: 628.5638 - logcount_predictions_loss: 0.2382 64/2556 [..............................] - ETA: 5:48 - loss: 632.4563 - logits_profile_predictions_loss: 628.4039 - logcount_predictions_loss: 0.2384 65/2556 [..............................] - ETA: 5:48 - loss: 632.2928 - logits_profile_predictions_loss: 628.2368 - logcount_predictions_loss: 0.2386 66/2556 [..............................] - ETA: 5:48 - 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[============================>.] - ETA: 0s - loss: 622.2119 - logits_profile_predictions_loss: 618.2129 - logcount_predictions_loss: 0.2352 2552/2556 [============================>.] - ETA: 0s - loss: 622.2119 - logits_profile_predictions_loss: 618.2129 - logcount_predictions_loss: 0.2352 2553/2556 [============================>.] - ETA: 0s - loss: 622.2119 - logits_profile_predictions_loss: 618.2129 - logcount_predictions_loss: 0.2352 2554/2556 [============================>.] - ETA: 0s - loss: 622.2119 - logits_profile_predictions_loss: 618.2129 - logcount_predictions_loss: 0.2352 2555/2556 [============================>.] - ETA: 0s - loss: 622.2119 - logits_profile_predictions_loss: 618.2129 - logcount_predictions_loss: 0.2352 2556/2556 [==============================] - ETA: 0s - loss: 622.2119 - logits_profile_predictions_loss: 618.2130 - logcount_predictions_loss: 0.2352 2556/2556 [==============================] - 373s 146ms/step - loss: 622.2119 - 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[..............................] - ETA: 5:58 - loss: 607.2145 - logits_profile_predictions_loss: 603.4276 - logcount_predictions_loss: 0.2228 6/2556 [..............................] - ETA: 5:58 - loss: 602.8001 - logits_profile_predictions_loss: 599.0229 - logcount_predictions_loss: 0.2222 7/2556 [..............................] - ETA: 5:58 - loss: 602.9321 - logits_profile_predictions_loss: 599.1246 - logcount_predictions_loss: 0.2240 8/2556 [..............................] - ETA: 5:58 - loss: 603.6780 - logits_profile_predictions_loss: 599.8100 - logcount_predictions_loss: 0.2275 9/2556 [..............................] - ETA: 5:58 - loss: 603.4604 - logits_profile_predictions_loss: 599.5514 - logcount_predictions_loss: 0.2299 10/2556 [..............................] - ETA: 5:57 - loss: 603.1382 - logits_profile_predictions_loss: 599.1927 - logcount_predictions_loss: 0.2321 11/2556 [..............................] - ETA: 5:57 - loss: 602.8154 - logits_profile_predictions_loss: 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25/2556 [..............................] - ETA: 5:54 - loss: 603.7489 - logits_profile_predictions_loss: 599.6095 - logcount_predictions_loss: 0.2435 26/2556 [..............................] - ETA: 5:54 - loss: 603.6093 - logits_profile_predictions_loss: 599.4720 - logcount_predictions_loss: 0.2434 27/2556 [..............................] - ETA: 5:54 - loss: 603.6053 - logits_profile_predictions_loss: 599.4701 - logcount_predictions_loss: 0.2432 28/2556 [..............................] - ETA: 5:54 - loss: 603.5965 - logits_profile_predictions_loss: 599.4593 - logcount_predictions_loss: 0.2434 29/2556 [..............................] - ETA: 5:54 - loss: 603.6782 - logits_profile_predictions_loss: 599.5404 - logcount_predictions_loss: 0.2434 30/2556 [..............................] - ETA: 5:54 - loss: 603.6828 - logits_profile_predictions_loss: 599.5420 - logcount_predictions_loss: 0.2436 31/2556 [..............................] - ETA: 5:53 - loss: 603.6132 - 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[..............................] - ETA: 5:52 - loss: 604.1577 - logits_profile_predictions_loss: 600.0178 - logcount_predictions_loss: 0.2435 39/2556 [..............................] - ETA: 5:52 - loss: 604.2733 - logits_profile_predictions_loss: 600.1339 - logcount_predictions_loss: 0.2435 40/2556 [..............................] - ETA: 5:52 - loss: 604.3429 - logits_profile_predictions_loss: 600.2042 - logcount_predictions_loss: 0.2435 41/2556 [..............................] - ETA: 5:52 - loss: 604.4641 - logits_profile_predictions_loss: 600.3259 - logcount_predictions_loss: 0.2434 42/2556 [..............................] - ETA: 5:52 - loss: 604.5670 - logits_profile_predictions_loss: 600.4289 - logcount_predictions_loss: 0.2434 43/2556 [..............................] - ETA: 5:52 - loss: 604.6792 - logits_profile_predictions_loss: 600.5414 - logcount_predictions_loss: 0.2434 44/2556 [..............................] - ETA: 5:51 - loss: 604.7610 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:48 - loss: 606.9535 - logits_profile_predictions_loss: 602.8177 - logcount_predictions_loss: 0.2433 72/2556 [..............................] - ETA: 5:48 - loss: 607.0859 - logits_profile_predictions_loss: 602.9492 - logcount_predictions_loss: 0.2433 73/2556 [..............................] - ETA: 5:47 - loss: 607.2022 - logits_profile_predictions_loss: 603.0650 - logcount_predictions_loss: 0.2434 74/2556 [..............................] - ETA: 5:47 - loss: 607.3052 - logits_profile_predictions_loss: 603.1667 - logcount_predictions_loss: 0.2434 75/2556 [..............................] - ETA: 5:47 - loss: 607.4028 - logits_profile_predictions_loss: 603.2636 - logcount_predictions_loss: 0.2435 76/2556 [..............................] - ETA: 5:47 - loss: 607.5012 - logits_profile_predictions_loss: 603.3611 - logcount_predictions_loss: 0.2435 77/2556 [..............................] - ETA: 5:47 - loss: 607.6131 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 617.2688 - logits_profile_predictions_loss: 613.3724 - logcount_predictions_loss: 0.2292 2550/2556 [============================>.] - ETA: 0s - loss: 617.2699 - logits_profile_predictions_loss: 613.3734 - logcount_predictions_loss: 0.2292 2551/2556 [============================>.] - ETA: 0s - loss: 617.2709 - logits_profile_predictions_loss: 613.3745 - logcount_predictions_loss: 0.2292 2552/2556 [============================>.] - ETA: 0s - loss: 617.2719 - logits_profile_predictions_loss: 613.3755 - logcount_predictions_loss: 0.2292 2553/2556 [============================>.] - ETA: 0s - loss: 617.2729 - logits_profile_predictions_loss: 613.3765 - logcount_predictions_loss: 0.2292 2554/2556 [============================>.] - ETA: 0s - loss: 617.2739 - logits_profile_predictions_loss: 613.3775 - logcount_predictions_loss: 0.2292 2555/2556 [============================>.] - ETA: 0s - loss: 617.2749 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:57 - loss: 594.1510 - logits_profile_predictions_loss: 590.5953 - logcount_predictions_loss: 0.2092 5/2556 [..............................] - ETA: 5:58 - loss: 597.7310 - logits_profile_predictions_loss: 594.0157 - logcount_predictions_loss: 0.2185 6/2556 [..............................] - ETA: 5:58 - loss: 597.4343 - logits_profile_predictions_loss: 593.5261 - logcount_predictions_loss: 0.2299 7/2556 [..............................] - ETA: 5:57 - loss: 597.3856 - logits_profile_predictions_loss: 593.3715 - logcount_predictions_loss: 0.2361 8/2556 [..............................] - ETA: 5:57 - loss: 598.6641 - logits_profile_predictions_loss: 594.5985 - logcount_predictions_loss: 0.2392 9/2556 [..............................] - ETA: 5:57 - loss: 599.9885 - logits_profile_predictions_loss: 595.8869 - logcount_predictions_loss: 0.2413 10/2556 [..............................] - ETA: 5:57 - loss: 601.0195 - logits_profile_predictions_loss: 596.8961 - logcount_predictions_loss: 0.2426 11/2556 [..............................] - ETA: 5:57 - loss: 602.1561 - logits_profile_predictions_loss: 598.0123 - logcount_predictions_loss: 0.2438 12/2556 [..............................] - ETA: 5:57 - loss: 602.8282 - logits_profile_predictions_loss: 598.6821 - logcount_predictions_loss: 0.2439 13/2556 [..............................] - ETA: 5:57 - loss: 603.5149 - logits_profile_predictions_loss: 599.3755 - logcount_predictions_loss: 0.2435 14/2556 [..............................] - ETA: 5:57 - loss: 604.3306 - logits_profile_predictions_loss: 600.1881 - logcount_predictions_loss: 0.2437 15/2556 [..............................] - ETA: 5:56 - loss: 604.8555 - logits_profile_predictions_loss: 600.7127 - logcount_predictions_loss: 0.2437 16/2556 [..............................] - ETA: 5:56 - loss: 605.1559 - logits_profile_predictions_loss: 601.0067 - logcount_predictions_loss: 0.2441 17/2556 [..............................] - ETA: 5:56 - loss: 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[..............................] - ETA: 5:55 - loss: 606.4411 - logits_profile_predictions_loss: 602.2847 - logcount_predictions_loss: 0.2445 25/2556 [..............................] - ETA: 5:55 - loss: 606.5908 - logits_profile_predictions_loss: 602.4376 - logcount_predictions_loss: 0.2443 26/2556 [..............................] - ETA: 5:55 - loss: 606.8013 - logits_profile_predictions_loss: 602.6499 - logcount_predictions_loss: 0.2442 27/2556 [..............................] - ETA: 5:54 - loss: 606.9875 - logits_profile_predictions_loss: 602.8382 - logcount_predictions_loss: 0.2441 28/2556 [..............................] - ETA: 5:54 - loss: 607.0443 - logits_profile_predictions_loss: 602.8985 - logcount_predictions_loss: 0.2439 29/2556 [..............................] - ETA: 5:54 - loss: 607.0895 - logits_profile_predictions_loss: 602.9483 - logcount_predictions_loss: 0.2436 30/2556 [..............................] - ETA: 5:54 - loss: 607.1606 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 619.9287 - logits_profile_predictions_loss: 616.1307 - logcount_predictions_loss: 0.2234 2556/2556 [==============================] - ETA: 0s - loss: 619.9286 - logits_profile_predictions_loss: 616.1305 - logcount_predictions_loss: 0.2234 2556/2556 [==============================] - 373s 146ms/step - loss: 619.9284 - logits_profile_predictions_loss: 616.1303 - logcount_predictions_loss: 0.2234 - val_loss: 679.2003 - val_logits_profile_predictions_loss: 675.6322 - val_logcount_predictions_loss: 0.2099 Epoch 00008: val_loss did not improve from 678.42133 Epoch 9/50 1/2556 [..............................] - ETA: 7:20 - loss: 615.0934 - logits_profile_predictions_loss: 610.8416 - logcount_predictions_loss: 0.2501 2/2556 [..............................] - ETA: 6:31 - loss: 609.6331 - logits_profile_predictions_loss: 605.3835 - logcount_predictions_loss: 0.2500 3/2556 [..............................] - ETA: 6:13 - loss: 618.4328 - logits_profile_predictions_loss: 614.2039 - logcount_predictions_loss: 0.2488 4/2556 [..............................] - ETA: 6:08 - loss: 619.3443 - logits_profile_predictions_loss: 615.1495 - logcount_predictions_loss: 0.2468 5/2556 [..............................] - ETA: 6:05 - loss: 622.9587 - logits_profile_predictions_loss: 618.7924 - logcount_predictions_loss: 0.2451 6/2556 [..............................] - ETA: 6:03 - loss: 625.4659 - logits_profile_predictions_loss: 621.3584 - logcount_predictions_loss: 0.2416 7/2556 [..............................] - ETA: 6:02 - loss: 627.5883 - logits_profile_predictions_loss: 623.5255 - logcount_predictions_loss: 0.2390 8/2556 [..............................] - ETA: 6:01 - loss: 627.4238 - logits_profile_predictions_loss: 623.3862 - logcount_predictions_loss: 0.2375 9/2556 [..............................] - ETA: 6:00 - loss: 628.0191 - logits_profile_predictions_loss: 624.0042 - logcount_predictions_loss: 0.2362 10/2556 [..............................] - ETA: 5:59 - loss: 628.4353 - logits_profile_predictions_loss: 624.4388 - logcount_predictions_loss: 0.2351 11/2556 [..............................] - ETA: 5:59 - loss: 628.7158 - logits_profile_predictions_loss: 624.7461 - logcount_predictions_loss: 0.2335 12/2556 [..............................] - ETA: 5:58 - loss: 628.6551 - logits_profile_predictions_loss: 624.7078 - logcount_predictions_loss: 0.2322 13/2556 [..............................] - ETA: 5:58 - loss: 628.7232 - logits_profile_predictions_loss: 624.7914 - logcount_predictions_loss: 0.2313 14/2556 [..............................] - ETA: 5:58 - loss: 628.4180 - logits_profile_predictions_loss: 624.5034 - logcount_predictions_loss: 0.2303 15/2556 [..............................] - ETA: 5:57 - loss: 627.9379 - logits_profile_predictions_loss: 624.0398 - logcount_predictions_loss: 0.2293 16/2556 [..............................] - ETA: 5:57 - loss: 627.4343 - logits_profile_predictions_loss: 623.5514 - logcount_predictions_loss: 0.2284 17/2556 [..............................] - ETA: 5:57 - loss: 627.2931 - logits_profile_predictions_loss: 623.4171 - logcount_predictions_loss: 0.2280 18/2556 [..............................] - ETA: 5:56 - loss: 627.0037 - logits_profile_predictions_loss: 623.1308 - logcount_predictions_loss: 0.2278 19/2556 [..............................] - ETA: 5:56 - loss: 626.8251 - logits_profile_predictions_loss: 622.9573 - logcount_predictions_loss: 0.2275 20/2556 [..............................] - ETA: 5:56 - loss: 626.6610 - logits_profile_predictions_loss: 622.7969 - logcount_predictions_loss: 0.2273 21/2556 [..............................] - ETA: 5:55 - loss: 626.5152 - logits_profile_predictions_loss: 622.6546 - logcount_predictions_loss: 0.2271 22/2556 [..............................] - ETA: 5:55 - loss: 626.4472 - logits_profile_predictions_loss: 622.5882 - logcount_predictions_loss: 0.2270 23/2556 [..............................] - ETA: 5:55 - loss: 626.3254 - logits_profile_predictions_loss: 622.4701 - logcount_predictions_loss: 0.2268 24/2556 [..............................] - ETA: 5:55 - loss: 626.2342 - logits_profile_predictions_loss: 622.3834 - logcount_predictions_loss: 0.2265 25/2556 [..............................] - ETA: 5:55 - loss: 626.1521 - logits_profile_predictions_loss: 622.3059 - logcount_predictions_loss: 0.2262 26/2556 [..............................] - ETA: 5:54 - loss: 626.0376 - logits_profile_predictions_loss: 622.1924 - logcount_predictions_loss: 0.2262 27/2556 [..............................] - ETA: 5:54 - loss: 625.8884 - logits_profile_predictions_loss: 622.0431 - logcount_predictions_loss: 0.2262 28/2556 [..............................] - ETA: 5:54 - loss: 625.6265 - logits_profile_predictions_loss: 621.7827 - logcount_predictions_loss: 0.2261 29/2556 [..............................] - ETA: 5:54 - loss: 625.4380 - logits_profile_predictions_loss: 621.5973 - logcount_predictions_loss: 0.2259 30/2556 [..............................] - ETA: 5:54 - loss: 625.3296 - logits_profile_predictions_loss: 621.4938 - logcount_predictions_loss: 0.2256 31/2556 [..............................] - ETA: 5:53 - loss: 625.2533 - logits_profile_predictions_loss: 621.4232 - logcount_predictions_loss: 0.2253 32/2556 [..............................] - ETA: 5:53 - loss: 625.1630 - logits_profile_predictions_loss: 621.3385 - logcount_predictions_loss: 0.2250 33/2556 [..............................] - ETA: 5:53 - loss: 625.0877 - logits_profile_predictions_loss: 621.2688 - logcount_predictions_loss: 0.2246 34/2556 [..............................] - ETA: 5:53 - loss: 624.9842 - logits_profile_predictions_loss: 621.1710 - logcount_predictions_loss: 0.2243 35/2556 [..............................] - ETA: 5:53 - loss: 624.9445 - logits_profile_predictions_loss: 621.1375 - logcount_predictions_loss: 0.2239 36/2556 [..............................] - ETA: 5:52 - loss: 624.8860 - logits_profile_predictions_loss: 621.0850 - logcount_predictions_loss: 0.2236 37/2556 [..............................] - ETA: 5:52 - loss: 624.8446 - logits_profile_predictions_loss: 621.0500 - logcount_predictions_loss: 0.2232 38/2556 [..............................] - ETA: 5:52 - loss: 624.7898 - logits_profile_predictions_loss: 621.0003 - logcount_predictions_loss: 0.2229 39/2556 [..............................] - ETA: 5:52 - loss: 624.7620 - logits_profile_predictions_loss: 620.9777 - logcount_predictions_loss: 0.2226 40/2556 [..............................] - ETA: 5:52 - loss: 624.7542 - logits_profile_predictions_loss: 620.9748 - logcount_predictions_loss: 0.2223 41/2556 [..............................] - ETA: 5:52 - loss: 624.7823 - logits_profile_predictions_loss: 621.0080 - logcount_predictions_loss: 0.2220 42/2556 [..............................] - ETA: 5:52 - loss: 624.8282 - logits_profile_predictions_loss: 621.0584 - logcount_predictions_loss: 0.2218 43/2556 [..............................] - ETA: 5:52 - loss: 624.8491 - logits_profile_predictions_loss: 621.0832 - logcount_predictions_loss: 0.2215 44/2556 [..............................] - ETA: 5:51 - loss: 624.8326 - logits_profile_predictions_loss: 621.0698 - logcount_predictions_loss: 0.2213 45/2556 [..............................] - ETA: 5:51 - loss: 624.8189 - logits_profile_predictions_loss: 621.0594 - logcount_predictions_loss: 0.2211 46/2556 [..............................] - ETA: 5:51 - loss: 624.8142 - logits_profile_predictions_loss: 621.0583 - logcount_predictions_loss: 0.2209 47/2556 [..............................] - ETA: 5:51 - loss: 624.7719 - logits_profile_predictions_loss: 621.0199 - logcount_predictions_loss: 0.2207 48/2556 [..............................] - ETA: 5:51 - loss: 624.7139 - logits_profile_predictions_loss: 620.9643 - logcount_predictions_loss: 0.2206 49/2556 [..............................] - ETA: 5:51 - loss: 624.6810 - logits_profile_predictions_loss: 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loss: 624.2953 - logits_profile_predictions_loss: 620.5648 - logcount_predictions_loss: 0.2194 57/2556 [..............................] - ETA: 5:49 - loss: 624.2368 - logits_profile_predictions_loss: 620.5079 - logcount_predictions_loss: 0.2193 58/2556 [..............................] - ETA: 5:49 - loss: 624.2067 - logits_profile_predictions_loss: 620.4796 - logcount_predictions_loss: 0.2192 59/2556 [..............................] - ETA: 5:49 - loss: 624.1679 - logits_profile_predictions_loss: 620.4430 - logcount_predictions_loss: 0.2191 60/2556 [..............................] - ETA: 5:49 - loss: 624.1657 - logits_profile_predictions_loss: 620.4424 - logcount_predictions_loss: 0.2190 61/2556 [..............................] - ETA: 5:49 - loss: 624.1678 - logits_profile_predictions_loss: 620.4463 - logcount_predictions_loss: 0.2189 62/2556 [..............................] - ETA: 5:49 - loss: 624.1579 - logits_profile_predictions_loss: 620.4387 - logcount_predictions_loss: 0.2188 63/2556 [..............................] - ETA: 5:48 - loss: 624.1328 - logits_profile_predictions_loss: 620.4151 - logcount_predictions_loss: 0.2187 64/2556 [..............................] - ETA: 5:48 - loss: 624.1299 - logits_profile_predictions_loss: 620.4139 - logcount_predictions_loss: 0.2186 65/2556 [..............................] - ETA: 5:48 - loss: 624.1234 - logits_profile_predictions_loss: 620.4090 - logcount_predictions_loss: 0.2185 66/2556 [..............................] - ETA: 5:48 - loss: 624.1204 - logits_profile_predictions_loss: 620.4076 - logcount_predictions_loss: 0.2184 67/2556 [..............................] - ETA: 5:48 - loss: 624.1113 - logits_profile_predictions_loss: 620.4000 - logcount_predictions_loss: 0.2183 68/2556 [..............................] - ETA: 5:48 - loss: 624.0930 - logits_profile_predictions_loss: 620.3834 - logcount_predictions_loss: 0.2182 69/2556 [..............................] - ETA: 5:48 - loss: 624.0676 - logits_profile_predictions_loss: 620.3600 - logcount_predictions_loss: 0.2181 70/2556 [..............................] - ETA: 5:47 - loss: 624.0328 - logits_profile_predictions_loss: 620.3271 - logcount_predictions_loss: 0.2180 71/2556 [..............................] - ETA: 5:47 - loss: 623.9782 - logits_profile_predictions_loss: 620.2744 - logcount_predictions_loss: 0.2179 72/2556 [..............................] - ETA: 5:47 - loss: 623.9167 - logits_profile_predictions_loss: 620.2148 - logcount_predictions_loss: 0.2177 73/2556 [..............................] - ETA: 5:47 - loss: 623.8526 - logits_profile_predictions_loss: 620.1526 - logcount_predictions_loss: 0.2176 74/2556 [..............................] - ETA: 5:47 - loss: 623.7858 - logits_profile_predictions_loss: 620.0876 - logcount_predictions_loss: 0.2175 75/2556 [..............................] - ETA: 5:47 - loss: 623.7277 - logits_profile_predictions_loss: 620.0311 - logcount_predictions_loss: 0.2174 76/2556 [..............................] - ETA: 5:47 - loss: 623.6753 - logits_profile_predictions_loss: 619.9803 - logcount_predictions_loss: 0.2174 77/2556 [..............................] - ETA: 5:46 - loss: 623.6241 - logits_profile_predictions_loss: 619.9308 - logcount_predictions_loss: 0.2172 78/2556 [..............................] - ETA: 5:46 - loss: 623.5840 - logits_profile_predictions_loss: 619.8923 - logcount_predictions_loss: 0.2172 79/2556 [..............................] - ETA: 5:46 - loss: 623.5501 - logits_profile_predictions_loss: 619.8599 - logcount_predictions_loss: 0.2171 80/2556 [..............................] - ETA: 5:46 - loss: 623.5155 - logits_profile_predictions_loss: 619.8266 - logcount_predictions_loss: 0.2170 81/2556 [..............................] - ETA: 5:46 - loss: 623.4877 - logits_profile_predictions_loss: 619.7999 - logcount_predictions_loss: 0.2169 82/2556 [..............................] - ETA: 5:46 - loss: 623.4601 - logits_profile_predictions_loss: 619.7728 - logcount_predictions_loss: 0.2169 83/2556 [..............................] - ETA: 5:46 - loss: 623.4424 - logits_profile_predictions_loss: 619.7558 - logcount_predictions_loss: 0.2169 84/2556 [..............................] - ETA: 5:45 - loss: 623.4205 - logits_profile_predictions_loss: 619.7345 - logcount_predictions_loss: 0.2168 85/2556 [..............................] - ETA: 5:45 - loss: 623.3957 - logits_profile_predictions_loss: 619.7104 - logcount_predictions_loss: 0.2168 86/2556 [>.............................] - ETA: 5:45 - loss: 623.3693 - logits_profile_predictions_loss: 619.6849 - logcount_predictions_loss: 0.2167 87/2556 [>.............................] - ETA: 5:45 - loss: 623.3333 - logits_profile_predictions_loss: 619.6498 - logcount_predictions_loss: 0.2167 88/2556 [>.............................] - ETA: 5:45 - loss: 623.2936 - logits_profile_predictions_loss: 619.6109 - logcount_predictions_loss: 0.2166 89/2556 [>.............................] - ETA: 5:45 - 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logits_profile_predictions_loss: 618.8717 - logcount_predictions_loss: 0.2164 103/2556 [>.............................] - ETA: 5:43 - loss: 622.4945 - logits_profile_predictions_loss: 618.8163 - logcount_predictions_loss: 0.2164 104/2556 [>.............................] - ETA: 5:43 - loss: 622.4315 - logits_profile_predictions_loss: 618.7535 - logcount_predictions_loss: 0.2163 105/2556 [>.............................] - ETA: 5:42 - loss: 622.3746 - logits_profile_predictions_loss: 618.6969 - logcount_predictions_loss: 0.2163 106/2556 [>.............................] - ETA: 5:42 - loss: 622.3123 - logits_profile_predictions_loss: 618.6349 - logcount_predictions_loss: 0.2163 107/2556 [>.............................] - ETA: 5:42 - loss: 622.2516 - logits_profile_predictions_loss: 618.5744 - logcount_predictions_loss: 0.2163 108/2556 [>.............................] - ETA: 5:42 - loss: 622.1915 - logits_profile_predictions_loss: 618.5146 - logcount_predictions_loss: 0.2163 109/2556 [>.............................] - ETA: 5:42 - loss: 622.1331 - logits_profile_predictions_loss: 618.4565 - logcount_predictions_loss: 0.2163 110/2556 [>.............................] - ETA: 5:42 - loss: 622.0823 - logits_profile_predictions_loss: 618.4059 - logcount_predictions_loss: 0.2163 111/2556 [>.............................] - ETA: 5:42 - loss: 622.0289 - logits_profile_predictions_loss: 618.3528 - logcount_predictions_loss: 0.2162 112/2556 [>.............................] - ETA: 5:41 - loss: 621.9788 - logits_profile_predictions_loss: 618.3030 - logcount_predictions_loss: 0.2162 113/2556 [>.............................] - ETA: 5:41 - loss: 621.9274 - logits_profile_predictions_loss: 618.2519 - logcount_predictions_loss: 0.2162 114/2556 [>.............................] - ETA: 5:41 - loss: 621.8766 - logits_profile_predictions_loss: 618.2015 - logcount_predictions_loss: 0.2162 115/2556 [>.............................] - ETA: 5:41 - loss: 621.8276 - 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[>.............................] - ETA: 5:40 - loss: 621.5462 - logits_profile_predictions_loss: 617.8752 - logcount_predictions_loss: 0.2159 123/2556 [>.............................] - ETA: 5:40 - loss: 621.5119 - logits_profile_predictions_loss: 617.8414 - logcount_predictions_loss: 0.2159 124/2556 [>.............................] - ETA: 5:40 - loss: 621.4806 - logits_profile_predictions_loss: 617.8107 - logcount_predictions_loss: 0.2159 125/2556 [>.............................] - ETA: 5:40 - loss: 621.4488 - logits_profile_predictions_loss: 617.7792 - logcount_predictions_loss: 0.2158 126/2556 [>.............................] - ETA: 5:39 - loss: 621.4138 - logits_profile_predictions_loss: 617.7446 - logcount_predictions_loss: 0.2158 127/2556 [>.............................] - ETA: 5:39 - loss: 621.3812 - logits_profile_predictions_loss: 617.7124 - logcount_predictions_loss: 0.2158 128/2556 [>.............................] - ETA: 5:39 - loss: 621.3506 - 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[============================>.] - ETA: 9s - loss: 618.0813 - logits_profile_predictions_loss: 614.4399 - logcount_predictions_loss: 0.2142 2489/2556 [============================>.] - ETA: 9s - loss: 618.0810 - logits_profile_predictions_loss: 614.4396 - logcount_predictions_loss: 0.2142 2490/2556 [============================>.] - ETA: 9s - loss: 618.0808 - logits_profile_predictions_loss: 614.4394 - logcount_predictions_loss: 0.2142 2491/2556 [============================>.] - ETA: 9s - loss: 618.0805 - logits_profile_predictions_loss: 614.4391 - logcount_predictions_loss: 0.2142 2492/2556 [============================>.] - ETA: 8s - loss: 618.0802 - logits_profile_predictions_loss: 614.4388 - logcount_predictions_loss: 0.2142 2493/2556 [============================>.] - ETA: 8s - loss: 618.0800 - logits_profile_predictions_loss: 614.4385 - logcount_predictions_loss: 0.2142 2494/2556 [============================>.] - ETA: 8s - loss: 618.0797 - logits_profile_predictions_loss: 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2508/2556 [============================>.] - ETA: 6s - loss: 618.0764 - logits_profile_predictions_loss: 614.4348 - logcount_predictions_loss: 0.2142 2509/2556 [============================>.] - ETA: 6s - loss: 618.0761 - logits_profile_predictions_loss: 614.4345 - logcount_predictions_loss: 0.2142 2510/2556 [============================>.] - ETA: 6s - loss: 618.0759 - logits_profile_predictions_loss: 614.4343 - logcount_predictions_loss: 0.2142 2511/2556 [============================>.] - ETA: 6s - loss: 618.0756 - logits_profile_predictions_loss: 614.4340 - logcount_predictions_loss: 0.2142 2512/2556 [============================>.] - ETA: 6s - loss: 618.0754 - logits_profile_predictions_loss: 614.4337 - logcount_predictions_loss: 0.2142 2513/2556 [============================>.] - ETA: 6s - loss: 618.0751 - logits_profile_predictions_loss: 614.4335 - logcount_predictions_loss: 0.2142 2514/2556 [============================>.] - ETA: 5s - loss: 618.0748 - 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[============================>.] - ETA: 4s - loss: 618.0732 - logits_profile_predictions_loss: 614.4315 - logcount_predictions_loss: 0.2142 2522/2556 [============================>.] - ETA: 4s - loss: 618.0730 - logits_profile_predictions_loss: 614.4313 - logcount_predictions_loss: 0.2142 2523/2556 [============================>.] - ETA: 4s - loss: 618.0728 - logits_profile_predictions_loss: 614.4310 - logcount_predictions_loss: 0.2142 2524/2556 [============================>.] - ETA: 4s - loss: 618.0725 - logits_profile_predictions_loss: 614.4308 - logcount_predictions_loss: 0.2142 2525/2556 [============================>.] - ETA: 4s - loss: 618.0723 - logits_profile_predictions_loss: 614.4306 - logcount_predictions_loss: 0.2142 2526/2556 [============================>.] - ETA: 4s - loss: 618.0721 - logits_profile_predictions_loss: 614.4303 - logcount_predictions_loss: 0.2142 2527/2556 [============================>.] - ETA: 4s - loss: 618.0718 - logits_profile_predictions_loss: 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loss: 618.0700 - logits_profile_predictions_loss: 614.4282 - logcount_predictions_loss: 0.2142 2535/2556 [============================>.] - ETA: 2s - loss: 618.0698 - logits_profile_predictions_loss: 614.4280 - logcount_predictions_loss: 0.2142 2536/2556 [============================>.] - ETA: 2s - loss: 618.0695 - logits_profile_predictions_loss: 614.4277 - logcount_predictions_loss: 0.2142 2537/2556 [============================>.] - ETA: 2s - loss: 618.0693 - logits_profile_predictions_loss: 614.4274 - logcount_predictions_loss: 0.2142 2538/2556 [============================>.] - ETA: 2s - loss: 618.0690 - logits_profile_predictions_loss: 614.4272 - logcount_predictions_loss: 0.2142 2539/2556 [============================>.] - ETA: 2s - loss: 618.0688 - logits_profile_predictions_loss: 614.4269 - logcount_predictions_loss: 0.2142 2540/2556 [============================>.] - ETA: 2s - loss: 618.0686 - logits_profile_predictions_loss: 614.4267 - logcount_predictions_loss: 0.2142 2541/2556 [============================>.] - ETA: 2s - loss: 618.0683 - logits_profile_predictions_loss: 614.4264 - logcount_predictions_loss: 0.2142 2542/2556 [============================>.] - ETA: 1s - loss: 618.0681 - logits_profile_predictions_loss: 614.4262 - logcount_predictions_loss: 0.2142 2543/2556 [============================>.] - ETA: 1s - loss: 618.0678 - logits_profile_predictions_loss: 614.4259 - logcount_predictions_loss: 0.2142 2544/2556 [============================>.] - ETA: 1s - loss: 618.0676 - logits_profile_predictions_loss: 614.4257 - logcount_predictions_loss: 0.2142 2545/2556 [============================>.] - ETA: 1s - loss: 618.0673 - logits_profile_predictions_loss: 614.4254 - logcount_predictions_loss: 0.2142 2546/2556 [============================>.] - ETA: 1s - loss: 618.0671 - logits_profile_predictions_loss: 614.4251 - logcount_predictions_loss: 0.2142 2547/2556 [============================>.] - ETA: 1s - loss: 618.0668 - logits_profile_predictions_loss: 614.4249 - logcount_predictions_loss: 0.2142 2548/2556 [============================>.] - ETA: 1s - loss: 618.0666 - logits_profile_predictions_loss: 614.4246 - logcount_predictions_loss: 0.2142 2549/2556 [============================>.] - ETA: 0s - loss: 618.0663 - logits_profile_predictions_loss: 614.4243 - logcount_predictions_loss: 0.2142 2550/2556 [============================>.] - ETA: 0s - loss: 618.0661 - logits_profile_predictions_loss: 614.4241 - logcount_predictions_loss: 0.2142 2551/2556 [============================>.] - ETA: 0s - loss: 618.0658 - logits_profile_predictions_loss: 614.4238 - logcount_predictions_loss: 0.2142 2552/2556 [============================>.] - ETA: 0s - loss: 618.0656 - logits_profile_predictions_loss: 614.4236 - logcount_predictions_loss: 0.2142 2553/2556 [============================>.] - ETA: 0s - loss: 618.0654 - logits_profile_predictions_loss: 614.4233 - logcount_predictions_loss: 0.2142 2554/2556 [============================>.] - ETA: 0s - loss: 618.0651 - logits_profile_predictions_loss: 614.4231 - logcount_predictions_loss: 0.2142 2555/2556 [============================>.] - ETA: 0s - loss: 618.0649 - logits_profile_predictions_loss: 614.4228 - logcount_predictions_loss: 0.2142 2556/2556 [==============================] - ETA: 0s - loss: 618.0646 - logits_profile_predictions_loss: 614.4226 - logcount_predictions_loss: 0.2142 2556/2556 [==============================] - 373s 146ms/step - loss: 618.0644 - logits_profile_predictions_loss: 614.4223 - logcount_predictions_loss: 0.2142 - val_loss: 679.3229 - val_logits_profile_predictions_loss: 675.8599 - val_logcount_predictions_loss: 0.2037 Epoch 00009: val_loss did not improve from 678.42133 Epoch 10/50 1/2556 [..............................] - ETA: 7:10 - loss: 589.2565 - logits_profile_predictions_loss: 585.7294 - logcount_predictions_loss: 0.2075 2/2556 [..............................] - ETA: 6:23 - loss: 590.3025 - logits_profile_predictions_loss: 586.8107 - logcount_predictions_loss: 0.2054 3/2556 [..............................] - ETA: 6:10 - loss: 584.9162 - logits_profile_predictions_loss: 581.5159 - logcount_predictions_loss: 0.2000 4/2556 [..............................] - ETA: 6:05 - loss: 586.6504 - logits_profile_predictions_loss: 583.3232 - logcount_predictions_loss: 0.1957 5/2556 [..............................] - ETA: 6:03 - loss: 588.2627 - logits_profile_predictions_loss: 584.9671 - logcount_predictions_loss: 0.1939 6/2556 [..............................] - ETA: 6:02 - loss: 591.2195 - logits_profile_predictions_loss: 587.9507 - logcount_predictions_loss: 0.1923 7/2556 [..............................] - ETA: 6:01 - loss: 590.9563 - logits_profile_predictions_loss: 587.6940 - logcount_predictions_loss: 0.1919 8/2556 [..............................] - ETA: 6:00 - loss: 592.4181 - logits_profile_predictions_loss: 589.1591 - logcount_predictions_loss: 0.1917 9/2556 [..............................] - ETA: 5:59 - loss: 593.6103 - logits_profile_predictions_loss: 590.3318 - logcount_predictions_loss: 0.1929 10/2556 [..............................] - ETA: 5:59 - loss: 593.4291 - logits_profile_predictions_loss: 590.1342 - logcount_predictions_loss: 0.1938 11/2556 [..............................] - ETA: 5:58 - loss: 594.0010 - logits_profile_predictions_loss: 590.7021 - logcount_predictions_loss: 0.1940 12/2556 [..............................] - ETA: 5:58 - loss: 594.2889 - logits_profile_predictions_loss: 590.9818 - logcount_predictions_loss: 0.1945 13/2556 [..............................] - ETA: 5:57 - loss: 594.9176 - logits_profile_predictions_loss: 591.6077 - logcount_predictions_loss: 0.1947 14/2556 [..............................] - ETA: 5:57 - loss: 595.5783 - logits_profile_predictions_loss: 592.2630 - logcount_predictions_loss: 0.1950 15/2556 [..............................] - ETA: 5:56 - loss: 596.5490 - logits_profile_predictions_loss: 593.2269 - logcount_predictions_loss: 0.1954 16/2556 [..............................] - ETA: 5:56 - loss: 597.5753 - logits_profile_predictions_loss: 594.2491 - logcount_predictions_loss: 0.1957 17/2556 [..............................] - ETA: 5:56 - loss: 598.5515 - logits_profile_predictions_loss: 595.2168 - logcount_predictions_loss: 0.1962 18/2556 [..............................] - ETA: 5:55 - loss: 599.5230 - logits_profile_predictions_loss: 596.1799 - logcount_predictions_loss: 0.1966 19/2556 [..............................] - ETA: 5:55 - loss: 600.2426 - logits_profile_predictions_loss: 596.8914 - logcount_predictions_loss: 0.1971 20/2556 [..............................] - ETA: 5:55 - loss: 600.8894 - logits_profile_predictions_loss: 597.5328 - logcount_predictions_loss: 0.1974 21/2556 [..............................] - ETA: 5:55 - loss: 601.4656 - logits_profile_predictions_loss: 598.1043 - logcount_predictions_loss: 0.1977 22/2556 [..............................] - ETA: 5:55 - loss: 602.0049 - logits_profile_predictions_loss: 598.6400 - logcount_predictions_loss: 0.1979 23/2556 [..............................] - ETA: 5:54 - loss: 602.3623 - logits_profile_predictions_loss: 598.9952 - logcount_predictions_loss: 0.1981 24/2556 [..............................] - ETA: 5:54 - loss: 602.7244 - logits_profile_predictions_loss: 599.3550 - logcount_predictions_loss: 0.1982 25/2556 [..............................] - ETA: 5:54 - loss: 602.9469 - logits_profile_predictions_loss: 599.5756 - logcount_predictions_loss: 0.1983 26/2556 [..............................] - ETA: 5:54 - loss: 603.1755 - logits_profile_predictions_loss: 599.8021 - logcount_predictions_loss: 0.1984 27/2556 [..............................] - ETA: 5:53 - loss: 603.4655 - logits_profile_predictions_loss: 600.0910 - logcount_predictions_loss: 0.1985 28/2556 [..............................] - ETA: 5:53 - loss: 603.6666 - logits_profile_predictions_loss: 600.2916 - logcount_predictions_loss: 0.1985 29/2556 [..............................] - ETA: 5:53 - loss: 603.9401 - logits_profile_predictions_loss: 600.5660 - logcount_predictions_loss: 0.1985 30/2556 [..............................] - ETA: 5:53 - loss: 604.3184 - logits_profile_predictions_loss: 600.9432 - logcount_predictions_loss: 0.1985 31/2556 [..............................] - ETA: 5:53 - loss: 604.7317 - logits_profile_predictions_loss: 601.3539 - logcount_predictions_loss: 0.1987 32/2556 [..............................] - ETA: 5:53 - loss: 605.1361 - logits_profile_predictions_loss: 601.7542 - logcount_predictions_loss: 0.1989 33/2556 [..............................] - ETA: 5:52 - loss: 605.5199 - logits_profile_predictions_loss: 602.1342 - logcount_predictions_loss: 0.1992 34/2556 [..............................] - ETA: 5:52 - loss: 605.8559 - logits_profile_predictions_loss: 602.4666 - logcount_predictions_loss: 0.1994 35/2556 [..............................] - ETA: 5:52 - loss: 606.1930 - logits_profile_predictions_loss: 602.7989 - logcount_predictions_loss: 0.1997 36/2556 [..............................] - ETA: 5:52 - loss: 606.5085 - logits_profile_predictions_loss: 603.1100 - logcount_predictions_loss: 0.1999 37/2556 [..............................] - ETA: 5:52 - loss: 606.8712 - logits_profile_predictions_loss: 603.4685 - logcount_predictions_loss: 0.2002 38/2556 [..............................] - ETA: 5:52 - loss: 607.2046 - logits_profile_predictions_loss: 603.7983 - logcount_predictions_loss: 0.2004 39/2556 [..............................] - ETA: 5:52 - loss: 607.4834 - logits_profile_predictions_loss: 604.0747 - logcount_predictions_loss: 0.2005 40/2556 [..............................] - ETA: 5:51 - loss: 607.7250 - logits_profile_predictions_loss: 604.3146 - logcount_predictions_loss: 0.2006 41/2556 [..............................] - ETA: 5:51 - loss: 607.9233 - logits_profile_predictions_loss: 604.5115 - logcount_predictions_loss: 0.2007 42/2556 [..............................] - ETA: 5:51 - loss: 608.0698 - logits_profile_predictions_loss: 604.6567 - logcount_predictions_loss: 0.2008 43/2556 [..............................] - ETA: 5:51 - loss: 608.2451 - logits_profile_predictions_loss: 604.8310 - logcount_predictions_loss: 0.2008 44/2556 [..............................] - ETA: 5:51 - loss: 608.4217 - logits_profile_predictions_loss: 605.0051 - logcount_predictions_loss: 0.2010 45/2556 [..............................] - ETA: 5:51 - loss: 608.5601 - logits_profile_predictions_loss: 605.1412 - logcount_predictions_loss: 0.2011 46/2556 [..............................] - ETA: 5:51 - loss: 608.7135 - logits_profile_predictions_loss: 605.2929 - logcount_predictions_loss: 0.2012 47/2556 [..............................] - ETA: 5:50 - loss: 608.8665 - logits_profile_predictions_loss: 605.4446 - logcount_predictions_loss: 0.2013 48/2556 [..............................] - ETA: 5:50 - loss: 609.0183 - logits_profile_predictions_loss: 605.5956 - logcount_predictions_loss: 0.2013 49/2556 [..............................] - ETA: 5:50 - loss: 609.1531 - logits_profile_predictions_loss: 605.7293 - logcount_predictions_loss: 0.2014 50/2556 [..............................] - ETA: 5:50 - loss: 609.2648 - logits_profile_predictions_loss: 605.8403 - logcount_predictions_loss: 0.2014 51/2556 [..............................] - ETA: 5:50 - loss: 609.3335 - logits_profile_predictions_loss: 605.9088 - logcount_predictions_loss: 0.2015 52/2556 [..............................] - ETA: 5:50 - loss: 609.4048 - logits_profile_predictions_loss: 605.9805 - logcount_predictions_loss: 0.2014 53/2556 [..............................] - ETA: 5:49 - loss: 609.4573 - logits_profile_predictions_loss: 606.0335 - logcount_predictions_loss: 0.2014 54/2556 [..............................] - ETA: 5:49 - loss: 609.4893 - logits_profile_predictions_loss: 606.0637 - logcount_predictions_loss: 0.2015 55/2556 [..............................] - ETA: 5:49 - 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[============================>.] - ETA: 0s - loss: 613.5521 - logits_profile_predictions_loss: 610.1718 - logcount_predictions_loss: 0.1988 2554/2556 [============================>.] - ETA: 0s - loss: 613.5516 - logits_profile_predictions_loss: 610.1714 - logcount_predictions_loss: 0.1988 2555/2556 [============================>.] - ETA: 0s - loss: 613.5512 - logits_profile_predictions_loss: 610.1709 - logcount_predictions_loss: 0.1988 2556/2556 [==============================] - ETA: 0s - loss: 613.5507 - logits_profile_predictions_loss: 610.1705 - logcount_predictions_loss: 0.1988 2556/2556 [==============================] - 373s 146ms/step - loss: 613.5502 - logits_profile_predictions_loss: 610.1700 - logcount_predictions_loss: 0.1988 - val_loss: 676.8513 - val_logits_profile_predictions_loss: 673.4269 - val_logcount_predictions_loss: 0.2014 Epoch 00010: val_loss improved from 678.42133 to 676.85126, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 11/50 1/2556 [..............................] - ETA: 7:15 - loss: 574.5710 - logits_profile_predictions_loss: 571.8507 - logcount_predictions_loss: 0.1600 2/2556 [..............................] - ETA: 6:03 - loss: 580.4996 - logits_profile_predictions_loss: 577.7988 - logcount_predictions_loss: 0.1589 3/2556 [..............................] - ETA: 5:59 - loss: 580.2464 - logits_profile_predictions_loss: 577.5972 - logcount_predictions_loss: 0.1558 4/2556 [..............................] - ETA: 5:58 - loss: 576.0957 - logits_profile_predictions_loss: 573.4817 - logcount_predictions_loss: 0.1538 5/2556 [..............................] - ETA: 5:57 - loss: 579.0152 - logits_profile_predictions_loss: 576.4180 - logcount_predictions_loss: 0.1528 6/2556 [..............................] - ETA: 5:56 - loss: 583.9143 - logits_profile_predictions_loss: 581.2964 - 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- logits_profile_predictions_loss: 593.9410 - logcount_predictions_loss: 0.1589 14/2556 [..............................] - ETA: 5:55 - loss: 597.7818 - logits_profile_predictions_loss: 595.0709 - logcount_predictions_loss: 0.1595 15/2556 [..............................] - ETA: 5:55 - loss: 598.5439 - logits_profile_predictions_loss: 595.8224 - logcount_predictions_loss: 0.1601 16/2556 [..............................] - ETA: 5:54 - loss: 598.9788 - logits_profile_predictions_loss: 596.2441 - logcount_predictions_loss: 0.1609 17/2556 [..............................] - ETA: 5:54 - loss: 599.2259 - logits_profile_predictions_loss: 596.4762 - logcount_predictions_loss: 0.1617 18/2556 [..............................] - ETA: 5:54 - loss: 599.3702 - logits_profile_predictions_loss: 596.6063 - logcount_predictions_loss: 0.1626 19/2556 [..............................] - ETA: 5:54 - loss: 599.5303 - logits_profile_predictions_loss: 596.7547 - logcount_predictions_loss: 0.1633 20/2556 [..............................] - ETA: 5:54 - loss: 599.6886 - logits_profile_predictions_loss: 596.9031 - logcount_predictions_loss: 0.1639 21/2556 [..............................] - ETA: 5:54 - loss: 599.8318 - logits_profile_predictions_loss: 597.0394 - logcount_predictions_loss: 0.1643 22/2556 [..............................] - ETA: 5:54 - loss: 599.8548 - logits_profile_predictions_loss: 597.0556 - logcount_predictions_loss: 0.1647 23/2556 [..............................] - ETA: 5:54 - loss: 599.9696 - logits_profile_predictions_loss: 597.1653 - logcount_predictions_loss: 0.1650 24/2556 [..............................] - ETA: 5:53 - loss: 600.0428 - logits_profile_predictions_loss: 597.2320 - logcount_predictions_loss: 0.1653 25/2556 [..............................] - ETA: 5:53 - loss: 600.1086 - logits_profile_predictions_loss: 597.2909 - logcount_predictions_loss: 0.1657 26/2556 [..............................] - ETA: 5:53 - loss: 600.1674 - logits_profile_predictions_loss: 597.3436 - logcount_predictions_loss: 0.1661 27/2556 [..............................] - ETA: 5:53 - loss: 600.3854 - logits_profile_predictions_loss: 597.5559 - logcount_predictions_loss: 0.1664 28/2556 [..............................] - ETA: 5:53 - loss: 600.6675 - logits_profile_predictions_loss: 597.8327 - logcount_predictions_loss: 0.1668 29/2556 [..............................] - ETA: 5:53 - loss: 600.9428 - logits_profile_predictions_loss: 598.1006 - logcount_predictions_loss: 0.1672 30/2556 [..............................] - ETA: 5:53 - loss: 601.2552 - logits_profile_predictions_loss: 598.4060 - logcount_predictions_loss: 0.1676 31/2556 [..............................] - ETA: 5:52 - loss: 601.4699 - logits_profile_predictions_loss: 598.6141 - logcount_predictions_loss: 0.1680 32/2556 [..............................] - ETA: 5:52 - loss: 601.6131 - logits_profile_predictions_loss: 598.7510 - logcount_predictions_loss: 0.1684 33/2556 [..............................] - ETA: 5:52 - 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[..............................] - ETA: 5:50 - loss: 603.8588 - logits_profile_predictions_loss: 600.9377 - logcount_predictions_loss: 0.1718 54/2556 [..............................] - ETA: 5:49 - loss: 603.9198 - logits_profile_predictions_loss: 600.9963 - logcount_predictions_loss: 0.1720 55/2556 [..............................] - ETA: 5:49 - loss: 603.9876 - logits_profile_predictions_loss: 601.0617 - logcount_predictions_loss: 0.1721 56/2556 [..............................] - ETA: 5:49 - loss: 604.0585 - logits_profile_predictions_loss: 601.1306 - logcount_predictions_loss: 0.1722 57/2556 [..............................] - ETA: 5:49 - loss: 604.1255 - logits_profile_predictions_loss: 601.1955 - logcount_predictions_loss: 0.1724 58/2556 [..............................] - ETA: 5:49 - loss: 604.1899 - logits_profile_predictions_loss: 601.2574 - logcount_predictions_loss: 0.1725 59/2556 [..............................] - ETA: 5:49 - loss: 604.2599 - logits_profile_predictions_loss: 601.3250 - logcount_predictions_loss: 0.1726 60/2556 [..............................] - ETA: 5:49 - loss: 604.3340 - logits_profile_predictions_loss: 601.3966 - logcount_predictions_loss: 0.1728 61/2556 [..............................] - ETA: 5:48 - loss: 604.3993 - logits_profile_predictions_loss: 601.4596 - logcount_predictions_loss: 0.1729 62/2556 [..............................] - ETA: 5:48 - loss: 604.4577 - logits_profile_predictions_loss: 601.5151 - logcount_predictions_loss: 0.1731 63/2556 [..............................] - ETA: 5:48 - loss: 604.5077 - logits_profile_predictions_loss: 601.5623 - logcount_predictions_loss: 0.1733 64/2556 [..............................] - ETA: 5:48 - loss: 604.5500 - logits_profile_predictions_loss: 601.6017 - logcount_predictions_loss: 0.1734 65/2556 [..............................] - ETA: 5:48 - loss: 604.6164 - logits_profile_predictions_loss: 601.6653 - logcount_predictions_loss: 0.1736 66/2556 [..............................] - ETA: 5:48 - 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[>.............................] - ETA: 5:45 - loss: 605.8251 - logits_profile_predictions_loss: 602.8432 - logcount_predictions_loss: 0.1754 87/2556 [>.............................] - ETA: 5:45 - loss: 605.8605 - logits_profile_predictions_loss: 602.8775 - logcount_predictions_loss: 0.1755 88/2556 [>.............................] - ETA: 5:44 - loss: 605.8901 - logits_profile_predictions_loss: 602.9060 - logcount_predictions_loss: 0.1755 89/2556 [>.............................] - ETA: 5:44 - loss: 605.9168 - logits_profile_predictions_loss: 602.9315 - logcount_predictions_loss: 0.1756 90/2556 [>.............................] - ETA: 5:44 - loss: 605.9400 - logits_profile_predictions_loss: 602.9535 - logcount_predictions_loss: 0.1757 91/2556 [>.............................] - ETA: 5:44 - loss: 605.9676 - logits_profile_predictions_loss: 602.9793 - logcount_predictions_loss: 0.1758 92/2556 [>.............................] - ETA: 5:44 - loss: 605.9941 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 607.9108 - logits_profile_predictions_loss: 604.6889 - logcount_predictions_loss: 0.1895 2552/2556 [============================>.] - ETA: 0s - loss: 607.9113 - logits_profile_predictions_loss: 604.6893 - logcount_predictions_loss: 0.1895 2553/2556 [============================>.] - ETA: 0s - loss: 607.9117 - logits_profile_predictions_loss: 604.6897 - logcount_predictions_loss: 0.1895 2554/2556 [============================>.] - ETA: 0s - loss: 607.9121 - logits_profile_predictions_loss: 604.6902 - logcount_predictions_loss: 0.1895 2555/2556 [============================>.] - ETA: 0s - loss: 607.9126 - logits_profile_predictions_loss: 604.6906 - logcount_predictions_loss: 0.1895 2556/2556 [==============================] - ETA: 0s - loss: 607.9130 - logits_profile_predictions_loss: 604.6911 - logcount_predictions_loss: 0.1895 2556/2556 [==============================] - 373s 146ms/step - loss: 607.9135 - logits_profile_predictions_loss: 604.6915 - logcount_predictions_loss: 0.1895 - val_loss: 677.1672 - val_logits_profile_predictions_loss: 673.7061 - val_logcount_predictions_loss: 0.2036 Epoch 00011: val_loss did not improve from 676.85126 Epoch 12/50 1/2556 [..............................] - ETA: 6:58 - loss: 493.7522 - logits_profile_predictions_loss: 490.8794 - logcount_predictions_loss: 0.1690 2/2556 [..............................] - ETA: 6:16 - loss: 532.6518 - logits_profile_predictions_loss: 529.6819 - logcount_predictions_loss: 0.1747 3/2556 [..............................] - ETA: 6:07 - loss: 557.4597 - logits_profile_predictions_loss: 554.5772 - logcount_predictions_loss: 0.1696 4/2556 [..............................] - ETA: 6:04 - loss: 572.8219 - logits_profile_predictions_loss: 569.9359 - logcount_predictions_loss: 0.1698 5/2556 [..............................] - ETA: 6:03 - loss: 581.8327 - logits_profile_predictions_loss: 578.8763 - logcount_predictions_loss: 0.1739 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[============================>.] - ETA: 0s - loss: 606.2034 - logits_profile_predictions_loss: 602.9650 - logcount_predictions_loss: 0.1905 2551/2556 [============================>.] - ETA: 0s - loss: 606.2033 - logits_profile_predictions_loss: 602.9649 - logcount_predictions_loss: 0.1905 2552/2556 [============================>.] - ETA: 0s - loss: 606.2033 - logits_profile_predictions_loss: 602.9648 - logcount_predictions_loss: 0.1905 2553/2556 [============================>.] - ETA: 0s - loss: 606.2032 - logits_profile_predictions_loss: 602.9647 - logcount_predictions_loss: 0.1905 2554/2556 [============================>.] - ETA: 0s - loss: 606.2031 - logits_profile_predictions_loss: 602.9646 - logcount_predictions_loss: 0.1905 2555/2556 [============================>.] - ETA: 0s - loss: 606.2030 - logits_profile_predictions_loss: 602.9645 - logcount_predictions_loss: 0.1905 2556/2556 [==============================] - ETA: 0s - loss: 606.2029 - logits_profile_predictions_loss: 602.9645 - logcount_predictions_loss: 0.1905 2556/2556 [==============================] - 373s 146ms/step - loss: 606.2029 - logits_profile_predictions_loss: 602.9644 - logcount_predictions_loss: 0.1905 - val_loss: 680.2404 - val_logits_profile_predictions_loss: 676.7344 - val_logcount_predictions_loss: 0.2062 Epoch 00012: val_loss did not improve from 676.85126 Epoch 13/50 1/2556 [..............................] - ETA: 7:13 - loss: 630.1910 - logits_profile_predictions_loss: 627.1945 - logcount_predictions_loss: 0.1763 2/2556 [..............................] - ETA: 5:56 - loss: 615.7606 - logits_profile_predictions_loss: 612.8548 - logcount_predictions_loss: 0.1709 3/2556 [..............................] - ETA: 5:56 - loss: 614.4474 - logits_profile_predictions_loss: 611.5746 - logcount_predictions_loss: 0.1690 4/2556 [..............................] - ETA: 5:56 - loss: 614.5035 - logits_profile_predictions_loss: 611.6780 - logcount_predictions_loss: 0.1662 5/2556 [..............................] - ETA: 5:55 - loss: 612.6534 - logits_profile_predictions_loss: 609.6941 - logcount_predictions_loss: 0.1741 6/2556 [..............................] - ETA: 5:55 - loss: 612.2145 - logits_profile_predictions_loss: 609.0642 - logcount_predictions_loss: 0.1853 7/2556 [..............................] - ETA: 5:55 - loss: 611.1690 - logits_profile_predictions_loss: 607.9055 - logcount_predictions_loss: 0.1920 8/2556 [..............................] - ETA: 5:55 - loss: 612.7349 - logits_profile_predictions_loss: 609.3927 - logcount_predictions_loss: 0.1966 9/2556 [..............................] - ETA: 5:55 - loss: 613.2151 - logits_profile_predictions_loss: 609.8203 - logcount_predictions_loss: 0.1997 10/2556 [..............................] - ETA: 5:55 - loss: 612.8349 - logits_profile_predictions_loss: 609.4151 - logcount_predictions_loss: 0.2012 11/2556 [..............................] - ETA: 5:55 - loss: 612.5201 - logits_profile_predictions_loss: 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loss: 609.9608 - logits_profile_predictions_loss: 606.5409 - logcount_predictions_loss: 0.2012 19/2556 [..............................] - ETA: 5:54 - loss: 609.9428 - logits_profile_predictions_loss: 606.5300 - logcount_predictions_loss: 0.2007 20/2556 [..............................] - ETA: 5:54 - loss: 609.8527 - logits_profile_predictions_loss: 606.4492 - logcount_predictions_loss: 0.2002 21/2556 [..............................] - ETA: 5:54 - loss: 609.8666 - logits_profile_predictions_loss: 606.4677 - logcount_predictions_loss: 0.1999 22/2556 [..............................] - ETA: 5:54 - loss: 609.8928 - logits_profile_predictions_loss: 606.4996 - logcount_predictions_loss: 0.1996 23/2556 [..............................] - ETA: 5:54 - loss: 609.8184 - logits_profile_predictions_loss: 606.4328 - logcount_predictions_loss: 0.1991 24/2556 [..............................] - ETA: 5:53 - loss: 609.8368 - logits_profile_predictions_loss: 606.4576 - logcount_predictions_loss: 0.1988 25/2556 [..............................] - ETA: 5:53 - loss: 609.7448 - logits_profile_predictions_loss: 606.3728 - logcount_predictions_loss: 0.1984 26/2556 [..............................] - ETA: 5:53 - loss: 609.6060 - logits_profile_predictions_loss: 606.2422 - logcount_predictions_loss: 0.1979 27/2556 [..............................] - ETA: 5:53 - loss: 609.3750 - logits_profile_predictions_loss: 606.0187 - logcount_predictions_loss: 0.1974 28/2556 [..............................] - ETA: 5:53 - loss: 609.2242 - logits_profile_predictions_loss: 605.8732 - logcount_predictions_loss: 0.1971 29/2556 [..............................] - ETA: 5:53 - loss: 609.1468 - logits_profile_predictions_loss: 605.8018 - logcount_predictions_loss: 0.1968 30/2556 [..............................] - ETA: 5:53 - loss: 609.0877 - logits_profile_predictions_loss: 605.7492 - logcount_predictions_loss: 0.1964 31/2556 [..............................] - ETA: 5:53 - loss: 608.9691 - logits_profile_predictions_loss: 605.6354 - logcount_predictions_loss: 0.1961 32/2556 [..............................] - ETA: 5:52 - loss: 608.8419 - logits_profile_predictions_loss: 605.5130 - logcount_predictions_loss: 0.1958 33/2556 [..............................] - ETA: 5:52 - loss: 608.6942 - logits_profile_predictions_loss: 605.3688 - logcount_predictions_loss: 0.1956 34/2556 [..............................] - ETA: 5:52 - loss: 608.4937 - logits_profile_predictions_loss: 605.1719 - logcount_predictions_loss: 0.1954 35/2556 [..............................] - ETA: 5:52 - loss: 608.2880 - logits_profile_predictions_loss: 604.9694 - logcount_predictions_loss: 0.1952 36/2556 [..............................] - ETA: 5:52 - loss: 608.0753 - logits_profile_predictions_loss: 604.7600 - logcount_predictions_loss: 0.1950 37/2556 [..............................] - ETA: 5:52 - loss: 607.8553 - logits_profile_predictions_loss: 604.5440 - logcount_predictions_loss: 0.1948 38/2556 [..............................] - ETA: 5:51 - loss: 607.6345 - logits_profile_predictions_loss: 604.3258 - logcount_predictions_loss: 0.1946 39/2556 [..............................] - ETA: 5:51 - loss: 607.4730 - logits_profile_predictions_loss: 604.1660 - logcount_predictions_loss: 0.1945 40/2556 [..............................] - ETA: 5:51 - loss: 607.2824 - logits_profile_predictions_loss: 603.9766 - logcount_predictions_loss: 0.1945 41/2556 [..............................] - ETA: 5:51 - loss: 607.0368 - logits_profile_predictions_loss: 603.7325 - logcount_predictions_loss: 0.1944 42/2556 [..............................] - ETA: 5:51 - loss: 606.8568 - logits_profile_predictions_loss: 603.5546 - logcount_predictions_loss: 0.1942 43/2556 [..............................] - ETA: 5:51 - loss: 606.7192 - logits_profile_predictions_loss: 603.4191 - logcount_predictions_loss: 0.1941 44/2556 [..............................] - ETA: 5:51 - loss: 606.5681 - logits_profile_predictions_loss: 603.2700 - logcount_predictions_loss: 0.1940 45/2556 [..............................] - ETA: 5:51 - loss: 606.4700 - logits_profile_predictions_loss: 603.1740 - logcount_predictions_loss: 0.1939 46/2556 [..............................] - ETA: 5:50 - loss: 606.3885 - logits_profile_predictions_loss: 603.0952 - logcount_predictions_loss: 0.1937 47/2556 [..............................] - ETA: 5:50 - loss: 606.2993 - logits_profile_predictions_loss: 603.0090 - logcount_predictions_loss: 0.1935 48/2556 [..............................] - ETA: 5:50 - loss: 606.2222 - logits_profile_predictions_loss: 602.9354 - logcount_predictions_loss: 0.1933 49/2556 [..............................] - ETA: 5:50 - loss: 606.1554 - logits_profile_predictions_loss: 602.8717 - logcount_predictions_loss: 0.1932 50/2556 [..............................] - ETA: 5:50 - loss: 606.1026 - logits_profile_predictions_loss: 602.8212 - logcount_predictions_loss: 0.1930 51/2556 [..............................] - ETA: 5:50 - loss: 606.0216 - logits_profile_predictions_loss: 602.7429 - logcount_predictions_loss: 0.1929 52/2556 [..............................] - ETA: 5:50 - loss: 605.9398 - logits_profile_predictions_loss: 602.6640 - logcount_predictions_loss: 0.1927 53/2556 [..............................] - ETA: 5:49 - loss: 605.8630 - logits_profile_predictions_loss: 602.5900 - logcount_predictions_loss: 0.1925 54/2556 [..............................] - ETA: 5:49 - loss: 605.8114 - logits_profile_predictions_loss: 602.5414 - logcount_predictions_loss: 0.1924 55/2556 [..............................] - ETA: 5:49 - loss: 605.7590 - logits_profile_predictions_loss: 602.4920 - logcount_predictions_loss: 0.1922 56/2556 [..............................] - ETA: 5:49 - loss: 605.7177 - logits_profile_predictions_loss: 602.4532 - logcount_predictions_loss: 0.1920 57/2556 [..............................] - ETA: 5:49 - loss: 605.6762 - logits_profile_predictions_loss: 602.4140 - logcount_predictions_loss: 0.1919 58/2556 [..............................] - ETA: 5:49 - loss: 605.6515 - logits_profile_predictions_loss: 602.3916 - logcount_predictions_loss: 0.1918 59/2556 [..............................] - ETA: 5:49 - loss: 605.6240 - logits_profile_predictions_loss: 602.3661 - logcount_predictions_loss: 0.1916 60/2556 [..............................] - ETA: 5:48 - loss: 605.6114 - logits_profile_predictions_loss: 602.3555 - logcount_predictions_loss: 0.1915 61/2556 [..............................] - ETA: 5:48 - loss: 605.5730 - logits_profile_predictions_loss: 602.3188 - logcount_predictions_loss: 0.1914 62/2556 [..............................] - ETA: 5:48 - loss: 605.5574 - logits_profile_predictions_loss: 602.3051 - logcount_predictions_loss: 0.1913 63/2556 [..............................] - ETA: 5:48 - loss: 605.5353 - logits_profile_predictions_loss: 602.2850 - logcount_predictions_loss: 0.1912 64/2556 [..............................] - ETA: 5:48 - loss: 605.5207 - logits_profile_predictions_loss: 602.2724 - logcount_predictions_loss: 0.1911 65/2556 [..............................] - ETA: 5:48 - loss: 605.5066 - logits_profile_predictions_loss: 602.2601 - logcount_predictions_loss: 0.1910 66/2556 [..............................] - ETA: 5:47 - loss: 605.4900 - logits_profile_predictions_loss: 602.2453 - logcount_predictions_loss: 0.1909 67/2556 [..............................] - ETA: 5:47 - loss: 605.4501 - logits_profile_predictions_loss: 602.2074 - logcount_predictions_loss: 0.1907 68/2556 [..............................] - ETA: 5:47 - loss: 605.4446 - logits_profile_predictions_loss: 602.2037 - logcount_predictions_loss: 0.1906 69/2556 [..............................] - ETA: 5:47 - loss: 605.4325 - logits_profile_predictions_loss: 602.1913 - logcount_predictions_loss: 0.1907 70/2556 [..............................] - ETA: 5:47 - loss: 605.4314 - logits_profile_predictions_loss: 602.1900 - logcount_predictions_loss: 0.1907 71/2556 [..............................] - ETA: 5:47 - loss: 605.4262 - logits_profile_predictions_loss: 602.1846 - logcount_predictions_loss: 0.1907 72/2556 [..............................] - ETA: 5:47 - loss: 605.4275 - logits_profile_predictions_loss: 602.1859 - logcount_predictions_loss: 0.1907 73/2556 [..............................] - ETA: 5:46 - loss: 605.4303 - logits_profile_predictions_loss: 602.1888 - logcount_predictions_loss: 0.1907 74/2556 [..............................] - ETA: 5:46 - loss: 605.4198 - logits_profile_predictions_loss: 602.1786 - logcount_predictions_loss: 0.1907 75/2556 [..............................] - ETA: 5:46 - loss: 605.4161 - logits_profile_predictions_loss: 602.1754 - logcount_predictions_loss: 0.1906 76/2556 [..............................] - ETA: 5:46 - loss: 605.4204 - logits_profile_predictions_loss: 602.1801 - logcount_predictions_loss: 0.1906 77/2556 [..............................] - ETA: 5:46 - loss: 605.4252 - logits_profile_predictions_loss: 602.1854 - logcount_predictions_loss: 0.1906 78/2556 [..............................] - ETA: 5:46 - loss: 605.4290 - logits_profile_predictions_loss: 602.1893 - logcount_predictions_loss: 0.1906 79/2556 [..............................] - ETA: 5:46 - loss: 605.4329 - logits_profile_predictions_loss: 602.1934 - logcount_predictions_loss: 0.1906 80/2556 [..............................] - ETA: 5:45 - loss: 605.4361 - logits_profile_predictions_loss: 602.1967 - logcount_predictions_loss: 0.1906 81/2556 [..............................] - ETA: 5:45 - loss: 605.4543 - logits_profile_predictions_loss: 602.2149 - logcount_predictions_loss: 0.1906 82/2556 [..............................] - ETA: 5:45 - loss: 605.4677 - logits_profile_predictions_loss: 602.2283 - logcount_predictions_loss: 0.1906 83/2556 [..............................] - ETA: 5:45 - loss: 605.4784 - logits_profile_predictions_loss: 602.2392 - logcount_predictions_loss: 0.1905 84/2556 [..............................] - ETA: 5:45 - loss: 605.4782 - logits_profile_predictions_loss: 602.2391 - logcount_predictions_loss: 0.1905 85/2556 [..............................] - ETA: 5:45 - loss: 605.4689 - logits_profile_predictions_loss: 602.2300 - logcount_predictions_loss: 0.1905 86/2556 [>.............................] - ETA: 5:45 - loss: 605.4626 - logits_profile_predictions_loss: 602.2238 - logcount_predictions_loss: 0.1905 87/2556 [>.............................] - ETA: 5:44 - loss: 605.4577 - logits_profile_predictions_loss: 602.2186 - logcount_predictions_loss: 0.1905 88/2556 [>.............................] - ETA: 5:44 - loss: 605.4603 - logits_profile_predictions_loss: 602.2211 - logcount_predictions_loss: 0.1905 89/2556 [>.............................] - ETA: 5:44 - loss: 605.4629 - logits_profile_predictions_loss: 602.2233 - logcount_predictions_loss: 0.1906 90/2556 [>.............................] - ETA: 5:44 - loss: 605.4631 - logits_profile_predictions_loss: 602.2234 - logcount_predictions_loss: 0.1906 91/2556 [>.............................] - ETA: 5:44 - loss: 605.4723 - logits_profile_predictions_loss: 602.2318 - logcount_predictions_loss: 0.1906 92/2556 [>.............................] - ETA: 5:44 - loss: 605.4713 - logits_profile_predictions_loss: 602.2304 - logcount_predictions_loss: 0.1906 93/2556 [>.............................] - ETA: 5:44 - loss: 605.4725 - logits_profile_predictions_loss: 602.2310 - logcount_predictions_loss: 0.1907 94/2556 [>.............................] - ETA: 5:43 - loss: 605.4725 - logits_profile_predictions_loss: 602.2305 - logcount_predictions_loss: 0.1907 95/2556 [>.............................] - ETA: 5:43 - loss: 605.4711 - logits_profile_predictions_loss: 602.2284 - logcount_predictions_loss: 0.1907 96/2556 [>.............................] - ETA: 5:43 - loss: 605.4734 - logits_profile_predictions_loss: 602.2303 - logcount_predictions_loss: 0.1908 97/2556 [>.............................] - ETA: 5:43 - loss: 605.4747 - 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[============================>.] - ETA: 0s - loss: 604.8263 - logits_profile_predictions_loss: 601.6410 - logcount_predictions_loss: 0.1874 2550/2556 [============================>.] - ETA: 0s - loss: 604.8263 - logits_profile_predictions_loss: 601.6410 - logcount_predictions_loss: 0.1874 2551/2556 [============================>.] - ETA: 0s - loss: 604.8263 - logits_profile_predictions_loss: 601.6410 - logcount_predictions_loss: 0.1874 2552/2556 [============================>.] - ETA: 0s - loss: 604.8263 - logits_profile_predictions_loss: 601.6410 - logcount_predictions_loss: 0.1874 2553/2556 [============================>.] - ETA: 0s - loss: 604.8263 - logits_profile_predictions_loss: 601.6411 - logcount_predictions_loss: 0.1873 2554/2556 [============================>.] - ETA: 0s - loss: 604.8263 - logits_profile_predictions_loss: 601.6411 - logcount_predictions_loss: 0.1873 2555/2556 [============================>.] - ETA: 0s - loss: 604.8263 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:57 - loss: 600.1617 - logits_profile_predictions_loss: 594.7958 - logcount_predictions_loss: 0.3156 5/2556 [..............................] - ETA: 5:57 - loss: 597.8819 - logits_profile_predictions_loss: 592.7476 - logcount_predictions_loss: 0.3020 6/2556 [..............................] - ETA: 5:56 - loss: 597.0713 - logits_profile_predictions_loss: 592.1265 - logcount_predictions_loss: 0.2909 7/2556 [..............................] - ETA: 5:56 - loss: 597.1579 - logits_profile_predictions_loss: 592.3297 - logcount_predictions_loss: 0.2840 8/2556 [..............................] - ETA: 5:56 - loss: 596.1344 - logits_profile_predictions_loss: 591.4182 - logcount_predictions_loss: 0.2774 9/2556 [..............................] - ETA: 5:56 - loss: 595.3174 - logits_profile_predictions_loss: 590.7114 - logcount_predictions_loss: 0.2709 10/2556 [..............................] - ETA: 5:56 - loss: 594.5039 - logits_profile_predictions_loss: 589.9792 - logcount_predictions_loss: 0.2662 11/2556 [..............................] - ETA: 5:56 - loss: 593.9726 - logits_profile_predictions_loss: 589.5274 - logcount_predictions_loss: 0.2615 12/2556 [..............................] - ETA: 5:56 - loss: 593.1567 - logits_profile_predictions_loss: 588.7888 - logcount_predictions_loss: 0.2569 13/2556 [..............................] - ETA: 5:56 - loss: 592.8443 - logits_profile_predictions_loss: 588.5444 - logcount_predictions_loss: 0.2529 14/2556 [..............................] - ETA: 5:55 - loss: 592.4430 - logits_profile_predictions_loss: 588.2109 - logcount_predictions_loss: 0.2489 15/2556 [..............................] - ETA: 5:55 - loss: 592.0575 - logits_profile_predictions_loss: 587.8686 - logcount_predictions_loss: 0.2464 16/2556 [..............................] - ETA: 5:55 - loss: 591.7287 - logits_profile_predictions_loss: 587.5832 - logcount_predictions_loss: 0.2439 17/2556 [..............................] - ETA: 5:55 - loss: 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[..............................] - ETA: 5:54 - loss: 590.0135 - logits_profile_predictions_loss: 586.0732 - logcount_predictions_loss: 0.2318 25/2556 [..............................] - ETA: 5:54 - loss: 590.1049 - logits_profile_predictions_loss: 586.1868 - logcount_predictions_loss: 0.2305 26/2556 [..............................] - ETA: 5:53 - loss: 590.1542 - logits_profile_predictions_loss: 586.2590 - logcount_predictions_loss: 0.2291 27/2556 [..............................] - ETA: 5:53 - loss: 590.2501 - logits_profile_predictions_loss: 586.3764 - logcount_predictions_loss: 0.2279 28/2556 [..............................] - ETA: 5:53 - loss: 590.3429 - logits_profile_predictions_loss: 586.4895 - logcount_predictions_loss: 0.2267 29/2556 [..............................] - ETA: 5:53 - loss: 590.5067 - logits_profile_predictions_loss: 586.6721 - logcount_predictions_loss: 0.2256 30/2556 [..............................] - ETA: 5:53 - loss: 590.6991 - logits_profile_predictions_loss: 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[============================>.] - ETA: 4s - loss: 598.9265 - logits_profile_predictions_loss: 595.8335 - logcount_predictions_loss: 0.1819 2523/2556 [============================>.] - ETA: 4s - loss: 598.9270 - logits_profile_predictions_loss: 595.8340 - logcount_predictions_loss: 0.1819 2524/2556 [============================>.] - ETA: 4s - loss: 598.9275 - logits_profile_predictions_loss: 595.8346 - logcount_predictions_loss: 0.1819 2525/2556 [============================>.] - ETA: 4s - loss: 598.9281 - logits_profile_predictions_loss: 595.8351 - logcount_predictions_loss: 0.1819 2526/2556 [============================>.] - ETA: 4s - loss: 598.9286 - logits_profile_predictions_loss: 595.8357 - logcount_predictions_loss: 0.1819 2527/2556 [============================>.] - ETA: 4s - loss: 598.9291 - logits_profile_predictions_loss: 595.8362 - logcount_predictions_loss: 0.1819 2528/2556 [============================>.] - ETA: 3s - loss: 598.9297 - logits_profile_predictions_loss: 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2542/2556 [============================>.] - ETA: 1s - loss: 598.9373 - logits_profile_predictions_loss: 595.8445 - logcount_predictions_loss: 0.1819 2543/2556 [============================>.] - ETA: 1s - loss: 598.9379 - logits_profile_predictions_loss: 595.8451 - logcount_predictions_loss: 0.1819 2544/2556 [============================>.] - ETA: 1s - loss: 598.9384 - logits_profile_predictions_loss: 595.8457 - logcount_predictions_loss: 0.1819 2545/2556 [============================>.] - ETA: 1s - loss: 598.9390 - logits_profile_predictions_loss: 595.8463 - logcount_predictions_loss: 0.1819 2546/2556 [============================>.] - ETA: 1s - loss: 598.9395 - logits_profile_predictions_loss: 595.8469 - logcount_predictions_loss: 0.1819 2547/2556 [============================>.] - ETA: 1s - loss: 598.9401 - logits_profile_predictions_loss: 595.8474 - logcount_predictions_loss: 0.1819 2548/2556 [============================>.] - ETA: 1s - loss: 598.9407 - logits_profile_predictions_loss: 595.8480 - logcount_predictions_loss: 0.1819 2549/2556 [============================>.] - ETA: 0s - loss: 598.9412 - logits_profile_predictions_loss: 595.8486 - logcount_predictions_loss: 0.1819 2550/2556 [============================>.] - ETA: 0s - loss: 598.9418 - logits_profile_predictions_loss: 595.8492 - logcount_predictions_loss: 0.1819 2551/2556 [============================>.] - ETA: 0s - loss: 598.9423 - logits_profile_predictions_loss: 595.8497 - logcount_predictions_loss: 0.1819 2552/2556 [============================>.] - ETA: 0s - loss: 598.9429 - logits_profile_predictions_loss: 595.8503 - logcount_predictions_loss: 0.1819 2553/2556 [============================>.] - ETA: 0s - loss: 598.9434 - logits_profile_predictions_loss: 595.8508 - logcount_predictions_loss: 0.1819 2554/2556 [============================>.] - ETA: 0s - loss: 598.9439 - logits_profile_predictions_loss: 595.8514 - logcount_predictions_loss: 0.1819 2555/2556 [============================>.] - ETA: 0s - loss: 598.9445 - logits_profile_predictions_loss: 595.8519 - logcount_predictions_loss: 0.1819 2556/2556 [==============================] - ETA: 0s - loss: 598.9450 - logits_profile_predictions_loss: 595.8524 - logcount_predictions_loss: 0.1819 2556/2556 [==============================] - 373s 146ms/step - loss: 598.9455 - logits_profile_predictions_loss: 595.8529 - logcount_predictions_loss: 0.1819 - val_loss: 680.2254 - val_logits_profile_predictions_loss: 676.9072 - val_logcount_predictions_loss: 0.1952 Epoch 00014: val_loss did not improve from 676.85126 Epoch 15/50 1/2556 [..............................] - ETA: 7:14 - loss: 660.4764 - logits_profile_predictions_loss: 657.5035 - logcount_predictions_loss: 0.1749 2/2556 [..............................] - ETA: 6:17 - loss: 636.1832 - logits_profile_predictions_loss: 633.4858 - logcount_predictions_loss: 0.1587 3/2556 [..............................] - ETA: 6:07 - loss: 629.1627 - logits_profile_predictions_loss: 626.5257 - logcount_predictions_loss: 0.1551 4/2556 [..............................] - ETA: 6:04 - loss: 620.9395 - logits_profile_predictions_loss: 618.2977 - logcount_predictions_loss: 0.1554 5/2556 [..............................] - ETA: 6:02 - loss: 613.3286 - logits_profile_predictions_loss: 610.7051 - logcount_predictions_loss: 0.1543 6/2556 [..............................] - ETA: 6:01 - loss: 607.4120 - logits_profile_predictions_loss: 604.7825 - logcount_predictions_loss: 0.1547 7/2556 [..............................] - ETA: 6:00 - loss: 604.3943 - logits_profile_predictions_loss: 601.7565 - logcount_predictions_loss: 0.1552 8/2556 [..............................] - ETA: 6:00 - loss: 600.9491 - logits_profile_predictions_loss: 598.3022 - logcount_predictions_loss: 0.1557 9/2556 [..............................] - ETA: 5:59 - loss: 598.7618 - logits_profile_predictions_loss: 596.1082 - logcount_predictions_loss: 0.1561 10/2556 [..............................] - ETA: 5:59 - loss: 597.0259 - logits_profile_predictions_loss: 594.3682 - logcount_predictions_loss: 0.1563 11/2556 [..............................] - ETA: 5:59 - loss: 595.2588 - logits_profile_predictions_loss: 592.6006 - logcount_predictions_loss: 0.1564 12/2556 [..............................] - ETA: 5:58 - loss: 593.7064 - logits_profile_predictions_loss: 591.0526 - logcount_predictions_loss: 0.1561 13/2556 [..............................] - ETA: 5:58 - loss: 592.8399 - logits_profile_predictions_loss: 590.1899 - logcount_predictions_loss: 0.1559 14/2556 [..............................] - ETA: 5:58 - loss: 592.1976 - logits_profile_predictions_loss: 589.5461 - logcount_predictions_loss: 0.1560 15/2556 [..............................] - ETA: 5:57 - loss: 591.5868 - logits_profile_predictions_loss: 588.9301 - logcount_predictions_loss: 0.1563 16/2556 [..............................] - ETA: 5:57 - loss: 591.2034 - logits_profile_predictions_loss: 588.5444 - logcount_predictions_loss: 0.1564 17/2556 [..............................] - ETA: 5:57 - loss: 590.8437 - logits_profile_predictions_loss: 588.1836 - logcount_predictions_loss: 0.1565 18/2556 [..............................] - ETA: 5:57 - loss: 590.3394 - logits_profile_predictions_loss: 587.6623 - logcount_predictions_loss: 0.1575 19/2556 [..............................] - ETA: 5:57 - loss: 589.8481 - logits_profile_predictions_loss: 587.1570 - logcount_predictions_loss: 0.1583 20/2556 [..............................] - ETA: 5:56 - loss: 589.4845 - logits_profile_predictions_loss: 586.7755 - logcount_predictions_loss: 0.1594 21/2556 [..............................] - ETA: 5:56 - loss: 589.1487 - logits_profile_predictions_loss: 586.4216 - logcount_predictions_loss: 0.1604 22/2556 [..............................] - ETA: 5:56 - loss: 588.9100 - logits_profile_predictions_loss: 586.1681 - logcount_predictions_loss: 0.1613 23/2556 [..............................] - ETA: 5:56 - loss: 588.6303 - logits_profile_predictions_loss: 585.8738 - logcount_predictions_loss: 0.1621 24/2556 [..............................] - ETA: 5:55 - loss: 588.4301 - logits_profile_predictions_loss: 585.6619 - logcount_predictions_loss: 0.1628 25/2556 [..............................] - ETA: 5:55 - loss: 588.3138 - logits_profile_predictions_loss: 585.5349 - logcount_predictions_loss: 0.1635 26/2556 [..............................] - ETA: 5:55 - loss: 588.2198 - logits_profile_predictions_loss: 585.4310 - logcount_predictions_loss: 0.1640 27/2556 [..............................] - ETA: 5:55 - loss: 588.0773 - logits_profile_predictions_loss: 585.2799 - logcount_predictions_loss: 0.1646 28/2556 [..............................] - ETA: 5:55 - loss: 587.9181 - logits_profile_predictions_loss: 585.1130 - logcount_predictions_loss: 0.1650 29/2556 [..............................] - ETA: 5:54 - loss: 587.6842 - logits_profile_predictions_loss: 584.8704 - logcount_predictions_loss: 0.1655 30/2556 [..............................] - ETA: 5:54 - loss: 587.3721 - logits_profile_predictions_loss: 584.5511 - logcount_predictions_loss: 0.1659 31/2556 [..............................] - ETA: 5:54 - loss: 587.0641 - logits_profile_predictions_loss: 584.2353 - logcount_predictions_loss: 0.1664 32/2556 [..............................] - ETA: 5:54 - loss: 586.7509 - logits_profile_predictions_loss: 583.9138 - logcount_predictions_loss: 0.1669 33/2556 [..............................] - ETA: 5:54 - loss: 586.4626 - logits_profile_predictions_loss: 583.6181 - logcount_predictions_loss: 0.1673 34/2556 [..............................] - ETA: 5:54 - loss: 586.2053 - logits_profile_predictions_loss: 583.3548 - logcount_predictions_loss: 0.1677 35/2556 [..............................] - ETA: 5:54 - loss: 585.9810 - logits_profile_predictions_loss: 583.1245 - logcount_predictions_loss: 0.1680 36/2556 [..............................] - ETA: 5:53 - loss: 585.7737 - logits_profile_predictions_loss: 582.9121 - logcount_predictions_loss: 0.1683 37/2556 [..............................] - ETA: 5:53 - loss: 585.6827 - logits_profile_predictions_loss: 582.8165 - logcount_predictions_loss: 0.1686 38/2556 [..............................] - ETA: 5:53 - loss: 585.6086 - logits_profile_predictions_loss: 582.7385 - logcount_predictions_loss: 0.1688 39/2556 [..............................] - ETA: 5:53 - loss: 585.5238 - logits_profile_predictions_loss: 582.6504 - logcount_predictions_loss: 0.1690 40/2556 [..............................] - ETA: 5:52 - loss: 585.4938 - logits_profile_predictions_loss: 582.6173 - logcount_predictions_loss: 0.1692 41/2556 [..............................] - ETA: 5:52 - loss: 585.4212 - logits_profile_predictions_loss: 582.5423 - logcount_predictions_loss: 0.1693 42/2556 [..............................] - ETA: 5:52 - loss: 585.3832 - logits_profile_predictions_loss: 582.5026 - logcount_predictions_loss: 0.1694 43/2556 [..............................] - ETA: 5:52 - loss: 585.4151 - logits_profile_predictions_loss: 582.5327 - logcount_predictions_loss: 0.1696 44/2556 [..............................] - ETA: 5:52 - loss: 585.4647 - logits_profile_predictions_loss: 582.5806 - logcount_predictions_loss: 0.1697 45/2556 [..............................] - ETA: 5:52 - loss: 585.5361 - logits_profile_predictions_loss: 582.6497 - logcount_predictions_loss: 0.1698 46/2556 [..............................] - ETA: 5:51 - loss: 585.5950 - logits_profile_predictions_loss: 582.7062 - logcount_predictions_loss: 0.1699 47/2556 [..............................] - ETA: 5:51 - loss: 585.6472 - logits_profile_predictions_loss: 582.7566 - logcount_predictions_loss: 0.1700 48/2556 [..............................] - ETA: 5:51 - loss: 585.7268 - logits_profile_predictions_loss: 582.8347 - logcount_predictions_loss: 0.1701 49/2556 [..............................] - ETA: 5:51 - loss: 585.7758 - logits_profile_predictions_loss: 582.8816 - logcount_predictions_loss: 0.1703 50/2556 [..............................] - ETA: 5:51 - loss: 585.8340 - logits_profile_predictions_loss: 582.9382 - logcount_predictions_loss: 0.1703 51/2556 [..............................] - ETA: 5:51 - loss: 585.8805 - logits_profile_predictions_loss: 582.9833 - logcount_predictions_loss: 0.1704 52/2556 [..............................] - ETA: 5:50 - loss: 585.9557 - logits_profile_predictions_loss: 583.0570 - logcount_predictions_loss: 0.1705 53/2556 [..............................] - ETA: 5:50 - loss: 586.0331 - logits_profile_predictions_loss: 583.1327 - logcount_predictions_loss: 0.1706 54/2556 [..............................] - ETA: 5:50 - loss: 586.0909 - logits_profile_predictions_loss: 583.1890 - logcount_predictions_loss: 0.1707 55/2556 [..............................] - ETA: 5:50 - loss: 586.1326 - logits_profile_predictions_loss: 583.2290 - logcount_predictions_loss: 0.1708 56/2556 [..............................] - ETA: 5:50 - loss: 586.1745 - logits_profile_predictions_loss: 583.2697 - logcount_predictions_loss: 0.1709 57/2556 [..............................] - ETA: 5:50 - loss: 586.1997 - logits_profile_predictions_loss: 583.2934 - logcount_predictions_loss: 0.1710 58/2556 [..............................] - ETA: 5:49 - loss: 586.2099 - logits_profile_predictions_loss: 583.3021 - logcount_predictions_loss: 0.1710 59/2556 [..............................] - ETA: 5:49 - loss: 586.2476 - logits_profile_predictions_loss: 583.3383 - logcount_predictions_loss: 0.1711 60/2556 [..............................] - ETA: 5:49 - loss: 586.2812 - logits_profile_predictions_loss: 583.3706 - logcount_predictions_loss: 0.1712 61/2556 [..............................] - ETA: 5:49 - loss: 586.3183 - logits_profile_predictions_loss: 583.4065 - logcount_predictions_loss: 0.1713 62/2556 [..............................] - ETA: 5:49 - loss: 586.3692 - logits_profile_predictions_loss: 583.4564 - logcount_predictions_loss: 0.1713 63/2556 [..............................] - ETA: 5:49 - loss: 586.4247 - logits_profile_predictions_loss: 583.5109 - logcount_predictions_loss: 0.1714 64/2556 [..............................] - ETA: 5:49 - loss: 586.4931 - logits_profile_predictions_loss: 583.5781 - logcount_predictions_loss: 0.1715 65/2556 [..............................] - ETA: 5:49 - loss: 586.5595 - logits_profile_predictions_loss: 583.6436 - logcount_predictions_loss: 0.1715 66/2556 [..............................] - ETA: 5:48 - loss: 586.6295 - logits_profile_predictions_loss: 583.7125 - logcount_predictions_loss: 0.1716 67/2556 [..............................] - ETA: 5:48 - loss: 586.7046 - logits_profile_predictions_loss: 583.7867 - logcount_predictions_loss: 0.1716 68/2556 [..............................] - ETA: 5:48 - loss: 586.7981 - logits_profile_predictions_loss: 583.8795 - logcount_predictions_loss: 0.1717 69/2556 [..............................] - ETA: 5:48 - loss: 586.8945 - logits_profile_predictions_loss: 583.9753 - logcount_predictions_loss: 0.1717 70/2556 [..............................] - ETA: 5:48 - loss: 586.9718 - logits_profile_predictions_loss: 584.0524 - logcount_predictions_loss: 0.1717 71/2556 [..............................] - ETA: 5:48 - loss: 587.0618 - logits_profile_predictions_loss: 584.1419 - logcount_predictions_loss: 0.1718 72/2556 [..............................] - ETA: 5:47 - loss: 587.1530 - logits_profile_predictions_loss: 584.2325 - logcount_predictions_loss: 0.1718 73/2556 [..............................] - ETA: 5:47 - loss: 587.2450 - logits_profile_predictions_loss: 584.3239 - logcount_predictions_loss: 0.1718 74/2556 [..............................] - ETA: 5:47 - loss: 587.3374 - logits_profile_predictions_loss: 584.4153 - logcount_predictions_loss: 0.1719 75/2556 [..............................] - ETA: 5:47 - loss: 587.4258 - logits_profile_predictions_loss: 584.5031 - logcount_predictions_loss: 0.1719 76/2556 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[============================>.] - ETA: 9s - loss: 598.2786 - logits_profile_predictions_loss: 595.3298 - logcount_predictions_loss: 0.1734 2489/2556 [============================>.] - ETA: 9s - loss: 598.2787 - logits_profile_predictions_loss: 595.3298 - logcount_predictions_loss: 0.1734 2490/2556 [============================>.] - ETA: 9s - loss: 598.2788 - logits_profile_predictions_loss: 595.3299 - logcount_predictions_loss: 0.1734 2491/2556 [============================>.] - ETA: 9s - loss: 598.2789 - logits_profile_predictions_loss: 595.3300 - logcount_predictions_loss: 0.1734 2492/2556 [============================>.] - ETA: 8s - loss: 598.2790 - logits_profile_predictions_loss: 595.3301 - logcount_predictions_loss: 0.1734 2493/2556 [============================>.] - ETA: 8s - loss: 598.2791 - logits_profile_predictions_loss: 595.3302 - logcount_predictions_loss: 0.1734 2494/2556 [============================>.] - ETA: 8s - loss: 598.2792 - logits_profile_predictions_loss: 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[============================>.] - ETA: 4s - loss: 598.2818 - logits_profile_predictions_loss: 595.3327 - logcount_predictions_loss: 0.1734 2522/2556 [============================>.] - ETA: 4s - loss: 598.2819 - logits_profile_predictions_loss: 595.3328 - logcount_predictions_loss: 0.1734 2523/2556 [============================>.] - ETA: 4s - loss: 598.2819 - logits_profile_predictions_loss: 595.3328 - logcount_predictions_loss: 0.1734 2524/2556 [============================>.] - ETA: 4s - loss: 598.2820 - logits_profile_predictions_loss: 595.3329 - logcount_predictions_loss: 0.1734 2525/2556 [============================>.] - ETA: 4s - loss: 598.2821 - logits_profile_predictions_loss: 595.3330 - logcount_predictions_loss: 0.1735 2526/2556 [============================>.] - ETA: 4s - loss: 598.2822 - logits_profile_predictions_loss: 595.3331 - logcount_predictions_loss: 0.1735 2527/2556 [============================>.] - ETA: 4s - loss: 598.2822 - logits_profile_predictions_loss: 595.3331 - logcount_predictions_loss: 0.1735 2528/2556 [============================>.] - ETA: 3s - loss: 598.2823 - logits_profile_predictions_loss: 595.3332 - logcount_predictions_loss: 0.1735 2529/2556 [============================>.] - ETA: 3s - loss: 598.2824 - logits_profile_predictions_loss: 595.3333 - logcount_predictions_loss: 0.1735 2530/2556 [============================>.] - ETA: 3s - loss: 598.2825 - logits_profile_predictions_loss: 595.3333 - logcount_predictions_loss: 0.1735 2531/2556 [============================>.] - ETA: 3s - loss: 598.2826 - logits_profile_predictions_loss: 595.3334 - logcount_predictions_loss: 0.1735 2532/2556 [============================>.] - ETA: 3s - loss: 598.2827 - logits_profile_predictions_loss: 595.3335 - logcount_predictions_loss: 0.1735 2533/2556 [============================>.] - ETA: 3s - loss: 598.2827 - logits_profile_predictions_loss: 595.3336 - logcount_predictions_loss: 0.1735 2534/2556 [============================>.] - ETA: 3s - 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2541/2556 [============================>.] - ETA: 2s - loss: 598.2833 - logits_profile_predictions_loss: 595.3341 - logcount_predictions_loss: 0.1735 2542/2556 [============================>.] - ETA: 1s - loss: 598.2834 - logits_profile_predictions_loss: 595.3341 - logcount_predictions_loss: 0.1735 2543/2556 [============================>.] - ETA: 1s - loss: 598.2834 - logits_profile_predictions_loss: 595.3342 - logcount_predictions_loss: 0.1735 2544/2556 [============================>.] - ETA: 1s - loss: 598.2834 - logits_profile_predictions_loss: 595.3342 - logcount_predictions_loss: 0.1735 2545/2556 [============================>.] - ETA: 1s - loss: 598.2835 - logits_profile_predictions_loss: 595.3342 - logcount_predictions_loss: 0.1735 2546/2556 [============================>.] - ETA: 1s - loss: 598.2836 - logits_profile_predictions_loss: 595.3343 - logcount_predictions_loss: 0.1735 2547/2556 [============================>.] - ETA: 1s - loss: 598.2836 - 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[============================>.] - ETA: 0s - loss: 598.2840 - logits_profile_predictions_loss: 595.3347 - logcount_predictions_loss: 0.1735 2555/2556 [============================>.] - ETA: 0s - loss: 598.2841 - logits_profile_predictions_loss: 595.3347 - logcount_predictions_loss: 0.1735 2556/2556 [==============================] - ETA: 0s - loss: 598.2841 - logits_profile_predictions_loss: 595.3348 - logcount_predictions_loss: 0.1735 2556/2556 [==============================] - 373s 146ms/step - loss: 598.2842 - logits_profile_predictions_loss: 595.3349 - logcount_predictions_loss: 0.1735 - val_loss: 684.0152 - val_logits_profile_predictions_loss: 680.6071 - val_logcount_predictions_loss: 0.2005 Epoch 00015: val_loss did not improve from 676.85126 Restoring model weights from the end of the best epoch. Epoch 00015: early stopping save model save model without bias 2022-10-16_23-53-47: 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//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(35648, 10) loading nonpeaks... got split:test for bed regions:(33976, 10) 0/272 100/272 200/272 2022-10-16_23-57-35: 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//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(35648, 10) loading nonpeaks... got split:test for bed regions:(33976, 10) 0/272 100/272 200/272 2022-10-17_00-01-03: 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//ENCSR709PZI//preprocessing/bigWigs/ENCSR709PZI.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(35648, 10) loading nonpeaks... got split:test for bed regions:(33976, 10) 0/272 100/272 200/272 2022-10-17_00-03-40: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//footprints 2022-10-17_00-03-40: 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/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//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 1/35 [..............................] - ETA: 3:56 3/35 [=>............................] - ETA: 10s  4/35 [==>...........................] - ETA: 13s 5/35 [===>..........................] - ETA: 14s 6/35 [====>.........................] - ETA: 14s 7/35 [=====>........................] - ETA: 14s 8/35 [=====>........................] - ETA: 14s 9/35 [======>.......................] - ETA: 14s 10/35 [=======>......................] - ETA: 13s 11/35 [========>.....................] - ETA: 13s 12/35 [=========>....................] - ETA: 13s 13/35 [==========>...................] - ETA: 12s 14/35 [===========>..................] - ETA: 12s 15/35 [===========>..................] - ETA: 11s 16/35 [============>.................] - ETA: 11s 17/35 [=============>................] - ETA: 10s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 9s  20/35 [================>.............] - ETA: 8s 21/35 [=================>............] - ETA: 8s 22/35 [=================>............] - ETA: 7s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 6s 25/35 [====================>.........] - ETA: 5s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 4s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 32s 724ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 20s 3/35 [=>............................] - ETA: 19s 4/35 [==>...........................] - ETA: 19s 5/35 [===>..........................] - ETA: 18s 6/35 [====>.........................] - ETA: 18s 7/35 [=====>........................] - ETA: 17s 8/35 [=====>........................] - ETA: 16s 9/35 [======>.......................] - ETA: 16s 10/35 [=======>......................] - ETA: 15s 11/35 [========>.....................] - ETA: 14s 12/35 [=========>....................] - ETA: 14s 13/35 [==========>...................] - ETA: 13s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 12s 16/35 [============>.................] - ETA: 11s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 9s  20/35 [================>.............] - ETA: 9s 21/35 [=================>............] - ETA: 8s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 6s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 4s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 22s 643ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 20s 3/35 [=>............................] - ETA: 19s 4/35 [==>...........................] - ETA: 19s 5/35 [===>..........................] - ETA: 18s 6/35 [====>.........................] - ETA: 18s 7/35 [=====>........................] - ETA: 17s 8/35 [=====>........................] - ETA: 16s 9/35 [======>.......................] - ETA: 16s 10/35 [=======>......................] - ETA: 15s 11/35 [========>.....................] - ETA: 14s 12/35 [=========>....................] - ETA: 14s 13/35 [==========>...................] - ETA: 13s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 12s 16/35 [============>.................] - ETA: 11s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 9s  20/35 [================>.............] - ETA: 9s 21/35 [=================>............] - ETA: 8s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 6s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 4s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 22s 643ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 20s 3/35 [=>............................] - ETA: 19s 4/35 [==>...........................] - ETA: 19s 5/35 [===>..........................] - ETA: 18s 6/35 [====>.........................] - ETA: 18s 7/35 [=====>........................] - ETA: 17s 8/35 [=====>........................] - ETA: 16s 9/35 [======>.......................] - ETA: 16s 10/35 [=======>......................] - ETA: 15s 11/35 [========>.....................] - ETA: 14s 12/35 [=========>....................] - ETA: 14s 13/35 [==========>...................] - ETA: 13s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 12s 16/35 [============>.................] - ETA: 11s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 10s 20/35 [================>.............] - ETA: 9s  21/35 [=================>............] - ETA: 8s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 6s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 4s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 22s 643ms/step Saving marginal footprints 2022-10-17_00-05-43: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//footprints 2022-10-17_00-05-43: 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/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR709PZI//chrombppnet_model_encsr880cub_bias_fold_2//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 1/35 [..............................] - ETA: 1:58 3/35 [=>............................] - ETA: 0s  4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 14/35 [===========>..................] - ETA: 0s 15/35 [===========>..................] - ETA: 0s 16/35 [============>.................] - ETA: 0s 17/35 [=============>................] - ETA: 0s 18/35 [==============>...............] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 20/35 [================>.............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 6s 64ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 1s 4/35 [==>...........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 0s 17/35 [=============>................] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 2s 51ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 3/35 [=>............................] - ETA: 1s 4/35 [==>...........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 15/35 [===========>..................] - ETA: 0s 17/35 [=============>................] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - 2s 51ms/step 1/35 [..............................] - ETA: 0s 3/35 [=>............................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 0s 17/35 [=============>................] - ETA: 0s 18/35 [==============>...............] - ETA: 0s 20/35 [================>.............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 2s 51ms/step Saving marginal footprints