DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json Sun Oct 16 20:57:59 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 | 00000000:84:00.0 Off | 0 | | N/A 43C P0 71W / 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_20-58-07: 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//ENCSR904LMG//preprocessing/bigWigs/ENCSR904LMG.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR904LMG//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR904LMG//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR880CUB/fold_1/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr3', 'chr4', 'chr5', 'chr6', 'chr7', 'chr10', 'chr11', 'chr13', 'chr14', 'chr15', 'chr18', 'chr19', 'chr20', 'chr21', 'chr22', 'chrX', 'chrY', 'chr12', 'chr17'] Number of peaks input: 158258 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 158258 Number of peaks input: 41742 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 41742 Number of non peaks input: 159590 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 159590 Number of non peaks input: 40409 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 40409 Number of peaks after removing outliers: 156517 Number of nonpeaks after removing outliers: 141707 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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4358/4429 [============================>.] - ETA: 0s 4370/4429 [============================>.] - ETA: 0s 4382/4429 [============================>.] - ETA: 0s 4393/4429 [============================>.] - ETA: 0s 4404/4429 [============================>.] - ETA: 0s 4416/4429 [============================>.] - ETA: 0s 4427/4429 [============================>.] - ETA: 0s 4429/4429 [==============================] - ETA: 0s 4429/4429 [==============================] - 28s 5ms/step 2022-10-16_21-06-02: 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//ENCSR904LMG//preprocessing/bigWigs/ENCSR904LMG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '13.9', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(138340, 10) loading nonpeaks... got split:train for bed regions:(125985, 10) loading peaks... got split:valid for bed regions:(18177, 10) loading nonpeaks... got split:valid for bed regions:(15722, 10) Epoch 1/50 1/2378 [..............................] - ETA: 4:23:32 - loss: 561.8542 - logits_profile_predictions_loss: 534.4825 - logcount_predictions_loss: 1.9692 2/2378 [..............................] - ETA: 5:32 - loss: 1187.1688 - logits_profile_predictions_loss: 527.3304 - logcount_predictions_loss: 47.4704  3/2378 [..............................] - ETA: 5:32 - loss: 1253.6058 - logits_profile_predictions_loss: 523.8126 - logcount_predictions_loss: 52.5031 4/2378 [..............................] - ETA: 5:31 - loss: 1231.7340 - logits_profile_predictions_loss: 520.0299 - logcount_predictions_loss: 51.2017 5/2378 [..............................] - ETA: 5:31 - loss: 1192.3986 - logits_profile_predictions_loss: 516.8943 - logcount_predictions_loss: 48.5974 6/2378 [..............................] - ETA: 5:30 - loss: 1149.6646 - logits_profile_predictions_loss: 512.5975 - logcount_predictions_loss: 45.8322 7/2378 [..............................] - ETA: 5:30 - loss: 1110.8620 - logits_profile_predictions_loss: 509.8204 - logcount_predictions_loss: 43.2404 8/2378 [..............................] - ETA: 5:30 - loss: 1075.4553 - logits_profile_predictions_loss: 507.1731 - logcount_predictions_loss: 40.8836 9/2378 [..............................] - ETA: 5:30 - loss: 1044.6398 - logits_profile_predictions_loss: 505.7210 - logcount_predictions_loss: 38.7711 10/2378 [..............................] - ETA: 5:30 - loss: 1016.9037 - logits_profile_predictions_loss: 504.3366 - logcount_predictions_loss: 36.8753 11/2378 [..............................] - ETA: 5:30 - loss: 991.7663 - logits_profile_predictions_loss: 502.8672 - logcount_predictions_loss: 35.1726  12/2378 [..............................] - ETA: 5:30 - loss: 969.0554 - logits_profile_predictions_loss: 501.4805 - logcount_predictions_loss: 33.6385 13/2378 [..............................] - ETA: 5:30 - loss: 948.5134 - logits_profile_predictions_loss: 500.2454 - logcount_predictions_loss: 32.2495 14/2378 [..............................] - ETA: 5:30 - loss: 929.5801 - logits_profile_predictions_loss: 498.8798 - logcount_predictions_loss: 30.9856 15/2378 [..............................] - ETA: 5:30 - loss: 912.5532 - logits_profile_predictions_loss: 497.8764 - logcount_predictions_loss: 29.8329 16/2378 [..............................] - ETA: 5:29 - loss: 896.9065 - logits_profile_predictions_loss: 496.9293 - logcount_predictions_loss: 28.7753 17/2378 [..............................] - ETA: 5:29 - loss: 882.6139 - logits_profile_predictions_loss: 496.1509 - logcount_predictions_loss: 27.8031 18/2378 [..............................] - ETA: 5:29 - loss: 869.6490 - logits_profile_predictions_loss: 495.6374 - logcount_predictions_loss: 26.9073 19/2378 [..............................] - ETA: 5:29 - loss: 857.8432 - logits_profile_predictions_loss: 495.3519 - logcount_predictions_loss: 26.0785 20/2378 [..............................] - ETA: 5:29 - loss: 846.7803 - logits_profile_predictions_loss: 494.9964 - logcount_predictions_loss: 25.3082 21/2378 [..............................] - ETA: 5:29 - loss: 836.4192 - logits_profile_predictions_loss: 494.6179 - logcount_predictions_loss: 24.5900 22/2378 [..............................] - ETA: 5:28 - loss: 826.8094 - logits_profile_predictions_loss: 494.3253 - logcount_predictions_loss: 23.9197 23/2378 [..............................] - ETA: 5:28 - loss: 817.7958 - logits_profile_predictions_loss: 494.0397 - logcount_predictions_loss: 23.2918 24/2378 [..............................] - ETA: 5:28 - loss: 809.3659 - logits_profile_predictions_loss: 493.8032 - logcount_predictions_loss: 22.7024 25/2378 [..............................] - ETA: 5:28 - loss: 801.3250 - logits_profile_predictions_loss: 493.4790 - logcount_predictions_loss: 22.1472 26/2378 [..............................] - ETA: 5:28 - loss: 793.7653 - logits_profile_predictions_loss: 493.1907 - logcount_predictions_loss: 21.6241 27/2378 [..............................] - ETA: 5:28 - loss: 786.5823 - logits_profile_predictions_loss: 492.8811 - logcount_predictions_loss: 21.1296 28/2378 [..............................] - ETA: 5:28 - loss: 779.8057 - logits_profile_predictions_loss: 492.6031 - logcount_predictions_loss: 20.6621 29/2378 [..............................] - ETA: 5:28 - loss: 773.4344 - logits_profile_predictions_loss: 492.3858 - logcount_predictions_loss: 20.2193 30/2378 [..............................] - ETA: 5:28 - loss: 767.6170 - logits_profile_predictions_loss: 492.3881 - logcount_predictions_loss: 19.8006 31/2378 [..............................] - ETA: 5:27 - loss: 762.0788 - logits_profile_predictions_loss: 492.3856 - logcount_predictions_loss: 19.4024 32/2378 [..............................] - ETA: 5:27 - loss: 756.8004 - logits_profile_predictions_loss: 492.3766 - logcount_predictions_loss: 19.0233 33/2378 [..............................] - ETA: 5:27 - loss: 751.7999 - logits_profile_predictions_loss: 492.3940 - logcount_predictions_loss: 18.6623 34/2378 [..............................] - ETA: 5:27 - loss: 746.9899 - logits_profile_predictions_loss: 492.3772 - logcount_predictions_loss: 18.3175 35/2378 [..............................] - ETA: 5:27 - loss: 742.3419 - logits_profile_predictions_loss: 492.3141 - logcount_predictions_loss: 17.9876 36/2378 [..............................] - ETA: 5:27 - loss: 737.9251 - logits_profile_predictions_loss: 492.2815 - logcount_predictions_loss: 17.6722 37/2378 [..............................] - ETA: 5:27 - loss: 733.7947 - logits_profile_predictions_loss: 492.3420 - logcount_predictions_loss: 17.3707 38/2378 [..............................] - ETA: 5:26 - loss: 729.8230 - logits_profile_predictions_loss: 492.3894 - logcount_predictions_loss: 17.0815 39/2378 [..............................] - ETA: 5:26 - loss: 726.0213 - logits_profile_predictions_loss: 492.4437 - logcount_predictions_loss: 16.8041 40/2378 [..............................] - ETA: 5:26 - loss: 722.3760 - logits_profile_predictions_loss: 492.5011 - logcount_predictions_loss: 16.5378 41/2378 [..............................] - ETA: 5:26 - loss: 718.8694 - logits_profile_predictions_loss: 492.5543 - logcount_predictions_loss: 16.2817 42/2378 [..............................] - ETA: 5:26 - loss: 715.4731 - logits_profile_predictions_loss: 492.5849 - logcount_predictions_loss: 16.0351 43/2378 [..............................] - ETA: 5:26 - loss: 712.2276 - logits_profile_predictions_loss: 492.6370 - logcount_predictions_loss: 15.7979 44/2378 [..............................] - ETA: 5:26 - loss: 709.0742 - logits_profile_predictions_loss: 492.6655 - logcount_predictions_loss: 15.5690 45/2378 [..............................] - ETA: 5:26 - loss: 706.0350 - logits_profile_predictions_loss: 492.6943 - logcount_predictions_loss: 15.3483 46/2378 [..............................] - ETA: 5:25 - loss: 703.1125 - logits_profile_predictions_loss: 492.7315 - logcount_predictions_loss: 15.1353 47/2378 [..............................] - ETA: 5:25 - loss: 700.2605 - logits_profile_predictions_loss: 492.7405 - logcount_predictions_loss: 14.9295 48/2378 [..............................] - ETA: 5:25 - loss: 697.5065 - logits_profile_predictions_loss: 492.7512 - logcount_predictions_loss: 14.7306 49/2378 [..............................] - ETA: 5:25 - loss: 694.8457 - logits_profile_predictions_loss: 492.7635 - logcount_predictions_loss: 14.5383 50/2378 [..............................] - ETA: 5:25 - loss: 692.3118 - logits_profile_predictions_loss: 492.8132 - logcount_predictions_loss: 14.3524 51/2378 [..............................] - ETA: 5:25 - loss: 689.8801 - logits_profile_predictions_loss: 492.8822 - logcount_predictions_loss: 14.1725 52/2378 [..............................] - ETA: 5:25 - loss: 687.5212 - logits_profile_predictions_loss: 492.9464 - logcount_predictions_loss: 13.9982 53/2378 [..............................] - ETA: 5:24 - loss: 685.2069 - logits_profile_predictions_loss: 492.9835 - logcount_predictions_loss: 13.8290 54/2378 [..............................] - ETA: 5:24 - loss: 683.0021 - logits_profile_predictions_loss: 493.0566 - logcount_predictions_loss: 13.6651 55/2378 [..............................] - ETA: 5:24 - loss: 680.8686 - logits_profile_predictions_loss: 493.1334 - logcount_predictions_loss: 13.5061 56/2378 [..............................] - ETA: 5:24 - loss: 678.7980 - logits_profile_predictions_loss: 493.2092 - logcount_predictions_loss: 13.3517 57/2378 [..............................] - ETA: 5:24 - loss: 676.8030 - logits_profile_predictions_loss: 493.2975 - logcount_predictions_loss: 13.2018 58/2378 [..............................] - ETA: 5:24 - loss: 674.8546 - logits_profile_predictions_loss: 493.3748 - logcount_predictions_loss: 13.0561 59/2378 [..............................] - ETA: 5:24 - loss: 672.9505 - logits_profile_predictions_loss: 493.4408 - logcount_predictions_loss: 12.9144 60/2378 [..............................] - ETA: 5:23 - loss: 671.0980 - logits_profile_predictions_loss: 493.5052 - logcount_predictions_loss: 12.7765 61/2378 [..............................] - ETA: 5:23 - loss: 669.3137 - logits_profile_predictions_loss: 493.5846 - logcount_predictions_loss: 12.6424 62/2378 [..............................] - ETA: 5:23 - loss: 667.5849 - logits_profile_predictions_loss: 493.6694 - logcount_predictions_loss: 12.5119 63/2378 [..............................] - ETA: 5:23 - loss: 665.9210 - logits_profile_predictions_loss: 493.7710 - logcount_predictions_loss: 12.3849 64/2378 [..............................] - ETA: 5:23 - loss: 664.2827 - logits_profile_predictions_loss: 493.8537 - logcount_predictions_loss: 12.2611 65/2378 [..............................] - ETA: 5:23 - loss: 662.6690 - logits_profile_predictions_loss: 493.9183 - logcount_predictions_loss: 12.1403 66/2378 [..............................] - ETA: 5:23 - loss: 661.0975 - logits_profile_predictions_loss: 493.9838 - logcount_predictions_loss: 12.0226 67/2378 [..............................] - ETA: 5:23 - loss: 659.5513 - logits_profile_predictions_loss: 494.0354 - logcount_predictions_loss: 11.9076 68/2378 [..............................] - ETA: 5:22 - loss: 658.0469 - logits_profile_predictions_loss: 494.0897 - logcount_predictions_loss: 11.7955 69/2378 [..............................] - ETA: 5:22 - loss: 656.5718 - logits_profile_predictions_loss: 494.1360 - logcount_predictions_loss: 11.6860 70/2378 [..............................] - ETA: 5:22 - loss: 655.1240 - logits_profile_predictions_loss: 494.1739 - logcount_predictions_loss: 11.5791 71/2378 [..............................] - ETA: 5:22 - loss: 653.6928 - logits_profile_predictions_loss: 494.1952 - logcount_predictions_loss: 11.4746 72/2378 [..............................] - ETA: 5:22 - loss: 652.2974 - logits_profile_predictions_loss: 494.2181 - logcount_predictions_loss: 11.3726 73/2378 [..............................] - ETA: 5:22 - loss: 650.9341 - logits_profile_predictions_loss: 494.2408 - logcount_predictions_loss: 11.2729 74/2378 [..............................] - ETA: 5:22 - loss: 649.6109 - logits_profile_predictions_loss: 494.2719 - logcount_predictions_loss: 11.1755 75/2378 [..............................] - ETA: 5:21 - loss: 648.3185 - logits_profile_predictions_loss: 494.3039 - logcount_predictions_loss: 11.0802 76/2378 [..............................] - ETA: 5:21 - loss: 647.0451 - logits_profile_predictions_loss: 494.3265 - logcount_predictions_loss: 10.9869 77/2378 [..............................] - ETA: 5:21 - loss: 645.8078 - logits_profile_predictions_loss: 494.3560 - logcount_predictions_loss: 10.8958 78/2378 [..............................] - ETA: 5:21 - loss: 644.6029 - logits_profile_predictions_loss: 494.3904 - logcount_predictions_loss: 10.8067 79/2378 [..............................] - ETA: 5:21 - loss: 643.4215 - logits_profile_predictions_loss: 494.4218 - logcount_predictions_loss: 10.7194 80/2378 [>.............................] - ETA: 5:21 - loss: 642.2761 - logits_profile_predictions_loss: 494.4631 - logcount_predictions_loss: 10.6340 81/2378 [>.............................] - ETA: 5:21 - loss: 641.1465 - logits_profile_predictions_loss: 494.4968 - logcount_predictions_loss: 10.5503 82/2378 [>.............................] - ETA: 5:21 - loss: 640.0444 - logits_profile_predictions_loss: 494.5342 - logcount_predictions_loss: 10.4684 83/2378 [>.............................] - ETA: 5:20 - loss: 638.9533 - logits_profile_predictions_loss: 494.5606 - logcount_predictions_loss: 10.3880 84/2378 [>.............................] - ETA: 5:20 - loss: 637.8822 - logits_profile_predictions_loss: 494.5847 - logcount_predictions_loss: 10.3092 85/2378 [>.............................] - ETA: 5:20 - loss: 636.8334 - logits_profile_predictions_loss: 494.6095 - logcount_predictions_loss: 10.2319 86/2378 [>.............................] - ETA: 5:20 - loss: 635.7968 - logits_profile_predictions_loss: 494.6263 - logcount_predictions_loss: 10.1561 87/2378 [>.............................] - ETA: 5:20 - loss: 634.7784 - logits_profile_predictions_loss: 494.6410 - logcount_predictions_loss: 10.0818 88/2378 [>.............................] - ETA: 5:20 - loss: 633.7697 - logits_profile_predictions_loss: 494.6470 - logcount_predictions_loss: 10.0088 89/2378 [>.............................] - ETA: 5:20 - loss: 632.7824 - logits_profile_predictions_loss: 494.6551 - logcount_predictions_loss: 9.9372  90/2378 [>.............................] - ETA: 5:19 - loss: 631.8162 - logits_profile_predictions_loss: 494.6656 - logcount_predictions_loss: 9.8669 91/2378 [>.............................] - ETA: 5:19 - loss: 630.8767 - logits_profile_predictions_loss: 494.6841 - logcount_predictions_loss: 9.7980 92/2378 [>.............................] - ETA: 5:19 - loss: 629.9525 - logits_profile_predictions_loss: 494.7005 - logcount_predictions_loss: 9.7304 93/2378 [>.............................] - ETA: 5:19 - loss: 629.0345 - logits_profile_predictions_loss: 494.7069 - logcount_predictions_loss: 9.6639 94/2378 [>.............................] - ETA: 5:19 - loss: 628.1391 - logits_profile_predictions_loss: 494.7190 - logcount_predictions_loss: 9.5986 95/2378 [>.............................] - ETA: 5:19 - loss: 627.2537 - logits_profile_predictions_loss: 494.7253 - logcount_predictions_loss: 9.5344 96/2378 [>.............................] - ETA: 5:19 - loss: 626.3788 - logits_profile_predictions_loss: 494.7271 - logcount_predictions_loss: 9.4713 97/2378 [>.............................] - ETA: 5:19 - loss: 625.5097 - logits_profile_predictions_loss: 494.7201 - logcount_predictions_loss: 9.4093 98/2378 [>.............................] - ETA: 5:18 - loss: 624.6562 - logits_profile_predictions_loss: 494.7138 - logcount_predictions_loss: 9.3484 99/2378 [>.............................] - ETA: 5:18 - loss: 623.8175 - logits_profile_predictions_loss: 494.7074 - logcount_predictions_loss: 9.2885 100/2378 [>.............................] - ETA: 5:18 - loss: 622.9952 - logits_profile_predictions_loss: 494.7029 - logcount_predictions_loss: 9.2297 101/2378 [>.............................] - ETA: 5:18 - loss: 622.1882 - logits_profile_predictions_loss: 494.6998 - logcount_predictions_loss: 9.1718 102/2378 [>.............................] - ETA: 5:18 - loss: 621.3905 - logits_profile_predictions_loss: 494.6931 - logcount_predictions_loss: 9.1149 103/2378 [>.............................] - ETA: 5:18 - loss: 620.6052 - logits_profile_predictions_loss: 494.6861 - logcount_predictions_loss: 9.0589 104/2378 [>.............................] - ETA: 5:18 - loss: 619.8305 - logits_profile_predictions_loss: 494.6774 - logcount_predictions_loss: 9.0038 105/2378 [>.............................] - ETA: 5:17 - loss: 619.0639 - logits_profile_predictions_loss: 494.6646 - logcount_predictions_loss: 8.9496 106/2378 [>.............................] - ETA: 5:17 - loss: 618.3130 - logits_profile_predictions_loss: 494.6551 - logcount_predictions_loss: 8.8963 107/2378 [>.............................] - ETA: 5:17 - loss: 617.5705 - logits_profile_predictions_loss: 494.6424 - logcount_predictions_loss: 8.8437 108/2378 [>.............................] - ETA: 5:17 - loss: 616.8452 - logits_profile_predictions_loss: 494.6349 - logcount_predictions_loss: 8.7921 109/2378 [>.............................] - ETA: 5:17 - loss: 616.1296 - logits_profile_predictions_loss: 494.6259 - logcount_predictions_loss: 8.7413 110/2378 [>.............................] - ETA: 5:17 - loss: 615.4235 - logits_profile_predictions_loss: 494.6156 - logcount_predictions_loss: 8.6912 111/2378 [>.............................] - ETA: 5:17 - loss: 614.7287 - logits_profile_predictions_loss: 494.6057 - logcount_predictions_loss: 8.6419 112/2378 [>.............................] - ETA: 5:17 - loss: 614.0401 - logits_profile_predictions_loss: 494.5921 - logcount_predictions_loss: 8.5934 113/2378 [>.............................] - ETA: 5:16 - loss: 613.3715 - logits_profile_predictions_loss: 494.5874 - logcount_predictions_loss: 8.5456 114/2378 [>.............................] - ETA: 5:16 - loss: 612.7091 - 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[>.............................] - ETA: 5:15 - loss: 608.2695 - logits_profile_predictions_loss: 494.4630 - logcount_predictions_loss: 8.1875 122/2378 [>.............................] - ETA: 5:15 - loss: 607.6720 - logits_profile_predictions_loss: 494.4485 - logcount_predictions_loss: 8.1456 123/2378 [>.............................] - ETA: 5:15 - loss: 607.0819 - logits_profile_predictions_loss: 494.4330 - logcount_predictions_loss: 8.1042 124/2378 [>.............................] - ETA: 5:15 - loss: 606.5005 - logits_profile_predictions_loss: 494.4183 - logcount_predictions_loss: 8.0635 125/2378 [>.............................] - ETA: 5:15 - loss: 605.9288 - logits_profile_predictions_loss: 494.4055 - logcount_predictions_loss: 8.0233 126/2378 [>.............................] - ETA: 5:15 - loss: 605.3654 - logits_profile_predictions_loss: 494.3934 - logcount_predictions_loss: 7.9836 127/2378 [>.............................] - ETA: 5:14 - loss: 604.8057 - 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[=====>........................] - ETA: 4:23 - loss: 540.3439 - logits_profile_predictions_loss: 489.1154 - logcount_predictions_loss: 3.6855 499/2378 [=====>........................] - ETA: 4:22 - loss: 540.2868 - logits_profile_predictions_loss: 489.1075 - logcount_predictions_loss: 3.6820 500/2378 [=====>........................] - ETA: 4:22 - loss: 540.2298 - logits_profile_predictions_loss: 489.0994 - logcount_predictions_loss: 3.6784 501/2378 [=====>........................] - ETA: 4:22 - loss: 540.1734 - logits_profile_predictions_loss: 489.0917 - logcount_predictions_loss: 3.6749 502/2378 [=====>........................] - ETA: 4:22 - loss: 540.1172 - logits_profile_predictions_loss: 489.0841 - logcount_predictions_loss: 3.6714 503/2378 [=====>........................] - ETA: 4:22 - loss: 540.0610 - logits_profile_predictions_loss: 489.0764 - logcount_predictions_loss: 3.6680 504/2378 [=====>........................] - ETA: 4:22 - loss: 540.0053 - 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[============================>.] - ETA: 0s - loss: 504.2472 - logits_profile_predictions_loss: 480.5933 - logcount_predictions_loss: 1.7017 2372/2378 [============================>.] - ETA: 0s - loss: 504.2385 - logits_profile_predictions_loss: 480.5902 - logcount_predictions_loss: 1.7013 2373/2378 [============================>.] - ETA: 0s - loss: 504.2298 - logits_profile_predictions_loss: 480.5870 - logcount_predictions_loss: 1.7009 2374/2378 [============================>.] - ETA: 0s - loss: 504.2211 - logits_profile_predictions_loss: 480.5838 - logcount_predictions_loss: 1.7005 2375/2378 [============================>.] - ETA: 0s - loss: 504.2124 - logits_profile_predictions_loss: 480.5806 - logcount_predictions_loss: 1.7001 2376/2378 [============================>.] - ETA: 0s - loss: 504.2037 - logits_profile_predictions_loss: 480.5774 - logcount_predictions_loss: 1.6997 2377/2378 [============================>.] - ETA: 0s - loss: 504.1951 - logits_profile_predictions_loss: 480.5743 - logcount_predictions_loss: 1.6994 2378/2378 [==============================] - ETA: 0s - loss: 504.1864 - logits_profile_predictions_loss: 480.5711 - logcount_predictions_loss: 1.6990 2378/2378 [==============================] - 361s 149ms/step - loss: 504.1778 - logits_profile_predictions_loss: 480.5679 - logcount_predictions_loss: 1.6986 - val_loss: 527.6857 - val_logits_profile_predictions_loss: 524.0033 - val_logcount_predictions_loss: 0.2649 Epoch 00001: val_loss improved from inf to 527.68573, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 2/50 1/2378 [..............................] - ETA: 6:39 - loss: 439.0059 - logits_profile_predictions_loss: 435.8480 - logcount_predictions_loss: 0.2272 2/2378 [..............................] - ETA: 5:32 - loss: 449.7070 - logits_profile_predictions_loss: 446.3948 - logcount_predictions_loss: 0.2383 3/2378 [..............................] - ETA: 5:32 - loss: 457.2417 - logits_profile_predictions_loss: 453.6989 - logcount_predictions_loss: 0.2549 4/2378 [..............................] - ETA: 5:31 - loss: 457.5555 - logits_profile_predictions_loss: 453.9014 - logcount_predictions_loss: 0.2629 5/2378 [..............................] - ETA: 5:31 - loss: 458.9506 - logits_profile_predictions_loss: 455.1835 - logcount_predictions_loss: 0.2710 6/2378 [..............................] - ETA: 5:31 - loss: 460.1116 - logits_profile_predictions_loss: 456.2146 - logcount_predictions_loss: 0.2804 7/2378 [..............................] - ETA: 5:31 - loss: 461.3818 - logits_profile_predictions_loss: 457.4364 - logcount_predictions_loss: 0.2838 8/2378 [..............................] - ETA: 5:31 - loss: 462.5884 - logits_profile_predictions_loss: 458.6210 - logcount_predictions_loss: 0.2854 9/2378 [..............................] - ETA: 5:30 - loss: 463.6041 - logits_profile_predictions_loss: 459.5979 - logcount_predictions_loss: 0.2882 10/2378 [..............................] - ETA: 5:30 - loss: 463.8715 - logits_profile_predictions_loss: 459.8298 - logcount_predictions_loss: 0.2908 11/2378 [..............................] - ETA: 5:30 - loss: 463.8548 - logits_profile_predictions_loss: 459.7917 - logcount_predictions_loss: 0.2923 12/2378 [..............................] - ETA: 5:30 - loss: 463.5483 - logits_profile_predictions_loss: 459.4800 - logcount_predictions_loss: 0.2927 13/2378 [..............................] - ETA: 5:30 - loss: 463.4682 - logits_profile_predictions_loss: 459.3977 - logcount_predictions_loss: 0.2928 14/2378 [..............................] - ETA: 5:29 - loss: 463.2481 - logits_profile_predictions_loss: 459.1717 - logcount_predictions_loss: 0.2933 15/2378 [..............................] - ETA: 5:29 - loss: 462.8843 - logits_profile_predictions_loss: 458.8062 - logcount_predictions_loss: 0.2934 16/2378 [..............................] - ETA: 5:29 - loss: 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[..............................] - ETA: 5:28 - loss: 464.1309 - logits_profile_predictions_loss: 460.0644 - logcount_predictions_loss: 0.2926 24/2378 [..............................] - ETA: 5:28 - loss: 464.2424 - logits_profile_predictions_loss: 460.1721 - logcount_predictions_loss: 0.2928 25/2378 [..............................] - ETA: 5:28 - loss: 464.3184 - logits_profile_predictions_loss: 460.2453 - logcount_predictions_loss: 0.2930 26/2378 [..............................] - ETA: 5:28 - loss: 464.3310 - logits_profile_predictions_loss: 460.2570 - logcount_predictions_loss: 0.2931 27/2378 [..............................] - ETA: 5:27 - loss: 464.2219 - logits_profile_predictions_loss: 460.1479 - logcount_predictions_loss: 0.2931 28/2378 [..............................] - ETA: 5:27 - loss: 464.0757 - logits_profile_predictions_loss: 460.0026 - logcount_predictions_loss: 0.2930 29/2378 [..............................] - ETA: 5:27 - loss: 463.9446 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:23 - loss: 463.6096 - logits_profile_predictions_loss: 459.5951 - logcount_predictions_loss: 0.2888 57/2378 [..............................] - ETA: 5:23 - loss: 463.5932 - logits_profile_predictions_loss: 459.5811 - logcount_predictions_loss: 0.2886 58/2378 [..............................] - ETA: 5:23 - loss: 463.5889 - logits_profile_predictions_loss: 459.5786 - logcount_predictions_loss: 0.2885 59/2378 [..............................] - ETA: 5:23 - loss: 463.5799 - logits_profile_predictions_loss: 459.5710 - logcount_predictions_loss: 0.2884 60/2378 [..............................] - ETA: 5:23 - loss: 463.5681 - logits_profile_predictions_loss: 459.5611 - logcount_predictions_loss: 0.2883 61/2378 [..............................] - ETA: 5:23 - loss: 463.5464 - logits_profile_predictions_loss: 459.5412 - logcount_predictions_loss: 0.2881 62/2378 [..............................] - ETA: 5:22 - loss: 463.5100 - logits_profile_predictions_loss: 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[============================>.] - ETA: 5s - loss: 464.5299 - logits_profile_predictions_loss: 460.8266 - logcount_predictions_loss: 0.2664 2340/2378 [============================>.] - ETA: 5s - loss: 464.5303 - logits_profile_predictions_loss: 460.8269 - logcount_predictions_loss: 0.2664 2341/2378 [============================>.] - ETA: 5s - loss: 464.5306 - logits_profile_predictions_loss: 460.8273 - logcount_predictions_loss: 0.2664 2342/2378 [============================>.] - ETA: 5s - loss: 464.5309 - logits_profile_predictions_loss: 460.8277 - logcount_predictions_loss: 0.2664 2343/2378 [============================>.] - ETA: 4s - loss: 464.5313 - logits_profile_predictions_loss: 460.8281 - logcount_predictions_loss: 0.2664 2344/2378 [============================>.] - ETA: 4s - loss: 464.5316 - logits_profile_predictions_loss: 460.8285 - logcount_predictions_loss: 0.2664 2345/2378 [============================>.] - ETA: 4s - loss: 464.5319 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 464.5402 - logits_profile_predictions_loss: 460.8385 - logcount_predictions_loss: 0.2663 2373/2378 [============================>.] - ETA: 0s - loss: 464.5405 - logits_profile_predictions_loss: 460.8389 - logcount_predictions_loss: 0.2663 2374/2378 [============================>.] - ETA: 0s - loss: 464.5408 - logits_profile_predictions_loss: 460.8392 - logcount_predictions_loss: 0.2663 2375/2378 [============================>.] - ETA: 0s - loss: 464.5411 - logits_profile_predictions_loss: 460.8396 - logcount_predictions_loss: 0.2663 2376/2378 [============================>.] - ETA: 0s - loss: 464.5414 - logits_profile_predictions_loss: 460.8399 - logcount_predictions_loss: 0.2663 2377/2378 [============================>.] - ETA: 0s - loss: 464.5417 - logits_profile_predictions_loss: 460.8403 - logcount_predictions_loss: 0.2663 2378/2378 [==============================] - ETA: 0s - loss: 464.5420 - logits_profile_predictions_loss: 460.8406 - logcount_predictions_loss: 0.2663 2378/2378 [==============================] - 351s 148ms/step - loss: 464.5423 - logits_profile_predictions_loss: 460.8410 - logcount_predictions_loss: 0.2663 - val_loss: 523.6453 - val_logits_profile_predictions_loss: 520.5476 - val_logcount_predictions_loss: 0.2228 Epoch 00002: val_loss improved from 527.68573 to 523.64526, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 3/50 1/2378 [..............................] - ETA: 6:39 - loss: 418.5650 - logits_profile_predictions_loss: 415.8656 - logcount_predictions_loss: 0.1942 2/2378 [..............................] - ETA: 5:47 - loss: 431.7104 - logits_profile_predictions_loss: 429.0502 - logcount_predictions_loss: 0.1914 3/2378 [..............................] - ETA: 5:39 - loss: 432.6991 - logits_profile_predictions_loss: 430.1043 - logcount_predictions_loss: 0.1867 4/2378 [..............................] - ETA: 5:36 - loss: 430.7851 - logits_profile_predictions_loss: 428.2294 - logcount_predictions_loss: 0.1839 5/2378 [..............................] - ETA: 5:34 - loss: 430.4233 - logits_profile_predictions_loss: 427.8682 - logcount_predictions_loss: 0.1838 6/2378 [..............................] - ETA: 5:33 - loss: 430.6439 - logits_profile_predictions_loss: 428.0333 - logcount_predictions_loss: 0.1878 7/2378 [..............................] - ETA: 5:32 - loss: 431.5720 - logits_profile_predictions_loss: 428.9192 - logcount_predictions_loss: 0.1909 8/2378 [..............................] - ETA: 5:32 - loss: 432.8025 - logits_profile_predictions_loss: 430.1051 - logcount_predictions_loss: 0.1941 9/2378 [..............................] - ETA: 5:31 - loss: 433.5970 - logits_profile_predictions_loss: 430.8630 - logcount_predictions_loss: 0.1967 10/2378 [..............................] - ETA: 5:31 - loss: 434.5596 - logits_profile_predictions_loss: 431.7859 - logcount_predictions_loss: 0.1995 11/2378 [..............................] - ETA: 5:31 - loss: 435.9989 - logits_profile_predictions_loss: 433.1754 - logcount_predictions_loss: 0.2031 12/2378 [..............................] - ETA: 5:30 - loss: 437.6148 - logits_profile_predictions_loss: 434.7445 - logcount_predictions_loss: 0.2065 13/2378 [..............................] - ETA: 5:30 - loss: 438.5124 - logits_profile_predictions_loss: 435.6041 - logcount_predictions_loss: 0.2092 14/2378 [..............................] - ETA: 5:30 - loss: 438.8844 - logits_profile_predictions_loss: 435.9487 - logcount_predictions_loss: 0.2112 15/2378 [..............................] - ETA: 5:30 - loss: 439.3696 - logits_profile_predictions_loss: 436.4135 - logcount_predictions_loss: 0.2127 16/2378 [..............................] - ETA: 5:29 - loss: 439.7139 - logits_profile_predictions_loss: 436.7448 - logcount_predictions_loss: 0.2136 17/2378 [..............................] - ETA: 5:29 - loss: 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[..............................] - ETA: 5:28 - loss: 441.9488 - logits_profile_predictions_loss: 438.9266 - logcount_predictions_loss: 0.2174 25/2378 [..............................] - ETA: 5:28 - loss: 442.2229 - logits_profile_predictions_loss: 439.1962 - logcount_predictions_loss: 0.2177 26/2378 [..............................] - ETA: 5:28 - loss: 442.6468 - logits_profile_predictions_loss: 439.6158 - logcount_predictions_loss: 0.2181 27/2378 [..............................] - ETA: 5:27 - loss: 442.9919 - logits_profile_predictions_loss: 439.9576 - logcount_predictions_loss: 0.2183 28/2378 [..............................] - ETA: 5:27 - loss: 443.3844 - logits_profile_predictions_loss: 440.3471 - logcount_predictions_loss: 0.2185 29/2378 [..............................] - ETA: 5:27 - loss: 443.7452 - logits_profile_predictions_loss: 440.7062 - logcount_predictions_loss: 0.2186 30/2378 [..............................] - ETA: 5:27 - loss: 444.0724 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:23 - loss: 451.9312 - logits_profile_predictions_loss: 448.8412 - logcount_predictions_loss: 0.2223 58/2378 [..............................] - ETA: 5:23 - loss: 452.1110 - logits_profile_predictions_loss: 449.0184 - logcount_predictions_loss: 0.2225 59/2378 [..............................] - ETA: 5:23 - loss: 452.2710 - logits_profile_predictions_loss: 449.1763 - logcount_predictions_loss: 0.2226 60/2378 [..............................] - ETA: 5:23 - loss: 452.4140 - logits_profile_predictions_loss: 449.3169 - logcount_predictions_loss: 0.2228 61/2378 [..............................] - ETA: 5:22 - loss: 452.5502 - logits_profile_predictions_loss: 449.4512 - logcount_predictions_loss: 0.2229 62/2378 [..............................] - ETA: 5:22 - loss: 452.6777 - logits_profile_predictions_loss: 449.5767 - logcount_predictions_loss: 0.2231 63/2378 [..............................] - ETA: 5:22 - loss: 452.8008 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:12 - loss: 458.3817 - logits_profile_predictions_loss: 455.1872 - logcount_predictions_loss: 0.2298 137/2378 [>.............................] - ETA: 5:12 - loss: 458.4229 - logits_profile_predictions_loss: 455.2276 - logcount_predictions_loss: 0.2299 138/2378 [>.............................] - ETA: 5:12 - loss: 458.4636 - logits_profile_predictions_loss: 455.2674 - logcount_predictions_loss: 0.2299 139/2378 [>.............................] - ETA: 5:12 - loss: 458.5031 - logits_profile_predictions_loss: 455.3061 - logcount_predictions_loss: 0.2300 140/2378 [>.............................] - ETA: 5:11 - loss: 458.5440 - logits_profile_predictions_loss: 455.3462 - logcount_predictions_loss: 0.2301 141/2378 [>.............................] - ETA: 5:11 - loss: 458.5831 - logits_profile_predictions_loss: 455.3845 - logcount_predictions_loss: 0.2301 142/2378 [>.............................] - ETA: 5:11 - loss: 458.6224 - 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[====>.........................] - ETA: 4:25 - loss: 462.9120 - logits_profile_predictions_loss: 459.6094 - logcount_predictions_loss: 0.2376 475/2378 [====>.........................] - ETA: 4:25 - loss: 462.9152 - logits_profile_predictions_loss: 459.6124 - logcount_predictions_loss: 0.2376 476/2378 [=====>........................] - ETA: 4:25 - loss: 462.9182 - logits_profile_predictions_loss: 459.6153 - logcount_predictions_loss: 0.2376 477/2378 [=====>........................] - ETA: 4:25 - loss: 462.9212 - logits_profile_predictions_loss: 459.6182 - logcount_predictions_loss: 0.2376 478/2378 [=====>........................] - ETA: 4:25 - loss: 462.9244 - logits_profile_predictions_loss: 459.6211 - logcount_predictions_loss: 0.2377 479/2378 [=====>........................] - ETA: 4:24 - loss: 462.9275 - logits_profile_predictions_loss: 459.6241 - logcount_predictions_loss: 0.2377 480/2378 [=====>........................] - ETA: 4:24 - loss: 462.9304 - 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[============================>.] - ETA: 0s - loss: 462.5128 - logits_profile_predictions_loss: 459.2133 - logcount_predictions_loss: 0.2374 2374/2378 [============================>.] - ETA: 0s - loss: 462.5126 - logits_profile_predictions_loss: 459.2131 - logcount_predictions_loss: 0.2374 2375/2378 [============================>.] - ETA: 0s - loss: 462.5124 - logits_profile_predictions_loss: 459.2129 - logcount_predictions_loss: 0.2374 2376/2378 [============================>.] - ETA: 0s - loss: 462.5121 - logits_profile_predictions_loss: 459.2126 - logcount_predictions_loss: 0.2374 2377/2378 [============================>.] - ETA: 0s - loss: 462.5119 - logits_profile_predictions_loss: 459.2124 - logcount_predictions_loss: 0.2374 2378/2378 [==============================] - ETA: 0s - loss: 462.5116 - logits_profile_predictions_loss: 459.2122 - logcount_predictions_loss: 0.2374 2378/2378 [==============================] - 351s 148ms/step - loss: 462.5114 - 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[..............................] - ETA: 5:30 - loss: 482.0249 - logits_profile_predictions_loss: 478.4360 - logcount_predictions_loss: 0.2582 6/2378 [..............................] - ETA: 5:30 - loss: 479.7696 - logits_profile_predictions_loss: 476.1757 - logcount_predictions_loss: 0.2586 7/2378 [..............................] - ETA: 5:30 - loss: 478.8423 - logits_profile_predictions_loss: 475.2697 - logcount_predictions_loss: 0.2570 8/2378 [..............................] - ETA: 5:29 - loss: 477.4297 - logits_profile_predictions_loss: 473.8951 - logcount_predictions_loss: 0.2543 9/2378 [..............................] - ETA: 5:29 - loss: 475.0168 - logits_profile_predictions_loss: 471.5100 - logcount_predictions_loss: 0.2523 10/2378 [..............................] - ETA: 5:29 - loss: 473.5212 - logits_profile_predictions_loss: 470.0259 - logcount_predictions_loss: 0.2515 11/2378 [..............................] - ETA: 5:29 - loss: 472.8100 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:25 - loss: 467.4888 - logits_profile_predictions_loss: 464.1985 - logcount_predictions_loss: 0.2367 39/2378 [..............................] - ETA: 5:25 - loss: 467.3587 - logits_profile_predictions_loss: 464.0697 - logcount_predictions_loss: 0.2366 40/2378 [..............................] - ETA: 5:25 - loss: 467.2452 - logits_profile_predictions_loss: 463.9565 - logcount_predictions_loss: 0.2366 41/2378 [..............................] - ETA: 5:25 - loss: 467.1233 - logits_profile_predictions_loss: 463.8356 - logcount_predictions_loss: 0.2365 42/2378 [..............................] - ETA: 5:24 - loss: 467.0079 - logits_profile_predictions_loss: 463.7214 - logcount_predictions_loss: 0.2364 43/2378 [..............................] - ETA: 5:24 - loss: 466.9031 - logits_profile_predictions_loss: 463.6175 - logcount_predictions_loss: 0.2364 44/2378 [..............................] - ETA: 5:24 - loss: 466.7844 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 456.1156 - logcount_predictions_loss: 0.2333 228/2378 [=>............................] - ETA: 4:59 - loss: 459.3408 - logits_profile_predictions_loss: 456.0981 - logcount_predictions_loss: 0.2333 229/2378 [=>............................] - ETA: 4:59 - loss: 459.3233 - logits_profile_predictions_loss: 456.0811 - logcount_predictions_loss: 0.2333 230/2378 [=>............................] - ETA: 4:58 - loss: 459.3064 - logits_profile_predictions_loss: 456.0645 - logcount_predictions_loss: 0.2332 231/2378 [=>............................] - ETA: 4:58 - loss: 459.2897 - logits_profile_predictions_loss: 456.0481 - logcount_predictions_loss: 0.2332 232/2378 [=>............................] - ETA: 4:58 - loss: 459.2735 - logits_profile_predictions_loss: 456.0322 - logcount_predictions_loss: 0.2332 233/2378 [=>............................] - ETA: 4:58 - loss: 459.2562 - logits_profile_predictions_loss: 456.0154 - logcount_predictions_loss: 0.2332 234/2378 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[===>..........................] - ETA: 4:40 - loss: 458.6013 - logits_profile_predictions_loss: 455.4038 - logcount_predictions_loss: 0.2300 365/2378 [===>..........................] - ETA: 4:40 - loss: 458.6008 - logits_profile_predictions_loss: 455.4035 - logcount_predictions_loss: 0.2300 366/2378 [===>..........................] - ETA: 4:40 - loss: 458.6003 - logits_profile_predictions_loss: 455.4033 - logcount_predictions_loss: 0.2300 367/2378 [===>..........................] - ETA: 4:39 - loss: 458.5999 - logits_profile_predictions_loss: 455.4031 - logcount_predictions_loss: 0.2300 368/2378 [===>..........................] - ETA: 4:39 - loss: 458.6001 - logits_profile_predictions_loss: 455.4036 - logcount_predictions_loss: 0.2300 369/2378 [===>..........................] - ETA: 4:39 - loss: 458.6006 - logits_profile_predictions_loss: 455.4043 - logcount_predictions_loss: 0.2300 370/2378 [===>..........................] - ETA: 4:39 - loss: 458.6012 - 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[===>..........................] - ETA: 4:38 - loss: 458.6011 - logits_profile_predictions_loss: 455.4067 - logcount_predictions_loss: 0.2298 378/2378 [===>..........................] - ETA: 4:38 - loss: 458.6010 - logits_profile_predictions_loss: 455.4068 - logcount_predictions_loss: 0.2298 379/2378 [===>..........................] - ETA: 4:38 - loss: 458.6010 - logits_profile_predictions_loss: 455.4070 - logcount_predictions_loss: 0.2298 380/2378 [===>..........................] - ETA: 4:38 - loss: 458.6014 - logits_profile_predictions_loss: 455.4076 - logcount_predictions_loss: 0.2298 381/2378 [===>..........................] - ETA: 4:38 - loss: 458.6015 - logits_profile_predictions_loss: 455.4079 - logcount_predictions_loss: 0.2298 382/2378 [===>..........................] - ETA: 4:37 - loss: 458.6016 - logits_profile_predictions_loss: 455.4082 - logcount_predictions_loss: 0.2297 383/2378 [===>..........................] - ETA: 4:37 - loss: 458.6015 - 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[===>..........................] - ETA: 4:36 - loss: 458.6083 - logits_profile_predictions_loss: 455.4164 - logcount_predictions_loss: 0.2296 391/2378 [===>..........................] - ETA: 4:36 - loss: 458.6094 - logits_profile_predictions_loss: 455.4177 - logcount_predictions_loss: 0.2296 392/2378 [===>..........................] - ETA: 4:36 - loss: 458.6104 - logits_profile_predictions_loss: 455.4189 - logcount_predictions_loss: 0.2296 393/2378 [===>..........................] - ETA: 4:36 - loss: 458.6116 - logits_profile_predictions_loss: 455.4202 - logcount_predictions_loss: 0.2296 394/2378 [===>..........................] - ETA: 4:36 - loss: 458.6126 - logits_profile_predictions_loss: 455.4214 - logcount_predictions_loss: 0.2296 395/2378 [===>..........................] - ETA: 4:36 - loss: 458.6138 - logits_profile_predictions_loss: 455.4229 - logcount_predictions_loss: 0.2296 396/2378 [===>..........................] - ETA: 4:35 - loss: 458.6153 - 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[====>.........................] - ETA: 4:34 - loss: 458.6245 - logits_profile_predictions_loss: 455.4351 - logcount_predictions_loss: 0.2295 404/2378 [====>.........................] - ETA: 4:34 - loss: 458.6258 - logits_profile_predictions_loss: 455.4366 - logcount_predictions_loss: 0.2294 405/2378 [====>.........................] - ETA: 4:34 - loss: 458.6270 - logits_profile_predictions_loss: 455.4380 - logcount_predictions_loss: 0.2294 406/2378 [====>.........................] - ETA: 4:34 - loss: 458.6286 - logits_profile_predictions_loss: 455.4397 - logcount_predictions_loss: 0.2294 407/2378 [====>.........................] - ETA: 4:34 - loss: 458.6298 - logits_profile_predictions_loss: 455.4412 - logcount_predictions_loss: 0.2294 408/2378 [====>.........................] - ETA: 4:34 - loss: 458.6314 - logits_profile_predictions_loss: 455.4430 - logcount_predictions_loss: 0.2294 409/2378 [====>.........................] - ETA: 4:34 - loss: 458.6333 - 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[====>.........................] - ETA: 4:33 - loss: 458.6450 - logits_profile_predictions_loss: 455.4581 - logcount_predictions_loss: 0.2293 417/2378 [====>.........................] - ETA: 4:32 - loss: 458.6461 - logits_profile_predictions_loss: 455.4594 - logcount_predictions_loss: 0.2293 418/2378 [====>.........................] - ETA: 4:32 - loss: 458.6473 - logits_profile_predictions_loss: 455.4609 - logcount_predictions_loss: 0.2293 419/2378 [====>.........................] - ETA: 4:32 - loss: 458.6483 - logits_profile_predictions_loss: 455.4620 - logcount_predictions_loss: 0.2292 420/2378 [====>.........................] - ETA: 4:32 - loss: 458.6490 - logits_profile_predictions_loss: 455.4628 - logcount_predictions_loss: 0.2292 421/2378 [====>.........................] - ETA: 4:32 - loss: 458.6493 - logits_profile_predictions_loss: 455.4634 - logcount_predictions_loss: 0.2292 422/2378 [====>.........................] - ETA: 4:32 - loss: 458.6497 - 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[====>.........................] - ETA: 4:31 - loss: 458.6506 - logits_profile_predictions_loss: 455.4660 - logcount_predictions_loss: 0.2291 430/2378 [====>.........................] - ETA: 4:31 - loss: 458.6512 - logits_profile_predictions_loss: 455.4668 - logcount_predictions_loss: 0.2291 431/2378 [====>.........................] - ETA: 4:31 - loss: 458.6518 - logits_profile_predictions_loss: 455.4676 - logcount_predictions_loss: 0.2291 432/2378 [====>.........................] - ETA: 4:30 - loss: 458.6529 - logits_profile_predictions_loss: 455.4689 - logcount_predictions_loss: 0.2291 433/2378 [====>.........................] - ETA: 4:30 - loss: 458.6539 - logits_profile_predictions_loss: 455.4700 - logcount_predictions_loss: 0.2291 434/2378 [====>.........................] - ETA: 4:30 - loss: 458.6548 - logits_profile_predictions_loss: 455.4711 - logcount_predictions_loss: 0.2291 435/2378 [====>.........................] - ETA: 4:30 - loss: 458.6553 - 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[====>.........................] - ETA: 4:29 - loss: 458.6579 - logits_profile_predictions_loss: 455.4757 - logcount_predictions_loss: 0.2290 443/2378 [====>.........................] - ETA: 4:29 - loss: 458.6586 - logits_profile_predictions_loss: 455.4765 - logcount_predictions_loss: 0.2289 444/2378 [====>.........................] - ETA: 4:29 - loss: 458.6592 - logits_profile_predictions_loss: 455.4773 - logcount_predictions_loss: 0.2289 445/2378 [====>.........................] - ETA: 4:29 - loss: 458.6598 - logits_profile_predictions_loss: 455.4781 - logcount_predictions_loss: 0.2289 446/2378 [====>.........................] - ETA: 4:28 - loss: 458.6605 - logits_profile_predictions_loss: 455.4789 - logcount_predictions_loss: 0.2289 447/2378 [====>.........................] - ETA: 4:28 - loss: 458.6612 - logits_profile_predictions_loss: 455.4798 - logcount_predictions_loss: 0.2289 448/2378 [====>.........................] - ETA: 4:28 - loss: 458.6619 - 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[====>.........................] - ETA: 4:27 - loss: 458.6700 - logits_profile_predictions_loss: 455.4899 - logcount_predictions_loss: 0.2288 456/2378 [====>.........................] - ETA: 4:27 - loss: 458.6712 - logits_profile_predictions_loss: 455.4913 - logcount_predictions_loss: 0.2288 457/2378 [====>.........................] - ETA: 4:27 - loss: 458.6727 - logits_profile_predictions_loss: 455.4929 - logcount_predictions_loss: 0.2288 458/2378 [====>.........................] - ETA: 4:27 - loss: 458.6739 - logits_profile_predictions_loss: 455.4943 - logcount_predictions_loss: 0.2288 459/2378 [====>.........................] - ETA: 4:27 - loss: 458.6750 - logits_profile_predictions_loss: 455.4956 - logcount_predictions_loss: 0.2287 460/2378 [====>.........................] - ETA: 4:26 - loss: 458.6763 - logits_profile_predictions_loss: 455.4970 - logcount_predictions_loss: 0.2287 461/2378 [====>.........................] - ETA: 4:26 - loss: 458.6775 - 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[====>.........................] - ETA: 4:25 - loss: 458.6884 - logits_profile_predictions_loss: 455.5104 - logcount_predictions_loss: 0.2286 469/2378 [====>.........................] - ETA: 4:25 - loss: 458.6900 - logits_profile_predictions_loss: 455.5121 - logcount_predictions_loss: 0.2286 470/2378 [====>.........................] - ETA: 4:25 - loss: 458.6913 - logits_profile_predictions_loss: 455.5136 - logcount_predictions_loss: 0.2286 471/2378 [====>.........................] - ETA: 4:25 - loss: 458.6927 - logits_profile_predictions_loss: 455.5151 - logcount_predictions_loss: 0.2286 472/2378 [====>.........................] - ETA: 4:25 - loss: 458.6941 - logits_profile_predictions_loss: 455.5167 - logcount_predictions_loss: 0.2286 473/2378 [====>.........................] - ETA: 4:25 - loss: 458.6957 - logits_profile_predictions_loss: 455.5184 - logcount_predictions_loss: 0.2286 474/2378 [====>.........................] - ETA: 4:25 - loss: 458.6975 - 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456.0006 - logcount_predictions_loss: 0.2222 2374/2378 [============================>.] - ETA: 0s - loss: 459.0896 - logits_profile_predictions_loss: 456.0007 - logcount_predictions_loss: 0.2222 2375/2378 [============================>.] - ETA: 0s - loss: 459.0897 - logits_profile_predictions_loss: 456.0008 - logcount_predictions_loss: 0.2222 2376/2378 [============================>.] - ETA: 0s - loss: 459.0898 - logits_profile_predictions_loss: 456.0009 - logcount_predictions_loss: 0.2222 2377/2378 [============================>.] - ETA: 0s - loss: 459.0899 - logits_profile_predictions_loss: 456.0011 - logcount_predictions_loss: 0.2222 2378/2378 [==============================] - ETA: 0s - loss: 459.0900 - logits_profile_predictions_loss: 456.0012 - logcount_predictions_loss: 0.2222 2378/2378 [==============================] - 350s 147ms/step - loss: 459.0901 - logits_profile_predictions_loss: 456.0013 - logcount_predictions_loss: 0.2222 - val_loss: 517.7869 - val_logits_profile_predictions_loss: 515.0861 - val_logcount_predictions_loss: 0.1943 Epoch 00004: val_loss improved from 519.29523 to 517.78693, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 5/50 1/2378 [..............................] - ETA: 6:38 - loss: 465.8039 - logits_profile_predictions_loss: 462.8353 - logcount_predictions_loss: 0.2136 2/2378 [..............................] - ETA: 6:00 - loss: 463.0919 - logits_profile_predictions_loss: 460.2144 - logcount_predictions_loss: 0.2070 3/2378 [..............................] - ETA: 5:45 - loss: 463.1517 - logits_profile_predictions_loss: 460.3116 - logcount_predictions_loss: 0.2043 4/2378 [..............................] - ETA: 5:40 - loss: 464.6416 - logits_profile_predictions_loss: 461.8265 - logcount_predictions_loss: 0.2025 5/2378 [..............................] - ETA: 5:37 - loss: 464.1601 - logits_profile_predictions_loss: 461.3402 - logcount_predictions_loss: 0.2029 6/2378 [..............................] - ETA: 5:35 - loss: 465.2589 - logits_profile_predictions_loss: 462.4510 - logcount_predictions_loss: 0.2020 7/2378 [..............................] - ETA: 5:34 - loss: 465.4039 - logits_profile_predictions_loss: 462.6255 - logcount_predictions_loss: 0.1999 8/2378 [..............................] - ETA: 5:33 - loss: 465.2824 - logits_profile_predictions_loss: 462.5106 - logcount_predictions_loss: 0.1994 9/2378 [..............................] - ETA: 5:32 - loss: 464.7572 - logits_profile_predictions_loss: 461.9818 - logcount_predictions_loss: 0.1997 10/2378 [..............................] - ETA: 5:32 - loss: 464.5326 - logits_profile_predictions_loss: 461.7611 - logcount_predictions_loss: 0.1994 11/2378 [..............................] - ETA: 5:31 - loss: 464.6578 - logits_profile_predictions_loss: 461.8939 - logcount_predictions_loss: 0.1988 12/2378 [..............................] - ETA: 5:31 - 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19/2378 [..............................] - ETA: 5:29 - loss: 465.2824 - logits_profile_predictions_loss: 462.5112 - logcount_predictions_loss: 0.1994 20/2378 [..............................] - ETA: 5:29 - loss: 464.9209 - logits_profile_predictions_loss: 462.1427 - logcount_predictions_loss: 0.1999 21/2378 [..............................] - ETA: 5:29 - loss: 464.6931 - logits_profile_predictions_loss: 461.9116 - logcount_predictions_loss: 0.2001 22/2378 [..............................] - ETA: 5:28 - loss: 464.4620 - logits_profile_predictions_loss: 461.6772 - logcount_predictions_loss: 0.2003 23/2378 [..............................] - ETA: 5:28 - loss: 464.2482 - logits_profile_predictions_loss: 461.4598 - logcount_predictions_loss: 0.2006 24/2378 [..............................] - ETA: 5:28 - loss: 463.8992 - logits_profile_predictions_loss: 461.1080 - logcount_predictions_loss: 0.2008 25/2378 [..............................] - ETA: 5:28 - loss: 463.6333 - 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[..............................] - ETA: 5:27 - loss: 461.9004 - logits_profile_predictions_loss: 459.0961 - logcount_predictions_loss: 0.2017 33/2378 [..............................] - ETA: 5:26 - loss: 461.7236 - logits_profile_predictions_loss: 458.9191 - logcount_predictions_loss: 0.2018 34/2378 [..............................] - ETA: 5:26 - loss: 461.5800 - logits_profile_predictions_loss: 458.7753 - logcount_predictions_loss: 0.2018 35/2378 [..............................] - ETA: 5:26 - loss: 461.4464 - logits_profile_predictions_loss: 458.6421 - logcount_predictions_loss: 0.2017 36/2378 [..............................] - ETA: 5:26 - loss: 461.3267 - logits_profile_predictions_loss: 458.5218 - logcount_predictions_loss: 0.2018 37/2378 [..............................] - ETA: 5:26 - loss: 461.2313 - logits_profile_predictions_loss: 458.4247 - logcount_predictions_loss: 0.2019 38/2378 [..............................] - ETA: 5:26 - loss: 461.1142 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 4:33 - loss: 460.2689 - logits_profile_predictions_loss: 457.3936 - logcount_predictions_loss: 0.2069 411/2378 [====>.........................] - ETA: 4:33 - loss: 460.2669 - logits_profile_predictions_loss: 457.3917 - logcount_predictions_loss: 0.2069 412/2378 [====>.........................] - ETA: 4:33 - loss: 460.2645 - logits_profile_predictions_loss: 457.3893 - logcount_predictions_loss: 0.2069 413/2378 [====>.........................] - ETA: 4:33 - loss: 460.2620 - logits_profile_predictions_loss: 457.3868 - logcount_predictions_loss: 0.2069 414/2378 [====>.........................] - ETA: 4:33 - loss: 460.2593 - logits_profile_predictions_loss: 457.3842 - logcount_predictions_loss: 0.2068 415/2378 [====>.........................] - ETA: 4:33 - loss: 460.2567 - logits_profile_predictions_loss: 457.3816 - logcount_predictions_loss: 0.2068 416/2378 [====>.........................] - ETA: 4:32 - loss: 460.2542 - 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logits_profile_predictions_loss: 457.3075 - logcount_predictions_loss: 0.2068 443/2378 [====>.........................] - ETA: 4:29 - loss: 460.1789 - logits_profile_predictions_loss: 457.3051 - logcount_predictions_loss: 0.2068 444/2378 [====>.........................] - ETA: 4:28 - loss: 460.1766 - logits_profile_predictions_loss: 457.3028 - logcount_predictions_loss: 0.2068 445/2378 [====>.........................] - ETA: 4:28 - loss: 460.1743 - logits_profile_predictions_loss: 457.3006 - logcount_predictions_loss: 0.2067 446/2378 [====>.........................] - ETA: 4:28 - loss: 460.1721 - logits_profile_predictions_loss: 457.2985 - logcount_predictions_loss: 0.2067 447/2378 [====>.........................] - ETA: 4:28 - loss: 460.1702 - logits_profile_predictions_loss: 457.2966 - logcount_predictions_loss: 0.2067 448/2378 [====>.........................] - ETA: 4:28 - loss: 460.1687 - logits_profile_predictions_loss: 457.2951 - logcount_predictions_loss: 0.2067 449/2378 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[====>.........................] - ETA: 4:26 - loss: 460.1493 - logits_profile_predictions_loss: 457.2766 - logcount_predictions_loss: 0.2067 463/2378 [====>.........................] - ETA: 4:26 - loss: 460.1481 - logits_profile_predictions_loss: 457.2755 - logcount_predictions_loss: 0.2067 464/2378 [====>.........................] - ETA: 4:26 - loss: 460.1468 - logits_profile_predictions_loss: 457.2743 - logcount_predictions_loss: 0.2067 465/2378 [====>.........................] - ETA: 4:26 - loss: 460.1454 - logits_profile_predictions_loss: 457.2730 - logcount_predictions_loss: 0.2067 466/2378 [====>.........................] - ETA: 4:25 - loss: 460.1438 - logits_profile_predictions_loss: 457.2714 - logcount_predictions_loss: 0.2067 467/2378 [====>.........................] - ETA: 4:25 - loss: 460.1424 - logits_profile_predictions_loss: 457.2700 - logcount_predictions_loss: 0.2067 468/2378 [====>.........................] - ETA: 4:25 - loss: 460.1411 - 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0.2007 Epoch 00005: val_loss improved from 517.78693 to 515.21558, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 6/50 1/2378 [..............................] - ETA: 6:28 - loss: 464.3047 - logits_profile_predictions_loss: 461.0981 - logcount_predictions_loss: 0.2307 2/2378 [..............................] - ETA: 5:33 - loss: 470.6684 - logits_profile_predictions_loss: 467.7164 - logcount_predictions_loss: 0.2124 3/2378 [..............................] - ETA: 5:33 - loss: 471.7183 - logits_profile_predictions_loss: 468.9103 - logcount_predictions_loss: 0.2020 4/2378 [..............................] - ETA: 5:32 - loss: 471.7682 - logits_profile_predictions_loss: 469.0370 - logcount_predictions_loss: 0.1965 5/2378 [..............................] - ETA: 5:32 - loss: 471.2903 - logits_profile_predictions_loss: 468.5909 - logcount_predictions_loss: 0.1942 6/2378 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2355/2378 [============================>.] - ETA: 3s - loss: 455.8122 - logits_profile_predictions_loss: 453.0383 - logcount_predictions_loss: 0.1996 2356/2378 [============================>.] - ETA: 3s - loss: 455.8124 - logits_profile_predictions_loss: 453.0385 - logcount_predictions_loss: 0.1996 2357/2378 [============================>.] - ETA: 2s - loss: 455.8126 - logits_profile_predictions_loss: 453.0387 - logcount_predictions_loss: 0.1996 2358/2378 [============================>.] - ETA: 2s - loss: 455.8128 - logits_profile_predictions_loss: 453.0388 - logcount_predictions_loss: 0.1996 2359/2378 [============================>.] - ETA: 2s - loss: 455.8130 - logits_profile_predictions_loss: 453.0390 - logcount_predictions_loss: 0.1996 2360/2378 [============================>.] - ETA: 2s - loss: 455.8131 - logits_profile_predictions_loss: 453.0392 - logcount_predictions_loss: 0.1996 2361/2378 [============================>.] - ETA: 2s - loss: 455.8133 - logits_profile_predictions_loss: 453.0394 - logcount_predictions_loss: 0.1996 2362/2378 [============================>.] - ETA: 2s - loss: 455.8135 - logits_profile_predictions_loss: 453.0396 - logcount_predictions_loss: 0.1996 2363/2378 [============================>.] - ETA: 2s - loss: 455.8136 - logits_profile_predictions_loss: 453.0397 - logcount_predictions_loss: 0.1996 2364/2378 [============================>.] - ETA: 1s - loss: 455.8138 - logits_profile_predictions_loss: 453.0399 - logcount_predictions_loss: 0.1996 2365/2378 [============================>.] - ETA: 1s - loss: 455.8139 - logits_profile_predictions_loss: 453.0401 - logcount_predictions_loss: 0.1996 2366/2378 [============================>.] - ETA: 1s - loss: 455.8141 - logits_profile_predictions_loss: 453.0402 - logcount_predictions_loss: 0.1996 2367/2378 [============================>.] - ETA: 1s - loss: 455.8142 - logits_profile_predictions_loss: 453.0404 - logcount_predictions_loss: 0.1996 2368/2378 [============================>.] - ETA: 1s - loss: 455.8144 - logits_profile_predictions_loss: 453.0405 - logcount_predictions_loss: 0.1996 2369/2378 [============================>.] - ETA: 1s - loss: 455.8145 - logits_profile_predictions_loss: 453.0407 - logcount_predictions_loss: 0.1996 2370/2378 [============================>.] - ETA: 1s - loss: 455.8147 - logits_profile_predictions_loss: 453.0408 - logcount_predictions_loss: 0.1996 2371/2378 [============================>.] - ETA: 0s - loss: 455.8148 - logits_profile_predictions_loss: 453.0410 - logcount_predictions_loss: 0.1996 2372/2378 [============================>.] - ETA: 0s - loss: 455.8150 - logits_profile_predictions_loss: 453.0412 - logcount_predictions_loss: 0.1996 2373/2378 [============================>.] - ETA: 0s - loss: 455.8151 - logits_profile_predictions_loss: 453.0413 - logcount_predictions_loss: 0.1996 2374/2378 [============================>.] - ETA: 0s - loss: 455.8153 - logits_profile_predictions_loss: 453.0415 - logcount_predictions_loss: 0.1996 2375/2378 [============================>.] - ETA: 0s - loss: 455.8154 - logits_profile_predictions_loss: 453.0416 - logcount_predictions_loss: 0.1996 2376/2378 [============================>.] - ETA: 0s - loss: 455.8155 - logits_profile_predictions_loss: 453.0418 - logcount_predictions_loss: 0.1996 2377/2378 [============================>.] - ETA: 0s - loss: 455.8157 - logits_profile_predictions_loss: 453.0419 - logcount_predictions_loss: 0.1996 2378/2378 [==============================] - ETA: 0s - loss: 455.8158 - logits_profile_predictions_loss: 453.0421 - logcount_predictions_loss: 0.1996 2378/2378 [==============================] - 352s 148ms/step - loss: 455.8160 - logits_profile_predictions_loss: 453.0422 - logcount_predictions_loss: 0.1996 - val_loss: 517.0168 - val_logits_profile_predictions_loss: 514.4503 - val_logcount_predictions_loss: 0.1847 Epoch 00006: val_loss did not improve from 515.21558 Epoch 7/50 1/2378 [..............................] - ETA: 6:38 - loss: 496.5396 - logits_profile_predictions_loss: 494.6646 - logcount_predictions_loss: 0.1349 2/2378 [..............................] - ETA: 5:32 - loss: 492.0283 - logits_profile_predictions_loss: 489.8298 - logcount_predictions_loss: 0.1582 3/2378 [..............................] - ETA: 5:31 - loss: 495.7035 - logits_profile_predictions_loss: 493.4616 - logcount_predictions_loss: 0.1613 4/2378 [..............................] - ETA: 5:31 - loss: 495.1128 - logits_profile_predictions_loss: 492.8411 - logcount_predictions_loss: 0.1634 5/2378 [..............................] - ETA: 5:31 - loss: 493.8057 - logits_profile_predictions_loss: 491.5059 - logcount_predictions_loss: 0.1654 6/2378 [..............................] - ETA: 5:31 - loss: 490.1176 - logits_profile_predictions_loss: 487.7120 - logcount_predictions_loss: 0.1731 7/2378 [..............................] - ETA: 5:31 - loss: 487.4566 - logits_profile_predictions_loss: 484.9877 - logcount_predictions_loss: 0.1776 8/2378 [..............................] - ETA: 5:31 - loss: 485.0920 - logits_profile_predictions_loss: 482.5775 - logcount_predictions_loss: 0.1809 9/2378 [..............................] - ETA: 5:31 - loss: 483.1153 - logits_profile_predictions_loss: 480.5706 - logcount_predictions_loss: 0.1831 10/2378 [..............................] - ETA: 5:31 - loss: 481.9875 - logits_profile_predictions_loss: 479.4230 - logcount_predictions_loss: 0.1845 11/2378 [..............................] - ETA: 5:30 - loss: 480.7749 - logits_profile_predictions_loss: 478.1972 - logcount_predictions_loss: 0.1854 12/2378 [..............................] - ETA: 5:30 - loss: 479.5936 - logits_profile_predictions_loss: 477.0052 - logcount_predictions_loss: 0.1862 13/2378 [..............................] - ETA: 5:30 - loss: 478.4497 - logits_profile_predictions_loss: 475.8513 - logcount_predictions_loss: 0.1869 14/2378 [..............................] - ETA: 5:30 - loss: 477.5104 - logits_profile_predictions_loss: 474.9033 - logcount_predictions_loss: 0.1876 15/2378 [..............................] - ETA: 5:30 - loss: 476.8871 - logits_profile_predictions_loss: 474.2763 - logcount_predictions_loss: 0.1878 16/2378 [..............................] - ETA: 5:30 - loss: 476.0356 - logits_profile_predictions_loss: 473.4259 - logcount_predictions_loss: 0.1877 17/2378 [..............................] - ETA: 5:29 - loss: 475.2144 - logits_profile_predictions_loss: 472.6075 - logcount_predictions_loss: 0.1875 18/2378 [..............................] - ETA: 5:29 - loss: 474.3621 - logits_profile_predictions_loss: 471.7565 - logcount_predictions_loss: 0.1875 19/2378 [..............................] - ETA: 5:29 - loss: 473.4661 - logits_profile_predictions_loss: 470.8607 - logcount_predictions_loss: 0.1874 20/2378 [..............................] - ETA: 5:29 - loss: 472.7000 - logits_profile_predictions_loss: 470.0966 - logcount_predictions_loss: 0.1873 21/2378 [..............................] - ETA: 5:29 - loss: 472.1204 - logits_profile_predictions_loss: 469.5185 - logcount_predictions_loss: 0.1872 22/2378 [..............................] - ETA: 5:29 - loss: 471.4678 - logits_profile_predictions_loss: 468.8686 - logcount_predictions_loss: 0.1870 23/2378 [..............................] - ETA: 5:29 - loss: 470.9464 - logits_profile_predictions_loss: 468.3505 - logcount_predictions_loss: 0.1868 24/2378 [..............................] - ETA: 5:29 - loss: 470.4050 - logits_profile_predictions_loss: 467.8116 - logcount_predictions_loss: 0.1866 25/2378 [..............................] - ETA: 5:29 - loss: 469.8315 - logits_profile_predictions_loss: 467.2401 - logcount_predictions_loss: 0.1864 26/2378 [..............................] - ETA: 5:28 - loss: 469.3652 - logits_profile_predictions_loss: 466.7754 - logcount_predictions_loss: 0.1863 27/2378 [..............................] - ETA: 5:28 - loss: 468.8788 - logits_profile_predictions_loss: 466.2903 - logcount_predictions_loss: 0.1862 28/2378 [..............................] - ETA: 5:28 - loss: 468.3763 - logits_profile_predictions_loss: 465.7898 - logcount_predictions_loss: 0.1861 29/2378 [..............................] - ETA: 5:28 - loss: 467.9218 - logits_profile_predictions_loss: 465.3380 - logcount_predictions_loss: 0.1859 30/2378 [..............................] - ETA: 5:28 - loss: 467.4909 - logits_profile_predictions_loss: 464.9101 - logcount_predictions_loss: 0.1857 31/2378 [..............................] - ETA: 5:28 - loss: 467.0354 - logits_profile_predictions_loss: 464.4582 - logcount_predictions_loss: 0.1854 32/2378 [..............................] - ETA: 5:28 - loss: 466.5929 - logits_profile_predictions_loss: 464.0189 - logcount_predictions_loss: 0.1852 33/2378 [..............................] - ETA: 5:27 - loss: 466.2093 - logits_profile_predictions_loss: 463.6383 - logcount_predictions_loss: 0.1850 34/2378 [..............................] - ETA: 5:27 - loss: 465.8699 - logits_profile_predictions_loss: 463.3016 - logcount_predictions_loss: 0.1848 35/2378 [..............................] - ETA: 5:27 - loss: 465.5407 - logits_profile_predictions_loss: 462.9744 - logcount_predictions_loss: 0.1846 36/2378 [..............................] - ETA: 5:27 - loss: 465.2413 - logits_profile_predictions_loss: 462.6766 - logcount_predictions_loss: 0.1845 37/2378 [..............................] - ETA: 5:27 - loss: 464.9164 - logits_profile_predictions_loss: 462.3536 - logcount_predictions_loss: 0.1844 38/2378 [..............................] - ETA: 5:27 - loss: 464.6148 - logits_profile_predictions_loss: 462.0536 - logcount_predictions_loss: 0.1843 39/2378 [..............................] - ETA: 5:27 - loss: 464.3347 - logits_profile_predictions_loss: 461.7748 - logcount_predictions_loss: 0.1842 40/2378 [..............................] - ETA: 5:27 - loss: 464.0766 - logits_profile_predictions_loss: 461.5175 - logcount_predictions_loss: 0.1841 41/2378 [..............................] - ETA: 5:26 - loss: 463.8551 - logits_profile_predictions_loss: 461.2973 - logcount_predictions_loss: 0.1840 42/2378 [..............................] - ETA: 5:26 - loss: 463.6361 - logits_profile_predictions_loss: 461.0798 - logcount_predictions_loss: 0.1839 43/2378 [..............................] - ETA: 5:26 - loss: 463.4179 - logits_profile_predictions_loss: 460.8633 - logcount_predictions_loss: 0.1838 44/2378 [..............................] - ETA: 5:26 - loss: 463.1785 - logits_profile_predictions_loss: 460.6255 - logcount_predictions_loss: 0.1837 45/2378 [..............................] - ETA: 5:26 - loss: 462.9275 - logits_profile_predictions_loss: 460.3762 - logcount_predictions_loss: 0.1835 46/2378 [..............................] - ETA: 5:26 - loss: 462.6829 - logits_profile_predictions_loss: 460.1335 - logcount_predictions_loss: 0.1834 47/2378 [..............................] - ETA: 5:25 - loss: 462.4178 - logits_profile_predictions_loss: 459.8701 - logcount_predictions_loss: 0.1833 48/2378 [..............................] - ETA: 5:25 - loss: 462.1607 - logits_profile_predictions_loss: 459.6145 - logcount_predictions_loss: 0.1832 49/2378 [..............................] - ETA: 5:25 - loss: 461.9241 - logits_profile_predictions_loss: 459.3795 - logcount_predictions_loss: 0.1831 50/2378 [..............................] - ETA: 5:25 - loss: 461.6985 - logits_profile_predictions_loss: 459.1555 - logcount_predictions_loss: 0.1830 51/2378 [..............................] - ETA: 5:25 - loss: 461.4847 - logits_profile_predictions_loss: 458.9433 - logcount_predictions_loss: 0.1828 52/2378 [..............................] - ETA: 5:25 - loss: 461.3041 - logits_profile_predictions_loss: 458.7641 - logcount_predictions_loss: 0.1827 53/2378 [..............................] - ETA: 5:25 - loss: 461.0958 - logits_profile_predictions_loss: 458.5573 - logcount_predictions_loss: 0.1826 54/2378 [..............................] - ETA: 5:25 - loss: 460.8934 - logits_profile_predictions_loss: 458.3566 - logcount_predictions_loss: 0.1825 55/2378 [..............................] - ETA: 5:25 - loss: 460.6843 - logits_profile_predictions_loss: 458.1495 - logcount_predictions_loss: 0.1824 56/2378 [..............................] - ETA: 5:24 - loss: 460.4930 - logits_profile_predictions_loss: 457.9599 - logcount_predictions_loss: 0.1822 57/2378 [..............................] - ETA: 5:24 - loss: 460.2998 - logits_profile_predictions_loss: 457.7682 - logcount_predictions_loss: 0.1821 58/2378 [..............................] - ETA: 5:24 - loss: 460.1123 - logits_profile_predictions_loss: 457.5818 - logcount_predictions_loss: 0.1820 59/2378 [..............................] - ETA: 5:24 - loss: 459.9349 - logits_profile_predictions_loss: 457.4056 - logcount_predictions_loss: 0.1820 60/2378 [..............................] - ETA: 5:24 - loss: 459.7549 - logits_profile_predictions_loss: 457.2270 - logcount_predictions_loss: 0.1819 61/2378 [..............................] - ETA: 5:24 - loss: 459.5876 - logits_profile_predictions_loss: 457.0610 - logcount_predictions_loss: 0.1818 62/2378 [..............................] - ETA: 5:24 - loss: 459.4264 - logits_profile_predictions_loss: 456.9013 - logcount_predictions_loss: 0.1817 63/2378 [..............................] - ETA: 5:23 - loss: 459.2696 - logits_profile_predictions_loss: 456.7456 - logcount_predictions_loss: 0.1816 64/2378 [..............................] - ETA: 5:23 - loss: 459.1251 - logits_profile_predictions_loss: 456.6022 - logcount_predictions_loss: 0.1815 65/2378 [..............................] - ETA: 5:23 - loss: 458.9925 - logits_profile_predictions_loss: 456.4705 - logcount_predictions_loss: 0.1814 66/2378 [..............................] - ETA: 5:23 - loss: 458.8556 - logits_profile_predictions_loss: 456.3347 - logcount_predictions_loss: 0.1814 67/2378 [..............................] - ETA: 5:23 - loss: 458.7318 - logits_profile_predictions_loss: 456.2114 - logcount_predictions_loss: 0.1813 68/2378 [..............................] - ETA: 5:23 - loss: 458.6215 - logits_profile_predictions_loss: 456.1015 - logcount_predictions_loss: 0.1813 69/2378 [..............................] - ETA: 5:23 - loss: 458.5098 - logits_profile_predictions_loss: 455.9899 - logcount_predictions_loss: 0.1813 70/2378 [..............................] - ETA: 5:22 - loss: 458.4100 - logits_profile_predictions_loss: 455.8901 - logcount_predictions_loss: 0.1813 71/2378 [..............................] - ETA: 5:22 - loss: 458.2995 - logits_profile_predictions_loss: 455.7797 - logcount_predictions_loss: 0.1813 72/2378 [..............................] - ETA: 5:22 - loss: 458.1793 - logits_profile_predictions_loss: 455.6597 - logcount_predictions_loss: 0.1813 73/2378 [..............................] - ETA: 5:22 - loss: 458.0698 - logits_profile_predictions_loss: 455.5503 - logcount_predictions_loss: 0.1813 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logits_profile_predictions_loss: 454.8617 - logcount_predictions_loss: 0.1810 81/2378 [>.............................] - ETA: 5:21 - loss: 457.2893 - logits_profile_predictions_loss: 454.7733 - logcount_predictions_loss: 0.1810 82/2378 [>.............................] - ETA: 5:21 - loss: 457.1994 - logits_profile_predictions_loss: 454.6839 - logcount_predictions_loss: 0.1810 83/2378 [>.............................] - ETA: 5:21 - loss: 457.1208 - logits_profile_predictions_loss: 454.6055 - logcount_predictions_loss: 0.1810 84/2378 [>.............................] - ETA: 5:20 - loss: 457.0413 - logits_profile_predictions_loss: 454.5261 - logcount_predictions_loss: 0.1810 85/2378 [>.............................] - ETA: 5:20 - loss: 456.9669 - logits_profile_predictions_loss: 454.4517 - logcount_predictions_loss: 0.1809 86/2378 [>.............................] - ETA: 5:20 - loss: 456.9006 - logits_profile_predictions_loss: 454.3855 - logcount_predictions_loss: 0.1809 87/2378 [>.............................] - ETA: 5:20 - loss: 456.8290 - logits_profile_predictions_loss: 454.3138 - logcount_predictions_loss: 0.1809 88/2378 [>.............................] - ETA: 5:20 - loss: 456.7654 - logits_profile_predictions_loss: 454.2502 - logcount_predictions_loss: 0.1810 89/2378 [>.............................] - ETA: 5:20 - loss: 456.7046 - logits_profile_predictions_loss: 454.1894 - logcount_predictions_loss: 0.1810 90/2378 [>.............................] - ETA: 5:20 - loss: 456.6441 - logits_profile_predictions_loss: 454.1288 - logcount_predictions_loss: 0.1810 91/2378 [>.............................] - ETA: 5:20 - loss: 456.5878 - logits_profile_predictions_loss: 454.0724 - logcount_predictions_loss: 0.1810 92/2378 [>.............................] - ETA: 5:19 - loss: 456.5373 - logits_profile_predictions_loss: 454.0218 - logcount_predictions_loss: 0.1810 93/2378 [>.............................] - ETA: 5:19 - loss: 456.4812 - logits_profile_predictions_loss: 453.9655 - logcount_predictions_loss: 0.1810 94/2378 [>.............................] - ETA: 5:19 - loss: 456.4258 - logits_profile_predictions_loss: 453.9101 - logcount_predictions_loss: 0.1810 95/2378 [>.............................] - ETA: 5:19 - loss: 456.3684 - logits_profile_predictions_loss: 453.8525 - logcount_predictions_loss: 0.1810 96/2378 [>.............................] - ETA: 5:19 - loss: 456.3128 - logits_profile_predictions_loss: 453.7967 - logcount_predictions_loss: 0.1810 97/2378 [>.............................] - ETA: 5:19 - loss: 456.2571 - logits_profile_predictions_loss: 453.7409 - logcount_predictions_loss: 0.1810 98/2378 [>.............................] - ETA: 5:19 - loss: 456.2010 - logits_profile_predictions_loss: 453.6845 - logcount_predictions_loss: 0.1810 99/2378 [>.............................] - ETA: 5:18 - loss: 456.1568 - logits_profile_predictions_loss: 453.6398 - logcount_predictions_loss: 0.1811 100/2378 [>.............................] - ETA: 5:18 - 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[====>.........................] - ETA: 4:35 - loss: 456.3217 - logits_profile_predictions_loss: 453.7494 - logcount_predictions_loss: 0.1851 407/2378 [====>.........................] - ETA: 4:35 - loss: 456.3258 - logits_profile_predictions_loss: 453.7533 - logcount_predictions_loss: 0.1851 408/2378 [====>.........................] - ETA: 4:35 - loss: 456.3301 - logits_profile_predictions_loss: 453.7575 - logcount_predictions_loss: 0.1851 409/2378 [====>.........................] - ETA: 4:35 - loss: 456.3347 - logits_profile_predictions_loss: 453.7619 - logcount_predictions_loss: 0.1851 410/2378 [====>.........................] - ETA: 4:35 - loss: 456.3394 - logits_profile_predictions_loss: 453.7665 - logcount_predictions_loss: 0.1851 411/2378 [====>.........................] - ETA: 4:34 - loss: 456.3435 - logits_profile_predictions_loss: 453.7703 - logcount_predictions_loss: 0.1851 412/2378 [====>.........................] - ETA: 4:34 - loss: 456.3476 - 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[====>.........................] - ETA: 4:30 - loss: 456.5176 - logits_profile_predictions_loss: 453.9389 - logcount_predictions_loss: 0.1855 446/2378 [====>.........................] - ETA: 4:29 - loss: 456.5227 - logits_profile_predictions_loss: 453.9438 - logcount_predictions_loss: 0.1855 447/2378 [====>.........................] - ETA: 4:29 - loss: 456.5277 - logits_profile_predictions_loss: 453.9486 - logcount_predictions_loss: 0.1855 448/2378 [====>.........................] - ETA: 4:29 - loss: 456.5325 - logits_profile_predictions_loss: 453.9534 - logcount_predictions_loss: 0.1855 449/2378 [====>.........................] - ETA: 4:29 - loss: 456.5371 - logits_profile_predictions_loss: 453.9578 - logcount_predictions_loss: 0.1856 450/2378 [====>.........................] - ETA: 4:29 - loss: 456.5419 - logits_profile_predictions_loss: 453.9625 - logcount_predictions_loss: 0.1856 451/2378 [====>.........................] - ETA: 4:29 - loss: 456.5464 - 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[====>.........................] - ETA: 4:28 - loss: 456.5791 - logits_profile_predictions_loss: 453.9986 - logcount_predictions_loss: 0.1856 459/2378 [====>.........................] - ETA: 4:28 - loss: 456.5838 - logits_profile_predictions_loss: 454.0031 - logcount_predictions_loss: 0.1857 460/2378 [====>.........................] - ETA: 4:28 - loss: 456.5882 - logits_profile_predictions_loss: 454.0074 - logcount_predictions_loss: 0.1857 461/2378 [====>.........................] - ETA: 4:27 - loss: 456.5927 - logits_profile_predictions_loss: 454.0118 - logcount_predictions_loss: 0.1857 462/2378 [====>.........................] - ETA: 4:27 - loss: 456.5973 - logits_profile_predictions_loss: 454.0162 - logcount_predictions_loss: 0.1857 463/2378 [====>.........................] - ETA: 4:27 - loss: 456.6020 - logits_profile_predictions_loss: 454.0207 - logcount_predictions_loss: 0.1857 464/2378 [====>.........................] - ETA: 4:27 - loss: 456.6069 - 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[====>.........................] - ETA: 4:26 - loss: 456.6412 - logits_profile_predictions_loss: 454.0589 - logcount_predictions_loss: 0.1858 472/2378 [====>.........................] - ETA: 4:26 - loss: 456.6464 - logits_profile_predictions_loss: 454.0640 - logcount_predictions_loss: 0.1858 473/2378 [====>.........................] - ETA: 4:26 - loss: 456.6516 - logits_profile_predictions_loss: 454.0690 - logcount_predictions_loss: 0.1858 474/2378 [====>.........................] - ETA: 4:26 - loss: 456.6568 - logits_profile_predictions_loss: 454.0741 - logcount_predictions_loss: 0.1858 475/2378 [====>.........................] - ETA: 4:25 - loss: 456.6620 - logits_profile_predictions_loss: 454.0792 - logcount_predictions_loss: 0.1858 476/2378 [=====>........................] - ETA: 4:25 - loss: 456.6671 - logits_profile_predictions_loss: 454.0842 - logcount_predictions_loss: 0.1858 477/2378 [=====>........................] - ETA: 4:25 - loss: 456.6724 - 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[=====>........................] - ETA: 4:24 - loss: 456.7072 - logits_profile_predictions_loss: 454.1232 - logcount_predictions_loss: 0.1859 485/2378 [=====>........................] - ETA: 4:24 - loss: 456.7120 - logits_profile_predictions_loss: 454.1280 - logcount_predictions_loss: 0.1859 486/2378 [=====>........................] - ETA: 4:24 - loss: 456.7167 - logits_profile_predictions_loss: 454.1325 - logcount_predictions_loss: 0.1859 487/2378 [=====>........................] - ETA: 4:24 - loss: 456.7213 - logits_profile_predictions_loss: 454.1370 - logcount_predictions_loss: 0.1859 488/2378 [=====>........................] - ETA: 4:24 - loss: 456.7257 - logits_profile_predictions_loss: 454.1413 - logcount_predictions_loss: 0.1859 489/2378 [=====>........................] - ETA: 4:23 - loss: 456.7299 - logits_profile_predictions_loss: 454.1454 - logcount_predictions_loss: 0.1859 490/2378 [=====>........................] - ETA: 4:23 - loss: 456.7341 - logits_profile_predictions_loss: 454.1494 - logcount_predictions_loss: 0.1859 491/2378 [=====>........................] - ETA: 4:23 - loss: 456.7381 - logits_profile_predictions_loss: 454.1534 - logcount_predictions_loss: 0.1859 492/2378 [=====>........................] - ETA: 4:23 - loss: 456.7422 - logits_profile_predictions_loss: 454.1574 - logcount_predictions_loss: 0.1860 493/2378 [=====>........................] - ETA: 4:23 - loss: 456.7460 - logits_profile_predictions_loss: 454.1610 - logcount_predictions_loss: 0.1860 494/2378 [=====>........................] - ETA: 4:23 - loss: 456.7499 - logits_profile_predictions_loss: 454.1648 - logcount_predictions_loss: 0.1860 495/2378 [=====>........................] - ETA: 4:23 - loss: 456.7536 - logits_profile_predictions_loss: 454.1684 - logcount_predictions_loss: 0.1860 496/2378 [=====>........................] - ETA: 4:22 - loss: 456.7574 - logits_profile_predictions_loss: 454.1721 - logcount_predictions_loss: 0.1860 497/2378 [=====>........................] - ETA: 4:22 - loss: 456.7610 - logits_profile_predictions_loss: 454.1755 - logcount_predictions_loss: 0.1860 498/2378 [=====>........................] - ETA: 4:22 - loss: 456.7643 - logits_profile_predictions_loss: 454.1788 - logcount_predictions_loss: 0.1860 499/2378 [=====>........................] - ETA: 4:22 - loss: 456.7678 - logits_profile_predictions_loss: 454.1822 - logcount_predictions_loss: 0.1860 500/2378 [=====>........................] - ETA: 4:22 - loss: 456.7714 - logits_profile_predictions_loss: 454.1856 - logcount_predictions_loss: 0.1860 501/2378 [=====>........................] - ETA: 4:22 - loss: 456.7749 - logits_profile_predictions_loss: 454.1890 - logcount_predictions_loss: 0.1860 502/2378 [=====>........................] - ETA: 4:22 - loss: 456.7784 - logits_profile_predictions_loss: 454.1924 - logcount_predictions_loss: 0.1860 503/2378 [=====>........................] - ETA: 4:21 - loss: 456.7817 - logits_profile_predictions_loss: 454.1956 - logcount_predictions_loss: 0.1860 504/2378 [=====>........................] - ETA: 4:21 - loss: 456.7851 - logits_profile_predictions_loss: 454.1989 - logcount_predictions_loss: 0.1861 505/2378 [=====>........................] - ETA: 4:21 - loss: 456.7882 - logits_profile_predictions_loss: 454.2019 - logcount_predictions_loss: 0.1861 506/2378 [=====>........................] - ETA: 4:21 - loss: 456.7912 - logits_profile_predictions_loss: 454.2047 - logcount_predictions_loss: 0.1861 507/2378 [=====>........................] - ETA: 4:21 - loss: 456.7941 - logits_profile_predictions_loss: 454.2075 - logcount_predictions_loss: 0.1861 508/2378 [=====>........................] - ETA: 4:21 - loss: 456.7970 - logits_profile_predictions_loss: 454.2103 - logcount_predictions_loss: 0.1861 509/2378 [=====>........................] - ETA: 4:21 - loss: 456.7998 - logits_profile_predictions_loss: 454.2131 - logcount_predictions_loss: 0.1861 510/2378 [=====>........................] - ETA: 4:20 - loss: 456.8026 - logits_profile_predictions_loss: 454.2158 - logcount_predictions_loss: 0.1861 511/2378 [=====>........................] - ETA: 4:20 - loss: 456.8052 - logits_profile_predictions_loss: 454.2182 - logcount_predictions_loss: 0.1861 512/2378 [=====>........................] - ETA: 4:20 - loss: 456.8073 - logits_profile_predictions_loss: 454.2203 - logcount_predictions_loss: 0.1861 513/2378 [=====>........................] - ETA: 4:20 - loss: 456.8094 - logits_profile_predictions_loss: 454.2222 - logcount_predictions_loss: 0.1861 514/2378 [=====>........................] - ETA: 4:20 - loss: 456.8113 - logits_profile_predictions_loss: 454.2241 - logcount_predictions_loss: 0.1861 515/2378 [=====>........................] - ETA: 4:20 - loss: 456.8133 - logits_profile_predictions_loss: 454.2260 - logcount_predictions_loss: 0.1861 516/2378 [=====>........................] - ETA: 4:20 - loss: 456.8152 - 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[============================>.] - ETA: 1s - loss: 456.0769 - logits_profile_predictions_loss: 453.4325 - logcount_predictions_loss: 0.1902 2371/2378 [============================>.] - ETA: 0s - loss: 456.0766 - logits_profile_predictions_loss: 453.4322 - logcount_predictions_loss: 0.1902 2372/2378 [============================>.] - ETA: 0s - loss: 456.0763 - logits_profile_predictions_loss: 453.4318 - logcount_predictions_loss: 0.1902 2373/2378 [============================>.] - ETA: 0s - loss: 456.0759 - logits_profile_predictions_loss: 453.4315 - logcount_predictions_loss: 0.1902 2374/2378 [============================>.] - ETA: 0s - loss: 456.0756 - logits_profile_predictions_loss: 453.4311 - logcount_predictions_loss: 0.1902 2375/2378 [============================>.] - ETA: 0s - loss: 456.0753 - logits_profile_predictions_loss: 453.4308 - logcount_predictions_loss: 0.1902 2376/2378 [============================>.] - ETA: 0s - loss: 456.0749 - logits_profile_predictions_loss: 453.4305 - logcount_predictions_loss: 0.1902 2377/2378 [============================>.] - ETA: 0s - loss: 456.0746 - logits_profile_predictions_loss: 453.4301 - logcount_predictions_loss: 0.1902 2378/2378 [==============================] - ETA: 0s - loss: 456.0743 - logits_profile_predictions_loss: 453.4298 - logcount_predictions_loss: 0.1902 2378/2378 [==============================] - 351s 148ms/step - loss: 456.0739 - logits_profile_predictions_loss: 453.4294 - logcount_predictions_loss: 0.1902 - val_loss: 513.5234 - val_logits_profile_predictions_loss: 510.6848 - val_logcount_predictions_loss: 0.2043 Epoch 00007: val_loss improved from 515.21558 to 513.52344, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 8/50 1/2378 [..............................] - ETA: 6:40 - loss: 467.0186 - logits_profile_predictions_loss: 464.7952 - logcount_predictions_loss: 0.1600 2/2378 [..............................] - ETA: 5:34 - loss: 460.7300 - logits_profile_predictions_loss: 458.2438 - logcount_predictions_loss: 0.1789 3/2378 [..............................] - ETA: 5:34 - loss: 459.0623 - logits_profile_predictions_loss: 456.4770 - logcount_predictions_loss: 0.1860 4/2378 [..............................] - ETA: 5:32 - loss: 455.8531 - logits_profile_predictions_loss: 453.2350 - logcount_predictions_loss: 0.1884 5/2378 [..............................] - ETA: 5:31 - loss: 455.4990 - logits_profile_predictions_loss: 452.8520 - logcount_predictions_loss: 0.1904 6/2378 [..............................] - ETA: 5:31 - loss: 454.6289 - logits_profile_predictions_loss: 451.9256 - logcount_predictions_loss: 0.1945 7/2378 [..............................] - ETA: 5:31 - loss: 454.2479 - logits_profile_predictions_loss: 451.4791 - logcount_predictions_loss: 0.1992 8/2378 [..............................] - ETA: 5:30 - loss: 454.6689 - logits_profile_predictions_loss: 451.8425 - logcount_predictions_loss: 0.2033 9/2378 [..............................] - ETA: 5:30 - loss: 454.3212 - logits_profile_predictions_loss: 451.4642 - logcount_predictions_loss: 0.2055 10/2378 [..............................] - ETA: 5:30 - loss: 453.8901 - logits_profile_predictions_loss: 451.0004 - logcount_predictions_loss: 0.2079 11/2378 [..............................] - ETA: 5:30 - loss: 453.9281 - logits_profile_predictions_loss: 451.0081 - logcount_predictions_loss: 0.2101 12/2378 [..............................] - ETA: 5:29 - loss: 453.8899 - logits_profile_predictions_loss: 450.9511 - logcount_predictions_loss: 0.2114 13/2378 [..............................] - ETA: 5:29 - loss: 453.3477 - logits_profile_predictions_loss: 450.3879 - logcount_predictions_loss: 0.2129 14/2378 [..............................] - ETA: 5:29 - loss: 452.9780 - logits_profile_predictions_loss: 450.0058 - logcount_predictions_loss: 0.2138 15/2378 [..............................] - ETA: 5:29 - loss: 452.5910 - logits_profile_predictions_loss: 449.6104 - logcount_predictions_loss: 0.2144 16/2378 [..............................] - ETA: 5:29 - loss: 452.6329 - logits_profile_predictions_loss: 449.6486 - logcount_predictions_loss: 0.2147 17/2378 [..............................] - ETA: 5:28 - loss: 452.7714 - logits_profile_predictions_loss: 449.7839 - logcount_predictions_loss: 0.2149 18/2378 [..............................] - ETA: 5:28 - loss: 452.6876 - logits_profile_predictions_loss: 449.6963 - logcount_predictions_loss: 0.2152 19/2378 [..............................] - ETA: 5:28 - loss: 452.6596 - logits_profile_predictions_loss: 449.6676 - logcount_predictions_loss: 0.2153 20/2378 [..............................] - ETA: 5:28 - loss: 452.7539 - logits_profile_predictions_loss: 449.7635 - logcount_predictions_loss: 0.2151 21/2378 [..............................] - ETA: 5:28 - loss: 452.7571 - logits_profile_predictions_loss: 449.7696 - logcount_predictions_loss: 0.2149 22/2378 [..............................] - ETA: 5:28 - loss: 452.5801 - logits_profile_predictions_loss: 449.5956 - logcount_predictions_loss: 0.2147 23/2378 [..............................] - ETA: 5:28 - loss: 452.5045 - logits_profile_predictions_loss: 449.5225 - logcount_predictions_loss: 0.2145 24/2378 [..............................] - ETA: 5:28 - loss: 452.4516 - logits_profile_predictions_loss: 449.4733 - logcount_predictions_loss: 0.2143 25/2378 [..............................] - ETA: 5:27 - loss: 452.3714 - logits_profile_predictions_loss: 449.3963 - logcount_predictions_loss: 0.2140 26/2378 [..............................] - ETA: 5:27 - loss: 452.2674 - logits_profile_predictions_loss: 449.2956 - logcount_predictions_loss: 0.2138 27/2378 [..............................] - ETA: 5:27 - loss: 452.2314 - logits_profile_predictions_loss: 449.2640 - logcount_predictions_loss: 0.2135 28/2378 [..............................] - ETA: 5:27 - loss: 452.1739 - logits_profile_predictions_loss: 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loss: 451.5957 - logits_profile_predictions_loss: 448.6582 - logcount_predictions_loss: 0.2113 36/2378 [..............................] - ETA: 5:26 - loss: 451.4918 - logits_profile_predictions_loss: 448.5561 - logcount_predictions_loss: 0.2112 37/2378 [..............................] - ETA: 5:26 - loss: 451.3975 - logits_profile_predictions_loss: 448.4642 - logcount_predictions_loss: 0.2110 38/2378 [..............................] - ETA: 5:26 - loss: 451.3400 - logits_profile_predictions_loss: 448.4093 - logcount_predictions_loss: 0.2108 39/2378 [..............................] - ETA: 5:25 - loss: 451.2777 - logits_profile_predictions_loss: 448.3496 - logcount_predictions_loss: 0.2107 40/2378 [..............................] - ETA: 5:25 - loss: 451.2295 - logits_profile_predictions_loss: 448.3043 - logcount_predictions_loss: 0.2104 41/2378 [..............................] - ETA: 5:25 - loss: 451.1846 - logits_profile_predictions_loss: 448.2629 - logcount_predictions_loss: 0.2102 42/2378 [..............................] - ETA: 5:25 - loss: 451.1637 - logits_profile_predictions_loss: 448.2459 - logcount_predictions_loss: 0.2099 43/2378 [..............................] - ETA: 5:25 - loss: 451.1515 - logits_profile_predictions_loss: 448.2375 - logcount_predictions_loss: 0.2096 44/2378 [..............................] - ETA: 5:25 - loss: 451.1754 - logits_profile_predictions_loss: 448.2655 - logcount_predictions_loss: 0.2093 45/2378 [..............................] - ETA: 5:25 - loss: 451.2099 - logits_profile_predictions_loss: 448.3044 - logcount_predictions_loss: 0.2090 46/2378 [..............................] - ETA: 5:24 - loss: 451.2621 - logits_profile_predictions_loss: 448.3612 - logcount_predictions_loss: 0.2087 47/2378 [..............................] - ETA: 5:24 - loss: 451.3056 - logits_profile_predictions_loss: 448.4092 - logcount_predictions_loss: 0.2084 48/2378 [..............................] - ETA: 5:24 - loss: 451.3341 - 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[..............................] - ETA: 5:23 - loss: 451.4058 - logits_profile_predictions_loss: 448.5458 - logcount_predictions_loss: 0.2058 56/2378 [..............................] - ETA: 5:23 - loss: 451.4327 - logits_profile_predictions_loss: 448.5755 - logcount_predictions_loss: 0.2056 57/2378 [..............................] - ETA: 5:23 - loss: 451.4791 - logits_profile_predictions_loss: 448.6247 - logcount_predictions_loss: 0.2054 58/2378 [..............................] - ETA: 5:23 - loss: 451.5391 - logits_profile_predictions_loss: 448.6876 - logcount_predictions_loss: 0.2051 59/2378 [..............................] - ETA: 5:22 - loss: 451.5886 - logits_profile_predictions_loss: 448.7404 - logcount_predictions_loss: 0.2049 60/2378 [..............................] - ETA: 5:22 - loss: 451.6331 - logits_profile_predictions_loss: 448.7881 - logcount_predictions_loss: 0.2047 61/2378 [..............................] - ETA: 5:22 - loss: 451.6741 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:18 - loss: 452.5509 - logits_profile_predictions_loss: 449.7721 - logcount_predictions_loss: 0.1999 89/2378 [>.............................] - ETA: 5:18 - loss: 452.5652 - logits_profile_predictions_loss: 449.7880 - logcount_predictions_loss: 0.1998 90/2378 [>.............................] - ETA: 5:18 - loss: 452.5818 - logits_profile_predictions_loss: 449.8062 - logcount_predictions_loss: 0.1997 91/2378 [>.............................] - ETA: 5:18 - loss: 452.6036 - logits_profile_predictions_loss: 449.8294 - logcount_predictions_loss: 0.1996 92/2378 [>.............................] - ETA: 5:18 - loss: 452.6305 - logits_profile_predictions_loss: 449.8577 - logcount_predictions_loss: 0.1995 93/2378 [>.............................] - ETA: 5:18 - loss: 452.6678 - logits_profile_predictions_loss: 449.8963 - logcount_predictions_loss: 0.1994 94/2378 [>.............................] - ETA: 5:17 - loss: 452.7060 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 451.6927 - logcount_predictions_loss: 0.1876 2332/2378 [============================>.] - ETA: 6s - loss: 454.2996 - logits_profile_predictions_loss: 451.6927 - logcount_predictions_loss: 0.1876 2333/2378 [============================>.] - ETA: 6s - loss: 454.2996 - logits_profile_predictions_loss: 451.6927 - logcount_predictions_loss: 0.1876 2334/2378 [============================>.] - ETA: 6s - loss: 454.2996 - logits_profile_predictions_loss: 451.6927 - logcount_predictions_loss: 0.1875 2335/2378 [============================>.] - ETA: 5s - loss: 454.2997 - logits_profile_predictions_loss: 451.6927 - logcount_predictions_loss: 0.1875 2336/2378 [============================>.] - ETA: 5s - loss: 454.2997 - logits_profile_predictions_loss: 451.6927 - logcount_predictions_loss: 0.1875 2337/2378 [============================>.] - ETA: 5s - loss: 454.2997 - logits_profile_predictions_loss: 451.6928 - logcount_predictions_loss: 0.1875 2338/2378 [============================>.] - ETA: 5s - loss: 454.2997 - logits_profile_predictions_loss: 451.6928 - logcount_predictions_loss: 0.1875 2339/2378 [============================>.] - ETA: 5s - loss: 454.2997 - logits_profile_predictions_loss: 451.6928 - logcount_predictions_loss: 0.1875 2340/2378 [============================>.] - ETA: 5s - loss: 454.2997 - logits_profile_predictions_loss: 451.6928 - logcount_predictions_loss: 0.1875 2341/2378 [============================>.] - ETA: 5s - loss: 454.2997 - logits_profile_predictions_loss: 451.6928 - logcount_predictions_loss: 0.1875 2342/2378 [============================>.] - ETA: 5s - loss: 454.2997 - logits_profile_predictions_loss: 451.6929 - logcount_predictions_loss: 0.1875 2343/2378 [============================>.] - ETA: 4s - loss: 454.2997 - logits_profile_predictions_loss: 451.6929 - logcount_predictions_loss: 0.1875 2344/2378 [============================>.] - ETA: 4s - loss: 454.2997 - logits_profile_predictions_loss: 451.6929 - logcount_predictions_loss: 0.1875 2345/2378 [============================>.] - ETA: 4s - loss: 454.2997 - logits_profile_predictions_loss: 451.6929 - logcount_predictions_loss: 0.1875 2346/2378 [============================>.] - ETA: 4s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2347/2378 [============================>.] - ETA: 4s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2348/2378 [============================>.] - ETA: 4s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2349/2378 [============================>.] - ETA: 4s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2350/2378 [============================>.] - ETA: 3s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2351/2378 [============================>.] - ETA: 3s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2352/2378 [============================>.] - ETA: 3s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2353/2378 [============================>.] - ETA: 3s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2354/2378 [============================>.] - ETA: 3s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2355/2378 [============================>.] - ETA: 3s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2356/2378 [============================>.] - ETA: 3s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2357/2378 [============================>.] - ETA: 2s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2358/2378 [============================>.] - ETA: 2s - loss: 454.2996 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2359/2378 [============================>.] - ETA: 2s - loss: 454.2996 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2360/2378 [============================>.] - ETA: 2s - loss: 454.2997 - logits_profile_predictions_loss: 451.6930 - logcount_predictions_loss: 0.1875 2361/2378 [============================>.] - ETA: 2s - loss: 454.2997 - logits_profile_predictions_loss: 451.6931 - logcount_predictions_loss: 0.1875 2362/2378 [============================>.] - ETA: 2s - loss: 454.2997 - logits_profile_predictions_loss: 451.6931 - logcount_predictions_loss: 0.1875 2363/2378 [============================>.] - ETA: 2s - loss: 454.2997 - logits_profile_predictions_loss: 451.6931 - logcount_predictions_loss: 0.1875 2364/2378 [============================>.] - ETA: 1s - loss: 454.2997 - logits_profile_predictions_loss: 451.6932 - logcount_predictions_loss: 0.1875 2365/2378 [============================>.] - ETA: 1s - loss: 454.2998 - logits_profile_predictions_loss: 451.6932 - logcount_predictions_loss: 0.1875 2366/2378 [============================>.] - ETA: 1s - loss: 454.2998 - logits_profile_predictions_loss: 451.6932 - logcount_predictions_loss: 0.1875 2367/2378 [============================>.] - ETA: 1s - loss: 454.2998 - logits_profile_predictions_loss: 451.6933 - logcount_predictions_loss: 0.1875 2368/2378 [============================>.] - ETA: 1s - loss: 454.2998 - logits_profile_predictions_loss: 451.6933 - logcount_predictions_loss: 0.1875 2369/2378 [============================>.] - ETA: 1s - loss: 454.2998 - logits_profile_predictions_loss: 451.6933 - logcount_predictions_loss: 0.1875 2370/2378 [============================>.] - ETA: 1s - loss: 454.2998 - logits_profile_predictions_loss: 451.6933 - logcount_predictions_loss: 0.1875 2371/2378 [============================>.] - ETA: 0s - loss: 454.2998 - logits_profile_predictions_loss: 451.6934 - logcount_predictions_loss: 0.1875 2372/2378 [============================>.] - ETA: 0s - loss: 454.2999 - logits_profile_predictions_loss: 451.6934 - logcount_predictions_loss: 0.1875 2373/2378 [============================>.] - ETA: 0s - loss: 454.2999 - logits_profile_predictions_loss: 451.6934 - logcount_predictions_loss: 0.1875 2374/2378 [============================>.] - ETA: 0s - loss: 454.2999 - logits_profile_predictions_loss: 451.6935 - logcount_predictions_loss: 0.1875 2375/2378 [============================>.] - ETA: 0s - loss: 454.2999 - logits_profile_predictions_loss: 451.6935 - logcount_predictions_loss: 0.1875 2376/2378 [============================>.] - ETA: 0s - loss: 454.2999 - logits_profile_predictions_loss: 451.6935 - logcount_predictions_loss: 0.1875 2377/2378 [============================>.] - ETA: 0s - loss: 454.3000 - logits_profile_predictions_loss: 451.6936 - logcount_predictions_loss: 0.1875 2378/2378 [==============================] - ETA: 0s - loss: 454.3000 - logits_profile_predictions_loss: 451.6936 - logcount_predictions_loss: 0.1875 2378/2378 [==============================] - 351s 148ms/step - loss: 454.3000 - logits_profile_predictions_loss: 451.6936 - logcount_predictions_loss: 0.1875 - val_loss: 514.8294 - val_logits_profile_predictions_loss: 512.3583 - val_logcount_predictions_loss: 0.1778 Epoch 00008: val_loss did not improve from 513.52344 Epoch 9/50 1/2378 [..............................] - ETA: 6:41 - loss: 494.6668 - logits_profile_predictions_loss: 492.5083 - logcount_predictions_loss: 0.1553 2/2378 [..............................] - ETA: 5:45 - loss: 480.2245 - logits_profile_predictions_loss: 478.0699 - logcount_predictions_loss: 0.1550 3/2378 [..............................] - ETA: 5:37 - loss: 470.3838 - logits_profile_predictions_loss: 468.2413 - logcount_predictions_loss: 0.1541 4/2378 [..............................] - ETA: 5:35 - loss: 465.5169 - logits_profile_predictions_loss: 463.3079 - logcount_predictions_loss: 0.1589 5/2378 [..............................] - ETA: 5:33 - loss: 462.6273 - logits_profile_predictions_loss: 460.3940 - logcount_predictions_loss: 0.1607 6/2378 [..............................] - ETA: 5:33 - loss: 459.6501 - logits_profile_predictions_loss: 457.4257 - logcount_predictions_loss: 0.1600 7/2378 [..............................] - ETA: 5:32 - loss: 457.6797 - logits_profile_predictions_loss: 455.4567 - logcount_predictions_loss: 0.1599 8/2378 [..............................] - ETA: 5:31 - loss: 456.9308 - logits_profile_predictions_loss: 454.7076 - logcount_predictions_loss: 0.1599 9/2378 [..............................] - ETA: 5:31 - loss: 456.5043 - logits_profile_predictions_loss: 454.2448 - logcount_predictions_loss: 0.1626 10/2378 [..............................] - ETA: 5:31 - loss: 455.8873 - logits_profile_predictions_loss: 453.6012 - logcount_predictions_loss: 0.1645 11/2378 [..............................] - ETA: 5:30 - loss: 455.2044 - logits_profile_predictions_loss: 452.8924 - logcount_predictions_loss: 0.1663 12/2378 [..............................] - ETA: 5:30 - loss: 454.6521 - logits_profile_predictions_loss: 452.3225 - logcount_predictions_loss: 0.1676 13/2378 [..............................] - ETA: 5:30 - loss: 454.5319 - logits_profile_predictions_loss: 452.1817 - logcount_predictions_loss: 0.1691 14/2378 [..............................] - ETA: 5:30 - loss: 454.1706 - logits_profile_predictions_loss: 451.8068 - logcount_predictions_loss: 0.1701 15/2378 [..............................] - ETA: 5:30 - loss: 454.3401 - logits_profile_predictions_loss: 451.9642 - logcount_predictions_loss: 0.1709 16/2378 [..............................] - ETA: 5:29 - loss: 454.3607 - logits_profile_predictions_loss: 451.9757 - logcount_predictions_loss: 0.1716 17/2378 [..............................] - ETA: 5:29 - loss: 454.3738 - logits_profile_predictions_loss: 451.9817 - logcount_predictions_loss: 0.1721 18/2378 [..............................] - ETA: 5:29 - loss: 454.4299 - logits_profile_predictions_loss: 452.0305 - logcount_predictions_loss: 0.1726 19/2378 [..............................] - ETA: 5:29 - loss: 454.6057 - logits_profile_predictions_loss: 452.2000 - logcount_predictions_loss: 0.1731 20/2378 [..............................] - ETA: 5:29 - loss: 454.6063 - logits_profile_predictions_loss: 452.1954 - logcount_predictions_loss: 0.1734 21/2378 [..............................] - ETA: 5:28 - loss: 454.7671 - logits_profile_predictions_loss: 452.3515 - logcount_predictions_loss: 0.1738 22/2378 [..............................] - ETA: 5:28 - loss: 454.9757 - logits_profile_predictions_loss: 452.5577 - logcount_predictions_loss: 0.1740 23/2378 [..............................] - ETA: 5:28 - loss: 455.0584 - logits_profile_predictions_loss: 452.6392 - logcount_predictions_loss: 0.1740 24/2378 [..............................] - ETA: 5:28 - loss: 455.1771 - logits_profile_predictions_loss: 452.7568 - logcount_predictions_loss: 0.1741 25/2378 [..............................] - ETA: 5:28 - loss: 455.2489 - logits_profile_predictions_loss: 452.8273 - logcount_predictions_loss: 0.1742 26/2378 [..............................] - ETA: 5:28 - loss: 455.2934 - logits_profile_predictions_loss: 452.8701 - logcount_predictions_loss: 0.1743 27/2378 [..............................] - ETA: 5:27 - loss: 455.3079 - logits_profile_predictions_loss: 452.8841 - logcount_predictions_loss: 0.1744 28/2378 [..............................] - ETA: 5:27 - loss: 455.4334 - logits_profile_predictions_loss: 453.0075 - logcount_predictions_loss: 0.1745 29/2378 [..............................] - ETA: 5:27 - loss: 455.5266 - logits_profile_predictions_loss: 453.0988 - logcount_predictions_loss: 0.1747 30/2378 [..............................] - ETA: 5:27 - loss: 455.5844 - logits_profile_predictions_loss: 453.1545 - logcount_predictions_loss: 0.1748 31/2378 [..............................] - ETA: 5:27 - loss: 455.6419 - logits_profile_predictions_loss: 453.2096 - logcount_predictions_loss: 0.1750 32/2378 [..............................] - ETA: 5:27 - loss: 455.6904 - logits_profile_predictions_loss: 453.2556 - logcount_predictions_loss: 0.1752 33/2378 [..............................] - ETA: 5:27 - loss: 455.7521 - logits_profile_predictions_loss: 453.3156 - logcount_predictions_loss: 0.1753 34/2378 [..............................] - ETA: 5:26 - loss: 455.8185 - logits_profile_predictions_loss: 453.3794 - logcount_predictions_loss: 0.1755 35/2378 [..............................] - ETA: 5:26 - loss: 455.9107 - logits_profile_predictions_loss: 453.4682 - logcount_predictions_loss: 0.1757 36/2378 [..............................] - ETA: 5:26 - loss: 455.9549 - logits_profile_predictions_loss: 453.5101 - logcount_predictions_loss: 0.1759 37/2378 [..............................] - ETA: 5:26 - loss: 455.9929 - logits_profile_predictions_loss: 453.5458 - logcount_predictions_loss: 0.1761 38/2378 [..............................] - ETA: 5:26 - loss: 455.9902 - logits_profile_predictions_loss: 453.5409 - logcount_predictions_loss: 0.1762 39/2378 [..............................] - ETA: 5:26 - loss: 456.0279 - logits_profile_predictions_loss: 453.5772 - logcount_predictions_loss: 0.1763 40/2378 [..............................] - ETA: 5:25 - loss: 456.0770 - logits_profile_predictions_loss: 453.6253 - logcount_predictions_loss: 0.1764 41/2378 [..............................] - ETA: 5:25 - loss: 456.1104 - logits_profile_predictions_loss: 453.6582 - logcount_predictions_loss: 0.1764 42/2378 [..............................] - ETA: 5:25 - loss: 456.1330 - logits_profile_predictions_loss: 453.6807 - logcount_predictions_loss: 0.1764 43/2378 [..............................] - ETA: 5:25 - loss: 456.1367 - logits_profile_predictions_loss: 453.6846 - logcount_predictions_loss: 0.1764 44/2378 [..............................] - ETA: 5:25 - loss: 456.1193 - logits_profile_predictions_loss: 453.6675 - logcount_predictions_loss: 0.1764 45/2378 [..............................] - ETA: 5:25 - loss: 456.1120 - logits_profile_predictions_loss: 453.6599 - logcount_predictions_loss: 0.1764 46/2378 [..............................] - ETA: 5:25 - loss: 456.1090 - logits_profile_predictions_loss: 453.6566 - logcount_predictions_loss: 0.1764 47/2378 [..............................] - ETA: 5:24 - loss: 456.1212 - logits_profile_predictions_loss: 453.6686 - logcount_predictions_loss: 0.1764 48/2378 [..............................] - ETA: 5:24 - loss: 456.1480 - logits_profile_predictions_loss: 453.6949 - logcount_predictions_loss: 0.1765 49/2378 [..............................] - ETA: 5:24 - loss: 456.1747 - logits_profile_predictions_loss: 453.7202 - logcount_predictions_loss: 0.1766 50/2378 [..............................] - ETA: 5:24 - loss: 456.1837 - logits_profile_predictions_loss: 453.7281 - logcount_predictions_loss: 0.1767 51/2378 [..............................] - ETA: 5:24 - loss: 456.1822 - logits_profile_predictions_loss: 453.7250 - logcount_predictions_loss: 0.1768 52/2378 [..............................] - ETA: 5:24 - loss: 456.1950 - logits_profile_predictions_loss: 453.7362 - logcount_predictions_loss: 0.1769 53/2378 [..............................] - ETA: 5:23 - loss: 456.1783 - logits_profile_predictions_loss: 453.7181 - logcount_predictions_loss: 0.1770 54/2378 [..............................] - ETA: 5:23 - loss: 456.1740 - logits_profile_predictions_loss: 453.7122 - logcount_predictions_loss: 0.1771 55/2378 [..............................] - ETA: 5:23 - loss: 456.1686 - logits_profile_predictions_loss: 453.7051 - logcount_predictions_loss: 0.1772 56/2378 [..............................] - ETA: 5:23 - loss: 456.1542 - logits_profile_predictions_loss: 453.6886 - logcount_predictions_loss: 0.1774 57/2378 [..............................] - ETA: 5:23 - loss: 456.1448 - logits_profile_predictions_loss: 453.6776 - logcount_predictions_loss: 0.1775 58/2378 [..............................] - ETA: 5:23 - loss: 456.1552 - logits_profile_predictions_loss: 453.6863 - logcount_predictions_loss: 0.1776 59/2378 [..............................] - ETA: 5:23 - loss: 456.1762 - logits_profile_predictions_loss: 453.7058 - logcount_predictions_loss: 0.1777 60/2378 [..............................] - ETA: 5:23 - loss: 456.1898 - logits_profile_predictions_loss: 453.7174 - logcount_predictions_loss: 0.1779 61/2378 [..............................] - ETA: 5:22 - loss: 456.2059 - logits_profile_predictions_loss: 453.7317 - logcount_predictions_loss: 0.1780 62/2378 [..............................] - ETA: 5:22 - loss: 456.2280 - logits_profile_predictions_loss: 453.7518 - logcount_predictions_loss: 0.1781 63/2378 [..............................] - ETA: 5:22 - loss: 456.2561 - logits_profile_predictions_loss: 453.7782 - logcount_predictions_loss: 0.1783 64/2378 [..............................] - ETA: 5:22 - loss: 456.2732 - logits_profile_predictions_loss: 453.7934 - logcount_predictions_loss: 0.1784 65/2378 [..............................] - ETA: 5:22 - loss: 456.2948 - logits_profile_predictions_loss: 453.8129 - logcount_predictions_loss: 0.1786 66/2378 [..............................] - ETA: 5:22 - loss: 456.3192 - logits_profile_predictions_loss: 453.8349 - logcount_predictions_loss: 0.1787 67/2378 [..............................] - ETA: 5:22 - loss: 456.3446 - logits_profile_predictions_loss: 453.8579 - logcount_predictions_loss: 0.1789 68/2378 [..............................] - ETA: 5:21 - loss: 456.3594 - logits_profile_predictions_loss: 453.8701 - logcount_predictions_loss: 0.1791 69/2378 [..............................] - ETA: 5:21 - loss: 456.3769 - logits_profile_predictions_loss: 453.8854 - logcount_predictions_loss: 0.1793 70/2378 [..............................] - ETA: 5:21 - loss: 456.4078 - logits_profile_predictions_loss: 453.9142 - logcount_predictions_loss: 0.1794 71/2378 [..............................] - ETA: 5:21 - loss: 456.4351 - logits_profile_predictions_loss: 453.9395 - logcount_predictions_loss: 0.1795 72/2378 [..............................] - ETA: 5:21 - loss: 456.4601 - logits_profile_predictions_loss: 453.9624 - logcount_predictions_loss: 0.1797 73/2378 [..............................] - ETA: 5:21 - loss: 456.4854 - logits_profile_predictions_loss: 453.9857 - logcount_predictions_loss: 0.1798 74/2378 [..............................] - ETA: 5:21 - loss: 456.5140 - logits_profile_predictions_loss: 454.0126 - logcount_predictions_loss: 0.1800 75/2378 [..............................] - ETA: 5:20 - loss: 456.5330 - logits_profile_predictions_loss: 454.0300 - logcount_predictions_loss: 0.1801 76/2378 [..............................] - ETA: 5:20 - loss: 456.5416 - logits_profile_predictions_loss: 454.0371 - logcount_predictions_loss: 0.1802 77/2378 [..............................] - ETA: 5:20 - loss: 456.5527 - logits_profile_predictions_loss: 454.0468 - logcount_predictions_loss: 0.1803 78/2378 [..............................] - ETA: 5:20 - loss: 456.5635 - logits_profile_predictions_loss: 454.0564 - logcount_predictions_loss: 0.1804 79/2378 [..............................] - ETA: 5:20 - loss: 456.5623 - logits_profile_predictions_loss: 454.0540 - logcount_predictions_loss: 0.1805 80/2378 [>.............................] - ETA: 5:20 - loss: 456.5717 - logits_profile_predictions_loss: 454.0621 - logcount_predictions_loss: 0.1806 81/2378 [>.............................] - ETA: 5:20 - loss: 456.5817 - logits_profile_predictions_loss: 454.0708 - logcount_predictions_loss: 0.1806 82/2378 [>.............................] - ETA: 5:19 - loss: 456.5855 - logits_profile_predictions_loss: 454.0732 - logcount_predictions_loss: 0.1807 83/2378 [>.............................] - ETA: 5:19 - loss: 456.5811 - 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[=====>........................] - ETA: 4:23 - loss: 452.8496 - logits_profile_predictions_loss: 450.2919 - logcount_predictions_loss: 0.1840 488/2378 [=====>........................] - ETA: 4:23 - loss: 452.8479 - logits_profile_predictions_loss: 450.2902 - logcount_predictions_loss: 0.1840 489/2378 [=====>........................] - ETA: 4:23 - loss: 452.8461 - logits_profile_predictions_loss: 450.2885 - logcount_predictions_loss: 0.1840 490/2378 [=====>........................] - ETA: 4:23 - loss: 452.8443 - logits_profile_predictions_loss: 450.2866 - logcount_predictions_loss: 0.1840 491/2378 [=====>........................] - ETA: 4:22 - loss: 452.8424 - logits_profile_predictions_loss: 450.2848 - logcount_predictions_loss: 0.1840 492/2378 [=====>........................] - ETA: 4:22 - loss: 452.8407 - logits_profile_predictions_loss: 450.2831 - logcount_predictions_loss: 0.1840 493/2378 [=====>........................] - ETA: 4:22 - loss: 452.8394 - 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2327/2378 [============================>.] - ETA: 7s - loss: 452.2047 - logits_profile_predictions_loss: 449.6421 - logcount_predictions_loss: 0.1844 2328/2378 [============================>.] - ETA: 6s - loss: 452.2050 - logits_profile_predictions_loss: 449.6425 - logcount_predictions_loss: 0.1844 2329/2378 [============================>.] - ETA: 6s - loss: 452.2053 - logits_profile_predictions_loss: 449.6428 - logcount_predictions_loss: 0.1844 2330/2378 [============================>.] - ETA: 6s - loss: 452.2056 - logits_profile_predictions_loss: 449.6431 - logcount_predictions_loss: 0.1844 2331/2378 [============================>.] - ETA: 6s - loss: 452.2060 - logits_profile_predictions_loss: 449.6435 - logcount_predictions_loss: 0.1844 2332/2378 [============================>.] - ETA: 6s - loss: 452.2063 - logits_profile_predictions_loss: 449.6438 - logcount_predictions_loss: 0.1844 2333/2378 [============================>.] - ETA: 6s - loss: 452.2067 - 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[============================>.] - ETA: 5s - loss: 452.2091 - logits_profile_predictions_loss: 449.6466 - logcount_predictions_loss: 0.1844 2341/2378 [============================>.] - ETA: 5s - loss: 452.2095 - logits_profile_predictions_loss: 449.6470 - logcount_predictions_loss: 0.1844 2342/2378 [============================>.] - ETA: 5s - loss: 452.2099 - logits_profile_predictions_loss: 449.6474 - logcount_predictions_loss: 0.1844 2343/2378 [============================>.] - ETA: 4s - loss: 452.2102 - logits_profile_predictions_loss: 449.6477 - logcount_predictions_loss: 0.1844 2344/2378 [============================>.] - ETA: 4s - loss: 452.2106 - logits_profile_predictions_loss: 449.6481 - logcount_predictions_loss: 0.1844 2345/2378 [============================>.] - ETA: 4s - loss: 452.2110 - logits_profile_predictions_loss: 449.6485 - logcount_predictions_loss: 0.1844 2346/2378 [============================>.] - ETA: 4s - loss: 452.2113 - logits_profile_predictions_loss: 449.6488 - logcount_predictions_loss: 0.1844 2347/2378 [============================>.] - ETA: 4s - loss: 452.2117 - logits_profile_predictions_loss: 449.6492 - logcount_predictions_loss: 0.1844 2348/2378 [============================>.] - ETA: 4s - loss: 452.2121 - logits_profile_predictions_loss: 449.6496 - logcount_predictions_loss: 0.1844 2349/2378 [============================>.] - ETA: 4s - loss: 452.2125 - logits_profile_predictions_loss: 449.6500 - logcount_predictions_loss: 0.1844 2350/2378 [============================>.] - ETA: 3s - loss: 452.2128 - logits_profile_predictions_loss: 449.6503 - logcount_predictions_loss: 0.1844 2351/2378 [============================>.] - ETA: 3s - loss: 452.2132 - logits_profile_predictions_loss: 449.6507 - logcount_predictions_loss: 0.1844 2352/2378 [============================>.] - ETA: 3s - loss: 452.2136 - logits_profile_predictions_loss: 449.6511 - logcount_predictions_loss: 0.1844 2353/2378 [============================>.] - ETA: 3s - loss: 452.2140 - logits_profile_predictions_loss: 449.6515 - logcount_predictions_loss: 0.1844 2354/2378 [============================>.] - ETA: 3s - loss: 452.2144 - logits_profile_predictions_loss: 449.6519 - logcount_predictions_loss: 0.1844 2355/2378 [============================>.] - ETA: 3s - loss: 452.2147 - logits_profile_predictions_loss: 449.6522 - logcount_predictions_loss: 0.1844 2356/2378 [============================>.] - ETA: 3s - loss: 452.2151 - logits_profile_predictions_loss: 449.6526 - logcount_predictions_loss: 0.1844 2357/2378 [============================>.] - ETA: 2s - loss: 452.2155 - logits_profile_predictions_loss: 449.6530 - logcount_predictions_loss: 0.1844 2358/2378 [============================>.] - ETA: 2s - loss: 452.2159 - logits_profile_predictions_loss: 449.6534 - logcount_predictions_loss: 0.1844 2359/2378 [============================>.] - ETA: 2s - loss: 452.2162 - logits_profile_predictions_loss: 449.6537 - logcount_predictions_loss: 0.1844 2360/2378 [============================>.] - ETA: 2s - loss: 452.2166 - logits_profile_predictions_loss: 449.6541 - logcount_predictions_loss: 0.1844 2361/2378 [============================>.] - ETA: 2s - loss: 452.2170 - logits_profile_predictions_loss: 449.6545 - logcount_predictions_loss: 0.1844 2362/2378 [============================>.] - ETA: 2s - loss: 452.2173 - logits_profile_predictions_loss: 449.6548 - logcount_predictions_loss: 0.1844 2363/2378 [============================>.] - ETA: 2s - loss: 452.2177 - logits_profile_predictions_loss: 449.6552 - logcount_predictions_loss: 0.1844 2364/2378 [============================>.] - ETA: 1s - loss: 452.2180 - logits_profile_predictions_loss: 449.6556 - logcount_predictions_loss: 0.1844 2365/2378 [============================>.] - ETA: 1s - loss: 452.2184 - logits_profile_predictions_loss: 449.6559 - logcount_predictions_loss: 0.1844 2366/2378 [============================>.] - ETA: 1s - loss: 452.2187 - logits_profile_predictions_loss: 449.6563 - logcount_predictions_loss: 0.1844 2367/2378 [============================>.] - ETA: 1s - loss: 452.2191 - logits_profile_predictions_loss: 449.6566 - logcount_predictions_loss: 0.1844 2368/2378 [============================>.] - ETA: 1s - loss: 452.2194 - logits_profile_predictions_loss: 449.6569 - logcount_predictions_loss: 0.1844 2369/2378 [============================>.] - ETA: 1s - loss: 452.2198 - logits_profile_predictions_loss: 449.6573 - logcount_predictions_loss: 0.1844 2370/2378 [============================>.] - ETA: 1s - loss: 452.2201 - logits_profile_predictions_loss: 449.6576 - logcount_predictions_loss: 0.1844 2371/2378 [============================>.] - ETA: 0s - loss: 452.2204 - logits_profile_predictions_loss: 449.6580 - logcount_predictions_loss: 0.1844 2372/2378 [============================>.] - ETA: 0s - loss: 452.2208 - logits_profile_predictions_loss: 449.6583 - logcount_predictions_loss: 0.1844 2373/2378 [============================>.] - ETA: 0s - loss: 452.2211 - logits_profile_predictions_loss: 449.6586 - logcount_predictions_loss: 0.1844 2374/2378 [============================>.] - ETA: 0s - loss: 452.2214 - logits_profile_predictions_loss: 449.6590 - logcount_predictions_loss: 0.1844 2375/2378 [============================>.] - ETA: 0s - loss: 452.2218 - logits_profile_predictions_loss: 449.6593 - logcount_predictions_loss: 0.1844 2376/2378 [============================>.] - ETA: 0s - loss: 452.2221 - logits_profile_predictions_loss: 449.6597 - logcount_predictions_loss: 0.1844 2377/2378 [============================>.] - ETA: 0s - loss: 452.2225 - logits_profile_predictions_loss: 449.6600 - logcount_predictions_loss: 0.1844 2378/2378 [==============================] - ETA: 0s - loss: 452.2228 - logits_profile_predictions_loss: 449.6604 - logcount_predictions_loss: 0.1844 2378/2378 [==============================] - 351s 148ms/step - loss: 452.2232 - logits_profile_predictions_loss: 449.6607 - logcount_predictions_loss: 0.1844 - val_loss: 517.1316 - val_logits_profile_predictions_loss: 514.5366 - val_logcount_predictions_loss: 0.1867 Epoch 00009: val_loss did not improve from 513.52344 Epoch 10/50 1/2378 [..............................] - ETA: 6:26 - loss: 498.4586 - logits_profile_predictions_loss: 496.8510 - logcount_predictions_loss: 0.1157 2/2378 [..............................] - ETA: 5:30 - loss: 484.5825 - logits_profile_predictions_loss: 482.8663 - logcount_predictions_loss: 0.1235 3/2378 [..............................] - ETA: 5:30 - loss: 477.3395 - logits_profile_predictions_loss: 475.5618 - logcount_predictions_loss: 0.1279 4/2378 [..............................] - ETA: 5:30 - loss: 471.9828 - logits_profile_predictions_loss: 470.1208 - logcount_predictions_loss: 0.1340 5/2378 [..............................] - ETA: 5:30 - loss: 469.4397 - logits_profile_predictions_loss: 467.5341 - logcount_predictions_loss: 0.1371 6/2378 [..............................] - ETA: 5:29 - loss: 466.5204 - logits_profile_predictions_loss: 464.5694 - logcount_predictions_loss: 0.1404 7/2378 [..............................] - ETA: 5:29 - loss: 465.1824 - logits_profile_predictions_loss: 463.2082 - logcount_predictions_loss: 0.1420 8/2378 [..............................] - ETA: 5:29 - loss: 463.1704 - logits_profile_predictions_loss: 461.1831 - logcount_predictions_loss: 0.1430 9/2378 [..............................] - ETA: 5:29 - loss: 461.2133 - logits_profile_predictions_loss: 459.2179 - logcount_predictions_loss: 0.1436 10/2378 [..............................] - ETA: 5:29 - loss: 459.8650 - logits_profile_predictions_loss: 457.8579 - logcount_predictions_loss: 0.1444 11/2378 [..............................] - ETA: 5:29 - loss: 458.7935 - logits_profile_predictions_loss: 456.7701 - logcount_predictions_loss: 0.1456 12/2378 [..............................] - ETA: 5:29 - loss: 458.1364 - logits_profile_predictions_loss: 456.1003 - logcount_predictions_loss: 0.1465 13/2378 [..............................] - ETA: 5:29 - loss: 457.4670 - logits_profile_predictions_loss: 455.4244 - logcount_predictions_loss: 0.1469 14/2378 [..............................] - ETA: 5:28 - loss: 456.6654 - logits_profile_predictions_loss: 454.6169 - logcount_predictions_loss: 0.1474 15/2378 [..............................] - ETA: 5:28 - loss: 455.8356 - logits_profile_predictions_loss: 453.7783 - logcount_predictions_loss: 0.1480 16/2378 [..............................] - ETA: 5:28 - loss: 455.0191 - logits_profile_predictions_loss: 452.9530 - logcount_predictions_loss: 0.1486 17/2378 [..............................] - ETA: 5:28 - loss: 454.3493 - logits_profile_predictions_loss: 452.2729 - logcount_predictions_loss: 0.1494 18/2378 [..............................] - ETA: 5:28 - loss: 453.8282 - logits_profile_predictions_loss: 451.7440 - logcount_predictions_loss: 0.1499 19/2378 [..............................] - ETA: 5:28 - loss: 453.2640 - logits_profile_predictions_loss: 451.1738 - logcount_predictions_loss: 0.1504 20/2378 [..............................] - ETA: 5:28 - loss: 452.8861 - logits_profile_predictions_loss: 450.7923 - logcount_predictions_loss: 0.1506 21/2378 [..............................] - ETA: 5:28 - loss: 452.6223 - logits_profile_predictions_loss: 450.5268 - logcount_predictions_loss: 0.1508 22/2378 [..............................] - ETA: 5:27 - loss: 452.6607 - logits_profile_predictions_loss: 450.5596 - logcount_predictions_loss: 0.1512 23/2378 [..............................] - ETA: 5:27 - loss: 452.6239 - logits_profile_predictions_loss: 450.5178 - logcount_predictions_loss: 0.1515 24/2378 [..............................] - ETA: 5:27 - loss: 452.6177 - logits_profile_predictions_loss: 450.5067 - logcount_predictions_loss: 0.1519 25/2378 [..............................] - ETA: 5:27 - loss: 452.5813 - logits_profile_predictions_loss: 450.4647 - logcount_predictions_loss: 0.1523 26/2378 [..............................] - ETA: 5:27 - loss: 452.5246 - logits_profile_predictions_loss: 450.4024 - logcount_predictions_loss: 0.1527 27/2378 [..............................] - ETA: 5:27 - loss: 452.4536 - logits_profile_predictions_loss: 450.3264 - logcount_predictions_loss: 0.1530 28/2378 [..............................] - ETA: 5:27 - loss: 452.4433 - logits_profile_predictions_loss: 450.3109 - logcount_predictions_loss: 0.1534 29/2378 [..............................] - ETA: 5:26 - loss: 452.4849 - logits_profile_predictions_loss: 450.3467 - logcount_predictions_loss: 0.1538 30/2378 [..............................] - ETA: 5:26 - loss: 452.4731 - logits_profile_predictions_loss: 450.3295 - logcount_predictions_loss: 0.1542 31/2378 [..............................] - ETA: 5:26 - loss: 452.5010 - logits_profile_predictions_loss: 450.3527 - logcount_predictions_loss: 0.1546 32/2378 [..............................] - ETA: 5:26 - loss: 452.5806 - logits_profile_predictions_loss: 450.4278 - logcount_predictions_loss: 0.1549 33/2378 [..............................] - ETA: 5:26 - loss: 452.7030 - logits_profile_predictions_loss: 450.5461 - logcount_predictions_loss: 0.1552 34/2378 [..............................] - ETA: 5:26 - loss: 452.8113 - logits_profile_predictions_loss: 450.6497 - logcount_predictions_loss: 0.1555 35/2378 [..............................] - ETA: 5:26 - loss: 452.9042 - logits_profile_predictions_loss: 450.7387 - logcount_predictions_loss: 0.1558 36/2378 [..............................] - ETA: 5:25 - loss: 453.0318 - logits_profile_predictions_loss: 450.8629 - logcount_predictions_loss: 0.1560 37/2378 [..............................] - ETA: 5:25 - loss: 453.1291 - logits_profile_predictions_loss: 450.9571 - logcount_predictions_loss: 0.1563 38/2378 [..............................] - ETA: 5:25 - loss: 453.2334 - logits_profile_predictions_loss: 451.0571 - logcount_predictions_loss: 0.1566 39/2378 [..............................] - ETA: 5:25 - loss: 453.3466 - logits_profile_predictions_loss: 451.1663 - logcount_predictions_loss: 0.1569 40/2378 [..............................] - ETA: 5:25 - loss: 453.4556 - logits_profile_predictions_loss: 451.2717 - logcount_predictions_loss: 0.1571 41/2378 [..............................] - ETA: 5:25 - loss: 453.4941 - logits_profile_predictions_loss: 451.3070 - logcount_predictions_loss: 0.1573 42/2378 [..............................] - ETA: 5:24 - loss: 453.5331 - logits_profile_predictions_loss: 451.3420 - logcount_predictions_loss: 0.1576 43/2378 [..............................] - ETA: 5:24 - loss: 453.5452 - logits_profile_predictions_loss: 451.3505 - logcount_predictions_loss: 0.1579 44/2378 [..............................] - ETA: 5:24 - loss: 453.5691 - logits_profile_predictions_loss: 451.3710 - logcount_predictions_loss: 0.1581 45/2378 [..............................] - ETA: 5:24 - loss: 453.5843 - logits_profile_predictions_loss: 451.3829 - logcount_predictions_loss: 0.1584 46/2378 [..............................] - ETA: 5:24 - loss: 453.6141 - logits_profile_predictions_loss: 451.4094 - logcount_predictions_loss: 0.1586 47/2378 [..............................] - ETA: 5:24 - loss: 453.6598 - logits_profile_predictions_loss: 451.4521 - logcount_predictions_loss: 0.1588 48/2378 [..............................] - ETA: 5:24 - loss: 453.6967 - logits_profile_predictions_loss: 451.4861 - logcount_predictions_loss: 0.1590 49/2378 [..............................] - ETA: 5:24 - loss: 453.6988 - logits_profile_predictions_loss: 451.4853 - logcount_predictions_loss: 0.1592 50/2378 [..............................] - ETA: 5:24 - loss: 453.7033 - logits_profile_predictions_loss: 451.4869 - logcount_predictions_loss: 0.1594 51/2378 [..............................] - ETA: 5:23 - loss: 453.7012 - logits_profile_predictions_loss: 451.4819 - logcount_predictions_loss: 0.1597 52/2378 [..............................] - ETA: 5:23 - loss: 453.6940 - logits_profile_predictions_loss: 451.4719 - logcount_predictions_loss: 0.1599 53/2378 [..............................] - ETA: 5:23 - loss: 453.7137 - logits_profile_predictions_loss: 451.4889 - logcount_predictions_loss: 0.1601 54/2378 [..............................] - ETA: 5:23 - loss: 453.7377 - logits_profile_predictions_loss: 451.5102 - logcount_predictions_loss: 0.1602 55/2378 [..............................] - ETA: 5:23 - loss: 453.7482 - logits_profile_predictions_loss: 451.5181 - logcount_predictions_loss: 0.1604 56/2378 [..............................] - ETA: 5:23 - loss: 453.7622 - logits_profile_predictions_loss: 451.5295 - logcount_predictions_loss: 0.1606 57/2378 [..............................] - ETA: 5:23 - loss: 453.7730 - logits_profile_predictions_loss: 451.5377 - logcount_predictions_loss: 0.1608 58/2378 [..............................] - ETA: 5:23 - loss: 453.7894 - logits_profile_predictions_loss: 451.5519 - logcount_predictions_loss: 0.1610 59/2378 [..............................] - ETA: 5:22 - loss: 453.8026 - logits_profile_predictions_loss: 451.5630 - logcount_predictions_loss: 0.1611 60/2378 [..............................] - ETA: 5:22 - loss: 453.8329 - logits_profile_predictions_loss: 451.5915 - logcount_predictions_loss: 0.1613 61/2378 [..............................] - ETA: 5:22 - loss: 453.8590 - logits_profile_predictions_loss: 451.6156 - logcount_predictions_loss: 0.1614 62/2378 [..............................] - ETA: 5:22 - loss: 453.8857 - logits_profile_predictions_loss: 451.6403 - logcount_predictions_loss: 0.1615 63/2378 [..............................] - ETA: 5:22 - loss: 453.9261 - logits_profile_predictions_loss: 451.6790 - logcount_predictions_loss: 0.1617 64/2378 [..............................] - ETA: 5:22 - loss: 453.9537 - logits_profile_predictions_loss: 451.7050 - logcount_predictions_loss: 0.1618 65/2378 [..............................] - ETA: 5:22 - loss: 453.9726 - 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[..............................] - ETA: 5:21 - loss: 454.1847 - logits_profile_predictions_loss: 451.9223 - logcount_predictions_loss: 0.1628 73/2378 [..............................] - ETA: 5:21 - loss: 454.2020 - logits_profile_predictions_loss: 451.9381 - logcount_predictions_loss: 0.1629 74/2378 [..............................] - ETA: 5:21 - loss: 454.2100 - logits_profile_predictions_loss: 451.9446 - logcount_predictions_loss: 0.1630 75/2378 [..............................] - ETA: 5:20 - loss: 454.2160 - logits_profile_predictions_loss: 451.9491 - logcount_predictions_loss: 0.1631 76/2378 [..............................] - ETA: 5:20 - loss: 454.2198 - logits_profile_predictions_loss: 451.9515 - logcount_predictions_loss: 0.1632 77/2378 [..............................] - ETA: 5:20 - loss: 454.2264 - logits_profile_predictions_loss: 451.9566 - logcount_predictions_loss: 0.1633 78/2378 [..............................] - ETA: 5:20 - loss: 454.2359 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 450.9786 - logcount_predictions_loss: 0.1706 372/2378 [===>..........................] - ETA: 4:39 - loss: 453.3457 - logits_profile_predictions_loss: 450.9738 - logcount_predictions_loss: 0.1706 373/2378 [===>..........................] - ETA: 4:39 - loss: 453.3411 - logits_profile_predictions_loss: 450.9692 - logcount_predictions_loss: 0.1706 374/2378 [===>..........................] - ETA: 4:39 - loss: 453.3363 - logits_profile_predictions_loss: 450.9643 - logcount_predictions_loss: 0.1706 375/2378 [===>..........................] - ETA: 4:39 - loss: 453.3313 - logits_profile_predictions_loss: 450.9592 - logcount_predictions_loss: 0.1707 376/2378 [===>..........................] - ETA: 4:38 - loss: 453.3259 - logits_profile_predictions_loss: 450.9537 - logcount_predictions_loss: 0.1707 377/2378 [===>..........................] - ETA: 4:38 - loss: 453.3205 - logits_profile_predictions_loss: 450.9482 - logcount_predictions_loss: 0.1707 378/2378 [===>..........................] - ETA: 4:38 - loss: 453.3157 - logits_profile_predictions_loss: 450.9432 - logcount_predictions_loss: 0.1707 379/2378 [===>..........................] - ETA: 4:38 - loss: 453.3105 - logits_profile_predictions_loss: 450.9379 - logcount_predictions_loss: 0.1707 380/2378 [===>..........................] - ETA: 4:38 - loss: 453.3054 - logits_profile_predictions_loss: 450.9327 - logcount_predictions_loss: 0.1707 381/2378 [===>..........................] - ETA: 4:38 - loss: 453.3002 - logits_profile_predictions_loss: 450.9274 - logcount_predictions_loss: 0.1707 382/2378 [===>..........................] - ETA: 4:38 - loss: 453.2951 - logits_profile_predictions_loss: 450.9221 - logcount_predictions_loss: 0.1707 383/2378 [===>..........................] - ETA: 4:37 - loss: 453.2898 - logits_profile_predictions_loss: 450.9167 - logcount_predictions_loss: 0.1707 384/2378 [===>..........................] - ETA: 4:37 - loss: 453.2845 - logits_profile_predictions_loss: 450.9113 - logcount_predictions_loss: 0.1707 385/2378 [===>..........................] - ETA: 4:37 - loss: 453.2793 - logits_profile_predictions_loss: 450.9059 - logcount_predictions_loss: 0.1707 386/2378 [===>..........................] - ETA: 4:37 - loss: 453.2745 - logits_profile_predictions_loss: 450.9010 - logcount_predictions_loss: 0.1708 387/2378 [===>..........................] - ETA: 4:37 - loss: 453.2698 - logits_profile_predictions_loss: 450.8962 - logcount_predictions_loss: 0.1708 388/2378 [===>..........................] - ETA: 4:37 - loss: 453.2652 - logits_profile_predictions_loss: 450.8915 - logcount_predictions_loss: 0.1708 389/2378 [===>..........................] - ETA: 4:37 - loss: 453.2609 - logits_profile_predictions_loss: 450.8870 - logcount_predictions_loss: 0.1708 390/2378 [===>..........................] - ETA: 4:36 - loss: 453.2568 - logits_profile_predictions_loss: 450.8828 - logcount_predictions_loss: 0.1708 391/2378 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logits_profile_predictions_loss: 450.8551 - logcount_predictions_loss: 0.1709 398/2378 [====>.........................] - ETA: 4:35 - loss: 453.2266 - logits_profile_predictions_loss: 450.8513 - logcount_predictions_loss: 0.1709 399/2378 [====>.........................] - ETA: 4:35 - loss: 453.2227 - logits_profile_predictions_loss: 450.8473 - logcount_predictions_loss: 0.1709 400/2378 [====>.........................] - ETA: 4:35 - loss: 453.2192 - logits_profile_predictions_loss: 450.8437 - logcount_predictions_loss: 0.1709 401/2378 [====>.........................] - ETA: 4:35 - loss: 453.2159 - logits_profile_predictions_loss: 450.8403 - logcount_predictions_loss: 0.1709 402/2378 [====>.........................] - ETA: 4:35 - loss: 453.2126 - logits_profile_predictions_loss: 450.8368 - logcount_predictions_loss: 0.1709 403/2378 [====>.........................] - ETA: 4:35 - loss: 453.2092 - logits_profile_predictions_loss: 450.8332 - logcount_predictions_loss: 0.1709 404/2378 [====>.........................] - ETA: 4:35 - loss: 453.2060 - logits_profile_predictions_loss: 450.8299 - logcount_predictions_loss: 0.1709 405/2378 [====>.........................] - ETA: 4:34 - loss: 453.2027 - logits_profile_predictions_loss: 450.8264 - logcount_predictions_loss: 0.1709 406/2378 [====>.........................] - ETA: 4:34 - loss: 453.1993 - logits_profile_predictions_loss: 450.8229 - logcount_predictions_loss: 0.1710 407/2378 [====>.........................] - ETA: 4:34 - loss: 453.1956 - logits_profile_predictions_loss: 450.8191 - logcount_predictions_loss: 0.1710 408/2378 [====>.........................] - ETA: 4:34 - loss: 453.1918 - logits_profile_predictions_loss: 450.8151 - logcount_predictions_loss: 0.1710 409/2378 [====>.........................] - ETA: 4:34 - loss: 453.1879 - logits_profile_predictions_loss: 450.8110 - logcount_predictions_loss: 0.1710 410/2378 [====>.........................] - ETA: 4:34 - loss: 453.1846 - 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[====>.........................] - ETA: 4:31 - loss: 453.1171 - logits_profile_predictions_loss: 450.7371 - logcount_predictions_loss: 0.1712 431/2378 [====>.........................] - ETA: 4:31 - loss: 453.1141 - logits_profile_predictions_loss: 450.7339 - logcount_predictions_loss: 0.1712 432/2378 [====>.........................] - ETA: 4:31 - loss: 453.1110 - logits_profile_predictions_loss: 450.7307 - logcount_predictions_loss: 0.1712 433/2378 [====>.........................] - ETA: 4:31 - loss: 453.1076 - logits_profile_predictions_loss: 450.7271 - logcount_predictions_loss: 0.1712 434/2378 [====>.........................] - ETA: 4:30 - loss: 453.1042 - logits_profile_predictions_loss: 450.7236 - logcount_predictions_loss: 0.1713 435/2378 [====>.........................] - ETA: 4:30 - loss: 453.1010 - logits_profile_predictions_loss: 450.7203 - logcount_predictions_loss: 0.1713 436/2378 [====>.........................] - ETA: 4:30 - loss: 453.0978 - 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[====>.........................] - ETA: 4:29 - loss: 453.0740 - logits_profile_predictions_loss: 450.6922 - logcount_predictions_loss: 0.1713 444/2378 [====>.........................] - ETA: 4:29 - loss: 453.0710 - logits_profile_predictions_loss: 450.6890 - logcount_predictions_loss: 0.1714 445/2378 [====>.........................] - ETA: 4:29 - loss: 453.0678 - logits_profile_predictions_loss: 450.6857 - logcount_predictions_loss: 0.1714 446/2378 [====>.........................] - ETA: 4:29 - loss: 453.0647 - logits_profile_predictions_loss: 450.6825 - logcount_predictions_loss: 0.1714 447/2378 [====>.........................] - ETA: 4:29 - loss: 453.0615 - logits_profile_predictions_loss: 450.6792 - logcount_predictions_loss: 0.1714 448/2378 [====>.........................] - ETA: 4:28 - loss: 453.0587 - logits_profile_predictions_loss: 450.6762 - logcount_predictions_loss: 0.1714 449/2378 [====>.........................] - ETA: 4:28 - loss: 453.0561 - logits_profile_predictions_loss: 450.6735 - logcount_predictions_loss: 0.1714 450/2378 [====>.........................] - ETA: 4:28 - loss: 453.0536 - logits_profile_predictions_loss: 450.6708 - logcount_predictions_loss: 0.1714 451/2378 [====>.........................] - ETA: 4:28 - loss: 453.0509 - logits_profile_predictions_loss: 450.6680 - logcount_predictions_loss: 0.1714 452/2378 [====>.........................] - ETA: 4:28 - loss: 453.0482 - logits_profile_predictions_loss: 450.6652 - logcount_predictions_loss: 0.1714 453/2378 [====>.........................] - ETA: 4:28 - loss: 453.0455 - logits_profile_predictions_loss: 450.6623 - logcount_predictions_loss: 0.1714 454/2378 [====>.........................] - ETA: 4:28 - loss: 453.0428 - logits_profile_predictions_loss: 450.6594 - logcount_predictions_loss: 0.1715 455/2378 [====>.........................] - ETA: 4:27 - loss: 453.0401 - logits_profile_predictions_loss: 450.6566 - logcount_predictions_loss: 0.1715 456/2378 [====>.........................] - ETA: 4:27 - loss: 453.0373 - logits_profile_predictions_loss: 450.6537 - logcount_predictions_loss: 0.1715 457/2378 [====>.........................] - ETA: 4:27 - loss: 453.0348 - logits_profile_predictions_loss: 450.6510 - logcount_predictions_loss: 0.1715 458/2378 [====>.........................] - ETA: 4:27 - loss: 453.0322 - logits_profile_predictions_loss: 450.6484 - logcount_predictions_loss: 0.1715 459/2378 [====>.........................] - ETA: 4:27 - loss: 453.0296 - logits_profile_predictions_loss: 450.6456 - logcount_predictions_loss: 0.1715 460/2378 [====>.........................] - ETA: 4:27 - loss: 453.0269 - logits_profile_predictions_loss: 450.6427 - logcount_predictions_loss: 0.1715 461/2378 [====>.........................] - ETA: 4:27 - loss: 453.0243 - logits_profile_predictions_loss: 450.6400 - logcount_predictions_loss: 0.1715 462/2378 [====>.........................] - ETA: 4:26 - loss: 453.0215 - logits_profile_predictions_loss: 450.6372 - logcount_predictions_loss: 0.1715 463/2378 [====>.........................] - ETA: 4:26 - loss: 453.0191 - logits_profile_predictions_loss: 450.6346 - logcount_predictions_loss: 0.1715 464/2378 [====>.........................] - ETA: 4:26 - loss: 453.0168 - logits_profile_predictions_loss: 450.6322 - logcount_predictions_loss: 0.1715 465/2378 [====>.........................] - ETA: 4:26 - loss: 453.0148 - logits_profile_predictions_loss: 450.6301 - logcount_predictions_loss: 0.1716 466/2378 [====>.........................] - ETA: 4:26 - loss: 453.0126 - logits_profile_predictions_loss: 450.6278 - logcount_predictions_loss: 0.1716 467/2378 [====>.........................] - ETA: 4:26 - loss: 453.0103 - logits_profile_predictions_loss: 450.6253 - logcount_predictions_loss: 0.1716 468/2378 [====>.........................] - ETA: 4:26 - loss: 453.0079 - logits_profile_predictions_loss: 450.6228 - logcount_predictions_loss: 0.1716 469/2378 [====>.........................] - ETA: 4:26 - loss: 453.0055 - logits_profile_predictions_loss: 450.6203 - logcount_predictions_loss: 0.1716 470/2378 [====>.........................] - ETA: 4:25 - loss: 453.0031 - logits_profile_predictions_loss: 450.6178 - logcount_predictions_loss: 0.1716 471/2378 [====>.........................] - ETA: 4:25 - loss: 453.0007 - logits_profile_predictions_loss: 450.6152 - logcount_predictions_loss: 0.1716 472/2378 [====>.........................] - ETA: 4:25 - loss: 452.9983 - logits_profile_predictions_loss: 450.6127 - logcount_predictions_loss: 0.1716 473/2378 [====>.........................] - ETA: 4:25 - loss: 452.9958 - logits_profile_predictions_loss: 450.6101 - logcount_predictions_loss: 0.1716 474/2378 [====>.........................] - ETA: 4:25 - loss: 452.9930 - logits_profile_predictions_loss: 450.6072 - logcount_predictions_loss: 0.1716 475/2378 [====>.........................] - ETA: 4:25 - loss: 452.9902 - logits_profile_predictions_loss: 450.6042 - logcount_predictions_loss: 0.1716 476/2378 [=====>........................] - ETA: 4:25 - loss: 452.9873 - logits_profile_predictions_loss: 450.6013 - logcount_predictions_loss: 0.1717 477/2378 [=====>........................] - ETA: 4:24 - loss: 452.9845 - logits_profile_predictions_loss: 450.5983 - logcount_predictions_loss: 0.1717 478/2378 [=====>........................] - ETA: 4:24 - loss: 452.9817 - logits_profile_predictions_loss: 450.5954 - logcount_predictions_loss: 0.1717 479/2378 [=====>........................] - ETA: 4:24 - loss: 452.9790 - logits_profile_predictions_loss: 450.5926 - logcount_predictions_loss: 0.1717 480/2378 [=====>........................] - ETA: 4:24 - loss: 452.9762 - logits_profile_predictions_loss: 450.5897 - logcount_predictions_loss: 0.1717 481/2378 [=====>........................] - ETA: 4:24 - loss: 452.9734 - logits_profile_predictions_loss: 450.5868 - logcount_predictions_loss: 0.1717 482/2378 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[============================>.] - ETA: 1s - loss: 451.7185 - logits_profile_predictions_loss: 449.2777 - logcount_predictions_loss: 0.1756 2369/2378 [============================>.] - ETA: 1s - loss: 451.7187 - logits_profile_predictions_loss: 449.2779 - logcount_predictions_loss: 0.1756 2370/2378 [============================>.] - ETA: 1s - loss: 451.7189 - logits_profile_predictions_loss: 449.2780 - logcount_predictions_loss: 0.1756 2371/2378 [============================>.] - ETA: 0s - loss: 451.7191 - logits_profile_predictions_loss: 449.2782 - logcount_predictions_loss: 0.1756 2372/2378 [============================>.] - ETA: 0s - loss: 451.7193 - logits_profile_predictions_loss: 449.2784 - logcount_predictions_loss: 0.1756 2373/2378 [============================>.] - ETA: 0s - loss: 451.7195 - logits_profile_predictions_loss: 449.2786 - logcount_predictions_loss: 0.1756 2374/2378 [============================>.] - ETA: 0s - loss: 451.7197 - logits_profile_predictions_loss: 449.2787 - logcount_predictions_loss: 0.1756 2375/2378 [============================>.] - ETA: 0s - loss: 451.7198 - logits_profile_predictions_loss: 449.2789 - logcount_predictions_loss: 0.1756 2376/2378 [============================>.] - ETA: 0s - loss: 451.7200 - logits_profile_predictions_loss: 449.2791 - logcount_predictions_loss: 0.1756 2377/2378 [============================>.] - ETA: 0s - loss: 451.7202 - logits_profile_predictions_loss: 449.2792 - logcount_predictions_loss: 0.1756 2378/2378 [==============================] - ETA: 0s - loss: 451.7204 - logits_profile_predictions_loss: 449.2794 - logcount_predictions_loss: 0.1756 2378/2378 [==============================] - 351s 148ms/step - loss: 451.7206 - logits_profile_predictions_loss: 449.2796 - logcount_predictions_loss: 0.1756 - val_loss: 518.4429 - val_logits_profile_predictions_loss: 515.6993 - val_logcount_predictions_loss: 0.1974 Epoch 00010: val_loss did not improve from 513.52344 Epoch 11/50 1/2378 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[..............................] - ETA: 5:29 - loss: 457.7373 - logits_profile_predictions_loss: 455.2295 - logcount_predictions_loss: 0.1804 22/2378 [..............................] - ETA: 5:29 - loss: 457.7265 - logits_profile_predictions_loss: 455.2249 - logcount_predictions_loss: 0.1800 23/2378 [..............................] - ETA: 5:28 - loss: 457.6077 - logits_profile_predictions_loss: 455.1123 - logcount_predictions_loss: 0.1795 24/2378 [..............................] - ETA: 5:28 - loss: 457.4555 - logits_profile_predictions_loss: 454.9667 - logcount_predictions_loss: 0.1790 25/2378 [..............................] - ETA: 5:28 - loss: 457.3618 - logits_profile_predictions_loss: 454.8801 - logcount_predictions_loss: 0.1785 26/2378 [..............................] - ETA: 5:28 - loss: 457.3694 - logits_profile_predictions_loss: 454.8952 - logcount_predictions_loss: 0.1780 27/2378 [..............................] - ETA: 5:28 - loss: 457.3199 - logits_profile_predictions_loss: 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[============================>.] - ETA: 1s - loss: 449.3317 - logits_profile_predictions_loss: 447.0614 - logcount_predictions_loss: 0.1633 2371/2378 [============================>.] - ETA: 0s - loss: 449.3314 - logits_profile_predictions_loss: 447.0611 - logcount_predictions_loss: 0.1633 2372/2378 [============================>.] - ETA: 0s - loss: 449.3310 - logits_profile_predictions_loss: 447.0608 - logcount_predictions_loss: 0.1633 2373/2378 [============================>.] - ETA: 0s - loss: 449.3307 - logits_profile_predictions_loss: 447.0604 - logcount_predictions_loss: 0.1633 2374/2378 [============================>.] - ETA: 0s - loss: 449.3304 - logits_profile_predictions_loss: 447.0601 - logcount_predictions_loss: 0.1633 2375/2378 [============================>.] - ETA: 0s - loss: 449.3300 - logits_profile_predictions_loss: 447.0597 - logcount_predictions_loss: 0.1633 2376/2378 [============================>.] - ETA: 0s - loss: 449.3297 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:42 - loss: 435.7338 - logits_profile_predictions_loss: 432.9269 - logcount_predictions_loss: 0.2019 4/2378 [..............................] - ETA: 5:39 - loss: 432.2867 - logits_profile_predictions_loss: 429.3833 - logcount_predictions_loss: 0.2089 5/2378 [..............................] - ETA: 5:36 - loss: 431.2816 - logits_profile_predictions_loss: 428.3224 - logcount_predictions_loss: 0.2129 6/2378 [..............................] - ETA: 5:35 - loss: 430.7918 - logits_profile_predictions_loss: 427.8244 - logcount_predictions_loss: 0.2135 7/2378 [..............................] - ETA: 5:34 - loss: 430.2499 - logits_profile_predictions_loss: 427.2966 - logcount_predictions_loss: 0.2125 8/2378 [..............................] - ETA: 5:33 - loss: 429.8775 - logits_profile_predictions_loss: 426.9430 - logcount_predictions_loss: 0.2111 9/2378 [..............................] - ETA: 5:32 - loss: 430.0932 - logits_profile_predictions_loss: 427.1892 - logcount_predictions_loss: 0.2089 10/2378 [..............................] - ETA: 5:32 - loss: 429.8710 - logits_profile_predictions_loss: 426.9983 - logcount_predictions_loss: 0.2067 11/2378 [..............................] - ETA: 5:32 - loss: 429.7050 - logits_profile_predictions_loss: 426.8687 - logcount_predictions_loss: 0.2041 12/2378 [..............................] - ETA: 5:31 - loss: 429.8372 - logits_profile_predictions_loss: 427.0347 - logcount_predictions_loss: 0.2016 13/2378 [..............................] - ETA: 5:31 - loss: 430.3773 - logits_profile_predictions_loss: 427.6025 - logcount_predictions_loss: 0.1996 14/2378 [..............................] - ETA: 5:31 - loss: 431.1360 - logits_profile_predictions_loss: 428.3892 - logcount_predictions_loss: 0.1976 15/2378 [..............................] - ETA: 5:30 - loss: 431.9020 - logits_profile_predictions_loss: 429.1837 - logcount_predictions_loss: 0.1956 16/2378 [..............................] - ETA: 5:30 - loss: 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[..............................] - ETA: 5:28 - loss: 436.2959 - logits_profile_predictions_loss: 433.7334 - logcount_predictions_loss: 0.1844 24/2378 [..............................] - ETA: 5:28 - loss: 436.7053 - logits_profile_predictions_loss: 434.1564 - logcount_predictions_loss: 0.1834 25/2378 [..............................] - ETA: 5:28 - loss: 437.0104 - logits_profile_predictions_loss: 434.4748 - logcount_predictions_loss: 0.1824 26/2378 [..............................] - ETA: 5:28 - loss: 437.3783 - logits_profile_predictions_loss: 434.8534 - logcount_predictions_loss: 0.1816 27/2378 [..............................] - ETA: 5:28 - loss: 437.7141 - logits_profile_predictions_loss: 435.1987 - logcount_predictions_loss: 0.1810 28/2378 [..............................] - ETA: 5:27 - loss: 437.9820 - logits_profile_predictions_loss: 435.4767 - logcount_predictions_loss: 0.1802 29/2378 [..............................] - ETA: 5:27 - loss: 438.2601 - logits_profile_predictions_loss: 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[===========================>..] - ETA: 11s - loss: 446.7629 - logits_profile_predictions_loss: 444.5582 - logcount_predictions_loss: 0.1586 2294/2378 [===========================>..] - ETA: 11s - loss: 446.7628 - logits_profile_predictions_loss: 444.5582 - logcount_predictions_loss: 0.1586 2295/2378 [===========================>..] - ETA: 11s - loss: 446.7627 - logits_profile_predictions_loss: 444.5581 - logcount_predictions_loss: 0.1586 2296/2378 [===========================>..] - ETA: 11s - loss: 446.7626 - logits_profile_predictions_loss: 444.5580 - logcount_predictions_loss: 0.1586 2297/2378 [===========================>..] - ETA: 11s - loss: 446.7626 - logits_profile_predictions_loss: 444.5580 - logcount_predictions_loss: 0.1586 2298/2378 [===========================>..] - ETA: 11s - loss: 446.7625 - logits_profile_predictions_loss: 444.5579 - logcount_predictions_loss: 0.1586 2299/2378 [============================>.] - ETA: 11s - loss: 446.7624 - logits_profile_predictions_loss: 444.5578 - logcount_predictions_loss: 0.1586 2300/2378 [============================>.] - ETA: 10s - loss: 446.7623 - logits_profile_predictions_loss: 444.5577 - logcount_predictions_loss: 0.1586 2301/2378 [============================>.] - ETA: 10s - loss: 446.7622 - logits_profile_predictions_loss: 444.5576 - logcount_predictions_loss: 0.1586 2302/2378 [============================>.] - ETA: 10s - loss: 446.7622 - logits_profile_predictions_loss: 444.5576 - logcount_predictions_loss: 0.1586 2303/2378 [============================>.] - ETA: 10s - loss: 446.7621 - logits_profile_predictions_loss: 444.5575 - logcount_predictions_loss: 0.1586 2304/2378 [============================>.] - ETA: 10s - loss: 446.7621 - logits_profile_predictions_loss: 444.5575 - logcount_predictions_loss: 0.1586 2305/2378 [============================>.] - ETA: 10s - loss: 446.7620 - logits_profile_predictions_loss: 444.5574 - logcount_predictions_loss: 0.1586 2306/2378 [============================>.] - ETA: 10s - loss: 446.7619 - logits_profile_predictions_loss: 444.5573 - logcount_predictions_loss: 0.1586 2307/2378 [============================>.] - ETA: 9s - loss: 446.7619 - logits_profile_predictions_loss: 444.5573 - logcount_predictions_loss: 0.1586  2308/2378 [============================>.] - ETA: 9s - loss: 446.7618 - logits_profile_predictions_loss: 444.5572 - logcount_predictions_loss: 0.1586 2309/2378 [============================>.] - ETA: 9s - loss: 446.7617 - logits_profile_predictions_loss: 444.5572 - logcount_predictions_loss: 0.1586 2310/2378 [============================>.] - ETA: 9s - loss: 446.7617 - logits_profile_predictions_loss: 444.5571 - logcount_predictions_loss: 0.1586 2311/2378 [============================>.] - ETA: 9s - loss: 446.7616 - logits_profile_predictions_loss: 444.5570 - logcount_predictions_loss: 0.1586 2312/2378 [============================>.] - ETA: 9s - loss: 446.7616 - logits_profile_predictions_loss: 444.5570 - logcount_predictions_loss: 0.1586 2313/2378 [============================>.] - ETA: 9s - loss: 446.7615 - logits_profile_predictions_loss: 444.5569 - logcount_predictions_loss: 0.1586 2314/2378 [============================>.] - ETA: 8s - loss: 446.7614 - logits_profile_predictions_loss: 444.5569 - logcount_predictions_loss: 0.1586 2315/2378 [============================>.] - ETA: 8s - loss: 446.7614 - logits_profile_predictions_loss: 444.5568 - logcount_predictions_loss: 0.1586 2316/2378 [============================>.] - ETA: 8s - loss: 446.7613 - logits_profile_predictions_loss: 444.5568 - logcount_predictions_loss: 0.1586 2317/2378 [============================>.] - ETA: 8s - loss: 446.7613 - logits_profile_predictions_loss: 444.5567 - logcount_predictions_loss: 0.1586 2318/2378 [============================>.] - ETA: 8s - loss: 446.7612 - logits_profile_predictions_loss: 444.5567 - logcount_predictions_loss: 0.1586 2319/2378 [============================>.] - ETA: 8s - loss: 446.7612 - logits_profile_predictions_loss: 444.5566 - logcount_predictions_loss: 0.1586 2320/2378 [============================>.] - ETA: 8s - loss: 446.7611 - logits_profile_predictions_loss: 444.5566 - logcount_predictions_loss: 0.1586 2321/2378 [============================>.] - ETA: 7s - loss: 446.7610 - logits_profile_predictions_loss: 444.5565 - logcount_predictions_loss: 0.1586 2322/2378 [============================>.] - ETA: 7s - loss: 446.7610 - logits_profile_predictions_loss: 444.5564 - logcount_predictions_loss: 0.1586 2323/2378 [============================>.] - ETA: 7s - loss: 446.7609 - logits_profile_predictions_loss: 444.5564 - logcount_predictions_loss: 0.1586 2324/2378 [============================>.] - ETA: 7s - loss: 446.7609 - logits_profile_predictions_loss: 444.5563 - logcount_predictions_loss: 0.1586 2325/2378 [============================>.] - ETA: 7s - loss: 446.7608 - logits_profile_predictions_loss: 444.5563 - logcount_predictions_loss: 0.1586 2326/2378 [============================>.] - ETA: 7s - loss: 446.7608 - logits_profile_predictions_loss: 444.5563 - logcount_predictions_loss: 0.1586 2327/2378 [============================>.] - ETA: 7s - loss: 446.7607 - logits_profile_predictions_loss: 444.5562 - logcount_predictions_loss: 0.1586 2328/2378 [============================>.] - ETA: 6s - loss: 446.7607 - logits_profile_predictions_loss: 444.5562 - logcount_predictions_loss: 0.1586 2329/2378 [============================>.] - ETA: 6s - loss: 446.7607 - logits_profile_predictions_loss: 444.5562 - logcount_predictions_loss: 0.1586 2330/2378 [============================>.] - ETA: 6s - loss: 446.7607 - logits_profile_predictions_loss: 444.5562 - logcount_predictions_loss: 0.1586 2331/2378 [============================>.] - ETA: 6s - loss: 446.7606 - logits_profile_predictions_loss: 444.5561 - logcount_predictions_loss: 0.1586 2332/2378 [============================>.] - ETA: 6s - loss: 446.7606 - logits_profile_predictions_loss: 444.5561 - logcount_predictions_loss: 0.1586 2333/2378 [============================>.] - ETA: 6s - loss: 446.7606 - logits_profile_predictions_loss: 444.5561 - logcount_predictions_loss: 0.1586 2334/2378 [============================>.] - ETA: 6s - loss: 446.7606 - logits_profile_predictions_loss: 444.5561 - logcount_predictions_loss: 0.1586 2335/2378 [============================>.] - ETA: 5s - loss: 446.7606 - logits_profile_predictions_loss: 444.5561 - logcount_predictions_loss: 0.1586 2336/2378 [============================>.] - ETA: 5s - loss: 446.7606 - logits_profile_predictions_loss: 444.5561 - logcount_predictions_loss: 0.1586 2337/2378 [============================>.] - ETA: 5s - loss: 446.7605 - logits_profile_predictions_loss: 444.5561 - logcount_predictions_loss: 0.1586 2338/2378 [============================>.] - ETA: 5s - loss: 446.7605 - logits_profile_predictions_loss: 444.5560 - logcount_predictions_loss: 0.1586 2339/2378 [============================>.] - ETA: 5s - loss: 446.7605 - logits_profile_predictions_loss: 444.5560 - logcount_predictions_loss: 0.1586 2340/2378 [============================>.] - ETA: 5s - loss: 446.7605 - logits_profile_predictions_loss: 444.5560 - logcount_predictions_loss: 0.1586 2341/2378 [============================>.] - ETA: 5s - loss: 446.7605 - logits_profile_predictions_loss: 444.5560 - logcount_predictions_loss: 0.1586 2342/2378 [============================>.] - ETA: 5s - loss: 446.7604 - logits_profile_predictions_loss: 444.5560 - logcount_predictions_loss: 0.1586 2343/2378 [============================>.] - ETA: 4s - loss: 446.7604 - logits_profile_predictions_loss: 444.5560 - logcount_predictions_loss: 0.1586 2344/2378 [============================>.] - ETA: 4s - loss: 446.7604 - logits_profile_predictions_loss: 444.5560 - logcount_predictions_loss: 0.1586 2345/2378 [============================>.] - ETA: 4s - loss: 446.7604 - logits_profile_predictions_loss: 444.5559 - logcount_predictions_loss: 0.1586 2346/2378 [============================>.] - ETA: 4s - loss: 446.7604 - logits_profile_predictions_loss: 444.5559 - logcount_predictions_loss: 0.1586 2347/2378 [============================>.] - ETA: 4s - loss: 446.7604 - logits_profile_predictions_loss: 444.5559 - logcount_predictions_loss: 0.1586 2348/2378 [============================>.] - ETA: 4s - loss: 446.7604 - logits_profile_predictions_loss: 444.5559 - logcount_predictions_loss: 0.1586 2349/2378 [============================>.] - ETA: 4s - loss: 446.7603 - logits_profile_predictions_loss: 444.5559 - logcount_predictions_loss: 0.1586 2350/2378 [============================>.] - ETA: 3s - loss: 446.7603 - logits_profile_predictions_loss: 444.5559 - logcount_predictions_loss: 0.1586 2351/2378 [============================>.] - ETA: 3s - loss: 446.7603 - logits_profile_predictions_loss: 444.5558 - logcount_predictions_loss: 0.1586 2352/2378 [============================>.] - ETA: 3s - loss: 446.7602 - logits_profile_predictions_loss: 444.5558 - logcount_predictions_loss: 0.1586 2353/2378 [============================>.] - ETA: 3s - loss: 446.7602 - logits_profile_predictions_loss: 444.5558 - logcount_predictions_loss: 0.1586 2354/2378 [============================>.] - ETA: 3s - loss: 446.7602 - logits_profile_predictions_loss: 444.5557 - logcount_predictions_loss: 0.1586 2355/2378 [============================>.] - ETA: 3s - loss: 446.7601 - logits_profile_predictions_loss: 444.5557 - logcount_predictions_loss: 0.1586 2356/2378 [============================>.] - ETA: 3s - loss: 446.7601 - logits_profile_predictions_loss: 444.5556 - logcount_predictions_loss: 0.1586 2357/2378 [============================>.] - ETA: 2s - loss: 446.7600 - logits_profile_predictions_loss: 444.5556 - logcount_predictions_loss: 0.1586 2358/2378 [============================>.] - ETA: 2s - loss: 446.7600 - logits_profile_predictions_loss: 444.5556 - logcount_predictions_loss: 0.1586 2359/2378 [============================>.] - ETA: 2s - loss: 446.7600 - logits_profile_predictions_loss: 444.5556 - logcount_predictions_loss: 0.1586 2360/2378 [============================>.] - ETA: 2s - loss: 446.7599 - logits_profile_predictions_loss: 444.5555 - logcount_predictions_loss: 0.1586 2361/2378 [============================>.] - ETA: 2s - loss: 446.7599 - logits_profile_predictions_loss: 444.5555 - logcount_predictions_loss: 0.1586 2362/2378 [============================>.] - ETA: 2s - loss: 446.7599 - logits_profile_predictions_loss: 444.5555 - logcount_predictions_loss: 0.1586 2363/2378 [============================>.] - ETA: 2s - loss: 446.7599 - logits_profile_predictions_loss: 444.5555 - logcount_predictions_loss: 0.1586 2364/2378 [============================>.] - ETA: 1s - loss: 446.7598 - logits_profile_predictions_loss: 444.5554 - logcount_predictions_loss: 0.1586 2365/2378 [============================>.] - ETA: 1s - loss: 446.7598 - logits_profile_predictions_loss: 444.5554 - logcount_predictions_loss: 0.1586 2366/2378 [============================>.] - ETA: 1s - loss: 446.7598 - logits_profile_predictions_loss: 444.5554 - logcount_predictions_loss: 0.1586 2367/2378 [============================>.] - ETA: 1s - loss: 446.7598 - logits_profile_predictions_loss: 444.5554 - logcount_predictions_loss: 0.1586 2368/2378 [============================>.] - ETA: 1s - loss: 446.7597 - logits_profile_predictions_loss: 444.5553 - logcount_predictions_loss: 0.1586 2369/2378 [============================>.] - ETA: 1s - loss: 446.7597 - logits_profile_predictions_loss: 444.5553 - logcount_predictions_loss: 0.1586 2370/2378 [============================>.] - ETA: 1s - loss: 446.7597 - logits_profile_predictions_loss: 444.5553 - logcount_predictions_loss: 0.1586 2371/2378 [============================>.] - ETA: 0s - loss: 446.7596 - logits_profile_predictions_loss: 444.5553 - logcount_predictions_loss: 0.1586 2372/2378 [============================>.] - ETA: 0s - loss: 446.7596 - logits_profile_predictions_loss: 444.5552 - logcount_predictions_loss: 0.1586 2373/2378 [============================>.] - ETA: 0s - loss: 446.7596 - logits_profile_predictions_loss: 444.5552 - logcount_predictions_loss: 0.1586 2374/2378 [============================>.] - ETA: 0s - loss: 446.7596 - logits_profile_predictions_loss: 444.5552 - logcount_predictions_loss: 0.1586 2375/2378 [============================>.] - ETA: 0s - loss: 446.7595 - logits_profile_predictions_loss: 444.5552 - logcount_predictions_loss: 0.1586 2376/2378 [============================>.] - ETA: 0s - loss: 446.7595 - logits_profile_predictions_loss: 444.5551 - logcount_predictions_loss: 0.1586 2377/2378 [============================>.] - ETA: 0s - loss: 446.7595 - logits_profile_predictions_loss: 444.5551 - logcount_predictions_loss: 0.1586 2378/2378 [==============================] - ETA: 0s - loss: 446.7595 - logits_profile_predictions_loss: 444.5551 - logcount_predictions_loss: 0.1586 2378/2378 [==============================] - 351s 148ms/step - loss: 446.7595 - logits_profile_predictions_loss: 444.5551 - logcount_predictions_loss: 0.1586 - val_loss: 517.5955 - val_logits_profile_predictions_loss: 515.2924 - val_logcount_predictions_loss: 0.1657 Epoch 00012: val_loss did not improve from 513.52344 Restoring model weights from the end of the best epoch. Epoch 00012: early stopping save model save model without bias 2022-10-16_22-24-45: 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//ENCSR904LMG//preprocessing/bigWigs/ENCSR904LMG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(41742, 10) loading nonpeaks... got split:test for bed regions:(40409, 10) 0/321 100/321 200/321 300/321 2022-10-16_22-29-04: 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//ENCSR904LMG//preprocessing/bigWigs/ENCSR904LMG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(41742, 10) loading nonpeaks... got split:test for bed regions:(40409, 10) 0/321 100/321 200/321 300/321 2022-10-16_22-32-49: 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//ENCSR904LMG//preprocessing/bigWigs/ENCSR904LMG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(41742, 10) loading nonpeaks... got split:test for bed regions:(40409, 10) 0/321 100/321 200/321 300/321 2022-10-16_22-35-34: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//footprints 2022-10-16_22-35-34: 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/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 3:41 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: 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 [==============================] - 31s 710ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 20s 3/35 [=>............................] - ETA: 20s 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: 15s 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: 5s 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 635ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 20s 3/35 [=>............................] - ETA: 20s 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: 15s 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: 5s 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 635ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 20s 3/35 [=>............................] - ETA: 20s 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: 15s 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: 5s 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 635ms/step Saving marginal footprints 2022-10-16_22-37-32: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//footprints 2022-10-16_22-37-32: 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/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR904LMG//chrombppnet_model_encsr880cub_bias_fold_1//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 1:41 3/35 [=>............................] - ETA: 0s  4/35 [==>...........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 14/35 [===========>..................] - ETA: 0s 15/35 [===========>..................] - ETA: 0s 17/35 [=============>................] - ETA: 0s 18/35 [==============>...............] - ETA: 0s 20/35 [================>.............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 5s 61ms/step 1/35 [..............................] - ETA: 0s 3/35 [=>............................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - 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 20/35 [================>.............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - 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 inserting motif: dnase_2 TGTACTTACGAA 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 18/35 [==============>...............] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - 2s 50ms/step 1/35 [..............................] - ETA: 0s 3/35 [=>............................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 15/35 [===========>..................] - 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 50ms/step Saving marginal footprints