diff --git "a/fold_1/logs.models.fold_1.ENCSR632ONQ/logfile.modelling.fold_1.ENCSR632ONQ.stdout.txt" "b/fold_1/logs.models.fold_1.ENCSR632ONQ/logfile.modelling.fold_1.ENCSR632ONQ.stdout.txt" new file mode 100644--- /dev/null +++ "b/fold_1/logs.models.fold_1.ENCSR632ONQ/logfile.modelling.fold_1.ENCSR632ONQ.stdout.txt" @@ -0,0 +1,448 @@ +DNase-seq +DNASE_SE +/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json +Wed Oct 12 10:46:09 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 TITAN V On | 00000000:08:00.0 Off | N/A | +| 44% 52C P8 31W / 250W | 0MiB / 12288MiB | 0% E. Process | +| | | N/A | ++-------------------------------+----------------------+----------------------+ + ++-----------------------------------------------------------------------------+ +| Processes: | +| GPU GI CI PID Type Process name GPU Memory | +| ID ID Usage | +|=============================================================================| +| No running processes found | ++-----------------------------------------------------------------------------+ +No logfile supplied - creating one +2022-10-12_10-46-16: 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//ENCSR632ONQ//preprocessing/bigWigs/ENCSR632ONQ.bigWig \ + --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR632ONQ//preprocessing/downloads/peaks.bed.gz \ + --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR632ONQ//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/ENCSR632ONQ//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: 158916 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 158916 +Number of peaks input: 41084 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 41084 +Number of non peaks input: 159907 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 159907 +Number of non peaks input: 40092 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 40092 +Number of peaks after removing outliers: 157165 +Number of nonpeaks after removing outliers: 141694 +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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--bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR632ONQ//preprocessing/bigWigs/ENCSR632ONQ.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ + --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_model_params.tsv \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//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': '19.8', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//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:(140774, 10) +loading nonpeaks... +got split:train for bed regions:(124706, 10) +loading peaks... +got split:valid for bed regions:(16391, 10) +loading nonpeaks... +got split:valid for bed regions:(16988, 10) +Epoch 1/50 + 1/2420 [..............................] - ETA: 6:56:58 - loss: 645.8882 - logits_profile_predictions_loss: 621.5486 - logcount_predictions_loss: 1.2293 2/2420 [..............................] - ETA: 22:53 - loss: 711.8564 - logits_profile_predictions_loss: 624.1723 - logcount_predictions_loss: 4.4285  3/2420 [..............................] - ETA: 22:49 - loss: 715.7384 - logits_profile_predictions_loss: 621.0594 - logcount_predictions_loss: 4.7818 4/2420 [..............................] - ETA: 22:47 - loss: 711.6130 - logits_profile_predictions_loss: 618.6111 - logcount_predictions_loss: 4.6971 5/2420 [..............................] - ETA: 22:46 - loss: 709.5853 - logits_profile_predictions_loss: 619.8629 - logcount_predictions_loss: 4.5314 6/2420 [..............................] - ETA: 22:45 - loss: 705.7873 - logits_profile_predictions_loss: 619.7867 - logcount_predictions_loss: 4.3435 7/2420 [..............................] - ETA: 22:44 - loss: 703.8696 - logits_profile_predictions_loss: 621.2001 - logcount_predictions_loss: 4.1752 8/2420 [..............................] - ETA: 22:43 - loss: 701.4293 - logits_profile_predictions_loss: 621.8519 - logcount_predictions_loss: 4.0191 9/2420 [..............................] - ETA: 22:43 - loss: 698.7029 - logits_profile_predictions_loss: 621.9726 - logcount_predictions_loss: 3.8753 10/2420 [..............................] - ETA: 22:43 - loss: 696.6082 - logits_profile_predictions_loss: 622.3957 - logcount_predictions_loss: 3.7481 11/2420 [..............................] - ETA: 22:42 - loss: 695.4596 - logits_profile_predictions_loss: 623.4506 - logcount_predictions_loss: 3.6368 12/2420 [..............................] - ETA: 22:42 - loss: 695.9433 - logits_profile_predictions_loss: 625.8653 - logcount_predictions_loss: 3.5393 13/2420 [..............................] - ETA: 22:41 - loss: 695.8537 - logits_profile_predictions_loss: 627.5645 - logcount_predictions_loss: 3.4489 14/2420 [..............................] - ETA: 22:41 - loss: 695.4001 - logits_profile_predictions_loss: 628.7609 - logcount_predictions_loss: 3.3656 15/2420 [..............................] - ETA: 22:40 - loss: 695.1121 - logits_profile_predictions_loss: 629.9808 - logcount_predictions_loss: 3.2895 16/2420 [..............................] - ETA: 22:40 - loss: 694.6085 - logits_profile_predictions_loss: 630.8792 - logcount_predictions_loss: 3.2186 17/2420 [..............................] - ETA: 22:39 - loss: 694.3872 - logits_profile_predictions_loss: 631.9259 - logcount_predictions_loss: 3.1546 18/2420 [..............................] - ETA: 22:39 - loss: 694.7262 - logits_profile_predictions_loss: 633.3975 - logcount_predictions_loss: 3.0974 19/2420 [..............................] - ETA: 22:39 - loss: 694.9501 - logits_profile_predictions_loss: 634.6725 - logcount_predictions_loss: 3.0443 20/2420 [..............................] - ETA: 22:38 - loss: 695.0651 - logits_profile_predictions_loss: 635.7795 - logcount_predictions_loss: 2.9942 21/2420 [..............................] - ETA: 22:37 - loss: 695.0483 - logits_profile_predictions_loss: 636.6992 - logcount_predictions_loss: 2.9469 22/2420 [..............................] - ETA: 22:37 - loss: 695.0983 - logits_profile_predictions_loss: 637.6123 - logcount_predictions_loss: 2.9033 23/2420 [..............................] - ETA: 22:36 - loss: 695.1362 - logits_profile_predictions_loss: 638.4511 - logcount_predictions_loss: 2.8629 24/2420 [..............................] - ETA: 22:36 - loss: 695.2820 - logits_profile_predictions_loss: 639.3379 - logcount_predictions_loss: 2.8255 25/2420 [..............................] - ETA: 22:35 - loss: 695.2876 - logits_profile_predictions_loss: 640.0451 - logcount_predictions_loss: 2.7900 26/2420 [..............................] - ETA: 22:35 - loss: 695.1650 - logits_profile_predictions_loss: 640.5899 - logcount_predictions_loss: 2.7563 27/2420 [..............................] - ETA: 22:34 - loss: 694.9570 - logits_profile_predictions_loss: 641.0140 - logcount_predictions_loss: 2.7244 28/2420 [..............................] - ETA: 22:34 - loss: 694.8678 - logits_profile_predictions_loss: 641.5060 - logcount_predictions_loss: 2.6950 29/2420 [..............................] - ETA: 22:33 - loss: 694.7362 - logits_profile_predictions_loss: 641.9259 - logcount_predictions_loss: 2.6672 30/2420 [..............................] - ETA: 22:32 - loss: 694.5330 - logits_profile_predictions_loss: 642.2512 - logcount_predictions_loss: 2.6405 31/2420 [..............................] - ETA: 22:32 - loss: 694.2850 - logits_profile_predictions_loss: 642.5058 - logcount_predictions_loss: 2.6151 32/2420 [..............................] - ETA: 22:31 - loss: 694.0357 - logits_profile_predictions_loss: 642.7335 - logcount_predictions_loss: 2.5910 33/2420 [..............................] - ETA: 22:31 - loss: 693.6874 - logits_profile_predictions_loss: 642.8490 - logcount_predictions_loss: 2.5676 34/2420 [..............................] - ETA: 22:30 - loss: 693.3053 - logits_profile_predictions_loss: 642.9133 - logcount_predictions_loss: 2.5450 35/2420 [..............................] - ETA: 22:29 - loss: 693.0199 - logits_profile_predictions_loss: 643.0474 - logcount_predictions_loss: 2.5239 36/2420 [..............................] - ETA: 22:29 - loss: 692.7555 - logits_profile_predictions_loss: 643.1809 - logcount_predictions_loss: 2.5038 37/2420 [..............................] - ETA: 22:28 - loss: 692.5300 - logits_profile_predictions_loss: 643.3317 - logcount_predictions_loss: 2.4848 38/2420 [..............................] - ETA: 22:28 - loss: 692.2675 - logits_profile_predictions_loss: 643.4337 - logcount_predictions_loss: 2.4664 39/2420 [..............................] - ETA: 22:27 - loss: 691.9589 - logits_profile_predictions_loss: 643.4804 - logcount_predictions_loss: 2.4484 40/2420 [..............................] - ETA: 22:27 - loss: 691.6477 - logits_profile_predictions_loss: 643.5104 - logcount_predictions_loss: 2.4312 41/2420 [..............................] - ETA: 22:26 - loss: 691.3456 - logits_profile_predictions_loss: 643.5371 - logcount_predictions_loss: 2.4146 42/2420 [..............................] - ETA: 22:25 - loss: 691.0244 - logits_profile_predictions_loss: 643.5339 - logcount_predictions_loss: 2.3985 43/2420 [..............................] - ETA: 22:25 - loss: 690.7072 - logits_profile_predictions_loss: 643.5234 - logcount_predictions_loss: 2.3830 44/2420 [..............................] - ETA: 22:24 - loss: 690.4181 - logits_profile_predictions_loss: 643.5268 - logcount_predictions_loss: 2.3682 45/2420 [..............................] - ETA: 22:24 - loss: 690.1448 - logits_profile_predictions_loss: 643.5359 - logcount_predictions_loss: 2.3540 46/2420 [..............................] - ETA: 22:23 - loss: 689.9149 - logits_profile_predictions_loss: 643.5758 - logcount_predictions_loss: 2.3404 47/2420 [..............................] - ETA: 22:23 - loss: 689.7055 - logits_profile_predictions_loss: 643.6251 - logcount_predictions_loss: 2.3273 48/2420 [..............................] - ETA: 22:22 - loss: 689.4805 - logits_profile_predictions_loss: 643.6524 - logcount_predictions_loss: 2.3145 49/2420 [..............................] - ETA: 22:21 - loss: 689.2591 - logits_profile_predictions_loss: 643.6748 - logcount_predictions_loss: 2.3022 50/2420 [..............................] - ETA: 22:21 - loss: 689.0605 - logits_profile_predictions_loss: 643.7111 - logcount_predictions_loss: 2.2904 51/2420 [..............................] - ETA: 22:20 - loss: 688.8666 - logits_profile_predictions_loss: 643.7436 - logcount_predictions_loss: 2.2789 52/2420 [..............................] - ETA: 22:20 - loss: 688.6557 - logits_profile_predictions_loss: 643.7545 - logcount_predictions_loss: 2.2677 53/2420 [..............................] - ETA: 22:19 - loss: 688.4306 - logits_profile_predictions_loss: 643.7470 - logcount_predictions_loss: 2.2567 54/2420 [..............................] - ETA: 22:19 - loss: 688.1854 - logits_profile_predictions_loss: 643.7154 - logcount_predictions_loss: 2.2459 55/2420 [..............................] - ETA: 22:18 - loss: 687.9237 - logits_profile_predictions_loss: 643.6637 - logcount_predictions_loss: 2.2353 56/2420 [..............................] - ETA: 22:17 - loss: 687.6857 - logits_profile_predictions_loss: 643.6270 - logcount_predictions_loss: 2.2252 57/2420 [..............................] - ETA: 22:17 - loss: 687.4691 - logits_profile_predictions_loss: 643.6043 - logcount_predictions_loss: 2.2154 58/2420 [..............................] - ETA: 22:16 - loss: 687.2308 - logits_profile_predictions_loss: 643.5560 - logcount_predictions_loss: 2.2058 59/2420 [..............................] - ETA: 22:16 - loss: 686.9860 - logits_profile_predictions_loss: 643.4963 - logcount_predictions_loss: 2.1964 60/2420 [..............................] - ETA: 22:15 - loss: 686.7179 - logits_profile_predictions_loss: 643.4095 - logcount_predictions_loss: 2.1873 61/2420 [..............................] - ETA: 22:15 - loss: 686.4534 - logits_profile_predictions_loss: 643.3223 - logcount_predictions_loss: 2.1783 62/2420 [..............................] - ETA: 22:14 - loss: 686.1919 - logits_profile_predictions_loss: 643.2338 - logcount_predictions_loss: 2.1696 63/2420 [..............................] - ETA: 22:14 - loss: 685.9336 - logits_profile_predictions_loss: 643.1440 - logcount_predictions_loss: 2.1611 64/2420 [..............................] - ETA: 22:13 - loss: 685.6927 - logits_profile_predictions_loss: 643.0658 - logcount_predictions_loss: 2.1529 65/2420 [..............................] - ETA: 22:12 - loss: 685.4562 - logits_profile_predictions_loss: 642.9877 - logcount_predictions_loss: 2.1449 66/2420 [..............................] - ETA: 22:12 - loss: 685.2384 - logits_profile_predictions_loss: 642.9228 - logcount_predictions_loss: 2.1371 67/2420 [..............................] - ETA: 22:11 - loss: 684.9904 - logits_profile_predictions_loss: 642.8274 - logcount_predictions_loss: 2.1294 68/2420 [..............................] - ETA: 22:11 - loss: 684.7539 - logits_profile_predictions_loss: 642.7400 - logcount_predictions_loss: 2.1219 69/2420 [..............................] - ETA: 22:10 - loss: 684.5153 - logits_profile_predictions_loss: 642.6474 - logcount_predictions_loss: 2.1145 70/2420 [..............................] - ETA: 22:10 - loss: 684.2729 - logits_profile_predictions_loss: 642.5489 - logcount_predictions_loss: 2.1073 71/2420 [..............................] - ETA: 22:09 - loss: 684.0144 - logits_profile_predictions_loss: 642.4330 - logcount_predictions_loss: 2.1001 72/2420 [..............................] - ETA: 22:09 - loss: 683.7480 - logits_profile_predictions_loss: 642.3071 - logcount_predictions_loss: 2.0930 73/2420 [..............................] - ETA: 22:08 - loss: 683.4655 - logits_profile_predictions_loss: 642.1640 - logcount_predictions_loss: 2.0859 74/2420 [..............................] - ETA: 22:07 - loss: 683.1839 - logits_profile_predictions_loss: 642.0194 - logcount_predictions_loss: 2.0790 75/2420 [..............................] - ETA: 22:07 - loss: 682.9083 - logits_profile_predictions_loss: 641.8774 - logcount_predictions_loss: 2.0723 76/2420 [..............................] - ETA: 22:06 - loss: 682.6368 - logits_profile_predictions_loss: 641.7361 - logcount_predictions_loss: 2.0657 77/2420 [..............................] - ETA: 22:06 - loss: 682.3932 - logits_profile_predictions_loss: 641.6185 - logcount_predictions_loss: 2.0593 78/2420 [..............................] - ETA: 22:05 - loss: 682.1473 - logits_profile_predictions_loss: 641.4967 - logcount_predictions_loss: 2.0530 79/2420 [..............................] - ETA: 22:05 - loss: 681.8921 - logits_profile_predictions_loss: 641.3645 - logcount_predictions_loss: 2.0468 80/2420 [..............................] - ETA: 22:04 - loss: 681.6319 - logits_profile_predictions_loss: 641.2255 - logcount_predictions_loss: 2.0407 81/2420 [>.............................] - ETA: 22:04 - loss: 681.3949 - logits_profile_predictions_loss: 641.1057 - logcount_predictions_loss: 2.0348 82/2420 [>.............................] - ETA: 22:03 - loss: 681.1536 - logits_profile_predictions_loss: 640.9798 - logcount_predictions_loss: 2.0290 83/2420 [>.............................] - ETA: 22:02 - loss: 680.9136 - logits_profile_predictions_loss: 640.8535 - logcount_predictions_loss: 2.0232 84/2420 [>.............................] - ETA: 22:02 - loss: 680.6758 - logits_profile_predictions_loss: 640.7268 - logcount_predictions_loss: 2.0176 85/2420 [>.............................] - ETA: 22:01 - loss: 680.4417 - logits_profile_predictions_loss: 640.6014 - logcount_predictions_loss: 2.0121 86/2420 [>.............................] - ETA: 22:01 - loss: 680.1998 - logits_profile_predictions_loss: 640.4677 - logcount_predictions_loss: 2.0067 87/2420 [>.............................] - ETA: 22:00 - loss: 679.9590 - logits_profile_predictions_loss: 640.3333 - logcount_predictions_loss: 2.0013 88/2420 [>.............................] - ETA: 22:00 - loss: 679.7310 - logits_profile_predictions_loss: 640.2084 - logcount_predictions_loss: 1.9961 89/2420 [>.............................] - ETA: 21:59 - loss: 679.5098 - logits_profile_predictions_loss: 640.0881 - logcount_predictions_loss: 1.9910 90/2420 [>.............................] - ETA: 21:59 - loss: 679.3033 - logits_profile_predictions_loss: 639.9794 - logcount_predictions_loss: 1.9860 91/2420 [>.............................] - ETA: 21:58 - loss: 679.0890 - logits_profile_predictions_loss: 639.8623 - logcount_predictions_loss: 1.9811 92/2420 [>.............................] - ETA: 21:57 - loss: 678.8766 - logits_profile_predictions_loss: 639.7452 - logcount_predictions_loss: 1.9763 93/2420 [>.............................] - ETA: 21:57 - loss: 678.6603 - logits_profile_predictions_loss: 639.6229 - logcount_predictions_loss: 1.9716 94/2420 [>.............................] - ETA: 21:56 - loss: 678.4466 - logits_profile_predictions_loss: 639.5014 - logcount_predictions_loss: 1.9669 95/2420 [>.............................] - ETA: 21:56 - loss: 678.2231 - logits_profile_predictions_loss: 639.3693 - logcount_predictions_loss: 1.9623 96/2420 [>.............................] - ETA: 21:55 - loss: 678.0004 - logits_profile_predictions_loss: 639.2366 - logcount_predictions_loss: 1.9578 97/2420 [>.............................] - ETA: 21:55 - loss: 677.7721 - logits_profile_predictions_loss: 639.0976 - logcount_predictions_loss: 1.9532 98/2420 [>.............................] - ETA: 21:54 - loss: 677.5456 - logits_profile_predictions_loss: 638.9591 - logcount_predictions_loss: 1.9488 99/2420 [>.............................] - ETA: 21:53 - loss: 677.3066 - logits_profile_predictions_loss: 638.8082 - logcount_predictions_loss: 1.9444 100/2420 [>.............................] - ETA: 21:53 - loss: 677.0753 - logits_profile_predictions_loss: 638.6629 - logcount_predictions_loss: 1.9400 101/2420 [>.............................] - ETA: 21:52 - loss: 676.8522 - logits_profile_predictions_loss: 638.5240 - logcount_predictions_loss: 1.9358 102/2420 [>.............................] - ETA: 21:52 - loss: 676.6336 - logits_profile_predictions_loss: 638.3883 - logcount_predictions_loss: 1.9316 103/2420 [>.............................] - ETA: 21:51 - loss: 676.4236 - logits_profile_predictions_loss: 638.2597 - logcount_predictions_loss: 1.9275 104/2420 [>.............................] - ETA: 21:51 - loss: 676.2196 - logits_profile_predictions_loss: 638.1359 - logcount_predictions_loss: 1.9234 105/2420 [>.............................] - ETA: 21:50 - loss: 676.0172 - logits_profile_predictions_loss: 638.0128 - logcount_predictions_loss: 1.9194 106/2420 [>.............................] - ETA: 21:49 - loss: 675.8148 - logits_profile_predictions_loss: 637.8890 - logcount_predictions_loss: 1.9154 107/2420 [>.............................] - ETA: 21:49 - loss: 675.6128 - logits_profile_predictions_loss: 637.7648 - logcount_predictions_loss: 1.9115 108/2420 [>.............................] - ETA: 21:48 - loss: 675.4040 - logits_profile_predictions_loss: 637.6335 - logcount_predictions_loss: 1.9076 109/2420 [>.............................] - ETA: 21:48 - loss: 675.1948 - logits_profile_predictions_loss: 637.5009 - logcount_predictions_loss: 1.9037 110/2420 [>.............................] - ETA: 21:47 - loss: 674.9879 - logits_profile_predictions_loss: 637.3693 - logcount_predictions_loss: 1.8999 111/2420 [>.............................] - ETA: 21:47 - loss: 674.7725 - logits_profile_predictions_loss: 637.2290 - logcount_predictions_loss: 1.8961 112/2420 [>.............................] - ETA: 21:46 - loss: 674.5524 - logits_profile_predictions_loss: 637.0837 - logcount_predictions_loss: 1.8924 113/2420 [>.............................] - ETA: 21:45 - loss: 674.3332 - logits_profile_predictions_loss: 636.9383 - logcount_predictions_loss: 1.8886 114/2420 [>.............................] - ETA: 21:45 - loss: 674.1159 - logits_profile_predictions_loss: 636.7937 - logcount_predictions_loss: 1.8850 115/2420 [>.............................] - ETA: 21:44 - loss: 673.9012 - logits_profile_predictions_loss: 636.6507 - logcount_predictions_loss: 1.8813 116/2420 [>.............................] - ETA: 21:44 - loss: 673.6928 - logits_profile_predictions_loss: 636.5127 - logcount_predictions_loss: 1.8778 117/2420 [>.............................] - ETA: 21:43 - loss: 673.4804 - logits_profile_predictions_loss: 636.3704 - logcount_predictions_loss: 1.8742 118/2420 [>.............................] - ETA: 21:43 - loss: 673.2685 - logits_profile_predictions_loss: 636.2279 - logcount_predictions_loss: 1.8707 119/2420 [>.............................] - ETA: 21:42 - loss: 673.0615 - logits_profile_predictions_loss: 636.0892 - logcount_predictions_loss: 1.8673 120/2420 [>.............................] - ETA: 21:42 - loss: 672.8592 - logits_profile_predictions_loss: 635.9542 - logcount_predictions_loss: 1.8639 121/2420 [>.............................] - ETA: 21:41 - loss: 672.6620 - logits_profile_predictions_loss: 635.8229 - logcount_predictions_loss: 1.8606 122/2420 [>.............................] - ETA: 21:41 - loss: 672.4700 - logits_profile_predictions_loss: 635.6958 - logcount_predictions_loss: 1.8573 123/2420 [>.............................] - ETA: 21:40 - loss: 672.2842 - logits_profile_predictions_loss: 635.5734 - logcount_predictions_loss: 1.8541 124/2420 [>.............................] - ETA: 21:39 - loss: 672.1068 - logits_profile_predictions_loss: 635.4578 - logcount_predictions_loss: 1.8510 125/2420 [>.............................] - ETA: 21:39 - loss: 671.9345 - logits_profile_predictions_loss: 635.3461 - logcount_predictions_loss: 1.8479 126/2420 [>.............................] - ETA: 21:38 - loss: 671.7593 - logits_profile_predictions_loss: 635.2313 - logcount_predictions_loss: 1.8448 127/2420 [>.............................] - ETA: 21:38 - loss: 671.5805 - logits_profile_predictions_loss: 635.1128 - logcount_predictions_loss: 1.8418 128/2420 [>.............................] - ETA: 21:37 - loss: 671.4054 - logits_profile_predictions_loss: 634.9972 - logcount_predictions_loss: 1.8388 129/2420 [>.............................] - ETA: 21:37 - loss: 671.2403 - logits_profile_predictions_loss: 634.8898 - logcount_predictions_loss: 1.8359 130/2420 [>.............................] - ETA: 21:36 - loss: 671.0777 - logits_profile_predictions_loss: 634.7843 - logcount_predictions_loss: 1.8330 131/2420 [>.............................] - ETA: 21:36 - loss: 670.9121 - logits_profile_predictions_loss: 634.6758 - logcount_predictions_loss: 1.8301 132/2420 [>.............................] - ETA: 21:35 - loss: 670.7450 - logits_profile_predictions_loss: 634.5649 - logcount_predictions_loss: 1.8273 133/2420 [>.............................] - ETA: 21:34 - loss: 670.5759 - logits_profile_predictions_loss: 634.4515 - logcount_predictions_loss: 1.8245 134/2420 [>.............................] - ETA: 21:34 - loss: 670.4111 - logits_profile_predictions_loss: 634.3418 - logcount_predictions_loss: 1.8217 135/2420 [>.............................] - ETA: 21:33 - loss: 670.2456 - logits_profile_predictions_loss: 634.2306 - logcount_predictions_loss: 1.8189 136/2420 [>.............................] - ETA: 21:33 - loss: 670.0866 - logits_profile_predictions_loss: 634.1250 - logcount_predictions_loss: 1.8162 137/2420 [>.............................] - ETA: 21:32 - loss: 669.9327 - logits_profile_predictions_loss: 634.0233 - logcount_predictions_loss: 1.8136 138/2420 [>.............................] - ETA: 21:32 - loss: 669.7761 - logits_profile_predictions_loss: 633.9186 - logcount_predictions_loss: 1.8110 139/2420 [>.............................] - ETA: 21:31 - loss: 669.6222 - logits_profile_predictions_loss: 633.8160 - logcount_predictions_loss: 1.8084 140/2420 [>.............................] - ETA: 21:30 - loss: 669.4708 - logits_profile_predictions_loss: 633.7153 - logcount_predictions_loss: 1.8058 141/2420 [>.............................] - ETA: 21:30 - loss: 669.3175 - logits_profile_predictions_loss: 633.6123 - logcount_predictions_loss: 1.8033 142/2420 [>.............................] - ETA: 21:29 - loss: 669.1657 - logits_profile_predictions_loss: 633.5103 - logcount_predictions_loss: 1.8008 143/2420 [>.............................] - ETA: 21:29 - loss: 669.0114 - logits_profile_predictions_loss: 633.4056 - logcount_predictions_loss: 1.7983 144/2420 [>.............................] - ETA: 21:28 - loss: 668.8570 - logits_profile_predictions_loss: 633.3005 - logcount_predictions_loss: 1.7958 145/2420 [>.............................] - ETA: 21:28 - loss: 668.7035 - logits_profile_predictions_loss: 633.1959 - logcount_predictions_loss: 1.7933 146/2420 [>.............................] - ETA: 21:27 - loss: 668.5514 - logits_profile_predictions_loss: 633.0921 - logcount_predictions_loss: 1.7909 147/2420 [>.............................] - ETA: 21:26 - loss: 668.4035 - logits_profile_predictions_loss: 632.9918 - logcount_predictions_loss: 1.7885 148/2420 [>.............................] - ETA: 21:26 - loss: 668.2544 - logits_profile_predictions_loss: 632.8900 - logcount_predictions_loss: 1.7861 149/2420 [>.............................] - ETA: 21:25 - loss: 668.1022 - logits_profile_predictions_loss: 632.7852 - logcount_predictions_loss: 1.7837 150/2420 [>.............................] - ETA: 21:25 - loss: 667.9525 - logits_profile_predictions_loss: 632.6821 - logcount_predictions_loss: 1.7813 151/2420 [>.............................] - ETA: 21:24 - loss: 667.8014 - logits_profile_predictions_loss: 632.5776 - logcount_predictions_loss: 1.7790 152/2420 [>.............................] - ETA: 21:24 - loss: 667.6493 - logits_profile_predictions_loss: 632.4716 - logcount_predictions_loss: 1.7766 153/2420 [>.............................] - ETA: 21:23 - loss: 667.5020 - logits_profile_predictions_loss: 632.3696 - logcount_predictions_loss: 1.7744 154/2420 [>.............................] - ETA: 21:22 - loss: 667.3552 - logits_profile_predictions_loss: 632.2677 - logcount_predictions_loss: 1.7721 155/2420 [>.............................] - ETA: 21:22 - loss: 667.2125 - logits_profile_predictions_loss: 632.1690 - logcount_predictions_loss: 1.7699 156/2420 [>.............................] - ETA: 21:21 - loss: 667.0723 - logits_profile_predictions_loss: 632.0720 - logcount_predictions_loss: 1.7677 157/2420 [>.............................] - ETA: 21:21 - loss: 666.9341 - logits_profile_predictions_loss: 631.9765 - logcount_predictions_loss: 1.7655 158/2420 [>.............................] - ETA: 21:20 - loss: 666.7947 - logits_profile_predictions_loss: 631.8796 - logcount_predictions_loss: 1.7634 159/2420 [>.............................] - ETA: 21:20 - loss: 666.6581 - logits_profile_predictions_loss: 631.7849 - logcount_predictions_loss: 1.7613 160/2420 [>.............................] - ETA: 21:19 - loss: 666.5214 - logits_profile_predictions_loss: 631.6897 - logcount_predictions_loss: 1.7592 161/2420 [>.............................] - ETA: 21:18 - loss: 666.3839 - logits_profile_predictions_loss: 631.5935 - logcount_predictions_loss: 1.7571 162/2420 [=>............................] - ETA: 21:18 - loss: 666.2468 - logits_profile_predictions_loss: 631.4973 - logcount_predictions_loss: 1.7550 163/2420 [=>............................] - ETA: 21:17 - loss: 666.1077 - logits_profile_predictions_loss: 631.3992 - logcount_predictions_loss: 1.7529 164/2420 [=>............................] - ETA: 21:17 - loss: 665.9703 - logits_profile_predictions_loss: 631.3021 - logcount_predictions_loss: 1.7509 165/2420 [=>............................] - ETA: 21:16 - loss: 665.8339 - logits_profile_predictions_loss: 631.2058 - logcount_predictions_loss: 1.7489 166/2420 [=>............................] - ETA: 21:16 - loss: 665.6995 - logits_profile_predictions_loss: 631.1109 - logcount_predictions_loss: 1.7469 167/2420 [=>............................] - ETA: 21:15 - loss: 665.5686 - logits_profile_predictions_loss: 631.0190 - logcount_predictions_loss: 1.7449 168/2420 [=>............................] - ETA: 21:14 - loss: 665.4364 - logits_profile_predictions_loss: 630.9256 - logcount_predictions_loss: 1.7430 169/2420 [=>............................] - ETA: 21:14 - loss: 665.3042 - logits_profile_predictions_loss: 630.8321 - logcount_predictions_loss: 1.7410 170/2420 [=>............................] - ETA: 21:13 - loss: 665.1753 - logits_profile_predictions_loss: 630.7413 - logcount_predictions_loss: 1.7391 171/2420 [=>............................] - ETA: 21:13 - loss: 665.0512 - logits_profile_predictions_loss: 630.6545 - logcount_predictions_loss: 1.7372 172/2420 [=>............................] - ETA: 21:12 - loss: 664.9304 - logits_profile_predictions_loss: 630.5705 - logcount_predictions_loss: 1.7353 173/2420 [=>............................] - ETA: 21:12 - loss: 664.8109 - logits_profile_predictions_loss: 630.4875 - logcount_predictions_loss: 1.7335 174/2420 [=>............................] - ETA: 21:11 - loss: 664.6939 - logits_profile_predictions_loss: 630.4066 - logcount_predictions_loss: 1.7317 175/2420 [=>............................] - ETA: 21:10 - loss: 664.5760 - logits_profile_predictions_loss: 630.3247 - logcount_predictions_loss: 1.7298 176/2420 [=>............................] - ETA: 21:10 - loss: 664.4577 - logits_profile_predictions_loss: 630.2423 - logcount_predictions_loss: 1.7280 177/2420 [=>............................] - ETA: 21:09 - loss: 664.3396 - logits_profile_predictions_loss: 630.1596 - logcount_predictions_loss: 1.7262 178/2420 [=>............................] - ETA: 21:09 - loss: 664.2238 - logits_profile_predictions_loss: 630.0787 - logcount_predictions_loss: 1.7245 179/2420 [=>............................] - ETA: 21:08 - loss: 664.1084 - logits_profile_predictions_loss: 629.9979 - logcount_predictions_loss: 1.7227 180/2420 [=>............................] - ETA: 21:08 - loss: 663.9928 - logits_profile_predictions_loss: 629.9166 - logcount_predictions_loss: 1.7210 181/2420 [=>............................] - ETA: 21:07 - loss: 663.8782 - logits_profile_predictions_loss: 629.8360 - logcount_predictions_loss: 1.7193 182/2420 [=>............................] - ETA: 21:06 - loss: 663.7613 - logits_profile_predictions_loss: 629.7530 - logcount_predictions_loss: 1.7176 183/2420 [=>............................] - ETA: 21:06 - loss: 663.6454 - logits_profile_predictions_loss: 629.6708 - logcount_predictions_loss: 1.7159 184/2420 [=>............................] - ETA: 21:05 - loss: 663.5285 - logits_profile_predictions_loss: 629.5873 - logcount_predictions_loss: 1.7142 185/2420 [=>............................] - ETA: 21:05 - loss: 663.4110 - logits_profile_predictions_loss: 629.5031 - logcount_predictions_loss: 1.7125 186/2420 [=>............................] - ETA: 21:04 - loss: 663.2922 - logits_profile_predictions_loss: 629.4176 - logcount_predictions_loss: 1.7108 187/2420 [=>............................] - ETA: 21:04 - loss: 663.1763 - logits_profile_predictions_loss: 629.3343 - logcount_predictions_loss: 1.7092 188/2420 [=>............................] - ETA: 21:03 - loss: 663.0576 - logits_profile_predictions_loss: 629.2485 - logcount_predictions_loss: 1.7075 189/2420 [=>............................] - ETA: 21:03 - loss: 662.9400 - logits_profile_predictions_loss: 629.1635 - logcount_predictions_loss: 1.7059 190/2420 [=>............................] - ETA: 21:02 - loss: 662.8252 - logits_profile_predictions_loss: 629.0807 - logcount_predictions_loss: 1.7043 191/2420 [=>............................] - ETA: 21:01 - loss: 662.7125 - logits_profile_predictions_loss: 628.9997 - logcount_predictions_loss: 1.7027 192/2420 [=>............................] - ETA: 21:01 - loss: 662.6003 - logits_profile_predictions_loss: 628.9190 - logcount_predictions_loss: 1.7011 193/2420 [=>............................] - ETA: 21:00 - loss: 662.4900 - logits_profile_predictions_loss: 628.8398 - logcount_predictions_loss: 1.6995 194/2420 [=>............................] - ETA: 21:00 - loss: 662.3826 - logits_profile_predictions_loss: 628.7632 - logcount_predictions_loss: 1.6979 195/2420 [=>............................] - ETA: 20:59 - loss: 662.2770 - logits_profile_predictions_loss: 628.6881 - logcount_predictions_loss: 1.6964 196/2420 [=>............................] - ETA: 20:59 - loss: 662.1720 - logits_profile_predictions_loss: 628.6133 - logcount_predictions_loss: 1.6949 197/2420 [=>............................] - ETA: 20:58 - loss: 662.0710 - 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[==>...........................] - ETA: 20:25 - loss: 657.1847 - logits_profile_predictions_loss: 625.0363 - logcount_predictions_loss: 1.6236 257/2420 [==>...........................] - ETA: 20:24 - loss: 657.1229 - logits_profile_predictions_loss: 624.9924 - logcount_predictions_loss: 1.6227 258/2420 [==>...........................] - ETA: 20:23 - loss: 657.0619 - logits_profile_predictions_loss: 624.9492 - logcount_predictions_loss: 1.6218 259/2420 [==>...........................] - ETA: 20:23 - loss: 657.0016 - logits_profile_predictions_loss: 624.9066 - logcount_predictions_loss: 1.6209 260/2420 [==>...........................] - ETA: 20:22 - loss: 656.9424 - logits_profile_predictions_loss: 624.8649 - logcount_predictions_loss: 1.6201 261/2420 [==>...........................] - ETA: 20:22 - loss: 656.8860 - logits_profile_predictions_loss: 624.8257 - logcount_predictions_loss: 1.6192 262/2420 [==>...........................] - ETA: 20:21 - loss: 656.8296 - 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2420/2420 [==============================] - 1442s 592ms/step - loss: 623.5276 - logits_profile_predictions_loss: 601.1065 - logcount_predictions_loss: 1.1324 - val_loss: 691.1805 - val_logits_profile_predictions_loss: 685.7166 - val_logcount_predictions_loss: 0.2759 + +Epoch 00001: val_loss improved from inf to 691.18054, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 +Epoch 2/50 + 1/2420 [..............................] - ETA: 23:42 - loss: 517.7108 - logits_profile_predictions_loss: 510.5827 - logcount_predictions_loss: 0.3600 2/2420 [..............................] - ETA: 22:47 - loss: 546.3733 - logits_profile_predictions_loss: 539.6099 - logcount_predictions_loss: 0.3416 3/2420 [..............................] - ETA: 22:46 - loss: 555.7723 - logits_profile_predictions_loss: 549.2369 - logcount_predictions_loss: 0.3301 4/2420 [..............................] - ETA: 22:47 - loss: 564.6388 - logits_profile_predictions_loss: 558.3709 - logcount_predictions_loss: 0.3166 5/2420 [..............................] - ETA: 22:45 - loss: 571.5636 - logits_profile_predictions_loss: 565.3224 - logcount_predictions_loss: 0.3152 6/2420 [..............................] - ETA: 22:45 - loss: 576.8600 - logits_profile_predictions_loss: 570.6653 - logcount_predictions_loss: 0.3129 7/2420 [..............................] - ETA: 22:46 - loss: 579.8110 - logits_profile_predictions_loss: 573.6351 - logcount_predictions_loss: 0.3119 8/2420 [..............................] - ETA: 22:45 - loss: 582.5614 - logits_profile_predictions_loss: 576.4267 - logcount_predictions_loss: 0.3098 9/2420 [..............................] - ETA: 22:44 - loss: 583.5662 - logits_profile_predictions_loss: 577.4987 - logcount_predictions_loss: 0.3064 10/2420 [..............................] - ETA: 22:44 - loss: 584.7524 - logits_profile_predictions_loss: 578.7378 - logcount_predictions_loss: 0.3038 11/2420 [..............................] - ETA: 22:43 - loss: 584.8567 - logits_profile_predictions_loss: 578.9014 - logcount_predictions_loss: 0.3008 12/2420 [..............................] - ETA: 22:42 - loss: 585.5575 - logits_profile_predictions_loss: 579.6387 - logcount_predictions_loss: 0.2989 13/2420 [..............................] - ETA: 22:42 - loss: 586.3158 - logits_profile_predictions_loss: 580.4358 - logcount_predictions_loss: 0.2970 14/2420 [..............................] - ETA: 22:41 - loss: 586.8371 - logits_profile_predictions_loss: 580.9879 - logcount_predictions_loss: 0.2954 15/2420 [..............................] - ETA: 22:40 - loss: 587.1993 - logits_profile_predictions_loss: 581.3869 - logcount_predictions_loss: 0.2936 16/2420 [..............................] - ETA: 22:40 - loss: 587.5211 - logits_profile_predictions_loss: 581.7440 - logcount_predictions_loss: 0.2918 17/2420 [..............................] - ETA: 22:39 - loss: 587.7717 - 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[..............................] - ETA: 22:35 - loss: 587.8291 - logits_profile_predictions_loss: 582.3417 - logcount_predictions_loss: 0.2771 25/2420 [..............................] - ETA: 22:35 - loss: 587.8648 - logits_profile_predictions_loss: 582.4107 - logcount_predictions_loss: 0.2755 26/2420 [..............................] - ETA: 22:34 - loss: 587.7624 - logits_profile_predictions_loss: 582.3412 - logcount_predictions_loss: 0.2738 27/2420 [..............................] - ETA: 22:33 - loss: 587.7131 - logits_profile_predictions_loss: 582.3243 - logcount_predictions_loss: 0.2722 28/2420 [..............................] - ETA: 22:33 - loss: 587.6282 - logits_profile_predictions_loss: 582.2717 - logcount_predictions_loss: 0.2705 29/2420 [..............................] - ETA: 22:32 - loss: 587.5450 - logits_profile_predictions_loss: 582.2188 - logcount_predictions_loss: 0.2690 30/2420 [..............................] - ETA: 22:32 - loss: 587.4585 - logits_profile_predictions_loss: 582.1610 - logcount_predictions_loss: 0.2676 31/2420 [..............................] - ETA: 22:31 - loss: 587.4000 - logits_profile_predictions_loss: 582.1276 - logcount_predictions_loss: 0.2663 32/2420 [..............................] - ETA: 22:31 - loss: 587.2337 - logits_profile_predictions_loss: 581.9864 - logcount_predictions_loss: 0.2650 33/2420 [..............................] - ETA: 22:30 - loss: 587.1491 - logits_profile_predictions_loss: 581.9266 - logcount_predictions_loss: 0.2638 34/2420 [..............................] - ETA: 22:29 - loss: 587.0335 - logits_profile_predictions_loss: 581.8347 - logcount_predictions_loss: 0.2626 35/2420 [..............................] - ETA: 22:29 - loss: 587.0118 - logits_profile_predictions_loss: 581.8359 - logcount_predictions_loss: 0.2614 36/2420 [..............................] - ETA: 22:28 - loss: 587.0761 - logits_profile_predictions_loss: 581.9215 - logcount_predictions_loss: 0.2603 37/2420 [..............................] - ETA: 22:28 - loss: 587.1283 - logits_profile_predictions_loss: 581.9948 - logcount_predictions_loss: 0.2593 38/2420 [..............................] - ETA: 22:27 - loss: 587.1674 - logits_profile_predictions_loss: 582.0545 - logcount_predictions_loss: 0.2582 39/2420 [..............................] - ETA: 22:26 - loss: 587.1755 - logits_profile_predictions_loss: 582.0821 - logcount_predictions_loss: 0.2572 40/2420 [..............................] - ETA: 22:26 - loss: 587.1629 - logits_profile_predictions_loss: 582.0888 - logcount_predictions_loss: 0.2563 41/2420 [..............................] - ETA: 22:25 - loss: 587.2010 - logits_profile_predictions_loss: 582.1457 - logcount_predictions_loss: 0.2553 42/2420 [..............................] - ETA: 22:25 - loss: 587.2043 - logits_profile_predictions_loss: 582.1675 - logcount_predictions_loss: 0.2544 43/2420 [..............................] - ETA: 22:24 - loss: 587.2085 - logits_profile_predictions_loss: 582.1896 - logcount_predictions_loss: 0.2535 44/2420 [..............................] - ETA: 22:24 - loss: 587.2214 - logits_profile_predictions_loss: 582.2199 - logcount_predictions_loss: 0.2526 45/2420 [..............................] - ETA: 22:23 - loss: 587.2455 - logits_profile_predictions_loss: 582.2597 - logcount_predictions_loss: 0.2518 46/2420 [..............................] - ETA: 22:22 - loss: 587.2745 - logits_profile_predictions_loss: 582.3033 - logcount_predictions_loss: 0.2511 47/2420 [..............................] - ETA: 22:22 - loss: 587.2639 - logits_profile_predictions_loss: 582.3075 - logcount_predictions_loss: 0.2503 48/2420 [..............................] - ETA: 22:21 - loss: 587.2442 - logits_profile_predictions_loss: 582.3018 - logcount_predictions_loss: 0.2496 49/2420 [..............................] - ETA: 22:21 - loss: 587.2299 - logits_profile_predictions_loss: 582.3002 - logcount_predictions_loss: 0.2490 50/2420 [..............................] - ETA: 22:20 - loss: 587.2501 - logits_profile_predictions_loss: 582.3320 - logcount_predictions_loss: 0.2484 51/2420 [..............................] - ETA: 22:20 - loss: 587.2516 - logits_profile_predictions_loss: 582.3450 - logcount_predictions_loss: 0.2478 52/2420 [..............................] - ETA: 22:19 - loss: 587.2484 - logits_profile_predictions_loss: 582.3524 - logcount_predictions_loss: 0.2473 53/2420 [..............................] - ETA: 22:18 - loss: 587.2048 - logits_profile_predictions_loss: 582.3191 - logcount_predictions_loss: 0.2468 54/2420 [..............................] - ETA: 22:18 - loss: 587.1518 - logits_profile_predictions_loss: 582.2761 - logcount_predictions_loss: 0.2462 55/2420 [..............................] - ETA: 22:17 - loss: 587.0999 - logits_profile_predictions_loss: 582.2342 - logcount_predictions_loss: 0.2457 56/2420 [..............................] - ETA: 22:17 - loss: 587.0434 - logits_profile_predictions_loss: 582.1875 - logcount_predictions_loss: 0.2452 57/2420 [..............................] - ETA: 22:16 - loss: 586.9988 - logits_profile_predictions_loss: 582.1523 - logcount_predictions_loss: 0.2448 58/2420 [..............................] - ETA: 22:16 - loss: 586.9580 - logits_profile_predictions_loss: 582.1205 - logcount_predictions_loss: 0.2443 59/2420 [..............................] - ETA: 22:15 - loss: 586.9173 - logits_profile_predictions_loss: 582.0885 - logcount_predictions_loss: 0.2439 60/2420 [..............................] - ETA: 22:15 - loss: 586.8742 - logits_profile_predictions_loss: 582.0532 - logcount_predictions_loss: 0.2435 61/2420 [..............................] - ETA: 22:14 - loss: 586.8289 - logits_profile_predictions_loss: 582.0154 - logcount_predictions_loss: 0.2431 62/2420 [..............................] - ETA: 22:14 - loss: 586.7700 - logits_profile_predictions_loss: 581.9635 - logcount_predictions_loss: 0.2428 63/2420 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logits_profile_predictions_loss: 581.6906 - logcount_predictions_loss: 0.2406 70/2420 [..............................] - ETA: 22:09 - loss: 586.4006 - logits_profile_predictions_loss: 581.6413 - logcount_predictions_loss: 0.2404 71/2420 [..............................] - ETA: 22:09 - loss: 586.3502 - logits_profile_predictions_loss: 581.5957 - logcount_predictions_loss: 0.2401 72/2420 [..............................] - ETA: 22:08 - loss: 586.3094 - logits_profile_predictions_loss: 581.5591 - logcount_predictions_loss: 0.2399 73/2420 [..............................] - ETA: 22:07 - loss: 586.2607 - logits_profile_predictions_loss: 581.5146 - logcount_predictions_loss: 0.2397 74/2420 [..............................] - ETA: 22:07 - loss: 586.2179 - logits_profile_predictions_loss: 581.4758 - logcount_predictions_loss: 0.2395 75/2420 [..............................] - ETA: 22:06 - loss: 586.1612 - logits_profile_predictions_loss: 581.4230 - logcount_predictions_loss: 0.2393 76/2420 [..............................] - ETA: 22:06 - loss: 586.0992 - logits_profile_predictions_loss: 581.3647 - logcount_predictions_loss: 0.2391 77/2420 [..............................] - ETA: 22:05 - loss: 586.0295 - logits_profile_predictions_loss: 581.2983 - logcount_predictions_loss: 0.2390 78/2420 [..............................] - ETA: 22:05 - loss: 585.9593 - logits_profile_predictions_loss: 581.2315 - logcount_predictions_loss: 0.2388 79/2420 [..............................] - ETA: 22:04 - loss: 585.9007 - logits_profile_predictions_loss: 581.1764 - logcount_predictions_loss: 0.2386 80/2420 [..............................] - ETA: 22:03 - loss: 585.8444 - logits_profile_predictions_loss: 581.1235 - logcount_predictions_loss: 0.2384 81/2420 [>.............................] - ETA: 22:03 - loss: 585.7891 - logits_profile_predictions_loss: 581.0714 - logcount_predictions_loss: 0.2383 82/2420 [>.............................] - ETA: 22:02 - loss: 585.7322 - 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[============================>.] - ETA: 31s - loss: 582.0354 - logits_profile_predictions_loss: 577.7221 - logcount_predictions_loss: 0.2179 2365/2420 [============================>.] - ETA: 31s - loss: 582.0340 - logits_profile_predictions_loss: 577.7208 - logcount_predictions_loss: 0.2178 2366/2420 [============================>.] - ETA: 30s - loss: 582.0326 - logits_profile_predictions_loss: 577.7195 - logcount_predictions_loss: 0.2178 2367/2420 [============================>.] - ETA: 29s - loss: 582.0312 - logits_profile_predictions_loss: 577.7181 - logcount_predictions_loss: 0.2178 2368/2420 [============================>.] - ETA: 29s - loss: 582.0298 - logits_profile_predictions_loss: 577.7168 - logcount_predictions_loss: 0.2178 2369/2420 [============================>.] - ETA: 28s - loss: 582.0284 - logits_profile_predictions_loss: 577.7155 - logcount_predictions_loss: 0.2178 2370/2420 [============================>.] - ETA: 28s - loss: 582.0270 - 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[============================>.] - ETA: 24s - loss: 582.0173 - logits_profile_predictions_loss: 577.7051 - logcount_predictions_loss: 0.2178 2378/2420 [============================>.] - ETA: 23s - loss: 582.0159 - logits_profile_predictions_loss: 577.7038 - logcount_predictions_loss: 0.2178 2379/2420 [============================>.] - ETA: 23s - loss: 582.0145 - logits_profile_predictions_loss: 577.7025 - logcount_predictions_loss: 0.2178 2380/2420 [============================>.] - ETA: 22s - loss: 582.0131 - logits_profile_predictions_loss: 577.7012 - logcount_predictions_loss: 0.2178 2381/2420 [============================>.] - ETA: 22s - loss: 582.0117 - logits_profile_predictions_loss: 577.6999 - logcount_predictions_loss: 0.2178 2382/2420 [============================>.] - ETA: 21s - loss: 582.0103 - logits_profile_predictions_loss: 577.6986 - logcount_predictions_loss: 0.2178 2383/2420 [============================>.] - ETA: 20s - loss: 582.0090 - 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[============================>.] - ETA: 16s - loss: 581.9991 - logits_profile_predictions_loss: 577.6881 - logcount_predictions_loss: 0.2177 2391/2420 [============================>.] - ETA: 16s - loss: 581.9977 - logits_profile_predictions_loss: 577.6868 - logcount_predictions_loss: 0.2177 2392/2420 [============================>.] - ETA: 15s - loss: 581.9963 - logits_profile_predictions_loss: 577.6855 - logcount_predictions_loss: 0.2177 2393/2420 [============================>.] - ETA: 15s - loss: 581.9949 - logits_profile_predictions_loss: 577.6841 - logcount_predictions_loss: 0.2177 2394/2420 [============================>.] - ETA: 14s - loss: 581.9935 - logits_profile_predictions_loss: 577.6828 - logcount_predictions_loss: 0.2177 2395/2420 [============================>.] - ETA: 14s - loss: 581.9920 - logits_profile_predictions_loss: 577.6814 - logcount_predictions_loss: 0.2177 2396/2420 [============================>.] - ETA: 13s - loss: 581.9906 - 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[============================>.] - ETA: 9s - loss: 581.9808 - logits_profile_predictions_loss: 577.6709 - logcount_predictions_loss: 0.2177  2404/2420 [============================>.] - ETA: 9s - loss: 581.9794 - logits_profile_predictions_loss: 577.6696 - logcount_predictions_loss: 0.2177 2405/2420 [============================>.] - ETA: 8s - loss: 581.9780 - logits_profile_predictions_loss: 577.6683 - logcount_predictions_loss: 0.2177 2406/2420 [============================>.] - ETA: 7s - loss: 581.9766 - logits_profile_predictions_loss: 577.6670 - logcount_predictions_loss: 0.2177 2407/2420 [============================>.] - ETA: 7s - loss: 581.9752 - logits_profile_predictions_loss: 577.6657 - logcount_predictions_loss: 0.2177 2408/2420 [============================>.] - ETA: 6s - loss: 581.9738 - logits_profile_predictions_loss: 577.6644 - logcount_predictions_loss: 0.2177 2409/2420 [============================>.] - ETA: 6s - loss: 581.9725 - logits_profile_predictions_loss: 577.6631 - logcount_predictions_loss: 0.2177 2410/2420 [============================>.] - ETA: 5s - loss: 581.9711 - logits_profile_predictions_loss: 577.6619 - logcount_predictions_loss: 0.2176 2411/2420 [============================>.] - ETA: 5s - loss: 581.9698 - logits_profile_predictions_loss: 577.6606 - logcount_predictions_loss: 0.2176 2412/2420 [============================>.] - ETA: 4s - loss: 581.9684 - logits_profile_predictions_loss: 577.6594 - logcount_predictions_loss: 0.2176 2413/2420 [============================>.] - ETA: 3s - loss: 581.9671 - logits_profile_predictions_loss: 577.6581 - logcount_predictions_loss: 0.2176 2414/2420 [============================>.] - ETA: 3s - loss: 581.9657 - logits_profile_predictions_loss: 577.6568 - logcount_predictions_loss: 0.2176 2415/2420 [============================>.] - ETA: 2s - loss: 581.9643 - logits_profile_predictions_loss: 577.6555 - logcount_predictions_loss: 0.2176 2416/2420 [============================>.] - ETA: 2s - loss: 581.9630 - logits_profile_predictions_loss: 577.6543 - logcount_predictions_loss: 0.2176 2417/2420 [============================>.] - ETA: 1s - loss: 581.9616 - logits_profile_predictions_loss: 577.6530 - logcount_predictions_loss: 0.2176 2418/2420 [============================>.] - ETA: 1s - loss: 581.9602 - logits_profile_predictions_loss: 577.6517 - logcount_predictions_loss: 0.2176 2419/2420 [============================>.] - ETA: 0s - loss: 581.9588 - logits_profile_predictions_loss: 577.6504 - logcount_predictions_loss: 0.2176 2420/2420 [==============================] - ETA: 0s - loss: 581.9574 - logits_profile_predictions_loss: 577.6491 - logcount_predictions_loss: 0.2176 2420/2420 [==============================] - 1427s 590ms/step - loss: 581.9561 - logits_profile_predictions_loss: 577.6478 - logcount_predictions_loss: 0.2176 - val_loss: 673.9363 - val_logits_profile_predictions_loss: 670.3674 - val_logcount_predictions_loss: 0.1802 + +Epoch 00002: val_loss improved from 691.18054 to 673.93634, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 +Epoch 3/50 + 1/2420 [..............................] - ETA: 23:36 - loss: 599.5516 - logits_profile_predictions_loss: 595.0147 - logcount_predictions_loss: 0.2291 2/2420 [..............................] - ETA: 22:46 - loss: 592.6062 - logits_profile_predictions_loss: 588.2231 - logcount_predictions_loss: 0.2214 3/2420 [..............................] - ETA: 22:47 - loss: 586.8977 - logits_profile_predictions_loss: 582.6848 - logcount_predictions_loss: 0.2128 4/2420 [..............................] - ETA: 22:46 - loss: 583.4396 - logits_profile_predictions_loss: 579.2793 - logcount_predictions_loss: 0.2101 5/2420 [..............................] - ETA: 22:45 - loss: 581.2856 - logits_profile_predictions_loss: 577.1902 - logcount_predictions_loss: 0.2068 6/2420 [..............................] - ETA: 22:45 - loss: 581.1377 - logits_profile_predictions_loss: 577.1172 - logcount_predictions_loss: 0.2031 7/2420 [..............................] - ETA: 22:44 - loss: 580.6540 - logits_profile_predictions_loss: 576.7013 - logcount_predictions_loss: 0.1996 8/2420 [..............................] - ETA: 22:44 - loss: 580.8521 - logits_profile_predictions_loss: 576.9170 - logcount_predictions_loss: 0.1987 9/2420 [..............................] - ETA: 22:43 - loss: 581.2325 - logits_profile_predictions_loss: 577.2912 - logcount_predictions_loss: 0.1991 10/2420 [..............................] - ETA: 22:43 - loss: 581.2151 - logits_profile_predictions_loss: 577.2744 - logcount_predictions_loss: 0.1990 11/2420 [..............................] - ETA: 22:43 - loss: 581.1905 - logits_profile_predictions_loss: 577.2542 - logcount_predictions_loss: 0.1988 12/2420 [..............................] - ETA: 22:42 - loss: 581.0741 - logits_profile_predictions_loss: 577.1454 - logcount_predictions_loss: 0.1984 13/2420 [..............................] - ETA: 22:41 - loss: 581.0736 - logits_profile_predictions_loss: 577.1516 - logcount_predictions_loss: 0.1981 14/2420 [..............................] - ETA: 22:41 - loss: 580.7782 - logits_profile_predictions_loss: 576.8660 - logcount_predictions_loss: 0.1976 15/2420 [..............................] - ETA: 22:40 - loss: 580.6812 - logits_profile_predictions_loss: 576.7760 - logcount_predictions_loss: 0.1972 16/2420 [..............................] - ETA: 22:40 - loss: 580.5119 - logits_profile_predictions_loss: 576.6100 - logcount_predictions_loss: 0.1971 17/2420 [..............................] - ETA: 22:39 - loss: 580.5400 - logits_profile_predictions_loss: 576.6415 - logcount_predictions_loss: 0.1969 18/2420 [..............................] - ETA: 22:39 - loss: 580.6668 - logits_profile_predictions_loss: 576.7697 - logcount_predictions_loss: 0.1968 19/2420 [..............................] - ETA: 22:38 - loss: 580.7250 - 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[..............................] - ETA: 22:34 - loss: 581.8554 - logits_profile_predictions_loss: 577.9623 - logcount_predictions_loss: 0.1966 27/2420 [..............................] - ETA: 22:33 - loss: 581.8623 - logits_profile_predictions_loss: 577.9671 - logcount_predictions_loss: 0.1967 28/2420 [..............................] - ETA: 22:33 - loss: 581.9271 - logits_profile_predictions_loss: 578.0297 - logcount_predictions_loss: 0.1968 29/2420 [..............................] - ETA: 22:32 - loss: 581.9936 - logits_profile_predictions_loss: 578.0956 - logcount_predictions_loss: 0.1969 30/2420 [..............................] - ETA: 22:32 - loss: 582.0618 - logits_profile_predictions_loss: 578.1656 - logcount_predictions_loss: 0.1968 31/2420 [..............................] - ETA: 22:31 - loss: 582.0646 - logits_profile_predictions_loss: 578.1709 - logcount_predictions_loss: 0.1967 32/2420 [..............................] - ETA: 22:30 - loss: 582.0789 - 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[..............................] - ETA: 22:26 - loss: 581.3244 - logits_profile_predictions_loss: 577.4662 - logcount_predictions_loss: 0.1949 40/2420 [..............................] - ETA: 22:26 - loss: 581.2263 - logits_profile_predictions_loss: 577.3735 - logcount_predictions_loss: 0.1946 41/2420 [..............................] - ETA: 22:25 - loss: 581.1329 - logits_profile_predictions_loss: 577.2846 - logcount_predictions_loss: 0.1944 42/2420 [..............................] - ETA: 22:25 - loss: 581.0458 - logits_profile_predictions_loss: 577.2022 - logcount_predictions_loss: 0.1941 43/2420 [..............................] - ETA: 22:24 - loss: 580.9584 - logits_profile_predictions_loss: 577.1191 - logcount_predictions_loss: 0.1939 44/2420 [..............................] - ETA: 22:24 - loss: 580.8712 - logits_profile_predictions_loss: 577.0359 - logcount_predictions_loss: 0.1937 45/2420 [..............................] - ETA: 22:23 - loss: 580.8469 - 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[..............................] - ETA: 22:19 - loss: 580.8829 - logits_profile_predictions_loss: 577.0695 - logcount_predictions_loss: 0.1926 53/2420 [..............................] - ETA: 22:18 - loss: 580.9085 - logits_profile_predictions_loss: 577.0975 - logcount_predictions_loss: 0.1925 54/2420 [..............................] - ETA: 22:18 - loss: 580.9170 - logits_profile_predictions_loss: 577.1087 - logcount_predictions_loss: 0.1923 55/2420 [..............................] - ETA: 22:17 - loss: 580.9287 - logits_profile_predictions_loss: 577.1227 - logcount_predictions_loss: 0.1922 56/2420 [..............................] - ETA: 22:17 - loss: 580.9234 - logits_profile_predictions_loss: 577.1193 - logcount_predictions_loss: 0.1921 57/2420 [..............................] - ETA: 22:16 - loss: 580.9133 - logits_profile_predictions_loss: 577.1110 - logcount_predictions_loss: 0.1920 58/2420 [..............................] - ETA: 22:16 - loss: 580.9135 - 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[..............................] - ETA: 22:12 - loss: 581.0240 - logits_profile_predictions_loss: 577.2389 - logcount_predictions_loss: 0.1912 66/2420 [..............................] - ETA: 22:11 - loss: 581.0504 - logits_profile_predictions_loss: 577.2677 - logcount_predictions_loss: 0.1910 67/2420 [..............................] - ETA: 22:11 - loss: 581.0887 - logits_profile_predictions_loss: 577.3083 - logcount_predictions_loss: 0.1909 68/2420 [..............................] - ETA: 22:10 - loss: 581.1257 - logits_profile_predictions_loss: 577.3476 - logcount_predictions_loss: 0.1908 69/2420 [..............................] - ETA: 22:10 - loss: 581.1735 - logits_profile_predictions_loss: 577.3974 - logcount_predictions_loss: 0.1907 70/2420 [..............................] - ETA: 22:09 - loss: 581.2079 - logits_profile_predictions_loss: 577.4343 - logcount_predictions_loss: 0.1906 71/2420 [..............................] - ETA: 22:09 - loss: 581.2453 - 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572.4515 - logcount_predictions_loss: 0.1895 2412/2420 [============================>.] - ETA: 4s - loss: 576.2032 - logits_profile_predictions_loss: 572.4511 - logcount_predictions_loss: 0.1895 2413/2420 [============================>.] - ETA: 3s - loss: 576.2028 - logits_profile_predictions_loss: 572.4507 - logcount_predictions_loss: 0.1895 2414/2420 [============================>.] - ETA: 3s - loss: 576.2024 - logits_profile_predictions_loss: 572.4503 - logcount_predictions_loss: 0.1895 2415/2420 [============================>.] - ETA: 2s - loss: 576.2019 - logits_profile_predictions_loss: 572.4499 - logcount_predictions_loss: 0.1895 2416/2420 [============================>.] - ETA: 2s - loss: 576.2015 - logits_profile_predictions_loss: 572.4495 - logcount_predictions_loss: 0.1895 2417/2420 [============================>.] - ETA: 1s - loss: 576.2011 - logits_profile_predictions_loss: 572.4491 - logcount_predictions_loss: 0.1895 2418/2420 [============================>.] - ETA: 1s - loss: 576.2006 - logits_profile_predictions_loss: 572.4487 - logcount_predictions_loss: 0.1895 2419/2420 [============================>.] - ETA: 0s - loss: 576.2002 - logits_profile_predictions_loss: 572.4482 - logcount_predictions_loss: 0.1895 2420/2420 [==============================] - ETA: 0s - loss: 576.1998 - logits_profile_predictions_loss: 572.4478 - logcount_predictions_loss: 0.1895 2420/2420 [==============================] - 1428s 590ms/step - loss: 576.1994 - logits_profile_predictions_loss: 572.4474 - logcount_predictions_loss: 0.1895 - val_loss: 681.7648 - val_logits_profile_predictions_loss: 678.4970 - val_logcount_predictions_loss: 0.1651 + +Epoch 00003: val_loss did not improve from 673.93634 +Epoch 4/50 + 1/2420 [..............................] - ETA: 23:49 - loss: 684.4953 - logits_profile_predictions_loss: 679.7939 - logcount_predictions_loss: 0.2374 2/2420 [..............................] - ETA: 22:46 - loss: 649.0279 - logits_profile_predictions_loss: 644.6976 - logcount_predictions_loss: 0.2187 3/2420 [..............................] - ETA: 22:45 - loss: 628.5943 - logits_profile_predictions_loss: 624.4636 - logcount_predictions_loss: 0.2086 4/2420 [..............................] - ETA: 22:45 - loss: 617.6262 - logits_profile_predictions_loss: 613.2812 - logcount_predictions_loss: 0.2194 5/2420 [..............................] - ETA: 22:44 - loss: 611.4412 - logits_profile_predictions_loss: 607.0415 - logcount_predictions_loss: 0.2222 6/2420 [..............................] - ETA: 22:44 - loss: 606.9065 - logits_profile_predictions_loss: 602.5043 - logcount_predictions_loss: 0.2223 7/2420 [..............................] - ETA: 22:43 - loss: 604.4533 - logits_profile_predictions_loss: 600.0901 - logcount_predictions_loss: 0.2204 8/2420 [..............................] - ETA: 22:42 - loss: 602.4211 - logits_profile_predictions_loss: 598.1081 - logcount_predictions_loss: 0.2178 9/2420 [..............................] - ETA: 22:42 - loss: 601.5370 - logits_profile_predictions_loss: 597.2781 - logcount_predictions_loss: 0.2151 10/2420 [..............................] - ETA: 22:41 - loss: 600.5241 - logits_profile_predictions_loss: 596.3102 - logcount_predictions_loss: 0.2128 11/2420 [..............................] - ETA: 22:41 - loss: 599.7782 - logits_profile_predictions_loss: 595.6088 - logcount_predictions_loss: 0.2106 12/2420 [..............................] - ETA: 22:40 - loss: 599.3908 - logits_profile_predictions_loss: 595.2630 - logcount_predictions_loss: 0.2085 13/2420 [..............................] - ETA: 22:40 - loss: 599.2613 - logits_profile_predictions_loss: 595.1754 - logcount_predictions_loss: 0.2064 14/2420 [..............................] - ETA: 22:39 - loss: 598.9434 - logits_profile_predictions_loss: 594.8956 - logcount_predictions_loss: 0.2044 15/2420 [..............................] - ETA: 22:39 - loss: 598.3828 - logits_profile_predictions_loss: 594.3726 - logcount_predictions_loss: 0.2025 16/2420 [..............................] - ETA: 22:38 - loss: 597.8955 - logits_profile_predictions_loss: 593.9239 - logcount_predictions_loss: 0.2006 17/2420 [..............................] - ETA: 22:38 - loss: 597.5851 - logits_profile_predictions_loss: 593.6497 - logcount_predictions_loss: 0.1988 18/2420 [..............................] - ETA: 22:37 - loss: 597.2433 - logits_profile_predictions_loss: 593.3415 - logcount_predictions_loss: 0.1971 19/2420 [..............................] - ETA: 22:36 - loss: 596.8826 - logits_profile_predictions_loss: 593.0085 - logcount_predictions_loss: 0.1957 20/2420 [..............................] - ETA: 22:36 - loss: 596.4626 - logits_profile_predictions_loss: 592.6164 - logcount_predictions_loss: 0.1943 21/2420 [..............................] - ETA: 22:35 - loss: 596.1034 - logits_profile_predictions_loss: 592.2840 - logcount_predictions_loss: 0.1929 22/2420 [..............................] - ETA: 22:35 - loss: 595.7133 - logits_profile_predictions_loss: 591.9204 - logcount_predictions_loss: 0.1916 23/2420 [..............................] - ETA: 22:34 - loss: 595.3566 - logits_profile_predictions_loss: 591.5883 - logcount_predictions_loss: 0.1903 24/2420 [..............................] - ETA: 22:33 - loss: 594.9309 - logits_profile_predictions_loss: 591.1852 - logcount_predictions_loss: 0.1892 25/2420 [..............................] - ETA: 22:33 - loss: 594.5856 - logits_profile_predictions_loss: 590.8598 - logcount_predictions_loss: 0.1882 26/2420 [..............................] - ETA: 22:32 - loss: 594.2414 - logits_profile_predictions_loss: 590.5329 - logcount_predictions_loss: 0.1873 27/2420 [..............................] - ETA: 22:32 - loss: 593.9712 - logits_profile_predictions_loss: 590.2788 - logcount_predictions_loss: 0.1865 28/2420 [..............................] - ETA: 22:31 - loss: 593.7580 - logits_profile_predictions_loss: 590.0828 - logcount_predictions_loss: 0.1856 29/2420 [..............................] - ETA: 22:31 - loss: 593.5128 - logits_profile_predictions_loss: 589.8527 - logcount_predictions_loss: 0.1849 30/2420 [..............................] - ETA: 22:30 - loss: 593.2374 - logits_profile_predictions_loss: 589.5918 - logcount_predictions_loss: 0.1841 31/2420 [..............................] - ETA: 22:29 - loss: 592.9330 - logits_profile_predictions_loss: 589.3000 - logcount_predictions_loss: 0.1835 32/2420 [..............................] - ETA: 22:29 - loss: 592.6725 - logits_profile_predictions_loss: 589.0491 - logcount_predictions_loss: 0.1830 33/2420 [..............................] - ETA: 22:28 - loss: 592.4267 - logits_profile_predictions_loss: 588.8130 - logcount_predictions_loss: 0.1825 34/2420 [..............................] - ETA: 22:29 - loss: 592.1355 - logits_profile_predictions_loss: 588.5320 - logcount_predictions_loss: 0.1820 35/2420 [..............................] - ETA: 22:28 - loss: 591.7958 - logits_profile_predictions_loss: 588.2016 - logcount_predictions_loss: 0.1815 36/2420 [..............................] - ETA: 22:28 - loss: 591.4081 - logits_profile_predictions_loss: 587.8227 - logcount_predictions_loss: 0.1811 37/2420 [..............................] - ETA: 22:27 - loss: 591.0340 - logits_profile_predictions_loss: 587.4562 - logcount_predictions_loss: 0.1807 38/2420 [..............................] - ETA: 22:26 - loss: 590.6592 - logits_profile_predictions_loss: 587.0893 - logcount_predictions_loss: 0.1803 39/2420 [..............................] - ETA: 22:26 - loss: 590.2916 - logits_profile_predictions_loss: 586.7287 - logcount_predictions_loss: 0.1799 40/2420 [..............................] - ETA: 22:25 - loss: 589.9598 - logits_profile_predictions_loss: 586.4027 - logcount_predictions_loss: 0.1797 41/2420 [..............................] - ETA: 22:25 - loss: 589.7250 - logits_profile_predictions_loss: 586.1731 - logcount_predictions_loss: 0.1794 42/2420 [..............................] - ETA: 22:24 - loss: 589.5143 - logits_profile_predictions_loss: 585.9673 - logcount_predictions_loss: 0.1791 43/2420 [..............................] - ETA: 22:23 - loss: 589.3296 - logits_profile_predictions_loss: 585.7874 - logcount_predictions_loss: 0.1789 44/2420 [..............................] - ETA: 22:23 - loss: 589.1523 - logits_profile_predictions_loss: 585.6149 - logcount_predictions_loss: 0.1787 45/2420 [..............................] - ETA: 22:22 - loss: 588.9740 - logits_profile_predictions_loss: 585.4417 - logcount_predictions_loss: 0.1784 46/2420 [..............................] - ETA: 22:22 - loss: 588.8193 - logits_profile_predictions_loss: 585.2917 - logcount_predictions_loss: 0.1782 47/2420 [..............................] - ETA: 22:21 - loss: 588.6661 - logits_profile_predictions_loss: 585.1434 - logcount_predictions_loss: 0.1779 48/2420 [..............................] - ETA: 22:21 - loss: 588.5345 - logits_profile_predictions_loss: 585.0160 - logcount_predictions_loss: 0.1777 49/2420 [..............................] - ETA: 22:20 - loss: 588.4319 - logits_profile_predictions_loss: 584.9171 - logcount_predictions_loss: 0.1775 50/2420 [..............................] - ETA: 22:19 - loss: 588.3417 - logits_profile_predictions_loss: 584.8305 - logcount_predictions_loss: 0.1773 51/2420 [..............................] - ETA: 22:19 - loss: 588.2523 - logits_profile_predictions_loss: 584.7447 - logcount_predictions_loss: 0.1772 52/2420 [..............................] - ETA: 22:18 - loss: 588.1836 - logits_profile_predictions_loss: 584.6793 - logcount_predictions_loss: 0.1770 53/2420 [..............................] - ETA: 22:18 - loss: 588.1180 - logits_profile_predictions_loss: 584.6160 - logcount_predictions_loss: 0.1769 54/2420 [..............................] - ETA: 22:17 - loss: 588.0392 - logits_profile_predictions_loss: 584.5398 - logcount_predictions_loss: 0.1767 55/2420 [..............................] - ETA: 22:16 - loss: 587.9622 - logits_profile_predictions_loss: 584.4652 - logcount_predictions_loss: 0.1766 56/2420 [..............................] - ETA: 22:16 - loss: 587.8969 - logits_profile_predictions_loss: 584.4023 - logcount_predictions_loss: 0.1765 57/2420 [..............................] - ETA: 22:15 - loss: 587.8131 - logits_profile_predictions_loss: 584.3202 - logcount_predictions_loss: 0.1764 58/2420 [..............................] - ETA: 22:15 - loss: 587.7302 - logits_profile_predictions_loss: 584.2391 - logcount_predictions_loss: 0.1763 59/2420 [..............................] - ETA: 22:14 - loss: 587.6562 - logits_profile_predictions_loss: 584.1668 - logcount_predictions_loss: 0.1762 60/2420 [..............................] - ETA: 22:14 - loss: 587.5770 - logits_profile_predictions_loss: 584.0890 - logcount_predictions_loss: 0.1762 61/2420 [..............................] - ETA: 22:13 - loss: 587.5104 - logits_profile_predictions_loss: 584.0240 - logcount_predictions_loss: 0.1761 62/2420 [..............................] - ETA: 22:12 - loss: 587.4413 - logits_profile_predictions_loss: 583.9566 - logcount_predictions_loss: 0.1760 63/2420 [..............................] - ETA: 22:12 - loss: 587.3946 - logits_profile_predictions_loss: 583.9118 - logcount_predictions_loss: 0.1759 64/2420 [..............................] - ETA: 22:11 - loss: 587.3504 - logits_profile_predictions_loss: 583.8693 - logcount_predictions_loss: 0.1758 65/2420 [..............................] - ETA: 22:11 - loss: 587.3059 - logits_profile_predictions_loss: 583.8265 - logcount_predictions_loss: 0.1757 66/2420 [..............................] - ETA: 22:10 - loss: 587.2782 - logits_profile_predictions_loss: 583.8007 - logcount_predictions_loss: 0.1756 67/2420 [..............................] - ETA: 22:10 - loss: 587.2334 - logits_profile_predictions_loss: 583.7576 - logcount_predictions_loss: 0.1755 68/2420 [..............................] - ETA: 22:09 - loss: 587.1706 - logits_profile_predictions_loss: 583.6967 - logcount_predictions_loss: 0.1755 69/2420 [..............................] - ETA: 22:08 - loss: 587.1224 - logits_profile_predictions_loss: 583.6504 - logcount_predictions_loss: 0.1754 70/2420 [..............................] - ETA: 22:08 - loss: 587.0679 - logits_profile_predictions_loss: 583.5977 - logcount_predictions_loss: 0.1753 71/2420 [..............................] - ETA: 22:07 - loss: 587.0004 - logits_profile_predictions_loss: 583.5323 - logcount_predictions_loss: 0.1752 72/2420 [..............................] - ETA: 22:07 - loss: 586.9456 - logits_profile_predictions_loss: 583.4793 - logcount_predictions_loss: 0.1751 73/2420 [..............................] - ETA: 22:06 - loss: 586.8871 - logits_profile_predictions_loss: 583.4228 - logcount_predictions_loss: 0.1750 74/2420 [..............................] - ETA: 22:06 - loss: 586.8206 - logits_profile_predictions_loss: 583.3581 - logcount_predictions_loss: 0.1749 75/2420 [..............................] - ETA: 22:05 - loss: 586.7590 - logits_profile_predictions_loss: 583.2984 - logcount_predictions_loss: 0.1748 76/2420 [..............................] - ETA: 22:05 - loss: 586.6917 - logits_profile_predictions_loss: 583.2328 - logcount_predictions_loss: 0.1747 77/2420 [..............................] - ETA: 22:04 - loss: 586.6194 - logits_profile_predictions_loss: 583.1624 - logcount_predictions_loss: 0.1746 78/2420 [..............................] - ETA: 22:03 - loss: 586.5531 - logits_profile_predictions_loss: 583.0981 - logcount_predictions_loss: 0.1745 79/2420 [..............................] - ETA: 22:03 - loss: 586.4820 - logits_profile_predictions_loss: 583.0292 - logcount_predictions_loss: 0.1744 80/2420 [..............................] - ETA: 22:02 - loss: 586.4113 - logits_profile_predictions_loss: 582.9607 - logcount_predictions_loss: 0.1743 81/2420 [>.............................] - ETA: 22:02 - loss: 586.3366 - logits_profile_predictions_loss: 582.8882 - logcount_predictions_loss: 0.1742 82/2420 [>.............................] - ETA: 22:01 - loss: 586.2612 - logits_profile_predictions_loss: 582.8151 - logcount_predictions_loss: 0.1740 83/2420 [>.............................] - ETA: 22:01 - loss: 586.1814 - logits_profile_predictions_loss: 582.7375 - logcount_predictions_loss: 0.1739 84/2420 [>.............................] - ETA: 22:00 - loss: 586.1038 - logits_profile_predictions_loss: 582.6621 - logcount_predictions_loss: 0.1738 85/2420 [>.............................] - ETA: 22:00 - loss: 586.0121 - logits_profile_predictions_loss: 582.5726 - logcount_predictions_loss: 0.1737 86/2420 [>.............................] - ETA: 21:59 - loss: 585.9210 - logits_profile_predictions_loss: 582.4836 - logcount_predictions_loss: 0.1736 87/2420 [>.............................] - ETA: 21:59 - loss: 585.8272 - logits_profile_predictions_loss: 582.3919 - logcount_predictions_loss: 0.1735 88/2420 [>.............................] - ETA: 21:58 - loss: 585.7370 - logits_profile_predictions_loss: 582.3038 - logcount_predictions_loss: 0.1734 89/2420 [>.............................] - ETA: 21:58 - loss: 585.6473 - logits_profile_predictions_loss: 582.2160 - logcount_predictions_loss: 0.1733 90/2420 [>.............................] - ETA: 21:57 - loss: 585.5540 - logits_profile_predictions_loss: 582.1246 - logcount_predictions_loss: 0.1732 91/2420 [>.............................] - ETA: 21:56 - loss: 585.4623 - logits_profile_predictions_loss: 582.0349 - logcount_predictions_loss: 0.1731 92/2420 [>.............................] - ETA: 21:56 - loss: 585.3763 - logits_profile_predictions_loss: 581.9509 - logcount_predictions_loss: 0.1730 93/2420 [>.............................] - ETA: 21:55 - loss: 585.2890 - logits_profile_predictions_loss: 581.8657 - logcount_predictions_loss: 0.1729 94/2420 [>.............................] - ETA: 21:55 - loss: 585.2123 - logits_profile_predictions_loss: 581.7907 - logcount_predictions_loss: 0.1728 95/2420 [>.............................] - ETA: 21:54 - loss: 585.1350 - logits_profile_predictions_loss: 581.7152 - logcount_predictions_loss: 0.1727 96/2420 [>.............................] - ETA: 21:54 - loss: 585.0497 - logits_profile_predictions_loss: 581.6316 - logcount_predictions_loss: 0.1726 97/2420 [>.............................] - ETA: 21:53 - loss: 584.9585 - logits_profile_predictions_loss: 581.5424 - logcount_predictions_loss: 0.1725 98/2420 [>.............................] - ETA: 21:52 - loss: 584.8724 - logits_profile_predictions_loss: 581.4580 - logcount_predictions_loss: 0.1724 99/2420 [>.............................] - ETA: 21:52 - loss: 584.7870 - logits_profile_predictions_loss: 581.3745 - logcount_predictions_loss: 0.1724 100/2420 [>.............................] - ETA: 21:51 - loss: 584.6986 - logits_profile_predictions_loss: 581.2879 - logcount_predictions_loss: 0.1723 101/2420 [>.............................] - ETA: 21:51 - loss: 584.6142 - logits_profile_predictions_loss: 581.2054 - logcount_predictions_loss: 0.1722 102/2420 [>.............................] - ETA: 21:50 - loss: 584.5360 - logits_profile_predictions_loss: 581.1288 - logcount_predictions_loss: 0.1721 103/2420 [>.............................] - ETA: 21:50 - loss: 584.4598 - logits_profile_predictions_loss: 581.0543 - logcount_predictions_loss: 0.1720 104/2420 [>.............................] - ETA: 21:49 - loss: 584.3891 - logits_profile_predictions_loss: 580.9853 - logcount_predictions_loss: 0.1719 105/2420 [>.............................] - ETA: 21:48 - loss: 584.3231 - logits_profile_predictions_loss: 580.9210 - logcount_predictions_loss: 0.1718 106/2420 [>.............................] - ETA: 21:48 - loss: 584.2538 - logits_profile_predictions_loss: 580.8533 - logcount_predictions_loss: 0.1717 107/2420 [>.............................] - ETA: 21:47 - loss: 584.1844 - logits_profile_predictions_loss: 580.7856 - logcount_predictions_loss: 0.1717 108/2420 [>.............................] - ETA: 21:47 - loss: 584.1164 - logits_profile_predictions_loss: 580.7192 - logcount_predictions_loss: 0.1716 109/2420 [>.............................] - ETA: 21:46 - loss: 584.0558 - logits_profile_predictions_loss: 580.6601 - logcount_predictions_loss: 0.1715 110/2420 [>.............................] - ETA: 21:46 - loss: 583.9917 - logits_profile_predictions_loss: 580.5977 - logcount_predictions_loss: 0.1714 111/2420 [>.............................] - ETA: 21:45 - loss: 583.9303 - logits_profile_predictions_loss: 580.5377 - logcount_predictions_loss: 0.1713 112/2420 [>.............................] - ETA: 21:45 - loss: 583.8662 - logits_profile_predictions_loss: 580.4751 - logcount_predictions_loss: 0.1713 113/2420 [>.............................] - ETA: 21:44 - loss: 583.8086 - logits_profile_predictions_loss: 580.4191 - logcount_predictions_loss: 0.1712 114/2420 [>.............................] - ETA: 21:43 - loss: 583.7485 - logits_profile_predictions_loss: 580.3605 - logcount_predictions_loss: 0.1711 115/2420 [>.............................] - ETA: 21:43 - loss: 583.6931 - logits_profile_predictions_loss: 580.3065 - logcount_predictions_loss: 0.1710 116/2420 [>.............................] - ETA: 21:42 - loss: 583.6432 - logits_profile_predictions_loss: 580.2580 - logcount_predictions_loss: 0.1710 117/2420 [>.............................] - ETA: 21:42 - loss: 583.5946 - logits_profile_predictions_loss: 580.2108 - logcount_predictions_loss: 0.1709 118/2420 [>.............................] - ETA: 21:41 - loss: 583.5441 - logits_profile_predictions_loss: 580.1616 - logcount_predictions_loss: 0.1708 119/2420 [>.............................] - ETA: 21:41 - loss: 583.4928 - logits_profile_predictions_loss: 580.1116 - logcount_predictions_loss: 0.1708 120/2420 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[============================>.] - ETA: 19s - loss: 570.0805 - logits_profile_predictions_loss: 566.7260 - logcount_predictions_loss: 0.1694 2386/2420 [============================>.] - ETA: 19s - loss: 570.0811 - logits_profile_predictions_loss: 566.7266 - logcount_predictions_loss: 0.1694 2387/2420 [============================>.] - ETA: 18s - loss: 570.0816 - logits_profile_predictions_loss: 566.7272 - logcount_predictions_loss: 0.1694 2388/2420 [============================>.] - ETA: 18s - loss: 570.0822 - logits_profile_predictions_loss: 566.7277 - logcount_predictions_loss: 0.1694 2389/2420 [============================>.] - ETA: 17s - loss: 570.0827 - logits_profile_predictions_loss: 566.7283 - logcount_predictions_loss: 0.1694 2390/2420 [============================>.] - ETA: 16s - loss: 570.0833 - logits_profile_predictions_loss: 566.7289 - logcount_predictions_loss: 0.1694 2391/2420 [============================>.] - ETA: 16s - loss: 570.0839 - 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[============================>.] - ETA: 12s - loss: 570.0879 - logits_profile_predictions_loss: 566.7335 - logcount_predictions_loss: 0.1694 2399/2420 [============================>.] - ETA: 11s - loss: 570.0885 - logits_profile_predictions_loss: 566.7341 - logcount_predictions_loss: 0.1694 2400/2420 [============================>.] - ETA: 11s - loss: 570.0891 - logits_profile_predictions_loss: 566.7347 - logcount_predictions_loss: 0.1694 2401/2420 [============================>.] - ETA: 10s - loss: 570.0897 - logits_profile_predictions_loss: 566.7353 - logcount_predictions_loss: 0.1694 2402/2420 [============================>.] - ETA: 10s - loss: 570.0902 - logits_profile_predictions_loss: 566.7360 - logcount_predictions_loss: 0.1694 2403/2420 [============================>.] - ETA: 9s - loss: 570.0908 - logits_profile_predictions_loss: 566.7365 - logcount_predictions_loss: 0.1694  2404/2420 [============================>.] - ETA: 9s - loss: 570.0914 - logits_profile_predictions_loss: 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loss: 570.0954 - logits_profile_predictions_loss: 566.7412 - logcount_predictions_loss: 0.1694 2412/2420 [============================>.] - ETA: 4s - loss: 570.0960 - logits_profile_predictions_loss: 566.7418 - logcount_predictions_loss: 0.1694 2413/2420 [============================>.] - ETA: 3s - loss: 570.0966 - logits_profile_predictions_loss: 566.7424 - logcount_predictions_loss: 0.1694 2414/2420 [============================>.] - ETA: 3s - loss: 570.0971 - logits_profile_predictions_loss: 566.7429 - logcount_predictions_loss: 0.1694 2415/2420 [============================>.] - ETA: 2s - loss: 570.0977 - logits_profile_predictions_loss: 566.7435 - logcount_predictions_loss: 0.1694 2416/2420 [============================>.] - ETA: 2s - loss: 570.0983 - logits_profile_predictions_loss: 566.7441 - logcount_predictions_loss: 0.1694 2417/2420 [============================>.] - ETA: 1s - loss: 570.0988 - logits_profile_predictions_loss: 566.7447 - logcount_predictions_loss: 0.1694 2418/2420 [============================>.] - ETA: 1s - loss: 570.0994 - logits_profile_predictions_loss: 566.7452 - logcount_predictions_loss: 0.1694 2419/2420 [============================>.] - ETA: 0s - loss: 570.1000 - logits_profile_predictions_loss: 566.7458 - logcount_predictions_loss: 0.1694 2420/2420 [==============================] - ETA: 0s - loss: 570.1005 - logits_profile_predictions_loss: 566.7464 - logcount_predictions_loss: 0.1694 2420/2420 [==============================] - 1426s 589ms/step - loss: 570.1011 - logits_profile_predictions_loss: 566.7470 - logcount_predictions_loss: 0.1694 - val_loss: 673.6548 - val_logits_profile_predictions_loss: 670.6457 - val_logcount_predictions_loss: 0.1520 + +Epoch 00005: val_loss improved from 673.93634 to 673.65485, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 +Epoch 6/50 + 1/2420 [..............................] - ETA: 23:49 - loss: 569.3015 - logits_profile_predictions_loss: 566.7960 - logcount_predictions_loss: 0.1265 2/2420 [..............................] - ETA: 22:49 - loss: 562.7639 - logits_profile_predictions_loss: 560.4224 - logcount_predictions_loss: 0.1183 3/2420 [..............................] - ETA: 22:47 - loss: 564.5557 - logits_profile_predictions_loss: 562.2416 - logcount_predictions_loss: 0.1169 4/2420 [..............................] - ETA: 22:47 - loss: 566.0629 - logits_profile_predictions_loss: 563.5781 - logcount_predictions_loss: 0.1255 5/2420 [..............................] - ETA: 22:46 - loss: 564.9882 - logits_profile_predictions_loss: 562.3945 - logcount_predictions_loss: 0.1310 6/2420 [..............................] - ETA: 22:45 - loss: 564.7466 - logits_profile_predictions_loss: 562.0893 - logcount_predictions_loss: 0.1342 7/2420 [..............................] - ETA: 22:45 - loss: 565.5307 - logits_profile_predictions_loss: 562.8188 - logcount_predictions_loss: 0.1370 8/2420 [..............................] - ETA: 22:45 - loss: 565.4444 - logits_profile_predictions_loss: 562.7002 - logcount_predictions_loss: 0.1386 9/2420 [..............................] - ETA: 22:44 - loss: 565.9396 - logits_profile_predictions_loss: 563.1725 - logcount_predictions_loss: 0.1398 10/2420 [..............................] - ETA: 22:43 - loss: 566.2289 - logits_profile_predictions_loss: 563.4380 - logcount_predictions_loss: 0.1410 11/2420 [..............................] - ETA: 22:43 - loss: 566.8681 - logits_profile_predictions_loss: 564.0625 - logcount_predictions_loss: 0.1417 12/2420 [..............................] - ETA: 22:42 - loss: 567.3397 - logits_profile_predictions_loss: 564.5145 - logcount_predictions_loss: 0.1427 13/2420 [..............................] - ETA: 22:42 - loss: 567.7409 - logits_profile_predictions_loss: 564.8950 - logcount_predictions_loss: 0.1437 14/2420 [..............................] - ETA: 22:41 - loss: 568.1422 - 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[..............................] - ETA: 22:37 - loss: 569.6362 - logits_profile_predictions_loss: 566.6776 - logcount_predictions_loss: 0.1494 22/2420 [..............................] - ETA: 22:36 - loss: 569.6646 - logits_profile_predictions_loss: 566.6932 - logcount_predictions_loss: 0.1501 23/2420 [..............................] - ETA: 22:35 - loss: 569.6116 - logits_profile_predictions_loss: 566.6279 - logcount_predictions_loss: 0.1507 24/2420 [..............................] - ETA: 22:35 - loss: 569.6566 - logits_profile_predictions_loss: 566.6619 - logcount_predictions_loss: 0.1512 25/2420 [..............................] - ETA: 22:34 - loss: 569.7159 - logits_profile_predictions_loss: 566.7128 - logcount_predictions_loss: 0.1517 26/2420 [..............................] - ETA: 22:33 - loss: 569.6360 - logits_profile_predictions_loss: 566.6256 - logcount_predictions_loss: 0.1520 27/2420 [..............................] - ETA: 22:33 - loss: 569.5685 - 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[..............................] - ETA: 22:29 - loss: 569.1557 - logits_profile_predictions_loss: 566.0911 - logcount_predictions_loss: 0.1548 35/2420 [..............................] - ETA: 22:28 - loss: 569.1109 - logits_profile_predictions_loss: 566.0409 - logcount_predictions_loss: 0.1551 36/2420 [..............................] - ETA: 22:28 - loss: 569.1050 - logits_profile_predictions_loss: 566.0304 - logcount_predictions_loss: 0.1553 37/2420 [..............................] - ETA: 22:27 - loss: 569.1127 - logits_profile_predictions_loss: 566.0342 - logcount_predictions_loss: 0.1555 38/2420 [..............................] - ETA: 22:27 - loss: 569.1710 - logits_profile_predictions_loss: 566.0887 - logcount_predictions_loss: 0.1557 39/2420 [..............................] - ETA: 22:26 - loss: 569.2109 - logits_profile_predictions_loss: 566.1250 - logcount_predictions_loss: 0.1559 40/2420 [..............................] - ETA: 22:25 - loss: 569.2432 - 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[..............................] - ETA: 22:21 - loss: 569.4465 - logits_profile_predictions_loss: 566.3340 - logcount_predictions_loss: 0.1572 48/2420 [..............................] - ETA: 22:21 - loss: 569.4603 - logits_profile_predictions_loss: 566.3445 - logcount_predictions_loss: 0.1574 49/2420 [..............................] - ETA: 22:20 - loss: 569.4431 - logits_profile_predictions_loss: 566.3228 - logcount_predictions_loss: 0.1576 50/2420 [..............................] - ETA: 22:20 - loss: 569.4363 - logits_profile_predictions_loss: 566.3116 - logcount_predictions_loss: 0.1578 51/2420 [..............................] - ETA: 22:19 - loss: 569.4358 - logits_profile_predictions_loss: 566.3073 - logcount_predictions_loss: 0.1580 52/2420 [..............................] - ETA: 22:18 - loss: 569.4388 - logits_profile_predictions_loss: 566.3042 - logcount_predictions_loss: 0.1583 53/2420 [..............................] - ETA: 22:18 - loss: 569.4704 - 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[..............................] - ETA: 22:14 - loss: 569.7882 - logits_profile_predictions_loss: 566.6086 - logcount_predictions_loss: 0.1606 61/2420 [..............................] - ETA: 22:13 - loss: 569.8341 - logits_profile_predictions_loss: 566.6497 - logcount_predictions_loss: 0.1608 62/2420 [..............................] - ETA: 22:13 - loss: 569.8788 - logits_profile_predictions_loss: 566.6899 - logcount_predictions_loss: 0.1611 63/2420 [..............................] - ETA: 22:12 - loss: 569.9091 - logits_profile_predictions_loss: 566.7162 - logcount_predictions_loss: 0.1613 64/2420 [..............................] - ETA: 22:12 - loss: 569.9333 - logits_profile_predictions_loss: 566.7369 - logcount_predictions_loss: 0.1614 65/2420 [..............................] - ETA: 22:11 - loss: 569.9471 - logits_profile_predictions_loss: 566.7477 - logcount_predictions_loss: 0.1616 66/2420 [..............................] - ETA: 22:11 - loss: 569.9661 - 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2420/2420 [==============================] - ETA: 0s - loss: 570.3079 - logits_profile_predictions_loss: 567.0587 - logcount_predictions_loss: 0.1641 2420/2420 [==============================] - 1426s 589ms/step - loss: 570.3078 - logits_profile_predictions_loss: 567.0586 - logcount_predictions_loss: 0.1641 - val_loss: 683.7526 - val_logits_profile_predictions_loss: 680.5824 - val_logcount_predictions_loss: 0.1601 + +Epoch 00006: val_loss did not improve from 673.65485 +Epoch 7/50 + 1/2420 [..............................] - ETA: 23:37 - loss: 472.4289 - logits_profile_predictions_loss: 467.5912 - logcount_predictions_loss: 0.2443 2/2420 [..............................] - ETA: 23:13 - loss: 509.1347 - logits_profile_predictions_loss: 504.4009 - logcount_predictions_loss: 0.2391 3/2420 [..............................] - ETA: 23:00 - loss: 531.9866 - logits_profile_predictions_loss: 526.9907 - logcount_predictions_loss: 0.2523 4/2420 [..............................] - ETA: 22:55 - loss: 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[..............................] - ETA: 22:46 - loss: 550.0356 - logits_profile_predictions_loss: 545.7266 - logcount_predictions_loss: 0.2176 12/2420 [..............................] - ETA: 22:45 - loss: 550.4000 - logits_profile_predictions_loss: 546.1436 - logcount_predictions_loss: 0.2150 13/2420 [..............................] - ETA: 22:44 - loss: 550.6223 - logits_profile_predictions_loss: 546.3966 - logcount_predictions_loss: 0.2134 14/2420 [..............................] - ETA: 22:44 - loss: 550.8451 - logits_profile_predictions_loss: 546.6492 - logcount_predictions_loss: 0.2119 15/2420 [..............................] - ETA: 22:43 - loss: 551.2116 - logits_profile_predictions_loss: 547.0492 - logcount_predictions_loss: 0.2102 16/2420 [..............................] - ETA: 22:42 - loss: 551.7051 - logits_profile_predictions_loss: 547.5718 - logcount_predictions_loss: 0.2088 17/2420 [..............................] - ETA: 22:41 - loss: 552.5327 - logits_profile_predictions_loss: 548.4288 - logcount_predictions_loss: 0.2073 18/2420 [..............................] - ETA: 22:41 - loss: 553.0746 - logits_profile_predictions_loss: 548.9981 - logcount_predictions_loss: 0.2059 19/2420 [..............................] - ETA: 22:40 - loss: 553.4787 - logits_profile_predictions_loss: 549.4237 - logcount_predictions_loss: 0.2048 20/2420 [..............................] - ETA: 22:39 - loss: 553.8026 - logits_profile_predictions_loss: 549.7697 - logcount_predictions_loss: 0.2037 21/2420 [..............................] - ETA: 22:39 - loss: 554.4248 - logits_profile_predictions_loss: 550.4106 - logcount_predictions_loss: 0.2027 22/2420 [..............................] - ETA: 22:38 - loss: 555.1093 - logits_profile_predictions_loss: 551.1119 - logcount_predictions_loss: 0.2019 23/2420 [..............................] - ETA: 22:38 - loss: 555.5856 - logits_profile_predictions_loss: 551.6021 - logcount_predictions_loss: 0.2012 24/2420 [..............................] - ETA: 22:37 - loss: 555.9702 - logits_profile_predictions_loss: 551.9956 - logcount_predictions_loss: 0.2007 25/2420 [..............................] - ETA: 22:36 - loss: 556.3181 - logits_profile_predictions_loss: 552.3536 - logcount_predictions_loss: 0.2002 26/2420 [..............................] - ETA: 22:36 - loss: 556.6762 - logits_profile_predictions_loss: 552.7219 - logcount_predictions_loss: 0.1997 27/2420 [..............................] - ETA: 22:35 - loss: 556.9566 - logits_profile_predictions_loss: 553.0130 - logcount_predictions_loss: 0.1992 28/2420 [..............................] - ETA: 22:35 - loss: 557.2112 - logits_profile_predictions_loss: 553.2784 - logcount_predictions_loss: 0.1986 29/2420 [..............................] - ETA: 22:34 - loss: 557.4866 - logits_profile_predictions_loss: 553.5656 - logcount_predictions_loss: 0.1980 30/2420 [..............................] - ETA: 22:33 - loss: 557.7957 - logits_profile_predictions_loss: 553.8867 - logcount_predictions_loss: 0.1974 31/2420 [..............................] - ETA: 22:33 - loss: 558.0959 - logits_profile_predictions_loss: 554.1980 - logcount_predictions_loss: 0.1969 32/2420 [..............................] - ETA: 22:32 - loss: 558.3578 - logits_profile_predictions_loss: 554.4708 - logcount_predictions_loss: 0.1963 33/2420 [..............................] - ETA: 22:32 - loss: 558.6814 - logits_profile_predictions_loss: 554.8042 - logcount_predictions_loss: 0.1958 34/2420 [..............................] - ETA: 22:31 - loss: 558.9099 - logits_profile_predictions_loss: 555.0421 - logcount_predictions_loss: 0.1953 35/2420 [..............................] - ETA: 22:30 - loss: 559.0970 - logits_profile_predictions_loss: 555.2373 - logcount_predictions_loss: 0.1949 36/2420 [..............................] - ETA: 22:30 - loss: 559.2482 - logits_profile_predictions_loss: 555.3962 - logcount_predictions_loss: 0.1945 37/2420 [..............................] - ETA: 22:29 - loss: 559.3799 - logits_profile_predictions_loss: 555.5358 - logcount_predictions_loss: 0.1941 38/2420 [..............................] - ETA: 22:29 - loss: 559.5159 - logits_profile_predictions_loss: 555.6791 - logcount_predictions_loss: 0.1938 39/2420 [..............................] - ETA: 22:28 - loss: 559.6374 - logits_profile_predictions_loss: 555.8065 - logcount_predictions_loss: 0.1935 40/2420 [..............................] - ETA: 22:28 - loss: 559.7566 - logits_profile_predictions_loss: 555.9314 - logcount_predictions_loss: 0.1932 41/2420 [..............................] - ETA: 22:27 - loss: 559.9022 - logits_profile_predictions_loss: 556.0827 - logcount_predictions_loss: 0.1929 42/2420 [..............................] - ETA: 22:26 - loss: 560.0010 - logits_profile_predictions_loss: 556.1871 - logcount_predictions_loss: 0.1926 43/2420 [..............................] - ETA: 22:26 - loss: 560.0736 - logits_profile_predictions_loss: 556.2645 - logcount_predictions_loss: 0.1924 44/2420 [..............................] - ETA: 22:25 - loss: 560.1410 - logits_profile_predictions_loss: 556.3366 - logcount_predictions_loss: 0.1921 45/2420 [..............................] - ETA: 22:25 - loss: 560.2011 - logits_profile_predictions_loss: 556.4012 - logcount_predictions_loss: 0.1919 46/2420 [..............................] - ETA: 22:24 - loss: 560.2322 - logits_profile_predictions_loss: 556.4372 - logcount_predictions_loss: 0.1917 47/2420 [..............................] - ETA: 22:24 - loss: 560.2404 - logits_profile_predictions_loss: 556.4504 - logcount_predictions_loss: 0.1914 48/2420 [..............................] - ETA: 22:23 - loss: 560.2509 - logits_profile_predictions_loss: 556.4661 - logcount_predictions_loss: 0.1912 49/2420 [..............................] - ETA: 22:22 - loss: 560.2402 - logits_profile_predictions_loss: 556.4598 - logcount_predictions_loss: 0.1909 50/2420 [..............................] - ETA: 22:22 - loss: 560.2379 - logits_profile_predictions_loss: 556.4622 - logcount_predictions_loss: 0.1907 51/2420 [..............................] - ETA: 22:21 - loss: 560.2609 - logits_profile_predictions_loss: 556.4900 - logcount_predictions_loss: 0.1904 52/2420 [..............................] - ETA: 22:21 - loss: 560.2978 - logits_profile_predictions_loss: 556.5319 - logcount_predictions_loss: 0.1902 53/2420 [..............................] - ETA: 22:20 - loss: 560.3219 - logits_profile_predictions_loss: 556.5609 - logcount_predictions_loss: 0.1900 54/2420 [..............................] - ETA: 22:19 - loss: 560.3667 - logits_profile_predictions_loss: 556.6104 - logcount_predictions_loss: 0.1897 55/2420 [..............................] - ETA: 22:19 - loss: 560.4212 - logits_profile_predictions_loss: 556.6699 - logcount_predictions_loss: 0.1895 56/2420 [..............................] - ETA: 22:18 - loss: 560.5035 - logits_profile_predictions_loss: 556.7575 - logcount_predictions_loss: 0.1892 57/2420 [..............................] - ETA: 22:18 - loss: 560.6181 - logits_profile_predictions_loss: 556.8768 - logcount_predictions_loss: 0.1890 58/2420 [..............................] - ETA: 22:17 - loss: 560.7181 - logits_profile_predictions_loss: 556.9818 - logcount_predictions_loss: 0.1887 59/2420 [..............................] - ETA: 22:17 - loss: 560.8415 - logits_profile_predictions_loss: 557.1103 - logcount_predictions_loss: 0.1885 60/2420 [..............................] - ETA: 22:16 - loss: 560.9528 - logits_profile_predictions_loss: 557.2267 - logcount_predictions_loss: 0.1882 61/2420 [..............................] - ETA: 22:15 - loss: 561.0410 - logits_profile_predictions_loss: 557.3199 - logcount_predictions_loss: 0.1879 62/2420 [..............................] - ETA: 22:15 - loss: 561.1026 - logits_profile_predictions_loss: 557.3865 - logcount_predictions_loss: 0.1877 63/2420 [..............................] - ETA: 22:14 - loss: 561.1540 - logits_profile_predictions_loss: 557.4425 - logcount_predictions_loss: 0.1875 64/2420 [..............................] - ETA: 22:14 - loss: 561.1942 - logits_profile_predictions_loss: 557.4873 - logcount_predictions_loss: 0.1872 65/2420 [..............................] - ETA: 22:13 - loss: 561.2229 - logits_profile_predictions_loss: 557.5208 - logcount_predictions_loss: 0.1870 66/2420 [..............................] - ETA: 22:13 - loss: 561.2645 - logits_profile_predictions_loss: 557.5670 - logcount_predictions_loss: 0.1867 67/2420 [..............................] - ETA: 22:12 - loss: 561.3006 - logits_profile_predictions_loss: 557.6077 - logcount_predictions_loss: 0.1865 68/2420 [..............................] - ETA: 22:12 - loss: 561.3253 - logits_profile_predictions_loss: 557.6371 - logcount_predictions_loss: 0.1863 69/2420 [..............................] - ETA: 22:11 - loss: 561.3509 - logits_profile_predictions_loss: 557.6674 - logcount_predictions_loss: 0.1860 70/2420 [..............................] - ETA: 22:10 - loss: 561.3794 - logits_profile_predictions_loss: 557.7002 - logcount_predictions_loss: 0.1858 71/2420 [..............................] - ETA: 22:10 - loss: 561.4026 - logits_profile_predictions_loss: 557.7279 - logcount_predictions_loss: 0.1856 72/2420 [..............................] - ETA: 22:09 - loss: 561.4153 - logits_profile_predictions_loss: 557.7453 - logcount_predictions_loss: 0.1854 73/2420 [..............................] - ETA: 22:09 - loss: 561.4239 - logits_profile_predictions_loss: 557.7584 - logcount_predictions_loss: 0.1851 74/2420 [..............................] - ETA: 22:08 - loss: 561.4341 - logits_profile_predictions_loss: 557.7731 - logcount_predictions_loss: 0.1849 75/2420 [..............................] - ETA: 22:08 - loss: 561.4511 - logits_profile_predictions_loss: 557.7945 - logcount_predictions_loss: 0.1847 76/2420 [..............................] - ETA: 22:07 - loss: 561.4733 - logits_profile_predictions_loss: 557.8210 - logcount_predictions_loss: 0.1845 77/2420 [..............................] - ETA: 22:06 - loss: 561.5036 - logits_profile_predictions_loss: 557.8556 - logcount_predictions_loss: 0.1842 78/2420 [..............................] - ETA: 22:06 - loss: 561.5237 - logits_profile_predictions_loss: 557.8797 - logcount_predictions_loss: 0.1840 79/2420 [..............................] - ETA: 22:05 - loss: 561.5383 - logits_profile_predictions_loss: 557.8982 - logcount_predictions_loss: 0.1838 80/2420 [..............................] - ETA: 22:05 - loss: 561.5505 - logits_profile_predictions_loss: 557.9144 - logcount_predictions_loss: 0.1836 81/2420 [>.............................] - ETA: 22:04 - loss: 561.5708 - logits_profile_predictions_loss: 557.9387 - logcount_predictions_loss: 0.1834 82/2420 [>.............................] - ETA: 22:04 - loss: 561.5867 - 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[>.............................] - ETA: 22:00 - loss: 561.7255 - logits_profile_predictions_loss: 558.1201 - logcount_predictions_loss: 0.1821 90/2420 [>.............................] - ETA: 21:59 - loss: 561.7439 - logits_profile_predictions_loss: 558.1414 - logcount_predictions_loss: 0.1819 91/2420 [>.............................] - ETA: 21:58 - loss: 561.7569 - logits_profile_predictions_loss: 558.1573 - logcount_predictions_loss: 0.1818 92/2420 [>.............................] - ETA: 21:58 - loss: 561.7717 - logits_profile_predictions_loss: 558.1749 - logcount_predictions_loss: 0.1817 93/2420 [>.............................] - ETA: 21:57 - loss: 561.7844 - logits_profile_predictions_loss: 558.1905 - logcount_predictions_loss: 0.1815 94/2420 [>.............................] - ETA: 21:57 - loss: 561.7973 - logits_profile_predictions_loss: 558.2057 - logcount_predictions_loss: 0.1814 95/2420 [>.............................] - ETA: 21:56 - loss: 561.8096 - 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[>.............................] - ETA: 21:52 - loss: 561.9095 - logits_profile_predictions_loss: 558.3371 - logcount_predictions_loss: 0.1804 103/2420 [>.............................] - ETA: 21:52 - loss: 561.9300 - logits_profile_predictions_loss: 558.3599 - logcount_predictions_loss: 0.1803 104/2420 [>.............................] - ETA: 21:51 - loss: 561.9539 - logits_profile_predictions_loss: 558.3857 - logcount_predictions_loss: 0.1802 105/2420 [>.............................] - ETA: 21:51 - loss: 561.9781 - logits_profile_predictions_loss: 558.4119 - logcount_predictions_loss: 0.1801 106/2420 [>.............................] - ETA: 21:50 - loss: 562.0037 - logits_profile_predictions_loss: 558.4394 - logcount_predictions_loss: 0.1800 107/2420 [>.............................] - ETA: 21:49 - loss: 562.0309 - logits_profile_predictions_loss: 558.4684 - logcount_predictions_loss: 0.1799 108/2420 [>.............................] - ETA: 21:49 - loss: 562.0560 - 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[>.............................] - ETA: 21:45 - loss: 562.2681 - logits_profile_predictions_loss: 558.7205 - logcount_predictions_loss: 0.1792 116/2420 [>.............................] - ETA: 21:44 - loss: 562.3002 - logits_profile_predictions_loss: 558.7542 - logcount_predictions_loss: 0.1791 117/2420 [>.............................] - ETA: 21:44 - loss: 562.3318 - logits_profile_predictions_loss: 558.7873 - logcount_predictions_loss: 0.1790 118/2420 [>.............................] - ETA: 21:43 - loss: 562.3570 - logits_profile_predictions_loss: 558.8141 - logcount_predictions_loss: 0.1789 119/2420 [>.............................] - ETA: 21:43 - loss: 562.3818 - logits_profile_predictions_loss: 558.8406 - logcount_predictions_loss: 0.1788 120/2420 [>.............................] - ETA: 21:42 - loss: 562.4052 - logits_profile_predictions_loss: 558.8657 - logcount_predictions_loss: 0.1788 121/2420 [>.............................] - ETA: 21:41 - loss: 562.4296 - 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[>.............................] - ETA: 21:37 - loss: 562.5324 - logits_profile_predictions_loss: 559.0059 - logcount_predictions_loss: 0.1781 129/2420 [>.............................] - ETA: 21:37 - loss: 562.5435 - logits_profile_predictions_loss: 559.0186 - logcount_predictions_loss: 0.1780 130/2420 [>.............................] - ETA: 21:36 - loss: 562.5526 - logits_profile_predictions_loss: 559.0293 - logcount_predictions_loss: 0.1779 131/2420 [>.............................] - ETA: 21:36 - loss: 562.5619 - logits_profile_predictions_loss: 559.0402 - logcount_predictions_loss: 0.1779 132/2420 [>.............................] - ETA: 21:35 - loss: 562.5716 - logits_profile_predictions_loss: 559.0515 - logcount_predictions_loss: 0.1778 133/2420 [>.............................] - ETA: 21:35 - loss: 562.5826 - logits_profile_predictions_loss: 559.0641 - logcount_predictions_loss: 0.1777 134/2420 [>.............................] - ETA: 21:34 - loss: 562.5980 - 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[>.............................] - ETA: 21:30 - loss: 562.7233 - logits_profile_predictions_loss: 559.2171 - logcount_predictions_loss: 0.1771 142/2420 [>.............................] - ETA: 21:30 - loss: 562.7372 - logits_profile_predictions_loss: 559.2325 - logcount_predictions_loss: 0.1770 143/2420 [>.............................] - ETA: 21:29 - loss: 562.7489 - logits_profile_predictions_loss: 559.2457 - logcount_predictions_loss: 0.1769 144/2420 [>.............................] - ETA: 21:29 - loss: 562.7608 - logits_profile_predictions_loss: 559.2592 - logcount_predictions_loss: 0.1768 145/2420 [>.............................] - ETA: 21:28 - loss: 562.7742 - logits_profile_predictions_loss: 559.2741 - logcount_predictions_loss: 0.1768 146/2420 [>.............................] - ETA: 21:27 - loss: 562.7835 - logits_profile_predictions_loss: 559.2848 - logcount_predictions_loss: 0.1767 147/2420 [>.............................] - ETA: 21:27 - loss: 562.7910 - 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loss: 566.4258 - logits_profile_predictions_loss: 563.2157 - logcount_predictions_loss: 0.1621 2417/2420 [============================>.] - ETA: 1s - loss: 566.4265 - logits_profile_predictions_loss: 563.2164 - logcount_predictions_loss: 0.1621 2418/2420 [============================>.] - ETA: 1s - loss: 566.4272 - logits_profile_predictions_loss: 563.2171 - logcount_predictions_loss: 0.1621 2419/2420 [============================>.] - ETA: 0s - loss: 566.4279 - logits_profile_predictions_loss: 563.2178 - logcount_predictions_loss: 0.1621 2420/2420 [==============================] - ETA: 0s - loss: 566.4286 - logits_profile_predictions_loss: 563.2185 - logcount_predictions_loss: 0.1621 2420/2420 [==============================] - 1429s 590ms/step - loss: 566.4293 - logits_profile_predictions_loss: 563.2193 - logcount_predictions_loss: 0.1621 - val_loss: 678.5926 - val_logits_profile_predictions_loss: 675.2136 - val_logcount_predictions_loss: 0.1707 + +Epoch 00007: val_loss did not improve from 673.65485 +Epoch 8/50 + 1/2420 [..............................] - ETA: 23:36 - loss: 606.5815 - logits_profile_predictions_loss: 603.6714 - logcount_predictions_loss: 0.1470 2/2420 [..............................] - ETA: 22:48 - loss: 613.6180 - logits_profile_predictions_loss: 610.8151 - logcount_predictions_loss: 0.1416 3/2420 [..............................] - ETA: 22:47 - loss: 609.5622 - logits_profile_predictions_loss: 606.9362 - logcount_predictions_loss: 0.1326 4/2420 [..............................] - ETA: 22:46 - loss: 607.6967 - logits_profile_predictions_loss: 605.1870 - logcount_predictions_loss: 0.1268 5/2420 [..............................] - ETA: 22:45 - loss: 603.6179 - logits_profile_predictions_loss: 601.1646 - logcount_predictions_loss: 0.1239 6/2420 [..............................] - ETA: 22:45 - loss: 598.2746 - logits_profile_predictions_loss: 595.8517 - logcount_predictions_loss: 0.1224 7/2420 [..............................] - ETA: 22:44 - loss: 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[..............................] - ETA: 22:40 - loss: 585.7778 - logits_profile_predictions_loss: 583.1809 - logcount_predictions_loss: 0.1312 15/2420 [..............................] - ETA: 22:39 - loss: 584.8298 - logits_profile_predictions_loss: 582.2118 - logcount_predictions_loss: 0.1322 16/2420 [..............................] - ETA: 22:39 - loss: 583.7619 - logits_profile_predictions_loss: 581.1255 - logcount_predictions_loss: 0.1332 17/2420 [..............................] - ETA: 22:38 - loss: 582.8713 - logits_profile_predictions_loss: 580.2152 - logcount_predictions_loss: 0.1341 18/2420 [..............................] - ETA: 22:37 - loss: 581.9435 - logits_profile_predictions_loss: 579.2724 - logcount_predictions_loss: 0.1349 19/2420 [..............................] - ETA: 22:37 - loss: 580.9413 - logits_profile_predictions_loss: 578.2500 - logcount_predictions_loss: 0.1359 20/2420 [..............................] - ETA: 22:36 - loss: 579.8711 - 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[..............................] - ETA: 22:32 - loss: 575.0420 - logits_profile_predictions_loss: 572.2202 - logcount_predictions_loss: 0.1425 28/2420 [..............................] - ETA: 22:32 - loss: 574.5270 - logits_profile_predictions_loss: 571.6915 - logcount_predictions_loss: 0.1432 29/2420 [..............................] - ETA: 22:31 - loss: 574.0520 - logits_profile_predictions_loss: 571.2039 - logcount_predictions_loss: 0.1438 30/2420 [..............................] - ETA: 22:31 - loss: 573.6403 - logits_profile_predictions_loss: 570.7815 - logcount_predictions_loss: 0.1444 31/2420 [..............................] - ETA: 22:30 - loss: 573.2155 - logits_profile_predictions_loss: 570.3473 - logcount_predictions_loss: 0.1449 32/2420 [..............................] - ETA: 22:30 - loss: 572.8222 - logits_profile_predictions_loss: 569.9420 - logcount_predictions_loss: 0.1455 33/2420 [..............................] - ETA: 22:29 - loss: 572.4581 - 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[..............................] - ETA: 22:25 - loss: 570.8962 - logits_profile_predictions_loss: 567.9501 - logcount_predictions_loss: 0.1488 41/2420 [..............................] - ETA: 22:24 - loss: 570.8012 - logits_profile_predictions_loss: 567.8497 - logcount_predictions_loss: 0.1491 42/2420 [..............................] - ETA: 22:24 - loss: 570.7500 - logits_profile_predictions_loss: 567.7941 - logcount_predictions_loss: 0.1493 43/2420 [..............................] - ETA: 22:23 - loss: 570.7316 - logits_profile_predictions_loss: 567.7722 - logcount_predictions_loss: 0.1495 44/2420 [..............................] - ETA: 22:23 - loss: 570.6894 - logits_profile_predictions_loss: 567.7270 - logcount_predictions_loss: 0.1496 45/2420 [..............................] - ETA: 22:22 - loss: 570.6589 - logits_profile_predictions_loss: 567.6933 - logcount_predictions_loss: 0.1498 46/2420 [..............................] - ETA: 22:22 - loss: 570.6113 - 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logits_profile_predictions_loss: 564.7501 - logcount_predictions_loss: 0.1535 2400/2420 [============================>.] - ETA: 11s - loss: 567.7906 - logits_profile_predictions_loss: 564.7503 - logcount_predictions_loss: 0.1535 2401/2420 [============================>.] - ETA: 10s - loss: 567.7908 - logits_profile_predictions_loss: 564.7505 - logcount_predictions_loss: 0.1535 2402/2420 [============================>.] - ETA: 10s - loss: 567.7910 - logits_profile_predictions_loss: 564.7507 - logcount_predictions_loss: 0.1535 2403/2420 [============================>.] - ETA: 9s - loss: 567.7911 - logits_profile_predictions_loss: 564.7509 - logcount_predictions_loss: 0.1535  2404/2420 [============================>.] - ETA: 9s - loss: 567.7913 - logits_profile_predictions_loss: 564.7511 - logcount_predictions_loss: 0.1535 2405/2420 [============================>.] - ETA: 8s - loss: 567.7915 - logits_profile_predictions_loss: 564.7513 - logcount_predictions_loss: 0.1535 2406/2420 [============================>.] - ETA: 7s - loss: 567.7917 - logits_profile_predictions_loss: 564.7515 - logcount_predictions_loss: 0.1535 2407/2420 [============================>.] - ETA: 7s - loss: 567.7920 - logits_profile_predictions_loss: 564.7517 - logcount_predictions_loss: 0.1535 2408/2420 [============================>.] - ETA: 6s - loss: 567.7922 - logits_profile_predictions_loss: 564.7520 - logcount_predictions_loss: 0.1535 2409/2420 [============================>.] - ETA: 6s - loss: 567.7924 - logits_profile_predictions_loss: 564.7522 - logcount_predictions_loss: 0.1535 2410/2420 [============================>.] - ETA: 5s - loss: 567.7926 - logits_profile_predictions_loss: 564.7524 - logcount_predictions_loss: 0.1535 2411/2420 [============================>.] - ETA: 5s - loss: 567.7928 - logits_profile_predictions_loss: 564.7526 - logcount_predictions_loss: 0.1535 2412/2420 [============================>.] - ETA: 4s - loss: 567.7930 - logits_profile_predictions_loss: 564.7528 - logcount_predictions_loss: 0.1535 2413/2420 [============================>.] - ETA: 3s - loss: 567.7932 - logits_profile_predictions_loss: 564.7530 - logcount_predictions_loss: 0.1535 2414/2420 [============================>.] - ETA: 3s - loss: 567.7934 - logits_profile_predictions_loss: 564.7532 - logcount_predictions_loss: 0.1535 2415/2420 [============================>.] - ETA: 2s - loss: 567.7936 - logits_profile_predictions_loss: 564.7534 - logcount_predictions_loss: 0.1535 2416/2420 [============================>.] - ETA: 2s - loss: 567.7938 - logits_profile_predictions_loss: 564.7536 - logcount_predictions_loss: 0.1535 2417/2420 [============================>.] - ETA: 1s - loss: 567.7939 - logits_profile_predictions_loss: 564.7538 - logcount_predictions_loss: 0.1535 2418/2420 [============================>.] - ETA: 1s - loss: 567.7941 - logits_profile_predictions_loss: 564.7539 - logcount_predictions_loss: 0.1535 2419/2420 [============================>.] - ETA: 0s - loss: 567.7943 - logits_profile_predictions_loss: 564.7541 - logcount_predictions_loss: 0.1535 2420/2420 [==============================] - ETA: 0s - loss: 567.7944 - logits_profile_predictions_loss: 564.7543 - logcount_predictions_loss: 0.1535 2420/2420 [==============================] - 1426s 589ms/step - loss: 567.7946 - logits_profile_predictions_loss: 564.7544 - logcount_predictions_loss: 0.1535 - val_loss: 676.0526 - val_logits_profile_predictions_loss: 673.0828 - val_logcount_predictions_loss: 0.1500 + +Epoch 00008: val_loss did not improve from 673.65485 +Epoch 9/50 + 1/2420 [..............................] - ETA: 23:55 - loss: 596.4698 - logits_profile_predictions_loss: 593.6010 - logcount_predictions_loss: 0.1449 2/2420 [..............................] - ETA: 22:44 - loss: 586.0003 - logits_profile_predictions_loss: 582.9671 - logcount_predictions_loss: 0.1532 3/2420 [..............................] - ETA: 22:44 - loss: 586.0881 - logits_profile_predictions_loss: 582.9585 - logcount_predictions_loss: 0.1581 4/2420 [..............................] - ETA: 22:44 - loss: 588.2997 - logits_profile_predictions_loss: 585.1134 - logcount_predictions_loss: 0.1609 5/2420 [..............................] - ETA: 22:43 - loss: 589.3735 - logits_profile_predictions_loss: 586.1578 - logcount_predictions_loss: 0.1624 6/2420 [..............................] - ETA: 22:43 - loss: 589.5818 - logits_profile_predictions_loss: 586.3805 - logcount_predictions_loss: 0.1617 7/2420 [..............................] - ETA: 22:42 - loss: 588.8525 - logits_profile_predictions_loss: 585.6525 - logcount_predictions_loss: 0.1616 8/2420 [..............................] - ETA: 22:42 - loss: 587.9562 - logits_profile_predictions_loss: 584.7254 - logcount_predictions_loss: 0.1632 9/2420 [..............................] - ETA: 22:41 - loss: 586.3175 - logits_profile_predictions_loss: 583.0765 - logcount_predictions_loss: 0.1637 10/2420 [..............................] - ETA: 22:40 - loss: 585.1375 - logits_profile_predictions_loss: 581.8998 - logcount_predictions_loss: 0.1635 11/2420 [..............................] - ETA: 22:40 - loss: 583.7869 - logits_profile_predictions_loss: 580.5490 - logcount_predictions_loss: 0.1635 12/2420 [..............................] - ETA: 22:39 - loss: 582.5700 - logits_profile_predictions_loss: 579.3453 - logcount_predictions_loss: 0.1629 13/2420 [..............................] - ETA: 22:39 - loss: 581.4745 - logits_profile_predictions_loss: 578.2613 - logcount_predictions_loss: 0.1623 14/2420 [..............................] - ETA: 22:38 - loss: 580.3731 - logits_profile_predictions_loss: 577.1684 - logcount_predictions_loss: 0.1619 15/2420 [..............................] - ETA: 22:38 - loss: 579.5551 - logits_profile_predictions_loss: 576.3615 - logcount_predictions_loss: 0.1613 16/2420 [..............................] - ETA: 22:37 - loss: 578.8925 - logits_profile_predictions_loss: 575.7118 - logcount_predictions_loss: 0.1606 17/2420 [..............................] - ETA: 22:37 - loss: 578.1240 - logits_profile_predictions_loss: 574.9575 - logcount_predictions_loss: 0.1599 18/2420 [..............................] - ETA: 22:36 - loss: 577.2539 - logits_profile_predictions_loss: 574.0967 - logcount_predictions_loss: 0.1595 19/2420 [..............................] - ETA: 22:36 - loss: 576.7042 - logits_profile_predictions_loss: 573.5574 - logcount_predictions_loss: 0.1589 20/2420 [..............................] - ETA: 22:35 - loss: 576.1014 - logits_profile_predictions_loss: 572.9656 - logcount_predictions_loss: 0.1584 21/2420 [..............................] - ETA: 22:35 - loss: 575.5329 - logits_profile_predictions_loss: 572.4063 - logcount_predictions_loss: 0.1579 22/2420 [..............................] - ETA: 22:34 - loss: 574.9553 - logits_profile_predictions_loss: 571.8373 - logcount_predictions_loss: 0.1575 23/2420 [..............................] - ETA: 22:34 - loss: 574.5451 - logits_profile_predictions_loss: 571.4343 - logcount_predictions_loss: 0.1571 24/2420 [..............................] - ETA: 22:33 - loss: 574.0997 - logits_profile_predictions_loss: 570.9967 - logcount_predictions_loss: 0.1567 25/2420 [..............................] - ETA: 22:32 - loss: 573.5906 - logits_profile_predictions_loss: 570.4952 - logcount_predictions_loss: 0.1563 26/2420 [..............................] - ETA: 22:32 - loss: 573.1320 - logits_profile_predictions_loss: 570.0432 - logcount_predictions_loss: 0.1560 27/2420 [..............................] - ETA: 22:31 - loss: 572.6753 - logits_profile_predictions_loss: 569.5926 - logcount_predictions_loss: 0.1557 28/2420 [..............................] - ETA: 22:31 - loss: 572.2207 - logits_profile_predictions_loss: 569.1450 - logcount_predictions_loss: 0.1553 29/2420 [..............................] - ETA: 22:30 - loss: 571.7761 - logits_profile_predictions_loss: 568.7075 - logcount_predictions_loss: 0.1550 30/2420 [..............................] - ETA: 22:30 - loss: 571.3578 - logits_profile_predictions_loss: 568.2942 - logcount_predictions_loss: 0.1547 31/2420 [..............................] - ETA: 22:29 - loss: 571.0226 - logits_profile_predictions_loss: 567.9640 - logcount_predictions_loss: 0.1545 32/2420 [..............................] - ETA: 22:29 - loss: 570.7321 - logits_profile_predictions_loss: 567.6792 - logcount_predictions_loss: 0.1542 33/2420 [..............................] - ETA: 22:28 - loss: 570.4455 - logits_profile_predictions_loss: 567.3983 - logcount_predictions_loss: 0.1539 34/2420 [..............................] - ETA: 22:28 - loss: 570.2184 - logits_profile_predictions_loss: 567.1771 - logcount_predictions_loss: 0.1536 35/2420 [..............................] - ETA: 22:27 - loss: 569.9793 - logits_profile_predictions_loss: 566.9420 - logcount_predictions_loss: 0.1534 36/2420 [..............................] - ETA: 22:26 - loss: 569.7137 - logits_profile_predictions_loss: 566.6806 - logcount_predictions_loss: 0.1532 37/2420 [..............................] - ETA: 22:26 - loss: 569.4037 - logits_profile_predictions_loss: 566.3735 - logcount_predictions_loss: 0.1530 38/2420 [..............................] - ETA: 22:26 - loss: 569.1209 - logits_profile_predictions_loss: 566.0936 - logcount_predictions_loss: 0.1529 39/2420 [..............................] - ETA: 22:25 - loss: 568.8862 - logits_profile_predictions_loss: 565.8616 - logcount_predictions_loss: 0.1528 40/2420 [..............................] - ETA: 22:25 - loss: 568.6622 - logits_profile_predictions_loss: 565.6408 - logcount_predictions_loss: 0.1526 41/2420 [..............................] - ETA: 22:24 - loss: 568.4858 - logits_profile_predictions_loss: 565.4677 - logcount_predictions_loss: 0.1524 42/2420 [..............................] - ETA: 22:24 - loss: 568.3249 - logits_profile_predictions_loss: 565.3101 - logcount_predictions_loss: 0.1523 43/2420 [..............................] - ETA: 22:23 - loss: 568.2014 - logits_profile_predictions_loss: 565.1903 - logcount_predictions_loss: 0.1521 44/2420 [..............................] - ETA: 22:22 - loss: 568.0720 - logits_profile_predictions_loss: 565.0642 - logcount_predictions_loss: 0.1519 45/2420 [..............................] - ETA: 22:22 - loss: 567.9719 - logits_profile_predictions_loss: 564.9676 - logcount_predictions_loss: 0.1517 46/2420 [..............................] - ETA: 22:21 - loss: 567.8754 - logits_profile_predictions_loss: 564.8747 - logcount_predictions_loss: 0.1515 47/2420 [..............................] - ETA: 22:21 - loss: 567.7666 - logits_profile_predictions_loss: 564.7696 - logcount_predictions_loss: 0.1514 48/2420 [..............................] - ETA: 22:20 - loss: 567.6443 - logits_profile_predictions_loss: 564.6512 - logcount_predictions_loss: 0.1512 49/2420 [..............................] - ETA: 22:20 - loss: 567.5483 - logits_profile_predictions_loss: 564.5587 - logcount_predictions_loss: 0.1510 50/2420 [..............................] - ETA: 22:19 - loss: 567.4512 - logits_profile_predictions_loss: 564.4648 - logcount_predictions_loss: 0.1508 51/2420 [..............................] - ETA: 22:19 - loss: 567.3697 - logits_profile_predictions_loss: 564.3866 - logcount_predictions_loss: 0.1507 52/2420 [..............................] - ETA: 22:18 - loss: 567.2964 - logits_profile_predictions_loss: 564.3168 - logcount_predictions_loss: 0.1505 53/2420 [..............................] - ETA: 22:17 - loss: 567.2511 - logits_profile_predictions_loss: 564.2751 - logcount_predictions_loss: 0.1503 54/2420 [..............................] - ETA: 22:17 - loss: 567.1872 - logits_profile_predictions_loss: 564.2147 - logcount_predictions_loss: 0.1501 55/2420 [..............................] - ETA: 22:16 - loss: 567.1201 - logits_profile_predictions_loss: 564.1509 - logcount_predictions_loss: 0.1500 56/2420 [..............................] - ETA: 22:16 - loss: 567.0454 - logits_profile_predictions_loss: 564.0796 - logcount_predictions_loss: 0.1498 57/2420 [..............................] - ETA: 22:15 - loss: 566.9770 - logits_profile_predictions_loss: 564.0135 - logcount_predictions_loss: 0.1497 58/2420 [..............................] - ETA: 22:15 - loss: 566.8852 - logits_profile_predictions_loss: 563.9237 - logcount_predictions_loss: 0.1496 59/2420 [..............................] - ETA: 22:14 - loss: 566.8082 - logits_profile_predictions_loss: 563.8488 - logcount_predictions_loss: 0.1495 60/2420 [..............................] - ETA: 22:13 - loss: 566.7427 - logits_profile_predictions_loss: 563.7854 - logcount_predictions_loss: 0.1494 61/2420 [..............................] - ETA: 22:13 - loss: 566.6826 - logits_profile_predictions_loss: 563.7271 - logcount_predictions_loss: 0.1493 62/2420 [..............................] - ETA: 22:12 - loss: 566.6263 - logits_profile_predictions_loss: 563.6727 - logcount_predictions_loss: 0.1492 63/2420 [..............................] - ETA: 22:12 - loss: 566.5907 - logits_profile_predictions_loss: 563.6390 - logcount_predictions_loss: 0.1491 64/2420 [..............................] - ETA: 22:11 - loss: 566.5511 - logits_profile_predictions_loss: 563.6015 - logcount_predictions_loss: 0.1490 65/2420 [..............................] - ETA: 22:10 - loss: 566.5009 - logits_profile_predictions_loss: 563.5529 - logcount_predictions_loss: 0.1489 66/2420 [..............................] - ETA: 22:10 - loss: 566.4585 - logits_profile_predictions_loss: 563.5121 - logcount_predictions_loss: 0.1488 67/2420 [..............................] - ETA: 22:09 - loss: 566.4200 - logits_profile_predictions_loss: 563.4752 - logcount_predictions_loss: 0.1487 68/2420 [..............................] - ETA: 22:09 - loss: 566.3837 - logits_profile_predictions_loss: 563.4404 - logcount_predictions_loss: 0.1487 69/2420 [..............................] - ETA: 22:08 - loss: 566.3418 - logits_profile_predictions_loss: 563.4001 - logcount_predictions_loss: 0.1486 70/2420 [..............................] - ETA: 22:08 - loss: 566.2916 - logits_profile_predictions_loss: 563.3517 - logcount_predictions_loss: 0.1485 71/2420 [..............................] - ETA: 22:07 - loss: 566.2484 - logits_profile_predictions_loss: 563.3103 - logcount_predictions_loss: 0.1484 72/2420 [..............................] - ETA: 22:06 - loss: 566.2053 - logits_profile_predictions_loss: 563.2691 - logcount_predictions_loss: 0.1483 73/2420 [..............................] - ETA: 22:06 - loss: 566.1634 - logits_profile_predictions_loss: 563.2291 - logcount_predictions_loss: 0.1482 74/2420 [..............................] - ETA: 22:05 - loss: 566.1245 - logits_profile_predictions_loss: 563.1922 - logcount_predictions_loss: 0.1481 75/2420 [..............................] - ETA: 22:05 - loss: 566.0820 - logits_profile_predictions_loss: 563.1519 - logcount_predictions_loss: 0.1480 76/2420 [..............................] - ETA: 22:04 - loss: 566.0390 - logits_profile_predictions_loss: 563.1111 - logcount_predictions_loss: 0.1479 77/2420 [..............................] - ETA: 22:04 - loss: 565.9988 - logits_profile_predictions_loss: 563.0731 - logcount_predictions_loss: 0.1478 78/2420 [..............................] - ETA: 22:03 - loss: 565.9574 - logits_profile_predictions_loss: 563.0338 - logcount_predictions_loss: 0.1477 79/2420 [..............................] - ETA: 22:03 - loss: 565.9198 - logits_profile_predictions_loss: 562.9981 - logcount_predictions_loss: 0.1476 80/2420 [..............................] - ETA: 22:02 - loss: 565.8831 - logits_profile_predictions_loss: 562.9632 - logcount_predictions_loss: 0.1475 81/2420 [>.............................] - ETA: 22:01 - loss: 565.8461 - logits_profile_predictions_loss: 562.9280 - logcount_predictions_loss: 0.1474 82/2420 [>.............................] - ETA: 22:01 - loss: 565.8092 - logits_profile_predictions_loss: 562.8929 - logcount_predictions_loss: 0.1473 83/2420 [>.............................] - ETA: 22:00 - loss: 565.7846 - logits_profile_predictions_loss: 562.8698 - logcount_predictions_loss: 0.1472 84/2420 [>.............................] - ETA: 22:00 - loss: 565.7625 - logits_profile_predictions_loss: 562.8492 - logcount_predictions_loss: 0.1471 85/2420 [>.............................] - ETA: 22:00 - loss: 565.7403 - logits_profile_predictions_loss: 562.8284 - logcount_predictions_loss: 0.1471 86/2420 [>.............................] - ETA: 21:59 - loss: 565.7078 - logits_profile_predictions_loss: 562.7974 - logcount_predictions_loss: 0.1470 87/2420 [>.............................] - ETA: 21:59 - loss: 565.6784 - logits_profile_predictions_loss: 562.7696 - logcount_predictions_loss: 0.1469 88/2420 [>.............................] - ETA: 21:58 - loss: 565.6465 - logits_profile_predictions_loss: 562.7389 - logcount_predictions_loss: 0.1469 89/2420 [>.............................] - ETA: 21:57 - loss: 565.6172 - logits_profile_predictions_loss: 562.7108 - logcount_predictions_loss: 0.1468 90/2420 [>.............................] - ETA: 21:57 - loss: 565.5944 - logits_profile_predictions_loss: 562.6893 - logcount_predictions_loss: 0.1467 91/2420 [>.............................] - ETA: 21:56 - loss: 565.5733 - logits_profile_predictions_loss: 562.6697 - logcount_predictions_loss: 0.1466 92/2420 [>.............................] - ETA: 21:56 - loss: 565.5653 - logits_profile_predictions_loss: 562.6633 - logcount_predictions_loss: 0.1466 93/2420 [>.............................] - ETA: 21:55 - loss: 565.5539 - logits_profile_predictions_loss: 562.6533 - logcount_predictions_loss: 0.1465 94/2420 [>.............................] - ETA: 21:55 - loss: 565.5452 - logits_profile_predictions_loss: 562.6461 - logcount_predictions_loss: 0.1464 95/2420 [>.............................] - ETA: 21:54 - loss: 565.5378 - logits_profile_predictions_loss: 562.6401 - logcount_predictions_loss: 0.1464 96/2420 [>.............................] - ETA: 21:53 - loss: 565.5318 - logits_profile_predictions_loss: 562.6355 - logcount_predictions_loss: 0.1463 97/2420 [>.............................] - ETA: 21:53 - loss: 565.5273 - logits_profile_predictions_loss: 562.6322 - logcount_predictions_loss: 0.1462 98/2420 [>.............................] - ETA: 21:52 - loss: 565.5215 - logits_profile_predictions_loss: 562.6278 - logcount_predictions_loss: 0.1461 99/2420 [>.............................] - ETA: 21:52 - loss: 565.5153 - logits_profile_predictions_loss: 562.6228 - logcount_predictions_loss: 0.1461 100/2420 [>.............................] - ETA: 21:51 - loss: 565.5067 - logits_profile_predictions_loss: 562.6154 - logcount_predictions_loss: 0.1460 101/2420 [>.............................] - ETA: 21:50 - loss: 565.4961 - logits_profile_predictions_loss: 562.6059 - logcount_predictions_loss: 0.1460 102/2420 [>.............................] - ETA: 21:50 - loss: 565.4913 - logits_profile_predictions_loss: 562.6020 - logcount_predictions_loss: 0.1459 103/2420 [>.............................] - ETA: 21:49 - loss: 565.4845 - logits_profile_predictions_loss: 562.5961 - logcount_predictions_loss: 0.1459 104/2420 [>.............................] - ETA: 21:49 - loss: 565.4759 - logits_profile_predictions_loss: 562.5883 - logcount_predictions_loss: 0.1458 105/2420 [>.............................] - ETA: 21:48 - loss: 565.4783 - logits_profile_predictions_loss: 562.5915 - logcount_predictions_loss: 0.1458 106/2420 [>.............................] - ETA: 21:48 - loss: 565.4794 - logits_profile_predictions_loss: 562.5933 - logcount_predictions_loss: 0.1458 107/2420 [>.............................] - ETA: 21:47 - loss: 565.4807 - logits_profile_predictions_loss: 562.5952 - logcount_predictions_loss: 0.1457 108/2420 [>.............................] - ETA: 21:46 - loss: 565.4798 - logits_profile_predictions_loss: 562.5951 - logcount_predictions_loss: 0.1457 109/2420 [>.............................] - ETA: 21:46 - loss: 565.4768 - logits_profile_predictions_loss: 562.5930 - logcount_predictions_loss: 0.1457 110/2420 [>.............................] - ETA: 21:45 - loss: 565.4727 - logits_profile_predictions_loss: 562.5897 - logcount_predictions_loss: 0.1456 111/2420 [>.............................] - ETA: 21:45 - loss: 565.4720 - logits_profile_predictions_loss: 562.5897 - logcount_predictions_loss: 0.1456 112/2420 [>.............................] - ETA: 21:44 - loss: 565.4737 - logits_profile_predictions_loss: 562.5921 - logcount_predictions_loss: 0.1455 113/2420 [>.............................] - ETA: 21:44 - loss: 565.4770 - logits_profile_predictions_loss: 562.5963 - logcount_predictions_loss: 0.1455 114/2420 [>.............................] - ETA: 21:43 - loss: 565.4816 - 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val_logits_profile_predictions_loss: 671.1771 - val_logcount_predictions_loss: 0.1409 + +Epoch 00009: val_loss did not improve from 673.65485 +Epoch 10/50 + 1/2420 [..............................] - ETA: 23:58 - loss: 509.2911 - logits_profile_predictions_loss: 506.9117 - logcount_predictions_loss: 0.1202 2/2420 [..............................] - ETA: 22:46 - loss: 516.4595 - logits_profile_predictions_loss: 514.2254 - logcount_predictions_loss: 0.1128 3/2420 [..............................] - ETA: 22:46 - loss: 524.6495 - logits_profile_predictions_loss: 522.4647 - logcount_predictions_loss: 0.1103 4/2420 [..............................] - ETA: 22:46 - loss: 527.6088 - logits_profile_predictions_loss: 525.4589 - logcount_predictions_loss: 0.1086 5/2420 [..............................] - ETA: 22:45 - loss: 531.2810 - logits_profile_predictions_loss: 529.1279 - logcount_predictions_loss: 0.1087 6/2420 [..............................] - ETA: 22:44 - loss: 535.4103 - 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[============================>.] - ETA: 37s - loss: 563.1062 - logits_profile_predictions_loss: 560.4497 - logcount_predictions_loss: 0.1342 2354/2420 [============================>.] - ETA: 37s - loss: 563.1056 - logits_profile_predictions_loss: 560.4491 - logcount_predictions_loss: 0.1342 2355/2420 [============================>.] - ETA: 36s - loss: 563.1050 - logits_profile_predictions_loss: 560.4485 - logcount_predictions_loss: 0.1342 2356/2420 [============================>.] - ETA: 36s - loss: 563.1045 - logits_profile_predictions_loss: 560.4479 - logcount_predictions_loss: 0.1342 2357/2420 [============================>.] - ETA: 35s - loss: 563.1039 - logits_profile_predictions_loss: 560.4473 - logcount_predictions_loss: 0.1342 2358/2420 [============================>.] - ETA: 35s - loss: 563.1033 - logits_profile_predictions_loss: 560.4467 - logcount_predictions_loss: 0.1342 2359/2420 [============================>.] - ETA: 34s - loss: 563.1027 - logits_profile_predictions_loss: 560.4461 - logcount_predictions_loss: 0.1342 2360/2420 [============================>.] - ETA: 33s - loss: 563.1022 - logits_profile_predictions_loss: 560.4455 - logcount_predictions_loss: 0.1342 2361/2420 [============================>.] - ETA: 33s - loss: 563.1016 - logits_profile_predictions_loss: 560.4449 - logcount_predictions_loss: 0.1342 2362/2420 [============================>.] - ETA: 32s - loss: 563.1011 - logits_profile_predictions_loss: 560.4444 - logcount_predictions_loss: 0.1342 2363/2420 [============================>.] - ETA: 32s - loss: 563.1005 - logits_profile_predictions_loss: 560.4438 - logcount_predictions_loss: 0.1342 2364/2420 [============================>.] - ETA: 31s - loss: 563.1000 - logits_profile_predictions_loss: 560.4432 - logcount_predictions_loss: 0.1342 2365/2420 [============================>.] - ETA: 31s - loss: 563.0994 - logits_profile_predictions_loss: 560.4427 - logcount_predictions_loss: 0.1342 2366/2420 [============================>.] - ETA: 30s - loss: 563.0988 - logits_profile_predictions_loss: 560.4421 - logcount_predictions_loss: 0.1342 2367/2420 [============================>.] - ETA: 29s - loss: 563.0983 - logits_profile_predictions_loss: 560.4415 - logcount_predictions_loss: 0.1342 2368/2420 [============================>.] - ETA: 29s - loss: 563.0977 - logits_profile_predictions_loss: 560.4410 - logcount_predictions_loss: 0.1342 2369/2420 [============================>.] - ETA: 28s - loss: 563.0972 - logits_profile_predictions_loss: 560.4404 - logcount_predictions_loss: 0.1342 2370/2420 [============================>.] - ETA: 28s - loss: 563.0967 - logits_profile_predictions_loss: 560.4398 - logcount_predictions_loss: 0.1342 2371/2420 [============================>.] - ETA: 27s - loss: 563.0961 - logits_profile_predictions_loss: 560.4393 - logcount_predictions_loss: 0.1342 2372/2420 [============================>.] - ETA: 27s - loss: 563.0956 - logits_profile_predictions_loss: 560.4387 - logcount_predictions_loss: 0.1342 2373/2420 [============================>.] - ETA: 26s - loss: 563.0950 - logits_profile_predictions_loss: 560.4382 - logcount_predictions_loss: 0.1342 2374/2420 [============================>.] - ETA: 26s - loss: 563.0945 - logits_profile_predictions_loss: 560.4376 - logcount_predictions_loss: 0.1342 2375/2420 [============================>.] - ETA: 25s - loss: 563.0940 - logits_profile_predictions_loss: 560.4371 - logcount_predictions_loss: 0.1342 2376/2420 [============================>.] - ETA: 24s - loss: 563.0934 - logits_profile_predictions_loss: 560.4366 - logcount_predictions_loss: 0.1342 2377/2420 [============================>.] - ETA: 24s - loss: 563.0929 - logits_profile_predictions_loss: 560.4360 - logcount_predictions_loss: 0.1342 2378/2420 [============================>.] - ETA: 23s - loss: 563.0924 - logits_profile_predictions_loss: 560.4355 - logcount_predictions_loss: 0.1342 2379/2420 [============================>.] - ETA: 23s - loss: 563.0919 - logits_profile_predictions_loss: 560.4349 - logcount_predictions_loss: 0.1342 2380/2420 [============================>.] - ETA: 22s - loss: 563.0913 - logits_profile_predictions_loss: 560.4344 - logcount_predictions_loss: 0.1342 2381/2420 [============================>.] - ETA: 22s - loss: 563.0908 - logits_profile_predictions_loss: 560.4338 - logcount_predictions_loss: 0.1342 2382/2420 [============================>.] - ETA: 21s - loss: 563.0903 - logits_profile_predictions_loss: 560.4333 - logcount_predictions_loss: 0.1342 2383/2420 [============================>.] - ETA: 20s - loss: 563.0897 - logits_profile_predictions_loss: 560.4327 - logcount_predictions_loss: 0.1342 2384/2420 [============================>.] - ETA: 20s - loss: 563.0892 - logits_profile_predictions_loss: 560.4322 - logcount_predictions_loss: 0.1342 2385/2420 [============================>.] - ETA: 19s - loss: 563.0886 - logits_profile_predictions_loss: 560.4316 - logcount_predictions_loss: 0.1342 2386/2420 [============================>.] - ETA: 19s - loss: 563.0881 - logits_profile_predictions_loss: 560.4311 - logcount_predictions_loss: 0.1342 2387/2420 [============================>.] - ETA: 18s - loss: 563.0876 - logits_profile_predictions_loss: 560.4305 - logcount_predictions_loss: 0.1342 2388/2420 [============================>.] - ETA: 18s - loss: 563.0870 - logits_profile_predictions_loss: 560.4300 - logcount_predictions_loss: 0.1342 2389/2420 [============================>.] - ETA: 17s - loss: 563.0865 - logits_profile_predictions_loss: 560.4294 - logcount_predictions_loss: 0.1342 2390/2420 [============================>.] - ETA: 16s - loss: 563.0860 - logits_profile_predictions_loss: 560.4289 - logcount_predictions_loss: 0.1342 2391/2420 [============================>.] - ETA: 16s - loss: 563.0855 - logits_profile_predictions_loss: 560.4284 - logcount_predictions_loss: 0.1342 2392/2420 [============================>.] - ETA: 15s - loss: 563.0849 - logits_profile_predictions_loss: 560.4278 - logcount_predictions_loss: 0.1342 2393/2420 [============================>.] - ETA: 15s - loss: 563.0844 - logits_profile_predictions_loss: 560.4273 - logcount_predictions_loss: 0.1342 2394/2420 [============================>.] - ETA: 14s - loss: 563.0839 - logits_profile_predictions_loss: 560.4268 - logcount_predictions_loss: 0.1342 2395/2420 [============================>.] - ETA: 14s - loss: 563.0834 - logits_profile_predictions_loss: 560.4262 - logcount_predictions_loss: 0.1342 2396/2420 [============================>.] - ETA: 13s - loss: 563.0828 - logits_profile_predictions_loss: 560.4257 - logcount_predictions_loss: 0.1342 2397/2420 [============================>.] - ETA: 13s - loss: 563.0823 - logits_profile_predictions_loss: 560.4251 - logcount_predictions_loss: 0.1342 2398/2420 [============================>.] - ETA: 12s - loss: 563.0818 - logits_profile_predictions_loss: 560.4246 - logcount_predictions_loss: 0.1342 2399/2420 [============================>.] - ETA: 11s - loss: 563.0812 - logits_profile_predictions_loss: 560.4240 - logcount_predictions_loss: 0.1342 2400/2420 [============================>.] - ETA: 11s - loss: 563.0807 - logits_profile_predictions_loss: 560.4235 - logcount_predictions_loss: 0.1342 2401/2420 [============================>.] - ETA: 10s - loss: 563.0802 - logits_profile_predictions_loss: 560.4230 - logcount_predictions_loss: 0.1342 2402/2420 [============================>.] - ETA: 10s - loss: 563.0797 - logits_profile_predictions_loss: 560.4224 - logcount_predictions_loss: 0.1342 2403/2420 [============================>.] - ETA: 9s - loss: 563.0792 - logits_profile_predictions_loss: 560.4219 - logcount_predictions_loss: 0.1342  2404/2420 [============================>.] - ETA: 9s - loss: 563.0787 - logits_profile_predictions_loss: 560.4214 - logcount_predictions_loss: 0.1342 2405/2420 [============================>.] - ETA: 8s - loss: 563.0782 - logits_profile_predictions_loss: 560.4209 - logcount_predictions_loss: 0.1342 2406/2420 [============================>.] - ETA: 7s - loss: 563.0777 - logits_profile_predictions_loss: 560.4204 - logcount_predictions_loss: 0.1342 2407/2420 [============================>.] - ETA: 7s - loss: 563.0772 - logits_profile_predictions_loss: 560.4199 - logcount_predictions_loss: 0.1342 2408/2420 [============================>.] - ETA: 6s - loss: 563.0767 - logits_profile_predictions_loss: 560.4194 - logcount_predictions_loss: 0.1342 2409/2420 [============================>.] - ETA: 6s - loss: 563.0762 - logits_profile_predictions_loss: 560.4189 - logcount_predictions_loss: 0.1342 2410/2420 [============================>.] - ETA: 5s - loss: 563.0757 - logits_profile_predictions_loss: 560.4184 - logcount_predictions_loss: 0.1342 2411/2420 [============================>.] - ETA: 5s - loss: 563.0752 - logits_profile_predictions_loss: 560.4179 - logcount_predictions_loss: 0.1342 2412/2420 [============================>.] - ETA: 4s - loss: 563.0747 - logits_profile_predictions_loss: 560.4173 - logcount_predictions_loss: 0.1342 2413/2420 [============================>.] - ETA: 3s - loss: 563.0742 - logits_profile_predictions_loss: 560.4168 - logcount_predictions_loss: 0.1342 2414/2420 [============================>.] - ETA: 3s - loss: 563.0736 - logits_profile_predictions_loss: 560.4162 - logcount_predictions_loss: 0.1342 2415/2420 [============================>.] - ETA: 2s - loss: 563.0731 - logits_profile_predictions_loss: 560.4157 - logcount_predictions_loss: 0.1342 2416/2420 [============================>.] - ETA: 2s - loss: 563.0726 - logits_profile_predictions_loss: 560.4152 - logcount_predictions_loss: 0.1342 2417/2420 [============================>.] - ETA: 1s - loss: 563.0721 - logits_profile_predictions_loss: 560.4146 - logcount_predictions_loss: 0.1342 2418/2420 [============================>.] - ETA: 1s - loss: 563.0715 - logits_profile_predictions_loss: 560.4141 - logcount_predictions_loss: 0.1342 2419/2420 [============================>.] - ETA: 0s - loss: 563.0710 - logits_profile_predictions_loss: 560.4136 - logcount_predictions_loss: 0.1342 2420/2420 [==============================] - ETA: 0s - loss: 563.0705 - logits_profile_predictions_loss: 560.4130 - logcount_predictions_loss: 0.1342 2420/2420 [==============================] - 1426s 589ms/step - loss: 563.0700 - logits_profile_predictions_loss: 560.4125 - logcount_predictions_loss: 0.1342 - val_loss: 674.3845 - val_logits_profile_predictions_loss: 671.5432 - val_logcount_predictions_loss: 0.1435 + +Epoch 00010: val_loss did not improve from 673.65485 +Restoring model weights from the end of the best epoch. +Epoch 00010: early stopping +save model +save model without bias +2022-10-12_15-08-46: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR632ONQ//preprocessing/bigWigs/ENCSR632ONQ.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//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/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet.h5 +got the model +loading peaks... +got split:test for bed regions:(41084, 10) +loading nonpeaks... +got split:test for bed regions:(40092, 10) +0/318 +100/318 +200/318 +300/318 +2022-10-12_15-16-43: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR632ONQ//preprocessing/bigWigs/ENCSR632ONQ.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//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/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 +got the model +loading peaks... +got split:test for bed regions:(41084, 10) +loading nonpeaks... +got split:test for bed regions:(40092, 10) +0/318 +100/318 +200/318 +300/318 +2022-10-12_15-24-05: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ + --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR632ONQ//preprocessing/bigWigs/ENCSR632ONQ.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//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/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 +got the model +loading peaks... +got split:test for bed regions:(41084, 10) +loading nonpeaks... +got split:test for bed regions:(40092, 10) +0/318 +100/318 +200/318 +300/318 +2022-10-12_15-27-49: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//footprints +2022-10-12_15-27-49: 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/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//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 + 1/38 [..............................] - ETA: 5:41 3/38 [=>............................] - ETA: 27s  4/38 [==>...........................] - ETA: 35s 5/38 [==>...........................] - ETA: 39s 6/38 [===>..........................] - ETA: 40s 7/38 [====>.........................] - ETA: 40s 8/38 [=====>........................] - ETA: 40s 9/38 [======>.......................] - ETA: 39s 10/38 [======>.......................] - ETA: 39s 11/38 [=======>......................] - ETA: 38s 12/38 [========>.....................] - ETA: 37s 13/38 [=========>....................] - ETA: 36s 14/38 [==========>...................] - ETA: 34s 15/38 [==========>...................] - ETA: 33s 16/38 [===========>..................] - ETA: 32s 17/38 [============>.................] - ETA: 30s 18/38 [=============>................] - ETA: 29s 19/38 [==============>...............] - ETA: 28s 20/38 [==============>...............] - ETA: 26s 21/38 [===============>..............] - ETA: 25s 22/38 [================>.............] - ETA: 23s 23/38 [=================>............] - ETA: 22s 24/38 [=================>............] - ETA: 21s 25/38 [==================>...........] - ETA: 19s 26/38 [===================>..........] - ETA: 18s 27/38 [====================>.........] - ETA: 16s 28/38 [=====================>........] - ETA: 15s 29/38 [=====================>........] - ETA: 13s 30/38 [======================>.......] - ETA: 12s 31/38 [=======================>......] - ETA: 10s 32/38 [========================>.....] - ETA: 9s  33/38 [=========================>....] - ETA: 7s 34/38 [=========================>....] - ETA: 6s 35/38 [==========================>...] - ETA: 4s 36/38 [===========================>..] - ETA: 3s 37/38 [============================>.] - ETA: 1s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 70s 2s/step + 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 56s 3/38 [=>............................] - ETA: 54s 4/38 [==>...........................] - ETA: 53s 5/38 [==>...........................] - ETA: 51s 6/38 [===>..........................] - ETA: 50s 7/38 [====>.........................] - ETA: 48s 8/38 [=====>........................] - ETA: 47s 9/38 [======>.......................] - ETA: 45s 10/38 [======>.......................] - ETA: 43s 11/38 [=======>......................] - ETA: 42s 12/38 [========>.....................] - ETA: 40s 13/38 [=========>....................] - ETA: 39s 14/38 [==========>...................] - ETA: 37s 15/38 [==========>...................] - ETA: 36s 16/38 [===========>..................] - ETA: 34s 17/38 [============>.................] - ETA: 32s 18/38 [=============>................] - ETA: 31s 19/38 [==============>...............] - ETA: 29s 20/38 [==============>...............] - ETA: 28s 21/38 [===============>..............] - ETA: 26s 22/38 [================>.............] - ETA: 25s 23/38 [=================>............] - ETA: 23s 24/38 [=================>............] - ETA: 21s 25/38 [==================>...........] - ETA: 20s 26/38 [===================>..........] - ETA: 18s 27/38 [====================>.........] - ETA: 17s 28/38 [=====================>........] - ETA: 15s 29/38 [=====================>........] - ETA: 14s 30/38 [======================>.......] - ETA: 12s 31/38 [=======================>......] - ETA: 10s 32/38 [========================>.....] - ETA: 9s  33/38 [=========================>....] - ETA: 7s 34/38 [=========================>....] - ETA: 6s 35/38 [==========================>...] - ETA: 4s 36/38 [===========================>..] - ETA: 3s 37/38 [============================>.] - ETA: 1s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 59s 2s/step +inserting motif: dnase_2 +TGTACTTACGAA + 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 56s 3/38 [=>............................] - ETA: 54s 4/38 [==>...........................] - ETA: 53s 5/38 [==>...........................] - ETA: 51s 6/38 [===>..........................] - ETA: 50s 7/38 [====>.........................] - ETA: 48s 8/38 [=====>........................] - ETA: 47s 9/38 [======>.......................] - ETA: 45s 10/38 [======>.......................] - ETA: 43s 11/38 [=======>......................] - ETA: 42s 12/38 [========>.....................] - ETA: 40s 13/38 [=========>....................] - ETA: 39s 14/38 [==========>...................] - ETA: 37s 15/38 [==========>...................] - ETA: 36s 16/38 [===========>..................] - ETA: 34s 17/38 [============>.................] - ETA: 32s 18/38 [=============>................] - ETA: 31s 19/38 [==============>...............] - ETA: 29s 20/38 [==============>...............] - ETA: 28s 21/38 [===============>..............] - ETA: 26s 22/38 [================>.............] - ETA: 25s 23/38 [=================>............] - ETA: 23s 24/38 [=================>............] - ETA: 21s 25/38 [==================>...........] - ETA: 20s 26/38 [===================>..........] - ETA: 18s 27/38 [====================>.........] - ETA: 17s 28/38 [=====================>........] - ETA: 15s 29/38 [=====================>........] - ETA: 14s 30/38 [======================>.......] - ETA: 12s 31/38 [=======================>......] - ETA: 10s 32/38 [========================>.....] - ETA: 9s  33/38 [=========================>....] - ETA: 7s 34/38 [=========================>....] - ETA: 6s 35/38 [==========================>...] - ETA: 4s 36/38 [===========================>..] - ETA: 3s 37/38 [============================>.] - ETA: 1s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 59s 2s/step + 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 56s 3/38 [=>............................] - ETA: 54s 4/38 [==>...........................] - ETA: 53s 5/38 [==>...........................] - ETA: 51s 6/38 [===>..........................] - ETA: 50s 7/38 [====>.........................] - ETA: 48s 8/38 [=====>........................] - ETA: 47s 9/38 [======>.......................] - ETA: 45s 10/38 [======>.......................] - ETA: 43s 11/38 [=======>......................] - ETA: 42s 12/38 [========>.....................] - ETA: 40s 13/38 [=========>....................] - ETA: 39s 14/38 [==========>...................] - ETA: 37s 15/38 [==========>...................] - ETA: 36s 16/38 [===========>..................] - ETA: 34s 17/38 [============>.................] - ETA: 32s 18/38 [=============>................] - ETA: 31s 19/38 [==============>...............] - ETA: 29s 20/38 [==============>...............] - ETA: 28s 21/38 [===============>..............] - ETA: 26s 22/38 [================>.............] - ETA: 25s 23/38 [=================>............] - ETA: 23s 24/38 [=================>............] - ETA: 21s 25/38 [==================>...........] - ETA: 20s 26/38 [===================>..........] - ETA: 18s 27/38 [====================>.........] - ETA: 17s 28/38 [=====================>........] - ETA: 15s 29/38 [=====================>........] - ETA: 14s 30/38 [======================>.......] - ETA: 12s 31/38 [=======================>......] - ETA: 10s 32/38 [========================>.....] - ETA: 9s  33/38 [=========================>....] - ETA: 7s 34/38 [=========================>....] - ETA: 6s 35/38 [==========================>...] - ETA: 4s 36/38 [===========================>..] - ETA: 3s 37/38 [============================>.] - ETA: 1s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 59s 2s/step +Saving marginal footprints +2022-10-12_15-32-26: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//footprints +2022-10-12_15-32-26: 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/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR632ONQ//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 + 1/38 [..............................] - ETA: 2:00 3/38 [=>............................] - ETA: 2s  4/38 [==>...........................] - ETA: 3s 5/38 [==>...........................] - ETA: 3s 6/38 [===>..........................] - ETA: 3s 7/38 [====>.........................] - ETA: 3s 8/38 [=====>........................] - ETA: 3s 9/38 [======>.......................] - ETA: 3s 10/38 [======>.......................] - ETA: 3s 11/38 [=======>......................] - ETA: 3s 12/38 [========>.....................] - ETA: 3s 13/38 [=========>....................] - ETA: 2s 14/38 [==========>...................] - ETA: 2s 15/38 [==========>...................] - ETA: 2s 16/38 [===========>..................] - ETA: 2s 17/38 [============>.................] - ETA: 2s 18/38 [=============>................] - ETA: 2s 19/38 [==============>...............] - ETA: 2s 20/38 [==============>...............] - ETA: 2s 21/38 [===============>..............] - ETA: 2s 22/38 [================>.............] - ETA: 1s 23/38 [=================>............] - ETA: 1s 24/38 [=================>............] - ETA: 1s 25/38 [==================>...........] - ETA: 1s 26/38 [===================>..........] - ETA: 1s 27/38 [====================>.........] - ETA: 1s 28/38 [=====================>........] - ETA: 1s 29/38 [=====================>........] - ETA: 1s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 8s 132ms/step + 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 4s 3/38 [=>............................] - ETA: 4s 4/38 [==>...........................] - ETA: 4s 5/38 [==>...........................] - ETA: 4s 6/38 [===>..........................] - ETA: 3s 7/38 [====>.........................] - ETA: 3s 8/38 [=====>........................] - ETA: 3s 9/38 [======>.......................] - ETA: 3s 10/38 [======>.......................] - ETA: 3s 11/38 [=======>......................] - ETA: 3s 12/38 [========>.....................] - ETA: 3s 13/38 [=========>....................] - ETA: 3s 14/38 [==========>...................] - ETA: 2s 15/38 [==========>...................] - ETA: 2s 16/38 [===========>..................] - ETA: 2s 17/38 [============>.................] - ETA: 2s 18/38 [=============>................] - ETA: 2s 19/38 [==============>...............] - ETA: 2s 20/38 [==============>...............] - ETA: 2s 21/38 [===============>..............] - ETA: 2s 22/38 [================>.............] - ETA: 1s 23/38 [=================>............] - ETA: 1s 24/38 [=================>............] - ETA: 1s 25/38 [==================>...........] - ETA: 1s 26/38 [===================>..........] - ETA: 1s 27/38 [====================>.........] - ETA: 1s 28/38 [=====================>........] - ETA: 1s 29/38 [=====================>........] - ETA: 1s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 5s 126ms/step +inserting motif: dnase_2 +TGTACTTACGAA + 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 4s 3/38 [=>............................] - ETA: 4s 4/38 [==>...........................] - ETA: 4s 5/38 [==>...........................] - ETA: 4s 6/38 [===>..........................] - ETA: 3s 7/38 [====>.........................] - ETA: 3s 8/38 [=====>........................] - ETA: 3s 9/38 [======>.......................] - ETA: 3s 10/38 [======>.......................] - ETA: 3s 11/38 [=======>......................] - ETA: 3s 12/38 [========>.....................] - ETA: 3s 13/38 [=========>....................] - ETA: 3s 14/38 [==========>...................] - ETA: 2s 15/38 [==========>...................] - ETA: 2s 16/38 [===========>..................] - ETA: 2s 17/38 [============>.................] - ETA: 2s 18/38 [=============>................] - ETA: 2s 19/38 [==============>...............] - ETA: 2s 20/38 [==============>...............] - ETA: 2s 21/38 [===============>..............] - ETA: 2s 22/38 [================>.............] - ETA: 1s 23/38 [=================>............] - ETA: 1s 24/38 [=================>............] - ETA: 1s 25/38 [==================>...........] - ETA: 1s 26/38 [===================>..........] - ETA: 1s 27/38 [====================>.........] - ETA: 1s 28/38 [=====================>........] - ETA: 1s 29/38 [=====================>........] - ETA: 1s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 5s 126ms/step + 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 4s 3/38 [=>............................] - ETA: 4s 4/38 [==>...........................] - ETA: 4s 5/38 [==>...........................] - ETA: 4s 6/38 [===>..........................] - ETA: 3s 7/38 [====>.........................] - ETA: 3s 8/38 [=====>........................] - ETA: 3s 9/38 [======>.......................] - ETA: 3s 10/38 [======>.......................] - ETA: 3s 11/38 [=======>......................] - ETA: 3s 12/38 [========>.....................] - ETA: 3s 13/38 [=========>....................] - ETA: 3s 14/38 [==========>...................] - ETA: 2s 15/38 [==========>...................] - ETA: 2s 16/38 [===========>..................] - ETA: 2s 17/38 [============>.................] - ETA: 2s 18/38 [=============>................] - ETA: 2s 19/38 [==============>...............] - ETA: 2s 20/38 [==============>...............] - ETA: 2s 21/38 [===============>..............] - ETA: 2s 22/38 [================>.............] - ETA: 1s 23/38 [=================>............] - ETA: 1s 24/38 [=================>............] - ETA: 1s 25/38 [==================>...........] - ETA: 1s 26/38 [===================>..........] - ETA: 1s 27/38 [====================>.........] - ETA: 1s 28/38 [=====================>........] - ETA: 1s 29/38 [=====================>........] - ETA: 1s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 5s 126ms/step +Saving marginal footprints