DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json Mon Oct 17 11:38:27 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 515.65.01 Driver Version: 515.65.01 CUDA Version: 11.7 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 NVIDIA A100-SXM... On | 00000000:0A:00.0 Off | 0 | | N/A 30C P0 54W / 360W | 0MiB / 40960MiB | 0% E. Process | | | | Disabled | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+ No logfile supplied - creating one 2022-10-17_11-38-35: 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//ENCSR563HBG//preprocessing/bigWigs/ENCSR563HBG.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR563HBG//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR563HBG//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/ENCSR563HBG//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: 158555 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 158555 Number of peaks input: 41445 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 41445 Number of non peaks input: 160088 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 160088 Number of non peaks input: 39911 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 39911 Number of peaks after removing outliers: 156808 Number of nonpeaks after removing outliers: 140569 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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4378/4393 [============================>.] - ETA: 0s 4388/4393 [============================>.] - ETA: 0s 4393/4393 [==============================] - ETA: 0s 4393/4393 [==============================] - 35s 5ms/step 2022-10-17_11-56-23: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR563HBG//preprocessing/bigWigs/ENCSR563HBG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//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': '16.8', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//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:(138957, 10) loading nonpeaks... got split:train for bed regions:(124569, 10) loading peaks... got split:valid for bed regions:(17851, 10) loading nonpeaks... got split:valid for bed regions:(16000, 10) Epoch 1/50 1/2389 [..............................] - ETA: 5:32:52 - loss: 714.6357 - logits_profile_predictions_loss: 662.1377 - logcount_predictions_loss: 3.1249 2/2389 [..............................] - ETA: 6:11 - loss: 3968.7639 - logits_profile_predictions_loss: 665.9686 - logcount_predictions_loss: 196.5950 3/2389 [..............................] - ETA: 6:08 - loss: 4330.2778 - logits_profile_predictions_loss: 666.2829 - logcount_predictions_loss: 218.0950 4/2389 [..............................] - ETA: 6:07 - loss: 4258.7740 - logits_profile_predictions_loss: 682.6867 - logcount_predictions_loss: 212.8624 5/2389 [..............................] - ETA: 6:07 - loss: 4091.7434 - logits_profile_predictions_loss: 697.5589 - logcount_predictions_loss: 202.0348 6/2389 [..............................] - ETA: 6:06 - loss: 3912.3110 - logits_profile_predictions_loss: 710.9992 - logcount_predictions_loss: 190.5543 7/2389 [..............................] - ETA: 6:06 - loss: 3737.7110 - logits_profile_predictions_loss: 718.4721 - logcount_predictions_loss: 179.7166 8/2389 [..............................] - ETA: 6:05 - loss: 3578.2952 - logits_profile_predictions_loss: 724.6000 - logcount_predictions_loss: 169.8628 9/2389 [..............................] - ETA: 6:05 - loss: 3432.2479 - logits_profile_predictions_loss: 727.5630 - logcount_predictions_loss: 160.9932 10/2389 [..............................] - ETA: 6:05 - loss: 3300.0510 - logits_profile_predictions_loss: 729.0777 - logcount_predictions_loss: 153.0342 11/2389 [..............................] - ETA: 6:05 - loss: 3181.0676 - logits_profile_predictions_loss: 730.2351 - logcount_predictions_loss: 145.8829 12/2389 [..............................] - ETA: 6:04 - loss: 3072.6378 - logits_profile_predictions_loss: 730.2593 - logcount_predictions_loss: 139.4273 13/2389 [..............................] - ETA: 6:04 - loss: 2973.9393 - logits_profile_predictions_loss: 729.7972 - logcount_predictions_loss: 133.5799 14/2389 [..............................] - ETA: 6:04 - loss: 2883.5229 - logits_profile_predictions_loss: 728.7454 - logcount_predictions_loss: 128.2606 15/2389 [..............................] - ETA: 6:04 - loss: 2800.0986 - logits_profile_predictions_loss: 726.9773 - logcount_predictions_loss: 123.4001 16/2389 [..............................] - ETA: 6:03 - loss: 2724.0820 - logits_profile_predictions_loss: 725.7740 - logcount_predictions_loss: 118.9469 17/2389 [..............................] - ETA: 6:03 - loss: 2654.0616 - logits_profile_predictions_loss: 724.5839 - logcount_predictions_loss: 114.8499 18/2389 [..............................] - ETA: 6:03 - loss: 2588.9579 - logits_profile_predictions_loss: 723.0761 - logcount_predictions_loss: 111.0644 19/2389 [..............................] - ETA: 6:03 - loss: 2528.4459 - logits_profile_predictions_loss: 721.4842 - logcount_predictions_loss: 107.5573 20/2389 [..............................] - ETA: 6:03 - loss: 2472.1562 - logits_profile_predictions_loss: 719.9343 - logcount_predictions_loss: 104.2989 21/2389 [..............................] - ETA: 6:03 - loss: 2419.4421 - logits_profile_predictions_loss: 718.2648 - logcount_predictions_loss: 101.2606 22/2389 [..............................] - ETA: 6:03 - loss: 2370.1798 - logits_profile_predictions_loss: 716.6853 - logcount_predictions_loss: 98.4223  23/2389 [..............................] - ETA: 6:02 - loss: 2324.0907 - logits_profile_predictions_loss: 715.2516 - logcount_predictions_loss: 95.7643 24/2389 [..............................] - ETA: 6:02 - loss: 2280.9061 - logits_profile_predictions_loss: 713.9819 - logcount_predictions_loss: 93.2693 25/2389 [..............................] - ETA: 6:02 - loss: 2240.1227 - logits_profile_predictions_loss: 712.6455 - logcount_predictions_loss: 90.9213 26/2389 [..............................] - ETA: 6:02 - loss: 2201.7465 - logits_profile_predictions_loss: 711.4487 - logcount_predictions_loss: 88.7082 27/2389 [..............................] - ETA: 6:02 - loss: 2165.4833 - logits_profile_predictions_loss: 710.2897 - logcount_predictions_loss: 86.6187 28/2389 [..............................] - ETA: 6:01 - loss: 2131.1946 - logits_profile_predictions_loss: 709.2130 - logcount_predictions_loss: 84.6418 29/2389 [..............................] - ETA: 6:01 - loss: 2098.7363 - logits_profile_predictions_loss: 708.2292 - logcount_predictions_loss: 82.7683 30/2389 [..............................] - ETA: 6:01 - loss: 2067.7210 - logits_profile_predictions_loss: 707.1110 - logcount_predictions_loss: 80.9887 31/2389 [..............................] - ETA: 6:01 - loss: 2038.3359 - logits_profile_predictions_loss: 706.1428 - logcount_predictions_loss: 79.2972 32/2389 [..............................] - ETA: 6:01 - loss: 2010.3168 - logits_profile_predictions_loss: 705.1745 - logcount_predictions_loss: 77.6871 33/2389 [..............................] - ETA: 6:01 - loss: 1983.6740 - logits_profile_predictions_loss: 704.3081 - logcount_predictions_loss: 76.1528 34/2389 [..............................] - ETA: 6:01 - loss: 1958.2682 - logits_profile_predictions_loss: 703.5038 - logcount_predictions_loss: 74.6884 35/2389 [..............................] - ETA: 6:00 - loss: 1934.0305 - logits_profile_predictions_loss: 702.7670 - logcount_predictions_loss: 73.2895 36/2389 [..............................] - ETA: 6:00 - loss: 1910.7700 - logits_profile_predictions_loss: 701.9957 - logcount_predictions_loss: 71.9509 37/2389 [..............................] - ETA: 6:00 - loss: 1888.5207 - logits_profile_predictions_loss: 701.2756 - logcount_predictions_loss: 70.6694 38/2389 [..............................] - ETA: 6:00 - loss: 1867.1893 - logits_profile_predictions_loss: 700.5851 - logcount_predictions_loss: 69.4407 39/2389 [..............................] - ETA: 6:00 - loss: 1846.7490 - logits_profile_predictions_loss: 699.9511 - logcount_predictions_loss: 68.2618 40/2389 [..............................] - ETA: 6:00 - loss: 1827.2010 - logits_profile_predictions_loss: 699.4171 - logcount_predictions_loss: 67.1300 41/2389 [..............................] - ETA: 5:59 - loss: 1808.4132 - logits_profile_predictions_loss: 698.9079 - logcount_predictions_loss: 66.0420 42/2389 [..............................] - ETA: 5:59 - loss: 1790.2709 - logits_profile_predictions_loss: 698.3613 - logcount_predictions_loss: 64.9946 43/2389 [..............................] - ETA: 5:59 - loss: 1772.8330 - logits_profile_predictions_loss: 697.8651 - logcount_predictions_loss: 63.9862 44/2389 [..............................] - ETA: 5:59 - loss: 1756.0305 - logits_profile_predictions_loss: 697.3902 - logcount_predictions_loss: 63.0143 45/2389 [..............................] - ETA: 5:59 - loss: 1739.7846 - logits_profile_predictions_loss: 696.8977 - logcount_predictions_loss: 62.0766 46/2389 [..............................] - ETA: 5:59 - loss: 1724.2485 - logits_profile_predictions_loss: 696.5514 - logcount_predictions_loss: 61.1725 47/2389 [..............................] - ETA: 5:59 - loss: 1709.2345 - logits_profile_predictions_loss: 696.2116 - logcount_predictions_loss: 60.2990 48/2389 [..............................] - ETA: 5:58 - loss: 1694.7415 - logits_profile_predictions_loss: 695.8997 - logcount_predictions_loss: 59.4549 49/2389 [..............................] - ETA: 5:58 - loss: 1680.6789 - logits_profile_predictions_loss: 695.5574 - logcount_predictions_loss: 58.6382 50/2389 [..............................] - ETA: 5:58 - loss: 1667.0610 - logits_profile_predictions_loss: 695.2184 - logcount_predictions_loss: 57.8478 51/2389 [..............................] - ETA: 5:58 - loss: 1653.8877 - logits_profile_predictions_loss: 694.9033 - logcount_predictions_loss: 57.0824 52/2389 [..............................] - ETA: 5:58 - loss: 1641.0812 - logits_profile_predictions_loss: 694.5598 - logcount_predictions_loss: 56.3406 53/2389 [..............................] - ETA: 5:58 - loss: 1628.6768 - logits_profile_predictions_loss: 694.2387 - logcount_predictions_loss: 55.6213 54/2389 [..............................] - ETA: 5:57 - loss: 1616.6632 - logits_profile_predictions_loss: 693.9441 - logcount_predictions_loss: 54.9238 55/2389 [..............................] - ETA: 5:57 - loss: 1604.9999 - logits_profile_predictions_loss: 693.6541 - logcount_predictions_loss: 54.2468 56/2389 [..............................] - ETA: 5:57 - loss: 1593.6929 - logits_profile_predictions_loss: 693.3884 - logcount_predictions_loss: 53.5896 57/2389 [..............................] - ETA: 5:57 - loss: 1582.6734 - logits_profile_predictions_loss: 693.0980 - logcount_predictions_loss: 52.9509 58/2389 [..............................] - ETA: 5:57 - loss: 1571.9894 - logits_profile_predictions_loss: 692.8390 - logcount_predictions_loss: 52.3304 59/2389 [..............................] - ETA: 5:57 - loss: 1561.6208 - logits_profile_predictions_loss: 692.6041 - logcount_predictions_loss: 51.7272 60/2389 [..............................] - ETA: 5:56 - loss: 1551.5597 - logits_profile_predictions_loss: 692.3966 - logcount_predictions_loss: 51.1407 61/2389 [..............................] - ETA: 5:56 - loss: 1541.7766 - logits_profile_predictions_loss: 692.2018 - logcount_predictions_loss: 50.5699 62/2389 [..............................] - ETA: 5:56 - loss: 1532.2063 - logits_profile_predictions_loss: 691.9698 - logcount_predictions_loss: 50.0141 63/2389 [..............................] - ETA: 5:56 - loss: 1522.9144 - logits_profile_predictions_loss: 691.7699 - logcount_predictions_loss: 49.4729 64/2389 [..............................] - ETA: 5:56 - loss: 1513.8451 - logits_profile_predictions_loss: 691.5611 - logcount_predictions_loss: 48.9455 65/2389 [..............................] - ETA: 5:56 - loss: 1504.9986 - logits_profile_predictions_loss: 691.3519 - logcount_predictions_loss: 48.4314 66/2389 [..............................] - ETA: 5:56 - loss: 1496.3866 - logits_profile_predictions_loss: 691.1586 - logcount_predictions_loss: 47.9303 67/2389 [..............................] - ETA: 5:55 - loss: 1487.9876 - logits_profile_predictions_loss: 690.9714 - logcount_predictions_loss: 47.4415 68/2389 [..............................] - ETA: 5:55 - loss: 1479.7885 - logits_profile_predictions_loss: 690.7840 - logcount_predictions_loss: 46.9646 69/2389 [..............................] - ETA: 5:55 - loss: 1471.7585 - logits_profile_predictions_loss: 690.5766 - logcount_predictions_loss: 46.4989 70/2389 [..............................] - ETA: 5:55 - loss: 1463.9210 - logits_profile_predictions_loss: 690.3756 - logcount_predictions_loss: 46.0444 71/2389 [..............................] - ETA: 5:55 - loss: 1456.2827 - logits_profile_predictions_loss: 690.1944 - logcount_predictions_loss: 45.6005 72/2389 [..............................] - ETA: 5:55 - loss: 1448.8585 - logits_profile_predictions_loss: 690.0508 - logcount_predictions_loss: 45.1671 73/2389 [..............................] - ETA: 5:54 - loss: 1441.5761 - logits_profile_predictions_loss: 689.8864 - logcount_predictions_loss: 44.7435 74/2389 [..............................] - ETA: 5:54 - loss: 1434.4347 - logits_profile_predictions_loss: 689.7054 - logcount_predictions_loss: 44.3291 75/2389 [..............................] - ETA: 5:54 - loss: 1427.4408 - logits_profile_predictions_loss: 689.5186 - logcount_predictions_loss: 43.9240 76/2389 [..............................] - ETA: 5:54 - loss: 1420.6257 - logits_profile_predictions_loss: 689.3586 - logcount_predictions_loss: 43.5278 77/2389 [..............................] - ETA: 5:54 - loss: 1413.9499 - logits_profile_predictions_loss: 689.1952 - logcount_predictions_loss: 43.1402 78/2389 [..............................] - ETA: 5:54 - loss: 1407.3983 - logits_profile_predictions_loss: 689.0186 - logcount_predictions_loss: 42.7607 79/2389 [..............................] - ETA: 5:53 - loss: 1400.9739 - logits_profile_predictions_loss: 688.8360 - logcount_predictions_loss: 42.3892 80/2389 [>.............................] - ETA: 5:53 - loss: 1394.6761 - logits_profile_predictions_loss: 688.6515 - logcount_predictions_loss: 42.0253 81/2389 [>.............................] - ETA: 5:53 - loss: 1388.4981 - logits_profile_predictions_loss: 688.4617 - logcount_predictions_loss: 41.6688 82/2389 [>.............................] - ETA: 5:53 - loss: 1382.4569 - logits_profile_predictions_loss: 688.2853 - logcount_predictions_loss: 41.3198 83/2389 [>.............................] - ETA: 5:53 - loss: 1376.5604 - logits_profile_predictions_loss: 688.1323 - logcount_predictions_loss: 40.9779 84/2389 [>.............................] - ETA: 5:53 - loss: 1370.7988 - logits_profile_predictions_loss: 687.9982 - logcount_predictions_loss: 40.6429 85/2389 [>.............................] - ETA: 5:53 - loss: 1365.1626 - logits_profile_predictions_loss: 687.8772 - logcount_predictions_loss: 40.3146 86/2389 [>.............................] - ETA: 5:52 - loss: 1359.6517 - logits_profile_predictions_loss: 687.7722 - logcount_predictions_loss: 39.9928 87/2389 [>.............................] - ETA: 5:52 - loss: 1354.2492 - logits_profile_predictions_loss: 687.6714 - logcount_predictions_loss: 39.6773 88/2389 [>.............................] - ETA: 5:52 - loss: 1348.9600 - logits_profile_predictions_loss: 687.5810 - logcount_predictions_loss: 39.3678 89/2389 [>.............................] - ETA: 5:52 - loss: 1343.7553 - logits_profile_predictions_loss: 687.4785 - logcount_predictions_loss: 39.0641 90/2389 [>.............................] - ETA: 5:52 - loss: 1338.6449 - logits_profile_predictions_loss: 687.3744 - logcount_predictions_loss: 38.7661 91/2389 [>.............................] - ETA: 5:52 - loss: 1333.6346 - logits_profile_predictions_loss: 687.2775 - logcount_predictions_loss: 38.4737 92/2389 [>.............................] - ETA: 5:51 - loss: 1328.7057 - logits_profile_predictions_loss: 687.1735 - logcount_predictions_loss: 38.1865 93/2389 [>.............................] - ETA: 5:51 - loss: 1323.8679 - logits_profile_predictions_loss: 687.0726 - logcount_predictions_loss: 37.9045 94/2389 [>.............................] - ETA: 5:51 - loss: 1319.1002 - logits_profile_predictions_loss: 686.9592 - logcount_predictions_loss: 37.6275 95/2389 [>.............................] - ETA: 5:51 - loss: 1314.4234 - logits_profile_predictions_loss: 686.8532 - logcount_predictions_loss: 37.3554 96/2389 [>.............................] - ETA: 5:51 - loss: 1309.8433 - logits_profile_predictions_loss: 686.7619 - logcount_predictions_loss: 37.0882 97/2389 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[=====>........................] - ETA: 4:51 - loss: 879.2598 - logits_profile_predictions_loss: 664.8422 - logcount_predictions_loss: 12.7630 488/2389 [=====>........................] - ETA: 4:51 - loss: 878.9642 - logits_profile_predictions_loss: 664.8092 - logcount_predictions_loss: 12.7473 489/2389 [=====>........................] - ETA: 4:51 - loss: 878.6700 - logits_profile_predictions_loss: 664.7766 - logcount_predictions_loss: 12.7318 490/2389 [=====>........................] - ETA: 4:51 - loss: 878.3773 - logits_profile_predictions_loss: 664.7445 - logcount_predictions_loss: 12.7163 491/2389 [=====>........................] - ETA: 4:50 - loss: 878.0855 - logits_profile_predictions_loss: 664.7124 - logcount_predictions_loss: 12.7008 492/2389 [=====>........................] - ETA: 4:50 - loss: 877.7948 - logits_profile_predictions_loss: 664.6805 - logcount_predictions_loss: 12.6854 493/2389 [=====>........................] - ETA: 4:50 - loss: 877.5057 - 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[============================>.] - ETA: 0s - loss: 717.1497 - logits_profile_predictions_loss: 636.9229 - logcount_predictions_loss: 4.7754 2387/2389 [============================>.] - ETA: 0s - loss: 717.1188 - logits_profile_predictions_loss: 636.9136 - logcount_predictions_loss: 4.7741 2388/2389 [============================>.] - ETA: 0s - loss: 717.0880 - logits_profile_predictions_loss: 636.9044 - logcount_predictions_loss: 4.7729 2389/2389 [==============================] - ETA: 0s - loss: 717.0572 - logits_profile_predictions_loss: 636.8951 - logcount_predictions_loss: 4.7716 2389/2389 [==============================] - 399s 164ms/step - loss: 717.0264 - logits_profile_predictions_loss: 636.8858 - logcount_predictions_loss: 4.7703 - val_loss: 710.8912 - val_logits_profile_predictions_loss: 700.8858 - val_logcount_predictions_loss: 0.5955 Epoch 00001: val_loss improved from inf to 710.89117, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 2/50 1/2389 [..............................] - ETA: 7:29 - loss: 575.9408 - logits_profile_predictions_loss: 564.6043 - logcount_predictions_loss: 0.6748 2/2389 [..............................] - ETA: 6:05 - loss: 573.0078 - logits_profile_predictions_loss: 560.9932 - logcount_predictions_loss: 0.7152 3/2389 [..............................] - ETA: 6:04 - loss: 569.6785 - logits_profile_predictions_loss: 557.6833 - logcount_predictions_loss: 0.7140 4/2389 [..............................] - ETA: 6:04 - loss: 567.3089 - logits_profile_predictions_loss: 555.4534 - logcount_predictions_loss: 0.7057 5/2389 [..............................] - ETA: 6:04 - loss: 565.6420 - logits_profile_predictions_loss: 553.9905 - logcount_predictions_loss: 0.6935 6/2389 [..............................] - ETA: 6:04 - loss: 568.9023 - logits_profile_predictions_loss: 557.3792 - 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logits_profile_predictions_loss: 582.7594 - logcount_predictions_loss: 0.5942 2389/2389 [==============================] - ETA: 0s - loss: 592.7414 - logits_profile_predictions_loss: 582.7586 - logcount_predictions_loss: 0.5942 2389/2389 [==============================] - 388s 162ms/step - loss: 592.7405 - logits_profile_predictions_loss: 582.7578 - logcount_predictions_loss: 0.5942 - val_loss: 702.3557 - val_logits_profile_predictions_loss: 692.4929 - val_logcount_predictions_loss: 0.5871 Epoch 00002: val_loss improved from 710.89117 to 702.35565, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 3/50 1/2389 [..............................] - ETA: 7:28 - loss: 586.6473 - logits_profile_predictions_loss: 578.3300 - logcount_predictions_loss: 0.4951 2/2389 [..............................] - ETA: 6:15 - loss: 588.4566 - logits_profile_predictions_loss: 580.0162 - logcount_predictions_loss: 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[..............................] - ETA: 6:03 - loss: 627.1904 - logits_profile_predictions_loss: 618.8345 - logcount_predictions_loss: 0.4974 17/2389 [..............................] - ETA: 6:03 - loss: 625.5657 - logits_profile_predictions_loss: 617.2004 - logcount_predictions_loss: 0.4979 18/2389 [..............................] - ETA: 6:03 - loss: 624.1465 - logits_profile_predictions_loss: 615.7671 - logcount_predictions_loss: 0.4988 19/2389 [..............................] - ETA: 6:02 - loss: 622.5236 - logits_profile_predictions_loss: 614.1319 - logcount_predictions_loss: 0.4995 20/2389 [..............................] - ETA: 6:02 - loss: 621.1932 - logits_profile_predictions_loss: 612.7781 - logcount_predictions_loss: 0.5009 21/2389 [..............................] - ETA: 6:02 - loss: 620.0077 - logits_profile_predictions_loss: 611.5705 - logcount_predictions_loss: 0.5022 22/2389 [..............................] - ETA: 6:02 - loss: 618.7607 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 5:10 - loss: 591.2233 - logits_profile_predictions_loss: 582.1928 - logcount_predictions_loss: 0.5375 363/2389 [===>..........................] - ETA: 5:09 - loss: 591.2072 - logits_profile_predictions_loss: 582.1762 - logcount_predictions_loss: 0.5376 364/2389 [===>..........................] - ETA: 5:09 - loss: 591.1909 - logits_profile_predictions_loss: 582.1593 - logcount_predictions_loss: 0.5376 365/2389 [===>..........................] - ETA: 5:09 - loss: 591.1747 - logits_profile_predictions_loss: 582.1426 - logcount_predictions_loss: 0.5376 366/2389 [===>..........................] - ETA: 5:09 - loss: 591.1574 - logits_profile_predictions_loss: 582.1248 - logcount_predictions_loss: 0.5377 367/2389 [===>..........................] - ETA: 5:09 - loss: 591.1402 - logits_profile_predictions_loss: 582.1071 - logcount_predictions_loss: 0.5377 368/2389 [===>..........................] - ETA: 5:09 - loss: 591.1233 - 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[===>..........................] - ETA: 5:08 - loss: 591.0063 - logits_profile_predictions_loss: 581.9684 - logcount_predictions_loss: 0.5380 376/2389 [===>..........................] - ETA: 5:07 - loss: 590.9915 - logits_profile_predictions_loss: 581.9531 - logcount_predictions_loss: 0.5380 377/2389 [===>..........................] - ETA: 5:07 - loss: 590.9766 - logits_profile_predictions_loss: 581.9376 - logcount_predictions_loss: 0.5380 378/2389 [===>..........................] - ETA: 5:07 - loss: 590.9618 - logits_profile_predictions_loss: 581.9222 - logcount_predictions_loss: 0.5381 379/2389 [===>..........................] - ETA: 5:07 - loss: 590.9466 - logits_profile_predictions_loss: 581.9064 - logcount_predictions_loss: 0.5381 380/2389 [===>..........................] - ETA: 5:07 - loss: 590.9311 - logits_profile_predictions_loss: 581.8903 - logcount_predictions_loss: 0.5381 381/2389 [===>..........................] - ETA: 5:07 - loss: 590.9163 - 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686.9189 - val_logits_profile_predictions_loss: 678.0112 - val_logcount_predictions_loss: 0.5302 Epoch 00003: val_loss improved from 702.35565 to 686.91895, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 4/50 1/2389 [..............................] - ETA: 7:28 - loss: 591.8156 - logits_profile_predictions_loss: 582.1904 - logcount_predictions_loss: 0.5729 2/2389 [..............................] - ETA: 6:08 - loss: 601.9956 - logits_profile_predictions_loss: 593.0210 - logcount_predictions_loss: 0.5342 3/2389 [..............................] - ETA: 6:06 - loss: 606.0510 - logits_profile_predictions_loss: 597.4480 - logcount_predictions_loss: 0.5121 4/2389 [..............................] - ETA: 6:05 - loss: 604.4814 - logits_profile_predictions_loss: 596.0904 - logcount_predictions_loss: 0.4995 5/2389 [..............................] - ETA: 6:05 - loss: 602.4425 - 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[..............................] - ETA: 6:03 - loss: 587.0878 - logits_profile_predictions_loss: 579.2576 - logcount_predictions_loss: 0.4661 13/2389 [..............................] - ETA: 6:03 - loss: 585.7501 - logits_profile_predictions_loss: 577.9181 - logcount_predictions_loss: 0.4662 14/2389 [..............................] - ETA: 6:03 - loss: 584.3337 - logits_profile_predictions_loss: 576.4990 - logcount_predictions_loss: 0.4664 15/2389 [..............................] - ETA: 6:02 - loss: 583.5541 - logits_profile_predictions_loss: 575.7214 - logcount_predictions_loss: 0.4662 16/2389 [..............................] - ETA: 6:02 - loss: 582.6857 - logits_profile_predictions_loss: 574.8610 - logcount_predictions_loss: 0.4658 17/2389 [..............................] - ETA: 6:02 - loss: 582.1175 - logits_profile_predictions_loss: 574.3049 - logcount_predictions_loss: 0.4650 18/2389 [..............................] - ETA: 6:02 - loss: 581.6531 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:53 - loss: 572.1670 - logits_profile_predictions_loss: 563.8930 - logcount_predictions_loss: 0.4925 79/2389 [..............................] - ETA: 5:53 - loss: 572.0962 - logits_profile_predictions_loss: 563.8217 - logcount_predictions_loss: 0.4925 80/2389 [>.............................] - ETA: 5:53 - loss: 572.0271 - logits_profile_predictions_loss: 563.7523 - logcount_predictions_loss: 0.4925 81/2389 [>.............................] - ETA: 5:53 - loss: 571.9523 - logits_profile_predictions_loss: 563.6775 - logcount_predictions_loss: 0.4925 82/2389 [>.............................] - ETA: 5:53 - loss: 571.8926 - logits_profile_predictions_loss: 563.6175 - logcount_predictions_loss: 0.4926 83/2389 [>.............................] - ETA: 5:53 - loss: 571.8360 - logits_profile_predictions_loss: 563.5605 - logcount_predictions_loss: 0.4926 84/2389 [>.............................] - ETA: 5:53 - loss: 571.7831 - logits_profile_predictions_loss: 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2341/2389 [============================>.] - ETA: 7s - loss: 575.2601 - logits_profile_predictions_loss: 566.7511 - logcount_predictions_loss: 0.5065 2342/2389 [============================>.] - ETA: 7s - loss: 575.2605 - logits_profile_predictions_loss: 566.7515 - logcount_predictions_loss: 0.5065 2343/2389 [============================>.] - ETA: 7s - loss: 575.2609 - logits_profile_predictions_loss: 566.7519 - logcount_predictions_loss: 0.5065 2344/2389 [============================>.] - ETA: 6s - loss: 575.2612 - logits_profile_predictions_loss: 566.7524 - logcount_predictions_loss: 0.5065 2345/2389 [============================>.] - ETA: 6s - loss: 575.2616 - logits_profile_predictions_loss: 566.7528 - logcount_predictions_loss: 0.5064 2346/2389 [============================>.] - ETA: 6s - loss: 575.2619 - logits_profile_predictions_loss: 566.7532 - logcount_predictions_loss: 0.5064 2347/2389 [============================>.] - ETA: 6s - loss: 575.2623 - 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[============================>.] - ETA: 5s - loss: 575.2645 - logits_profile_predictions_loss: 566.7561 - logcount_predictions_loss: 0.5064 2355/2389 [============================>.] - ETA: 5s - loss: 575.2647 - logits_profile_predictions_loss: 566.7564 - logcount_predictions_loss: 0.5064 2356/2389 [============================>.] - ETA: 5s - loss: 575.2650 - logits_profile_predictions_loss: 566.7567 - logcount_predictions_loss: 0.5064 2357/2389 [============================>.] - ETA: 4s - loss: 575.2653 - logits_profile_predictions_loss: 566.7571 - logcount_predictions_loss: 0.5064 2358/2389 [============================>.] - ETA: 4s - loss: 575.2656 - logits_profile_predictions_loss: 566.7574 - logcount_predictions_loss: 0.5064 2359/2389 [============================>.] - ETA: 4s - loss: 575.2659 - logits_profile_predictions_loss: 566.7577 - logcount_predictions_loss: 0.5064 2360/2389 [============================>.] - ETA: 4s - loss: 575.2661 - logits_profile_predictions_loss: 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loss: 575.2681 - logits_profile_predictions_loss: 566.7603 - logcount_predictions_loss: 0.5064 2368/2389 [============================>.] - ETA: 3s - loss: 575.2684 - logits_profile_predictions_loss: 566.7607 - logcount_predictions_loss: 0.5064 2369/2389 [============================>.] - ETA: 3s - loss: 575.2686 - logits_profile_predictions_loss: 566.7610 - logcount_predictions_loss: 0.5064 2370/2389 [============================>.] - ETA: 2s - loss: 575.2689 - logits_profile_predictions_loss: 566.7613 - logcount_predictions_loss: 0.5064 2371/2389 [============================>.] - ETA: 2s - loss: 575.2692 - logits_profile_predictions_loss: 566.7616 - logcount_predictions_loss: 0.5064 2372/2389 [============================>.] - ETA: 2s - loss: 575.2694 - logits_profile_predictions_loss: 566.7619 - logcount_predictions_loss: 0.5064 2373/2389 [============================>.] - ETA: 2s - loss: 575.2696 - logits_profile_predictions_loss: 566.7621 - logcount_predictions_loss: 0.5064 2374/2389 [============================>.] - ETA: 2s - loss: 575.2699 - logits_profile_predictions_loss: 566.7624 - logcount_predictions_loss: 0.5064 2375/2389 [============================>.] - ETA: 2s - loss: 575.2701 - logits_profile_predictions_loss: 566.7627 - logcount_predictions_loss: 0.5064 2376/2389 [============================>.] - ETA: 1s - loss: 575.2703 - logits_profile_predictions_loss: 566.7630 - logcount_predictions_loss: 0.5064 2377/2389 [============================>.] - ETA: 1s - loss: 575.2705 - logits_profile_predictions_loss: 566.7632 - logcount_predictions_loss: 0.5064 2378/2389 [============================>.] - ETA: 1s - loss: 575.2707 - logits_profile_predictions_loss: 566.7634 - logcount_predictions_loss: 0.5064 2379/2389 [============================>.] - ETA: 1s - loss: 575.2709 - logits_profile_predictions_loss: 566.7637 - logcount_predictions_loss: 0.5064 2380/2389 [============================>.] - ETA: 1s - loss: 575.2711 - logits_profile_predictions_loss: 566.7639 - logcount_predictions_loss: 0.5063 2381/2389 [============================>.] - ETA: 1s - loss: 575.2713 - logits_profile_predictions_loss: 566.7642 - logcount_predictions_loss: 0.5063 2382/2389 [============================>.] - ETA: 1s - loss: 575.2715 - logits_profile_predictions_loss: 566.7644 - logcount_predictions_loss: 0.5063 2383/2389 [============================>.] - ETA: 0s - loss: 575.2716 - logits_profile_predictions_loss: 566.7646 - logcount_predictions_loss: 0.5063 2384/2389 [============================>.] - ETA: 0s - loss: 575.2718 - logits_profile_predictions_loss: 566.7648 - logcount_predictions_loss: 0.5063 2385/2389 [============================>.] - ETA: 0s - loss: 575.2719 - logits_profile_predictions_loss: 566.7650 - logcount_predictions_loss: 0.5063 2386/2389 [============================>.] - ETA: 0s - loss: 575.2721 - logits_profile_predictions_loss: 566.7652 - logcount_predictions_loss: 0.5063 2387/2389 [============================>.] - ETA: 0s - loss: 575.2722 - logits_profile_predictions_loss: 566.7654 - logcount_predictions_loss: 0.5063 2388/2389 [============================>.] - ETA: 0s - loss: 575.2724 - logits_profile_predictions_loss: 566.7657 - logcount_predictions_loss: 0.5063 2389/2389 [==============================] - ETA: 0s - loss: 575.2726 - logits_profile_predictions_loss: 566.7659 - logcount_predictions_loss: 0.5063 2389/2389 [==============================] - 388s 162ms/step - loss: 575.2728 - logits_profile_predictions_loss: 566.7661 - logcount_predictions_loss: 0.5063 - val_loss: 694.1166 - val_logits_profile_predictions_loss: 685.7575 - val_logcount_predictions_loss: 0.4976 Epoch 00004: val_loss did not improve from 686.91895 Epoch 5/50 1/2389 [..............................] - ETA: 7:13 - loss: 542.2833 - logits_profile_predictions_loss: 534.5154 - logcount_predictions_loss: 0.4624 2/2389 [..............................] - ETA: 6:05 - loss: 550.4207 - logits_profile_predictions_loss: 542.1792 - logcount_predictions_loss: 0.4906 3/2389 [..............................] - ETA: 6:05 - loss: 547.8215 - logits_profile_predictions_loss: 539.5578 - logcount_predictions_loss: 0.4919 4/2389 [..............................] - ETA: 6:05 - loss: 548.1909 - logits_profile_predictions_loss: 539.8411 - logcount_predictions_loss: 0.4970 5/2389 [..............................] - ETA: 6:05 - loss: 548.3210 - logits_profile_predictions_loss: 539.9825 - logcount_predictions_loss: 0.4963 6/2389 [..............................] - ETA: 6:04 - loss: 547.9758 - logits_profile_predictions_loss: 539.6732 - logcount_predictions_loss: 0.4942 7/2389 [..............................] - ETA: 6:04 - loss: 547.4631 - logits_profile_predictions_loss: 539.2059 - logcount_predictions_loss: 0.4915 8/2389 [..............................] - ETA: 6:05 - loss: 548.5890 - logits_profile_predictions_loss: 540.3868 - logcount_predictions_loss: 0.4882 9/2389 [..............................] - ETA: 6:04 - loss: 551.0666 - logits_profile_predictions_loss: 542.8969 - logcount_predictions_loss: 0.4863 10/2389 [..............................] - ETA: 6:04 - loss: 553.9278 - logits_profile_predictions_loss: 545.7747 - logcount_predictions_loss: 0.4853 11/2389 [..............................] - ETA: 6:04 - loss: 555.4960 - logits_profile_predictions_loss: 547.3361 - logcount_predictions_loss: 0.4857 12/2389 [..............................] - ETA: 6:04 - loss: 557.0096 - logits_profile_predictions_loss: 548.8348 - logcount_predictions_loss: 0.4866 13/2389 [..............................] - ETA: 6:04 - loss: 557.6628 - logits_profile_predictions_loss: 549.4895 - logcount_predictions_loss: 0.4865 14/2389 [..............................] - ETA: 6:03 - loss: 557.8551 - logits_profile_predictions_loss: 549.6774 - logcount_predictions_loss: 0.4868 15/2389 [..............................] - ETA: 6:03 - loss: 557.8443 - logits_profile_predictions_loss: 549.6624 - logcount_predictions_loss: 0.4870 16/2389 [..............................] - ETA: 6:03 - loss: 557.5008 - logits_profile_predictions_loss: 549.3061 - logcount_predictions_loss: 0.4878 17/2389 [..............................] - ETA: 6:03 - loss: 556.8503 - logits_profile_predictions_loss: 548.6448 - logcount_predictions_loss: 0.4884 18/2389 [..............................] - ETA: 6:03 - loss: 556.6494 - logits_profile_predictions_loss: 548.4432 - logcount_predictions_loss: 0.4885 19/2389 [..............................] - ETA: 6:02 - loss: 556.4117 - logits_profile_predictions_loss: 548.2034 - logcount_predictions_loss: 0.4886 20/2389 [..............................] - ETA: 6:02 - loss: 556.1225 - logits_profile_predictions_loss: 547.9150 - logcount_predictions_loss: 0.4885 21/2389 [..............................] - ETA: 6:02 - loss: 555.8896 - logits_profile_predictions_loss: 547.6852 - logcount_predictions_loss: 0.4884 22/2389 [..............................] - ETA: 6:02 - loss: 555.8045 - logits_profile_predictions_loss: 547.6032 - logcount_predictions_loss: 0.4882 23/2389 [..............................] - ETA: 6:02 - loss: 555.8432 - logits_profile_predictions_loss: 547.6428 - logcount_predictions_loss: 0.4881 24/2389 [..............................] - ETA: 6:02 - loss: 555.8556 - logits_profile_predictions_loss: 547.6548 - logcount_predictions_loss: 0.4881 25/2389 [..............................] - ETA: 6:01 - loss: 555.6556 - logits_profile_predictions_loss: 547.4472 - logcount_predictions_loss: 0.4886 26/2389 [..............................] - ETA: 6:01 - loss: 555.3950 - logits_profile_predictions_loss: 547.1819 - logcount_predictions_loss: 0.4889 27/2389 [..............................] - ETA: 6:01 - loss: 555.1811 - logits_profile_predictions_loss: 546.9652 - logcount_predictions_loss: 0.4890 28/2389 [..............................] - ETA: 6:01 - loss: 555.0499 - logits_profile_predictions_loss: 546.8271 - logcount_predictions_loss: 0.4895 29/2389 [..............................] - ETA: 6:01 - loss: 554.9750 - logits_profile_predictions_loss: 546.7449 - logcount_predictions_loss: 0.4899 30/2389 [..............................] - ETA: 6:01 - loss: 554.9814 - logits_profile_predictions_loss: 546.7460 - logcount_predictions_loss: 0.4902 31/2389 [..............................] - ETA: 6:01 - loss: 554.9412 - logits_profile_predictions_loss: 546.6998 - logcount_predictions_loss: 0.4906 32/2389 [..............................] - ETA: 6:00 - loss: 554.9720 - logits_profile_predictions_loss: 546.7253 - logcount_predictions_loss: 0.4909 33/2389 [..............................] - ETA: 6:00 - loss: 555.0234 - logits_profile_predictions_loss: 546.7744 - logcount_predictions_loss: 0.4910 34/2389 [..............................] - ETA: 6:00 - loss: 555.0941 - logits_profile_predictions_loss: 546.8434 - logcount_predictions_loss: 0.4911 35/2389 [..............................] - ETA: 6:00 - loss: 555.1259 - logits_profile_predictions_loss: 546.8737 - logcount_predictions_loss: 0.4912 36/2389 [..............................] - ETA: 6:00 - loss: 555.2368 - logits_profile_predictions_loss: 546.9836 - logcount_predictions_loss: 0.4913 37/2389 [..............................] - ETA: 6:00 - loss: 555.2870 - logits_profile_predictions_loss: 547.0339 - logcount_predictions_loss: 0.4913 38/2389 [..............................] - ETA: 5:59 - loss: 555.3312 - logits_profile_predictions_loss: 547.0797 - logcount_predictions_loss: 0.4912 39/2389 [..............................] - ETA: 5:59 - loss: 555.3128 - logits_profile_predictions_loss: 547.0633 - logcount_predictions_loss: 0.4910 40/2389 [..............................] - ETA: 5:59 - loss: 555.3442 - logits_profile_predictions_loss: 547.0959 - logcount_predictions_loss: 0.4910 41/2389 [..............................] - ETA: 5:59 - loss: 555.3411 - logits_profile_predictions_loss: 547.0945 - logcount_predictions_loss: 0.4909 42/2389 [..............................] - ETA: 5:59 - loss: 555.3204 - logits_profile_predictions_loss: 547.0768 - logcount_predictions_loss: 0.4907 43/2389 [..............................] - ETA: 5:59 - loss: 555.3050 - logits_profile_predictions_loss: 547.0631 - logcount_predictions_loss: 0.4906 44/2389 [..............................] - ETA: 5:58 - loss: 555.2450 - logits_profile_predictions_loss: 547.0037 - logcount_predictions_loss: 0.4906 45/2389 [..............................] - ETA: 5:58 - loss: 555.2432 - logits_profile_predictions_loss: 547.0029 - logcount_predictions_loss: 0.4905 46/2389 [..............................] - ETA: 5:58 - loss: 555.2859 - logits_profile_predictions_loss: 547.0473 - logcount_predictions_loss: 0.4904 47/2389 [..............................] - ETA: 5:58 - loss: 555.3227 - logits_profile_predictions_loss: 547.0870 - logcount_predictions_loss: 0.4902 48/2389 [..............................] - ETA: 5:58 - loss: 555.4070 - logits_profile_predictions_loss: 547.1750 - logcount_predictions_loss: 0.4900 49/2389 [..............................] - ETA: 5:58 - loss: 555.4878 - logits_profile_predictions_loss: 547.2595 - logcount_predictions_loss: 0.4898 50/2389 [..............................] - ETA: 5:58 - loss: 555.5671 - logits_profile_predictions_loss: 547.3426 - logcount_predictions_loss: 0.4896 51/2389 [..............................] - ETA: 5:57 - loss: 555.6381 - logits_profile_predictions_loss: 547.4171 - logcount_predictions_loss: 0.4893 52/2389 [..............................] - ETA: 5:57 - loss: 555.6976 - logits_profile_predictions_loss: 547.4792 - logcount_predictions_loss: 0.4892 53/2389 [..............................] - ETA: 5:57 - loss: 555.7650 - logits_profile_predictions_loss: 547.5495 - logcount_predictions_loss: 0.4890 54/2389 [..............................] - ETA: 5:57 - loss: 555.8175 - logits_profile_predictions_loss: 547.6044 - logcount_predictions_loss: 0.4889 55/2389 [..............................] - ETA: 5:57 - loss: 555.8884 - logits_profile_predictions_loss: 547.6772 - logcount_predictions_loss: 0.4888 56/2389 [..............................] - ETA: 5:57 - loss: 555.9832 - logits_profile_predictions_loss: 547.7737 - logcount_predictions_loss: 0.4887 57/2389 [..............................] - ETA: 5:56 - loss: 556.0552 - logits_profile_predictions_loss: 547.8484 - logcount_predictions_loss: 0.4885 58/2389 [..............................] - ETA: 5:56 - loss: 556.1524 - logits_profile_predictions_loss: 547.9482 - logcount_predictions_loss: 0.4883 59/2389 [..............................] - ETA: 5:56 - loss: 556.2624 - logits_profile_predictions_loss: 548.0601 - logcount_predictions_loss: 0.4882 60/2389 [..............................] - ETA: 5:56 - loss: 556.3509 - logits_profile_predictions_loss: 548.1514 - logcount_predictions_loss: 0.4881 61/2389 [..............................] - ETA: 5:56 - loss: 556.4193 - logits_profile_predictions_loss: 548.2225 - logcount_predictions_loss: 0.4879 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[============================>.] - ETA: 0s - loss: 569.6204 - logits_profile_predictions_loss: 561.6581 - logcount_predictions_loss: 0.4739 2385/2389 [============================>.] - ETA: 0s - loss: 569.6209 - logits_profile_predictions_loss: 561.6587 - logcount_predictions_loss: 0.4739 2386/2389 [============================>.] - ETA: 0s - loss: 569.6215 - logits_profile_predictions_loss: 561.6592 - logcount_predictions_loss: 0.4739 2387/2389 [============================>.] - ETA: 0s - loss: 569.6220 - logits_profile_predictions_loss: 561.6598 - logcount_predictions_loss: 0.4739 2388/2389 [============================>.] - ETA: 0s - loss: 569.6225 - logits_profile_predictions_loss: 561.6603 - logcount_predictions_loss: 0.4739 2389/2389 [==============================] - ETA: 0s - loss: 569.6230 - logits_profile_predictions_loss: 561.6609 - logcount_predictions_loss: 0.4739 2389/2389 [==============================] - 388s 162ms/step - loss: 569.6236 - 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[..............................] - ETA: 6:04 - loss: 567.7368 - logits_profile_predictions_loss: 560.6181 - logcount_predictions_loss: 0.4237 6/2389 [..............................] - ETA: 6:04 - loss: 569.4695 - logits_profile_predictions_loss: 562.1538 - logcount_predictions_loss: 0.4355 7/2389 [..............................] - ETA: 6:04 - loss: 569.0805 - logits_profile_predictions_loss: 561.6260 - logcount_predictions_loss: 0.4437 8/2389 [..............................] - ETA: 6:04 - loss: 568.5083 - logits_profile_predictions_loss: 560.9687 - logcount_predictions_loss: 0.4488 9/2389 [..............................] - ETA: 6:04 - loss: 567.5223 - logits_profile_predictions_loss: 559.9360 - logcount_predictions_loss: 0.4516 10/2389 [..............................] - ETA: 6:03 - loss: 566.3054 - logits_profile_predictions_loss: 558.7003 - logcount_predictions_loss: 0.4527 11/2389 [..............................] - ETA: 6:03 - loss: 564.8927 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 556.4902 - logcount_predictions_loss: 0.4568 345/2389 [===>..........................] - ETA: 5:13 - loss: 564.1619 - logits_profile_predictions_loss: 556.4877 - logcount_predictions_loss: 0.4568 346/2389 [===>..........................] - ETA: 5:12 - loss: 564.1594 - logits_profile_predictions_loss: 556.4852 - logcount_predictions_loss: 0.4568 347/2389 [===>..........................] - ETA: 5:12 - loss: 564.1569 - logits_profile_predictions_loss: 556.4827 - logcount_predictions_loss: 0.4568 348/2389 [===>..........................] - ETA: 5:12 - loss: 564.1544 - logits_profile_predictions_loss: 556.4802 - logcount_predictions_loss: 0.4568 349/2389 [===>..........................] - ETA: 5:12 - loss: 564.1523 - logits_profile_predictions_loss: 556.4781 - logcount_predictions_loss: 0.4568 350/2389 [===>..........................] - ETA: 5:12 - loss: 564.1501 - logits_profile_predictions_loss: 556.4759 - logcount_predictions_loss: 0.4568 351/2389 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logits_profile_predictions_loss: 556.4690 - logcount_predictions_loss: 0.4568 358/2389 [===>..........................] - ETA: 5:11 - loss: 564.1431 - logits_profile_predictions_loss: 556.4691 - logcount_predictions_loss: 0.4568 359/2389 [===>..........................] - ETA: 5:10 - loss: 564.1426 - logits_profile_predictions_loss: 556.4686 - logcount_predictions_loss: 0.4568 360/2389 [===>..........................] - ETA: 5:10 - loss: 564.1427 - logits_profile_predictions_loss: 556.4687 - logcount_predictions_loss: 0.4568 361/2389 [===>..........................] - ETA: 5:10 - loss: 564.1425 - logits_profile_predictions_loss: 556.4685 - logcount_predictions_loss: 0.4568 362/2389 [===>..........................] - ETA: 5:10 - loss: 564.1425 - logits_profile_predictions_loss: 556.4685 - logcount_predictions_loss: 0.4568 363/2389 [===>..........................] - ETA: 5:10 - loss: 564.1426 - logits_profile_predictions_loss: 556.4686 - logcount_predictions_loss: 0.4568 364/2389 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logits_profile_predictions_loss: 556.7111 - logcount_predictions_loss: 0.4570 436/2389 [====>.........................] - ETA: 4:59 - loss: 564.3915 - logits_profile_predictions_loss: 556.7142 - logcount_predictions_loss: 0.4570 437/2389 [====>.........................] - ETA: 4:58 - loss: 564.3942 - logits_profile_predictions_loss: 556.7168 - logcount_predictions_loss: 0.4570 438/2389 [====>.........................] - ETA: 4:58 - loss: 564.3969 - logits_profile_predictions_loss: 556.7194 - logcount_predictions_loss: 0.4570 439/2389 [====>.........................] - ETA: 4:58 - loss: 564.3996 - logits_profile_predictions_loss: 556.7221 - logcount_predictions_loss: 0.4570 440/2389 [====>.........................] - ETA: 4:58 - loss: 564.4020 - logits_profile_predictions_loss: 556.7245 - logcount_predictions_loss: 0.4570 441/2389 [====>.........................] - ETA: 4:58 - loss: 564.4041 - logits_profile_predictions_loss: 556.7265 - logcount_predictions_loss: 0.4570 442/2389 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logits_profile_predictions_loss: 556.7392 - logcount_predictions_loss: 0.4570 449/2389 [====>.........................] - ETA: 4:57 - loss: 564.4187 - logits_profile_predictions_loss: 556.7411 - logcount_predictions_loss: 0.4570 450/2389 [====>.........................] - ETA: 4:56 - loss: 564.4205 - logits_profile_predictions_loss: 556.7429 - logcount_predictions_loss: 0.4570 451/2389 [====>.........................] - ETA: 4:56 - loss: 564.4220 - logits_profile_predictions_loss: 556.7444 - logcount_predictions_loss: 0.4570 452/2389 [====>.........................] - ETA: 4:56 - loss: 564.4237 - logits_profile_predictions_loss: 556.7461 - logcount_predictions_loss: 0.4570 453/2389 [====>.........................] - ETA: 4:56 - loss: 564.4255 - logits_profile_predictions_loss: 556.7479 - logcount_predictions_loss: 0.4570 454/2389 [====>.........................] - ETA: 4:56 - loss: 564.4273 - logits_profile_predictions_loss: 556.7498 - logcount_predictions_loss: 0.4570 455/2389 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[============================>.] - ETA: 5s - loss: 563.1973 - logits_profile_predictions_loss: 555.9428 - logcount_predictions_loss: 0.4318 2357/2389 [============================>.] - ETA: 4s - loss: 563.1978 - logits_profile_predictions_loss: 555.9433 - logcount_predictions_loss: 0.4318 2358/2389 [============================>.] - ETA: 4s - loss: 563.1983 - logits_profile_predictions_loss: 555.9438 - logcount_predictions_loss: 0.4318 2359/2389 [============================>.] - ETA: 4s - loss: 563.1988 - logits_profile_predictions_loss: 555.9444 - logcount_predictions_loss: 0.4318 2360/2389 [============================>.] - ETA: 4s - loss: 563.1994 - logits_profile_predictions_loss: 555.9449 - logcount_predictions_loss: 0.4318 2361/2389 [============================>.] - ETA: 4s - loss: 563.1999 - logits_profile_predictions_loss: 555.9454 - logcount_predictions_loss: 0.4318 2362/2389 [============================>.] - ETA: 4s - loss: 563.2004 - logits_profile_predictions_loss: 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[==============================] - ETA: 0s - loss: 563.2145 - logits_profile_predictions_loss: 555.9602 - logcount_predictions_loss: 0.4318 2389/2389 [==============================] - 388s 162ms/step - loss: 563.2150 - logits_profile_predictions_loss: 555.9608 - logcount_predictions_loss: 0.4318 - val_loss: 681.2406 - val_logits_profile_predictions_loss: 674.1965 - val_logcount_predictions_loss: 0.4193 Epoch 00007: val_loss improved from 684.20819 to 681.24060, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 8/50 1/2389 [..............................] - ETA: 7:22 - loss: 506.8751 - logits_profile_predictions_loss: 498.0496 - logcount_predictions_loss: 0.5253 2/2389 [..............................] - ETA: 6:05 - loss: 533.6314 - logits_profile_predictions_loss: 525.0564 - logcount_predictions_loss: 0.5104 3/2389 [..............................] - ETA: 6:05 - loss: 541.0916 - logits_profile_predictions_loss: 532.8999 - logcount_predictions_loss: 0.4876 4/2389 [..............................] - ETA: 6:05 - loss: 547.2712 - logits_profile_predictions_loss: 539.3309 - logcount_predictions_loss: 0.4726 5/2389 [..............................] - ETA: 6:05 - loss: 550.5104 - logits_profile_predictions_loss: 542.7631 - logcount_predictions_loss: 0.4611 6/2389 [..............................] - ETA: 6:04 - loss: 552.7263 - logits_profile_predictions_loss: 545.1892 - logcount_predictions_loss: 0.4486 7/2389 [..............................] - ETA: 6:04 - loss: 554.7234 - logits_profile_predictions_loss: 547.3535 - logcount_predictions_loss: 0.4387 8/2389 [..............................] - ETA: 6:04 - loss: 555.3191 - logits_profile_predictions_loss: 548.0728 - logcount_predictions_loss: 0.4313 9/2389 [..............................] - ETA: 6:04 - loss: 554.9800 - logits_profile_predictions_loss: 547.8031 - logcount_predictions_loss: 0.4272 10/2389 [..............................] - ETA: 6:04 - loss: 555.8193 - logits_profile_predictions_loss: 548.7033 - logcount_predictions_loss: 0.4236 11/2389 [..............................] - ETA: 6:04 - loss: 556.5554 - logits_profile_predictions_loss: 549.4947 - logcount_predictions_loss: 0.4203 12/2389 [..............................] - ETA: 6:03 - loss: 557.6246 - logits_profile_predictions_loss: 550.6122 - logcount_predictions_loss: 0.4174 13/2389 [..............................] - ETA: 6:03 - loss: 558.3059 - logits_profile_predictions_loss: 551.3315 - logcount_predictions_loss: 0.4151 14/2389 [..............................] - ETA: 6:03 - loss: 559.0152 - logits_profile_predictions_loss: 552.0761 - logcount_predictions_loss: 0.4130 15/2389 [..............................] - ETA: 6:03 - loss: 559.5792 - logits_profile_predictions_loss: 552.6709 - logcount_predictions_loss: 0.4112 16/2389 [..............................] - ETA: 6:03 - loss: 560.3509 - logits_profile_predictions_loss: 553.4646 - logcount_predictions_loss: 0.4099 17/2389 [..............................] - ETA: 6:03 - loss: 560.8490 - logits_profile_predictions_loss: 553.9756 - logcount_predictions_loss: 0.4091 18/2389 [..............................] - ETA: 6:03 - loss: 561.1848 - logits_profile_predictions_loss: 554.3170 - logcount_predictions_loss: 0.4088 19/2389 [..............................] - ETA: 6:02 - loss: 561.2691 - logits_profile_predictions_loss: 554.4028 - logcount_predictions_loss: 0.4087 20/2389 [..............................] - ETA: 6:02 - loss: 561.2311 - logits_profile_predictions_loss: 554.3680 - logcount_predictions_loss: 0.4085 21/2389 [..............................] - ETA: 6:02 - loss: 561.2248 - logits_profile_predictions_loss: 554.3662 - logcount_predictions_loss: 0.4083 22/2389 [..............................] - ETA: 6:02 - loss: 561.1179 - logits_profile_predictions_loss: 554.2619 - logcount_predictions_loss: 0.4081 23/2389 [..............................] - ETA: 6:02 - 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[..............................] - ETA: 5:59 - loss: 558.9032 - logits_profile_predictions_loss: 552.0418 - logcount_predictions_loss: 0.4084 44/2389 [..............................] - ETA: 5:58 - loss: 558.8493 - logits_profile_predictions_loss: 551.9857 - logcount_predictions_loss: 0.4085 45/2389 [..............................] - ETA: 5:58 - loss: 558.7713 - logits_profile_predictions_loss: 551.9048 - logcount_predictions_loss: 0.4087 46/2389 [..............................] - ETA: 5:58 - loss: 558.7122 - logits_profile_predictions_loss: 551.8432 - logcount_predictions_loss: 0.4089 47/2389 [..............................] - ETA: 5:58 - loss: 558.6864 - logits_profile_predictions_loss: 551.8152 - logcount_predictions_loss: 0.4090 48/2389 [..............................] - ETA: 5:58 - loss: 558.6675 - logits_profile_predictions_loss: 551.7933 - logcount_predictions_loss: 0.4092 49/2389 [..............................] - ETA: 5:58 - loss: 558.6716 - logits_profile_predictions_loss: 551.7928 - logcount_predictions_loss: 0.4095 50/2389 [..............................] - ETA: 5:57 - loss: 558.7134 - logits_profile_predictions_loss: 551.8304 - logcount_predictions_loss: 0.4097 51/2389 [..............................] - ETA: 5:57 - loss: 558.7320 - logits_profile_predictions_loss: 551.8458 - logcount_predictions_loss: 0.4099 52/2389 [..............................] - ETA: 5:57 - loss: 558.7855 - logits_profile_predictions_loss: 551.8969 - logcount_predictions_loss: 0.4100 53/2389 [..............................] - ETA: 5:57 - loss: 558.8476 - logits_profile_predictions_loss: 551.9571 - logcount_predictions_loss: 0.4101 54/2389 [..............................] - ETA: 5:57 - loss: 558.8611 - logits_profile_predictions_loss: 551.9699 - logcount_predictions_loss: 0.4102 55/2389 [..............................] - ETA: 5:57 - loss: 558.8980 - logits_profile_predictions_loss: 552.0063 - logcount_predictions_loss: 0.4102 56/2389 [..............................] - ETA: 5:57 - 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[============================>.] - ETA: 5s - loss: 561.0099 - logits_profile_predictions_loss: 553.9511 - logcount_predictions_loss: 0.4202 2353/2389 [============================>.] - ETA: 5s - loss: 561.0099 - logits_profile_predictions_loss: 553.9510 - logcount_predictions_loss: 0.4202 2354/2389 [============================>.] - ETA: 5s - loss: 561.0098 - logits_profile_predictions_loss: 553.9509 - logcount_predictions_loss: 0.4202 2355/2389 [============================>.] - ETA: 5s - loss: 561.0097 - logits_profile_predictions_loss: 553.9509 - logcount_predictions_loss: 0.4202 2356/2389 [============================>.] - ETA: 5s - loss: 561.0097 - logits_profile_predictions_loss: 553.9508 - logcount_predictions_loss: 0.4202 2357/2389 [============================>.] - ETA: 4s - loss: 561.0096 - logits_profile_predictions_loss: 553.9508 - logcount_predictions_loss: 0.4202 2358/2389 [============================>.] - ETA: 4s - loss: 561.0095 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 553.9501 - logcount_predictions_loss: 0.4202 2379/2389 [============================>.] - ETA: 1s - loss: 561.0087 - logits_profile_predictions_loss: 553.9501 - logcount_predictions_loss: 0.4202 2380/2389 [============================>.] - ETA: 1s - loss: 561.0087 - logits_profile_predictions_loss: 553.9501 - logcount_predictions_loss: 0.4202 2381/2389 [============================>.] - ETA: 1s - loss: 561.0088 - logits_profile_predictions_loss: 553.9502 - logcount_predictions_loss: 0.4202 2382/2389 [============================>.] - ETA: 1s - loss: 561.0088 - logits_profile_predictions_loss: 553.9502 - logcount_predictions_loss: 0.4202 2383/2389 [============================>.] - ETA: 0s - loss: 561.0088 - logits_profile_predictions_loss: 553.9502 - logcount_predictions_loss: 0.4202 2384/2389 [============================>.] - ETA: 0s - loss: 561.0089 - logits_profile_predictions_loss: 553.9503 - logcount_predictions_loss: 0.4202 2385/2389 [============================>.] - ETA: 0s - loss: 561.0089 - logits_profile_predictions_loss: 553.9503 - logcount_predictions_loss: 0.4202 2386/2389 [============================>.] - ETA: 0s - loss: 561.0089 - logits_profile_predictions_loss: 553.9503 - logcount_predictions_loss: 0.4202 2387/2389 [============================>.] - ETA: 0s - loss: 561.0089 - logits_profile_predictions_loss: 553.9503 - logcount_predictions_loss: 0.4202 2388/2389 [============================>.] - ETA: 0s - loss: 561.0089 - logits_profile_predictions_loss: 553.9503 - logcount_predictions_loss: 0.4202 2389/2389 [==============================] - ETA: 0s - loss: 561.0089 - logits_profile_predictions_loss: 553.9504 - logcount_predictions_loss: 0.4202 2389/2389 [==============================] - 388s 162ms/step - loss: 561.0089 - logits_profile_predictions_loss: 553.9504 - logcount_predictions_loss: 0.4202 - val_loss: 681.3390 - val_logits_profile_predictions_loss: 674.0601 - val_logcount_predictions_loss: 0.4332 Epoch 00008: val_loss did not improve from 681.24060 Epoch 9/50 1/2389 [..............................] - ETA: 7:30 - loss: 552.8802 - logits_profile_predictions_loss: 545.7523 - logcount_predictions_loss: 0.4243 2/2389 [..............................] - ETA: 6:36 - loss: 545.6343 - logits_profile_predictions_loss: 538.9579 - logcount_predictions_loss: 0.3974 3/2389 [..............................] - ETA: 6:19 - loss: 550.4469 - logits_profile_predictions_loss: 543.5150 - logcount_predictions_loss: 0.4126 4/2389 [..............................] - ETA: 6:14 - loss: 557.8323 - logits_profile_predictions_loss: 550.8417 - logcount_predictions_loss: 0.4161 5/2389 [..............................] - ETA: 6:12 - loss: 559.1955 - logits_profile_predictions_loss: 552.2099 - logcount_predictions_loss: 0.4158 6/2389 [..............................] - ETA: 6:10 - loss: 560.4758 - logits_profile_predictions_loss: 553.5209 - logcount_predictions_loss: 0.4140 7/2389 [..............................] - ETA: 6:09 - loss: 560.0052 - logits_profile_predictions_loss: 553.1104 - logcount_predictions_loss: 0.4104 8/2389 [..............................] - ETA: 6:08 - loss: 559.2847 - logits_profile_predictions_loss: 552.4097 - logcount_predictions_loss: 0.4092 9/2389 [..............................] - ETA: 6:07 - loss: 558.8611 - logits_profile_predictions_loss: 552.0250 - logcount_predictions_loss: 0.4069 10/2389 [..............................] - ETA: 6:07 - loss: 558.7275 - logits_profile_predictions_loss: 551.9411 - logcount_predictions_loss: 0.4040 11/2389 [..............................] - ETA: 6:06 - loss: 558.5045 - logits_profile_predictions_loss: 551.7624 - logcount_predictions_loss: 0.4013 12/2389 [..............................] - ETA: 6:06 - loss: 558.9206 - logits_profile_predictions_loss: 552.1981 - logcount_predictions_loss: 0.4002 13/2389 [..............................] - ETA: 6:06 - loss: 559.2494 - logits_profile_predictions_loss: 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loss: 564.0704 - logits_profile_predictions_loss: 557.3780 - logcount_predictions_loss: 0.3984 21/2389 [..............................] - ETA: 6:03 - loss: 564.2877 - logits_profile_predictions_loss: 557.5924 - logcount_predictions_loss: 0.3985 22/2389 [..............................] - ETA: 6:03 - loss: 564.3812 - logits_profile_predictions_loss: 557.6858 - logcount_predictions_loss: 0.3985 23/2389 [..............................] - ETA: 6:03 - loss: 564.3659 - logits_profile_predictions_loss: 557.6674 - logcount_predictions_loss: 0.3987 24/2389 [..............................] - ETA: 6:03 - loss: 564.3357 - logits_profile_predictions_loss: 557.6292 - logcount_predictions_loss: 0.3992 25/2389 [..............................] - ETA: 6:02 - loss: 564.2968 - logits_profile_predictions_loss: 557.5844 - logcount_predictions_loss: 0.3995 26/2389 [..............................] - ETA: 6:02 - loss: 564.2135 - logits_profile_predictions_loss: 557.4945 - logcount_predictions_loss: 0.3999 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[..............................] - ETA: 5:58 - loss: 557.2485 - logits_profile_predictions_loss: 550.8906 - logcount_predictions_loss: 0.3784 50/2389 [..............................] - ETA: 5:58 - loss: 557.2029 - logits_profile_predictions_loss: 550.8498 - logcount_predictions_loss: 0.3782 51/2389 [..............................] - ETA: 5:58 - loss: 557.1310 - logits_profile_predictions_loss: 550.7831 - logcount_predictions_loss: 0.3779 52/2389 [..............................] - ETA: 5:58 - loss: 557.0472 - logits_profile_predictions_loss: 550.7034 - logcount_predictions_loss: 0.3776 53/2389 [..............................] - ETA: 5:58 - loss: 556.9776 - logits_profile_predictions_loss: 550.6383 - logcount_predictions_loss: 0.3773 54/2389 [..............................] - ETA: 5:57 - loss: 556.9277 - logits_profile_predictions_loss: 550.5934 - logcount_predictions_loss: 0.3770 55/2389 [..............................] - ETA: 5:57 - loss: 556.8741 - logits_profile_predictions_loss: 550.5448 - logcount_predictions_loss: 0.3767 56/2389 [..............................] - ETA: 5:57 - loss: 556.8493 - logits_profile_predictions_loss: 550.5242 - logcount_predictions_loss: 0.3765 57/2389 [..............................] - ETA: 5:57 - loss: 556.8075 - logits_profile_predictions_loss: 550.4858 - logcount_predictions_loss: 0.3763 58/2389 [..............................] - ETA: 5:57 - loss: 556.7998 - logits_profile_predictions_loss: 550.4807 - logcount_predictions_loss: 0.3761 59/2389 [..............................] - ETA: 5:57 - loss: 556.7908 - logits_profile_predictions_loss: 550.4749 - logcount_predictions_loss: 0.3759 60/2389 [..............................] - ETA: 5:56 - loss: 556.8059 - logits_profile_predictions_loss: 550.4929 - logcount_predictions_loss: 0.3758 61/2389 [..............................] - ETA: 5:56 - loss: 556.8113 - logits_profile_predictions_loss: 550.5012 - logcount_predictions_loss: 0.3756 62/2389 [..............................] - ETA: 5:56 - 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[>.............................] - ETA: 5:53 - loss: 556.5053 - logits_profile_predictions_loss: 550.2293 - logcount_predictions_loss: 0.3736 83/2389 [>.............................] - ETA: 5:53 - loss: 556.4955 - logits_profile_predictions_loss: 550.2196 - logcount_predictions_loss: 0.3736 84/2389 [>.............................] - ETA: 5:53 - loss: 556.4898 - logits_profile_predictions_loss: 550.2138 - logcount_predictions_loss: 0.3736 85/2389 [>.............................] - ETA: 5:52 - loss: 556.4659 - logits_profile_predictions_loss: 550.1899 - logcount_predictions_loss: 0.3736 86/2389 [>.............................] - ETA: 5:52 - loss: 556.4299 - logits_profile_predictions_loss: 550.1537 - logcount_predictions_loss: 0.3736 87/2389 [>.............................] - ETA: 5:52 - loss: 556.4032 - logits_profile_predictions_loss: 550.1269 - logcount_predictions_loss: 0.3736 88/2389 [>.............................] - ETA: 5:52 - loss: 556.3726 - logits_profile_predictions_loss: 550.0964 - logcount_predictions_loss: 0.3736 89/2389 [>.............................] - ETA: 5:52 - loss: 556.3484 - logits_profile_predictions_loss: 550.0719 - logcount_predictions_loss: 0.3736 90/2389 [>.............................] - ETA: 5:52 - loss: 556.3188 - logits_profile_predictions_loss: 550.0416 - logcount_predictions_loss: 0.3736 91/2389 [>.............................] - ETA: 5:52 - loss: 556.2963 - logits_profile_predictions_loss: 550.0182 - logcount_predictions_loss: 0.3737 92/2389 [>.............................] - ETA: 5:51 - loss: 556.2771 - logits_profile_predictions_loss: 549.9977 - logcount_predictions_loss: 0.3738 93/2389 [>.............................] - ETA: 5:51 - loss: 556.2623 - logits_profile_predictions_loss: 549.9816 - logcount_predictions_loss: 0.3739 94/2389 [>.............................] - ETA: 5:51 - loss: 556.2483 - logits_profile_predictions_loss: 549.9661 - logcount_predictions_loss: 0.3739 95/2389 [>.............................] - ETA: 5:51 - 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[>.............................] - ETA: 5:48 - loss: 556.4266 - logits_profile_predictions_loss: 550.1038 - logcount_predictions_loss: 0.3764 116/2389 [>.............................] - ETA: 5:48 - loss: 556.4531 - logits_profile_predictions_loss: 550.1285 - logcount_predictions_loss: 0.3765 117/2389 [>.............................] - ETA: 5:47 - loss: 556.4785 - logits_profile_predictions_loss: 550.1522 - logcount_predictions_loss: 0.3766 118/2389 [>.............................] - ETA: 5:47 - loss: 556.4979 - logits_profile_predictions_loss: 550.1701 - logcount_predictions_loss: 0.3767 119/2389 [>.............................] - ETA: 5:47 - loss: 556.5145 - logits_profile_predictions_loss: 550.1851 - logcount_predictions_loss: 0.3767 120/2389 [>.............................] - ETA: 5:47 - loss: 556.5321 - logits_profile_predictions_loss: 550.2007 - logcount_predictions_loss: 0.3769 121/2389 [>.............................] - ETA: 5:47 - loss: 556.5530 - 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[===>..........................] - ETA: 5:12 - loss: 558.8528 - logits_profile_predictions_loss: 552.3828 - logcount_predictions_loss: 0.3851 350/2389 [===>..........................] - ETA: 5:12 - loss: 558.8565 - logits_profile_predictions_loss: 552.3863 - logcount_predictions_loss: 0.3851 351/2389 [===>..........................] - ETA: 5:12 - loss: 558.8602 - logits_profile_predictions_loss: 552.3899 - logcount_predictions_loss: 0.3851 352/2389 [===>..........................] - ETA: 5:12 - loss: 558.8644 - logits_profile_predictions_loss: 552.3938 - logcount_predictions_loss: 0.3851 353/2389 [===>..........................] - ETA: 5:11 - loss: 558.8683 - logits_profile_predictions_loss: 552.3975 - logcount_predictions_loss: 0.3852 354/2389 [===>..........................] - ETA: 5:11 - loss: 558.8726 - logits_profile_predictions_loss: 552.4017 - logcount_predictions_loss: 0.3852 355/2389 [===>..........................] - ETA: 5:11 - loss: 558.8767 - 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[===>..........................] - ETA: 5:10 - loss: 558.9110 - logits_profile_predictions_loss: 552.4385 - logcount_predictions_loss: 0.3853 363/2389 [===>..........................] - ETA: 5:10 - loss: 558.9167 - logits_profile_predictions_loss: 552.4440 - logcount_predictions_loss: 0.3853 364/2389 [===>..........................] - ETA: 5:10 - loss: 558.9219 - logits_profile_predictions_loss: 552.4490 - logcount_predictions_loss: 0.3853 365/2389 [===>..........................] - ETA: 5:10 - loss: 558.9275 - logits_profile_predictions_loss: 552.4545 - logcount_predictions_loss: 0.3853 366/2389 [===>..........................] - ETA: 5:09 - loss: 558.9333 - logits_profile_predictions_loss: 552.4602 - logcount_predictions_loss: 0.3853 367/2389 [===>..........................] - ETA: 5:09 - loss: 558.9393 - logits_profile_predictions_loss: 552.4660 - logcount_predictions_loss: 0.3853 368/2389 [===>..........................] - ETA: 5:09 - loss: 558.9452 - 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[===>..........................] - ETA: 5:08 - loss: 558.9811 - logits_profile_predictions_loss: 552.5066 - logcount_predictions_loss: 0.3854 376/2389 [===>..........................] - ETA: 5:08 - loss: 558.9870 - logits_profile_predictions_loss: 552.5123 - logcount_predictions_loss: 0.3854 377/2389 [===>..........................] - ETA: 5:08 - loss: 558.9925 - logits_profile_predictions_loss: 552.5178 - logcount_predictions_loss: 0.3854 378/2389 [===>..........................] - ETA: 5:08 - loss: 558.9976 - logits_profile_predictions_loss: 552.5227 - logcount_predictions_loss: 0.3854 379/2389 [===>..........................] - ETA: 5:07 - loss: 559.0025 - logits_profile_predictions_loss: 552.5274 - logcount_predictions_loss: 0.3854 380/2389 [===>..........................] - ETA: 5:07 - loss: 559.0069 - logits_profile_predictions_loss: 552.5317 - logcount_predictions_loss: 0.3854 381/2389 [===>..........................] - ETA: 5:07 - loss: 559.0108 - 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[===>..........................] - ETA: 5:06 - loss: 559.0376 - logits_profile_predictions_loss: 552.5613 - logcount_predictions_loss: 0.3855 389/2389 [===>..........................] - ETA: 5:06 - loss: 559.0413 - logits_profile_predictions_loss: 552.5649 - logcount_predictions_loss: 0.3855 390/2389 [===>..........................] - ETA: 5:06 - loss: 559.0457 - logits_profile_predictions_loss: 552.5692 - logcount_predictions_loss: 0.3855 391/2389 [===>..........................] - ETA: 5:05 - loss: 559.0501 - logits_profile_predictions_loss: 552.5736 - logcount_predictions_loss: 0.3855 392/2389 [===>..........................] - ETA: 5:05 - loss: 559.0546 - logits_profile_predictions_loss: 552.5779 - logcount_predictions_loss: 0.3855 393/2389 [===>..........................] - ETA: 5:05 - loss: 559.0590 - logits_profile_predictions_loss: 552.5822 - logcount_predictions_loss: 0.3855 394/2389 [===>..........................] - ETA: 5:05 - loss: 559.0630 - 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[====>.........................] - ETA: 5:04 - loss: 559.0867 - logits_profile_predictions_loss: 552.6089 - logcount_predictions_loss: 0.3856 402/2389 [====>.........................] - ETA: 5:04 - loss: 559.0900 - logits_profile_predictions_loss: 552.6121 - logcount_predictions_loss: 0.3856 403/2389 [====>.........................] - ETA: 5:04 - loss: 559.0937 - logits_profile_predictions_loss: 552.6156 - logcount_predictions_loss: 0.3856 404/2389 [====>.........................] - ETA: 5:04 - loss: 559.0977 - logits_profile_predictions_loss: 552.6194 - logcount_predictions_loss: 0.3856 405/2389 [====>.........................] - ETA: 5:03 - loss: 559.1023 - logits_profile_predictions_loss: 552.6239 - logcount_predictions_loss: 0.3856 406/2389 [====>.........................] - ETA: 5:03 - loss: 559.1076 - logits_profile_predictions_loss: 552.6291 - logcount_predictions_loss: 0.3856 407/2389 [====>.........................] - ETA: 5:03 - loss: 559.1126 - logits_profile_predictions_loss: 552.6340 - logcount_predictions_loss: 0.3856 408/2389 [====>.........................] - ETA: 5:03 - loss: 559.1175 - logits_profile_predictions_loss: 552.6386 - logcount_predictions_loss: 0.3856 409/2389 [====>.........................] - ETA: 5:03 - loss: 559.1223 - logits_profile_predictions_loss: 552.6433 - logcount_predictions_loss: 0.3857 410/2389 [====>.........................] - ETA: 5:03 - loss: 559.1279 - logits_profile_predictions_loss: 552.6487 - logcount_predictions_loss: 0.3857 411/2389 [====>.........................] - ETA: 5:02 - loss: 559.1338 - logits_profile_predictions_loss: 552.6544 - logcount_predictions_loss: 0.3857 412/2389 [====>.........................] - ETA: 5:02 - loss: 559.1400 - logits_profile_predictions_loss: 552.6604 - logcount_predictions_loss: 0.3857 413/2389 [====>.........................] - ETA: 5:02 - loss: 559.1457 - logits_profile_predictions_loss: 552.6659 - logcount_predictions_loss: 0.3857 414/2389 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678.5930 - val_logits_profile_predictions_loss: 671.7363 - val_logcount_predictions_loss: 0.4081 Epoch 00010: val_loss did not improve from 670.20337 Epoch 11/50 1/2389 [..............................] - ETA: 7:28 - loss: 584.7578 - logits_profile_predictions_loss: 576.0631 - logcount_predictions_loss: 0.5175 2/2389 [..............................] - ETA: 6:38 - loss: 567.5141 - logits_profile_predictions_loss: 558.8572 - logcount_predictions_loss: 0.5153 3/2389 [..............................] - ETA: 6:21 - loss: 562.1786 - logits_profile_predictions_loss: 553.7709 - logcount_predictions_loss: 0.5005 4/2389 [..............................] - ETA: 6:16 - loss: 557.7768 - logits_profile_predictions_loss: 549.5711 - logcount_predictions_loss: 0.4884 5/2389 [..............................] - ETA: 6:13 - loss: 558.2785 - logits_profile_predictions_loss: 550.1787 - logcount_predictions_loss: 0.4821 6/2389 [..............................] - ETA: 6:11 - loss: 558.9194 - logits_profile_predictions_loss: 550.9527 - logcount_predictions_loss: 0.4742 7/2389 [..............................] - ETA: 6:10 - loss: 558.5828 - logits_profile_predictions_loss: 550.7014 - logcount_predictions_loss: 0.4691 8/2389 [..............................] - ETA: 6:09 - loss: 557.6506 - logits_profile_predictions_loss: 549.8683 - logcount_predictions_loss: 0.4632 9/2389 [..............................] - ETA: 6:08 - loss: 557.2331 - logits_profile_predictions_loss: 549.5283 - logcount_predictions_loss: 0.4586 10/2389 [..............................] - ETA: 6:07 - loss: 555.7038 - logits_profile_predictions_loss: 548.0567 - logcount_predictions_loss: 0.4552 11/2389 [..............................] - ETA: 6:07 - loss: 554.8979 - logits_profile_predictions_loss: 547.3085 - logcount_predictions_loss: 0.4517 12/2389 [..............................] - ETA: 6:06 - loss: 553.6825 - logits_profile_predictions_loss: 546.1532 - logcount_predictions_loss: 0.4482 13/2389 [..............................] - ETA: 6:06 - loss: 552.6558 - logits_profile_predictions_loss: 545.1854 - logcount_predictions_loss: 0.4447 14/2389 [..............................] - ETA: 6:06 - loss: 551.7200 - logits_profile_predictions_loss: 544.2929 - logcount_predictions_loss: 0.4421 15/2389 [..............................] - ETA: 6:05 - loss: 550.6314 - logits_profile_predictions_loss: 543.2427 - logcount_predictions_loss: 0.4398 16/2389 [..............................] - ETA: 6:05 - loss: 549.8448 - logits_profile_predictions_loss: 542.4905 - logcount_predictions_loss: 0.4378 17/2389 [..............................] - ETA: 6:05 - loss: 549.0714 - logits_profile_predictions_loss: 541.7516 - logcount_predictions_loss: 0.4357 18/2389 [..............................] - ETA: 6:04 - loss: 548.0867 - logits_profile_predictions_loss: 540.8014 - logcount_predictions_loss: 0.4337 19/2389 [..............................] - ETA: 6:04 - loss: 547.3919 - logits_profile_predictions_loss: 540.1385 - logcount_predictions_loss: 0.4318 20/2389 [..............................] - ETA: 6:04 - loss: 546.6954 - logits_profile_predictions_loss: 539.4681 - logcount_predictions_loss: 0.4302 21/2389 [..............................] - ETA: 6:04 - loss: 545.9159 - logits_profile_predictions_loss: 538.7138 - logcount_predictions_loss: 0.4287 22/2389 [..............................] - ETA: 6:03 - loss: 545.2566 - logits_profile_predictions_loss: 538.0730 - logcount_predictions_loss: 0.4276 23/2389 [..............................] - ETA: 6:03 - loss: 544.5715 - logits_profile_predictions_loss: 537.4008 - logcount_predictions_loss: 0.4268 24/2389 [..............................] - ETA: 6:03 - loss: 543.9959 - logits_profile_predictions_loss: 536.8339 - logcount_predictions_loss: 0.4263 25/2389 [..............................] - ETA: 6:03 - loss: 543.4954 - logits_profile_predictions_loss: 536.3445 - logcount_predictions_loss: 0.4256 26/2389 [..............................] - ETA: 6:02 - loss: 543.0332 - logits_profile_predictions_loss: 535.8954 - logcount_predictions_loss: 0.4249 27/2389 [..............................] - ETA: 6:02 - loss: 542.6481 - logits_profile_predictions_loss: 535.5231 - logcount_predictions_loss: 0.4241 28/2389 [..............................] - ETA: 6:02 - loss: 542.3238 - logits_profile_predictions_loss: 535.2127 - logcount_predictions_loss: 0.4233 29/2389 [..............................] - ETA: 6:02 - loss: 542.0376 - logits_profile_predictions_loss: 534.9394 - logcount_predictions_loss: 0.4225 30/2389 [..............................] - ETA: 6:02 - loss: 541.7408 - logits_profile_predictions_loss: 534.6581 - logcount_predictions_loss: 0.4216 31/2389 [..............................] - ETA: 6:01 - loss: 541.4573 - logits_profile_predictions_loss: 534.3924 - logcount_predictions_loss: 0.4205 32/2389 [..............................] - ETA: 6:01 - loss: 541.2056 - logits_profile_predictions_loss: 534.1579 - logcount_predictions_loss: 0.4195 33/2389 [..............................] - ETA: 6:01 - loss: 540.9744 - logits_profile_predictions_loss: 533.9438 - logcount_predictions_loss: 0.4185 34/2389 [..............................] - ETA: 6:01 - loss: 540.8165 - logits_profile_predictions_loss: 533.8034 - logcount_predictions_loss: 0.4174 35/2389 [..............................] - ETA: 6:01 - loss: 540.6562 - logits_profile_predictions_loss: 533.6595 - logcount_predictions_loss: 0.4165 36/2389 [..............................] - ETA: 6:00 - loss: 540.5009 - logits_profile_predictions_loss: 533.5203 - logcount_predictions_loss: 0.4155 37/2389 [..............................] - ETA: 6:00 - loss: 540.3956 - logits_profile_predictions_loss: 533.4307 - logcount_predictions_loss: 0.4146 38/2389 [..............................] - ETA: 6:00 - loss: 540.3785 - logits_profile_predictions_loss: 533.4258 - logcount_predictions_loss: 0.4139 39/2389 [..............................] - ETA: 6:00 - loss: 540.4138 - logits_profile_predictions_loss: 533.4720 - logcount_predictions_loss: 0.4132 40/2389 [..............................] - ETA: 6:00 - loss: 540.4345 - logits_profile_predictions_loss: 533.5042 - logcount_predictions_loss: 0.4125 41/2389 [..............................] - ETA: 6:00 - loss: 540.4481 - logits_profile_predictions_loss: 533.5284 - logcount_predictions_loss: 0.4119 42/2389 [..............................] - ETA: 5:59 - loss: 540.4954 - logits_profile_predictions_loss: 533.5865 - logcount_predictions_loss: 0.4112 43/2389 [..............................] - ETA: 5:59 - loss: 540.5265 - logits_profile_predictions_loss: 533.6289 - logcount_predictions_loss: 0.4106 44/2389 [..............................] - ETA: 5:59 - loss: 540.5730 - logits_profile_predictions_loss: 533.6860 - logcount_predictions_loss: 0.4099 45/2389 [..............................] - ETA: 5:59 - loss: 540.6257 - logits_profile_predictions_loss: 533.7493 - logcount_predictions_loss: 0.4093 46/2389 [..............................] - ETA: 5:59 - loss: 540.6676 - logits_profile_predictions_loss: 533.8021 - logcount_predictions_loss: 0.4087 47/2389 [..............................] - ETA: 5:59 - loss: 540.6874 - logits_profile_predictions_loss: 533.8318 - logcount_predictions_loss: 0.4081 48/2389 [..............................] - ETA: 5:59 - loss: 540.6824 - logits_profile_predictions_loss: 533.8367 - logcount_predictions_loss: 0.4075 49/2389 [..............................] - ETA: 5:58 - loss: 540.6737 - logits_profile_predictions_loss: 533.8379 - logcount_predictions_loss: 0.4069 50/2389 [..............................] - ETA: 5:58 - loss: 540.6555 - logits_profile_predictions_loss: 533.8298 - logcount_predictions_loss: 0.4063 51/2389 [..............................] - ETA: 5:58 - loss: 540.6676 - logits_profile_predictions_loss: 533.8513 - logcount_predictions_loss: 0.4057 52/2389 [..............................] - ETA: 5:58 - loss: 540.6572 - logits_profile_predictions_loss: 533.8509 - logcount_predictions_loss: 0.4051 53/2389 [..............................] - ETA: 5:58 - loss: 540.6387 - logits_profile_predictions_loss: 533.8428 - logcount_predictions_loss: 0.4045 54/2389 [..............................] - ETA: 5:58 - loss: 540.6220 - logits_profile_predictions_loss: 533.8363 - logcount_predictions_loss: 0.4039 55/2389 [..............................] - ETA: 5:57 - loss: 540.6298 - logits_profile_predictions_loss: 533.8542 - logcount_predictions_loss: 0.4033 56/2389 [..............................] - ETA: 5:57 - loss: 540.6468 - logits_profile_predictions_loss: 533.8814 - logcount_predictions_loss: 0.4027 57/2389 [..............................] - ETA: 5:57 - loss: 540.6610 - logits_profile_predictions_loss: 533.9055 - logcount_predictions_loss: 0.4021 58/2389 [..............................] - ETA: 5:57 - loss: 540.6645 - logits_profile_predictions_loss: 533.9183 - logcount_predictions_loss: 0.4016 59/2389 [..............................] - ETA: 5:57 - loss: 540.6845 - logits_profile_predictions_loss: 533.9472 - logcount_predictions_loss: 0.4010 60/2389 [..............................] - ETA: 5:57 - loss: 540.7165 - logits_profile_predictions_loss: 533.9880 - logcount_predictions_loss: 0.4005 61/2389 [..............................] - ETA: 5:56 - loss: 540.7707 - logits_profile_predictions_loss: 534.0506 - logcount_predictions_loss: 0.4000 62/2389 [..............................] - ETA: 5:56 - loss: 540.8195 - logits_profile_predictions_loss: 534.1078 - logcount_predictions_loss: 0.3995 63/2389 [..............................] - ETA: 5:56 - loss: 540.8869 - logits_profile_predictions_loss: 534.1831 - logcount_predictions_loss: 0.3990 64/2389 [..............................] - ETA: 5:56 - loss: 540.9738 - logits_profile_predictions_loss: 534.2782 - logcount_predictions_loss: 0.3985 65/2389 [..............................] - ETA: 5:56 - loss: 541.0459 - logits_profile_predictions_loss: 534.3581 - logcount_predictions_loss: 0.3981 66/2389 [..............................] - ETA: 5:56 - loss: 541.1057 - logits_profile_predictions_loss: 534.4257 - logcount_predictions_loss: 0.3976 67/2389 [..............................] - ETA: 5:55 - loss: 541.1940 - logits_profile_predictions_loss: 534.5215 - logcount_predictions_loss: 0.3972 68/2389 [..............................] - ETA: 5:55 - loss: 541.2775 - logits_profile_predictions_loss: 534.6123 - logcount_predictions_loss: 0.3967 69/2389 [..............................] - ETA: 5:55 - loss: 541.3503 - logits_profile_predictions_loss: 534.6923 - logcount_predictions_loss: 0.3963 70/2389 [..............................] - ETA: 5:55 - loss: 541.4236 - logits_profile_predictions_loss: 534.7727 - logcount_predictions_loss: 0.3959 71/2389 [..............................] - ETA: 5:55 - loss: 541.5056 - logits_profile_predictions_loss: 534.8616 - logcount_predictions_loss: 0.3955 72/2389 [..............................] - ETA: 5:55 - loss: 541.5967 - logits_profile_predictions_loss: 534.9597 - logcount_predictions_loss: 0.3951 73/2389 [..............................] - ETA: 5:54 - loss: 541.6760 - logits_profile_predictions_loss: 535.0461 - logcount_predictions_loss: 0.3946 74/2389 [..............................] - ETA: 5:54 - loss: 541.7513 - logits_profile_predictions_loss: 535.1284 - logcount_predictions_loss: 0.3942 75/2389 [..............................] - ETA: 5:54 - loss: 541.8277 - logits_profile_predictions_loss: 535.2116 - logcount_predictions_loss: 0.3938 76/2389 [..............................] - ETA: 5:54 - loss: 541.8804 - logits_profile_predictions_loss: 535.2710 - logcount_predictions_loss: 0.3934 77/2389 [..............................] - ETA: 5:54 - loss: 541.9320 - logits_profile_predictions_loss: 535.3293 - logcount_predictions_loss: 0.3930 78/2389 [..............................] - ETA: 5:54 - loss: 541.9807 - logits_profile_predictions_loss: 535.3846 - logcount_predictions_loss: 0.3926 79/2389 [..............................] - ETA: 5:53 - loss: 542.0263 - logits_profile_predictions_loss: 535.4360 - logcount_predictions_loss: 0.3923 80/2389 [>.............................] - ETA: 5:53 - loss: 542.0775 - logits_profile_predictions_loss: 535.4927 - logcount_predictions_loss: 0.3920 81/2389 [>.............................] - ETA: 5:53 - loss: 542.1362 - logits_profile_predictions_loss: 535.5567 - logcount_predictions_loss: 0.3916 82/2389 [>.............................] - ETA: 5:53 - loss: 542.1930 - logits_profile_predictions_loss: 535.6188 - logcount_predictions_loss: 0.3913 83/2389 [>.............................] - ETA: 5:53 - loss: 542.2449 - logits_profile_predictions_loss: 535.6757 - logcount_predictions_loss: 0.3910 84/2389 [>.............................] - ETA: 5:53 - loss: 542.3005 - logits_profile_predictions_loss: 535.7365 - logcount_predictions_loss: 0.3907 85/2389 [>.............................] - ETA: 5:53 - loss: 542.3545 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 554.2045 - logits_profile_predictions_loss: 547.8356 - logcount_predictions_loss: 0.3791 2389/2389 [==============================] - ETA: 0s - loss: 554.2048 - logits_profile_predictions_loss: 547.8359 - logcount_predictions_loss: 0.3791 2389/2389 [==============================] - 388s 162ms/step - loss: 554.2051 - logits_profile_predictions_loss: 547.8362 - logcount_predictions_loss: 0.3791 - val_loss: 677.3906 - val_logits_profile_predictions_loss: 670.5807 - val_logcount_predictions_loss: 0.4054 Epoch 00011: val_loss did not improve from 670.20337 Epoch 12/50 1/2389 [..............................] - ETA: 7:28 - loss: 483.8338 - logits_profile_predictions_loss: 477.5309 - logcount_predictions_loss: 0.3752 2/2389 [..............................] - ETA: 6:18 - loss: 490.1326 - logits_profile_predictions_loss: 484.1802 - logcount_predictions_loss: 0.3543 3/2389 [..............................] - ETA: 6:11 - loss: 495.3504 - 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[..............................] - ETA: 6:05 - loss: 523.1120 - logits_profile_predictions_loss: 516.8159 - logcount_predictions_loss: 0.3748 11/2389 [..............................] - ETA: 6:05 - loss: 523.3617 - logits_profile_predictions_loss: 517.0484 - logcount_predictions_loss: 0.3758 12/2389 [..............................] - ETA: 6:05 - loss: 524.3355 - logits_profile_predictions_loss: 518.0013 - logcount_predictions_loss: 0.3770 13/2389 [..............................] - ETA: 6:04 - loss: 526.2393 - logits_profile_predictions_loss: 519.8884 - logcount_predictions_loss: 0.3780 14/2389 [..............................] - ETA: 6:04 - loss: 527.7666 - logits_profile_predictions_loss: 521.4048 - logcount_predictions_loss: 0.3787 15/2389 [..............................] - ETA: 6:04 - loss: 529.1315 - logits_profile_predictions_loss: 522.7620 - logcount_predictions_loss: 0.3791 16/2389 [..............................] - ETA: 6:04 - loss: 530.7407 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:00 - loss: 545.4043 - logits_profile_predictions_loss: 538.9194 - logcount_predictions_loss: 0.3860 44/2389 [..............................] - ETA: 6:00 - loss: 545.5670 - logits_profile_predictions_loss: 539.0812 - logcount_predictions_loss: 0.3861 45/2389 [..............................] - ETA: 6:00 - loss: 545.6940 - logits_profile_predictions_loss: 539.2079 - logcount_predictions_loss: 0.3861 46/2389 [..............................] - ETA: 5:59 - loss: 545.7931 - logits_profile_predictions_loss: 539.3068 - logcount_predictions_loss: 0.3861 47/2389 [..............................] - ETA: 5:59 - loss: 545.9439 - logits_profile_predictions_loss: 539.4576 - logcount_predictions_loss: 0.3861 48/2389 [..............................] - ETA: 5:59 - loss: 546.0886 - logits_profile_predictions_loss: 539.6039 - logcount_predictions_loss: 0.3860 49/2389 [..............................] - ETA: 5:59 - loss: 546.2069 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 552.2223 - logits_profile_predictions_loss: 545.9107 - logcount_predictions_loss: 0.3757 2386/2389 [============================>.] - ETA: 0s - loss: 552.2225 - logits_profile_predictions_loss: 545.9108 - logcount_predictions_loss: 0.3757 2387/2389 [============================>.] - ETA: 0s - loss: 552.2226 - logits_profile_predictions_loss: 545.9110 - logcount_predictions_loss: 0.3757 2388/2389 [============================>.] - ETA: 0s - loss: 552.2228 - logits_profile_predictions_loss: 545.9112 - logcount_predictions_loss: 0.3757 2389/2389 [==============================] - ETA: 0s - loss: 552.2230 - logits_profile_predictions_loss: 545.9114 - logcount_predictions_loss: 0.3757 2389/2389 [==============================] - 388s 162ms/step - loss: 552.2232 - logits_profile_predictions_loss: 545.9116 - logcount_predictions_loss: 0.3757 - val_loss: 680.9781 - val_logits_profile_predictions_loss: 674.1398 - val_logcount_predictions_loss: 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[..............................] - ETA: 6:08 - loss: 540.5912 - logits_profile_predictions_loss: 534.8879 - logcount_predictions_loss: 0.3395 8/2389 [..............................] - ETA: 6:07 - loss: 540.4658 - logits_profile_predictions_loss: 534.8033 - logcount_predictions_loss: 0.3371 9/2389 [..............................] - ETA: 6:06 - loss: 540.0711 - logits_profile_predictions_loss: 534.4447 - logcount_predictions_loss: 0.3349 10/2389 [..............................] - ETA: 6:06 - loss: 540.3569 - logits_profile_predictions_loss: 534.7525 - logcount_predictions_loss: 0.3336 11/2389 [..............................] - ETA: 6:06 - loss: 540.7886 - logits_profile_predictions_loss: 535.2118 - logcount_predictions_loss: 0.3320 12/2389 [..............................] - ETA: 6:05 - loss: 541.5375 - logits_profile_predictions_loss: 535.9807 - logcount_predictions_loss: 0.3308 13/2389 [..............................] - ETA: 6:05 - loss: 541.9052 - logits_profile_predictions_loss: 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loss: 542.1342 - logits_profile_predictions_loss: 536.6177 - logcount_predictions_loss: 0.3284 21/2389 [..............................] - ETA: 6:03 - loss: 541.7788 - logits_profile_predictions_loss: 536.2620 - logcount_predictions_loss: 0.3284 22/2389 [..............................] - ETA: 6:03 - loss: 541.6149 - logits_profile_predictions_loss: 536.0956 - logcount_predictions_loss: 0.3285 23/2389 [..............................] - ETA: 6:03 - loss: 541.3236 - logits_profile_predictions_loss: 535.8032 - logcount_predictions_loss: 0.3286 24/2389 [..............................] - ETA: 6:02 - loss: 541.0881 - logits_profile_predictions_loss: 535.5680 - logcount_predictions_loss: 0.3286 25/2389 [..............................] - ETA: 6:02 - loss: 540.8439 - logits_profile_predictions_loss: 535.3224 - logcount_predictions_loss: 0.3287 26/2389 [..............................] - ETA: 6:02 - loss: 540.7305 - logits_profile_predictions_loss: 535.2078 - logcount_predictions_loss: 0.3287 27/2389 [..............................] - ETA: 6:02 - loss: 540.5815 - logits_profile_predictions_loss: 535.0577 - logcount_predictions_loss: 0.3288 28/2389 [..............................] - ETA: 6:02 - loss: 540.4762 - logits_profile_predictions_loss: 534.9507 - logcount_predictions_loss: 0.3289 29/2389 [..............................] - ETA: 6:01 - loss: 540.4792 - logits_profile_predictions_loss: 534.9450 - logcount_predictions_loss: 0.3294 30/2389 [..............................] - ETA: 6:01 - loss: 540.5269 - logits_profile_predictions_loss: 534.9855 - logcount_predictions_loss: 0.3298 31/2389 [..............................] - ETA: 6:01 - loss: 540.6014 - logits_profile_predictions_loss: 535.0534 - logcount_predictions_loss: 0.3302 32/2389 [..............................] - ETA: 6:01 - loss: 540.6979 - logits_profile_predictions_loss: 535.1430 - logcount_predictions_loss: 0.3306 33/2389 [..............................] - ETA: 6:01 - loss: 540.8421 - logits_profile_predictions_loss: 535.2793 - logcount_predictions_loss: 0.3311 34/2389 [..............................] - ETA: 6:01 - loss: 541.0012 - logits_profile_predictions_loss: 535.4308 - logcount_predictions_loss: 0.3316 35/2389 [..............................] - ETA: 6:00 - loss: 541.2181 - logits_profile_predictions_loss: 535.6409 - logcount_predictions_loss: 0.3320 36/2389 [..............................] - ETA: 6:00 - loss: 541.4096 - logits_profile_predictions_loss: 535.8259 - logcount_predictions_loss: 0.3324 37/2389 [..............................] - ETA: 6:00 - loss: 541.5348 - logits_profile_predictions_loss: 535.9446 - logcount_predictions_loss: 0.3328 38/2389 [..............................] - ETA: 6:00 - loss: 541.7197 - logits_profile_predictions_loss: 536.1235 - logcount_predictions_loss: 0.3331 39/2389 [..............................] - ETA: 6:00 - loss: 541.9232 - logits_profile_predictions_loss: 536.3211 - logcount_predictions_loss: 0.3335 40/2389 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logits_profile_predictions_loss: 531.2763 - logcount_predictions_loss: 0.3212 318/2389 [==>...........................] - ETA: 5:17 - loss: 536.6854 - logits_profile_predictions_loss: 531.2890 - logcount_predictions_loss: 0.3212 319/2389 [===>..........................] - ETA: 5:17 - loss: 536.6975 - logits_profile_predictions_loss: 531.3010 - logcount_predictions_loss: 0.3212 320/2389 [===>..........................] - ETA: 5:17 - loss: 536.7096 - logits_profile_predictions_loss: 531.3129 - logcount_predictions_loss: 0.3212 321/2389 [===>..........................] - ETA: 5:16 - loss: 536.7221 - logits_profile_predictions_loss: 531.3253 - logcount_predictions_loss: 0.3213 322/2389 [===>..........................] - ETA: 5:16 - loss: 536.7346 - logits_profile_predictions_loss: 531.3375 - logcount_predictions_loss: 0.3213 323/2389 [===>..........................] - ETA: 5:16 - loss: 536.7471 - logits_profile_predictions_loss: 531.3499 - logcount_predictions_loss: 0.3213 324/2389 [===>..........................] - ETA: 5:16 - loss: 536.7604 - logits_profile_predictions_loss: 531.3630 - logcount_predictions_loss: 0.3213 325/2389 [===>..........................] - ETA: 5:16 - loss: 536.7730 - logits_profile_predictions_loss: 531.3754 - logcount_predictions_loss: 0.3213 326/2389 [===>..........................] - ETA: 5:16 - loss: 536.7866 - logits_profile_predictions_loss: 531.3887 - logcount_predictions_loss: 0.3213 327/2389 [===>..........................] - ETA: 5:16 - loss: 536.8009 - logits_profile_predictions_loss: 531.4028 - logcount_predictions_loss: 0.3213 328/2389 [===>..........................] - ETA: 5:15 - loss: 536.8143 - logits_profile_predictions_loss: 531.4159 - logcount_predictions_loss: 0.3213 329/2389 [===>..........................] - ETA: 5:15 - loss: 536.8284 - logits_profile_predictions_loss: 531.4298 - logcount_predictions_loss: 0.3214 330/2389 [===>..........................] - ETA: 5:15 - loss: 536.8419 - logits_profile_predictions_loss: 531.4430 - logcount_predictions_loss: 0.3214 331/2389 [===>..........................] - ETA: 5:15 - loss: 536.8552 - logits_profile_predictions_loss: 531.4561 - logcount_predictions_loss: 0.3214 332/2389 [===>..........................] - ETA: 5:15 - loss: 536.8685 - logits_profile_predictions_loss: 531.4691 - logcount_predictions_loss: 0.3214 333/2389 [===>..........................] - ETA: 5:15 - loss: 536.8825 - logits_profile_predictions_loss: 531.4828 - logcount_predictions_loss: 0.3214 334/2389 [===>..........................] - ETA: 5:14 - loss: 536.8961 - logits_profile_predictions_loss: 531.4961 - logcount_predictions_loss: 0.3214 335/2389 [===>..........................] - ETA: 5:14 - loss: 536.9099 - logits_profile_predictions_loss: 531.5096 - logcount_predictions_loss: 0.3215 336/2389 [===>..........................] - ETA: 5:14 - loss: 536.9234 - logits_profile_predictions_loss: 531.5229 - logcount_predictions_loss: 0.3215 337/2389 [===>..........................] - ETA: 5:14 - loss: 536.9359 - logits_profile_predictions_loss: 531.5351 - logcount_predictions_loss: 0.3215 338/2389 [===>..........................] - ETA: 5:14 - loss: 536.9491 - logits_profile_predictions_loss: 531.5480 - logcount_predictions_loss: 0.3215 339/2389 [===>..........................] - ETA: 5:14 - loss: 536.9621 - logits_profile_predictions_loss: 531.5608 - logcount_predictions_loss: 0.3215 340/2389 [===>..........................] - ETA: 5:13 - loss: 536.9755 - logits_profile_predictions_loss: 531.5738 - logcount_predictions_loss: 0.3215 341/2389 [===>..........................] - ETA: 5:13 - loss: 536.9887 - logits_profile_predictions_loss: 531.5868 - logcount_predictions_loss: 0.3216 342/2389 [===>..........................] - ETA: 5:13 - loss: 537.0018 - logits_profile_predictions_loss: 531.5996 - logcount_predictions_loss: 0.3216 343/2389 [===>..........................] - ETA: 5:13 - loss: 537.0142 - logits_profile_predictions_loss: 531.6117 - logcount_predictions_loss: 0.3216 344/2389 [===>..........................] - ETA: 5:13 - loss: 537.0271 - logits_profile_predictions_loss: 531.6243 - logcount_predictions_loss: 0.3216 345/2389 [===>..........................] - ETA: 5:13 - loss: 537.0396 - logits_profile_predictions_loss: 531.6365 - logcount_predictions_loss: 0.3216 346/2389 [===>..........................] - ETA: 5:13 - loss: 537.0515 - logits_profile_predictions_loss: 531.6481 - logcount_predictions_loss: 0.3216 347/2389 [===>..........................] - ETA: 5:12 - loss: 537.0637 - logits_profile_predictions_loss: 531.6600 - logcount_predictions_loss: 0.3217 348/2389 [===>..........................] - ETA: 5:12 - loss: 537.0756 - logits_profile_predictions_loss: 531.6715 - logcount_predictions_loss: 0.3217 349/2389 [===>..........................] - ETA: 5:12 - loss: 537.0872 - logits_profile_predictions_loss: 531.6829 - logcount_predictions_loss: 0.3217 350/2389 [===>..........................] - ETA: 5:12 - loss: 537.0992 - logits_profile_predictions_loss: 531.6945 - logcount_predictions_loss: 0.3217 351/2389 [===>..........................] - ETA: 5:12 - loss: 537.1112 - logits_profile_predictions_loss: 531.7062 - logcount_predictions_loss: 0.3217 352/2389 [===>..........................] - ETA: 5:12 - loss: 537.1229 - logits_profile_predictions_loss: 531.7176 - logcount_predictions_loss: 0.3217 353/2389 [===>..........................] - ETA: 5:11 - loss: 537.1355 - logits_profile_predictions_loss: 531.7299 - logcount_predictions_loss: 0.3218 354/2389 [===>..........................] - ETA: 5:11 - loss: 537.1481 - logits_profile_predictions_loss: 531.7422 - logcount_predictions_loss: 0.3218 355/2389 [===>..........................] - ETA: 5:11 - loss: 537.1613 - logits_profile_predictions_loss: 531.7552 - logcount_predictions_loss: 0.3218 356/2389 [===>..........................] - ETA: 5:11 - loss: 537.1754 - logits_profile_predictions_loss: 531.7690 - logcount_predictions_loss: 0.3218 357/2389 [===>..........................] - ETA: 5:11 - loss: 537.1890 - logits_profile_predictions_loss: 531.7823 - logcount_predictions_loss: 0.3218 358/2389 [===>..........................] - ETA: 5:11 - loss: 537.2015 - logits_profile_predictions_loss: 531.7945 - logcount_predictions_loss: 0.3219 359/2389 [===>..........................] - ETA: 5:11 - loss: 537.2135 - logits_profile_predictions_loss: 531.8062 - logcount_predictions_loss: 0.3219 360/2389 [===>..........................] - ETA: 5:10 - loss: 537.2248 - logits_profile_predictions_loss: 531.8173 - logcount_predictions_loss: 0.3219 361/2389 [===>..........................] - ETA: 5:10 - loss: 537.2357 - logits_profile_predictions_loss: 531.8279 - logcount_predictions_loss: 0.3219 362/2389 [===>..........................] - ETA: 5:10 - loss: 537.2466 - logits_profile_predictions_loss: 531.8386 - logcount_predictions_loss: 0.3219 363/2389 [===>..........................] - ETA: 5:10 - loss: 537.2572 - logits_profile_predictions_loss: 531.8489 - logcount_predictions_loss: 0.3219 364/2389 [===>..........................] - ETA: 5:10 - loss: 537.2675 - logits_profile_predictions_loss: 531.8589 - logcount_predictions_loss: 0.3219 365/2389 [===>..........................] - ETA: 5:10 - loss: 537.2785 - logits_profile_predictions_loss: 531.8697 - logcount_predictions_loss: 0.3220 366/2389 [===>..........................] - ETA: 5:09 - loss: 537.2891 - logits_profile_predictions_loss: 531.8801 - logcount_predictions_loss: 0.3220 367/2389 [===>..........................] - ETA: 5:09 - loss: 537.2999 - logits_profile_predictions_loss: 531.8907 - logcount_predictions_loss: 0.3220 368/2389 [===>..........................] - ETA: 5:09 - loss: 537.3108 - logits_profile_predictions_loss: 531.9013 - logcount_predictions_loss: 0.3220 369/2389 [===>..........................] - ETA: 5:09 - loss: 537.3215 - logits_profile_predictions_loss: 531.9117 - logcount_predictions_loss: 0.3220 370/2389 [===>..........................] - ETA: 5:09 - loss: 537.3316 - logits_profile_predictions_loss: 531.9216 - logcount_predictions_loss: 0.3220 371/2389 [===>..........................] - ETA: 5:09 - loss: 537.3416 - logits_profile_predictions_loss: 531.9314 - logcount_predictions_loss: 0.3220 372/2389 [===>..........................] - ETA: 5:09 - loss: 537.3515 - logits_profile_predictions_loss: 531.9411 - logcount_predictions_loss: 0.3221 373/2389 [===>..........................] - ETA: 5:08 - loss: 537.3613 - logits_profile_predictions_loss: 531.9506 - logcount_predictions_loss: 0.3221 374/2389 [===>..........................] - ETA: 5:08 - loss: 537.3714 - logits_profile_predictions_loss: 531.9605 - logcount_predictions_loss: 0.3221 375/2389 [===>..........................] - ETA: 5:08 - loss: 537.3813 - logits_profile_predictions_loss: 531.9702 - logcount_predictions_loss: 0.3221 376/2389 [===>..........................] - ETA: 5:08 - loss: 537.3914 - logits_profile_predictions_loss: 531.9800 - logcount_predictions_loss: 0.3221 377/2389 [===>..........................] - ETA: 5:08 - loss: 537.4010 - logits_profile_predictions_loss: 531.9894 - logcount_predictions_loss: 0.3221 378/2389 [===>..........................] - ETA: 5:08 - loss: 537.4103 - logits_profile_predictions_loss: 531.9985 - logcount_predictions_loss: 0.3221 379/2389 [===>..........................] - ETA: 5:07 - loss: 537.4205 - logits_profile_predictions_loss: 532.0085 - logcount_predictions_loss: 0.3222 380/2389 [===>..........................] - ETA: 5:07 - loss: 537.4307 - logits_profile_predictions_loss: 532.0184 - logcount_predictions_loss: 0.3222 381/2389 [===>..........................] - ETA: 5:07 - loss: 537.4401 - logits_profile_predictions_loss: 532.0275 - logcount_predictions_loss: 0.3222 382/2389 [===>..........................] - ETA: 5:07 - loss: 537.4492 - logits_profile_predictions_loss: 532.0364 - logcount_predictions_loss: 0.3222 383/2389 [===>..........................] - ETA: 5:07 - loss: 537.4579 - logits_profile_predictions_loss: 532.0449 - logcount_predictions_loss: 0.3222 384/2389 [===>..........................] - ETA: 5:07 - loss: 537.4667 - logits_profile_predictions_loss: 532.0534 - logcount_predictions_loss: 0.3222 385/2389 [===>..........................] - ETA: 5:07 - loss: 537.4755 - logits_profile_predictions_loss: 532.0619 - logcount_predictions_loss: 0.3222 386/2389 [===>..........................] - ETA: 5:06 - loss: 537.4840 - logits_profile_predictions_loss: 532.0702 - logcount_predictions_loss: 0.3223 387/2389 [===>..........................] - ETA: 5:06 - loss: 537.4927 - logits_profile_predictions_loss: 532.0787 - logcount_predictions_loss: 0.3223 388/2389 [===>..........................] - ETA: 5:06 - loss: 537.5016 - logits_profile_predictions_loss: 532.0874 - logcount_predictions_loss: 0.3223 389/2389 [===>..........................] - ETA: 5:06 - loss: 537.5103 - logits_profile_predictions_loss: 532.0959 - logcount_predictions_loss: 0.3223 390/2389 [===>..........................] - ETA: 5:06 - loss: 537.5185 - logits_profile_predictions_loss: 532.1039 - logcount_predictions_loss: 0.3223 391/2389 [===>..........................] - ETA: 5:06 - loss: 537.5266 - logits_profile_predictions_loss: 532.1118 - logcount_predictions_loss: 0.3223 392/2389 [===>..........................] - ETA: 5:05 - loss: 537.5342 - logits_profile_predictions_loss: 532.1191 - logcount_predictions_loss: 0.3223 393/2389 [===>..........................] - ETA: 5:05 - loss: 537.5418 - logits_profile_predictions_loss: 532.1265 - logcount_predictions_loss: 0.3223 394/2389 [===>..........................] - ETA: 5:05 - loss: 537.5493 - logits_profile_predictions_loss: 532.1338 - logcount_predictions_loss: 0.3224 395/2389 [===>..........................] - ETA: 5:05 - loss: 537.5561 - logits_profile_predictions_loss: 532.1404 - logcount_predictions_loss: 0.3224 396/2389 [===>..........................] - ETA: 5:05 - loss: 537.5630 - logits_profile_predictions_loss: 532.1471 - logcount_predictions_loss: 0.3224 397/2389 [===>..........................] - ETA: 5:05 - loss: 537.5697 - logits_profile_predictions_loss: 532.1535 - logcount_predictions_loss: 0.3224 398/2389 [===>..........................] - ETA: 5:05 - loss: 537.5760 - logits_profile_predictions_loss: 532.1596 - logcount_predictions_loss: 0.3224 399/2389 [====>.........................] - ETA: 5:04 - loss: 537.5821 - logits_profile_predictions_loss: 532.1654 - logcount_predictions_loss: 0.3224 400/2389 [====>.........................] - ETA: 5:04 - loss: 537.5883 - logits_profile_predictions_loss: 532.1715 - logcount_predictions_loss: 0.3224 401/2389 [====>.........................] - ETA: 5:04 - loss: 537.5947 - logits_profile_predictions_loss: 532.1777 - logcount_predictions_loss: 0.3224 402/2389 [====>.........................] - ETA: 5:04 - loss: 537.6009 - logits_profile_predictions_loss: 532.1837 - logcount_predictions_loss: 0.3225 403/2389 [====>.........................] - ETA: 5:04 - loss: 537.6064 - logits_profile_predictions_loss: 532.1890 - logcount_predictions_loss: 0.3225 404/2389 [====>.........................] - ETA: 5:04 - loss: 537.6116 - logits_profile_predictions_loss: 532.1940 - logcount_predictions_loss: 0.3225 405/2389 [====>.........................] - ETA: 5:03 - loss: 537.6165 - logits_profile_predictions_loss: 532.1987 - logcount_predictions_loss: 0.3225 406/2389 [====>.........................] - ETA: 5:03 - loss: 537.6214 - logits_profile_predictions_loss: 532.2034 - logcount_predictions_loss: 0.3225 407/2389 [====>.........................] - ETA: 5:03 - loss: 537.6262 - logits_profile_predictions_loss: 532.2080 - logcount_predictions_loss: 0.3225 408/2389 [====>.........................] - ETA: 5:03 - loss: 537.6310 - logits_profile_predictions_loss: 532.2126 - logcount_predictions_loss: 0.3225 409/2389 [====>.........................] - ETA: 5:03 - loss: 537.6361 - logits_profile_predictions_loss: 532.2175 - logcount_predictions_loss: 0.3225 410/2389 [====>.........................] - ETA: 5:03 - loss: 537.6410 - logits_profile_predictions_loss: 532.2223 - logcount_predictions_loss: 0.3225 411/2389 [====>.........................] - ETA: 5:03 - loss: 537.6461 - logits_profile_predictions_loss: 532.2272 - logcount_predictions_loss: 0.3226 412/2389 [====>.........................] - ETA: 5:02 - loss: 537.6514 - logits_profile_predictions_loss: 532.2323 - logcount_predictions_loss: 0.3226 413/2389 [====>.........................] - ETA: 5:02 - loss: 537.6570 - logits_profile_predictions_loss: 532.2378 - logcount_predictions_loss: 0.3226 414/2389 [====>.........................] - ETA: 5:02 - loss: 537.6634 - logits_profile_predictions_loss: 532.2440 - logcount_predictions_loss: 0.3226 415/2389 [====>.........................] - ETA: 5:02 - loss: 537.6699 - logits_profile_predictions_loss: 532.2503 - logcount_predictions_loss: 0.3226 416/2389 [====>.........................] - ETA: 5:02 - loss: 537.6768 - logits_profile_predictions_loss: 532.2571 - logcount_predictions_loss: 0.3226 417/2389 [====>.........................] - ETA: 5:02 - loss: 537.6839 - logits_profile_predictions_loss: 532.2640 - logcount_predictions_loss: 0.3226 418/2389 [====>.........................] - ETA: 5:01 - loss: 537.6919 - logits_profile_predictions_loss: 532.2719 - logcount_predictions_loss: 0.3226 419/2389 [====>.........................] - ETA: 5:01 - loss: 537.6999 - logits_profile_predictions_loss: 532.2798 - logcount_predictions_loss: 0.3226 420/2389 [====>.........................] - ETA: 5:01 - loss: 537.7078 - logits_profile_predictions_loss: 532.2875 - logcount_predictions_loss: 0.3226 421/2389 [====>.........................] - ETA: 5:01 - loss: 537.7156 - logits_profile_predictions_loss: 532.2952 - logcount_predictions_loss: 0.3226 422/2389 [====>.........................] - ETA: 5:01 - loss: 537.7232 - logits_profile_predictions_loss: 532.3026 - logcount_predictions_loss: 0.3227 423/2389 [====>.........................] - ETA: 5:01 - loss: 537.7308 - logits_profile_predictions_loss: 532.3101 - logcount_predictions_loss: 0.3227 424/2389 [====>.........................] - ETA: 5:01 - loss: 537.7378 - logits_profile_predictions_loss: 532.3170 - logcount_predictions_loss: 0.3227 425/2389 [====>.........................] - ETA: 5:00 - loss: 537.7449 - logits_profile_predictions_loss: 532.3240 - logcount_predictions_loss: 0.3227 426/2389 [====>.........................] - ETA: 5:00 - loss: 537.7525 - logits_profile_predictions_loss: 532.3315 - logcount_predictions_loss: 0.3227 427/2389 [====>.........................] - ETA: 5:00 - loss: 537.7599 - logits_profile_predictions_loss: 532.3387 - logcount_predictions_loss: 0.3227 428/2389 [====>.........................] - ETA: 5:00 - loss: 537.7676 - logits_profile_predictions_loss: 532.3462 - logcount_predictions_loss: 0.3227 429/2389 [====>.........................] - ETA: 5:00 - loss: 537.7751 - logits_profile_predictions_loss: 532.3537 - logcount_predictions_loss: 0.3227 430/2389 [====>.........................] - ETA: 5:00 - loss: 537.7828 - logits_profile_predictions_loss: 532.3612 - logcount_predictions_loss: 0.3227 431/2389 [====>.........................] - ETA: 4:59 - loss: 537.7908 - logits_profile_predictions_loss: 532.3691 - logcount_predictions_loss: 0.3227 432/2389 [====>.........................] - ETA: 4:59 - loss: 537.7989 - logits_profile_predictions_loss: 532.3770 - logcount_predictions_loss: 0.3227 433/2389 [====>.........................] - ETA: 4:59 - loss: 537.8068 - logits_profile_predictions_loss: 532.3848 - logcount_predictions_loss: 0.3227 434/2389 [====>.........................] - ETA: 4:59 - loss: 537.8148 - logits_profile_predictions_loss: 532.3927 - logcount_predictions_loss: 0.3227 435/2389 [====>.........................] - ETA: 4:59 - loss: 537.8235 - logits_profile_predictions_loss: 532.4012 - logcount_predictions_loss: 0.3228 436/2389 [====>.........................] - ETA: 4:59 - loss: 537.8322 - logits_profile_predictions_loss: 532.4098 - logcount_predictions_loss: 0.3228 437/2389 [====>.........................] - ETA: 4:59 - loss: 537.8413 - logits_profile_predictions_loss: 532.4187 - logcount_predictions_loss: 0.3228 438/2389 [====>.........................] - ETA: 4:58 - loss: 537.8504 - logits_profile_predictions_loss: 532.4277 - logcount_predictions_loss: 0.3228 439/2389 [====>.........................] - ETA: 4:58 - loss: 537.8592 - logits_profile_predictions_loss: 532.4364 - logcount_predictions_loss: 0.3228 440/2389 [====>.........................] - ETA: 4:58 - loss: 537.8683 - logits_profile_predictions_loss: 532.4453 - logcount_predictions_loss: 0.3228 441/2389 [====>.........................] - ETA: 4:58 - loss: 537.8773 - logits_profile_predictions_loss: 532.4542 - logcount_predictions_loss: 0.3228 442/2389 [====>.........................] - ETA: 4:58 - loss: 537.8868 - logits_profile_predictions_loss: 532.4636 - logcount_predictions_loss: 0.3228 443/2389 [====>.........................] - ETA: 4:58 - loss: 537.8964 - logits_profile_predictions_loss: 532.4730 - logcount_predictions_loss: 0.3228 444/2389 [====>.........................] - ETA: 4:58 - loss: 537.9057 - logits_profile_predictions_loss: 532.4821 - logcount_predictions_loss: 0.3228 445/2389 [====>.........................] - ETA: 4:57 - loss: 537.9154 - logits_profile_predictions_loss: 532.4917 - logcount_predictions_loss: 0.3228 446/2389 [====>.........................] - ETA: 4:57 - loss: 537.9250 - logits_profile_predictions_loss: 532.5011 - logcount_predictions_loss: 0.3229 447/2389 [====>.........................] - ETA: 4:57 - loss: 537.9343 - 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[=====>........................] - ETA: 4:46 - loss: 538.6377 - logits_profile_predictions_loss: 533.2019 - logcount_predictions_loss: 0.3236 520/2389 [=====>........................] - ETA: 4:46 - loss: 538.6471 - logits_profile_predictions_loss: 533.2111 - logcount_predictions_loss: 0.3236 521/2389 [=====>........................] - ETA: 4:46 - loss: 538.6563 - logits_profile_predictions_loss: 533.2202 - logcount_predictions_loss: 0.3236 522/2389 [=====>........................] - ETA: 4:46 - loss: 538.6655 - logits_profile_predictions_loss: 533.2293 - logcount_predictions_loss: 0.3236 523/2389 [=====>........................] - ETA: 4:45 - loss: 538.6747 - logits_profile_predictions_loss: 533.2383 - logcount_predictions_loss: 0.3236 524/2389 [=====>........................] - ETA: 4:45 - loss: 538.6835 - logits_profile_predictions_loss: 533.2469 - logcount_predictions_loss: 0.3236 525/2389 [=====>........................] - ETA: 4:45 - loss: 538.6920 - 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logits_profile_predictions_loss: 535.9332 - logcount_predictions_loss: 0.3266 2386/2389 [============================>.] - ETA: 0s - loss: 541.4203 - logits_profile_predictions_loss: 535.9330 - logcount_predictions_loss: 0.3266 2387/2389 [============================>.] - ETA: 0s - loss: 541.4202 - logits_profile_predictions_loss: 535.9329 - logcount_predictions_loss: 0.3266 2388/2389 [============================>.] - ETA: 0s - loss: 541.4200 - logits_profile_predictions_loss: 535.9327 - logcount_predictions_loss: 0.3266 2389/2389 [==============================] - ETA: 0s - loss: 541.4198 - logits_profile_predictions_loss: 535.9325 - logcount_predictions_loss: 0.3266 2389/2389 [==============================] - 388s 162ms/step - loss: 541.4197 - logits_profile_predictions_loss: 535.9324 - logcount_predictions_loss: 0.3266 - val_loss: 677.9499 - val_logits_profile_predictions_loss: 671.2414 - val_logcount_predictions_loss: 0.3993 Epoch 00014: val_loss did not improve from 670.20337 Restoring model weights from the end of the best epoch. Epoch 00014: early stopping save model save model without bias 2022-10-17_13-37-52: 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//ENCSR563HBG//preprocessing/bigWigs/ENCSR563HBG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//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/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(41445, 10) loading nonpeaks... got split:test for bed regions:(39911, 10) 0/318 100/318 200/318 300/318 2022-10-17_13-45-14: 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//ENCSR563HBG//preprocessing/bigWigs/ENCSR563HBG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//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/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(41445, 10) loading nonpeaks... got split:test for bed regions:(39911, 10) 0/318 100/318 200/318 300/318 2022-10-17_13-49-50: 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//ENCSR563HBG//preprocessing/bigWigs/ENCSR563HBG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//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/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(41445, 10) loading nonpeaks... got split:test for bed regions:(39911, 10) 0/318 100/318 200/318 300/318 2022-10-17_13-54-55: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//footprints 2022-10-17_13-54-55: 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/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 4:28 3/35 [=>............................] - ETA: 10s  4/35 [==>...........................] - ETA: 13s 5/35 [===>..........................] - ETA: 14s 6/35 [====>.........................] - ETA: 15s 7/35 [=====>........................] - ETA: 15s 8/35 [=====>........................] - ETA: 15s 9/35 [======>.......................] - ETA: 15s 10/35 [=======>......................] - ETA: 14s 11/35 [========>.....................] - ETA: 14s 12/35 [=========>....................] - ETA: 13s 13/35 [==========>...................] - ETA: 13s 14/35 [===========>..................] - ETA: 12s 15/35 [===========>..................] - ETA: 12s 16/35 [============>.................] - ETA: 11s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 9s  20/35 [================>.............] - ETA: 9s 21/35 [=================>............] - ETA: 8s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 6s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 5s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 33s 749ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 21s 3/35 [=>............................] - ETA: 21s 4/35 [==>...........................] - ETA: 20s 5/35 [===>..........................] - ETA: 19s 6/35 [====>.........................] - ETA: 19s 7/35 [=====>........................] - ETA: 18s 8/35 [=====>........................] - ETA: 17s 9/35 [======>.......................] - ETA: 17s 10/35 [=======>......................] - ETA: 16s 11/35 [========>.....................] - ETA: 15s 12/35 [=========>....................] - ETA: 15s 13/35 [==========>...................] - ETA: 14s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 13s 16/35 [============>.................] - ETA: 12s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 11s 19/35 [===============>..............] - ETA: 10s 20/35 [================>.............] - ETA: 9s  21/35 [=================>............] - ETA: 9s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 7s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 5s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 23s 669ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 21s 3/35 [=>............................] - ETA: 21s 4/35 [==>...........................] - ETA: 20s 5/35 [===>..........................] - ETA: 19s 6/35 [====>.........................] - ETA: 19s 7/35 [=====>........................] - ETA: 18s 8/35 [=====>........................] - ETA: 17s 9/35 [======>.......................] - ETA: 17s 10/35 [=======>......................] - ETA: 16s 11/35 [========>.....................] - ETA: 15s 12/35 [=========>....................] - ETA: 15s 13/35 [==========>...................] - ETA: 14s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 13s 16/35 [============>.................] - ETA: 12s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 11s 19/35 [===============>..............] - ETA: 10s 20/35 [================>.............] - ETA: 9s  21/35 [=================>............] - ETA: 9s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 7s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 5s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 23s 669ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 21s 3/35 [=>............................] - ETA: 21s 4/35 [==>...........................] - ETA: 20s 5/35 [===>..........................] - ETA: 19s 6/35 [====>.........................] - ETA: 19s 7/35 [=====>........................] - ETA: 18s 8/35 [=====>........................] - ETA: 17s 9/35 [======>.......................] - ETA: 17s 10/35 [=======>......................] - ETA: 16s 11/35 [========>.....................] - ETA: 15s 12/35 [=========>....................] - ETA: 15s 13/35 [==========>...................] - ETA: 14s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 13s 16/35 [============>.................] - ETA: 12s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 11s 19/35 [===============>..............] - ETA: 10s 20/35 [================>.............] - ETA: 9s  21/35 [=================>............] - ETA: 9s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 7s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 5s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 23s 669ms/step Saving marginal footprints 2022-10-17_13-57-04: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//footprints 2022-10-17_13-57-04: 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/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR563HBG//chrombppnet_model_encsr880cub_bias_fold_1//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 2:13 3/35 [=>............................] - ETA: 1s  4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 0s 18/35 [==============>...............] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 20/35 [================>.............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 6s 70ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 1s 3/35 [=>............................] - ETA: 1s 4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 1s 18/35 [==============>...............] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 20/35 [================>.............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 2s 59ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 1s 2/35 [>.............................] - ETA: 1s 3/35 [=>............................] - ETA: 1s 4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 1s 18/35 [==============>...............] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 20/35 [================>.............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 2s 59ms/step 1/35 [..............................] - ETA: 1s 2/35 [>.............................] - ETA: 1s 3/35 [=>............................] - ETA: 1s 4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 1s 18/35 [==============>...............] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 20/35 [================>.............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 2s 58ms/step Saving marginal footprints