ATAC-seq ATAC_PE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json Thu Sep 22 19:41:51 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 GeForce ... On | 00000000:8A:00.0 Off | N/A | | 30% 31C P8 19W / 315W | 1MiB / 24576MiB | 0% E. Process | | | | N/A | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+ No logfile supplied - creating one 2022-09-22_19-41-51: 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/ATAC//ENCSR802GEV//preprocessing/bigWigs/ENCSR802GEV.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR802GEV//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR802GEV//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/atac_bias_models/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 44774 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 44774 Number of peaks input: 10469 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 10469 Number of non peaks input: 45929 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 45929 Number of non peaks input: 9313 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 9313 Number of peaks after removing outliers: 44047 Number of nonpeaks after removing outliers: 42363 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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36s 14ms/step 2022-09-22_19-43-54: 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/ATAC//ENCSR802GEV//preprocessing/bigWigs/ENCSR802GEV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '4.5', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(40077, 10) loading nonpeaks... got split:train for bed regions:(38464, 10) loading peaks... got split:valid for bed regions:(3970, 10) loading nonpeaks... got split:valid for bed regions:(3899, 10) Epoch 1/50 1/689 [..............................] - ETA: 14:40:59 - loss: 171.7569 - logits_profile_predictions_loss: 162.6677 - logcount_predictions_loss: 2.0198 2/689 [..............................] - ETA: 3:37 - loss: 14821.3033 - logits_profile_predictions_loss: 160.7417 - logcount_predictions_loss: 3257.9025 3/689 [..............................] - ETA: 3:34 - loss: 16456.2237 - logits_profile_predictions_loss: 160.3541 - logcount_predictions_loss: 3621.3043 4/689 [..............................] - ETA: 3:32 - loss: 16051.6004 - logits_profile_predictions_loss: 160.1319 - logcount_predictions_loss: 3531.4374 5/689 [..............................] - ETA: 3:32 - loss: 15220.9987 - logits_profile_predictions_loss: 158.8803 - logcount_predictions_loss: 3347.1374 6/689 [..............................] - ETA: 3:31 - loss: 14342.2442 - logits_profile_predictions_loss: 158.8053 - logcount_predictions_loss: 3151.8753 7/689 [..............................] - ETA: 3:30 - loss: 13515.1038 - logits_profile_predictions_loss: 158.7909 - logcount_predictions_loss: 2968.0695 8/689 [..............................] - ETA: 3:30 - loss: 12763.6074 - logits_profile_predictions_loss: 158.5911 - logcount_predictions_loss: 2801.1147 9/689 [..............................] - ETA: 3:29 - loss: 12088.4807 - logits_profile_predictions_loss: 158.3347 - logcount_predictions_loss: 2651.1435 10/689 [..............................] - ETA: 3:29 - loss: 11483.1487 - logits_profile_predictions_loss: 158.0739 - logcount_predictions_loss: 2516.6833 11/689 [..............................] - ETA: 3:29 - loss: 10939.3923 - logits_profile_predictions_loss: 157.8539 - logcount_predictions_loss: 2395.8974 12/689 [..............................] - ETA: 3:28 - loss: 10449.4362 - logits_profile_predictions_loss: 157.8604 - logcount_predictions_loss: 2287.0168 13/689 [..............................] - ETA: 3:28 - loss: 10006.0589 - logits_profile_predictions_loss: 157.9767 - logcount_predictions_loss: 2188.4627 14/689 [..............................] - ETA: 3:27 - loss: 9603.0584 - logits_profile_predictions_loss: 158.1240 - logcount_predictions_loss: 2098.8743  15/689 [..............................] - ETA: 3:27 - loss: 9235.1381 - logits_profile_predictions_loss: 158.2218 - logcount_predictions_loss: 2017.0925 16/689 [..............................] - ETA: 3:27 - loss: 8897.9522 - logits_profile_predictions_loss: 158.3201 - logcount_predictions_loss: 1942.1404 17/689 [..............................] - ETA: 3:26 - loss: 8587.7931 - logits_profile_predictions_loss: 158.4422 - logcount_predictions_loss: 1873.1890 18/689 [..............................] - ETA: 3:26 - loss: 8301.3818 - logits_profile_predictions_loss: 158.4921 - logcount_predictions_loss: 1809.5310 19/689 [..............................] - ETA: 3:26 - loss: 8036.0833 - logits_profile_predictions_loss: 158.5295 - logcount_predictions_loss: 1750.5674 20/689 [..............................] - ETA: 3:25 - loss: 7789.6615 - logits_profile_predictions_loss: 158.6236 - logcount_predictions_loss: 1695.7861 21/689 [..............................] - ETA: 3:25 - loss: 7560.0907 - logits_profile_predictions_loss: 158.7375 - logcount_predictions_loss: 1644.7451 22/689 [..............................] - ETA: 3:25 - loss: 7345.6498 - logits_profile_predictions_loss: 158.8689 - logcount_predictions_loss: 1597.0623 23/689 [>.............................] - ETA: 3:24 - loss: 7144.8085 - logits_profile_predictions_loss: 158.9839 - logcount_predictions_loss: 1552.4054 24/689 [>.............................] - ETA: 3:24 - loss: 6956.2921 - logits_profile_predictions_loss: 159.1042 - logcount_predictions_loss: 1510.4861 25/689 [>.............................] - ETA: 3:24 - loss: 6778.8993 - logits_profile_predictions_loss: 159.1740 - logcount_predictions_loss: 1471.0500 26/689 [>.............................] - ETA: 3:23 - loss: 6611.6683 - logits_profile_predictions_loss: 159.2291 - logcount_predictions_loss: 1433.8753 27/689 [>.............................] - ETA: 3:23 - loss: 6453.7292 - logits_profile_predictions_loss: 159.2812 - logcount_predictions_loss: 1398.7661 28/689 [>.............................] - ETA: 3:23 - loss: 6304.2883 - logits_profile_predictions_loss: 159.3216 - logcount_predictions_loss: 1365.5481 29/689 [>.............................] - ETA: 3:22 - loss: 6162.6751 - logits_profile_predictions_loss: 159.3743 - logcount_predictions_loss: 1334.0668 30/689 [>.............................] - ETA: 3:22 - loss: 6028.2324 - logits_profile_predictions_loss: 159.4070 - logcount_predictions_loss: 1304.1833 31/689 [>.............................] - ETA: 3:22 - loss: 5900.4287 - logits_profile_predictions_loss: 159.4440 - logcount_predictions_loss: 1275.7743 32/689 [>.............................] - ETA: 3:22 - loss: 5778.7442 - logits_profile_predictions_loss: 159.4667 - logcount_predictions_loss: 1248.7282 33/689 [>.............................] - ETA: 3:21 - loss: 5662.7456 - logits_profile_predictions_loss: 159.4922 - logcount_predictions_loss: 1222.9451 34/689 [>.............................] - ETA: 3:21 - loss: 5552.0279 - logits_profile_predictions_loss: 159.5163 - logcount_predictions_loss: 1198.3358 35/689 [>.............................] - ETA: 3:21 - loss: 5446.2278 - logits_profile_predictions_loss: 159.5440 - logcount_predictions_loss: 1174.8185 36/689 [>.............................] - ETA: 3:20 - loss: 5345.0011 - logits_profile_predictions_loss: 159.5655 - logcount_predictions_loss: 1152.3189 37/689 [>.............................] - ETA: 3:20 - loss: 5248.0514 - logits_profile_predictions_loss: 159.5873 - logcount_predictions_loss: 1130.7697 38/689 [>.............................] - ETA: 3:20 - loss: 5155.0932 - logits_profile_predictions_loss: 159.5999 - logcount_predictions_loss: 1110.1095 39/689 [>.............................] - ETA: 3:19 - loss: 5065.8815 - logits_profile_predictions_loss: 159.6107 - logcount_predictions_loss: 1090.2823 40/689 [>.............................] - ETA: 3:19 - loss: 4980.1857 - logits_profile_predictions_loss: 159.6203 - logcount_predictions_loss: 1071.2367 41/689 [>.............................] - ETA: 3:19 - loss: 4897.8129 - logits_profile_predictions_loss: 159.6467 - logcount_predictions_loss: 1052.9257 42/689 [>.............................] - ETA: 3:18 - loss: 4818.5333 - logits_profile_predictions_loss: 159.6582 - logcount_predictions_loss: 1035.3055 43/689 [>.............................] - ETA: 3:18 - loss: 4742.1773 - logits_profile_predictions_loss: 159.6641 - logcount_predictions_loss: 1018.3362 44/689 [>.............................] - ETA: 3:18 - loss: 4668.5754 - logits_profile_predictions_loss: 159.6611 - logcount_predictions_loss: 1001.9808 45/689 [>.............................] - ETA: 3:18 - loss: 4597.5878 - logits_profile_predictions_loss: 159.6635 - logcount_predictions_loss: 986.2053  46/689 [=>............................] - ETA: 3:17 - loss: 4529.0660 - logits_profile_predictions_loss: 159.6648 - logcount_predictions_loss: 970.9780 47/689 [=>............................] - ETA: 3:17 - loss: 4462.8895 - logits_profile_predictions_loss: 159.6759 - logcount_predictions_loss: 956.2696 48/689 [=>............................] - ETA: 3:17 - loss: 4398.9258 - logits_profile_predictions_loss: 159.6867 - logcount_predictions_loss: 942.0530 49/689 [=>............................] - ETA: 3:16 - loss: 4337.0569 - logits_profile_predictions_loss: 159.6925 - logcount_predictions_loss: 928.3031 50/689 [=>............................] - ETA: 3:16 - loss: 4277.1904 - logits_profile_predictions_loss: 159.7074 - logcount_predictions_loss: 914.9961 51/689 [=>............................] - ETA: 3:16 - loss: 4219.2068 - logits_profile_predictions_loss: 159.7106 - logcount_predictions_loss: 902.1102 52/689 [=>............................] - ETA: 3:15 - loss: 4163.0278 - logits_profile_predictions_loss: 159.7155 - logcount_predictions_loss: 889.6249 53/689 [=>............................] - ETA: 3:15 - loss: 4108.5695 - logits_profile_predictions_loss: 159.7246 - logcount_predictions_loss: 877.5210 54/689 [=>............................] - ETA: 3:15 - loss: 4055.7518 - logits_profile_predictions_loss: 159.7386 - logcount_predictions_loss: 865.7806 55/689 [=>............................] - ETA: 3:15 - loss: 4004.4910 - logits_profile_predictions_loss: 159.7491 - logcount_predictions_loss: 854.3870 56/689 [=>............................] - ETA: 3:14 - loss: 3954.7153 - logits_profile_predictions_loss: 159.7554 - logcount_predictions_loss: 843.3243 57/689 [=>............................] - ETA: 3:14 - loss: 3906.3628 - logits_profile_predictions_loss: 159.7622 - logcount_predictions_loss: 832.5778 58/689 [=>............................] - ETA: 3:14 - loss: 3859.3741 - logits_profile_predictions_loss: 159.7729 - logcount_predictions_loss: 822.1335 59/689 [=>............................] - ETA: 3:13 - loss: 3813.6881 - logits_profile_predictions_loss: 159.7855 - 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116.7441 - val_loss: 168.4733 - val_logits_profile_predictions_loss: 164.7097 - val_logcount_predictions_loss: 0.8363 Epoch 00001: val_loss improved from inf to 168.47328, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 2/50 1/689 [..............................] - ETA: 3:37 - loss: 153.8416 - logits_profile_predictions_loss: 151.0001 - logcount_predictions_loss: 0.6314 2/689 [..............................] - ETA: 3:31 - loss: 156.7095 - logits_profile_predictions_loss: 153.8110 - logcount_predictions_loss: 0.6441 3/689 [..............................] - ETA: 3:31 - loss: 156.5863 - logits_profile_predictions_loss: 153.6256 - logcount_predictions_loss: 0.6579 4/689 [..............................] - ETA: 3:31 - loss: 157.1051 - logits_profile_predictions_loss: 154.0566 - logcount_predictions_loss: 0.6774 5/689 [..............................] - ETA: 3:30 - loss: 157.4690 - 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[..............................] - ETA: 3:29 - loss: 161.0327 - logits_profile_predictions_loss: 157.8314 - logcount_predictions_loss: 0.7114 13/689 [..............................] - ETA: 3:28 - loss: 161.3496 - logits_profile_predictions_loss: 158.1440 - logcount_predictions_loss: 0.7124 14/689 [..............................] - ETA: 3:28 - loss: 161.7346 - logits_profile_predictions_loss: 158.5266 - logcount_predictions_loss: 0.7129 15/689 [..............................] - ETA: 3:28 - loss: 162.0598 - logits_profile_predictions_loss: 158.8495 - logcount_predictions_loss: 0.7134 16/689 [..............................] - ETA: 3:27 - loss: 162.3591 - logits_profile_predictions_loss: 159.1453 - logcount_predictions_loss: 0.7142 17/689 [..............................] - ETA: 3:27 - loss: 162.5826 - logits_profile_predictions_loss: 159.3654 - logcount_predictions_loss: 0.7149 18/689 [..............................] - ETA: 3:27 - loss: 162.7934 - logits_profile_predictions_loss: 159.5715 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[>.............................] - ETA: 3:23 - loss: 163.7646 - logits_profile_predictions_loss: 160.4331 - logcount_predictions_loss: 0.7403 33/689 [>.............................] - ETA: 3:23 - loss: 163.7725 - logits_profile_predictions_loss: 160.4343 - logcount_predictions_loss: 0.7418 34/689 [>.............................] - ETA: 3:22 - loss: 163.7598 - logits_profile_predictions_loss: 160.4164 - logcount_predictions_loss: 0.7430 35/689 [>.............................] - ETA: 3:22 - loss: 163.7398 - logits_profile_predictions_loss: 160.3923 - logcount_predictions_loss: 0.7439 36/689 [>.............................] - ETA: 3:22 - loss: 163.7191 - logits_profile_predictions_loss: 160.3681 - logcount_predictions_loss: 0.7447 37/689 [>.............................] - ETA: 3:21 - loss: 163.6892 - logits_profile_predictions_loss: 160.3341 - logcount_predictions_loss: 0.7456 38/689 [>.............................] - ETA: 3:21 - loss: 163.6515 - logits_profile_predictions_loss: 160.2928 - logcount_predictions_loss: 0.7464 39/689 [>.............................] - ETA: 3:21 - loss: 163.6075 - logits_profile_predictions_loss: 160.2451 - logcount_predictions_loss: 0.7472 40/689 [>.............................] - ETA: 3:21 - loss: 163.5808 - logits_profile_predictions_loss: 160.2145 - logcount_predictions_loss: 0.7481 41/689 [>.............................] - ETA: 3:20 - loss: 163.5457 - logits_profile_predictions_loss: 160.1763 - logcount_predictions_loss: 0.7488 42/689 [>.............................] - ETA: 3:20 - loss: 163.5134 - logits_profile_predictions_loss: 160.1406 - logcount_predictions_loss: 0.7495 43/689 [>.............................] - ETA: 3:20 - loss: 163.4679 - logits_profile_predictions_loss: 160.0923 - logcount_predictions_loss: 0.7501 44/689 [>.............................] - ETA: 3:19 - loss: 163.4281 - logits_profile_predictions_loss: 160.0498 - logcount_predictions_loss: 0.7507 45/689 [>.............................] - ETA: 3:19 - loss: 163.3969 - 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[=>............................] - ETA: 3:17 - loss: 163.2285 - logits_profile_predictions_loss: 159.8335 - logcount_predictions_loss: 0.7544 53/689 [=>............................] - ETA: 3:17 - loss: 163.2144 - logits_profile_predictions_loss: 159.8182 - logcount_predictions_loss: 0.7547 54/689 [=>............................] - ETA: 3:16 - loss: 163.2062 - logits_profile_predictions_loss: 159.8090 - logcount_predictions_loss: 0.7549 55/689 [=>............................] - ETA: 3:16 - loss: 163.1939 - logits_profile_predictions_loss: 159.7954 - logcount_predictions_loss: 0.7552 56/689 [=>............................] - ETA: 3:16 - loss: 163.1836 - logits_profile_predictions_loss: 159.7839 - logcount_predictions_loss: 0.7555 57/689 [=>............................] - ETA: 3:16 - loss: 163.1753 - logits_profile_predictions_loss: 159.7748 - logcount_predictions_loss: 0.7557 58/689 [=>............................] - ETA: 3:15 - loss: 163.1720 - logits_profile_predictions_loss: 159.7708 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[============================>.] - ETA: 6s - loss: 162.2294 - logits_profile_predictions_loss: 158.8148 - logcount_predictions_loss: 0.7588 669/689 [============================>.] - ETA: 6s - loss: 162.2287 - logits_profile_predictions_loss: 158.8142 - logcount_predictions_loss: 0.7588 670/689 [============================>.] - ETA: 6s - loss: 162.2281 - logits_profile_predictions_loss: 158.8136 - logcount_predictions_loss: 0.7588 671/689 [============================>.] - ETA: 5s - loss: 162.2275 - logits_profile_predictions_loss: 158.8131 - logcount_predictions_loss: 0.7588 672/689 [============================>.] - ETA: 5s - loss: 162.2270 - logits_profile_predictions_loss: 158.8126 - logcount_predictions_loss: 0.7588 673/689 [============================>.] - ETA: 5s - loss: 162.2264 - logits_profile_predictions_loss: 158.8120 - logcount_predictions_loss: 0.7588 674/689 [============================>.] - ETA: 4s - loss: 162.2258 - logits_profile_predictions_loss: 158.8115 - 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logits_profile_predictions_loss: 158.8076 - logcount_predictions_loss: 0.7587 682/689 [============================>.] - ETA: 2s - loss: 162.2209 - logits_profile_predictions_loss: 158.8070 - logcount_predictions_loss: 0.7587 683/689 [============================>.] - ETA: 1s - loss: 162.2203 - logits_profile_predictions_loss: 158.8065 - logcount_predictions_loss: 0.7586 684/689 [============================>.] - ETA: 1s - loss: 162.2197 - logits_profile_predictions_loss: 158.8059 - logcount_predictions_loss: 0.7586 685/689 [============================>.] - ETA: 1s - loss: 162.2191 - logits_profile_predictions_loss: 158.8054 - logcount_predictions_loss: 0.7586 686/689 [============================>.] - ETA: 0s - loss: 162.2185 - logits_profile_predictions_loss: 158.8048 - logcount_predictions_loss: 0.7586 687/689 [============================>.] - ETA: 0s - loss: 162.2180 - logits_profile_predictions_loss: 158.8043 - logcount_predictions_loss: 0.7586 688/689 [============================>.] - ETA: 0s - loss: 162.2174 - logits_profile_predictions_loss: 158.8038 - logcount_predictions_loss: 0.7586 689/689 [==============================] - ETA: 0s - loss: 162.2168 - logits_profile_predictions_loss: 158.8033 - logcount_predictions_loss: 0.7586 689/689 [==============================] - 235s 341ms/step - loss: 162.2162 - logits_profile_predictions_loss: 158.8027 - logcount_predictions_loss: 0.7586 - val_loss: 167.4625 - val_logits_profile_predictions_loss: 163.8754 - val_logcount_predictions_loss: 0.7971 Epoch 00002: val_loss improved from 168.47328 to 167.46246, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 3/50 1/689 [..............................] - ETA: 3:38 - loss: 164.5758 - logits_profile_predictions_loss: 161.9752 - logcount_predictions_loss: 0.5779 2/689 [..............................] - ETA: 3:34 - loss: 166.9771 - logits_profile_predictions_loss: 164.0243 - logcount_predictions_loss: 0.6562 3/689 [..............................] - ETA: 3:33 - loss: 169.1524 - logits_profile_predictions_loss: 166.1122 - logcount_predictions_loss: 0.6756 4/689 [..............................] - ETA: 3:34 - loss: 169.8777 - logits_profile_predictions_loss: 166.7123 - logcount_predictions_loss: 0.7034 5/689 [..............................] - ETA: 3:33 - loss: 170.2287 - logits_profile_predictions_loss: 166.9653 - logcount_predictions_loss: 0.7252 6/689 [..............................] - ETA: 3:33 - loss: 169.9049 - logits_profile_predictions_loss: 166.5933 - logcount_predictions_loss: 0.7359 7/689 [..............................] - ETA: 3:33 - loss: 169.2766 - logits_profile_predictions_loss: 165.9372 - logcount_predictions_loss: 0.7421 8/689 [..............................] - ETA: 3:32 - loss: 168.4589 - logits_profile_predictions_loss: 165.0981 - logcount_predictions_loss: 0.7468 9/689 [..............................] - ETA: 3:32 - loss: 167.7496 - logits_profile_predictions_loss: 164.3785 - logcount_predictions_loss: 0.7491 10/689 [..............................] - ETA: 3:32 - loss: 167.2449 - logits_profile_predictions_loss: 163.8708 - logcount_predictions_loss: 0.7498 11/689 [..............................] - ETA: 3:32 - loss: 166.8058 - logits_profile_predictions_loss: 163.4320 - logcount_predictions_loss: 0.7497 12/689 [..............................] - ETA: 3:31 - loss: 166.4696 - logits_profile_predictions_loss: 163.0963 - logcount_predictions_loss: 0.7496 13/689 [..............................] - ETA: 3:31 - loss: 166.1616 - logits_profile_predictions_loss: 162.7930 - logcount_predictions_loss: 0.7486 14/689 [..............................] - ETA: 3:31 - loss: 165.8281 - logits_profile_predictions_loss: 162.4617 - logcount_predictions_loss: 0.7481 15/689 [..............................] - ETA: 3:31 - loss: 165.5503 - logits_profile_predictions_loss: 162.1846 - logcount_predictions_loss: 0.7479 16/689 [..............................] - ETA: 3:30 - loss: 165.3164 - logits_profile_predictions_loss: 161.9515 - logcount_predictions_loss: 0.7478 17/689 [..............................] - ETA: 3:30 - loss: 165.1789 - logits_profile_predictions_loss: 161.8148 - logcount_predictions_loss: 0.7476 18/689 [..............................] - ETA: 3:30 - loss: 164.9837 - logits_profile_predictions_loss: 161.6188 - logcount_predictions_loss: 0.7477 19/689 [..............................] - ETA: 3:30 - loss: 164.7701 - logits_profile_predictions_loss: 161.4056 - logcount_predictions_loss: 0.7477 20/689 [..............................] - ETA: 3:30 - loss: 164.6579 - logits_profile_predictions_loss: 161.2916 - logcount_predictions_loss: 0.7481 21/689 [..............................] - ETA: 3:30 - loss: 164.5829 - logits_profile_predictions_loss: 161.2116 - logcount_predictions_loss: 0.7492 22/689 [..............................] - ETA: 3:30 - loss: 164.4782 - logits_profile_predictions_loss: 161.1033 - logcount_predictions_loss: 0.7500 23/689 [>.............................] - ETA: 3:30 - loss: 164.3880 - logits_profile_predictions_loss: 161.0117 - logcount_predictions_loss: 0.7503 24/689 [>.............................] - ETA: 3:30 - loss: 164.2937 - logits_profile_predictions_loss: 160.9170 - logcount_predictions_loss: 0.7504 25/689 [>.............................] - ETA: 3:30 - loss: 164.1754 - logits_profile_predictions_loss: 160.7988 - logcount_predictions_loss: 0.7503 26/689 [>.............................] - ETA: 3:30 - loss: 164.0595 - logits_profile_predictions_loss: 160.6809 - logcount_predictions_loss: 0.7508 27/689 [>.............................] - ETA: 3:30 - loss: 163.9514 - logits_profile_predictions_loss: 160.5723 - logcount_predictions_loss: 0.7509 28/689 [>.............................] - ETA: 3:29 - loss: 163.8586 - logits_profile_predictions_loss: 160.4799 - logcount_predictions_loss: 0.7508 29/689 [>.............................] - ETA: 3:29 - loss: 163.7828 - 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[>.............................] - ETA: 3:28 - loss: 163.4378 - logits_profile_predictions_loss: 160.0555 - logcount_predictions_loss: 0.7516 37/689 [>.............................] - ETA: 3:28 - loss: 163.3788 - logits_profile_predictions_loss: 159.9955 - logcount_predictions_loss: 0.7519 38/689 [>.............................] - ETA: 3:28 - loss: 163.3332 - logits_profile_predictions_loss: 159.9495 - logcount_predictions_loss: 0.7519 39/689 [>.............................] - ETA: 3:28 - loss: 163.2935 - logits_profile_predictions_loss: 159.9094 - logcount_predictions_loss: 0.7520 40/689 [>.............................] - ETA: 3:27 - loss: 163.2577 - logits_profile_predictions_loss: 159.8737 - logcount_predictions_loss: 0.7520 41/689 [>.............................] - ETA: 3:27 - loss: 163.2214 - logits_profile_predictions_loss: 159.8374 - logcount_predictions_loss: 0.7520 42/689 [>.............................] - ETA: 3:27 - loss: 163.1831 - logits_profile_predictions_loss: 159.7986 - logcount_predictions_loss: 0.7521 43/689 [>.............................] - ETA: 3:27 - loss: 163.1406 - logits_profile_predictions_loss: 159.7554 - logcount_predictions_loss: 0.7523 44/689 [>.............................] - ETA: 3:27 - loss: 163.0982 - logits_profile_predictions_loss: 159.7129 - logcount_predictions_loss: 0.7523 45/689 [>.............................] - ETA: 3:27 - loss: 163.0505 - logits_profile_predictions_loss: 159.6654 - logcount_predictions_loss: 0.7523 46/689 [=>............................] - ETA: 3:26 - loss: 163.0168 - logits_profile_predictions_loss: 159.6314 - logcount_predictions_loss: 0.7523 47/689 [=>............................] - ETA: 3:26 - loss: 162.9812 - logits_profile_predictions_loss: 159.5955 - logcount_predictions_loss: 0.7524 48/689 [=>............................] - ETA: 3:26 - loss: 162.9534 - logits_profile_predictions_loss: 159.5674 - logcount_predictions_loss: 0.7525 49/689 [=>............................] - ETA: 3:26 - loss: 162.9231 - 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[=>............................] - ETA: 3:24 - loss: 162.7019 - logits_profile_predictions_loss: 159.3151 - logcount_predictions_loss: 0.7526 57/689 [=>............................] - ETA: 3:24 - loss: 162.6652 - logits_profile_predictions_loss: 159.2789 - logcount_predictions_loss: 0.7525 58/689 [=>............................] - ETA: 3:24 - loss: 162.6327 - logits_profile_predictions_loss: 159.2468 - logcount_predictions_loss: 0.7524 59/689 [=>............................] - ETA: 3:24 - loss: 162.6038 - logits_profile_predictions_loss: 159.2183 - logcount_predictions_loss: 0.7523 60/689 [=>............................] - ETA: 3:23 - loss: 162.5729 - logits_profile_predictions_loss: 159.1883 - logcount_predictions_loss: 0.7521 61/689 [=>............................] - ETA: 3:23 - loss: 162.5399 - logits_profile_predictions_loss: 159.1563 - logcount_predictions_loss: 0.7519 62/689 [=>............................] - ETA: 3:23 - loss: 162.5080 - logits_profile_predictions_loss: 159.1257 - logcount_predictions_loss: 0.7516 63/689 [=>............................] - ETA: 3:23 - loss: 162.4836 - logits_profile_predictions_loss: 159.1023 - logcount_predictions_loss: 0.7514 64/689 [=>............................] - ETA: 3:22 - loss: 162.4580 - logits_profile_predictions_loss: 159.0776 - logcount_predictions_loss: 0.7512 65/689 [=>............................] - ETA: 3:22 - loss: 162.4308 - logits_profile_predictions_loss: 159.0515 - logcount_predictions_loss: 0.7510 66/689 [=>............................] - ETA: 3:22 - loss: 162.4047 - logits_profile_predictions_loss: 159.0266 - logcount_predictions_loss: 0.7507 67/689 [=>............................] - ETA: 3:21 - loss: 162.3781 - logits_profile_predictions_loss: 159.0010 - logcount_predictions_loss: 0.7505 68/689 [=>............................] - ETA: 3:21 - loss: 162.3515 - logits_profile_predictions_loss: 158.9754 - logcount_predictions_loss: 0.7502 69/689 [==>...........................] - ETA: 3:21 - loss: 162.3219 - 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[==>...........................] - ETA: 3:19 - loss: 162.1571 - logits_profile_predictions_loss: 158.7874 - logcount_predictions_loss: 0.7488 77/689 [==>...........................] - ETA: 3:19 - loss: 162.1386 - logits_profile_predictions_loss: 158.7694 - logcount_predictions_loss: 0.7487 78/689 [==>...........................] - ETA: 3:18 - loss: 162.1228 - logits_profile_predictions_loss: 158.7538 - logcount_predictions_loss: 0.7487 79/689 [==>...........................] - ETA: 3:18 - loss: 162.1100 - logits_profile_predictions_loss: 158.7412 - logcount_predictions_loss: 0.7486 80/689 [==>...........................] - ETA: 3:18 - loss: 162.0939 - logits_profile_predictions_loss: 158.7252 - logcount_predictions_loss: 0.7486 81/689 [==>...........................] - ETA: 3:18 - loss: 162.0744 - logits_profile_predictions_loss: 158.7059 - logcount_predictions_loss: 0.7485 82/689 [==>...........................] - ETA: 3:17 - loss: 162.0557 - logits_profile_predictions_loss: 158.6874 - logcount_predictions_loss: 0.7485 83/689 [==>...........................] - ETA: 3:17 - loss: 162.0370 - logits_profile_predictions_loss: 158.6688 - logcount_predictions_loss: 0.7485 84/689 [==>...........................] - ETA: 3:17 - loss: 162.0197 - logits_profile_predictions_loss: 158.6515 - logcount_predictions_loss: 0.7485 85/689 [==>...........................] - ETA: 3:16 - loss: 162.0044 - logits_profile_predictions_loss: 158.6362 - logcount_predictions_loss: 0.7485 86/689 [==>...........................] - ETA: 3:16 - loss: 161.9900 - logits_profile_predictions_loss: 158.6218 - logcount_predictions_loss: 0.7485 87/689 [==>...........................] - ETA: 3:16 - loss: 161.9744 - logits_profile_predictions_loss: 158.6063 - logcount_predictions_loss: 0.7485 88/689 [==>...........................] - ETA: 3:16 - loss: 161.9622 - logits_profile_predictions_loss: 158.5942 - logcount_predictions_loss: 0.7484 89/689 [==>...........................] - ETA: 3:15 - loss: 161.9514 - logits_profile_predictions_loss: 158.5835 - logcount_predictions_loss: 0.7484 90/689 [==>...........................] - ETA: 3:15 - loss: 161.9413 - logits_profile_predictions_loss: 158.5734 - logcount_predictions_loss: 0.7484 91/689 [==>...........................] - ETA: 3:15 - loss: 161.9296 - logits_profile_predictions_loss: 158.5617 - logcount_predictions_loss: 0.7484 92/689 [===>..........................] - ETA: 3:14 - loss: 161.9196 - logits_profile_predictions_loss: 158.5517 - logcount_predictions_loss: 0.7484 93/689 [===>..........................] - ETA: 3:14 - loss: 161.9100 - logits_profile_predictions_loss: 158.5420 - logcount_predictions_loss: 0.7485 94/689 [===>..........................] - ETA: 3:14 - loss: 161.9002 - logits_profile_predictions_loss: 158.5320 - logcount_predictions_loss: 0.7485 95/689 [===>..........................] - ETA: 3:14 - loss: 161.8908 - logits_profile_predictions_loss: 158.5225 - logcount_predictions_loss: 0.7485 96/689 [===>..........................] - ETA: 3:13 - loss: 161.8809 - logits_profile_predictions_loss: 158.5124 - logcount_predictions_loss: 0.7486 97/689 [===>..........................] - ETA: 3:13 - loss: 161.8702 - logits_profile_predictions_loss: 158.5016 - logcount_predictions_loss: 0.7486 98/689 [===>..........................] - ETA: 3:13 - loss: 161.8579 - logits_profile_predictions_loss: 158.4893 - logcount_predictions_loss: 0.7486 99/689 [===>..........................] - ETA: 3:12 - loss: 161.8444 - logits_profile_predictions_loss: 158.4758 - logcount_predictions_loss: 0.7486 100/689 [===>..........................] - ETA: 3:12 - loss: 161.8327 - logits_profile_predictions_loss: 158.4642 - logcount_predictions_loss: 0.7486 101/689 [===>..........................] - ETA: 3:12 - loss: 161.8221 - logits_profile_predictions_loss: 158.4535 - logcount_predictions_loss: 0.7486 102/689 [===>..........................] - ETA: 3:11 - loss: 161.8121 - logits_profile_predictions_loss: 158.4436 - logcount_predictions_loss: 0.7486 103/689 [===>..........................] - ETA: 3:11 - loss: 161.8023 - logits_profile_predictions_loss: 158.4339 - logcount_predictions_loss: 0.7485 104/689 [===>..........................] - ETA: 3:11 - loss: 161.7932 - logits_profile_predictions_loss: 158.4249 - logcount_predictions_loss: 0.7485 105/689 [===>..........................] - ETA: 3:11 - loss: 161.7822 - logits_profile_predictions_loss: 158.4141 - logcount_predictions_loss: 0.7485 106/689 [===>..........................] - ETA: 3:10 - loss: 161.7722 - logits_profile_predictions_loss: 158.4045 - logcount_predictions_loss: 0.7484 107/689 [===>..........................] - ETA: 3:10 - loss: 161.7639 - logits_profile_predictions_loss: 158.3962 - logcount_predictions_loss: 0.7484 108/689 [===>..........................] - ETA: 3:10 - loss: 161.7536 - logits_profile_predictions_loss: 158.3861 - logcount_predictions_loss: 0.7483 109/689 [===>..........................] - ETA: 3:09 - 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[============================>.] - ETA: 5s - loss: 161.0407 - logits_profile_predictions_loss: 157.7290 - logcount_predictions_loss: 0.7359 673/689 [============================>.] - ETA: 5s - loss: 161.0406 - logits_profile_predictions_loss: 157.7291 - logcount_predictions_loss: 0.7359 674/689 [============================>.] - ETA: 4s - loss: 161.0406 - logits_profile_predictions_loss: 157.7291 - logcount_predictions_loss: 0.7359 675/689 [============================>.] - ETA: 4s - loss: 161.0406 - logits_profile_predictions_loss: 157.7291 - logcount_predictions_loss: 0.7359 676/689 [============================>.] - ETA: 4s - loss: 161.0405 - logits_profile_predictions_loss: 157.7291 - logcount_predictions_loss: 0.7359 677/689 [============================>.] - ETA: 3s - loss: 161.0404 - logits_profile_predictions_loss: 157.7291 - logcount_predictions_loss: 0.7359 678/689 [============================>.] - ETA: 3s - loss: 161.0403 - logits_profile_predictions_loss: 157.7291 - 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logits_profile_predictions_loss: 157.7290 - logcount_predictions_loss: 0.7358 686/689 [============================>.] - ETA: 0s - loss: 161.0397 - logits_profile_predictions_loss: 157.7290 - logcount_predictions_loss: 0.7357 687/689 [============================>.] - ETA: 0s - loss: 161.0397 - logits_profile_predictions_loss: 157.7290 - logcount_predictions_loss: 0.7357 688/689 [============================>.] - ETA: 0s - loss: 161.0396 - logits_profile_predictions_loss: 157.7290 - logcount_predictions_loss: 0.7357 689/689 [==============================] - ETA: 0s - loss: 161.0395 - logits_profile_predictions_loss: 157.7290 - logcount_predictions_loss: 0.7357 689/689 [==============================] - 237s 344ms/step - loss: 161.0395 - logits_profile_predictions_loss: 157.7290 - logcount_predictions_loss: 0.7357 - val_loss: 166.4953 - val_logits_profile_predictions_loss: 162.9753 - val_logcount_predictions_loss: 0.7822 Epoch 00003: val_loss improved from 167.46246 to 166.49525, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 4/50 1/689 [..............................] - ETA: 3:38 - loss: 191.3306 - logits_profile_predictions_loss: 187.6829 - logcount_predictions_loss: 0.8106 2/689 [..............................] - ETA: 3:34 - loss: 179.4257 - logits_profile_predictions_loss: 176.0253 - logcount_predictions_loss: 0.7557 3/689 [..............................] - ETA: 3:34 - loss: 176.7473 - logits_profile_predictions_loss: 173.4318 - logcount_predictions_loss: 0.7368 4/689 [..............................] - ETA: 3:34 - loss: 175.2526 - logits_profile_predictions_loss: 171.9654 - logcount_predictions_loss: 0.7305 5/689 [..............................] - ETA: 3:34 - loss: 174.0999 - logits_profile_predictions_loss: 170.8681 - logcount_predictions_loss: 0.7182 6/689 [..............................] - ETA: 3:34 - loss: 172.7421 - logits_profile_predictions_loss: 169.5229 - logcount_predictions_loss: 0.7154 7/689 [..............................] - ETA: 3:33 - loss: 171.4031 - logits_profile_predictions_loss: 168.2211 - logcount_predictions_loss: 0.7071 8/689 [..............................] - ETA: 3:33 - loss: 170.4571 - logits_profile_predictions_loss: 167.3055 - logcount_predictions_loss: 0.7004 9/689 [..............................] - ETA: 3:33 - loss: 169.8750 - logits_profile_predictions_loss: 166.7367 - logcount_predictions_loss: 0.6974 10/689 [..............................] - ETA: 3:33 - loss: 169.6323 - logits_profile_predictions_loss: 166.4963 - logcount_predictions_loss: 0.6969 11/689 [..............................] - ETA: 3:33 - loss: 169.3976 - logits_profile_predictions_loss: 166.2565 - logcount_predictions_loss: 0.6980 12/689 [..............................] - ETA: 3:33 - loss: 168.9805 - logits_profile_predictions_loss: 165.8399 - logcount_predictions_loss: 0.6979 13/689 [..............................] - ETA: 3:33 - loss: 168.5473 - logits_profile_predictions_loss: 165.4144 - logcount_predictions_loss: 0.6962 14/689 [..............................] - ETA: 3:33 - loss: 168.1732 - logits_profile_predictions_loss: 165.0495 - logcount_predictions_loss: 0.6941 15/689 [..............................] - ETA: 3:33 - loss: 167.8066 - logits_profile_predictions_loss: 164.6861 - logcount_predictions_loss: 0.6934 16/689 [..............................] - ETA: 3:33 - loss: 167.5439 - logits_profile_predictions_loss: 164.4281 - logcount_predictions_loss: 0.6924 17/689 [..............................] - ETA: 3:33 - loss: 167.3532 - logits_profile_predictions_loss: 164.2437 - logcount_predictions_loss: 0.6910 18/689 [..............................] - ETA: 3:33 - loss: 167.1454 - logits_profile_predictions_loss: 164.0425 - logcount_predictions_loss: 0.6895 19/689 [..............................] - ETA: 3:33 - loss: 166.9030 - logits_profile_predictions_loss: 163.8078 - logcount_predictions_loss: 0.6878 20/689 [..............................] - ETA: 3:33 - loss: 166.6646 - logits_profile_predictions_loss: 163.5791 - logcount_predictions_loss: 0.6857 21/689 [..............................] - ETA: 3:33 - loss: 166.4218 - logits_profile_predictions_loss: 163.3426 - logcount_predictions_loss: 0.6843 22/689 [..............................] - ETA: 3:33 - loss: 166.2083 - logits_profile_predictions_loss: 163.1343 - logcount_predictions_loss: 0.6831 23/689 [>.............................] - ETA: 3:33 - loss: 165.9588 - logits_profile_predictions_loss: 162.8904 - logcount_predictions_loss: 0.6818 24/689 [>.............................] - ETA: 3:33 - loss: 165.7641 - logits_profile_predictions_loss: 162.6994 - logcount_predictions_loss: 0.6810 25/689 [>.............................] - ETA: 3:33 - loss: 165.5816 - logits_profile_predictions_loss: 162.5209 - logcount_predictions_loss: 0.6802 26/689 [>.............................] - ETA: 3:33 - loss: 165.4019 - logits_profile_predictions_loss: 162.3447 - logcount_predictions_loss: 0.6794 27/689 [>.............................] - ETA: 3:33 - loss: 165.2330 - logits_profile_predictions_loss: 162.1786 - logcount_predictions_loss: 0.6788 28/689 [>.............................] - ETA: 3:32 - loss: 165.0617 - logits_profile_predictions_loss: 162.0087 - logcount_predictions_loss: 0.6784 29/689 [>.............................] - ETA: 3:32 - loss: 164.9093 - logits_profile_predictions_loss: 161.8579 - logcount_predictions_loss: 0.6781 30/689 [>.............................] - ETA: 3:32 - loss: 164.7750 - logits_profile_predictions_loss: 161.7240 - logcount_predictions_loss: 0.6780 31/689 [>.............................] - ETA: 3:32 - loss: 164.6600 - logits_profile_predictions_loss: 161.6090 - logcount_predictions_loss: 0.6780 32/689 [>.............................] - ETA: 3:32 - loss: 164.5469 - logits_profile_predictions_loss: 161.4942 - logcount_predictions_loss: 0.6784 33/689 [>.............................] - ETA: 3:31 - loss: 164.4386 - logits_profile_predictions_loss: 161.3837 - logcount_predictions_loss: 0.6789 34/689 [>.............................] - ETA: 3:31 - loss: 164.3370 - logits_profile_predictions_loss: 161.2806 - logcount_predictions_loss: 0.6792 35/689 [>.............................] - ETA: 3:31 - loss: 164.2355 - logits_profile_predictions_loss: 161.1777 - logcount_predictions_loss: 0.6795 36/689 [>.............................] - ETA: 3:31 - loss: 164.1449 - logits_profile_predictions_loss: 161.0861 - logcount_predictions_loss: 0.6797 37/689 [>.............................] - ETA: 3:30 - loss: 164.0610 - logits_profile_predictions_loss: 161.0012 - logcount_predictions_loss: 0.6799 38/689 [>.............................] - ETA: 3:30 - loss: 163.9864 - logits_profile_predictions_loss: 160.9253 - logcount_predictions_loss: 0.6802 39/689 [>.............................] - ETA: 3:30 - loss: 163.9084 - logits_profile_predictions_loss: 160.8458 - logcount_predictions_loss: 0.6806 40/689 [>.............................] - ETA: 3:30 - loss: 163.8324 - logits_profile_predictions_loss: 160.7689 - logcount_predictions_loss: 0.6808 41/689 [>.............................] - ETA: 3:30 - loss: 163.7573 - logits_profile_predictions_loss: 160.6932 - logcount_predictions_loss: 0.6809 42/689 [>.............................] - ETA: 3:30 - loss: 163.6900 - logits_profile_predictions_loss: 160.6253 - logcount_predictions_loss: 0.6811 43/689 [>.............................] - ETA: 3:29 - loss: 163.6272 - logits_profile_predictions_loss: 160.5617 - logcount_predictions_loss: 0.6812 44/689 [>.............................] - ETA: 3:29 - loss: 163.5751 - logits_profile_predictions_loss: 160.5092 - logcount_predictions_loss: 0.6813 45/689 [>.............................] - ETA: 3:29 - loss: 163.5202 - logits_profile_predictions_loss: 160.4539 - logcount_predictions_loss: 0.6814 46/689 [=>............................] - ETA: 3:29 - loss: 163.4747 - logits_profile_predictions_loss: 160.4074 - logcount_predictions_loss: 0.6816 47/689 [=>............................] - ETA: 3:28 - loss: 163.4300 - logits_profile_predictions_loss: 160.3621 - logcount_predictions_loss: 0.6817 48/689 [=>............................] - ETA: 3:28 - loss: 163.3889 - logits_profile_predictions_loss: 160.3204 - logcount_predictions_loss: 0.6819 49/689 [=>............................] - ETA: 3:28 - loss: 163.3405 - logits_profile_predictions_loss: 160.2716 - logcount_predictions_loss: 0.6820 50/689 [=>............................] - ETA: 3:27 - loss: 163.2930 - logits_profile_predictions_loss: 160.2234 - logcount_predictions_loss: 0.6821 51/689 [=>............................] - ETA: 3:27 - loss: 163.2484 - logits_profile_predictions_loss: 160.1779 - logcount_predictions_loss: 0.6823 52/689 [=>............................] - ETA: 3:27 - loss: 163.2087 - logits_profile_predictions_loss: 160.1374 - logcount_predictions_loss: 0.6825 53/689 [=>............................] - ETA: 3:27 - loss: 163.1678 - logits_profile_predictions_loss: 160.0958 - logcount_predictions_loss: 0.6827 54/689 [=>............................] - ETA: 3:26 - loss: 163.1224 - logits_profile_predictions_loss: 160.0499 - logcount_predictions_loss: 0.6828 55/689 [=>............................] - ETA: 3:26 - loss: 163.0764 - logits_profile_predictions_loss: 160.0037 - logcount_predictions_loss: 0.6828 56/689 [=>............................] - ETA: 3:26 - loss: 163.0287 - logits_profile_predictions_loss: 159.9556 - logcount_predictions_loss: 0.6829 57/689 [=>............................] - ETA: 3:26 - loss: 162.9813 - logits_profile_predictions_loss: 159.9080 - logcount_predictions_loss: 0.6829 58/689 [=>............................] - ETA: 3:25 - loss: 162.9281 - logits_profile_predictions_loss: 159.8547 - logcount_predictions_loss: 0.6830 59/689 [=>............................] - ETA: 3:25 - loss: 162.8752 - logits_profile_predictions_loss: 159.8018 - logcount_predictions_loss: 0.6830 60/689 [=>............................] - ETA: 3:25 - loss: 162.8180 - logits_profile_predictions_loss: 159.7445 - logcount_predictions_loss: 0.6830 61/689 [=>............................] - ETA: 3:25 - loss: 162.7608 - logits_profile_predictions_loss: 159.6869 - logcount_predictions_loss: 0.6831 62/689 [=>............................] - ETA: 3:24 - loss: 162.7042 - logits_profile_predictions_loss: 159.6303 - logcount_predictions_loss: 0.6831 63/689 [=>............................] - ETA: 3:24 - loss: 162.6507 - logits_profile_predictions_loss: 159.5768 - logcount_predictions_loss: 0.6831 64/689 [=>............................] - ETA: 3:24 - loss: 162.6030 - logits_profile_predictions_loss: 159.5290 - logcount_predictions_loss: 0.6831 65/689 [=>............................] - ETA: 3:23 - loss: 162.5559 - logits_profile_predictions_loss: 159.4820 - logcount_predictions_loss: 0.6831 66/689 [=>............................] - ETA: 3:23 - loss: 162.5042 - logits_profile_predictions_loss: 159.4304 - logcount_predictions_loss: 0.6831 67/689 [=>............................] - ETA: 3:23 - loss: 162.4591 - logits_profile_predictions_loss: 159.3850 - logcount_predictions_loss: 0.6831 68/689 [=>............................] - ETA: 3:23 - loss: 162.4175 - logits_profile_predictions_loss: 159.3434 - logcount_predictions_loss: 0.6831 69/689 [==>...........................] - ETA: 3:22 - loss: 162.3750 - logits_profile_predictions_loss: 159.3008 - logcount_predictions_loss: 0.6831 70/689 [==>...........................] - ETA: 3:22 - loss: 162.3329 - logits_profile_predictions_loss: 159.2587 - logcount_predictions_loss: 0.6832 71/689 [==>...........................] - ETA: 3:22 - loss: 162.2907 - logits_profile_predictions_loss: 159.2165 - logcount_predictions_loss: 0.6832 72/689 [==>...........................] - ETA: 3:21 - loss: 162.2546 - logits_profile_predictions_loss: 159.1803 - logcount_predictions_loss: 0.6832 73/689 [==>...........................] - ETA: 3:21 - loss: 162.2216 - logits_profile_predictions_loss: 159.1472 - logcount_predictions_loss: 0.6832 74/689 [==>...........................] - ETA: 3:21 - loss: 162.1911 - logits_profile_predictions_loss: 159.1165 - logcount_predictions_loss: 0.6832 75/689 [==>...........................] - ETA: 3:21 - loss: 162.1603 - logits_profile_predictions_loss: 159.0857 - logcount_predictions_loss: 0.6833 76/689 [==>...........................] - ETA: 3:20 - loss: 162.1283 - logits_profile_predictions_loss: 159.0537 - logcount_predictions_loss: 0.6832 77/689 [==>...........................] - ETA: 3:20 - loss: 162.0938 - logits_profile_predictions_loss: 159.0190 - logcount_predictions_loss: 0.6833 78/689 [==>...........................] - ETA: 3:20 - loss: 162.0623 - logits_profile_predictions_loss: 158.9871 - logcount_predictions_loss: 0.6834 79/689 [==>...........................] - ETA: 3:19 - loss: 162.0317 - logits_profile_predictions_loss: 158.9563 - logcount_predictions_loss: 0.6834 80/689 [==>...........................] - ETA: 3:19 - loss: 162.0030 - logits_profile_predictions_loss: 158.9274 - logcount_predictions_loss: 0.6835 81/689 [==>...........................] - ETA: 3:19 - loss: 161.9758 - logits_profile_predictions_loss: 158.8999 - logcount_predictions_loss: 0.6835 82/689 [==>...........................] - ETA: 3:18 - loss: 161.9496 - logits_profile_predictions_loss: 158.8735 - logcount_predictions_loss: 0.6836 83/689 [==>...........................] - ETA: 3:18 - loss: 161.9233 - logits_profile_predictions_loss: 158.8469 - logcount_predictions_loss: 0.6836 84/689 [==>...........................] - ETA: 3:18 - loss: 161.8946 - logits_profile_predictions_loss: 158.8180 - logcount_predictions_loss: 0.6837 85/689 [==>...........................] - ETA: 3:17 - loss: 161.8647 - logits_profile_predictions_loss: 158.7879 - logcount_predictions_loss: 0.6837 86/689 [==>...........................] - ETA: 3:17 - loss: 161.8369 - logits_profile_predictions_loss: 158.7599 - logcount_predictions_loss: 0.6838 87/689 [==>...........................] - ETA: 3:17 - loss: 161.8068 - logits_profile_predictions_loss: 158.7297 - logcount_predictions_loss: 0.6838 88/689 [==>...........................] - ETA: 3:17 - loss: 161.7749 - logits_profile_predictions_loss: 158.6977 - logcount_predictions_loss: 0.6838 89/689 [==>...........................] - ETA: 3:16 - loss: 161.7461 - logits_profile_predictions_loss: 158.6686 - logcount_predictions_loss: 0.6839 90/689 [==>...........................] - ETA: 3:16 - loss: 161.7181 - logits_profile_predictions_loss: 158.6402 - logcount_predictions_loss: 0.6840 91/689 [==>...........................] - ETA: 3:16 - loss: 161.6948 - logits_profile_predictions_loss: 158.6164 - logcount_predictions_loss: 0.6841 92/689 [===>..........................] - ETA: 3:15 - loss: 161.6691 - logits_profile_predictions_loss: 158.5904 - logcount_predictions_loss: 0.6842 93/689 [===>..........................] - ETA: 3:15 - loss: 161.6452 - logits_profile_predictions_loss: 158.5662 - logcount_predictions_loss: 0.6842 94/689 [===>..........................] - ETA: 3:15 - loss: 161.6216 - logits_profile_predictions_loss: 158.5421 - logcount_predictions_loss: 0.6843 95/689 [===>..........................] - ETA: 3:14 - loss: 161.5994 - logits_profile_predictions_loss: 158.5194 - logcount_predictions_loss: 0.6845 96/689 [===>..........................] - ETA: 3:14 - loss: 161.5773 - logits_profile_predictions_loss: 158.4969 - logcount_predictions_loss: 0.6845 97/689 [===>..........................] - ETA: 3:14 - loss: 161.5558 - logits_profile_predictions_loss: 158.4749 - logcount_predictions_loss: 0.6846 98/689 [===>..........................] - ETA: 3:14 - loss: 161.5326 - logits_profile_predictions_loss: 158.4513 - logcount_predictions_loss: 0.6847 99/689 [===>..........................] - ETA: 3:13 - loss: 161.5096 - logits_profile_predictions_loss: 158.4279 - logcount_predictions_loss: 0.6848 100/689 [===>..........................] - ETA: 3:13 - loss: 161.4862 - logits_profile_predictions_loss: 158.4041 - logcount_predictions_loss: 0.6849 101/689 [===>..........................] - ETA: 3:13 - loss: 161.4649 - logits_profile_predictions_loss: 158.3824 - logcount_predictions_loss: 0.6850 102/689 [===>..........................] - ETA: 3:12 - loss: 161.4462 - logits_profile_predictions_loss: 158.3633 - logcount_predictions_loss: 0.6851 103/689 [===>..........................] - ETA: 3:12 - loss: 161.4281 - logits_profile_predictions_loss: 158.3448 - logcount_predictions_loss: 0.6852 104/689 [===>..........................] - ETA: 3:12 - loss: 161.4091 - logits_profile_predictions_loss: 158.3252 - logcount_predictions_loss: 0.6853 105/689 [===>..........................] - ETA: 3:11 - loss: 161.3906 - logits_profile_predictions_loss: 158.3062 - logcount_predictions_loss: 0.6854 106/689 [===>..........................] - ETA: 3:11 - loss: 161.3708 - logits_profile_predictions_loss: 158.2859 - logcount_predictions_loss: 0.6855 107/689 [===>..........................] - ETA: 3:11 - loss: 161.3540 - logits_profile_predictions_loss: 158.2686 - logcount_predictions_loss: 0.6856 108/689 [===>..........................] - ETA: 3:10 - loss: 161.3372 - logits_profile_predictions_loss: 158.2512 - logcount_predictions_loss: 0.6858 109/689 [===>..........................] - ETA: 3:10 - loss: 161.3199 - logits_profile_predictions_loss: 158.2334 - logcount_predictions_loss: 0.6859 110/689 [===>..........................] - ETA: 3:10 - loss: 161.3054 - logits_profile_predictions_loss: 158.2185 - logcount_predictions_loss: 0.6860 111/689 [===>..........................] - ETA: 3:10 - loss: 161.2899 - logits_profile_predictions_loss: 158.2024 - logcount_predictions_loss: 0.6861 112/689 [===>..........................] - ETA: 3:09 - loss: 161.2739 - logits_profile_predictions_loss: 158.1861 - logcount_predictions_loss: 0.6862 113/689 [===>..........................] - ETA: 3:09 - loss: 161.2580 - logits_profile_predictions_loss: 158.1697 - logcount_predictions_loss: 0.6863 114/689 [===>..........................] - ETA: 3:09 - loss: 161.2420 - logits_profile_predictions_loss: 158.1532 - logcount_predictions_loss: 0.6864 115/689 [====>.........................] - ETA: 3:08 - loss: 161.2262 - logits_profile_predictions_loss: 158.1370 - logcount_predictions_loss: 0.6865 116/689 [====>.........................] - ETA: 3:08 - loss: 161.2127 - logits_profile_predictions_loss: 158.1231 - logcount_predictions_loss: 0.6866 117/689 [====>.........................] - ETA: 3:08 - loss: 161.1998 - logits_profile_predictions_loss: 158.1098 - logcount_predictions_loss: 0.6867 118/689 [====>.........................] - ETA: 3:07 - loss: 161.1877 - logits_profile_predictions_loss: 158.0974 - logcount_predictions_loss: 0.6867 119/689 [====>.........................] - ETA: 3:07 - loss: 161.1756 - logits_profile_predictions_loss: 158.0849 - logcount_predictions_loss: 0.6868 120/689 [====>.........................] - ETA: 3:07 - loss: 161.1635 - logits_profile_predictions_loss: 158.0725 - logcount_predictions_loss: 0.6869 121/689 [====>.........................] - ETA: 3:06 - loss: 161.1515 - logits_profile_predictions_loss: 158.0602 - logcount_predictions_loss: 0.6870 122/689 [====>.........................] - ETA: 3:06 - loss: 161.1397 - logits_profile_predictions_loss: 158.0482 - logcount_predictions_loss: 0.6870 123/689 [====>.........................] - ETA: 3:06 - loss: 161.1277 - logits_profile_predictions_loss: 158.0360 - logcount_predictions_loss: 0.6870 124/689 [====>.........................] - ETA: 3:05 - loss: 161.1141 - logits_profile_predictions_loss: 158.0222 - logcount_predictions_loss: 0.6871 125/689 [====>.........................] - ETA: 3:05 - loss: 161.1009 - logits_profile_predictions_loss: 158.0089 - logcount_predictions_loss: 0.6871 126/689 [====>.........................] - ETA: 3:05 - loss: 161.0887 - logits_profile_predictions_loss: 157.9966 - logcount_predictions_loss: 0.6871 127/689 [====>.........................] - ETA: 3:04 - loss: 161.0772 - logits_profile_predictions_loss: 157.9849 - logcount_predictions_loss: 0.6872 128/689 [====>.........................] - ETA: 3:04 - loss: 161.0656 - logits_profile_predictions_loss: 157.9731 - logcount_predictions_loss: 0.6872 129/689 [====>.........................] - ETA: 3:04 - loss: 161.0545 - logits_profile_predictions_loss: 157.9617 - logcount_predictions_loss: 0.6873 130/689 [====>.........................] - ETA: 3:03 - loss: 161.0436 - logits_profile_predictions_loss: 157.9506 - logcount_predictions_loss: 0.6873 131/689 [====>.........................] - ETA: 3:03 - loss: 161.0325 - logits_profile_predictions_loss: 157.9393 - logcount_predictions_loss: 0.6874 132/689 [====>.........................] - ETA: 3:03 - loss: 161.0220 - logits_profile_predictions_loss: 157.9287 - logcount_predictions_loss: 0.6874 133/689 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[===========================>..] - ETA: 8s - loss: 158.2877 - logits_profile_predictions_loss: 155.4333 - logcount_predictions_loss: 0.6343 665/689 [===========================>..] - ETA: 7s - loss: 158.2864 - logits_profile_predictions_loss: 155.4320 - logcount_predictions_loss: 0.6343 666/689 [===========================>..] - ETA: 7s - loss: 158.2851 - logits_profile_predictions_loss: 155.4308 - logcount_predictions_loss: 0.6343 667/689 [============================>.] - ETA: 7s - loss: 158.2838 - logits_profile_predictions_loss: 155.4295 - logcount_predictions_loss: 0.6343 668/689 [============================>.] - ETA: 6s - loss: 158.2825 - logits_profile_predictions_loss: 155.4282 - logcount_predictions_loss: 0.6343 669/689 [============================>.] - ETA: 6s - loss: 158.2812 - logits_profile_predictions_loss: 155.4269 - logcount_predictions_loss: 0.6343 670/689 [============================>.] - ETA: 6s - loss: 158.2798 - logits_profile_predictions_loss: 155.4256 - 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[============================>.] - ETA: 1s - loss: 158.2617 - logits_profile_predictions_loss: 155.4080 - logcount_predictions_loss: 0.6342 685/689 [============================>.] - ETA: 1s - loss: 158.2605 - logits_profile_predictions_loss: 155.4068 - logcount_predictions_loss: 0.6342 686/689 [============================>.] - ETA: 0s - loss: 158.2592 - logits_profile_predictions_loss: 155.4056 - logcount_predictions_loss: 0.6342 687/689 [============================>.] - ETA: 0s - loss: 158.2580 - logits_profile_predictions_loss: 155.4043 - logcount_predictions_loss: 0.6341 688/689 [============================>.] - ETA: 0s - loss: 158.2567 - logits_profile_predictions_loss: 155.4031 - logcount_predictions_loss: 0.6341 689/689 [==============================] - ETA: 0s - loss: 158.2554 - logits_profile_predictions_loss: 155.4019 - logcount_predictions_loss: 0.6341 689/689 [==============================] - 236s 342ms/step - loss: 158.2541 - logits_profile_predictions_loss: 155.4006 - logcount_predictions_loss: 0.6341 - val_loss: 164.2409 - val_logits_profile_predictions_loss: 161.0310 - val_logcount_predictions_loss: 0.7133 Epoch 00006: val_loss improved from 164.81564 to 164.24094, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 7/50 1/689 [..............................] - ETA: 3:39 - loss: 163.7391 - logits_profile_predictions_loss: 160.8604 - logcount_predictions_loss: 0.6397 2/689 [..............................] - ETA: 3:34 - loss: 159.4111 - logits_profile_predictions_loss: 156.4599 - logcount_predictions_loss: 0.6558 3/689 [..............................] - ETA: 3:34 - loss: 155.7868 - logits_profile_predictions_loss: 152.8317 - logcount_predictions_loss: 0.6567 4/689 [..............................] - ETA: 3:34 - loss: 155.1468 - logits_profile_predictions_loss: 152.2010 - logcount_predictions_loss: 0.6546 5/689 [..............................] - ETA: 3:34 - loss: 154.4361 - logits_profile_predictions_loss: 151.5365 - logcount_predictions_loss: 0.6444 6/689 [..............................] - ETA: 3:33 - loss: 154.2933 - logits_profile_predictions_loss: 151.4186 - logcount_predictions_loss: 0.6388 7/689 [..............................] - ETA: 3:33 - loss: 154.6676 - logits_profile_predictions_loss: 151.8287 - logcount_predictions_loss: 0.6309 8/689 [..............................] - ETA: 3:33 - loss: 154.8570 - logits_profile_predictions_loss: 152.0138 - logcount_predictions_loss: 0.6318 9/689 [..............................] - ETA: 3:33 - loss: 155.0501 - logits_profile_predictions_loss: 152.1999 - logcount_predictions_loss: 0.6334 10/689 [..............................] - ETA: 3:32 - loss: 155.1209 - logits_profile_predictions_loss: 152.2648 - logcount_predictions_loss: 0.6347 11/689 [..............................] - ETA: 3:32 - loss: 155.0509 - logits_profile_predictions_loss: 152.1964 - logcount_predictions_loss: 0.6343 12/689 [..............................] - ETA: 3:32 - loss: 154.9345 - logits_profile_predictions_loss: 152.0815 - logcount_predictions_loss: 0.6340 13/689 [..............................] - ETA: 3:32 - loss: 154.9004 - logits_profile_predictions_loss: 152.0494 - logcount_predictions_loss: 0.6335 14/689 [..............................] - ETA: 3:32 - loss: 155.0331 - logits_profile_predictions_loss: 152.1873 - logcount_predictions_loss: 0.6324 15/689 [..............................] - ETA: 3:32 - loss: 155.2076 - logits_profile_predictions_loss: 152.3618 - logcount_predictions_loss: 0.6324 16/689 [..............................] - ETA: 3:32 - loss: 155.4395 - logits_profile_predictions_loss: 152.5885 - logcount_predictions_loss: 0.6336 17/689 [..............................] - ETA: 3:32 - loss: 155.6597 - logits_profile_predictions_loss: 152.8053 - logcount_predictions_loss: 0.6343 18/689 [..............................] - ETA: 3:32 - loss: 155.8776 - logits_profile_predictions_loss: 153.0227 - logcount_predictions_loss: 0.6344 19/689 [..............................] - ETA: 3:32 - loss: 156.0600 - logits_profile_predictions_loss: 153.2074 - logcount_predictions_loss: 0.6339 20/689 [..............................] - ETA: 3:32 - loss: 156.2745 - logits_profile_predictions_loss: 153.4231 - logcount_predictions_loss: 0.6337 21/689 [..............................] - ETA: 3:31 - loss: 156.4888 - logits_profile_predictions_loss: 153.6395 - logcount_predictions_loss: 0.6332 22/689 [..............................] - ETA: 3:31 - loss: 156.7123 - logits_profile_predictions_loss: 153.8651 - logcount_predictions_loss: 0.6327 23/689 [>.............................] - ETA: 3:31 - loss: 156.9694 - logits_profile_predictions_loss: 154.1249 - logcount_predictions_loss: 0.6321 24/689 [>.............................] - ETA: 3:31 - loss: 157.2221 - logits_profile_predictions_loss: 154.3799 - logcount_predictions_loss: 0.6316 25/689 [>.............................] - ETA: 3:31 - loss: 157.4581 - logits_profile_predictions_loss: 154.6185 - logcount_predictions_loss: 0.6310 26/689 [>.............................] - ETA: 3:31 - loss: 157.6852 - logits_profile_predictions_loss: 154.8491 - logcount_predictions_loss: 0.6302 27/689 [>.............................] - ETA: 3:30 - loss: 157.8562 - logits_profile_predictions_loss: 155.0244 - logcount_predictions_loss: 0.6293 28/689 [>.............................] - ETA: 3:30 - loss: 158.0191 - logits_profile_predictions_loss: 155.1915 - logcount_predictions_loss: 0.6284 29/689 [>.............................] - ETA: 3:30 - loss: 158.1654 - logits_profile_predictions_loss: 155.3423 - logcount_predictions_loss: 0.6273 30/689 [>.............................] - ETA: 3:30 - loss: 158.3092 - logits_profile_predictions_loss: 155.4911 - logcount_predictions_loss: 0.6263 31/689 [>.............................] - ETA: 3:30 - loss: 158.4504 - logits_profile_predictions_loss: 155.6366 - logcount_predictions_loss: 0.6253 32/689 [>.............................] - ETA: 3:30 - loss: 158.5532 - logits_profile_predictions_loss: 155.7428 - logcount_predictions_loss: 0.6245 33/689 [>.............................] - ETA: 3:30 - loss: 158.6565 - logits_profile_predictions_loss: 155.8499 - logcount_predictions_loss: 0.6237 34/689 [>.............................] - ETA: 3:29 - loss: 158.7514 - logits_profile_predictions_loss: 155.9484 - logcount_predictions_loss: 0.6229 35/689 [>.............................] - ETA: 3:29 - loss: 158.8291 - logits_profile_predictions_loss: 156.0296 - logcount_predictions_loss: 0.6221 36/689 [>.............................] - ETA: 3:29 - loss: 158.8923 - logits_profile_predictions_loss: 156.0967 - logcount_predictions_loss: 0.6212 37/689 [>.............................] - ETA: 3:29 - loss: 158.9367 - logits_profile_predictions_loss: 156.1448 - logcount_predictions_loss: 0.6204 38/689 [>.............................] - ETA: 3:29 - loss: 158.9744 - logits_profile_predictions_loss: 156.1857 - logcount_predictions_loss: 0.6197 39/689 [>.............................] - ETA: 3:28 - loss: 159.0004 - logits_profile_predictions_loss: 156.2149 - logcount_predictions_loss: 0.6190 40/689 [>.............................] - ETA: 3:28 - loss: 159.0245 - logits_profile_predictions_loss: 156.2418 - logcount_predictions_loss: 0.6184 41/689 [>.............................] - ETA: 3:28 - loss: 159.0355 - logits_profile_predictions_loss: 156.2560 - logcount_predictions_loss: 0.6177 42/689 [>.............................] - ETA: 3:28 - loss: 159.0411 - logits_profile_predictions_loss: 156.2647 - logcount_predictions_loss: 0.6170 43/689 [>.............................] - ETA: 3:27 - loss: 159.0516 - logits_profile_predictions_loss: 156.2784 - logcount_predictions_loss: 0.6163 44/689 [>.............................] - ETA: 3:27 - loss: 159.0523 - logits_profile_predictions_loss: 156.2820 - logcount_predictions_loss: 0.6156 45/689 [>.............................] - ETA: 3:27 - loss: 159.0570 - 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[=>............................] - ETA: 3:25 - loss: 159.1369 - logits_profile_predictions_loss: 156.3828 - logcount_predictions_loss: 0.6120 53/689 [=>............................] - ETA: 3:25 - loss: 159.1445 - logits_profile_predictions_loss: 156.3916 - logcount_predictions_loss: 0.6118 54/689 [=>............................] - ETA: 3:25 - loss: 159.1508 - logits_profile_predictions_loss: 156.3988 - logcount_predictions_loss: 0.6116 55/689 [=>............................] - ETA: 3:24 - loss: 159.1545 - logits_profile_predictions_loss: 156.4033 - logcount_predictions_loss: 0.6114 56/689 [=>............................] - ETA: 3:24 - loss: 159.1573 - logits_profile_predictions_loss: 156.4070 - logcount_predictions_loss: 0.6112 57/689 [=>............................] - ETA: 3:24 - loss: 159.1549 - logits_profile_predictions_loss: 156.4057 - logcount_predictions_loss: 0.6109 58/689 [=>............................] - ETA: 3:24 - loss: 159.1486 - logits_profile_predictions_loss: 156.4006 - logcount_predictions_loss: 0.6107 59/689 [=>............................] - ETA: 3:23 - loss: 159.1456 - logits_profile_predictions_loss: 156.3987 - logcount_predictions_loss: 0.6104 60/689 [=>............................] - ETA: 3:23 - loss: 159.1444 - logits_profile_predictions_loss: 156.3987 - logcount_predictions_loss: 0.6102 61/689 [=>............................] - ETA: 3:23 - loss: 159.1501 - logits_profile_predictions_loss: 156.4053 - logcount_predictions_loss: 0.6099 62/689 [=>............................] - ETA: 3:22 - loss: 159.1527 - logits_profile_predictions_loss: 156.4089 - logcount_predictions_loss: 0.6097 63/689 [=>............................] - ETA: 3:22 - loss: 159.1622 - logits_profile_predictions_loss: 156.4193 - logcount_predictions_loss: 0.6095 64/689 [=>............................] - ETA: 3:22 - loss: 159.1666 - logits_profile_predictions_loss: 156.4244 - logcount_predictions_loss: 0.6094 65/689 [=>............................] - ETA: 3:22 - loss: 159.1699 - 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[==>...........................] - ETA: 3:20 - loss: 159.1717 - logits_profile_predictions_loss: 156.4325 - logcount_predictions_loss: 0.6087 73/689 [==>...........................] - ETA: 3:19 - loss: 159.1689 - logits_profile_predictions_loss: 156.4301 - logcount_predictions_loss: 0.6086 74/689 [==>...........................] - ETA: 3:19 - loss: 159.1682 - logits_profile_predictions_loss: 156.4299 - logcount_predictions_loss: 0.6085 75/689 [==>...........................] - ETA: 3:19 - loss: 159.1663 - logits_profile_predictions_loss: 156.4283 - logcount_predictions_loss: 0.6084 76/689 [==>...........................] - ETA: 3:18 - loss: 159.1645 - logits_profile_predictions_loss: 156.4270 - logcount_predictions_loss: 0.6083 77/689 [==>...........................] - ETA: 3:18 - loss: 159.1610 - logits_profile_predictions_loss: 156.4239 - logcount_predictions_loss: 0.6083 78/689 [==>...........................] - ETA: 3:18 - loss: 159.1574 - logits_profile_predictions_loss: 156.4206 - logcount_predictions_loss: 0.6082 79/689 [==>...........................] - ETA: 3:18 - loss: 159.1536 - logits_profile_predictions_loss: 156.4172 - logcount_predictions_loss: 0.6081 80/689 [==>...........................] - ETA: 3:17 - loss: 159.1494 - logits_profile_predictions_loss: 156.4132 - logcount_predictions_loss: 0.6080 81/689 [==>...........................] - ETA: 3:17 - loss: 159.1439 - logits_profile_predictions_loss: 156.4079 - logcount_predictions_loss: 0.6080 82/689 [==>...........................] - ETA: 3:17 - loss: 159.1375 - logits_profile_predictions_loss: 156.4016 - logcount_predictions_loss: 0.6080 83/689 [==>...........................] - ETA: 3:16 - loss: 159.1315 - logits_profile_predictions_loss: 156.3957 - logcount_predictions_loss: 0.6080 84/689 [==>...........................] - ETA: 3:16 - loss: 159.1260 - logits_profile_predictions_loss: 156.3903 - logcount_predictions_loss: 0.6079 85/689 [==>...........................] - ETA: 3:16 - loss: 159.1229 - 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logits_profile_predictions_loss: 154.8465 - logcount_predictions_loss: 0.6134 682/689 [============================>.] - ETA: 2s - loss: 157.6056 - logits_profile_predictions_loss: 154.8452 - logcount_predictions_loss: 0.6134 683/689 [============================>.] - ETA: 1s - loss: 157.6042 - logits_profile_predictions_loss: 154.8439 - logcount_predictions_loss: 0.6134 684/689 [============================>.] - ETA: 1s - loss: 157.6029 - logits_profile_predictions_loss: 154.8425 - logcount_predictions_loss: 0.6134 685/689 [============================>.] - ETA: 1s - loss: 157.6015 - logits_profile_predictions_loss: 154.8412 - logcount_predictions_loss: 0.6134 686/689 [============================>.] - ETA: 0s - loss: 157.6001 - logits_profile_predictions_loss: 154.8398 - logcount_predictions_loss: 0.6134 687/689 [============================>.] - ETA: 0s - loss: 157.5987 - logits_profile_predictions_loss: 154.8384 - logcount_predictions_loss: 0.6134 688/689 [============================>.] - ETA: 0s - loss: 157.5973 - logits_profile_predictions_loss: 154.8371 - logcount_predictions_loss: 0.6134 689/689 [==============================] - ETA: 0s - loss: 157.5959 - logits_profile_predictions_loss: 154.8357 - logcount_predictions_loss: 0.6134 689/689 [==============================] - 235s 342ms/step - loss: 157.5945 - logits_profile_predictions_loss: 154.8343 - logcount_predictions_loss: 0.6134 - val_loss: 164.0842 - val_logits_profile_predictions_loss: 160.8922 - val_logcount_predictions_loss: 0.7093 Epoch 00007: val_loss improved from 164.24094 to 164.08418, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 8/50 1/689 [..............................] - ETA: 3:39 - loss: 144.4249 - logits_profile_predictions_loss: 142.1191 - logcount_predictions_loss: 0.5124 2/689 [..............................] - ETA: 3:34 - loss: 147.8568 - logits_profile_predictions_loss: 145.5537 - logcount_predictions_loss: 0.5118 3/689 [..............................] - ETA: 3:34 - loss: 150.0376 - logits_profile_predictions_loss: 147.5706 - logcount_predictions_loss: 0.5482 4/689 [..............................] - ETA: 3:34 - loss: 151.6739 - logits_profile_predictions_loss: 149.1478 - logcount_predictions_loss: 0.5613 5/689 [..............................] - ETA: 3:34 - loss: 152.7906 - logits_profile_predictions_loss: 150.2490 - logcount_predictions_loss: 0.5648 6/689 [..............................] - ETA: 3:33 - loss: 153.1357 - logits_profile_predictions_loss: 150.5782 - logcount_predictions_loss: 0.5683 7/689 [..............................] - ETA: 3:33 - loss: 153.3624 - logits_profile_predictions_loss: 150.7970 - logcount_predictions_loss: 0.5701 8/689 [..............................] - ETA: 3:33 - loss: 153.8107 - logits_profile_predictions_loss: 151.2321 - logcount_predictions_loss: 0.5730 9/689 [..............................] - ETA: 3:33 - loss: 154.1077 - logits_profile_predictions_loss: 151.5280 - logcount_predictions_loss: 0.5733 10/689 [..............................] - ETA: 3:32 - loss: 154.4257 - logits_profile_predictions_loss: 151.8451 - logcount_predictions_loss: 0.5735 11/689 [..............................] - ETA: 3:32 - loss: 154.7923 - logits_profile_predictions_loss: 152.2096 - logcount_predictions_loss: 0.5739 12/689 [..............................] - ETA: 3:32 - loss: 155.0647 - logits_profile_predictions_loss: 152.4770 - logcount_predictions_loss: 0.5750 13/689 [..............................] - ETA: 3:31 - loss: 155.2698 - logits_profile_predictions_loss: 152.6779 - logcount_predictions_loss: 0.5760 14/689 [..............................] - ETA: 3:31 - loss: 155.4294 - logits_profile_predictions_loss: 152.8373 - logcount_predictions_loss: 0.5760 15/689 [..............................] - ETA: 3:31 - loss: 155.6038 - logits_profile_predictions_loss: 153.0101 - logcount_predictions_loss: 0.5764 16/689 [..............................] - ETA: 3:32 - loss: 155.7387 - logits_profile_predictions_loss: 153.1434 - logcount_predictions_loss: 0.5767 17/689 [..............................] - ETA: 3:32 - loss: 155.7646 - logits_profile_predictions_loss: 153.1708 - logcount_predictions_loss: 0.5764 18/689 [..............................] - ETA: 3:32 - loss: 155.8205 - logits_profile_predictions_loss: 153.2267 - logcount_predictions_loss: 0.5764 19/689 [..............................] - ETA: 3:32 - loss: 155.8937 - logits_profile_predictions_loss: 153.3014 - logcount_predictions_loss: 0.5761 20/689 [..............................] - ETA: 3:31 - loss: 155.9956 - logits_profile_predictions_loss: 153.4049 - logcount_predictions_loss: 0.5757 21/689 [..............................] - ETA: 3:31 - loss: 156.0616 - logits_profile_predictions_loss: 153.4721 - logcount_predictions_loss: 0.5754 22/689 [..............................] - ETA: 3:31 - loss: 156.1175 - logits_profile_predictions_loss: 153.5300 - logcount_predictions_loss: 0.5750 23/689 [>.............................] - ETA: 3:31 - loss: 156.1777 - logits_profile_predictions_loss: 153.5914 - logcount_predictions_loss: 0.5747 24/689 [>.............................] - ETA: 3:30 - loss: 156.2558 - logits_profile_predictions_loss: 153.6700 - logcount_predictions_loss: 0.5746 25/689 [>.............................] - ETA: 3:30 - loss: 156.3308 - logits_profile_predictions_loss: 153.7458 - logcount_predictions_loss: 0.5744 26/689 [>.............................] - ETA: 3:30 - loss: 156.4142 - logits_profile_predictions_loss: 153.8302 - logcount_predictions_loss: 0.5742 27/689 [>.............................] - ETA: 3:30 - loss: 156.4861 - logits_profile_predictions_loss: 153.9040 - logcount_predictions_loss: 0.5738 28/689 [>.............................] - ETA: 3:29 - loss: 156.5423 - logits_profile_predictions_loss: 153.9627 - logcount_predictions_loss: 0.5732 29/689 [>.............................] - ETA: 3:29 - loss: 156.5893 - logits_profile_predictions_loss: 154.0119 - logcount_predictions_loss: 0.5727 30/689 [>.............................] - ETA: 3:29 - loss: 156.6359 - logits_profile_predictions_loss: 154.0606 - logcount_predictions_loss: 0.5723 31/689 [>.............................] - ETA: 3:29 - loss: 156.6866 - logits_profile_predictions_loss: 154.1133 - logcount_predictions_loss: 0.5719 32/689 [>.............................] - ETA: 3:29 - loss: 156.7285 - logits_profile_predictions_loss: 154.1566 - logcount_predictions_loss: 0.5715 33/689 [>.............................] - ETA: 3:29 - loss: 156.7612 - logits_profile_predictions_loss: 154.1912 - logcount_predictions_loss: 0.5711 34/689 [>.............................] - ETA: 3:29 - loss: 156.8067 - logits_profile_predictions_loss: 154.2389 - logcount_predictions_loss: 0.5706 35/689 [>.............................] - ETA: 3:28 - loss: 156.8464 - logits_profile_predictions_loss: 154.2811 - logcount_predictions_loss: 0.5700 36/689 [>.............................] - ETA: 3:28 - loss: 156.8929 - logits_profile_predictions_loss: 154.3303 - logcount_predictions_loss: 0.5695 37/689 [>.............................] - ETA: 3:28 - loss: 156.9290 - logits_profile_predictions_loss: 154.3678 - logcount_predictions_loss: 0.5692 38/689 [>.............................] - ETA: 3:28 - loss: 156.9605 - logits_profile_predictions_loss: 154.3998 - logcount_predictions_loss: 0.5690 39/689 [>.............................] - ETA: 3:27 - loss: 156.9885 - logits_profile_predictions_loss: 154.4284 - logcount_predictions_loss: 0.5689 40/689 [>.............................] - ETA: 3:27 - loss: 157.0204 - logits_profile_predictions_loss: 154.4608 - logcount_predictions_loss: 0.5688 41/689 [>.............................] - ETA: 3:27 - loss: 157.0477 - logits_profile_predictions_loss: 154.4887 - logcount_predictions_loss: 0.5687 42/689 [>.............................] - ETA: 3:27 - loss: 157.0682 - logits_profile_predictions_loss: 154.5098 - logcount_predictions_loss: 0.5685 43/689 [>.............................] - ETA: 3:26 - loss: 157.0836 - logits_profile_predictions_loss: 154.5261 - logcount_predictions_loss: 0.5683 44/689 [>.............................] - ETA: 3:26 - loss: 157.1066 - logits_profile_predictions_loss: 154.5496 - logcount_predictions_loss: 0.5682 45/689 [>.............................] - ETA: 3:26 - loss: 157.1335 - logits_profile_predictions_loss: 154.5767 - logcount_predictions_loss: 0.5682 46/689 [=>............................] - ETA: 3:26 - loss: 157.1535 - logits_profile_predictions_loss: 154.5970 - logcount_predictions_loss: 0.5681 47/689 [=>............................] - ETA: 3:26 - loss: 157.1710 - logits_profile_predictions_loss: 154.6146 - logcount_predictions_loss: 0.5681 48/689 [=>............................] - ETA: 3:25 - loss: 157.1877 - logits_profile_predictions_loss: 154.6313 - logcount_predictions_loss: 0.5681 49/689 [=>............................] - ETA: 3:25 - loss: 157.1969 - logits_profile_predictions_loss: 154.6405 - logcount_predictions_loss: 0.5681 50/689 [=>............................] - ETA: 3:25 - loss: 157.2028 - logits_profile_predictions_loss: 154.6465 - logcount_predictions_loss: 0.5681 51/689 [=>............................] - ETA: 3:24 - loss: 157.1975 - logits_profile_predictions_loss: 154.6413 - logcount_predictions_loss: 0.5680 52/689 [=>............................] - ETA: 3:24 - loss: 157.1911 - logits_profile_predictions_loss: 154.6346 - logcount_predictions_loss: 0.5681 53/689 [=>............................] - ETA: 3:24 - loss: 157.1816 - logits_profile_predictions_loss: 154.6250 - logcount_predictions_loss: 0.5681 54/689 [=>............................] - ETA: 3:24 - loss: 157.1753 - logits_profile_predictions_loss: 154.6187 - logcount_predictions_loss: 0.5681 55/689 [=>............................] - ETA: 3:23 - loss: 157.1671 - logits_profile_predictions_loss: 154.6102 - logcount_predictions_loss: 0.5682 56/689 [=>............................] - ETA: 3:23 - loss: 157.1608 - logits_profile_predictions_loss: 154.6035 - logcount_predictions_loss: 0.5683 57/689 [=>............................] - ETA: 3:23 - loss: 157.1589 - logits_profile_predictions_loss: 154.6014 - logcount_predictions_loss: 0.5683 58/689 [=>............................] - ETA: 3:22 - loss: 157.1568 - logits_profile_predictions_loss: 154.5992 - logcount_predictions_loss: 0.5683 59/689 [=>............................] - ETA: 3:22 - loss: 157.1554 - logits_profile_predictions_loss: 154.5978 - logcount_predictions_loss: 0.5684 60/689 [=>............................] - ETA: 3:22 - loss: 157.1528 - logits_profile_predictions_loss: 154.5950 - logcount_predictions_loss: 0.5684 61/689 [=>............................] - ETA: 3:22 - loss: 157.1444 - logits_profile_predictions_loss: 154.5864 - logcount_predictions_loss: 0.5684 62/689 [=>............................] - ETA: 3:21 - loss: 157.1348 - logits_profile_predictions_loss: 154.5763 - logcount_predictions_loss: 0.5685 63/689 [=>............................] - ETA: 3:21 - loss: 157.1247 - logits_profile_predictions_loss: 154.5656 - logcount_predictions_loss: 0.5687 64/689 [=>............................] - ETA: 3:21 - loss: 157.1160 - logits_profile_predictions_loss: 154.5561 - logcount_predictions_loss: 0.5689 65/689 [=>............................] - ETA: 3:21 - loss: 157.1077 - logits_profile_predictions_loss: 154.5469 - logcount_predictions_loss: 0.5691 66/689 [=>............................] - ETA: 3:20 - loss: 157.1015 - logits_profile_predictions_loss: 154.5399 - logcount_predictions_loss: 0.5692 67/689 [=>............................] - ETA: 3:20 - loss: 157.0958 - logits_profile_predictions_loss: 154.5336 - logcount_predictions_loss: 0.5694 68/689 [=>............................] - ETA: 3:20 - loss: 157.0909 - logits_profile_predictions_loss: 154.5280 - logcount_predictions_loss: 0.5695 69/689 [==>...........................] - ETA: 3:19 - loss: 157.0810 - logits_profile_predictions_loss: 154.5175 - logcount_predictions_loss: 0.5697 70/689 [==>...........................] - ETA: 3:19 - loss: 157.0728 - logits_profile_predictions_loss: 154.5087 - logcount_predictions_loss: 0.5698 71/689 [==>...........................] - ETA: 3:19 - loss: 157.0677 - logits_profile_predictions_loss: 154.5029 - logcount_predictions_loss: 0.5699 72/689 [==>...........................] - ETA: 3:18 - loss: 157.0637 - logits_profile_predictions_loss: 154.4983 - logcount_predictions_loss: 0.5701 73/689 [==>...........................] - ETA: 3:18 - loss: 157.0616 - logits_profile_predictions_loss: 154.4956 - logcount_predictions_loss: 0.5702 74/689 [==>...........................] - ETA: 3:18 - loss: 157.0548 - logits_profile_predictions_loss: 154.4883 - logcount_predictions_loss: 0.5703 75/689 [==>...........................] - ETA: 3:18 - loss: 157.0504 - logits_profile_predictions_loss: 154.4833 - logcount_predictions_loss: 0.5705 76/689 [==>...........................] - ETA: 3:17 - loss: 157.0452 - logits_profile_predictions_loss: 154.4774 - logcount_predictions_loss: 0.5706 77/689 [==>...........................] - ETA: 3:17 - loss: 157.0374 - logits_profile_predictions_loss: 154.4690 - logcount_predictions_loss: 0.5708 78/689 [==>...........................] - ETA: 3:17 - loss: 157.0282 - logits_profile_predictions_loss: 154.4592 - logcount_predictions_loss: 0.5709 79/689 [==>...........................] - ETA: 3:17 - loss: 157.0235 - logits_profile_predictions_loss: 154.4539 - logcount_predictions_loss: 0.5710 80/689 [==>...........................] - ETA: 3:16 - loss: 157.0145 - logits_profile_predictions_loss: 154.4444 - logcount_predictions_loss: 0.5711 81/689 [==>...........................] - ETA: 3:16 - loss: 157.0053 - logits_profile_predictions_loss: 154.4348 - logcount_predictions_loss: 0.5712 82/689 [==>...........................] - ETA: 3:16 - loss: 156.9953 - logits_profile_predictions_loss: 154.4242 - logcount_predictions_loss: 0.5714 83/689 [==>...........................] - ETA: 3:15 - loss: 156.9851 - logits_profile_predictions_loss: 154.4132 - logcount_predictions_loss: 0.5715 84/689 [==>...........................] - ETA: 3:15 - loss: 156.9768 - logits_profile_predictions_loss: 154.4043 - logcount_predictions_loss: 0.5717 85/689 [==>...........................] - ETA: 3:15 - loss: 156.9696 - logits_profile_predictions_loss: 154.3965 - logcount_predictions_loss: 0.5718 86/689 [==>...........................] - ETA: 3:15 - loss: 156.9621 - logits_profile_predictions_loss: 154.3884 - logcount_predictions_loss: 0.5719 87/689 [==>...........................] - ETA: 3:14 - loss: 156.9565 - logits_profile_predictions_loss: 154.3824 - logcount_predictions_loss: 0.5720 88/689 [==>...........................] - ETA: 3:14 - loss: 156.9498 - logits_profile_predictions_loss: 154.3754 - logcount_predictions_loss: 0.5721 89/689 [==>...........................] - ETA: 3:14 - loss: 156.9430 - logits_profile_predictions_loss: 154.3683 - logcount_predictions_loss: 0.5721 90/689 [==>...........................] - ETA: 3:13 - loss: 156.9373 - logits_profile_predictions_loss: 154.3624 - logcount_predictions_loss: 0.5722 91/689 [==>...........................] - ETA: 3:13 - loss: 156.9326 - logits_profile_predictions_loss: 154.3573 - logcount_predictions_loss: 0.5723 92/689 [===>..........................] - ETA: 3:13 - loss: 156.9262 - logits_profile_predictions_loss: 154.3507 - logcount_predictions_loss: 0.5723 93/689 [===>..........................] - ETA: 3:12 - loss: 156.9184 - logits_profile_predictions_loss: 154.3427 - logcount_predictions_loss: 0.5724 94/689 [===>..........................] - ETA: 3:12 - loss: 156.9093 - logits_profile_predictions_loss: 154.3334 - logcount_predictions_loss: 0.5724 95/689 [===>..........................] - ETA: 3:12 - loss: 156.9006 - logits_profile_predictions_loss: 154.3245 - logcount_predictions_loss: 0.5725 96/689 [===>..........................] - ETA: 3:11 - loss: 156.8934 - logits_profile_predictions_loss: 154.3172 - logcount_predictions_loss: 0.5725 97/689 [===>..........................] - ETA: 3:11 - loss: 156.8872 - logits_profile_predictions_loss: 154.3109 - logcount_predictions_loss: 0.5725 98/689 [===>..........................] - ETA: 3:11 - loss: 156.8805 - logits_profile_predictions_loss: 154.3041 - logcount_predictions_loss: 0.5725 99/689 [===>..........................] - ETA: 3:11 - loss: 156.8742 - logits_profile_predictions_loss: 154.2976 - logcount_predictions_loss: 0.5726 100/689 [===>..........................] - ETA: 3:10 - loss: 156.8660 - logits_profile_predictions_loss: 154.2893 - logcount_predictions_loss: 0.5726 101/689 [===>..........................] - ETA: 3:10 - loss: 156.8576 - logits_profile_predictions_loss: 154.2807 - logcount_predictions_loss: 0.5726 102/689 [===>..........................] - ETA: 3:10 - loss: 156.8472 - logits_profile_predictions_loss: 154.2703 - logcount_predictions_loss: 0.5727 103/689 [===>..........................] - ETA: 3:09 - loss: 156.8388 - logits_profile_predictions_loss: 154.2616 - logcount_predictions_loss: 0.5727 104/689 [===>..........................] - ETA: 3:09 - loss: 156.8307 - logits_profile_predictions_loss: 154.2532 - logcount_predictions_loss: 0.5728 105/689 [===>..........................] - ETA: 3:09 - loss: 156.8228 - logits_profile_predictions_loss: 154.2451 - logcount_predictions_loss: 0.5728 106/689 [===>..........................] - ETA: 3:08 - loss: 156.8160 - logits_profile_predictions_loss: 154.2379 - logcount_predictions_loss: 0.5729 107/689 [===>..........................] - ETA: 3:08 - loss: 156.8084 - logits_profile_predictions_loss: 154.2301 - logcount_predictions_loss: 0.5729 108/689 [===>..........................] - ETA: 3:08 - loss: 156.8021 - logits_profile_predictions_loss: 154.2236 - logcount_predictions_loss: 0.5730 109/689 [===>..........................] - ETA: 3:08 - loss: 156.7993 - logits_profile_predictions_loss: 154.2205 - logcount_predictions_loss: 0.5731 110/689 [===>..........................] - ETA: 3:07 - loss: 156.7958 - logits_profile_predictions_loss: 154.2168 - logcount_predictions_loss: 0.5731 111/689 [===>..........................] - ETA: 3:07 - loss: 156.7927 - logits_profile_predictions_loss: 154.2135 - logcount_predictions_loss: 0.5731 112/689 [===>..........................] - ETA: 3:07 - loss: 156.7898 - logits_profile_predictions_loss: 154.2103 - logcount_predictions_loss: 0.5732 113/689 [===>..........................] - ETA: 3:06 - loss: 156.7865 - logits_profile_predictions_loss: 154.2068 - logcount_predictions_loss: 0.5733 114/689 [===>..........................] - ETA: 3:06 - loss: 156.7840 - logits_profile_predictions_loss: 154.2040 - logcount_predictions_loss: 0.5733 115/689 [====>.........................] - ETA: 3:06 - loss: 156.7820 - logits_profile_predictions_loss: 154.2018 - logcount_predictions_loss: 0.5734 116/689 [====>.........................] - ETA: 3:05 - loss: 156.7797 - logits_profile_predictions_loss: 154.1993 - logcount_predictions_loss: 0.5734 117/689 [====>.........................] - ETA: 3:05 - loss: 156.7788 - logits_profile_predictions_loss: 154.1981 - logcount_predictions_loss: 0.5735 118/689 [====>.........................] - ETA: 3:05 - loss: 156.7770 - logits_profile_predictions_loss: 154.1961 - logcount_predictions_loss: 0.5735 119/689 [====>.........................] - ETA: 3:04 - loss: 156.7731 - logits_profile_predictions_loss: 154.1919 - logcount_predictions_loss: 0.5736 120/689 [====>.........................] - ETA: 3:04 - loss: 156.7692 - logits_profile_predictions_loss: 154.1878 - logcount_predictions_loss: 0.5736 121/689 [====>.........................] - ETA: 3:04 - loss: 156.7658 - logits_profile_predictions_loss: 154.1842 - logcount_predictions_loss: 0.5737 122/689 [====>.........................] - ETA: 3:04 - loss: 156.7621 - 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logits_profile_predictions_loss: 153.4502 - logcount_predictions_loss: 0.5842 686/689 [============================>.] - ETA: 0s - loss: 156.0791 - logits_profile_predictions_loss: 153.4500 - logcount_predictions_loss: 0.5842 687/689 [============================>.] - ETA: 0s - loss: 156.0789 - logits_profile_predictions_loss: 153.4498 - logcount_predictions_loss: 0.5843 688/689 [============================>.] - ETA: 0s - loss: 156.0787 - logits_profile_predictions_loss: 153.4496 - logcount_predictions_loss: 0.5843 689/689 [==============================] - ETA: 0s - loss: 156.0786 - logits_profile_predictions_loss: 153.4494 - logcount_predictions_loss: 0.5843 689/689 [==============================] - 234s 340ms/step - loss: 156.0784 - logits_profile_predictions_loss: 153.4492 - logcount_predictions_loss: 0.5843 - val_loss: 163.6545 - val_logits_profile_predictions_loss: 160.7585 - val_logcount_predictions_loss: 0.6436 Epoch 00008: val_loss improved from 164.08418 to 163.65451, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 9/50 1/689 [..............................] - ETA: 3:38 - loss: 171.6146 - logits_profile_predictions_loss: 168.8934 - logcount_predictions_loss: 0.6047 2/689 [..............................] - ETA: 3:34 - loss: 172.3970 - logits_profile_predictions_loss: 169.5754 - logcount_predictions_loss: 0.6270 3/689 [..............................] - ETA: 3:35 - loss: 169.9655 - logits_profile_predictions_loss: 167.0350 - logcount_predictions_loss: 0.6512 4/689 [..............................] - ETA: 3:35 - loss: 168.1625 - logits_profile_predictions_loss: 165.1872 - logcount_predictions_loss: 0.6612 5/689 [..............................] - ETA: 3:34 - loss: 166.6347 - logits_profile_predictions_loss: 163.6476 - logcount_predictions_loss: 0.6638 6/689 [..............................] - ETA: 3:34 - loss: 165.7458 - logits_profile_predictions_loss: 162.7699 - 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[..............................] - ETA: 3:31 - loss: 159.8716 - logits_profile_predictions_loss: 157.0861 - logcount_predictions_loss: 0.6190 21/689 [..............................] - ETA: 3:31 - loss: 159.7401 - logits_profile_predictions_loss: 156.9621 - logcount_predictions_loss: 0.6173 22/689 [..............................] - ETA: 3:31 - loss: 159.6345 - logits_profile_predictions_loss: 156.8652 - logcount_predictions_loss: 0.6154 23/689 [>.............................] - ETA: 3:31 - loss: 159.5991 - logits_profile_predictions_loss: 156.8382 - logcount_predictions_loss: 0.6135 24/689 [>.............................] - ETA: 3:30 - loss: 159.5625 - logits_profile_predictions_loss: 156.8092 - logcount_predictions_loss: 0.6118 25/689 [>.............................] - ETA: 3:30 - loss: 159.5236 - logits_profile_predictions_loss: 156.7766 - logcount_predictions_loss: 0.6105 26/689 [>.............................] - ETA: 3:30 - loss: 159.4871 - logits_profile_predictions_loss: 156.7447 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[=========================>....] - ETA: 23s - loss: 155.9608 - logits_profile_predictions_loss: 153.3539 - logcount_predictions_loss: 0.5793 617/689 [=========================>....] - ETA: 23s - loss: 155.9596 - logits_profile_predictions_loss: 153.3527 - logcount_predictions_loss: 0.5793 618/689 [=========================>....] - ETA: 23s - loss: 155.9584 - logits_profile_predictions_loss: 153.3515 - logcount_predictions_loss: 0.5793 619/689 [=========================>....] - ETA: 22s - loss: 155.9572 - logits_profile_predictions_loss: 153.3504 - logcount_predictions_loss: 0.5793 620/689 [=========================>....] - ETA: 22s - loss: 155.9561 - logits_profile_predictions_loss: 153.3493 - logcount_predictions_loss: 0.5793 621/689 [==========================>...] - ETA: 22s - loss: 155.9550 - logits_profile_predictions_loss: 153.3481 - logcount_predictions_loss: 0.5793 622/689 [==========================>...] - ETA: 21s - loss: 155.9538 - logits_profile_predictions_loss: 153.3470 - 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logits_profile_predictions_loss: 153.3388 - logcount_predictions_loss: 0.5793 630/689 [==========================>...] - ETA: 19s - loss: 155.9443 - logits_profile_predictions_loss: 153.3376 - logcount_predictions_loss: 0.5793 631/689 [==========================>...] - ETA: 19s - loss: 155.9432 - logits_profile_predictions_loss: 153.3365 - logcount_predictions_loss: 0.5793 632/689 [==========================>...] - ETA: 18s - loss: 155.9420 - logits_profile_predictions_loss: 153.3353 - logcount_predictions_loss: 0.5793 633/689 [==========================>...] - ETA: 18s - loss: 155.9408 - logits_profile_predictions_loss: 153.3341 - logcount_predictions_loss: 0.5793 634/689 [==========================>...] - ETA: 18s - loss: 155.9396 - logits_profile_predictions_loss: 153.3329 - logcount_predictions_loss: 0.5793 635/689 [==========================>...] - ETA: 17s - loss: 155.9383 - logits_profile_predictions_loss: 153.3317 - logcount_predictions_loss: 0.5793 636/689 [==========================>...] - ETA: 17s - loss: 155.9371 - logits_profile_predictions_loss: 153.3305 - logcount_predictions_loss: 0.5793 637/689 [==========================>...] - ETA: 17s - loss: 155.9359 - logits_profile_predictions_loss: 153.3292 - logcount_predictions_loss: 0.5793 638/689 [==========================>...] - ETA: 16s - loss: 155.9347 - logits_profile_predictions_loss: 153.3280 - logcount_predictions_loss: 0.5793 639/689 [==========================>...] - ETA: 16s - loss: 155.9334 - logits_profile_predictions_loss: 153.3268 - logcount_predictions_loss: 0.5793 640/689 [==========================>...] - ETA: 16s - loss: 155.9322 - logits_profile_predictions_loss: 153.3256 - logcount_predictions_loss: 0.5793 641/689 [==========================>...] - ETA: 15s - loss: 155.9310 - logits_profile_predictions_loss: 153.3244 - logcount_predictions_loss: 0.5793 642/689 [==========================>...] - ETA: 15s - loss: 155.9298 - logits_profile_predictions_loss: 153.3233 - 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[===========================>..] - ETA: 10s - loss: 155.9134 - logits_profile_predictions_loss: 153.3069 - logcount_predictions_loss: 0.5792 657/689 [===========================>..] - ETA: 10s - loss: 155.9123 - logits_profile_predictions_loss: 153.3058 - logcount_predictions_loss: 0.5792 658/689 [===========================>..] - ETA: 10s - loss: 155.9112 - logits_profile_predictions_loss: 153.3046 - logcount_predictions_loss: 0.5792 659/689 [===========================>..] - ETA: 9s - loss: 155.9100 - logits_profile_predictions_loss: 153.3035 - logcount_predictions_loss: 0.5792  660/689 [===========================>..] - ETA: 9s - loss: 155.9089 - logits_profile_predictions_loss: 153.3024 - logcount_predictions_loss: 0.5792 661/689 [===========================>..] - ETA: 9s - loss: 155.9078 - logits_profile_predictions_loss: 153.3013 - logcount_predictions_loss: 0.5792 662/689 [===========================>..] - ETA: 8s - loss: 155.9067 - logits_profile_predictions_loss: 153.3002 - logcount_predictions_loss: 0.5792 663/689 [===========================>..] - ETA: 8s - loss: 155.9057 - logits_profile_predictions_loss: 153.2991 - logcount_predictions_loss: 0.5792 664/689 [===========================>..] - ETA: 8s - loss: 155.9046 - logits_profile_predictions_loss: 153.2981 - logcount_predictions_loss: 0.5793 665/689 [===========================>..] - ETA: 7s - loss: 155.9036 - logits_profile_predictions_loss: 153.2971 - logcount_predictions_loss: 0.5793 666/689 [===========================>..] - ETA: 7s - loss: 155.9025 - logits_profile_predictions_loss: 153.2960 - logcount_predictions_loss: 0.5793 667/689 [============================>.] - ETA: 7s - loss: 155.9015 - logits_profile_predictions_loss: 153.2949 - logcount_predictions_loss: 0.5792 668/689 [============================>.] - ETA: 6s - loss: 155.9004 - logits_profile_predictions_loss: 153.2938 - logcount_predictions_loss: 0.5792 669/689 [============================>.] - ETA: 6s - loss: 155.8993 - logits_profile_predictions_loss: 153.2927 - logcount_predictions_loss: 0.5792 670/689 [============================>.] - ETA: 6s - loss: 155.8982 - logits_profile_predictions_loss: 153.2917 - logcount_predictions_loss: 0.5792 671/689 [============================>.] - ETA: 5s - loss: 155.8971 - logits_profile_predictions_loss: 153.2906 - logcount_predictions_loss: 0.5792 672/689 [============================>.] - ETA: 5s - loss: 155.8960 - logits_profile_predictions_loss: 153.2895 - logcount_predictions_loss: 0.5792 673/689 [============================>.] - ETA: 5s - loss: 155.8949 - logits_profile_predictions_loss: 153.2884 - logcount_predictions_loss: 0.5792 674/689 [============================>.] - ETA: 4s - loss: 155.8938 - logits_profile_predictions_loss: 153.2872 - logcount_predictions_loss: 0.5792 675/689 [============================>.] - ETA: 4s - loss: 155.8927 - logits_profile_predictions_loss: 153.2861 - logcount_predictions_loss: 0.5792 676/689 [============================>.] - ETA: 4s - loss: 155.8915 - logits_profile_predictions_loss: 153.2850 - logcount_predictions_loss: 0.5792 677/689 [============================>.] - ETA: 3s - loss: 155.8904 - logits_profile_predictions_loss: 153.2839 - logcount_predictions_loss: 0.5792 678/689 [============================>.] - ETA: 3s - loss: 155.8893 - logits_profile_predictions_loss: 153.2828 - logcount_predictions_loss: 0.5792 679/689 [============================>.] - ETA: 3s - loss: 155.8882 - logits_profile_predictions_loss: 153.2817 - logcount_predictions_loss: 0.5792 680/689 [============================>.] - ETA: 2s - loss: 155.8872 - logits_profile_predictions_loss: 153.2807 - logcount_predictions_loss: 0.5792 681/689 [============================>.] - ETA: 2s - loss: 155.8862 - logits_profile_predictions_loss: 153.2796 - logcount_predictions_loss: 0.5792 682/689 [============================>.] - ETA: 2s - loss: 155.8851 - logits_profile_predictions_loss: 153.2786 - logcount_predictions_loss: 0.5792 683/689 [============================>.] - ETA: 1s - loss: 155.8840 - logits_profile_predictions_loss: 153.2775 - logcount_predictions_loss: 0.5792 684/689 [============================>.] - ETA: 1s - loss: 155.8830 - logits_profile_predictions_loss: 153.2765 - logcount_predictions_loss: 0.5792 685/689 [============================>.] - ETA: 1s - loss: 155.8820 - logits_profile_predictions_loss: 153.2754 - logcount_predictions_loss: 0.5792 686/689 [============================>.] - ETA: 0s - loss: 155.8810 - logits_profile_predictions_loss: 153.2744 - logcount_predictions_loss: 0.5792 687/689 [============================>.] - ETA: 0s - loss: 155.8799 - logits_profile_predictions_loss: 153.2734 - logcount_predictions_loss: 0.5792 688/689 [============================>.] - ETA: 0s - loss: 155.8789 - logits_profile_predictions_loss: 153.2724 - logcount_predictions_loss: 0.5792 689/689 [==============================] - ETA: 0s - loss: 155.8778 - logits_profile_predictions_loss: 153.2713 - logcount_predictions_loss: 0.5792 689/689 [==============================] - 235s 341ms/step - loss: 155.8768 - logits_profile_predictions_loss: 153.2703 - logcount_predictions_loss: 0.5792 - val_loss: 163.8180 - val_logits_profile_predictions_loss: 160.7643 - val_logcount_predictions_loss: 0.6786 Epoch 00009: val_loss did not improve from 163.65451 Epoch 10/50 1/689 [..............................] - ETA: 3:38 - loss: 166.1382 - logits_profile_predictions_loss: 163.1061 - logcount_predictions_loss: 0.6738 2/689 [..............................] - ETA: 3:34 - loss: 158.1046 - logits_profile_predictions_loss: 155.2640 - logcount_predictions_loss: 0.6312 3/689 [..............................] - ETA: 3:34 - loss: 156.8393 - logits_profile_predictions_loss: 154.0706 - logcount_predictions_loss: 0.6153 4/689 [..............................] - ETA: 3:34 - loss: 156.4754 - logits_profile_predictions_loss: 153.7695 - logcount_predictions_loss: 0.6013 5/689 [..............................] - ETA: 3:34 - loss: 156.5320 - logits_profile_predictions_loss: 153.8630 - logcount_predictions_loss: 0.5931 6/689 [..............................] - ETA: 3:34 - loss: 156.6398 - logits_profile_predictions_loss: 153.9960 - logcount_predictions_loss: 0.5875 7/689 [..............................] - ETA: 3:34 - loss: 156.7051 - logits_profile_predictions_loss: 154.0855 - logcount_predictions_loss: 0.5821 8/689 [..............................] - ETA: 3:33 - loss: 156.7029 - logits_profile_predictions_loss: 154.0858 - logcount_predictions_loss: 0.5816 9/689 [..............................] - ETA: 3:33 - loss: 156.7898 - logits_profile_predictions_loss: 154.1812 - logcount_predictions_loss: 0.5797 10/689 [..............................] - ETA: 3:33 - loss: 156.8265 - logits_profile_predictions_loss: 154.2273 - logcount_predictions_loss: 0.5776 11/689 [..............................] - ETA: 3:32 - loss: 156.8305 - logits_profile_predictions_loss: 154.2335 - logcount_predictions_loss: 0.5771 12/689 [..............................] - ETA: 3:32 - loss: 156.7678 - logits_profile_predictions_loss: 154.1708 - logcount_predictions_loss: 0.5771 13/689 [..............................] - ETA: 3:32 - loss: 156.6929 - logits_profile_predictions_loss: 154.0934 - logcount_predictions_loss: 0.5777 14/689 [..............................] - ETA: 3:32 - loss: 156.6738 - logits_profile_predictions_loss: 154.0708 - logcount_predictions_loss: 0.5784 15/689 [..............................] - ETA: 3:32 - loss: 156.6365 - logits_profile_predictions_loss: 154.0346 - logcount_predictions_loss: 0.5782 16/689 [..............................] - ETA: 3:32 - loss: 156.5777 - logits_profile_predictions_loss: 153.9752 - logcount_predictions_loss: 0.5783 17/689 [..............................] - ETA: 3:32 - loss: 156.4897 - logits_profile_predictions_loss: 153.8883 - logcount_predictions_loss: 0.5781 18/689 [..............................] - ETA: 3:32 - loss: 156.3727 - logits_profile_predictions_loss: 153.7736 - logcount_predictions_loss: 0.5776 19/689 [..............................] - ETA: 3:32 - loss: 156.2774 - logits_profile_predictions_loss: 153.6809 - logcount_predictions_loss: 0.5770 20/689 [..............................] - ETA: 3:32 - loss: 156.1524 - logits_profile_predictions_loss: 153.5588 - logcount_predictions_loss: 0.5764 21/689 [..............................] - ETA: 3:32 - loss: 156.0211 - logits_profile_predictions_loss: 153.4300 - logcount_predictions_loss: 0.5758 22/689 [..............................] - ETA: 3:32 - loss: 155.9401 - logits_profile_predictions_loss: 153.3516 - logcount_predictions_loss: 0.5752 23/689 [>.............................] - ETA: 3:31 - loss: 155.8509 - logits_profile_predictions_loss: 153.2654 - logcount_predictions_loss: 0.5746 24/689 [>.............................] - ETA: 3:32 - loss: 155.7468 - logits_profile_predictions_loss: 153.1627 - logcount_predictions_loss: 0.5743 25/689 [>.............................] - ETA: 3:32 - loss: 155.6306 - logits_profile_predictions_loss: 153.0488 - logcount_predictions_loss: 0.5737 26/689 [>.............................] - ETA: 3:31 - loss: 155.5094 - logits_profile_predictions_loss: 152.9296 - logcount_predictions_loss: 0.5733 27/689 [>.............................] - ETA: 3:31 - loss: 155.4010 - logits_profile_predictions_loss: 152.8225 - logcount_predictions_loss: 0.5730 28/689 [>.............................] - ETA: 3:31 - loss: 155.2879 - logits_profile_predictions_loss: 152.7100 - logcount_predictions_loss: 0.5729 29/689 [>.............................] - ETA: 3:31 - loss: 155.1903 - logits_profile_predictions_loss: 152.6122 - logcount_predictions_loss: 0.5729 30/689 [>.............................] - ETA: 3:31 - loss: 155.1065 - logits_profile_predictions_loss: 152.5280 - logcount_predictions_loss: 0.5730 31/689 [>.............................] - ETA: 3:30 - loss: 155.0381 - logits_profile_predictions_loss: 152.4587 - logcount_predictions_loss: 0.5732 32/689 [>.............................] - ETA: 3:30 - loss: 154.9455 - logits_profile_predictions_loss: 152.3644 - logcount_predictions_loss: 0.5736 33/689 [>.............................] - ETA: 3:30 - loss: 154.8587 - logits_profile_predictions_loss: 152.2759 - logcount_predictions_loss: 0.5740 34/689 [>.............................] - ETA: 3:30 - loss: 154.7591 - logits_profile_predictions_loss: 152.1748 - logcount_predictions_loss: 0.5743 35/689 [>.............................] - ETA: 3:29 - loss: 154.6693 - logits_profile_predictions_loss: 152.0839 - logcount_predictions_loss: 0.5745 36/689 [>.............................] - ETA: 3:29 - loss: 154.5732 - logits_profile_predictions_loss: 151.9864 - logcount_predictions_loss: 0.5748 37/689 [>.............................] - ETA: 3:29 - loss: 154.4861 - logits_profile_predictions_loss: 151.8977 - logcount_predictions_loss: 0.5752 38/689 [>.............................] - ETA: 3:29 - loss: 154.4222 - logits_profile_predictions_loss: 151.8327 - logcount_predictions_loss: 0.5754 39/689 [>.............................] - ETA: 3:29 - loss: 154.3721 - logits_profile_predictions_loss: 151.7816 - logcount_predictions_loss: 0.5757 40/689 [>.............................] - ETA: 3:28 - loss: 154.3312 - logits_profile_predictions_loss: 151.7399 - logcount_predictions_loss: 0.5758 41/689 [>.............................] - ETA: 3:28 - loss: 154.2899 - logits_profile_predictions_loss: 151.6981 - logcount_predictions_loss: 0.5760 42/689 [>.............................] - ETA: 3:28 - loss: 154.2556 - logits_profile_predictions_loss: 151.6634 - logcount_predictions_loss: 0.5760 43/689 [>.............................] - ETA: 3:28 - loss: 154.2129 - logits_profile_predictions_loss: 151.6209 - logcount_predictions_loss: 0.5760 44/689 [>.............................] - ETA: 3:27 - loss: 154.1682 - logits_profile_predictions_loss: 151.5767 - logcount_predictions_loss: 0.5759 45/689 [>.............................] - ETA: 3:27 - loss: 154.1287 - logits_profile_predictions_loss: 151.5375 - logcount_predictions_loss: 0.5758 46/689 [=>............................] - ETA: 3:27 - loss: 154.0878 - logits_profile_predictions_loss: 151.4968 - logcount_predictions_loss: 0.5758 47/689 [=>............................] - ETA: 3:27 - loss: 154.0536 - logits_profile_predictions_loss: 151.4630 - logcount_predictions_loss: 0.5757 48/689 [=>............................] - ETA: 3:26 - loss: 154.0193 - logits_profile_predictions_loss: 151.4292 - logcount_predictions_loss: 0.5756 49/689 [=>............................] - ETA: 3:25 - loss: 153.9948 - logits_profile_predictions_loss: 151.4054 - logcount_predictions_loss: 0.5754 50/689 [=>............................] - ETA: 3:25 - loss: 153.9729 - logits_profile_predictions_loss: 151.3843 - logcount_predictions_loss: 0.5752 51/689 [=>............................] - ETA: 3:25 - loss: 153.9557 - logits_profile_predictions_loss: 151.3679 - logcount_predictions_loss: 0.5751 52/689 [=>............................] - ETA: 3:24 - loss: 153.9490 - logits_profile_predictions_loss: 151.3617 - logcount_predictions_loss: 0.5749 53/689 [=>............................] - ETA: 3:24 - loss: 153.9411 - logits_profile_predictions_loss: 151.3545 - logcount_predictions_loss: 0.5748 54/689 [=>............................] - ETA: 3:24 - loss: 153.9344 - logits_profile_predictions_loss: 151.3487 - logcount_predictions_loss: 0.5746 55/689 [=>............................] - ETA: 3:24 - loss: 153.9249 - logits_profile_predictions_loss: 151.3398 - logcount_predictions_loss: 0.5745 56/689 [=>............................] - ETA: 3:23 - loss: 153.9125 - logits_profile_predictions_loss: 151.3279 - logcount_predictions_loss: 0.5743 57/689 [=>............................] - ETA: 3:23 - loss: 153.8960 - logits_profile_predictions_loss: 151.3117 - logcount_predictions_loss: 0.5743 58/689 [=>............................] - ETA: 3:23 - loss: 153.8821 - 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[=>............................] - ETA: 3:21 - loss: 153.8731 - logits_profile_predictions_loss: 151.2920 - logcount_predictions_loss: 0.5736 66/689 [=>............................] - ETA: 3:21 - loss: 153.8785 - logits_profile_predictions_loss: 151.2976 - logcount_predictions_loss: 0.5735 67/689 [=>............................] - ETA: 3:20 - loss: 153.8845 - logits_profile_predictions_loss: 151.3037 - logcount_predictions_loss: 0.5735 68/689 [=>............................] - ETA: 3:20 - loss: 153.8846 - logits_profile_predictions_loss: 151.3038 - logcount_predictions_loss: 0.5735 69/689 [==>...........................] - ETA: 3:20 - loss: 153.8875 - logits_profile_predictions_loss: 151.3063 - logcount_predictions_loss: 0.5736 70/689 [==>...........................] - ETA: 3:20 - loss: 153.8905 - logits_profile_predictions_loss: 151.3093 - logcount_predictions_loss: 0.5736 71/689 [==>...........................] - ETA: 3:19 - loss: 153.8932 - logits_profile_predictions_loss: 151.3119 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[==>...........................] - ETA: 3:15 - loss: 154.0657 - logits_profile_predictions_loss: 151.4881 - logcount_predictions_loss: 0.5728 86/689 [==>...........................] - ETA: 3:15 - loss: 154.0816 - logits_profile_predictions_loss: 151.5041 - logcount_predictions_loss: 0.5728 87/689 [==>...........................] - ETA: 3:15 - loss: 154.0967 - logits_profile_predictions_loss: 151.5195 - logcount_predictions_loss: 0.5727 88/689 [==>...........................] - ETA: 3:14 - loss: 154.1115 - logits_profile_predictions_loss: 151.5347 - logcount_predictions_loss: 0.5726 89/689 [==>...........................] - ETA: 3:14 - loss: 154.1264 - logits_profile_predictions_loss: 151.5499 - logcount_predictions_loss: 0.5725 90/689 [==>...........................] - ETA: 3:14 - loss: 154.1423 - logits_profile_predictions_loss: 151.5661 - logcount_predictions_loss: 0.5725 91/689 [==>...........................] - ETA: 3:13 - loss: 154.1559 - logits_profile_predictions_loss: 151.5801 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[===>..........................] - ETA: 3:09 - loss: 154.3129 - logits_profile_predictions_loss: 151.7409 - logcount_predictions_loss: 0.5715 106/689 [===>..........................] - ETA: 3:09 - loss: 154.3214 - logits_profile_predictions_loss: 151.7495 - logcount_predictions_loss: 0.5715 107/689 [===>..........................] - ETA: 3:08 - loss: 154.3294 - logits_profile_predictions_loss: 151.7578 - logcount_predictions_loss: 0.5715 108/689 [===>..........................] - ETA: 3:08 - loss: 154.3358 - logits_profile_predictions_loss: 151.7643 - logcount_predictions_loss: 0.5714 109/689 [===>..........................] - ETA: 3:08 - loss: 154.3421 - logits_profile_predictions_loss: 151.7709 - logcount_predictions_loss: 0.5714 110/689 [===>..........................] - ETA: 3:07 - loss: 154.3484 - logits_profile_predictions_loss: 151.7773 - logcount_predictions_loss: 0.5713 111/689 [===>..........................] - ETA: 3:07 - loss: 154.3557 - logits_profile_predictions_loss: 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125/689 [====>.........................] - ETA: 3:03 - loss: 154.4567 - logits_profile_predictions_loss: 151.8854 - logcount_predictions_loss: 0.5714 126/689 [====>.........................] - ETA: 3:03 - loss: 154.4642 - logits_profile_predictions_loss: 151.8929 - logcount_predictions_loss: 0.5714 127/689 [====>.........................] - ETA: 3:02 - loss: 154.4717 - logits_profile_predictions_loss: 151.9002 - logcount_predictions_loss: 0.5714 128/689 [====>.........................] - ETA: 3:02 - loss: 154.4786 - logits_profile_predictions_loss: 151.9070 - logcount_predictions_loss: 0.5715 129/689 [====>.........................] - ETA: 3:02 - loss: 154.4848 - logits_profile_predictions_loss: 151.9131 - logcount_predictions_loss: 0.5715 130/689 [====>.........................] - ETA: 3:01 - loss: 154.4904 - logits_profile_predictions_loss: 151.9186 - logcount_predictions_loss: 0.5715 131/689 [====>.........................] - ETA: 3:01 - loss: 154.4968 - 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logcount_predictions_loss: 0.5772 688/689 [============================>.] - ETA: 0s - loss: 154.8982 - logits_profile_predictions_loss: 152.3005 - logcount_predictions_loss: 0.5773 689/689 [==============================] - ETA: 0s - loss: 154.8984 - logits_profile_predictions_loss: 152.3006 - logcount_predictions_loss: 0.5773 689/689 [==============================] - 234s 340ms/step - loss: 154.8987 - logits_profile_predictions_loss: 152.3008 - logcount_predictions_loss: 0.5773 - val_loss: 163.6448 - val_logits_profile_predictions_loss: 160.8269 - val_logcount_predictions_loss: 0.6262 Epoch 00010: val_loss improved from 163.65451 to 163.64476, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 11/50 1/689 [..............................] - ETA: 3:39 - loss: 140.3826 - logits_profile_predictions_loss: 137.3682 - logcount_predictions_loss: 0.6699 2/689 [..............................] - ETA: 3:34 - loss: 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[..............................] - ETA: 3:33 - loss: 157.4861 - logits_profile_predictions_loss: 154.7748 - logcount_predictions_loss: 0.6025 10/689 [..............................] - ETA: 3:33 - loss: 157.6876 - logits_profile_predictions_loss: 154.9895 - logcount_predictions_loss: 0.5996 11/689 [..............................] - ETA: 3:32 - loss: 157.7714 - logits_profile_predictions_loss: 155.0816 - logcount_predictions_loss: 0.5977 12/689 [..............................] - ETA: 3:32 - loss: 157.7500 - logits_profile_predictions_loss: 155.0695 - logcount_predictions_loss: 0.5957 13/689 [..............................] - ETA: 3:32 - loss: 157.7274 - logits_profile_predictions_loss: 155.0546 - logcount_predictions_loss: 0.5940 14/689 [..............................] - ETA: 3:32 - loss: 157.6972 - logits_profile_predictions_loss: 155.0335 - logcount_predictions_loss: 0.5919 15/689 [..............................] - ETA: 3:32 - loss: 157.6309 - logits_profile_predictions_loss: 154.9744 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[>.............................] - ETA: 3:30 - loss: 157.3130 - logits_profile_predictions_loss: 154.7159 - logcount_predictions_loss: 0.5771 30/689 [>.............................] - ETA: 3:30 - loss: 157.2716 - logits_profile_predictions_loss: 154.6764 - logcount_predictions_loss: 0.5767 31/689 [>.............................] - ETA: 3:30 - loss: 157.2136 - logits_profile_predictions_loss: 154.6202 - logcount_predictions_loss: 0.5763 32/689 [>.............................] - ETA: 3:30 - loss: 157.1278 - logits_profile_predictions_loss: 154.5359 - logcount_predictions_loss: 0.5760 33/689 [>.............................] - ETA: 3:29 - loss: 157.0610 - logits_profile_predictions_loss: 154.4706 - logcount_predictions_loss: 0.5756 34/689 [>.............................] - ETA: 3:29 - loss: 157.0004 - logits_profile_predictions_loss: 154.4105 - logcount_predictions_loss: 0.5755 35/689 [>.............................] - ETA: 3:29 - loss: 156.9408 - logits_profile_predictions_loss: 154.3513 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[=>............................] - ETA: 3:26 - loss: 156.3986 - logits_profile_predictions_loss: 153.8137 - logcount_predictions_loss: 0.5744 50/689 [=>............................] - ETA: 3:25 - loss: 156.3654 - logits_profile_predictions_loss: 153.7810 - logcount_predictions_loss: 0.5743 51/689 [=>............................] - ETA: 3:25 - loss: 156.3314 - logits_profile_predictions_loss: 153.7475 - logcount_predictions_loss: 0.5742 52/689 [=>............................] - ETA: 3:25 - loss: 156.2917 - logits_profile_predictions_loss: 153.7083 - logcount_predictions_loss: 0.5741 53/689 [=>............................] - ETA: 3:25 - loss: 156.2540 - logits_profile_predictions_loss: 153.6712 - logcount_predictions_loss: 0.5740 54/689 [=>............................] - ETA: 3:24 - loss: 156.2221 - logits_profile_predictions_loss: 153.6397 - logcount_predictions_loss: 0.5739 55/689 [=>............................] - ETA: 3:24 - loss: 156.1869 - logits_profile_predictions_loss: 153.6047 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[==>...........................] - ETA: 3:20 - loss: 155.8300 - logits_profile_predictions_loss: 153.2537 - logcount_predictions_loss: 0.5725 70/689 [==>...........................] - ETA: 3:20 - loss: 155.8085 - logits_profile_predictions_loss: 153.2324 - logcount_predictions_loss: 0.5725 71/689 [==>...........................] - ETA: 3:20 - loss: 155.7918 - logits_profile_predictions_loss: 153.2160 - logcount_predictions_loss: 0.5724 72/689 [==>...........................] - ETA: 3:19 - loss: 155.7725 - logits_profile_predictions_loss: 153.1970 - logcount_predictions_loss: 0.5723 73/689 [==>...........................] - ETA: 3:19 - loss: 155.7539 - logits_profile_predictions_loss: 153.1786 - logcount_predictions_loss: 0.5723 74/689 [==>...........................] - ETA: 3:19 - loss: 155.7359 - logits_profile_predictions_loss: 153.1611 - logcount_predictions_loss: 0.5722 75/689 [==>...........................] - ETA: 3:18 - loss: 155.7205 - logits_profile_predictions_loss: 153.1458 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logcount_predictions_loss: 0.5659 672/689 [============================>.] - ETA: 5s - loss: 154.3709 - logits_profile_predictions_loss: 151.8244 - logcount_predictions_loss: 0.5659 673/689 [============================>.] - ETA: 5s - loss: 154.3704 - logits_profile_predictions_loss: 151.8240 - logcount_predictions_loss: 0.5659 674/689 [============================>.] - ETA: 4s - loss: 154.3699 - logits_profile_predictions_loss: 151.8235 - logcount_predictions_loss: 0.5659 675/689 [============================>.] - ETA: 4s - loss: 154.3694 - logits_profile_predictions_loss: 151.8230 - logcount_predictions_loss: 0.5659 676/689 [============================>.] - ETA: 4s - loss: 154.3689 - logits_profile_predictions_loss: 151.8226 - logcount_predictions_loss: 0.5658 677/689 [============================>.] - ETA: 3s - loss: 154.3685 - logits_profile_predictions_loss: 151.8222 - logcount_predictions_loss: 0.5658 678/689 [============================>.] - ETA: 3s - loss: 154.3680 - logits_profile_predictions_loss: 151.8218 - logcount_predictions_loss: 0.5658 679/689 [============================>.] - ETA: 3s - loss: 154.3676 - logits_profile_predictions_loss: 151.8214 - logcount_predictions_loss: 0.5658 680/689 [============================>.] - ETA: 2s - loss: 154.3672 - logits_profile_predictions_loss: 151.8210 - logcount_predictions_loss: 0.5658 681/689 [============================>.] - ETA: 2s - loss: 154.3668 - logits_profile_predictions_loss: 151.8206 - logcount_predictions_loss: 0.5658 682/689 [============================>.] - ETA: 2s - loss: 154.3664 - logits_profile_predictions_loss: 151.8202 - logcount_predictions_loss: 0.5658 683/689 [============================>.] - ETA: 1s - loss: 154.3660 - logits_profile_predictions_loss: 151.8198 - logcount_predictions_loss: 0.5658 684/689 [============================>.] - ETA: 1s - loss: 154.3656 - logits_profile_predictions_loss: 151.8195 - logcount_predictions_loss: 0.5658 685/689 [============================>.] - ETA: 1s - loss: 154.3652 - logits_profile_predictions_loss: 151.8191 - logcount_predictions_loss: 0.5658 686/689 [============================>.] - ETA: 0s - loss: 154.3649 - logits_profile_predictions_loss: 151.8188 - logcount_predictions_loss: 0.5658 687/689 [============================>.] - ETA: 0s - loss: 154.3645 - logits_profile_predictions_loss: 151.8184 - logcount_predictions_loss: 0.5658 688/689 [============================>.] - ETA: 0s - loss: 154.3641 - logits_profile_predictions_loss: 151.8180 - logcount_predictions_loss: 0.5658 689/689 [==============================] - ETA: 0s - loss: 154.3637 - logits_profile_predictions_loss: 151.8177 - logcount_predictions_loss: 0.5658 689/689 [==============================] - 235s 341ms/step - loss: 154.3633 - logits_profile_predictions_loss: 151.8173 - logcount_predictions_loss: 0.5658 - val_loss: 164.1062 - val_logits_profile_predictions_loss: 161.2284 - val_logcount_predictions_loss: 0.6395 Epoch 00011: val_loss did not improve from 163.64476 Epoch 12/50 1/689 [..............................] - ETA: 3:38 - loss: 133.8785 - logits_profile_predictions_loss: 130.9225 - logcount_predictions_loss: 0.6569 2/689 [..............................] - ETA: 3:35 - loss: 138.7009 - logits_profile_predictions_loss: 135.7730 - logcount_predictions_loss: 0.6506 3/689 [..............................] - ETA: 3:34 - loss: 140.4246 - logits_profile_predictions_loss: 137.5734 - logcount_predictions_loss: 0.6336 4/689 [..............................] - ETA: 3:35 - loss: 141.8670 - logits_profile_predictions_loss: 139.0044 - logcount_predictions_loss: 0.6361 5/689 [..............................] - ETA: 3:34 - loss: 142.8640 - logits_profile_predictions_loss: 140.0287 - logcount_predictions_loss: 0.6301 6/689 [..............................] - ETA: 3:34 - loss: 143.5828 - logits_profile_predictions_loss: 140.7793 - logcount_predictions_loss: 0.6230 7/689 [..............................] - ETA: 3:34 - loss: 144.1313 - logits_profile_predictions_loss: 141.3680 - logcount_predictions_loss: 0.6141 8/689 [..............................] - ETA: 3:33 - loss: 144.7439 - logits_profile_predictions_loss: 142.0091 - logcount_predictions_loss: 0.6077 9/689 [..............................] - ETA: 3:33 - loss: 145.0972 - logits_profile_predictions_loss: 142.3850 - logcount_predictions_loss: 0.6027 10/689 [..............................] - ETA: 3:33 - loss: 145.1987 - logits_profile_predictions_loss: 142.5089 - logcount_predictions_loss: 0.5977 11/689 [..............................] - ETA: 3:33 - loss: 145.4189 - logits_profile_predictions_loss: 142.7473 - logcount_predictions_loss: 0.5937 12/689 [..............................] - ETA: 3:32 - loss: 145.5598 - logits_profile_predictions_loss: 142.9062 - logcount_predictions_loss: 0.5897 13/689 [..............................] - ETA: 3:32 - loss: 145.8050 - logits_profile_predictions_loss: 143.1677 - logcount_predictions_loss: 0.5861 14/689 [..............................] - ETA: 3:32 - loss: 145.9957 - logits_profile_predictions_loss: 143.3745 - logcount_predictions_loss: 0.5825 15/689 [..............................] - ETA: 3:31 - loss: 146.1895 - logits_profile_predictions_loss: 143.5795 - logcount_predictions_loss: 0.5800 16/689 [..............................] - ETA: 3:31 - loss: 146.3779 - logits_profile_predictions_loss: 143.7795 - logcount_predictions_loss: 0.5774 17/689 [..............................] - ETA: 3:31 - loss: 146.5938 - logits_profile_predictions_loss: 144.0038 - logcount_predictions_loss: 0.5756 18/689 [..............................] - ETA: 3:30 - loss: 146.7628 - logits_profile_predictions_loss: 144.1797 - logcount_predictions_loss: 0.5740 19/689 [..............................] - ETA: 3:30 - loss: 146.8659 - logits_profile_predictions_loss: 144.2910 - logcount_predictions_loss: 0.5722 20/689 [..............................] - ETA: 3:30 - loss: 146.9699 - logits_profile_predictions_loss: 144.4019 - logcount_predictions_loss: 0.5707 21/689 [..............................] - ETA: 3:30 - loss: 147.0491 - logits_profile_predictions_loss: 144.4869 - logcount_predictions_loss: 0.5694 22/689 [..............................] - ETA: 3:29 - loss: 147.1404 - logits_profile_predictions_loss: 144.5826 - logcount_predictions_loss: 0.5684 23/689 [>.............................] - ETA: 3:29 - loss: 147.2685 - logits_profile_predictions_loss: 144.7143 - logcount_predictions_loss: 0.5676 24/689 [>.............................] - ETA: 3:29 - loss: 147.4269 - logits_profile_predictions_loss: 144.8778 - logcount_predictions_loss: 0.5665 25/689 [>.............................] - ETA: 3:29 - loss: 147.5883 - logits_profile_predictions_loss: 145.0427 - logcount_predictions_loss: 0.5657 26/689 [>.............................] - ETA: 3:28 - loss: 147.7516 - logits_profile_predictions_loss: 145.2095 - logcount_predictions_loss: 0.5649 27/689 [>.............................] - ETA: 3:28 - loss: 147.9151 - logits_profile_predictions_loss: 145.3765 - logcount_predictions_loss: 0.5641 28/689 [>.............................] - ETA: 3:28 - loss: 148.0907 - logits_profile_predictions_loss: 145.5557 - logcount_predictions_loss: 0.5633 29/689 [>.............................] - ETA: 3:28 - loss: 148.2523 - logits_profile_predictions_loss: 145.7204 - logcount_predictions_loss: 0.5626 30/689 [>.............................] - ETA: 3:27 - loss: 148.4110 - logits_profile_predictions_loss: 145.8824 - logcount_predictions_loss: 0.5619 31/689 [>.............................] - ETA: 3:27 - loss: 148.5644 - logits_profile_predictions_loss: 146.0393 - logcount_predictions_loss: 0.5611 32/689 [>.............................] - ETA: 3:27 - loss: 148.6967 - logits_profile_predictions_loss: 146.1743 - logcount_predictions_loss: 0.5605 33/689 [>.............................] - ETA: 3:27 - loss: 148.8290 - logits_profile_predictions_loss: 146.3092 - logcount_predictions_loss: 0.5600 34/689 [>.............................] - ETA: 3:27 - loss: 148.9470 - logits_profile_predictions_loss: 146.4304 - logcount_predictions_loss: 0.5593 35/689 [>.............................] - ETA: 3:27 - loss: 149.0723 - logits_profile_predictions_loss: 146.5582 - logcount_predictions_loss: 0.5587 36/689 [>.............................] - ETA: 3:27 - loss: 149.1971 - logits_profile_predictions_loss: 146.6854 - logcount_predictions_loss: 0.5582 37/689 [>.............................] - ETA: 3:27 - loss: 149.3107 - logits_profile_predictions_loss: 146.8008 - logcount_predictions_loss: 0.5578 38/689 [>.............................] - ETA: 3:27 - loss: 149.4151 - logits_profile_predictions_loss: 146.9068 - logcount_predictions_loss: 0.5574 39/689 [>.............................] - ETA: 3:26 - loss: 149.5110 - logits_profile_predictions_loss: 147.0043 - logcount_predictions_loss: 0.5570 40/689 [>.............................] - ETA: 3:26 - loss: 149.6080 - logits_profile_predictions_loss: 147.1030 - logcount_predictions_loss: 0.5567 41/689 [>.............................] - ETA: 3:26 - loss: 149.7140 - logits_profile_predictions_loss: 147.2105 - logcount_predictions_loss: 0.5563 42/689 [>.............................] - ETA: 3:26 - loss: 149.8230 - logits_profile_predictions_loss: 147.3206 - logcount_predictions_loss: 0.5561 43/689 [>.............................] - ETA: 3:26 - loss: 149.9070 - logits_profile_predictions_loss: 147.4050 - logcount_predictions_loss: 0.5560 44/689 [>.............................] - ETA: 3:26 - loss: 149.9988 - logits_profile_predictions_loss: 147.4968 - logcount_predictions_loss: 0.5560 45/689 [>.............................] - ETA: 3:25 - loss: 150.0956 - logits_profile_predictions_loss: 147.5931 - logcount_predictions_loss: 0.5561 46/689 [=>............................] - ETA: 3:25 - loss: 150.2002 - logits_profile_predictions_loss: 147.6975 - logcount_predictions_loss: 0.5562 47/689 [=>............................] - ETA: 3:25 - loss: 150.3005 - logits_profile_predictions_loss: 147.7968 - logcount_predictions_loss: 0.5564 48/689 [=>............................] - ETA: 3:25 - loss: 150.3968 - logits_profile_predictions_loss: 147.8919 - logcount_predictions_loss: 0.5567 49/689 [=>............................] - ETA: 3:24 - loss: 150.4878 - logits_profile_predictions_loss: 147.9820 - logcount_predictions_loss: 0.5568 50/689 [=>............................] - ETA: 3:24 - loss: 150.5736 - logits_profile_predictions_loss: 148.0672 - logcount_predictions_loss: 0.5570 51/689 [=>............................] - ETA: 3:24 - loss: 150.6538 - logits_profile_predictions_loss: 148.1469 - logcount_predictions_loss: 0.5571 52/689 [=>............................] - ETA: 3:24 - loss: 150.7322 - logits_profile_predictions_loss: 148.2251 - logcount_predictions_loss: 0.5571 53/689 [=>............................] - ETA: 3:23 - loss: 150.8047 - logits_profile_predictions_loss: 148.2974 - logcount_predictions_loss: 0.5572 54/689 [=>............................] - ETA: 3:23 - loss: 150.8793 - logits_profile_predictions_loss: 148.3717 - logcount_predictions_loss: 0.5572 55/689 [=>............................] - ETA: 3:23 - loss: 150.9570 - logits_profile_predictions_loss: 148.4491 - logcount_predictions_loss: 0.5573 56/689 [=>............................] - ETA: 3:23 - loss: 151.0382 - logits_profile_predictions_loss: 148.5301 - logcount_predictions_loss: 0.5573 57/689 [=>............................] - ETA: 3:22 - loss: 151.1139 - logits_profile_predictions_loss: 148.6059 - logcount_predictions_loss: 0.5573 58/689 [=>............................] - ETA: 3:22 - loss: 151.1807 - logits_profile_predictions_loss: 148.6729 - logcount_predictions_loss: 0.5573 59/689 [=>............................] - ETA: 3:22 - loss: 151.2452 - logits_profile_predictions_loss: 148.7377 - logcount_predictions_loss: 0.5572 60/689 [=>............................] - ETA: 3:22 - loss: 151.3056 - logits_profile_predictions_loss: 148.7983 - logcount_predictions_loss: 0.5572 61/689 [=>............................] - ETA: 3:21 - loss: 151.3654 - logits_profile_predictions_loss: 148.8586 - logcount_predictions_loss: 0.5571 62/689 [=>............................] - ETA: 3:21 - loss: 151.4282 - logits_profile_predictions_loss: 148.9219 - logcount_predictions_loss: 0.5570 63/689 [=>............................] - ETA: 3:21 - loss: 151.4904 - logits_profile_predictions_loss: 148.9843 - logcount_predictions_loss: 0.5569 64/689 [=>............................] - ETA: 3:21 - loss: 151.5470 - logits_profile_predictions_loss: 149.0411 - logcount_predictions_loss: 0.5569 65/689 [=>............................] - ETA: 3:20 - loss: 151.6002 - logits_profile_predictions_loss: 149.0945 - logcount_predictions_loss: 0.5568 66/689 [=>............................] - ETA: 3:20 - loss: 151.6563 - logits_profile_predictions_loss: 149.1507 - logcount_predictions_loss: 0.5568 67/689 [=>............................] - ETA: 3:20 - loss: 151.7083 - logits_profile_predictions_loss: 149.2029 - logcount_predictions_loss: 0.5567 68/689 [=>............................] - ETA: 3:20 - loss: 151.7568 - logits_profile_predictions_loss: 149.2516 - logcount_predictions_loss: 0.5567 69/689 [==>...........................] - ETA: 3:19 - loss: 151.8013 - logits_profile_predictions_loss: 149.2962 - logcount_predictions_loss: 0.5567 70/689 [==>...........................] - ETA: 3:19 - loss: 151.8434 - logits_profile_predictions_loss: 149.3382 - logcount_predictions_loss: 0.5567 71/689 [==>...........................] - ETA: 3:19 - loss: 151.8839 - logits_profile_predictions_loss: 149.3788 - logcount_predictions_loss: 0.5567 72/689 [==>...........................] - ETA: 3:18 - loss: 151.9218 - logits_profile_predictions_loss: 149.4168 - logcount_predictions_loss: 0.5567 73/689 [==>...........................] - ETA: 3:18 - loss: 151.9598 - logits_profile_predictions_loss: 149.4549 - logcount_predictions_loss: 0.5566 74/689 [==>...........................] - ETA: 3:18 - loss: 151.9992 - logits_profile_predictions_loss: 149.4944 - logcount_predictions_loss: 0.5566 75/689 [==>...........................] - ETA: 3:18 - loss: 152.0354 - logits_profile_predictions_loss: 149.5309 - logcount_predictions_loss: 0.5565 76/689 [==>...........................] - ETA: 3:17 - loss: 152.0707 - logits_profile_predictions_loss: 149.5665 - logcount_predictions_loss: 0.5565 77/689 [==>...........................] - ETA: 3:17 - loss: 152.1067 - logits_profile_predictions_loss: 149.6029 - logcount_predictions_loss: 0.5564 78/689 [==>...........................] - ETA: 3:17 - loss: 152.1414 - logits_profile_predictions_loss: 149.6381 - logcount_predictions_loss: 0.5563 79/689 [==>...........................] - ETA: 3:16 - loss: 152.1743 - logits_profile_predictions_loss: 149.6715 - logcount_predictions_loss: 0.5562 80/689 [==>...........................] - ETA: 3:16 - loss: 152.2062 - logits_profile_predictions_loss: 149.7040 - logcount_predictions_loss: 0.5560 81/689 [==>...........................] - ETA: 3:16 - loss: 152.2376 - logits_profile_predictions_loss: 149.7358 - logcount_predictions_loss: 0.5559 82/689 [==>...........................] - ETA: 3:16 - loss: 152.2674 - logits_profile_predictions_loss: 149.7661 - logcount_predictions_loss: 0.5558 83/689 [==>...........................] - ETA: 3:15 - loss: 152.2964 - logits_profile_predictions_loss: 149.7955 - logcount_predictions_loss: 0.5557 84/689 [==>...........................] - ETA: 3:15 - loss: 152.3243 - logits_profile_predictions_loss: 149.8237 - logcount_predictions_loss: 0.5557 85/689 [==>...........................] - ETA: 3:15 - loss: 152.3495 - logits_profile_predictions_loss: 149.8493 - logcount_predictions_loss: 0.5556 86/689 [==>...........................] - ETA: 3:14 - loss: 152.3735 - logits_profile_predictions_loss: 149.8736 - logcount_predictions_loss: 0.5555 87/689 [==>...........................] - ETA: 3:14 - loss: 152.3932 - logits_profile_predictions_loss: 149.8938 - logcount_predictions_loss: 0.5554 88/689 [==>...........................] - ETA: 3:14 - loss: 152.4103 - logits_profile_predictions_loss: 149.9111 - logcount_predictions_loss: 0.5554 89/689 [==>...........................] - ETA: 3:14 - loss: 152.4267 - logits_profile_predictions_loss: 149.9278 - logcount_predictions_loss: 0.5553 90/689 [==>...........................] - ETA: 3:13 - loss: 152.4404 - logits_profile_predictions_loss: 149.9418 - logcount_predictions_loss: 0.5553 91/689 [==>...........................] - ETA: 3:13 - loss: 152.4555 - logits_profile_predictions_loss: 149.9569 - logcount_predictions_loss: 0.5552 92/689 [===>..........................] - ETA: 3:13 - loss: 152.4700 - logits_profile_predictions_loss: 149.9715 - logcount_predictions_loss: 0.5552 93/689 [===>..........................] - ETA: 3:12 - loss: 152.4851 - logits_profile_predictions_loss: 149.9867 - logcount_predictions_loss: 0.5552 94/689 [===>..........................] - ETA: 3:12 - loss: 152.4995 - logits_profile_predictions_loss: 150.0012 - logcount_predictions_loss: 0.5552 95/689 [===>..........................] - ETA: 3:12 - loss: 152.5167 - logits_profile_predictions_loss: 150.0185 - logcount_predictions_loss: 0.5551 96/689 [===>..........................] - ETA: 3:12 - loss: 152.5336 - logits_profile_predictions_loss: 150.0355 - logcount_predictions_loss: 0.5551 97/689 [===>..........................] - ETA: 3:11 - loss: 152.5499 - logits_profile_predictions_loss: 150.0520 - logcount_predictions_loss: 0.5551 98/689 [===>..........................] - ETA: 3:11 - loss: 152.5671 - logits_profile_predictions_loss: 150.0693 - logcount_predictions_loss: 0.5551 99/689 [===>..........................] - ETA: 3:11 - loss: 152.5842 - logits_profile_predictions_loss: 150.0865 - logcount_predictions_loss: 0.5550 100/689 [===>..........................] - ETA: 3:10 - loss: 152.5995 - logits_profile_predictions_loss: 150.1020 - logcount_predictions_loss: 0.5550 101/689 [===>..........................] - ETA: 3:10 - loss: 152.6134 - logits_profile_predictions_loss: 150.1161 - logcount_predictions_loss: 0.5549 102/689 [===>..........................] - ETA: 3:10 - loss: 152.6269 - logits_profile_predictions_loss: 150.1298 - logcount_predictions_loss: 0.5549 103/689 [===>..........................] - ETA: 3:09 - loss: 152.6390 - logits_profile_predictions_loss: 150.1419 - logcount_predictions_loss: 0.5549 104/689 [===>..........................] - ETA: 3:09 - loss: 152.6515 - logits_profile_predictions_loss: 150.1544 - logcount_predictions_loss: 0.5549 105/689 [===>..........................] - ETA: 3:09 - loss: 152.6642 - logits_profile_predictions_loss: 150.1671 - logcount_predictions_loss: 0.5549 106/689 [===>..........................] - ETA: 3:09 - loss: 152.6762 - logits_profile_predictions_loss: 150.1792 - logcount_predictions_loss: 0.5549 107/689 [===>..........................] - ETA: 3:08 - loss: 152.6891 - logits_profile_predictions_loss: 150.1920 - logcount_predictions_loss: 0.5549 108/689 [===>..........................] - ETA: 3:08 - loss: 152.7034 - logits_profile_predictions_loss: 150.2063 - logcount_predictions_loss: 0.5549 109/689 [===>..........................] - ETA: 3:08 - loss: 152.7151 - logits_profile_predictions_loss: 150.2180 - logcount_predictions_loss: 0.5549 110/689 [===>..........................] - ETA: 3:07 - loss: 152.7267 - logits_profile_predictions_loss: 150.2295 - logcount_predictions_loss: 0.5549 111/689 [===>..........................] - ETA: 3:07 - loss: 152.7380 - logits_profile_predictions_loss: 150.2409 - logcount_predictions_loss: 0.5549 112/689 [===>..........................] - ETA: 3:07 - loss: 152.7493 - logits_profile_predictions_loss: 150.2523 - logcount_predictions_loss: 0.5549 113/689 [===>..........................] - ETA: 3:06 - loss: 152.7616 - logits_profile_predictions_loss: 150.2648 - logcount_predictions_loss: 0.5548 114/689 [===>..........................] - ETA: 3:06 - loss: 152.7719 - logits_profile_predictions_loss: 150.2752 - logcount_predictions_loss: 0.5548 115/689 [====>.........................] - ETA: 3:06 - loss: 152.7809 - logits_profile_predictions_loss: 150.2843 - logcount_predictions_loss: 0.5548 116/689 [====>.........................] - ETA: 3:06 - loss: 152.7884 - logits_profile_predictions_loss: 150.2918 - logcount_predictions_loss: 0.5548 117/689 [====>.........................] - ETA: 3:05 - loss: 152.7970 - logits_profile_predictions_loss: 150.3002 - logcount_predictions_loss: 0.5548 118/689 [====>.........................] - ETA: 3:05 - loss: 152.8046 - logits_profile_predictions_loss: 150.3078 - logcount_predictions_loss: 0.5548 119/689 [====>.........................] - ETA: 3:05 - loss: 152.8111 - logits_profile_predictions_loss: 150.3142 - logcount_predictions_loss: 0.5549 120/689 [====>.........................] - ETA: 3:04 - loss: 152.8184 - logits_profile_predictions_loss: 150.3214 - logcount_predictions_loss: 0.5549 121/689 [====>.........................] - ETA: 3:04 - loss: 152.8252 - logits_profile_predictions_loss: 150.3282 - logcount_predictions_loss: 0.5549 122/689 [====>.........................] - ETA: 3:04 - loss: 152.8318 - logits_profile_predictions_loss: 150.3347 - logcount_predictions_loss: 0.5549 123/689 [====>.........................] - ETA: 3:03 - loss: 152.8388 - logits_profile_predictions_loss: 150.3417 - logcount_predictions_loss: 0.5549 124/689 [====>.........................] - ETA: 3:03 - loss: 152.8457 - logits_profile_predictions_loss: 150.3486 - logcount_predictions_loss: 0.5549 125/689 [====>.........................] - ETA: 3:03 - loss: 152.8528 - logits_profile_predictions_loss: 150.3557 - logcount_predictions_loss: 0.5549 126/689 [====>.........................] - ETA: 3:03 - loss: 152.8588 - logits_profile_predictions_loss: 150.3616 - logcount_predictions_loss: 0.5549 127/689 [====>.........................] - ETA: 3:02 - 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logits_profile_predictions_loss: 150.9111 - logcount_predictions_loss: 0.5595 684/689 [============================>.] - ETA: 1s - loss: 153.4298 - logits_profile_predictions_loss: 150.9118 - logcount_predictions_loss: 0.5595 685/689 [============================>.] - ETA: 1s - loss: 153.4304 - logits_profile_predictions_loss: 150.9124 - logcount_predictions_loss: 0.5595 686/689 [============================>.] - ETA: 0s - loss: 153.4310 - logits_profile_predictions_loss: 150.9131 - logcount_predictions_loss: 0.5595 687/689 [============================>.] - ETA: 0s - loss: 153.4317 - logits_profile_predictions_loss: 150.9137 - logcount_predictions_loss: 0.5595 688/689 [============================>.] - ETA: 0s - loss: 153.4323 - logits_profile_predictions_loss: 150.9144 - logcount_predictions_loss: 0.5595 689/689 [==============================] - ETA: 0s - loss: 153.4329 - logits_profile_predictions_loss: 150.9150 - logcount_predictions_loss: 0.5595 689/689 [==============================] - 234s 340ms/step - loss: 153.4335 - logits_profile_predictions_loss: 150.9156 - logcount_predictions_loss: 0.5595 - val_loss: 163.9364 - val_logits_profile_predictions_loss: 161.1952 - val_logcount_predictions_loss: 0.6091 Epoch 00012: val_loss did not improve from 163.64476 Epoch 13/50 1/689 [..............................] - ETA: 3:39 - loss: 157.4230 - logits_profile_predictions_loss: 155.0796 - logcount_predictions_loss: 0.5208 2/689 [..............................] - ETA: 3:35 - loss: 154.8109 - logits_profile_predictions_loss: 152.5940 - logcount_predictions_loss: 0.4926 3/689 [..............................] - ETA: 3:34 - loss: 155.4637 - logits_profile_predictions_loss: 153.2546 - logcount_predictions_loss: 0.4909 4/689 [..............................] - ETA: 3:34 - loss: 154.3303 - logits_profile_predictions_loss: 152.1596 - logcount_predictions_loss: 0.4824 5/689 [..............................] - ETA: 3:34 - loss: 153.2150 - 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[..............................] - ETA: 3:32 - loss: 152.3965 - logits_profile_predictions_loss: 150.1939 - logcount_predictions_loss: 0.4895 13/689 [..............................] - ETA: 3:32 - loss: 152.4109 - logits_profile_predictions_loss: 150.1993 - logcount_predictions_loss: 0.4915 14/689 [..............................] - ETA: 3:32 - loss: 152.3306 - logits_profile_predictions_loss: 150.1145 - logcount_predictions_loss: 0.4925 15/689 [..............................] - ETA: 3:32 - loss: 152.3020 - logits_profile_predictions_loss: 150.0782 - logcount_predictions_loss: 0.4942 16/689 [..............................] - ETA: 3:31 - loss: 152.2838 - logits_profile_predictions_loss: 150.0534 - logcount_predictions_loss: 0.4956 17/689 [..............................] - ETA: 3:31 - loss: 152.2931 - logits_profile_predictions_loss: 150.0552 - logcount_predictions_loss: 0.4973 18/689 [..............................] - ETA: 3:31 - loss: 152.3501 - logits_profile_predictions_loss: 150.1028 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- logcount_predictions_loss: 0.5296 79/689 [==>...........................] - ETA: 3:17 - loss: 153.0219 - logits_profile_predictions_loss: 150.6382 - logcount_predictions_loss: 0.5297 80/689 [==>...........................] - ETA: 3:17 - loss: 153.0218 - logits_profile_predictions_loss: 150.6376 - logcount_predictions_loss: 0.5298 81/689 [==>...........................] - ETA: 3:16 - loss: 153.0228 - logits_profile_predictions_loss: 150.6381 - logcount_predictions_loss: 0.5299 82/689 [==>...........................] - ETA: 3:16 - loss: 153.0240 - logits_profile_predictions_loss: 150.6387 - logcount_predictions_loss: 0.5301 83/689 [==>...........................] - ETA: 3:16 - loss: 153.0255 - logits_profile_predictions_loss: 150.6395 - logcount_predictions_loss: 0.5302 84/689 [==>...........................] - ETA: 3:16 - loss: 153.0252 - logits_profile_predictions_loss: 150.6385 - logcount_predictions_loss: 0.5304 85/689 [==>...........................] - ETA: 3:15 - loss: 153.0226 - 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[===>..........................] - ETA: 3:13 - loss: 153.0150 - logits_profile_predictions_loss: 150.6228 - logcount_predictions_loss: 0.5316 93/689 [===>..........................] - ETA: 3:13 - loss: 153.0159 - logits_profile_predictions_loss: 150.6229 - logcount_predictions_loss: 0.5318 94/689 [===>..........................] - ETA: 3:13 - loss: 153.0170 - logits_profile_predictions_loss: 150.6233 - logcount_predictions_loss: 0.5319 95/689 [===>..........................] - ETA: 3:12 - loss: 153.0157 - logits_profile_predictions_loss: 150.6212 - logcount_predictions_loss: 0.5321 96/689 [===>..........................] - ETA: 3:12 - loss: 153.0163 - logits_profile_predictions_loss: 150.6209 - logcount_predictions_loss: 0.5323 97/689 [===>..........................] - ETA: 3:12 - loss: 153.0181 - logits_profile_predictions_loss: 150.6218 - logcount_predictions_loss: 0.5325 98/689 [===>..........................] - ETA: 3:11 - loss: 153.0213 - logits_profile_predictions_loss: 150.6241 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[===>..........................] - ETA: 3:07 - loss: 153.0422 - logits_profile_predictions_loss: 150.6312 - logcount_predictions_loss: 0.5358 113/689 [===>..........................] - ETA: 3:07 - loss: 153.0421 - logits_profile_predictions_loss: 150.6303 - logcount_predictions_loss: 0.5360 114/689 [===>..........................] - ETA: 3:06 - loss: 153.0428 - logits_profile_predictions_loss: 150.6301 - logcount_predictions_loss: 0.5362 115/689 [====>.........................] - ETA: 3:06 - loss: 153.0420 - logits_profile_predictions_loss: 150.6286 - logcount_predictions_loss: 0.5363 116/689 [====>.........................] - ETA: 3:06 - loss: 153.0405 - logits_profile_predictions_loss: 150.6263 - logcount_predictions_loss: 0.5365 117/689 [====>.........................] - ETA: 3:05 - loss: 153.0381 - logits_profile_predictions_loss: 150.6233 - logcount_predictions_loss: 0.5366 118/689 [====>.........................] - ETA: 3:05 - loss: 153.0365 - logits_profile_predictions_loss: 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loss: 153.0108 - logits_profile_predictions_loss: 150.5915 - logcount_predictions_loss: 0.5376 126/689 [====>.........................] - ETA: 3:03 - loss: 153.0052 - logits_profile_predictions_loss: 150.5854 - logcount_predictions_loss: 0.5377 127/689 [====>.........................] - ETA: 3:02 - loss: 152.9983 - logits_profile_predictions_loss: 150.5780 - logcount_predictions_loss: 0.5378 128/689 [====>.........................] - ETA: 3:02 - loss: 152.9920 - logits_profile_predictions_loss: 150.5712 - logcount_predictions_loss: 0.5380 129/689 [====>.........................] - ETA: 3:02 - loss: 152.9854 - logits_profile_predictions_loss: 150.5642 - logcount_predictions_loss: 0.5381 130/689 [====>.........................] - ETA: 3:01 - loss: 152.9789 - logits_profile_predictions_loss: 150.5572 - logcount_predictions_loss: 0.5382 131/689 [====>.........................] - ETA: 3:01 - loss: 152.9735 - logits_profile_predictions_loss: 150.5512 - logcount_predictions_loss: 0.5383 132/689 [====>.........................] - ETA: 3:01 - loss: 152.9683 - logits_profile_predictions_loss: 150.5454 - logcount_predictions_loss: 0.5384 133/689 [====>.........................] - ETA: 3:00 - loss: 152.9634 - logits_profile_predictions_loss: 150.5400 - logcount_predictions_loss: 0.5385 134/689 [====>.........................] - ETA: 3:00 - loss: 152.9579 - logits_profile_predictions_loss: 150.5338 - logcount_predictions_loss: 0.5387 135/689 [====>.........................] - ETA: 3:00 - loss: 152.9526 - logits_profile_predictions_loss: 150.5279 - logcount_predictions_loss: 0.5388 136/689 [====>.........................] - ETA: 2:59 - loss: 152.9466 - logits_profile_predictions_loss: 150.5213 - logcount_predictions_loss: 0.5390 137/689 [====>.........................] - ETA: 2:59 - loss: 152.9410 - logits_profile_predictions_loss: 150.5151 - logcount_predictions_loss: 0.5391 138/689 [=====>........................] - ETA: 2:59 - loss: 152.9341 - 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[===========================>..] - ETA: 13s - loss: 152.9419 - logits_profile_predictions_loss: 150.4628 - logcount_predictions_loss: 0.5509 649/689 [===========================>..] - ETA: 13s - loss: 152.9422 - logits_profile_predictions_loss: 150.4631 - logcount_predictions_loss: 0.5509 650/689 [===========================>..] - ETA: 12s - loss: 152.9426 - logits_profile_predictions_loss: 150.4635 - logcount_predictions_loss: 0.5509 651/689 [===========================>..] - ETA: 12s - loss: 152.9429 - logits_profile_predictions_loss: 150.4638 - logcount_predictions_loss: 0.5509 652/689 [===========================>..] - ETA: 12s - loss: 152.9432 - logits_profile_predictions_loss: 150.4640 - logcount_predictions_loss: 0.5509 653/689 [===========================>..] - ETA: 11s - loss: 152.9435 - logits_profile_predictions_loss: 150.4643 - logcount_predictions_loss: 0.5509 654/689 [===========================>..] - ETA: 11s - loss: 152.9438 - logits_profile_predictions_loss: 150.4645 - 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[============================>.] - ETA: 6s - loss: 152.9473 - logits_profile_predictions_loss: 150.4677 - logcount_predictions_loss: 0.5510 669/689 [============================>.] - ETA: 6s - loss: 152.9476 - logits_profile_predictions_loss: 150.4679 - logcount_predictions_loss: 0.5510 670/689 [============================>.] - ETA: 6s - loss: 152.9478 - logits_profile_predictions_loss: 150.4681 - logcount_predictions_loss: 0.5510 671/689 [============================>.] - ETA: 5s - loss: 152.9480 - logits_profile_predictions_loss: 150.4683 - logcount_predictions_loss: 0.5510 672/689 [============================>.] - ETA: 5s - loss: 152.9481 - logits_profile_predictions_loss: 150.4684 - logcount_predictions_loss: 0.5511 673/689 [============================>.] - ETA: 5s - loss: 152.9483 - logits_profile_predictions_loss: 150.4685 - logcount_predictions_loss: 0.5511 674/689 [============================>.] - ETA: 4s - loss: 152.9485 - logits_profile_predictions_loss: 150.4687 - logcount_predictions_loss: 0.5511 675/689 [============================>.] - ETA: 4s - loss: 152.9486 - logits_profile_predictions_loss: 150.4688 - logcount_predictions_loss: 0.5511 676/689 [============================>.] - ETA: 4s - loss: 152.9488 - logits_profile_predictions_loss: 150.4690 - logcount_predictions_loss: 0.5511 677/689 [============================>.] - ETA: 3s - loss: 152.9490 - logits_profile_predictions_loss: 150.4691 - logcount_predictions_loss: 0.5511 678/689 [============================>.] - ETA: 3s - loss: 152.9492 - logits_profile_predictions_loss: 150.4693 - logcount_predictions_loss: 0.5511 679/689 [============================>.] - ETA: 3s - loss: 152.9494 - logits_profile_predictions_loss: 150.4694 - logcount_predictions_loss: 0.5511 680/689 [============================>.] - ETA: 2s - loss: 152.9495 - logits_profile_predictions_loss: 150.4695 - logcount_predictions_loss: 0.5511 681/689 [============================>.] - ETA: 2s - loss: 152.9497 - logits_profile_predictions_loss: 150.4697 - logcount_predictions_loss: 0.5511 682/689 [============================>.] - ETA: 2s - loss: 152.9500 - logits_profile_predictions_loss: 150.4699 - logcount_predictions_loss: 0.5511 683/689 [============================>.] - ETA: 1s - loss: 152.9502 - logits_profile_predictions_loss: 150.4701 - logcount_predictions_loss: 0.5511 684/689 [============================>.] - ETA: 1s - loss: 152.9505 - logits_profile_predictions_loss: 150.4703 - logcount_predictions_loss: 0.5511 685/689 [============================>.] - ETA: 1s - loss: 152.9507 - logits_profile_predictions_loss: 150.4705 - logcount_predictions_loss: 0.5512 686/689 [============================>.] - ETA: 0s - loss: 152.9509 - logits_profile_predictions_loss: 150.4707 - logcount_predictions_loss: 0.5512 687/689 [============================>.] - ETA: 0s - loss: 152.9511 - logits_profile_predictions_loss: 150.4709 - logcount_predictions_loss: 0.5512 688/689 [============================>.] - ETA: 0s - loss: 152.9514 - logits_profile_predictions_loss: 150.4711 - logcount_predictions_loss: 0.5512 689/689 [==============================] - ETA: 0s - loss: 152.9516 - logits_profile_predictions_loss: 150.4713 - logcount_predictions_loss: 0.5512 689/689 [==============================] - 234s 339ms/step - loss: 152.9519 - logits_profile_predictions_loss: 150.4715 - logcount_predictions_loss: 0.5512 - val_loss: 164.7666 - val_logits_profile_predictions_loss: 161.6224 - val_logcount_predictions_loss: 0.6987 Epoch 00013: val_loss did not improve from 163.64476 Epoch 14/50 1/689 [..............................] - ETA: 3:39 - loss: 149.4511 - logits_profile_predictions_loss: 146.5512 - logcount_predictions_loss: 0.6444 2/689 [..............................] - ETA: 3:34 - loss: 153.2746 - logits_profile_predictions_loss: 150.2404 - logcount_predictions_loss: 0.6743 3/689 [..............................] - ETA: 3:34 - loss: 154.4777 - logits_profile_predictions_loss: 151.5156 - logcount_predictions_loss: 0.6582 4/689 [..............................] - ETA: 3:34 - loss: 154.3949 - logits_profile_predictions_loss: 151.5381 - logcount_predictions_loss: 0.6348 5/689 [..............................] - ETA: 3:34 - loss: 153.6352 - logits_profile_predictions_loss: 150.8557 - logcount_predictions_loss: 0.6177 6/689 [..............................] - ETA: 3:34 - loss: 153.2606 - logits_profile_predictions_loss: 150.5116 - logcount_predictions_loss: 0.6109 7/689 [..............................] - ETA: 3:33 - loss: 153.0679 - logits_profile_predictions_loss: 150.3548 - logcount_predictions_loss: 0.6029 8/689 [..............................] - ETA: 3:33 - loss: 153.5211 - logits_profile_predictions_loss: 150.8332 - logcount_predictions_loss: 0.5973 9/689 [..............................] - ETA: 3:33 - loss: 153.6150 - logits_profile_predictions_loss: 150.9287 - logcount_predictions_loss: 0.5970 10/689 [..............................] - ETA: 3:32 - loss: 153.7086 - logits_profile_predictions_loss: 151.0253 - logcount_predictions_loss: 0.5963 11/689 [..............................] - ETA: 3:32 - loss: 153.6628 - logits_profile_predictions_loss: 150.9826 - logcount_predictions_loss: 0.5956 12/689 [..............................] - ETA: 3:32 - loss: 153.7077 - logits_profile_predictions_loss: 151.0250 - logcount_predictions_loss: 0.5962 13/689 [..............................] - ETA: 3:32 - loss: 153.6770 - logits_profile_predictions_loss: 150.9949 - logcount_predictions_loss: 0.5960 14/689 [..............................] - ETA: 3:32 - loss: 153.5334 - logits_profile_predictions_loss: 150.8482 - logcount_predictions_loss: 0.5967 15/689 [..............................] - ETA: 3:31 - loss: 153.4413 - logits_profile_predictions_loss: 150.7537 - logcount_predictions_loss: 0.5973 16/689 [..............................] - ETA: 3:31 - loss: 153.3039 - logits_profile_predictions_loss: 150.6170 - logcount_predictions_loss: 0.5971 17/689 [..............................] - ETA: 3:31 - loss: 153.1197 - logits_profile_predictions_loss: 150.4338 - logcount_predictions_loss: 0.5969 18/689 [..............................] - ETA: 3:31 - loss: 153.0209 - logits_profile_predictions_loss: 150.3328 - logcount_predictions_loss: 0.5974 19/689 [..............................] - ETA: 3:31 - loss: 152.9550 - logits_profile_predictions_loss: 150.2654 - logcount_predictions_loss: 0.5977 20/689 [..............................] - ETA: 3:31 - loss: 152.9018 - logits_profile_predictions_loss: 150.2103 - logcount_predictions_loss: 0.5981 21/689 [..............................] - ETA: 3:30 - loss: 152.8385 - logits_profile_predictions_loss: 150.1456 - logcount_predictions_loss: 0.5984 22/689 [..............................] - ETA: 3:30 - loss: 152.8017 - logits_profile_predictions_loss: 150.1076 - logcount_predictions_loss: 0.5987 23/689 [>.............................] - ETA: 3:30 - loss: 152.7763 - logits_profile_predictions_loss: 150.0821 - logcount_predictions_loss: 0.5987 24/689 [>.............................] - ETA: 3:30 - loss: 152.7595 - logits_profile_predictions_loss: 150.0660 - logcount_predictions_loss: 0.5986 25/689 [>.............................] - ETA: 3:30 - loss: 152.7338 - logits_profile_predictions_loss: 150.0409 - logcount_predictions_loss: 0.5984 26/689 [>.............................] - ETA: 3:30 - loss: 152.6877 - logits_profile_predictions_loss: 149.9962 - logcount_predictions_loss: 0.5981 27/689 [>.............................] - ETA: 3:29 - loss: 152.6659 - logits_profile_predictions_loss: 149.9771 - logcount_predictions_loss: 0.5975 28/689 [>.............................] - ETA: 3:29 - loss: 152.6555 - logits_profile_predictions_loss: 149.9695 - logcount_predictions_loss: 0.5969 29/689 [>.............................] - ETA: 3:29 - loss: 152.6547 - logits_profile_predictions_loss: 149.9721 - logcount_predictions_loss: 0.5961 30/689 [>.............................] - ETA: 3:29 - loss: 152.6560 - logits_profile_predictions_loss: 149.9771 - logcount_predictions_loss: 0.5953 31/689 [>.............................] - ETA: 3:29 - loss: 152.6588 - logits_profile_predictions_loss: 149.9834 - logcount_predictions_loss: 0.5945 32/689 [>.............................] - ETA: 3:29 - loss: 152.6790 - logits_profile_predictions_loss: 150.0062 - logcount_predictions_loss: 0.5939 33/689 [>.............................] - ETA: 3:28 - loss: 152.7071 - logits_profile_predictions_loss: 150.0372 - logcount_predictions_loss: 0.5933 34/689 [>.............................] - ETA: 3:28 - loss: 152.7283 - logits_profile_predictions_loss: 150.0604 - logcount_predictions_loss: 0.5929 35/689 [>.............................] - ETA: 3:28 - loss: 152.7389 - logits_profile_predictions_loss: 150.0736 - logcount_predictions_loss: 0.5923 36/689 [>.............................] - ETA: 3:28 - loss: 152.7637 - logits_profile_predictions_loss: 150.1013 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[=====>........................] - ETA: 2:56 - loss: 152.0393 - logits_profile_predictions_loss: 149.5309 - logcount_predictions_loss: 0.5574 144/689 [=====>........................] - ETA: 2:56 - loss: 152.0330 - logits_profile_predictions_loss: 149.5255 - logcount_predictions_loss: 0.5572 145/689 [=====>........................] - ETA: 2:55 - loss: 152.0265 - logits_profile_predictions_loss: 149.5198 - logcount_predictions_loss: 0.5570 146/689 [=====>........................] - ETA: 2:55 - loss: 152.0208 - logits_profile_predictions_loss: 149.5149 - logcount_predictions_loss: 0.5569 147/689 [=====>........................] - ETA: 2:55 - loss: 152.0151 - logits_profile_predictions_loss: 149.5100 - logcount_predictions_loss: 0.5567 148/689 [=====>........................] - ETA: 2:55 - loss: 152.0091 - logits_profile_predictions_loss: 149.5048 - logcount_predictions_loss: 0.5565 149/689 [=====>........................] - ETA: 2:54 - loss: 152.0026 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 149.4049 - logcount_predictions_loss: 0.5534 170/689 [======>.......................] - ETA: 2:48 - loss: 151.8919 - logits_profile_predictions_loss: 149.4022 - logcount_predictions_loss: 0.5533 171/689 [======>.......................] - ETA: 2:47 - loss: 151.8892 - logits_profile_predictions_loss: 149.4000 - logcount_predictions_loss: 0.5531 172/689 [======>.......................] - ETA: 2:47 - loss: 151.8868 - logits_profile_predictions_loss: 149.3983 - logcount_predictions_loss: 0.5530 173/689 [======>.......................] - ETA: 2:47 - loss: 151.8843 - logits_profile_predictions_loss: 149.3963 - logcount_predictions_loss: 0.5529 174/689 [======>.......................] - ETA: 2:46 - loss: 151.8818 - logits_profile_predictions_loss: 149.3943 - logcount_predictions_loss: 0.5528 175/689 [======>.......................] - ETA: 2:46 - loss: 151.8789 - logits_profile_predictions_loss: 149.3920 - logcount_predictions_loss: 0.5526 176/689 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logcount_predictions_loss: 0.5300 653/689 [===========================>..] - ETA: 11s - loss: 151.3114 - logits_profile_predictions_loss: 148.9264 - logcount_predictions_loss: 0.5300 654/689 [===========================>..] - ETA: 11s - loss: 151.3106 - logits_profile_predictions_loss: 148.9257 - logcount_predictions_loss: 0.5300 655/689 [===========================>..] - ETA: 11s - loss: 151.3099 - logits_profile_predictions_loss: 148.9251 - logcount_predictions_loss: 0.5300 656/689 [===========================>..] - ETA: 10s - loss: 151.3092 - logits_profile_predictions_loss: 148.9244 - logcount_predictions_loss: 0.5299 657/689 [===========================>..] - ETA: 10s - loss: 151.3085 - logits_profile_predictions_loss: 148.9238 - logcount_predictions_loss: 0.5299 658/689 [===========================>..] - ETA: 10s - loss: 151.3078 - logits_profile_predictions_loss: 148.9232 - logcount_predictions_loss: 0.5299 659/689 [===========================>..] - ETA: 9s - loss: 151.3071 - 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[===========================>..] - ETA: 7s - loss: 151.3022 - logits_profile_predictions_loss: 148.9182 - logcount_predictions_loss: 0.5298 667/689 [============================>.] - ETA: 7s - loss: 151.3014 - logits_profile_predictions_loss: 148.9176 - logcount_predictions_loss: 0.5298 668/689 [============================>.] - ETA: 6s - loss: 151.3008 - logits_profile_predictions_loss: 148.9169 - logcount_predictions_loss: 0.5297 669/689 [============================>.] - ETA: 6s - loss: 151.3001 - logits_profile_predictions_loss: 148.9164 - logcount_predictions_loss: 0.5297 670/689 [============================>.] - ETA: 6s - loss: 151.2994 - logits_profile_predictions_loss: 148.9158 - logcount_predictions_loss: 0.5297 671/689 [============================>.] - ETA: 5s - loss: 151.2987 - logits_profile_predictions_loss: 148.9151 - logcount_predictions_loss: 0.5297 672/689 [============================>.] - ETA: 5s - loss: 151.2980 - logits_profile_predictions_loss: 148.9145 - logcount_predictions_loss: 0.5297 673/689 [============================>.] - ETA: 5s - loss: 151.2974 - logits_profile_predictions_loss: 148.9140 - logcount_predictions_loss: 0.5296 674/689 [============================>.] - ETA: 4s - loss: 151.2968 - logits_profile_predictions_loss: 148.9134 - logcount_predictions_loss: 0.5296 675/689 [============================>.] - ETA: 4s - loss: 151.2961 - logits_profile_predictions_loss: 148.9129 - logcount_predictions_loss: 0.5296 676/689 [============================>.] - ETA: 4s - loss: 151.2955 - logits_profile_predictions_loss: 148.9123 - logcount_predictions_loss: 0.5296 677/689 [============================>.] - ETA: 3s - loss: 151.2948 - logits_profile_predictions_loss: 148.9117 - logcount_predictions_loss: 0.5296 678/689 [============================>.] - ETA: 3s - loss: 151.2942 - logits_profile_predictions_loss: 148.9111 - logcount_predictions_loss: 0.5296 679/689 [============================>.] - ETA: 3s - loss: 151.2935 - logits_profile_predictions_loss: 148.9105 - logcount_predictions_loss: 0.5296 680/689 [============================>.] - ETA: 2s - loss: 151.2928 - logits_profile_predictions_loss: 148.9099 - logcount_predictions_loss: 0.5295 681/689 [============================>.] - ETA: 2s - loss: 151.2921 - logits_profile_predictions_loss: 148.9092 - logcount_predictions_loss: 0.5295 682/689 [============================>.] - ETA: 2s - loss: 151.2913 - logits_profile_predictions_loss: 148.9085 - logcount_predictions_loss: 0.5295 683/689 [============================>.] - ETA: 1s - loss: 151.2905 - logits_profile_predictions_loss: 148.9078 - logcount_predictions_loss: 0.5295 684/689 [============================>.] - ETA: 1s - loss: 151.2898 - logits_profile_predictions_loss: 148.9072 - logcount_predictions_loss: 0.5295 685/689 [============================>.] - ETA: 1s - loss: 151.2891 - logits_profile_predictions_loss: 148.9065 - logcount_predictions_loss: 0.5295 686/689 [============================>.] - ETA: 0s - loss: 151.2884 - logits_profile_predictions_loss: 148.9059 - logcount_predictions_loss: 0.5294 687/689 [============================>.] - ETA: 0s - loss: 151.2878 - logits_profile_predictions_loss: 148.9053 - logcount_predictions_loss: 0.5294 688/689 [============================>.] - ETA: 0s - loss: 151.2871 - logits_profile_predictions_loss: 148.9047 - logcount_predictions_loss: 0.5294 689/689 [==============================] - ETA: 0s - loss: 151.2864 - logits_profile_predictions_loss: 148.9041 - logcount_predictions_loss: 0.5294 689/689 [==============================] - 233s 338ms/step - loss: 151.2857 - logits_profile_predictions_loss: 148.9035 - logcount_predictions_loss: 0.5294 - val_loss: 164.7679 - val_logits_profile_predictions_loss: 162.0790 - val_logcount_predictions_loss: 0.5975 Epoch 00014: val_loss did not improve from 163.64476 Epoch 15/50 1/689 [..............................] - ETA: 3:39 - loss: 148.3448 - logits_profile_predictions_loss: 145.9586 - logcount_predictions_loss: 0.5303 2/689 [..............................] - ETA: 3:34 - loss: 150.3236 - logits_profile_predictions_loss: 147.8892 - logcount_predictions_loss: 0.5410 3/689 [..............................] - ETA: 3:34 - loss: 149.4851 - logits_profile_predictions_loss: 147.0288 - logcount_predictions_loss: 0.5459 4/689 [..............................] - ETA: 3:34 - loss: 149.1369 - logits_profile_predictions_loss: 146.7152 - logcount_predictions_loss: 0.5381 5/689 [..............................] - ETA: 3:34 - loss: 149.0104 - logits_profile_predictions_loss: 146.6084 - logcount_predictions_loss: 0.5338 6/689 [..............................] - ETA: 3:34 - loss: 148.3918 - logits_profile_predictions_loss: 146.0048 - logcount_predictions_loss: 0.5305 7/689 [..............................] - ETA: 3:33 - loss: 148.2172 - logits_profile_predictions_loss: 145.8567 - logcount_predictions_loss: 0.5245 8/689 [..............................] - ETA: 3:33 - loss: 148.2311 - logits_profile_predictions_loss: 145.8765 - logcount_predictions_loss: 0.5232 9/689 [..............................] - ETA: 3:33 - loss: 148.1981 - logits_profile_predictions_loss: 145.8543 - logcount_predictions_loss: 0.5208 10/689 [..............................] - ETA: 3:33 - loss: 148.2037 - logits_profile_predictions_loss: 145.8621 - logcount_predictions_loss: 0.5204 11/689 [..............................] - ETA: 3:32 - loss: 148.1422 - logits_profile_predictions_loss: 145.8006 - logcount_predictions_loss: 0.5204 12/689 [..............................] - ETA: 3:32 - loss: 148.0677 - logits_profile_predictions_loss: 145.7299 - logcount_predictions_loss: 0.5195 13/689 [..............................] - ETA: 3:32 - loss: 148.0647 - logits_profile_predictions_loss: 145.7311 - logcount_predictions_loss: 0.5186 14/689 [..............................] - ETA: 3:32 - loss: 148.0765 - logits_profile_predictions_loss: 145.7448 - logcount_predictions_loss: 0.5182 15/689 [..............................] - ETA: 3:31 - loss: 148.1062 - logits_profile_predictions_loss: 145.7780 - logcount_predictions_loss: 0.5174 16/689 [..............................] - ETA: 3:31 - loss: 148.1467 - logits_profile_predictions_loss: 145.8244 - logcount_predictions_loss: 0.5161 17/689 [..............................] - ETA: 3:31 - loss: 148.1967 - logits_profile_predictions_loss: 145.8778 - logcount_predictions_loss: 0.5153 18/689 [..............................] - ETA: 3:30 - loss: 148.2176 - logits_profile_predictions_loss: 145.9009 - logcount_predictions_loss: 0.5148 19/689 [..............................] - ETA: 3:30 - loss: 148.2507 - logits_profile_predictions_loss: 145.9355 - logcount_predictions_loss: 0.5145 20/689 [..............................] - ETA: 3:30 - loss: 148.2991 - logits_profile_predictions_loss: 145.9848 - logcount_predictions_loss: 0.5143 21/689 [..............................] - ETA: 3:30 - loss: 148.3316 - logits_profile_predictions_loss: 146.0184 - logcount_predictions_loss: 0.5140 22/689 [..............................] - ETA: 3:29 - loss: 148.3351 - logits_profile_predictions_loss: 146.0247 - logcount_predictions_loss: 0.5134 23/689 [>.............................] - ETA: 3:29 - loss: 148.3736 - logits_profile_predictions_loss: 146.0668 - logcount_predictions_loss: 0.5126 24/689 [>.............................] - ETA: 3:29 - loss: 148.3965 - logits_profile_predictions_loss: 146.0932 - logcount_predictions_loss: 0.5118 25/689 [>.............................] - ETA: 3:28 - loss: 148.4242 - logits_profile_predictions_loss: 146.1241 - logcount_predictions_loss: 0.5111 26/689 [>.............................] - ETA: 3:28 - loss: 148.4159 - logits_profile_predictions_loss: 146.1187 - logcount_predictions_loss: 0.5105 27/689 [>.............................] - ETA: 3:28 - loss: 148.4089 - logits_profile_predictions_loss: 146.1137 - logcount_predictions_loss: 0.5100 28/689 [>.............................] - ETA: 3:28 - loss: 148.3910 - logits_profile_predictions_loss: 146.0976 - logcount_predictions_loss: 0.5096 29/689 [>.............................] - ETA: 3:27 - loss: 148.3660 - logits_profile_predictions_loss: 146.0748 - logcount_predictions_loss: 0.5092 30/689 [>.............................] - ETA: 3:27 - loss: 148.3255 - logits_profile_predictions_loss: 146.0363 - logcount_predictions_loss: 0.5087 31/689 [>.............................] - ETA: 3:27 - loss: 148.3040 - logits_profile_predictions_loss: 146.0168 - logcount_predictions_loss: 0.5083 32/689 [>.............................] - ETA: 3:26 - loss: 148.2920 - logits_profile_predictions_loss: 146.0074 - logcount_predictions_loss: 0.5077 33/689 [>.............................] - ETA: 3:26 - loss: 148.2828 - logits_profile_predictions_loss: 146.0007 - logcount_predictions_loss: 0.5071 34/689 [>.............................] - ETA: 3:26 - loss: 148.2820 - logits_profile_predictions_loss: 146.0016 - logcount_predictions_loss: 0.5067 35/689 [>.............................] - ETA: 3:26 - loss: 148.2698 - logits_profile_predictions_loss: 145.9912 - logcount_predictions_loss: 0.5063 36/689 [>.............................] - ETA: 3:25 - loss: 148.2569 - logits_profile_predictions_loss: 145.9803 - logcount_predictions_loss: 0.5059 37/689 [>.............................] - ETA: 3:25 - loss: 148.2516 - logits_profile_predictions_loss: 145.9770 - logcount_predictions_loss: 0.5055 38/689 [>.............................] - ETA: 3:25 - loss: 148.2547 - logits_profile_predictions_loss: 145.9818 - logcount_predictions_loss: 0.5051 39/689 [>.............................] - ETA: 3:24 - loss: 148.2568 - logits_profile_predictions_loss: 145.9856 - logcount_predictions_loss: 0.5047 40/689 [>.............................] - ETA: 3:24 - loss: 148.2587 - logits_profile_predictions_loss: 145.9895 - logcount_predictions_loss: 0.5043 41/689 [>.............................] - ETA: 3:24 - loss: 148.2700 - logits_profile_predictions_loss: 146.0028 - logcount_predictions_loss: 0.5038 42/689 [>.............................] - ETA: 3:23 - loss: 148.2775 - logits_profile_predictions_loss: 146.0112 - logcount_predictions_loss: 0.5036 43/689 [>.............................] - ETA: 3:23 - loss: 148.2854 - logits_profile_predictions_loss: 146.0203 - logcount_predictions_loss: 0.5034 44/689 [>.............................] - ETA: 3:23 - loss: 148.2890 - logits_profile_predictions_loss: 146.0248 - logcount_predictions_loss: 0.5031 45/689 [>.............................] - ETA: 3:23 - loss: 148.2851 - logits_profile_predictions_loss: 146.0217 - logcount_predictions_loss: 0.5030 46/689 [=>............................] - ETA: 3:22 - loss: 148.2755 - logits_profile_predictions_loss: 146.0128 - logcount_predictions_loss: 0.5028 47/689 [=>............................] - ETA: 3:22 - loss: 148.2613 - logits_profile_predictions_loss: 145.9990 - logcount_predictions_loss: 0.5027 48/689 [=>............................] - ETA: 3:22 - loss: 148.2463 - logits_profile_predictions_loss: 145.9842 - logcount_predictions_loss: 0.5027 49/689 [=>............................] - ETA: 3:22 - loss: 148.2355 - logits_profile_predictions_loss: 145.9732 - logcount_predictions_loss: 0.5027 50/689 [=>............................] - ETA: 3:21 - loss: 148.2297 - logits_profile_predictions_loss: 145.9670 - logcount_predictions_loss: 0.5028 51/689 [=>............................] - ETA: 3:21 - loss: 148.2290 - logits_profile_predictions_loss: 145.9660 - logcount_predictions_loss: 0.5029 52/689 [=>............................] - ETA: 3:21 - loss: 148.2330 - logits_profile_predictions_loss: 145.9700 - logcount_predictions_loss: 0.5029 53/689 [=>............................] - ETA: 3:20 - loss: 148.2387 - logits_profile_predictions_loss: 145.9758 - logcount_predictions_loss: 0.5029 54/689 [=>............................] - ETA: 3:20 - loss: 148.2406 - logits_profile_predictions_loss: 145.9779 - logcount_predictions_loss: 0.5028 55/689 [=>............................] - ETA: 3:20 - loss: 148.2396 - logits_profile_predictions_loss: 145.9771 - logcount_predictions_loss: 0.5028 56/689 [=>............................] - ETA: 3:20 - loss: 148.2429 - logits_profile_predictions_loss: 145.9807 - logcount_predictions_loss: 0.5027 57/689 [=>............................] - ETA: 3:19 - loss: 148.2525 - logits_profile_predictions_loss: 145.9904 - logcount_predictions_loss: 0.5027 58/689 [=>............................] - ETA: 3:19 - loss: 148.2600 - logits_profile_predictions_loss: 145.9982 - logcount_predictions_loss: 0.5026 59/689 [=>............................] - ETA: 3:19 - loss: 148.2674 - logits_profile_predictions_loss: 146.0060 - logcount_predictions_loss: 0.5025 60/689 [=>............................] - ETA: 3:19 - loss: 148.2726 - logits_profile_predictions_loss: 146.0113 - logcount_predictions_loss: 0.5025 61/689 [=>............................] - ETA: 3:18 - loss: 148.2814 - logits_profile_predictions_loss: 146.0203 - logcount_predictions_loss: 0.5025 62/689 [=>............................] - ETA: 3:18 - loss: 148.2902 - logits_profile_predictions_loss: 146.0294 - logcount_predictions_loss: 0.5024 63/689 [=>............................] - ETA: 3:18 - loss: 148.3034 - logits_profile_predictions_loss: 146.0428 - logcount_predictions_loss: 0.5023 64/689 [=>............................] - ETA: 3:18 - loss: 148.3163 - logits_profile_predictions_loss: 146.0559 - logcount_predictions_loss: 0.5023 65/689 [=>............................] - ETA: 3:17 - loss: 148.3293 - logits_profile_predictions_loss: 146.0689 - logcount_predictions_loss: 0.5023 66/689 [=>............................] - ETA: 3:17 - loss: 148.3411 - logits_profile_predictions_loss: 146.0807 - logcount_predictions_loss: 0.5023 67/689 [=>............................] - ETA: 3:17 - loss: 148.3530 - logits_profile_predictions_loss: 146.0927 - logcount_predictions_loss: 0.5023 68/689 [=>............................] - ETA: 3:17 - loss: 148.3629 - logits_profile_predictions_loss: 146.1024 - logcount_predictions_loss: 0.5023 69/689 [==>...........................] - ETA: 3:16 - loss: 148.3727 - logits_profile_predictions_loss: 146.1122 - logcount_predictions_loss: 0.5023 70/689 [==>...........................] - ETA: 3:16 - loss: 148.3767 - logits_profile_predictions_loss: 146.1161 - logcount_predictions_loss: 0.5024 71/689 [==>...........................] - ETA: 3:16 - loss: 148.3827 - logits_profile_predictions_loss: 146.1220 - logcount_predictions_loss: 0.5024 72/689 [==>...........................] - ETA: 3:16 - loss: 148.3884 - logits_profile_predictions_loss: 146.1274 - logcount_predictions_loss: 0.5025 73/689 [==>...........................] - ETA: 3:15 - loss: 148.3966 - logits_profile_predictions_loss: 146.1352 - logcount_predictions_loss: 0.5025 74/689 [==>...........................] - ETA: 3:15 - loss: 148.4048 - logits_profile_predictions_loss: 146.1430 - logcount_predictions_loss: 0.5026 75/689 [==>...........................] - ETA: 3:15 - loss: 148.4128 - logits_profile_predictions_loss: 146.1505 - logcount_predictions_loss: 0.5027 76/689 [==>...........................] - ETA: 3:15 - loss: 148.4216 - logits_profile_predictions_loss: 146.1589 - logcount_predictions_loss: 0.5028 77/689 [==>...........................] - ETA: 3:14 - loss: 148.4301 - logits_profile_predictions_loss: 146.1670 - logcount_predictions_loss: 0.5029 78/689 [==>...........................] - ETA: 3:14 - loss: 148.4368 - logits_profile_predictions_loss: 146.1735 - logcount_predictions_loss: 0.5030 79/689 [==>...........................] - ETA: 3:14 - loss: 148.4437 - logits_profile_predictions_loss: 146.1802 - logcount_predictions_loss: 0.5030 80/689 [==>...........................] - ETA: 3:14 - loss: 148.4500 - logits_profile_predictions_loss: 146.1863 - logcount_predictions_loss: 0.5030 81/689 [==>...........................] - ETA: 3:13 - loss: 148.4568 - 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logits_profile_predictions_loss: 147.1342 - logcount_predictions_loss: 0.5089 658/689 [===========================>..] - ETA: 10s - loss: 149.4248 - logits_profile_predictions_loss: 147.1346 - logcount_predictions_loss: 0.5089 659/689 [===========================>..] - ETA: 9s - loss: 149.4251 - logits_profile_predictions_loss: 147.1350 - logcount_predictions_loss: 0.5089  660/689 [===========================>..] - ETA: 9s - loss: 149.4255 - logits_profile_predictions_loss: 147.1353 - logcount_predictions_loss: 0.5089 661/689 [===========================>..] - ETA: 9s - loss: 149.4258 - logits_profile_predictions_loss: 147.1357 - logcount_predictions_loss: 0.5089 662/689 [===========================>..] - ETA: 8s - loss: 149.4262 - logits_profile_predictions_loss: 147.1360 - logcount_predictions_loss: 0.5089 663/689 [===========================>..] - ETA: 8s - loss: 149.4265 - logits_profile_predictions_loss: 147.1364 - logcount_predictions_loss: 0.5089 664/689 [===========================>..] - ETA: 8s - loss: 149.4268 - logits_profile_predictions_loss: 147.1367 - logcount_predictions_loss: 0.5089 665/689 [===========================>..] - ETA: 7s - loss: 149.4271 - logits_profile_predictions_loss: 147.1370 - logcount_predictions_loss: 0.5089 666/689 [===========================>..] - ETA: 7s - loss: 149.4274 - logits_profile_predictions_loss: 147.1373 - logcount_predictions_loss: 0.5089 667/689 [============================>.] - ETA: 7s - loss: 149.4277 - logits_profile_predictions_loss: 147.1376 - logcount_predictions_loss: 0.5089 668/689 [============================>.] - ETA: 6s - loss: 149.4280 - logits_profile_predictions_loss: 147.1379 - logcount_predictions_loss: 0.5089 669/689 [============================>.] - ETA: 6s - loss: 149.4282 - logits_profile_predictions_loss: 147.1381 - logcount_predictions_loss: 0.5089 670/689 [============================>.] - ETA: 6s - loss: 149.4285 - logits_profile_predictions_loss: 147.1384 - logcount_predictions_loss: 0.5089 671/689 [============================>.] - ETA: 5s - loss: 149.4287 - logits_profile_predictions_loss: 147.1386 - logcount_predictions_loss: 0.5089 672/689 [============================>.] - ETA: 5s - loss: 149.4290 - logits_profile_predictions_loss: 147.1389 - logcount_predictions_loss: 0.5089 673/689 [============================>.] - ETA: 5s - loss: 149.4292 - logits_profile_predictions_loss: 147.1391 - logcount_predictions_loss: 0.5089 674/689 [============================>.] - ETA: 4s - loss: 149.4294 - logits_profile_predictions_loss: 147.1393 - logcount_predictions_loss: 0.5089 675/689 [============================>.] - ETA: 4s - loss: 149.4296 - logits_profile_predictions_loss: 147.1395 - logcount_predictions_loss: 0.5089 676/689 [============================>.] - ETA: 4s - loss: 149.4298 - logits_profile_predictions_loss: 147.1397 - logcount_predictions_loss: 0.5089 677/689 [============================>.] - ETA: 3s - loss: 149.4301 - logits_profile_predictions_loss: 147.1400 - logcount_predictions_loss: 0.5089 678/689 [============================>.] - ETA: 3s - loss: 149.4303 - logits_profile_predictions_loss: 147.1401 - logcount_predictions_loss: 0.5089 679/689 [============================>.] - ETA: 3s - loss: 149.4305 - logits_profile_predictions_loss: 147.1404 - logcount_predictions_loss: 0.5089 680/689 [============================>.] - ETA: 2s - loss: 149.4306 - logits_profile_predictions_loss: 147.1405 - logcount_predictions_loss: 0.5089 681/689 [============================>.] - ETA: 2s - loss: 149.4308 - logits_profile_predictions_loss: 147.1407 - logcount_predictions_loss: 0.5089 682/689 [============================>.] - ETA: 2s - loss: 149.4309 - logits_profile_predictions_loss: 147.1408 - logcount_predictions_loss: 0.5089 683/689 [============================>.] - ETA: 1s - loss: 149.4311 - logits_profile_predictions_loss: 147.1410 - logcount_predictions_loss: 0.5089 684/689 [============================>.] - ETA: 1s - loss: 149.4312 - logits_profile_predictions_loss: 147.1411 - logcount_predictions_loss: 0.5089 685/689 [============================>.] - ETA: 1s - loss: 149.4314 - logits_profile_predictions_loss: 147.1413 - logcount_predictions_loss: 0.5089 686/689 [============================>.] - ETA: 0s - loss: 149.4315 - logits_profile_predictions_loss: 147.1414 - logcount_predictions_loss: 0.5089 687/689 [============================>.] - ETA: 0s - loss: 149.4316 - logits_profile_predictions_loss: 147.1415 - logcount_predictions_loss: 0.5089 688/689 [============================>.] - ETA: 0s - loss: 149.4317 - logits_profile_predictions_loss: 147.1416 - logcount_predictions_loss: 0.5089 689/689 [==============================] - ETA: 0s - loss: 149.4318 - logits_profile_predictions_loss: 147.1417 - logcount_predictions_loss: 0.5089 689/689 [==============================] - 233s 338ms/step - loss: 149.4319 - logits_profile_predictions_loss: 147.1418 - logcount_predictions_loss: 0.5089 - val_loss: 165.7039 - val_logits_profile_predictions_loss: 162.7022 - val_logcount_predictions_loss: 0.6670 Epoch 00015: val_loss did not improve from 163.64476 Restoring model weights from the end of the best epoch. Epoch 00015: early stopping save model save model without bias 2022-09-22_20-48-00: 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/ATAC//ENCSR802GEV//preprocessing/bigWigs/ENCSR802GEV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(10469, 10) loading nonpeaks... got split:test for bed regions:(9313, 10) 0/78 2022-09-22_20-50-23: 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/ATAC//ENCSR802GEV//preprocessing/bigWigs/ENCSR802GEV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(10469, 10) loading nonpeaks... got split:test for bed regions:(9313, 10) 0/78 2022-09-22_20-52-16: 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/ATAC//ENCSR802GEV//preprocessing/bigWigs/ENCSR802GEV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(10469, 10) loading nonpeaks... got split:test for bed regions:(9313, 10) 0/78 2022-09-22_20-53-24: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//footprints 2022-09-22_20-53-25: 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/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 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: tn5_1 GCACAGTACAGAGCTG 1/11 [=>............................] - ETA: 2:48 3/11 [=======>......................] - ETA: 3s  4/11 [=========>....................] - ETA: 4s 5/11 [============>.................] - ETA: 4s 6/11 [===============>..............] - ETA: 3s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 42s 3s/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 965ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 965ms/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 966ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 968ms/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 969ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 969ms/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 972ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 972ms/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 8s 3/11 [=======>......................] - ETA: 7s 4/11 [=========>....................] - ETA: 6s 5/11 [============>.................] - ETA: 5s 6/11 [===============>..............] - ETA: 4s 7/11 [==================>...........] - ETA: 3s 8/11 [====================>.........] - ETA: 2s 9/11 [=======================>......] - ETA: 1s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 10s 974ms/step Saving marginal footprints 2022-09-22_20-55-44: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//footprints 2022-09-22_20-55-44: 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/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR802GEV//chrombpnet_model_feb15_fold_2//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 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: tn5_1 GCACAGTACAGAGCTG 1/11 [=>............................] - ETA: 2:00 3/11 [=======>......................] - ETA: 0s  4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 22s 1s/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 87ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 87ms/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 87ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 87ms/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 87ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 87ms/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 87ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 87ms/step 1/11 [=>............................] - ETA: 0s 2/11 [====>.........................] - ETA: 0s 3/11 [=======>......................] - ETA: 0s 4/11 [=========>....................] - ETA: 0s 5/11 [============>.................] - ETA: 0s 6/11 [===============>..............] - ETA: 0s 7/11 [==================>...........] - ETA: 0s 8/11 [====================>.........] - ETA: 0s 9/11 [=======================>......] - ETA: 0s 10/11 [==========================>...] - ETA: 0s 11/11 [==============================] - ETA: 0s 11/11 [==============================] - 1s 87ms/step Saving marginal footprints