DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json Wed Oct 5 06:32:34 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 515.65.01 Driver Version: 515.65.01 CUDA Version: 11.7 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 NVIDIA A100-PCI... On | 00000000:8B:00.0 Off | 0 | | N/A 29C P0 33W / 250W | 0MiB / 40960MiB | 0% E. Process | | | | Disabled | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+ No logfile supplied - creating one 2022-10-05_06-32-35: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//preprocessing/bigWigs/ENCSR964MZQ.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.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/ENCSR283TME/fold_4/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr4', 'chr5', 'chr6', 'chr8', 'chr9', 'chr11', 'chr12', 'chr14', 'chr15', 'chr16', 'chr20', 'chr22', 'chrY', 'chr10', 'chr18'] Number of peaks input: 161087 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 161087 Number of peaks input: 38913 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 38913 Number of non peaks input: 158350 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 158350 Number of non peaks input: 41649 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 41649 Number of peaks after removing outliers: 159315 Number of nonpeaks after removing outliers: 140727 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 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[============================>.] - ETA: 0s 4349/4398 [============================>.] - ETA: 0s 4359/4398 [============================>.] - ETA: 0s 4369/4398 [============================>.] - ETA: 0s 4379/4398 [============================>.] - ETA: 0s 4389/4398 [============================>.] - ETA: 0s 4398/4398 [==============================] - ETA: 0s 4398/4398 [==============================] - 30s 5ms/step 2022-10-05_06-43-14: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//preprocessing/bigWigs/ENCSR964MZQ.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.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': '81.3', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(145566, 10) loading nonpeaks... got split:train for bed regions:(128092, 10) loading peaks... got split:valid for bed regions:(13749, 10) loading nonpeaks... got split:valid for bed regions:(12635, 10) Epoch 1/50 1/2502 [..............................] - ETA: 5:02:03 - loss: 2319.1653 - logits_profile_predictions_loss: 2055.6890 - logcount_predictions_loss: 3.2408 2/2502 [..............................] - ETA: 7:27 - loss: 2367.5841 - logits_profile_predictions_loss: 2110.9359 - logcount_predictions_loss: 3.1568  3/2502 [..............................] - ETA: 7:01 - loss: 94668.2540 - logits_profile_predictions_loss: 2128.5871 - logcount_predictions_loss: 1138.2493 4/2502 [..............................] - ETA: 6:53 - loss: 123601.9600 - logits_profile_predictions_loss: 2134.0933 - logcount_predictions_loss: 1494.0697 5/2502 [..............................] - ETA: 6:49 - loss: 132637.3086 - logits_profile_predictions_loss: 2132.3204 - logcount_predictions_loss: 1605.2273 6/2502 [..............................] - ETA: 6:45 - loss: 134041.7963 - logits_profile_predictions_loss: 2133.1860 - logcount_predictions_loss: 1622.4920 7/2502 [..............................] - ETA: 6:43 - loss: 132214.2350 - logits_profile_predictions_loss: 2132.3632 - logcount_predictions_loss: 1600.0229 8/2502 [..............................] - ETA: 6:41 - loss: 128983.5728 - logits_profile_predictions_loss: 2128.9333 - logcount_predictions_loss: 1560.3275 9/2502 [..............................] - ETA: 6:39 - loss: 125185.8815 - logits_profile_predictions_loss: 2125.2195 - logcount_predictions_loss: 1513.6611 10/2502 [..............................] - ETA: 6:38 - loss: 121223.5582 - logits_profile_predictions_loss: 2122.1439 - logcount_predictions_loss: 1464.9619 11/2502 [..............................] - ETA: 6:37 - loss: 117293.0309 - logits_profile_predictions_loss: 2118.5356 - logcount_predictions_loss: 1416.6603 12/2502 [..............................] - ETA: 6:36 - loss: 113493.4561 - logits_profile_predictions_loss: 2116.3808 - logcount_predictions_loss: 1369.9516 13/2502 [..............................] - ETA: 6:35 - loss: 109867.7281 - logits_profile_predictions_loss: 2114.1490 - logcount_predictions_loss: 1325.3821 14/2502 [..............................] - ETA: 6:34 - loss: 106432.8256 - logits_profile_predictions_loss: 2111.6587 - logcount_predictions_loss: 1283.1630 15/2502 [..............................] - ETA: 6:34 - loss: 103191.9024 - logits_profile_predictions_loss: 2109.5494 - logcount_predictions_loss: 1243.3252 16/2502 [..............................] - ETA: 6:33 - loss: 100141.3303 - logits_profile_predictions_loss: 2109.3747 - logcount_predictions_loss: 1205.8050 17/2502 [..............................] - ETA: 6:33 - loss: 97269.8268 - logits_profile_predictions_loss: 2109.2491 - logcount_predictions_loss: 1170.4866  18/2502 [..............................] - ETA: 6:32 - loss: 94565.8195 - logits_profile_predictions_loss: 2108.6951 - logcount_predictions_loss: 1137.2338 19/2502 [..............................] - ETA: 6:32 - loss: 92018.2515 - logits_profile_predictions_loss: 2108.0828 - logcount_predictions_loss: 1105.9060 20/2502 [..............................] - ETA: 6:31 - loss: 89615.8135 - logits_profile_predictions_loss: 2107.3929 - logcount_predictions_loss: 1076.3642 21/2502 [..............................] - ETA: 6:31 - loss: 87347.9143 - logits_profile_predictions_loss: 2106.7421 - logcount_predictions_loss: 1048.4767 22/2502 [..............................] - ETA: 6:30 - loss: 85204.3006 - logits_profile_predictions_loss: 2106.0873 - logcount_predictions_loss: 1022.1181 23/2502 [..............................] - ETA: 6:30 - loss: 83175.6471 - logits_profile_predictions_loss: 2105.5246 - logcount_predictions_loss: 997.1723  24/2502 [..............................] - ETA: 6:30 - loss: 81253.2866 - logits_profile_predictions_loss: 2105.0364 - logcount_predictions_loss: 973.5331 25/2502 [..............................] - ETA: 6:29 - loss: 79429.3888 - logits_profile_predictions_loss: 2104.6694 - logcount_predictions_loss: 951.1034 26/2502 [..............................] - ETA: 6:29 - loss: 77695.9850 - logits_profile_predictions_loss: 2103.8363 - logcount_predictions_loss: 929.7926 27/2502 [..............................] - ETA: 6:29 - loss: 76047.0745 - logits_profile_predictions_loss: 2103.0300 - logcount_predictions_loss: 909.5207 28/2502 [..............................] - ETA: 6:28 - loss: 74476.4683 - logits_profile_predictions_loss: 2102.1575 - logcount_predictions_loss: 890.2128 29/2502 [..............................] - ETA: 6:28 - loss: 72978.6714 - logits_profile_predictions_loss: 2101.1771 - logcount_predictions_loss: 871.8018 30/2502 [..............................] - ETA: 6:28 - loss: 71548.7734 - logits_profile_predictions_loss: 2100.1797 - logcount_predictions_loss: 854.2261 31/2502 [..............................] - ETA: 6:27 - loss: 70181.9659 - logits_profile_predictions_loss: 2098.9710 - logcount_predictions_loss: 837.4291 32/2502 [..............................] - ETA: 6:27 - loss: 68874.8148 - logits_profile_predictions_loss: 2098.2152 - logcount_predictions_loss: 821.3603 33/2502 [..............................] - ETA: 6:27 - loss: 67623.0206 - logits_profile_predictions_loss: 2097.4996 - logcount_predictions_loss: 805.9718 34/2502 [..............................] - ETA: 6:27 - loss: 66422.6926 - logits_profile_predictions_loss: 2096.5126 - logcount_predictions_loss: 791.2198 35/2502 [..............................] - ETA: 6:26 - loss: 65271.2394 - logits_profile_predictions_loss: 2095.7968 - logcount_predictions_loss: 777.0656 36/2502 [..............................] - ETA: 6:26 - loss: 64165.2301 - logits_profile_predictions_loss: 2094.9584 - logcount_predictions_loss: 763.4719 37/2502 [..............................] - ETA: 6:26 - loss: 63102.1423 - logits_profile_predictions_loss: 2094.1885 - logcount_predictions_loss: 750.4052 38/2502 [..............................] - ETA: 6:26 - loss: 62079.3356 - logits_profile_predictions_loss: 2093.3718 - logcount_predictions_loss: 737.8346 39/2502 [..............................] - ETA: 6:25 - loss: 61094.5572 - logits_profile_predictions_loss: 2092.5651 - logcount_predictions_loss: 725.7316 40/2502 [..............................] - ETA: 6:25 - loss: 60145.5428 - logits_profile_predictions_loss: 2091.6718 - logcount_predictions_loss: 714.0696 41/2502 [..............................] - ETA: 6:25 - loss: 59230.3352 - logits_profile_predictions_loss: 2090.7275 - logcount_predictions_loss: 702.8241 42/2502 [..............................] - ETA: 6:25 - loss: 58347.3852 - logits_profile_predictions_loss: 2089.9863 - logcount_predictions_loss: 691.9728 43/2502 [..............................] - ETA: 6:25 - loss: 57494.7815 - logits_profile_predictions_loss: 2089.2756 - logcount_predictions_loss: 681.4944 44/2502 [..............................] - ETA: 6:24 - loss: 56670.7982 - logits_profile_predictions_loss: 2088.4717 - logcount_predictions_loss: 671.3692 45/2502 [..............................] - ETA: 6:24 - loss: 55874.0552 - logits_profile_predictions_loss: 2087.6636 - logcount_predictions_loss: 661.5791 46/2502 [..............................] - ETA: 6:24 - loss: 55103.2327 - logits_profile_predictions_loss: 2086.8991 - logcount_predictions_loss: 652.1073 47/2502 [..............................] - ETA: 6:24 - loss: 54357.0973 - logits_profile_predictions_loss: 2086.2208 - logcount_predictions_loss: 642.9381 48/2502 [..............................] - ETA: 6:23 - loss: 53634.3154 - logits_profile_predictions_loss: 2085.5267 - logcount_predictions_loss: 634.0563 49/2502 [..............................] - ETA: 6:23 - loss: 52933.9541 - logits_profile_predictions_loss: 2084.9838 - logcount_predictions_loss: 625.4485 50/2502 [..............................] - ETA: 6:23 - loss: 52254.7907 - logits_profile_predictions_loss: 2084.4441 - logcount_predictions_loss: 617.1013 51/2502 [..............................] - ETA: 6:23 - loss: 51595.8756 - logits_profile_predictions_loss: 2083.9273 - logcount_predictions_loss: 609.0029 52/2502 [..............................] - ETA: 6:23 - loss: 50956.3667 - logits_profile_predictions_loss: 2083.5198 - logcount_predictions_loss: 601.1419 53/2502 [..............................] - ETA: 6:22 - loss: 50335.4078 - logits_profile_predictions_loss: 2083.2284 - logcount_predictions_loss: 593.5076 54/2502 [..............................] - ETA: 6:22 - loss: 49731.9927 - logits_profile_predictions_loss: 2082.8854 - logcount_predictions_loss: 586.0898 55/2502 [..............................] - ETA: 6:22 - loss: 49145.4988 - logits_profile_predictions_loss: 2082.6124 - logcount_predictions_loss: 578.8792 56/2502 [..............................] - ETA: 6:22 - loss: 48575.0955 - logits_profile_predictions_loss: 2082.3232 - logcount_predictions_loss: 571.8667 57/2502 [..............................] - ETA: 6:22 - loss: 48020.0604 - logits_profile_predictions_loss: 2081.9801 - logcount_predictions_loss: 565.0439 58/2502 [..............................] - ETA: 6:22 - loss: 47479.8178 - logits_profile_predictions_loss: 2081.6462 - logcount_predictions_loss: 558.4030 59/2502 [..............................] - ETA: 6:21 - loss: 46953.8214 - logits_profile_predictions_loss: 2081.3670 - logcount_predictions_loss: 551.9366 60/2502 [..............................] - ETA: 6:21 - loss: 46441.4918 - logits_profile_predictions_loss: 2081.1407 - logcount_predictions_loss: 545.6377 61/2502 [..............................] - ETA: 6:21 - loss: 45942.2331 - logits_profile_predictions_loss: 2080.9137 - logcount_predictions_loss: 539.4995 62/2502 [..............................] - ETA: 6:21 - loss: 45455.5612 - logits_profile_predictions_loss: 2080.7223 - logcount_predictions_loss: 533.5158 63/2502 [..............................] - ETA: 6:21 - loss: 44981.0118 - logits_profile_predictions_loss: 2080.5800 - logcount_predictions_loss: 527.6805 64/2502 [..............................] - ETA: 6:20 - loss: 44518.0568 - logits_profile_predictions_loss: 2080.4339 - logcount_predictions_loss: 521.9879 65/2502 [..............................] - ETA: 6:20 - loss: 44066.2133 - logits_profile_predictions_loss: 2080.2425 - logcount_predictions_loss: 516.4325 66/2502 [..............................] - ETA: 6:20 - loss: 43625.1842 - logits_profile_predictions_loss: 2080.1024 - logcount_predictions_loss: 511.0095 67/2502 [..............................] - ETA: 6:20 - loss: 43194.5024 - logits_profile_predictions_loss: 2079.9582 - logcount_predictions_loss: 505.7139 68/2502 [..............................] - ETA: 6:20 - loss: 42773.7322 - logits_profile_predictions_loss: 2079.7578 - logcount_predictions_loss: 500.5408 69/2502 [..............................] - ETA: 6:20 - loss: 42362.6308 - logits_profile_predictions_loss: 2079.5973 - logcount_predictions_loss: 495.4862 70/2502 [..............................] - ETA: 6:19 - loss: 41960.7666 - logits_profile_predictions_loss: 2079.4012 - logcount_predictions_loss: 490.5456 71/2502 [..............................] - ETA: 6:19 - loss: 41567.8553 - logits_profile_predictions_loss: 2079.2026 - logcount_predictions_loss: 485.7152 72/2502 [..............................] - ETA: 6:19 - loss: 41183.6183 - logits_profile_predictions_loss: 2079.0180 - logcount_predictions_loss: 480.9913 73/2502 [..............................] - ETA: 6:19 - loss: 40807.7658 - logits_profile_predictions_loss: 2078.8581 - logcount_predictions_loss: 476.3702 74/2502 [..............................] - ETA: 6:19 - loss: 40439.9796 - logits_profile_predictions_loss: 2078.6909 - logcount_predictions_loss: 471.8485 75/2502 [..............................] - ETA: 6:18 - loss: 40080.0019 - logits_profile_predictions_loss: 2078.5315 - logcount_predictions_loss: 467.4227 76/2502 [..............................] - ETA: 6:18 - loss: 39727.5743 - logits_profile_predictions_loss: 2078.3747 - logcount_predictions_loss: 463.0897 77/2502 [..............................] - ETA: 6:18 - loss: 39382.4241 - logits_profile_predictions_loss: 2078.1946 - logcount_predictions_loss: 458.8465 78/2502 [..............................] - ETA: 6:18 - loss: 39044.3561 - logits_profile_predictions_loss: 2078.0232 - logcount_predictions_loss: 454.6903 79/2502 [..............................] - ETA: 6:18 - loss: 38713.1862 - logits_profile_predictions_loss: 2077.8964 - logcount_predictions_loss: 450.6185 80/2502 [..............................] - ETA: 6:18 - loss: 38388.6826 - logits_profile_predictions_loss: 2077.8015 - logcount_predictions_loss: 446.6282 81/2502 [..............................] - ETA: 6:18 - loss: 38070.5852 - logits_profile_predictions_loss: 2077.6935 - logcount_predictions_loss: 442.7169 82/2502 [..............................] - ETA: 6:17 - loss: 37758.6451 - logits_profile_predictions_loss: 2077.5235 - logcount_predictions_loss: 438.8821 83/2502 [..............................] - ETA: 6:17 - loss: 37452.7843 - logits_profile_predictions_loss: 2077.3874 - logcount_predictions_loss: 435.1216 84/2502 [>.............................] - ETA: 6:17 - loss: 37152.7448 - logits_profile_predictions_loss: 2077.2176 - logcount_predictions_loss: 431.4332 85/2502 [>.............................] - ETA: 6:17 - loss: 36858.3998 - logits_profile_predictions_loss: 2077.0560 - logcount_predictions_loss: 427.8147 86/2502 [>.............................] - ETA: 6:17 - loss: 36569.5483 - logits_profile_predictions_loss: 2076.8732 - logcount_predictions_loss: 424.2641 87/2502 [>.............................] - ETA: 6:16 - loss: 36286.0564 - logits_profile_predictions_loss: 2076.6926 - logcount_predictions_loss: 420.7793 88/2502 [>.............................] - ETA: 6:16 - loss: 36007.7613 - logits_profile_predictions_loss: 2076.5072 - logcount_predictions_loss: 417.3585 89/2502 [>.............................] - ETA: 6:16 - loss: 35734.4974 - logits_profile_predictions_loss: 2076.3010 - logcount_predictions_loss: 413.9999 90/2502 [>.............................] - ETA: 6:16 - loss: 35466.1339 - logits_profile_predictions_loss: 2076.0819 - logcount_predictions_loss: 410.7017 91/2502 [>.............................] - ETA: 6:16 - loss: 35202.5599 - logits_profile_predictions_loss: 2075.8725 - logcount_predictions_loss: 407.4622 92/2502 [>.............................] - ETA: 6:16 - loss: 34943.6594 - logits_profile_predictions_loss: 2075.6875 - logcount_predictions_loss: 404.2800 93/2502 [>.............................] - ETA: 6:16 - loss: 34689.2526 - logits_profile_predictions_loss: 2075.4823 - logcount_predictions_loss: 401.1533 94/2502 [>.............................] - ETA: 6:15 - loss: 34439.2706 - logits_profile_predictions_loss: 2075.3034 - logcount_predictions_loss: 398.0807 95/2502 [>.............................] - ETA: 6:15 - loss: 34193.5875 - logits_profile_predictions_loss: 2075.1415 - logcount_predictions_loss: 395.0607 96/2502 [>.............................] - ETA: 6:15 - loss: 33952.0801 - logits_profile_predictions_loss: 2074.9864 - logcount_predictions_loss: 392.0921 97/2502 [>.............................] - ETA: 6:15 - loss: 33714.6055 - logits_profile_predictions_loss: 2074.8089 - logcount_predictions_loss: 389.1733 98/2502 [>.............................] - ETA: 6:15 - loss: 33481.0648 - logits_profile_predictions_loss: 2074.6188 - logcount_predictions_loss: 386.3031 99/2502 [>.............................] - ETA: 6:15 - loss: 33251.3465 - logits_profile_predictions_loss: 2074.4081 - logcount_predictions_loss: 383.4801 100/2502 [>.............................] - ETA: 6:14 - loss: 33025.3817 - logits_profile_predictions_loss: 2074.2002 - logcount_predictions_loss: 380.7033 101/2502 [>.............................] - ETA: 6:14 - loss: 32803.0812 - logits_profile_predictions_loss: 2073.9992 - logcount_predictions_loss: 377.9714 102/2502 [>.............................] - ETA: 6:14 - loss: 32584.3537 - logits_profile_predictions_loss: 2073.8050 - logcount_predictions_loss: 375.2834 103/2502 [>.............................] - ETA: 6:14 - loss: 32369.0727 - logits_profile_predictions_loss: 2073.5863 - logcount_predictions_loss: 372.6381 104/2502 [>.............................] - ETA: 6:14 - loss: 32157.1538 - logits_profile_predictions_loss: 2073.3423 - 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ETA: 0s - loss: 4413.4076 - logits_profile_predictions_loss: 1912.2219 - logcount_predictions_loss: 30.7649 2502/2502 [==============================] - ETA: 0s - loss: 4412.5525 - logits_profile_predictions_loss: 1912.1838 - logcount_predictions_loss: 30.7549 2502/2502 [==============================] - 422s 166ms/step - loss: 4411.6980 - logits_profile_predictions_loss: 1912.1458 - logcount_predictions_loss: 30.7448 - val_loss: 1785.4684 - val_logits_profile_predictions_loss: 1733.1869 - val_logcount_predictions_loss: 0.6431 Epoch 00001: val_loss improved from inf to 1785.46838, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 2/50 1/2502 [..............................] - ETA: 9:50 - loss: 1963.6970 - logits_profile_predictions_loss: 1902.8698 - logcount_predictions_loss: 0.7482 2/2502 [..............................] - ETA: 6:45 - loss: 1874.7352 - logits_profile_predictions_loss: 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logcount_predictions_loss: 0.6455 2499/2502 [============================>.] - ETA: 0s - loss: 1718.8480 - logits_profile_predictions_loss: 1666.3733 - logcount_predictions_loss: 0.6455 2500/2502 [============================>.] - ETA: 0s - loss: 1718.8416 - logits_profile_predictions_loss: 1666.3675 - logcount_predictions_loss: 0.6454 2501/2502 [============================>.] - ETA: 0s - loss: 1718.8352 - logits_profile_predictions_loss: 1666.3618 - logcount_predictions_loss: 0.6454 2502/2502 [==============================] - ETA: 0s - loss: 1718.8288 - logits_profile_predictions_loss: 1666.3560 - logcount_predictions_loss: 0.6454 2502/2502 [==============================] - 412s 165ms/step - loss: 1718.8223 - logits_profile_predictions_loss: 1666.3502 - logcount_predictions_loss: 0.6454 - val_loss: 1723.1460 - val_logits_profile_predictions_loss: 1676.9672 - val_logcount_predictions_loss: 0.5680 Epoch 00002: val_loss improved from 1785.46838 to 1723.14600, saving model to 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[..............................] - ETA: 6:27 - loss: 1560.4730 - logits_profile_predictions_loss: 1524.9636 - logcount_predictions_loss: 0.4368 5/2502 [..............................] - ETA: 6:28 - loss: 1558.1216 - logits_profile_predictions_loss: 1522.1367 - logcount_predictions_loss: 0.4426 6/2502 [..............................] - ETA: 6:28 - loss: 1560.4459 - logits_profile_predictions_loss: 1524.2133 - logcount_predictions_loss: 0.4457 7/2502 [..............................] - ETA: 6:28 - loss: 1566.8589 - logits_profile_predictions_loss: 1530.5073 - logcount_predictions_loss: 0.4471 8/2502 [..............................] - ETA: 6:29 - loss: 1572.7695 - logits_profile_predictions_loss: 1536.3732 - logcount_predictions_loss: 0.4477 9/2502 [..............................] - ETA: 6:29 - loss: 1579.1170 - logits_profile_predictions_loss: 1542.5977 - logcount_predictions_loss: 0.4492 10/2502 [..............................] - ETA: 6:28 - loss: 1584.6237 - 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[..............................] - ETA: 6:27 - loss: 1599.8547 - logits_profile_predictions_loss: 1561.6240 - logcount_predictions_loss: 0.4702 18/2502 [..............................] - ETA: 6:27 - loss: 1601.7346 - logits_profile_predictions_loss: 1563.3018 - logcount_predictions_loss: 0.4727 19/2502 [..............................] - ETA: 6:27 - loss: 1603.2458 - logits_profile_predictions_loss: 1564.6297 - logcount_predictions_loss: 0.4750 20/2502 [..............................] - ETA: 6:27 - loss: 1604.3170 - logits_profile_predictions_loss: 1565.5255 - logcount_predictions_loss: 0.4771 21/2502 [..............................] - ETA: 6:27 - loss: 1605.4381 - logits_profile_predictions_loss: 1566.4499 - logcount_predictions_loss: 0.4796 22/2502 [..............................] - ETA: 6:27 - loss: 1606.8875 - logits_profile_predictions_loss: 1567.6674 - logcount_predictions_loss: 0.4824 23/2502 [..............................] - ETA: 6:27 - loss: 1608.3797 - logits_profile_predictions_loss: 1568.9250 - logcount_predictions_loss: 0.4853 24/2502 [..............................] - ETA: 6:27 - loss: 1609.4544 - logits_profile_predictions_loss: 1569.7724 - logcount_predictions_loss: 0.4881 25/2502 [..............................] - ETA: 6:26 - loss: 1610.7377 - logits_profile_predictions_loss: 1570.8335 - logcount_predictions_loss: 0.4908 26/2502 [..............................] - ETA: 6:26 - loss: 1611.9116 - logits_profile_predictions_loss: 1571.8012 - logcount_predictions_loss: 0.4934 27/2502 [..............................] - ETA: 6:26 - loss: 1612.9774 - logits_profile_predictions_loss: 1572.6690 - logcount_predictions_loss: 0.4958 28/2502 [..............................] - ETA: 6:26 - loss: 1614.0391 - logits_profile_predictions_loss: 1573.5354 - logcount_predictions_loss: 0.4982 29/2502 [..............................] - ETA: 6:26 - loss: 1615.0476 - logits_profile_predictions_loss: 1574.3634 - logcount_predictions_loss: 0.5004 30/2502 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[..............................] - ETA: 6:22 - loss: 1634.4637 - logits_profile_predictions_loss: 1590.9686 - logcount_predictions_loss: 0.5350 57/2502 [..............................] - ETA: 6:22 - loss: 1634.9194 - logits_profile_predictions_loss: 1591.3566 - logcount_predictions_loss: 0.5358 58/2502 [..............................] - ETA: 6:22 - loss: 1635.3341 - logits_profile_predictions_loss: 1591.7115 - logcount_predictions_loss: 0.5366 59/2502 [..............................] - ETA: 6:22 - loss: 1635.7593 - logits_profile_predictions_loss: 1592.0854 - logcount_predictions_loss: 0.5372 60/2502 [..............................] - ETA: 6:21 - loss: 1636.2070 - logits_profile_predictions_loss: 1592.4861 - logcount_predictions_loss: 0.5378 61/2502 [..............................] - ETA: 6:21 - loss: 1636.6623 - logits_profile_predictions_loss: 1592.8984 - logcount_predictions_loss: 0.5383 62/2502 [..............................] - ETA: 6:21 - loss: 1637.0968 - 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[..............................] - ETA: 6:20 - loss: 1639.8153 - logits_profile_predictions_loss: 1595.7810 - logcount_predictions_loss: 0.5416 70/2502 [..............................] - ETA: 6:20 - loss: 1640.1596 - logits_profile_predictions_loss: 1596.1006 - logcount_predictions_loss: 0.5419 71/2502 [..............................] - ETA: 6:20 - loss: 1640.4631 - logits_profile_predictions_loss: 1596.3799 - logcount_predictions_loss: 0.5422 72/2502 [..............................] - ETA: 6:20 - loss: 1640.7723 - logits_profile_predictions_loss: 1596.6654 - logcount_predictions_loss: 0.5425 73/2502 [..............................] - ETA: 6:20 - loss: 1641.0467 - logits_profile_predictions_loss: 1596.9186 - logcount_predictions_loss: 0.5428 74/2502 [..............................] - ETA: 6:20 - loss: 1641.2785 - logits_profile_predictions_loss: 1597.1306 - logcount_predictions_loss: 0.5430 75/2502 [..............................] - ETA: 6:20 - loss: 1641.4825 - 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logits_profile_predictions_loss: 1601.6486 - logcount_predictions_loss: 0.5499 154/2502 [>.............................] - ETA: 6:08 - loss: 1646.3137 - logits_profile_predictions_loss: 1601.6071 - logcount_predictions_loss: 0.5499 155/2502 [>.............................] - ETA: 6:07 - loss: 1646.2762 - logits_profile_predictions_loss: 1601.5687 - logcount_predictions_loss: 0.5499 156/2502 [>.............................] - ETA: 6:07 - loss: 1646.2321 - logits_profile_predictions_loss: 1601.5231 - logcount_predictions_loss: 0.5499 157/2502 [>.............................] - ETA: 6:07 - loss: 1646.1844 - logits_profile_predictions_loss: 1601.4747 - logcount_predictions_loss: 0.5499 158/2502 [>.............................] - ETA: 6:07 - loss: 1646.1370 - logits_profile_predictions_loss: 1601.4263 - logcount_predictions_loss: 0.5499 159/2502 [>.............................] - ETA: 6:07 - loss: 1646.0865 - logits_profile_predictions_loss: 1601.3752 - logcount_predictions_loss: 0.5500 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logits_profile_predictions_loss: 1601.1092 - logcount_predictions_loss: 0.5499 167/2502 [=>............................] - ETA: 6:06 - loss: 1645.7795 - logits_profile_predictions_loss: 1601.0717 - logcount_predictions_loss: 0.5499 168/2502 [=>............................] - ETA: 6:05 - loss: 1645.7452 - logits_profile_predictions_loss: 1601.0382 - logcount_predictions_loss: 0.5499 169/2502 [=>............................] - ETA: 6:05 - loss: 1645.7173 - logits_profile_predictions_loss: 1601.0114 - logcount_predictions_loss: 0.5499 170/2502 [=>............................] - ETA: 6:05 - loss: 1645.6847 - logits_profile_predictions_loss: 1600.9798 - logcount_predictions_loss: 0.5499 171/2502 [=>............................] - ETA: 6:05 - loss: 1645.6543 - logits_profile_predictions_loss: 1600.9503 - logcount_predictions_loss: 0.5499 172/2502 [=>............................] - ETA: 6:05 - loss: 1645.6185 - logits_profile_predictions_loss: 1600.9158 - logcount_predictions_loss: 0.5499 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logits_profile_predictions_loss: 1600.7800 - logcount_predictions_loss: 0.5499 180/2502 [=>............................] - ETA: 6:04 - loss: 1645.4739 - logits_profile_predictions_loss: 1600.7669 - logcount_predictions_loss: 0.5499 181/2502 [=>............................] - ETA: 6:03 - loss: 1645.4590 - logits_profile_predictions_loss: 1600.7511 - logcount_predictions_loss: 0.5499 182/2502 [=>............................] - ETA: 6:03 - loss: 1645.4449 - logits_profile_predictions_loss: 1600.7362 - logcount_predictions_loss: 0.5499 183/2502 [=>............................] - ETA: 6:03 - loss: 1645.4307 - logits_profile_predictions_loss: 1600.7208 - logcount_predictions_loss: 0.5499 184/2502 [=>............................] - ETA: 6:03 - loss: 1645.4140 - logits_profile_predictions_loss: 1600.7034 - logcount_predictions_loss: 0.5499 185/2502 [=>............................] - ETA: 6:03 - loss: 1645.3962 - logits_profile_predictions_loss: 1600.6854 - logcount_predictions_loss: 0.5499 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logits_profile_predictions_loss: 1600.5805 - logcount_predictions_loss: 0.5499 193/2502 [=>............................] - ETA: 6:02 - loss: 1645.2728 - logits_profile_predictions_loss: 1600.5631 - logcount_predictions_loss: 0.5499 194/2502 [=>............................] - ETA: 6:01 - loss: 1645.2580 - logits_profile_predictions_loss: 1600.5487 - logcount_predictions_loss: 0.5499 195/2502 [=>............................] - ETA: 6:01 - loss: 1645.2404 - logits_profile_predictions_loss: 1600.5313 - logcount_predictions_loss: 0.5499 196/2502 [=>............................] - ETA: 6:01 - loss: 1645.2312 - logits_profile_predictions_loss: 1600.5225 - logcount_predictions_loss: 0.5499 197/2502 [=>............................] - ETA: 6:01 - loss: 1645.2216 - logits_profile_predictions_loss: 1600.5129 - logcount_predictions_loss: 0.5499 198/2502 [=>............................] - ETA: 6:01 - loss: 1645.2085 - logits_profile_predictions_loss: 1600.4997 - logcount_predictions_loss: 0.5499 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logits_profile_predictions_loss: 1600.0215 - logcount_predictions_loss: 0.5504 245/2502 [=>............................] - ETA: 5:54 - loss: 1644.7768 - logits_profile_predictions_loss: 1600.0268 - logcount_predictions_loss: 0.5504 246/2502 [=>............................] - ETA: 5:53 - loss: 1644.7839 - logits_profile_predictions_loss: 1600.0329 - logcount_predictions_loss: 0.5504 247/2502 [=>............................] - ETA: 5:53 - loss: 1644.7925 - logits_profile_predictions_loss: 1600.0404 - logcount_predictions_loss: 0.5505 248/2502 [=>............................] - ETA: 5:53 - loss: 1644.8030 - logits_profile_predictions_loss: 1600.0496 - logcount_predictions_loss: 0.5505 249/2502 [=>............................] - ETA: 5:53 - loss: 1644.8131 - logits_profile_predictions_loss: 1600.0584 - logcount_predictions_loss: 0.5505 250/2502 [=>............................] - ETA: 5:53 - loss: 1644.8204 - logits_profile_predictions_loss: 1600.0643 - logcount_predictions_loss: 0.5505 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logcount_predictions_loss: 0.5421 2500/2502 [============================>.] - ETA: 0s - loss: 1637.9853 - logits_profile_predictions_loss: 1593.9120 - logcount_predictions_loss: 0.5421 2501/2502 [============================>.] - ETA: 0s - loss: 1637.9825 - logits_profile_predictions_loss: 1593.9095 - logcount_predictions_loss: 0.5421 2502/2502 [==============================] - ETA: 0s - loss: 1637.9796 - logits_profile_predictions_loss: 1593.9069 - logcount_predictions_loss: 0.5421 2502/2502 [==============================] - 411s 164ms/step - loss: 1637.9768 - logits_profile_predictions_loss: 1593.9044 - logcount_predictions_loss: 0.5421 - val_loss: 1667.3832 - val_logits_profile_predictions_loss: 1628.6243 - val_logcount_predictions_loss: 0.4767 Epoch 00004: val_loss improved from 1686.28650 to 1667.38318, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 5/50 1/2502 [..............................] - ETA: 9:45 - loss: 1554.7756 - logits_profile_predictions_loss: 1524.6458 - logcount_predictions_loss: 0.3706 2/2502 [..............................] - ETA: 6:52 - loss: 1582.8916 - logits_profile_predictions_loss: 1550.0093 - logcount_predictions_loss: 0.4045 3/2502 [..............................] - ETA: 6:40 - loss: 1576.1385 - logits_profile_predictions_loss: 1541.6865 - logcount_predictions_loss: 0.4238 4/2502 [..............................] - ETA: 6:36 - loss: 1567.3309 - logits_profile_predictions_loss: 1531.9816 - logcount_predictions_loss: 0.4348 5/2502 [..............................] - ETA: 6:34 - loss: 1562.9329 - logits_profile_predictions_loss: 1527.2636 - logcount_predictions_loss: 0.4387 6/2502 [..............................] - ETA: 6:32 - loss: 1560.2560 - logits_profile_predictions_loss: 1524.1440 - logcount_predictions_loss: 0.4442 7/2502 [..............................] - ETA: 6:32 - loss: 1558.2237 - 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[..............................] - ETA: 6:29 - loss: 1558.3187 - logits_profile_predictions_loss: 1520.8624 - logcount_predictions_loss: 0.4607 15/2502 [..............................] - ETA: 6:29 - loss: 1558.7592 - logits_profile_predictions_loss: 1521.1606 - logcount_predictions_loss: 0.4625 16/2502 [..............................] - ETA: 6:29 - loss: 1558.7970 - logits_profile_predictions_loss: 1521.0901 - logcount_predictions_loss: 0.4638 17/2502 [..............................] - ETA: 6:29 - loss: 1559.2437 - logits_profile_predictions_loss: 1521.4640 - logcount_predictions_loss: 0.4647 18/2502 [..............................] - ETA: 6:28 - loss: 1559.4444 - logits_profile_predictions_loss: 1521.5832 - logcount_predictions_loss: 0.4657 19/2502 [..............................] - ETA: 6:28 - loss: 1559.3495 - logits_profile_predictions_loss: 1521.4142 - logcount_predictions_loss: 0.4666 20/2502 [..............................] - ETA: 6:28 - loss: 1559.2688 - 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[..............................] - ETA: 6:27 - loss: 1563.8255 - logits_profile_predictions_loss: 1525.3373 - logcount_predictions_loss: 0.4734 28/2502 [..............................] - ETA: 6:26 - loss: 1564.2090 - logits_profile_predictions_loss: 1525.6751 - logcount_predictions_loss: 0.4740 29/2502 [..............................] - ETA: 6:26 - loss: 1564.4400 - logits_profile_predictions_loss: 1525.8643 - logcount_predictions_loss: 0.4745 30/2502 [..............................] - ETA: 6:26 - loss: 1564.5557 - logits_profile_predictions_loss: 1525.9421 - logcount_predictions_loss: 0.4750 31/2502 [..............................] - ETA: 6:26 - loss: 1564.8437 - logits_profile_predictions_loss: 1526.1789 - logcount_predictions_loss: 0.4756 32/2502 [..............................] - ETA: 6:26 - loss: 1565.3306 - logits_profile_predictions_loss: 1526.6041 - logcount_predictions_loss: 0.4763 33/2502 [..............................] - ETA: 6:26 - loss: 1565.8311 - 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logits_profile_predictions_loss: 1559.4544 - logcount_predictions_loss: 0.5098 333/2502 [==>...........................] - ETA: 5:40 - loss: 1600.9413 - logits_profile_predictions_loss: 1559.4899 - logcount_predictions_loss: 0.5099 334/2502 [===>..........................] - ETA: 5:40 - loss: 1600.9790 - logits_profile_predictions_loss: 1559.5254 - logcount_predictions_loss: 0.5099 335/2502 [===>..........................] - ETA: 5:39 - loss: 1601.0172 - logits_profile_predictions_loss: 1559.5614 - logcount_predictions_loss: 0.5099 336/2502 [===>..........................] - ETA: 5:39 - loss: 1601.0540 - logits_profile_predictions_loss: 1559.5961 - logcount_predictions_loss: 0.5099 337/2502 [===>..........................] - ETA: 5:39 - loss: 1601.0905 - logits_profile_predictions_loss: 1559.6304 - logcount_predictions_loss: 0.5100 338/2502 [===>..........................] - ETA: 5:39 - loss: 1601.1276 - logits_profile_predictions_loss: 1559.6654 - logcount_predictions_loss: 0.5100 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417/2502 [====>.........................] - ETA: 5:27 - loss: 1602.8110 - logits_profile_predictions_loss: 1561.2451 - logcount_predictions_loss: 0.5113 418/2502 [====>.........................] - ETA: 5:27 - loss: 1602.8213 - logits_profile_predictions_loss: 1561.2545 - logcount_predictions_loss: 0.5113 419/2502 [====>.........................] - ETA: 5:26 - loss: 1602.8319 - logits_profile_predictions_loss: 1561.2643 - logcount_predictions_loss: 0.5113 420/2502 [====>.........................] - ETA: 5:26 - loss: 1602.8428 - logits_profile_predictions_loss: 1561.2742 - logcount_predictions_loss: 0.5113 421/2502 [====>.........................] - ETA: 5:26 - loss: 1602.8534 - logits_profile_predictions_loss: 1561.2838 - logcount_predictions_loss: 0.5113 422/2502 [====>.........................] - ETA: 5:26 - loss: 1602.8646 - logits_profile_predictions_loss: 1561.2939 - logcount_predictions_loss: 0.5113 423/2502 [====>.........................] - ETA: 5:26 - loss: 1602.8758 - logits_profile_predictions_loss: 1561.3039 - logcount_predictions_loss: 0.5113 424/2502 [====>.........................] - ETA: 5:26 - loss: 1602.8875 - logits_profile_predictions_loss: 1561.3145 - logcount_predictions_loss: 0.5114 425/2502 [====>.........................] - ETA: 5:26 - loss: 1602.8995 - logits_profile_predictions_loss: 1561.3254 - logcount_predictions_loss: 0.5114 426/2502 [====>.........................] - ETA: 5:25 - loss: 1602.9115 - logits_profile_predictions_loss: 1561.3360 - logcount_predictions_loss: 0.5114 427/2502 [====>.........................] - ETA: 5:25 - loss: 1602.9234 - logits_profile_predictions_loss: 1561.3464 - logcount_predictions_loss: 0.5114 428/2502 [====>.........................] - ETA: 5:25 - loss: 1602.9351 - logits_profile_predictions_loss: 1561.3568 - logcount_predictions_loss: 0.5114 429/2502 [====>.........................] - ETA: 5:25 - loss: 1602.9469 - logits_profile_predictions_loss: 1561.3671 - logcount_predictions_loss: 0.5114 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logits_profile_predictions_loss: 1561.4425 - logcount_predictions_loss: 0.5116 437/2502 [====>.........................] - ETA: 5:24 - loss: 1603.0453 - logits_profile_predictions_loss: 1561.4545 - logcount_predictions_loss: 0.5116 438/2502 [====>.........................] - ETA: 5:24 - loss: 1603.0578 - logits_profile_predictions_loss: 1561.4657 - logcount_predictions_loss: 0.5116 439/2502 [====>.........................] - ETA: 5:23 - loss: 1603.0711 - logits_profile_predictions_loss: 1561.4777 - logcount_predictions_loss: 0.5116 440/2502 [====>.........................] - ETA: 5:23 - loss: 1603.0848 - logits_profile_predictions_loss: 1561.4902 - logcount_predictions_loss: 0.5116 441/2502 [====>.........................] - ETA: 5:23 - loss: 1603.0988 - logits_profile_predictions_loss: 1561.5030 - logcount_predictions_loss: 0.5116 442/2502 [====>.........................] - ETA: 5:23 - loss: 1603.1122 - logits_profile_predictions_loss: 1561.5152 - logcount_predictions_loss: 0.5116 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logcount_predictions_loss: 0.5094 2445/2502 [============================>.] - ETA: 8s - loss: 1607.8285 - logits_profile_predictions_loss: 1566.4191 - logcount_predictions_loss: 0.5094 2446/2502 [============================>.] - ETA: 8s - loss: 1607.8299 - logits_profile_predictions_loss: 1566.4207 - logcount_predictions_loss: 0.5094 2447/2502 [============================>.] - ETA: 8s - loss: 1607.8313 - logits_profile_predictions_loss: 1566.4223 - logcount_predictions_loss: 0.5093 2448/2502 [============================>.] - ETA: 8s - loss: 1607.8327 - logits_profile_predictions_loss: 1566.4238 - logcount_predictions_loss: 0.5093 2449/2502 [============================>.] - ETA: 8s - loss: 1607.8341 - logits_profile_predictions_loss: 1566.4253 - logcount_predictions_loss: 0.5093 2450/2502 [============================>.] - ETA: 8s - loss: 1607.8354 - logits_profile_predictions_loss: 1566.4269 - logcount_predictions_loss: 0.5093 2451/2502 [============================>.] - ETA: 8s - loss: 1607.8368 - logits_profile_predictions_loss: 1566.4284 - logcount_predictions_loss: 0.5093 2452/2502 [============================>.] - ETA: 7s - loss: 1607.8382 - logits_profile_predictions_loss: 1566.4299 - logcount_predictions_loss: 0.5093 2453/2502 [============================>.] - ETA: 7s - loss: 1607.8395 - logits_profile_predictions_loss: 1566.4315 - logcount_predictions_loss: 0.5093 2454/2502 [============================>.] - ETA: 7s - loss: 1607.8409 - logits_profile_predictions_loss: 1566.4330 - logcount_predictions_loss: 0.5093 2455/2502 [============================>.] - ETA: 7s - loss: 1607.8422 - logits_profile_predictions_loss: 1566.4345 - logcount_predictions_loss: 0.5093 2456/2502 [============================>.] - ETA: 7s - loss: 1607.8436 - logits_profile_predictions_loss: 1566.4360 - logcount_predictions_loss: 0.5093 2457/2502 [============================>.] - ETA: 7s - loss: 1607.8449 - logits_profile_predictions_loss: 1566.4375 - logcount_predictions_loss: 0.5093 2458/2502 [============================>.] - ETA: 6s - loss: 1607.8462 - logits_profile_predictions_loss: 1566.4389 - logcount_predictions_loss: 0.5093 2459/2502 [============================>.] - ETA: 6s - loss: 1607.8475 - logits_profile_predictions_loss: 1566.4404 - logcount_predictions_loss: 0.5093 2460/2502 [============================>.] - ETA: 6s - loss: 1607.8487 - logits_profile_predictions_loss: 1566.4418 - logcount_predictions_loss: 0.5093 2461/2502 [============================>.] - ETA: 6s - loss: 1607.8500 - logits_profile_predictions_loss: 1566.4432 - logcount_predictions_loss: 0.5093 2462/2502 [============================>.] - ETA: 6s - loss: 1607.8512 - logits_profile_predictions_loss: 1566.4447 - logcount_predictions_loss: 0.5093 2463/2502 [============================>.] - ETA: 6s - loss: 1607.8525 - logits_profile_predictions_loss: 1566.4461 - logcount_predictions_loss: 0.5093 2464/2502 [============================>.] - ETA: 5s - loss: 1607.8538 - logits_profile_predictions_loss: 1566.4475 - logcount_predictions_loss: 0.5093 2465/2502 [============================>.] - ETA: 5s - loss: 1607.8551 - logits_profile_predictions_loss: 1566.4490 - logcount_predictions_loss: 0.5093 2466/2502 [============================>.] - ETA: 5s - loss: 1607.8563 - logits_profile_predictions_loss: 1566.4505 - logcount_predictions_loss: 0.5093 2467/2502 [============================>.] - ETA: 5s - loss: 1607.8576 - logits_profile_predictions_loss: 1566.4519 - logcount_predictions_loss: 0.5093 2468/2502 [============================>.] - ETA: 5s - loss: 1607.8590 - logits_profile_predictions_loss: 1566.4534 - logcount_predictions_loss: 0.5093 2469/2502 [============================>.] - ETA: 5s - loss: 1607.8602 - logits_profile_predictions_loss: 1566.4549 - logcount_predictions_loss: 0.5093 2470/2502 [============================>.] - ETA: 5s - loss: 1607.8615 - logits_profile_predictions_loss: 1566.4563 - logcount_predictions_loss: 0.5093 2471/2502 [============================>.] - ETA: 4s - loss: 1607.8628 - logits_profile_predictions_loss: 1566.4577 - logcount_predictions_loss: 0.5093 2472/2502 [============================>.] - ETA: 4s - loss: 1607.8640 - logits_profile_predictions_loss: 1566.4591 - logcount_predictions_loss: 0.5093 2473/2502 [============================>.] - ETA: 4s - loss: 1607.8653 - logits_profile_predictions_loss: 1566.4606 - logcount_predictions_loss: 0.5093 2474/2502 [============================>.] - ETA: 4s - loss: 1607.8665 - logits_profile_predictions_loss: 1566.4620 - logcount_predictions_loss: 0.5093 2475/2502 [============================>.] - ETA: 4s - loss: 1607.8678 - logits_profile_predictions_loss: 1566.4634 - logcount_predictions_loss: 0.5093 2476/2502 [============================>.] - ETA: 4s - loss: 1607.8691 - logits_profile_predictions_loss: 1566.4649 - logcount_predictions_loss: 0.5093 2477/2502 [============================>.] - ETA: 3s - loss: 1607.8704 - logits_profile_predictions_loss: 1566.4663 - logcount_predictions_loss: 0.5093 2478/2502 [============================>.] - ETA: 3s - loss: 1607.8717 - logits_profile_predictions_loss: 1566.4678 - logcount_predictions_loss: 0.5093 2479/2502 [============================>.] - ETA: 3s - loss: 1607.8729 - logits_profile_predictions_loss: 1566.4692 - logcount_predictions_loss: 0.5093 2480/2502 [============================>.] - ETA: 3s - loss: 1607.8742 - logits_profile_predictions_loss: 1566.4706 - logcount_predictions_loss: 0.5093 2481/2502 [============================>.] - ETA: 3s - loss: 1607.8754 - logits_profile_predictions_loss: 1566.4720 - logcount_predictions_loss: 0.5093 2482/2502 [============================>.] - ETA: 3s - loss: 1607.8767 - logits_profile_predictions_loss: 1566.4734 - logcount_predictions_loss: 0.5093 2483/2502 [============================>.] - ETA: 2s - loss: 1607.8779 - logits_profile_predictions_loss: 1566.4749 - logcount_predictions_loss: 0.5093 2484/2502 [============================>.] - ETA: 2s - loss: 1607.8792 - logits_profile_predictions_loss: 1566.4763 - logcount_predictions_loss: 0.5093 2485/2502 [============================>.] - ETA: 2s - loss: 1607.8804 - logits_profile_predictions_loss: 1566.4776 - logcount_predictions_loss: 0.5093 2486/2502 [============================>.] - ETA: 2s - loss: 1607.8816 - logits_profile_predictions_loss: 1566.4790 - logcount_predictions_loss: 0.5093 2487/2502 [============================>.] - ETA: 2s - loss: 1607.8828 - logits_profile_predictions_loss: 1566.4803 - logcount_predictions_loss: 0.5093 2488/2502 [============================>.] - ETA: 2s - loss: 1607.8840 - logits_profile_predictions_loss: 1566.4817 - logcount_predictions_loss: 0.5093 2489/2502 [============================>.] - ETA: 2s - loss: 1607.8852 - logits_profile_predictions_loss: 1566.4831 - logcount_predictions_loss: 0.5093 2490/2502 [============================>.] - ETA: 1s - loss: 1607.8864 - logits_profile_predictions_loss: 1566.4844 - logcount_predictions_loss: 0.5093 2491/2502 [============================>.] - ETA: 1s - loss: 1607.8876 - logits_profile_predictions_loss: 1566.4858 - logcount_predictions_loss: 0.5093 2492/2502 [============================>.] - ETA: 1s - loss: 1607.8888 - logits_profile_predictions_loss: 1566.4871 - logcount_predictions_loss: 0.5093 2493/2502 [============================>.] - ETA: 1s - loss: 1607.8900 - logits_profile_predictions_loss: 1566.4885 - logcount_predictions_loss: 0.5093 2494/2502 [============================>.] - ETA: 1s - loss: 1607.8911 - logits_profile_predictions_loss: 1566.4898 - logcount_predictions_loss: 0.5093 2495/2502 [============================>.] - ETA: 1s - loss: 1607.8923 - logits_profile_predictions_loss: 1566.4911 - logcount_predictions_loss: 0.5093 2496/2502 [============================>.] - ETA: 0s - loss: 1607.8934 - logits_profile_predictions_loss: 1566.4924 - logcount_predictions_loss: 0.5093 2497/2502 [============================>.] - ETA: 0s - loss: 1607.8946 - logits_profile_predictions_loss: 1566.4937 - logcount_predictions_loss: 0.5092 2498/2502 [============================>.] - ETA: 0s - loss: 1607.8958 - logits_profile_predictions_loss: 1566.4950 - logcount_predictions_loss: 0.5092 2499/2502 [============================>.] - ETA: 0s - loss: 1607.8969 - logits_profile_predictions_loss: 1566.4963 - logcount_predictions_loss: 0.5092 2500/2502 [============================>.] - ETA: 0s - loss: 1607.8981 - logits_profile_predictions_loss: 1566.4976 - logcount_predictions_loss: 0.5092 2501/2502 [============================>.] - ETA: 0s - loss: 1607.8992 - logits_profile_predictions_loss: 1566.4989 - logcount_predictions_loss: 0.5092 2502/2502 [==============================] - ETA: 0s - loss: 1607.9005 - logits_profile_predictions_loss: 1566.5002 - logcount_predictions_loss: 0.5092 2502/2502 [==============================] - 410s 164ms/step - loss: 1607.9017 - logits_profile_predictions_loss: 1566.5016 - logcount_predictions_loss: 0.5092 - val_loss: 1671.8419 - val_logits_profile_predictions_loss: 1622.4117 - val_logcount_predictions_loss: 0.6080 Epoch 00005: val_loss did not improve from 1667.38318 Epoch 6/50 1/2502 [..............................] - ETA: 9:47 - loss: 1865.4069 - logits_profile_predictions_loss: 1813.6288 - logcount_predictions_loss: 0.6369 2/2502 [..............................] - ETA: 7:10 - loss: 1784.6961 - logits_profile_predictions_loss: 1733.1848 - logcount_predictions_loss: 0.6336 3/2502 [..............................] - ETA: 6:49 - loss: 1752.1573 - logits_profile_predictions_loss: 1699.2236 - logcount_predictions_loss: 0.6511 4/2502 [..............................] - ETA: 6:41 - loss: 1755.7913 - logits_profile_predictions_loss: 1702.1313 - logcount_predictions_loss: 0.6600 5/2502 [..............................] - ETA: 6:38 - loss: 1747.3291 - logits_profile_predictions_loss: 1693.8891 - logcount_predictions_loss: 0.6573 6/2502 [..............................] - ETA: 6:36 - loss: 1739.9007 - logits_profile_predictions_loss: 1686.1627 - logcount_predictions_loss: 0.6610 7/2502 [..............................] - ETA: 6:34 - loss: 1731.8117 - logits_profile_predictions_loss: 1678.2396 - logcount_predictions_loss: 0.6589 8/2502 [..............................] - ETA: 6:33 - loss: 1720.0565 - logits_profile_predictions_loss: 1666.8020 - logcount_predictions_loss: 0.6550 9/2502 [..............................] - ETA: 6:33 - loss: 1710.5392 - logits_profile_predictions_loss: 1657.7616 - logcount_predictions_loss: 0.6492 10/2502 [..............................] - ETA: 6:32 - loss: 1705.6179 - logits_profile_predictions_loss: 1653.3183 - logcount_predictions_loss: 0.6433 11/2502 [..............................] - ETA: 6:31 - loss: 1701.4421 - logits_profile_predictions_loss: 1649.5787 - logcount_predictions_loss: 0.6379 12/2502 [..............................] - ETA: 6:31 - loss: 1697.4624 - logits_profile_predictions_loss: 1645.9634 - logcount_predictions_loss: 0.6334 13/2502 [..............................] - ETA: 6:30 - loss: 1694.2907 - logits_profile_predictions_loss: 1643.1104 - logcount_predictions_loss: 0.6295 14/2502 [..............................] - ETA: 6:30 - loss: 1690.3833 - logits_profile_predictions_loss: 1639.3455 - logcount_predictions_loss: 0.6278 15/2502 [..............................] - ETA: 6:29 - loss: 1686.1181 - logits_profile_predictions_loss: 1635.2653 - logcount_predictions_loss: 0.6255 16/2502 [..............................] - ETA: 6:29 - loss: 1682.0210 - logits_profile_predictions_loss: 1631.4119 - logcount_predictions_loss: 0.6225 17/2502 [..............................] - ETA: 6:29 - loss: 1678.4416 - logits_profile_predictions_loss: 1628.0766 - logcount_predictions_loss: 0.6195 18/2502 [..............................] - ETA: 6:28 - loss: 1674.9936 - logits_profile_predictions_loss: 1624.9187 - logcount_predictions_loss: 0.6159 19/2502 [..............................] - ETA: 6:30 - loss: 1672.3415 - logits_profile_predictions_loss: 1622.5482 - logcount_predictions_loss: 0.6125 20/2502 [..............................] - ETA: 6:30 - loss: 1670.0718 - logits_profile_predictions_loss: 1620.5467 - logcount_predictions_loss: 0.6092 21/2502 [..............................] - ETA: 6:30 - loss: 1667.8064 - logits_profile_predictions_loss: 1618.5525 - logcount_predictions_loss: 0.6058 22/2502 [..............................] - ETA: 6:29 - loss: 1665.9004 - logits_profile_predictions_loss: 1616.8808 - logcount_predictions_loss: 0.6029 23/2502 [..............................] - ETA: 6:29 - loss: 1664.3821 - logits_profile_predictions_loss: 1615.5889 - logcount_predictions_loss: 0.6002 24/2502 [..............................] - ETA: 6:29 - loss: 1662.7734 - logits_profile_predictions_loss: 1614.1929 - logcount_predictions_loss: 0.5975 25/2502 [..............................] - ETA: 6:28 - loss: 1661.2517 - logits_profile_predictions_loss: 1612.8578 - logcount_predictions_loss: 0.5953 26/2502 [..............................] - ETA: 6:28 - loss: 1659.8693 - logits_profile_predictions_loss: 1611.6475 - logcount_predictions_loss: 0.5931 27/2502 [..............................] - ETA: 6:28 - loss: 1658.4388 - logits_profile_predictions_loss: 1610.3736 - logcount_predictions_loss: 0.5912 28/2502 [..............................] - ETA: 6:28 - loss: 1657.2454 - logits_profile_predictions_loss: 1609.3299 - logcount_predictions_loss: 0.5894 29/2502 [..............................] - ETA: 6:28 - loss: 1656.2673 - logits_profile_predictions_loss: 1608.5033 - logcount_predictions_loss: 0.5875 30/2502 [..............................] - ETA: 6:27 - loss: 1655.1588 - logits_profile_predictions_loss: 1607.5243 - logcount_predictions_loss: 0.5859 31/2502 [..............................] - ETA: 6:27 - loss: 1654.0411 - logits_profile_predictions_loss: 1606.5464 - logcount_predictions_loss: 0.5842 32/2502 [..............................] - ETA: 6:27 - loss: 1653.1192 - logits_profile_predictions_loss: 1605.7600 - logcount_predictions_loss: 0.5825 33/2502 [..............................] - ETA: 6:26 - loss: 1652.1608 - logits_profile_predictions_loss: 1604.9308 - logcount_predictions_loss: 0.5809 34/2502 [..............................] - ETA: 6:26 - loss: 1651.1595 - logits_profile_predictions_loss: 1604.0511 - logcount_predictions_loss: 0.5794 35/2502 [..............................] - ETA: 6:26 - loss: 1650.2813 - logits_profile_predictions_loss: 1603.2960 - logcount_predictions_loss: 0.5779 36/2502 [..............................] - ETA: 6:26 - loss: 1649.6722 - logits_profile_predictions_loss: 1602.7982 - logcount_predictions_loss: 0.5766 37/2502 [..............................] - ETA: 6:26 - loss: 1648.8317 - logits_profile_predictions_loss: 1602.0646 - logcount_predictions_loss: 0.5752 38/2502 [..............................] - ETA: 6:25 - loss: 1648.1848 - logits_profile_predictions_loss: 1601.5255 - logcount_predictions_loss: 0.5739 39/2502 [..............................] - ETA: 6:25 - loss: 1647.5716 - logits_profile_predictions_loss: 1601.0176 - logcount_predictions_loss: 0.5726 40/2502 [..............................] - ETA: 6:25 - loss: 1646.9374 - logits_profile_predictions_loss: 1600.4823 - logcount_predictions_loss: 0.5714 41/2502 [..............................] - ETA: 6:25 - loss: 1646.3931 - logits_profile_predictions_loss: 1600.0370 - logcount_predictions_loss: 0.5702 42/2502 [..............................] - ETA: 6:25 - loss: 1645.9432 - logits_profile_predictions_loss: 1599.6844 - logcount_predictions_loss: 0.5690 43/2502 [..............................] - ETA: 6:25 - loss: 1645.3969 - logits_profile_predictions_loss: 1599.2316 - logcount_predictions_loss: 0.5678 44/2502 [..............................] - ETA: 6:24 - loss: 1644.9034 - logits_profile_predictions_loss: 1598.8293 - logcount_predictions_loss: 0.5667 45/2502 [..............................] - ETA: 6:24 - loss: 1644.5365 - logits_profile_predictions_loss: 1598.5527 - logcount_predictions_loss: 0.5656 46/2502 [..............................] - ETA: 6:24 - loss: 1644.1461 - logits_profile_predictions_loss: 1598.2516 - logcount_predictions_loss: 0.5645 47/2502 [..............................] - ETA: 6:24 - loss: 1643.7998 - logits_profile_predictions_loss: 1597.9916 - logcount_predictions_loss: 0.5634 48/2502 [..............................] - ETA: 6:24 - loss: 1643.4763 - logits_profile_predictions_loss: 1597.7549 - logcount_predictions_loss: 0.5624 49/2502 [..............................] - ETA: 6:23 - loss: 1643.0957 - logits_profile_predictions_loss: 1597.4649 - logcount_predictions_loss: 0.5613 50/2502 [..............................] - ETA: 6:23 - loss: 1642.7720 - logits_profile_predictions_loss: 1597.2246 - logcount_predictions_loss: 0.5602 51/2502 [..............................] - ETA: 6:23 - loss: 1642.4313 - logits_profile_predictions_loss: 1596.9697 - logcount_predictions_loss: 0.5592 52/2502 [..............................] - ETA: 6:23 - loss: 1642.1835 - logits_profile_predictions_loss: 1596.8068 - logcount_predictions_loss: 0.5581 53/2502 [..............................] - ETA: 6:23 - loss: 1641.9274 - logits_profile_predictions_loss: 1596.6336 - logcount_predictions_loss: 0.5571 54/2502 [..............................] - ETA: 6:22 - loss: 1641.6552 - logits_profile_predictions_loss: 1596.4439 - logcount_predictions_loss: 0.5561 55/2502 [..............................] - ETA: 6:22 - loss: 1641.4011 - logits_profile_predictions_loss: 1596.2686 - logcount_predictions_loss: 0.5551 56/2502 [..............................] - ETA: 6:22 - loss: 1641.1464 - logits_profile_predictions_loss: 1596.0916 - logcount_predictions_loss: 0.5542 57/2502 [..............................] - ETA: 6:22 - loss: 1640.8707 - logits_profile_predictions_loss: 1595.8915 - logcount_predictions_loss: 0.5532 58/2502 [..............................] - ETA: 6:22 - loss: 1640.6159 - logits_profile_predictions_loss: 1595.7089 - logcount_predictions_loss: 0.5524 59/2502 [..............................] - ETA: 6:22 - loss: 1640.3340 - logits_profile_predictions_loss: 1595.4986 - logcount_predictions_loss: 0.5515 60/2502 [..............................] - ETA: 6:21 - loss: 1640.0466 - logits_profile_predictions_loss: 1595.2824 - logcount_predictions_loss: 0.5506 61/2502 [..............................] - ETA: 6:21 - loss: 1639.8079 - logits_profile_predictions_loss: 1595.1107 - logcount_predictions_loss: 0.5498 62/2502 [..............................] - ETA: 6:21 - loss: 1639.5806 - logits_profile_predictions_loss: 1594.9501 - logcount_predictions_loss: 0.5490 63/2502 [..............................] - ETA: 6:21 - loss: 1639.3435 - logits_profile_predictions_loss: 1594.7752 - logcount_predictions_loss: 0.5482 64/2502 [..............................] - ETA: 6:21 - 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[..............................] - ETA: 6:27 - loss: 1503.3354 - logits_profile_predictions_loss: 1470.4309 - logcount_predictions_loss: 0.4047 4/2502 [..............................] - ETA: 6:27 - loss: 1515.6586 - logits_profile_predictions_loss: 1482.6753 - logcount_predictions_loss: 0.4057 5/2502 [..............................] - ETA: 6:27 - loss: 1521.4623 - logits_profile_predictions_loss: 1488.5436 - logcount_predictions_loss: 0.4049 6/2502 [..............................] - ETA: 6:27 - loss: 1525.9178 - logits_profile_predictions_loss: 1493.0117 - logcount_predictions_loss: 0.4047 7/2502 [..............................] - ETA: 6:27 - loss: 1528.7902 - logits_profile_predictions_loss: 1495.8489 - logcount_predictions_loss: 0.4052 8/2502 [..............................] - ETA: 6:27 - loss: 1530.7483 - logits_profile_predictions_loss: 1497.7419 - logcount_predictions_loss: 0.4060 9/2502 [..............................] - ETA: 6:28 - loss: 1529.8745 - 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[..............................] - ETA: 6:25 - loss: 1558.2854 - logits_profile_predictions_loss: 1524.6128 - logcount_predictions_loss: 0.4142 30/2502 [..............................] - ETA: 6:25 - loss: 1559.1965 - logits_profile_predictions_loss: 1525.4873 - logcount_predictions_loss: 0.4146 31/2502 [..............................] - ETA: 6:25 - loss: 1560.0933 - logits_profile_predictions_loss: 1526.3378 - logcount_predictions_loss: 0.4152 32/2502 [..............................] - ETA: 6:25 - loss: 1561.0302 - logits_profile_predictions_loss: 1527.2265 - logcount_predictions_loss: 0.4158 33/2502 [..............................] - ETA: 6:25 - loss: 1562.0292 - logits_profile_predictions_loss: 1528.1738 - logcount_predictions_loss: 0.4164 34/2502 [..............................] - ETA: 6:24 - loss: 1562.8919 - logits_profile_predictions_loss: 1528.9730 - logcount_predictions_loss: 0.4172 35/2502 [..............................] - ETA: 6:24 - loss: 1563.6841 - 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[..............................] - ETA: 6:21 - loss: 1573.2032 - logits_profile_predictions_loss: 1538.3362 - logcount_predictions_loss: 0.4289 56/2502 [..............................] - ETA: 6:21 - loss: 1573.4876 - logits_profile_predictions_loss: 1538.5793 - logcount_predictions_loss: 0.4294 57/2502 [..............................] - ETA: 6:21 - loss: 1573.8242 - logits_profile_predictions_loss: 1538.8726 - logcount_predictions_loss: 0.4299 58/2502 [..............................] - ETA: 6:21 - loss: 1574.1806 - logits_profile_predictions_loss: 1539.1881 - logcount_predictions_loss: 0.4304 59/2502 [..............................] - ETA: 6:21 - loss: 1574.5174 - logits_profile_predictions_loss: 1539.4846 - logcount_predictions_loss: 0.4309 60/2502 [..............................] - ETA: 6:20 - loss: 1574.8482 - logits_profile_predictions_loss: 1539.7751 - logcount_predictions_loss: 0.4314 61/2502 [..............................] - ETA: 6:20 - loss: 1575.1769 - 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logcount_predictions_loss: 0.4577 2499/2502 [============================>.] - ETA: 0s - loss: 1579.5121 - logits_profile_predictions_loss: 1542.3025 - logcount_predictions_loss: 0.4577 2500/2502 [============================>.] - ETA: 0s - loss: 1579.5125 - logits_profile_predictions_loss: 1542.3029 - logcount_predictions_loss: 0.4577 2501/2502 [============================>.] - ETA: 0s - loss: 1579.5129 - logits_profile_predictions_loss: 1542.3033 - logcount_predictions_loss: 0.4577 2502/2502 [==============================] - ETA: 0s - loss: 1579.5132 - logits_profile_predictions_loss: 1542.3037 - logcount_predictions_loss: 0.4577 2502/2502 [==============================] - 410s 164ms/step - loss: 1579.5136 - logits_profile_predictions_loss: 1542.3041 - logcount_predictions_loss: 0.4577 - val_loss: 1641.9417 - val_logits_profile_predictions_loss: 1602.3027 - val_logcount_predictions_loss: 0.4876 Epoch 00007: val_loss improved from 1661.88879 to 1641.94165, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 8/50 1/2502 [..............................] - ETA: 8:43 - loss: 1591.5649 - logits_profile_predictions_loss: 1558.7228 - logcount_predictions_loss: 0.4040 2/2502 [..............................] - ETA: 6:39 - loss: 1600.5305 - logits_profile_predictions_loss: 1567.1290 - logcount_predictions_loss: 0.4108 3/2502 [..............................] - ETA: 6:33 - loss: 1603.1808 - logits_profile_predictions_loss: 1568.7391 - logcount_predictions_loss: 0.4236 4/2502 [..............................] - ETA: 6:31 - loss: 1595.5964 - logits_profile_predictions_loss: 1560.5716 - logcount_predictions_loss: 0.4308 5/2502 [..............................] - ETA: 6:29 - loss: 1588.9062 - logits_profile_predictions_loss: 1553.6507 - logcount_predictions_loss: 0.4336 6/2502 [..............................] - ETA: 6:29 - loss: 1591.0149 - logits_profile_predictions_loss: 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logcount_predictions_loss: 0.4472 2502/2502 [==============================] - 410s 164ms/step - loss: 1571.9895 - logits_profile_predictions_loss: 1535.6304 - logcount_predictions_loss: 0.4472 - val_loss: 1640.4895 - val_logits_profile_predictions_loss: 1606.4178 - val_logcount_predictions_loss: 0.4191 Epoch 00008: val_loss improved from 1641.94165 to 1640.48950, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 9/50 1/2502 [..............................] - ETA: 9:31 - loss: 1644.6813 - logits_profile_predictions_loss: 1622.2721 - logcount_predictions_loss: 0.2756 2/2502 [..............................] - ETA: 6:29 - loss: 1648.8746 - logits_profile_predictions_loss: 1625.7720 - logcount_predictions_loss: 0.2842 3/2502 [..............................] - ETA: 6:28 - loss: 1660.0457 - logits_profile_predictions_loss: 1635.9710 - logcount_predictions_loss: 0.2961 4/2502 [..............................] - ETA: 6:28 - loss: 1657.8379 - logits_profile_predictions_loss: 1632.2899 - logcount_predictions_loss: 0.3142 5/2502 [..............................] - ETA: 6:28 - loss: 1663.0111 - logits_profile_predictions_loss: 1636.2595 - logcount_predictions_loss: 0.3290 6/2502 [..............................] - ETA: 6:29 - loss: 1657.3798 - logits_profile_predictions_loss: 1629.7361 - logcount_predictions_loss: 0.3400 7/2502 [..............................] - ETA: 6:29 - loss: 1651.0826 - logits_profile_predictions_loss: 1622.7060 - logcount_predictions_loss: 0.3490 8/2502 [..............................] - ETA: 6:28 - loss: 1649.3890 - logits_profile_predictions_loss: 1620.4188 - logcount_predictions_loss: 0.3563 9/2502 [..............................] - ETA: 6:28 - loss: 1649.0368 - logits_profile_predictions_loss: 1619.5025 - logcount_predictions_loss: 0.3633 10/2502 [..............................] - ETA: 6:28 - loss: 1648.2377 - 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[..............................] - ETA: 6:27 - loss: 1638.9046 - logits_profile_predictions_loss: 1607.3743 - logcount_predictions_loss: 0.3878 18/2502 [..............................] - ETA: 6:27 - loss: 1637.3866 - logits_profile_predictions_loss: 1605.7251 - logcount_predictions_loss: 0.3894 19/2502 [..............................] - ETA: 6:26 - loss: 1635.6203 - logits_profile_predictions_loss: 1603.8410 - logcount_predictions_loss: 0.3909 20/2502 [..............................] - ETA: 6:26 - loss: 1633.7893 - logits_profile_predictions_loss: 1601.9204 - logcount_predictions_loss: 0.3920 21/2502 [..............................] - ETA: 6:26 - loss: 1632.3798 - logits_profile_predictions_loss: 1600.4107 - logcount_predictions_loss: 0.3932 22/2502 [..............................] - ETA: 6:26 - loss: 1630.8606 - logits_profile_predictions_loss: 1598.7993 - logcount_predictions_loss: 0.3944 23/2502 [..............................] - ETA: 6:26 - loss: 1629.4417 - 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logcount_predictions_loss: 0.4288 2500/2502 [============================>.] - ETA: 0s - loss: 1564.9767 - logits_profile_predictions_loss: 1530.1125 - logcount_predictions_loss: 0.4288 2501/2502 [============================>.] - ETA: 0s - loss: 1564.9755 - logits_profile_predictions_loss: 1530.1114 - logcount_predictions_loss: 0.4288 2502/2502 [==============================] - ETA: 0s - loss: 1564.9744 - logits_profile_predictions_loss: 1530.1104 - logcount_predictions_loss: 0.4288 2502/2502 [==============================] - 410s 164ms/step - loss: 1564.9733 - logits_profile_predictions_loss: 1530.1093 - logcount_predictions_loss: 0.4288 - val_loss: 1629.9873 - val_logits_profile_predictions_loss: 1588.9624 - val_logcount_predictions_loss: 0.5046 Epoch 00009: val_loss improved from 1640.48950 to 1629.98730, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 10/50 1/2502 [..............................] - ETA: 9:13 - loss: 1716.4644 - logits_profile_predictions_loss: 1682.6931 - logcount_predictions_loss: 0.4154 2/2502 [..............................] - ETA: 6:27 - loss: 1673.3665 - logits_profile_predictions_loss: 1639.0844 - logcount_predictions_loss: 0.4217 3/2502 [..............................] - ETA: 6:27 - loss: 1646.2980 - logits_profile_predictions_loss: 1611.9299 - logcount_predictions_loss: 0.4227 4/2502 [..............................] - ETA: 6:27 - loss: 1627.1559 - logits_profile_predictions_loss: 1593.0532 - logcount_predictions_loss: 0.4195 5/2502 [..............................] - ETA: 6:27 - loss: 1613.2583 - logits_profile_predictions_loss: 1578.8199 - logcount_predictions_loss: 0.4236 6/2502 [..............................] - ETA: 6:27 - loss: 1606.2576 - logits_profile_predictions_loss: 1571.6013 - logcount_predictions_loss: 0.4263 7/2502 [..............................] - ETA: 6:27 - loss: 1601.0722 - 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[..............................] - ETA: 6:27 - loss: 1573.6126 - logits_profile_predictions_loss: 1538.7933 - logcount_predictions_loss: 0.4283 15/2502 [..............................] - ETA: 6:27 - loss: 1571.6991 - logits_profile_predictions_loss: 1536.9139 - logcount_predictions_loss: 0.4279 16/2502 [..............................] - ETA: 6:26 - loss: 1570.3853 - logits_profile_predictions_loss: 1535.6099 - logcount_predictions_loss: 0.4277 17/2502 [..............................] - ETA: 6:26 - loss: 1569.4959 - logits_profile_predictions_loss: 1534.7335 - logcount_predictions_loss: 0.4276 18/2502 [..............................] - ETA: 6:26 - loss: 1569.0868 - logits_profile_predictions_loss: 1534.3473 - logcount_predictions_loss: 0.4273 19/2502 [..............................] - ETA: 6:26 - loss: 1569.3798 - logits_profile_predictions_loss: 1534.6531 - logcount_predictions_loss: 0.4271 20/2502 [..............................] - ETA: 6:26 - loss: 1569.5762 - 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[..............................] - ETA: 6:25 - loss: 1569.3833 - logits_profile_predictions_loss: 1534.7336 - logcount_predictions_loss: 0.4262 28/2502 [..............................] - ETA: 6:25 - loss: 1569.5150 - logits_profile_predictions_loss: 1534.8841 - logcount_predictions_loss: 0.4260 29/2502 [..............................] - ETA: 6:25 - loss: 1569.7389 - logits_profile_predictions_loss: 1535.1296 - logcount_predictions_loss: 0.4257 30/2502 [..............................] - ETA: 6:24 - loss: 1569.7622 - logits_profile_predictions_loss: 1535.1768 - logcount_predictions_loss: 0.4254 31/2502 [..............................] - ETA: 6:24 - loss: 1569.7910 - logits_profile_predictions_loss: 1535.2298 - logcount_predictions_loss: 0.4251 32/2502 [..............................] - ETA: 6:24 - loss: 1570.0079 - logits_profile_predictions_loss: 1535.4639 - logcount_predictions_loss: 0.4249 33/2502 [..............................] - ETA: 6:24 - loss: 1570.1693 - 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logcount_predictions_loss: 0.4057 2501/2502 [============================>.] - ETA: 0s - loss: 1547.2024 - logits_profile_predictions_loss: 1514.2222 - logcount_predictions_loss: 0.4057 2502/2502 [==============================] - ETA: 0s - loss: 1547.2031 - logits_profile_predictions_loss: 1514.2230 - logcount_predictions_loss: 0.4057 2502/2502 [==============================] - 409s 164ms/step - loss: 1547.2038 - logits_profile_predictions_loss: 1514.2237 - logcount_predictions_loss: 0.4057 - val_loss: 1612.3525 - val_logits_profile_predictions_loss: 1578.2764 - val_logcount_predictions_loss: 0.4191 Epoch 00011: val_loss improved from 1614.78552 to 1612.35254, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 12/50 1/2502 [..............................] - ETA: 9:46 - loss: 1676.4777 - logits_profile_predictions_loss: 1645.6619 - logcount_predictions_loss: 0.3790 2/2502 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logcount_predictions_loss: 0.3898 2498/2502 [============================>.] - ETA: 0s - loss: 1542.0848 - logits_profile_predictions_loss: 1510.3903 - logcount_predictions_loss: 0.3898 2499/2502 [============================>.] - ETA: 0s - loss: 1542.0849 - logits_profile_predictions_loss: 1510.3904 - logcount_predictions_loss: 0.3898 2500/2502 [============================>.] - ETA: 0s - loss: 1542.0850 - logits_profile_predictions_loss: 1510.3904 - logcount_predictions_loss: 0.3898 2501/2502 [============================>.] - ETA: 0s - loss: 1542.0851 - logits_profile_predictions_loss: 1510.3905 - logcount_predictions_loss: 0.3898 2502/2502 [==============================] - ETA: 0s - loss: 1542.0852 - logits_profile_predictions_loss: 1510.3905 - logcount_predictions_loss: 0.3898 2502/2502 [==============================] - 410s 164ms/step - loss: 1542.0853 - logits_profile_predictions_loss: 1510.3906 - logcount_predictions_loss: 0.3898 - val_loss: 1636.8628 - val_logits_profile_predictions_loss: 1599.3691 - val_logcount_predictions_loss: 0.4612 Epoch 00012: val_loss did not improve from 1612.35254 Epoch 13/50 1/2502 [..............................] - ETA: 9:46 - loss: 1463.1823 - logits_profile_predictions_loss: 1430.9443 - logcount_predictions_loss: 0.3965 2/2502 [..............................] - ETA: 6:30 - loss: 1456.3600 - logits_profile_predictions_loss: 1424.8120 - logcount_predictions_loss: 0.3880 3/2502 [..............................] - ETA: 6:28 - loss: 1472.5187 - logits_profile_predictions_loss: 1439.7931 - logcount_predictions_loss: 0.4025 4/2502 [..............................] - ETA: 6:28 - loss: 1487.6963 - logits_profile_predictions_loss: 1455.0505 - logcount_predictions_loss: 0.4015 5/2502 [..............................] - ETA: 6:27 - loss: 1497.6516 - logits_profile_predictions_loss: 1465.5683 - logcount_predictions_loss: 0.3946 6/2502 [..............................] - ETA: 6:28 - loss: 1505.2110 - logits_profile_predictions_loss: 1473.5923 - logcount_predictions_loss: 0.3889 7/2502 [..............................] - ETA: 6:28 - loss: 1512.5882 - logits_profile_predictions_loss: 1481.2670 - logcount_predictions_loss: 0.3853 8/2502 [..............................] - ETA: 6:28 - loss: 1516.8945 - logits_profile_predictions_loss: 1485.9432 - logcount_predictions_loss: 0.3807 9/2502 [..............................] - ETA: 6:28 - loss: 1520.7248 - logits_profile_predictions_loss: 1489.9779 - logcount_predictions_loss: 0.3782 10/2502 [..............................] - ETA: 6:27 - loss: 1524.4849 - logits_profile_predictions_loss: 1493.9323 - logcount_predictions_loss: 0.3758 11/2502 [..............................] - ETA: 6:27 - loss: 1526.8371 - logits_profile_predictions_loss: 1496.4639 - logcount_predictions_loss: 0.3736 12/2502 [..............................] - ETA: 6:27 - loss: 1528.3439 - logits_profile_predictions_loss: 1498.1057 - logcount_predictions_loss: 0.3719 13/2502 [..............................] - ETA: 6:27 - loss: 1529.1389 - logits_profile_predictions_loss: 1498.9225 - logcount_predictions_loss: 0.3717 14/2502 [..............................] - ETA: 6:27 - loss: 1528.8926 - logits_profile_predictions_loss: 1498.7000 - logcount_predictions_loss: 0.3714 15/2502 [..............................] - ETA: 6:27 - loss: 1528.1285 - logits_profile_predictions_loss: 1497.9517 - logcount_predictions_loss: 0.3712 16/2502 [..............................] - ETA: 6:27 - loss: 1527.6715 - logits_profile_predictions_loss: 1497.4853 - logcount_predictions_loss: 0.3713 17/2502 [..............................] - ETA: 6:26 - loss: 1527.6808 - logits_profile_predictions_loss: 1497.4601 - logcount_predictions_loss: 0.3717 18/2502 [..............................] - ETA: 6:26 - loss: 1527.9523 - logits_profile_predictions_loss: 1497.7203 - logcount_predictions_loss: 0.3719 19/2502 [..............................] - ETA: 6:26 - loss: 1527.9920 - logits_profile_predictions_loss: 1497.7742 - logcount_predictions_loss: 0.3717 20/2502 [..............................] - ETA: 6:26 - loss: 1527.8687 - logits_profile_predictions_loss: 1497.6205 - logcount_predictions_loss: 0.3721 21/2502 [..............................] - ETA: 6:26 - loss: 1527.6671 - logits_profile_predictions_loss: 1497.3791 - logcount_predictions_loss: 0.3725 22/2502 [..............................] - ETA: 6:25 - loss: 1527.5016 - logits_profile_predictions_loss: 1497.1854 - logcount_predictions_loss: 0.3729 23/2502 [..............................] - ETA: 6:25 - loss: 1527.0458 - logits_profile_predictions_loss: 1496.7066 - logcount_predictions_loss: 0.3732 24/2502 [..............................] - ETA: 6:25 - loss: 1526.6708 - logits_profile_predictions_loss: 1496.3105 - logcount_predictions_loss: 0.3734 25/2502 [..............................] - ETA: 6:25 - loss: 1526.3306 - logits_profile_predictions_loss: 1495.9351 - logcount_predictions_loss: 0.3739 26/2502 [..............................] - ETA: 6:25 - loss: 1526.1176 - logits_profile_predictions_loss: 1495.6949 - logcount_predictions_loss: 0.3742 27/2502 [..............................] - ETA: 6:25 - loss: 1525.6638 - logits_profile_predictions_loss: 1495.2097 - logcount_predictions_loss: 0.3746 28/2502 [..............................] - ETA: 6:25 - loss: 1525.1943 - logits_profile_predictions_loss: 1494.6981 - logcount_predictions_loss: 0.3751 29/2502 [..............................] - ETA: 6:25 - loss: 1524.7121 - logits_profile_predictions_loss: 1494.1835 - logcount_predictions_loss: 0.3755 30/2502 [..............................] - ETA: 6:24 - loss: 1524.4642 - logits_profile_predictions_loss: 1493.9143 - logcount_predictions_loss: 0.3758 31/2502 [..............................] - ETA: 6:24 - loss: 1524.1271 - logits_profile_predictions_loss: 1493.5586 - logcount_predictions_loss: 0.3760 32/2502 [..............................] - ETA: 6:24 - loss: 1524.0047 - 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[..............................] - ETA: 6:23 - loss: 1521.8892 - logits_profile_predictions_loss: 1491.2579 - logcount_predictions_loss: 0.3768 40/2502 [..............................] - ETA: 6:23 - loss: 1521.5713 - logits_profile_predictions_loss: 1490.9437 - logcount_predictions_loss: 0.3767 41/2502 [..............................] - ETA: 6:23 - loss: 1521.2689 - logits_profile_predictions_loss: 1490.6420 - logcount_predictions_loss: 0.3767 42/2502 [..............................] - ETA: 6:22 - loss: 1520.9696 - logits_profile_predictions_loss: 1490.3479 - logcount_predictions_loss: 0.3767 43/2502 [..............................] - ETA: 6:22 - loss: 1520.6736 - logits_profile_predictions_loss: 1490.0589 - logcount_predictions_loss: 0.3766 44/2502 [..............................] - ETA: 6:22 - loss: 1520.3332 - logits_profile_predictions_loss: 1489.7230 - logcount_predictions_loss: 0.3765 45/2502 [..............................] - ETA: 6:22 - loss: 1520.0396 - 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logits_profile_predictions_loss: 1498.3639 - logcount_predictions_loss: 0.3793 423/2502 [====>.........................] - ETA: 5:24 - loss: 1529.2235 - logits_profile_predictions_loss: 1498.3888 - logcount_predictions_loss: 0.3793 424/2502 [====>.........................] - ETA: 5:24 - loss: 1529.2490 - logits_profile_predictions_loss: 1498.4137 - logcount_predictions_loss: 0.3793 425/2502 [====>.........................] - ETA: 5:24 - loss: 1529.2751 - logits_profile_predictions_loss: 1498.4391 - logcount_predictions_loss: 0.3793 426/2502 [====>.........................] - ETA: 5:24 - loss: 1529.3005 - logits_profile_predictions_loss: 1498.4638 - logcount_predictions_loss: 0.3793 427/2502 [====>.........................] - ETA: 5:24 - loss: 1529.3252 - logits_profile_predictions_loss: 1498.4878 - logcount_predictions_loss: 0.3793 428/2502 [====>.........................] - ETA: 5:24 - loss: 1529.3504 - logits_profile_predictions_loss: 1498.5124 - logcount_predictions_loss: 0.3793 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logits_profile_predictions_loss: 1498.6767 - logcount_predictions_loss: 0.3794 436/2502 [====>.........................] - ETA: 5:22 - loss: 1529.5412 - logits_profile_predictions_loss: 1498.6988 - logcount_predictions_loss: 0.3794 437/2502 [====>.........................] - ETA: 5:22 - loss: 1529.5632 - logits_profile_predictions_loss: 1498.7203 - logcount_predictions_loss: 0.3794 438/2502 [====>.........................] - ETA: 5:22 - loss: 1529.5845 - logits_profile_predictions_loss: 1498.7412 - logcount_predictions_loss: 0.3794 439/2502 [====>.........................] - ETA: 5:22 - loss: 1529.6053 - logits_profile_predictions_loss: 1498.7615 - logcount_predictions_loss: 0.3794 440/2502 [====>.........................] - ETA: 5:22 - loss: 1529.6266 - logits_profile_predictions_loss: 1498.7823 - logcount_predictions_loss: 0.3794 441/2502 [====>.........................] - ETA: 5:22 - loss: 1529.6489 - logits_profile_predictions_loss: 1498.8042 - logcount_predictions_loss: 0.3794 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loss: 1536.5972 - logits_profile_predictions_loss: 1505.6027 - logcount_predictions_loss: 0.3812 2490/2502 [============================>.] - ETA: 1s - loss: 1536.5979 - logits_profile_predictions_loss: 1505.6033 - logcount_predictions_loss: 0.3812 2491/2502 [============================>.] - ETA: 1s - loss: 1536.5985 - logits_profile_predictions_loss: 1505.6039 - logcount_predictions_loss: 0.3812 2492/2502 [============================>.] - ETA: 1s - loss: 1536.5992 - logits_profile_predictions_loss: 1505.6045 - logcount_predictions_loss: 0.3812 2493/2502 [============================>.] - ETA: 1s - loss: 1536.5999 - logits_profile_predictions_loss: 1505.6052 - logcount_predictions_loss: 0.3812 2494/2502 [============================>.] - ETA: 1s - loss: 1536.6005 - logits_profile_predictions_loss: 1505.6058 - logcount_predictions_loss: 0.3812 2495/2502 [============================>.] - ETA: 1s - loss: 1536.6012 - logits_profile_predictions_loss: 1505.6064 - logcount_predictions_loss: 0.3812 2496/2502 [============================>.] - ETA: 0s - loss: 1536.6019 - logits_profile_predictions_loss: 1505.6070 - logcount_predictions_loss: 0.3812 2497/2502 [============================>.] - ETA: 0s - loss: 1536.6026 - logits_profile_predictions_loss: 1505.6077 - logcount_predictions_loss: 0.3812 2498/2502 [============================>.] - ETA: 0s - loss: 1536.6033 - logits_profile_predictions_loss: 1505.6083 - logcount_predictions_loss: 0.3812 2499/2502 [============================>.] - ETA: 0s - loss: 1536.6040 - logits_profile_predictions_loss: 1505.6089 - logcount_predictions_loss: 0.3812 2500/2502 [============================>.] - ETA: 0s - loss: 1536.6046 - logits_profile_predictions_loss: 1505.6096 - logcount_predictions_loss: 0.3812 2501/2502 [============================>.] - ETA: 0s - loss: 1536.6053 - logits_profile_predictions_loss: 1505.6101 - logcount_predictions_loss: 0.3812 2502/2502 [==============================] - ETA: 0s - loss: 1536.6059 - logits_profile_predictions_loss: 1505.6107 - logcount_predictions_loss: 0.3812 2502/2502 [==============================] - 409s 163ms/step - loss: 1536.6065 - logits_profile_predictions_loss: 1505.6113 - logcount_predictions_loss: 0.3812 - val_loss: 1627.9797 - val_logits_profile_predictions_loss: 1592.3029 - val_logcount_predictions_loss: 0.4388 Epoch 00013: val_loss did not improve from 1612.35254 Epoch 14/50 1/2502 [..............................] - ETA: 8:51 - loss: 1441.7167 - logits_profile_predictions_loss: 1404.4583 - logcount_predictions_loss: 0.4583 2/2502 [..............................] - ETA: 6:59 - loss: 1416.6188 - logits_profile_predictions_loss: 1382.5264 - logcount_predictions_loss: 0.4193 3/2502 [..............................] - ETA: 6:43 - loss: 1422.8022 - logits_profile_predictions_loss: 1389.6425 - logcount_predictions_loss: 0.4079 4/2502 [..............................] - ETA: 6:38 - loss: 1439.7393 - logits_profile_predictions_loss: 1407.2660 - logcount_predictions_loss: 0.3994 5/2502 [..............................] - ETA: 6:35 - loss: 1448.6218 - logits_profile_predictions_loss: 1416.6208 - logcount_predictions_loss: 0.3936 6/2502 [..............................] - ETA: 6:34 - loss: 1450.4530 - logits_profile_predictions_loss: 1418.7461 - logcount_predictions_loss: 0.3900 7/2502 [..............................] - ETA: 6:33 - loss: 1451.2777 - logits_profile_predictions_loss: 1419.9641 - logcount_predictions_loss: 0.3852 8/2502 [..............................] - ETA: 6:32 - loss: 1452.3786 - logits_profile_predictions_loss: 1421.3029 - logcount_predictions_loss: 0.3822 9/2502 [..............................] - ETA: 6:31 - loss: 1452.4318 - logits_profile_predictions_loss: 1421.6310 - logcount_predictions_loss: 0.3789 10/2502 [..............................] - ETA: 6:31 - loss: 1453.6305 - logits_profile_predictions_loss: 1422.9802 - logcount_predictions_loss: 0.3770 11/2502 [..............................] - ETA: 6:30 - loss: 1455.8690 - logits_profile_predictions_loss: 1425.2431 - logcount_predictions_loss: 0.3767 12/2502 [..............................] - ETA: 6:30 - loss: 1457.0994 - logits_profile_predictions_loss: 1426.4455 - logcount_predictions_loss: 0.3770 13/2502 [..............................] - ETA: 6:29 - loss: 1458.6702 - logits_profile_predictions_loss: 1428.0021 - logcount_predictions_loss: 0.3772 14/2502 [..............................] - ETA: 6:29 - loss: 1459.6066 - logits_profile_predictions_loss: 1428.9732 - logcount_predictions_loss: 0.3768 15/2502 [..............................] - ETA: 6:29 - loss: 1460.6546 - logits_profile_predictions_loss: 1430.0586 - logcount_predictions_loss: 0.3763 16/2502 [..............................] - ETA: 6:28 - loss: 1460.9457 - logits_profile_predictions_loss: 1430.3982 - logcount_predictions_loss: 0.3757 17/2502 [..............................] - ETA: 6:28 - loss: 1461.1554 - logits_profile_predictions_loss: 1430.6063 - logcount_predictions_loss: 0.3758 18/2502 [..............................] - ETA: 6:28 - loss: 1462.0500 - logits_profile_predictions_loss: 1431.4694 - logcount_predictions_loss: 0.3761 19/2502 [..............................] - ETA: 6:27 - loss: 1463.0496 - logits_profile_predictions_loss: 1432.4639 - logcount_predictions_loss: 0.3762 20/2502 [..............................] - ETA: 6:27 - loss: 1463.6818 - logits_profile_predictions_loss: 1433.1007 - logcount_predictions_loss: 0.3761 21/2502 [..............................] - ETA: 6:27 - loss: 1464.1250 - logits_profile_predictions_loss: 1433.5161 - logcount_predictions_loss: 0.3765 22/2502 [..............................] - ETA: 6:27 - loss: 1464.7563 - logits_profile_predictions_loss: 1434.1347 - logcount_predictions_loss: 0.3766 23/2502 [..............................] - ETA: 6:27 - loss: 1465.3468 - logits_profile_predictions_loss: 1434.7149 - logcount_predictions_loss: 0.3768 24/2502 [..............................] - ETA: 6:26 - loss: 1465.6874 - logits_profile_predictions_loss: 1435.0591 - logcount_predictions_loss: 0.3767 25/2502 [..............................] - ETA: 6:26 - loss: 1466.1794 - logits_profile_predictions_loss: 1435.5569 - logcount_predictions_loss: 0.3767 26/2502 [..............................] - ETA: 6:26 - loss: 1466.5661 - logits_profile_predictions_loss: 1435.9455 - logcount_predictions_loss: 0.3766 27/2502 [..............................] - ETA: 6:26 - loss: 1466.9165 - logits_profile_predictions_loss: 1436.2843 - logcount_predictions_loss: 0.3768 28/2502 [..............................] - ETA: 6:26 - loss: 1467.3012 - logits_profile_predictions_loss: 1436.6533 - logcount_predictions_loss: 0.3770 29/2502 [..............................] - ETA: 6:25 - loss: 1467.7686 - logits_profile_predictions_loss: 1437.1153 - logcount_predictions_loss: 0.3770 30/2502 [..............................] - ETA: 6:25 - loss: 1468.3093 - logits_profile_predictions_loss: 1437.6601 - logcount_predictions_loss: 0.3770 31/2502 [..............................] - ETA: 6:25 - loss: 1468.8155 - logits_profile_predictions_loss: 1438.1609 - logcount_predictions_loss: 0.3771 32/2502 [..............................] - ETA: 6:25 - loss: 1469.4511 - logits_profile_predictions_loss: 1438.8017 - logcount_predictions_loss: 0.3770 33/2502 [..............................] - ETA: 6:25 - loss: 1469.8792 - logits_profile_predictions_loss: 1439.2391 - logcount_predictions_loss: 0.3769 34/2502 [..............................] - ETA: 6:25 - loss: 1470.3065 - logits_profile_predictions_loss: 1439.6738 - logcount_predictions_loss: 0.3768 35/2502 [..............................] - ETA: 6:24 - loss: 1470.7708 - logits_profile_predictions_loss: 1440.1453 - logcount_predictions_loss: 0.3767 36/2502 [..............................] - ETA: 6:24 - loss: 1471.2077 - logits_profile_predictions_loss: 1440.5940 - logcount_predictions_loss: 0.3766 37/2502 [..............................] - ETA: 6:24 - loss: 1471.6228 - logits_profile_predictions_loss: 1441.0235 - logcount_predictions_loss: 0.3764 38/2502 [..............................] - ETA: 6:24 - loss: 1472.0047 - logits_profile_predictions_loss: 1441.4228 - logcount_predictions_loss: 0.3762 39/2502 [..............................] - ETA: 6:24 - loss: 1472.2703 - logits_profile_predictions_loss: 1441.7056 - logcount_predictions_loss: 0.3759 40/2502 [..............................] - ETA: 6:23 - loss: 1472.5982 - logits_profile_predictions_loss: 1442.0557 - logcount_predictions_loss: 0.3757 41/2502 [..............................] - ETA: 6:23 - loss: 1472.9497 - logits_profile_predictions_loss: 1442.4268 - logcount_predictions_loss: 0.3754 42/2502 [..............................] - ETA: 6:23 - loss: 1473.3485 - logits_profile_predictions_loss: 1442.8438 - logcount_predictions_loss: 0.3752 43/2502 [..............................] - ETA: 6:23 - loss: 1473.6696 - logits_profile_predictions_loss: 1443.1807 - logcount_predictions_loss: 0.3750 44/2502 [..............................] - ETA: 6:23 - loss: 1474.0600 - logits_profile_predictions_loss: 1443.5830 - logcount_predictions_loss: 0.3749 45/2502 [..............................] - ETA: 6:23 - loss: 1474.4389 - logits_profile_predictions_loss: 1443.9695 - logcount_predictions_loss: 0.3748 46/2502 [..............................] - ETA: 6:23 - loss: 1474.8051 - logits_profile_predictions_loss: 1444.3402 - logcount_predictions_loss: 0.3747 47/2502 [..............................] - ETA: 6:22 - loss: 1475.1859 - logits_profile_predictions_loss: 1444.7243 - logcount_predictions_loss: 0.3747 48/2502 [..............................] - ETA: 6:22 - loss: 1475.5449 - logits_profile_predictions_loss: 1445.0836 - logcount_predictions_loss: 0.3747 49/2502 [..............................] - ETA: 6:22 - loss: 1475.8550 - logits_profile_predictions_loss: 1445.3962 - logcount_predictions_loss: 0.3746 50/2502 [..............................] - ETA: 6:22 - loss: 1476.1875 - logits_profile_predictions_loss: 1445.7290 - logcount_predictions_loss: 0.3746 51/2502 [..............................] - ETA: 6:22 - loss: 1476.5037 - logits_profile_predictions_loss: 1446.0436 - logcount_predictions_loss: 0.3747 52/2502 [..............................] - ETA: 6:21 - loss: 1476.7933 - logits_profile_predictions_loss: 1446.3326 - logcount_predictions_loss: 0.3747 53/2502 [..............................] - ETA: 6:21 - loss: 1477.0712 - logits_profile_predictions_loss: 1446.6046 - logcount_predictions_loss: 0.3747 54/2502 [..............................] - ETA: 6:21 - loss: 1477.3787 - logits_profile_predictions_loss: 1446.9063 - logcount_predictions_loss: 0.3748 55/2502 [..............................] - ETA: 6:21 - loss: 1477.7768 - logits_profile_predictions_loss: 1447.3014 - logcount_predictions_loss: 0.3748 56/2502 [..............................] - ETA: 6:21 - loss: 1478.1149 - logits_profile_predictions_loss: 1447.6381 - logcount_predictions_loss: 0.3749 57/2502 [..............................] - ETA: 6:21 - loss: 1478.4547 - logits_profile_predictions_loss: 1447.9750 - logcount_predictions_loss: 0.3749 58/2502 [..............................] - ETA: 6:21 - loss: 1478.7387 - logits_profile_predictions_loss: 1448.2574 - logcount_predictions_loss: 0.3749 59/2502 [..............................] - ETA: 6:20 - loss: 1479.0269 - logits_profile_predictions_loss: 1448.5435 - logcount_predictions_loss: 0.3749 60/2502 [..............................] - ETA: 6:20 - loss: 1479.3208 - logits_profile_predictions_loss: 1448.8369 - logcount_predictions_loss: 0.3750 61/2502 [..............................] - ETA: 6:20 - loss: 1479.6166 - logits_profile_predictions_loss: 1449.1337 - logcount_predictions_loss: 0.3749 62/2502 [..............................] - ETA: 6:20 - loss: 1479.9136 - logits_profile_predictions_loss: 1449.4320 - logcount_predictions_loss: 0.3749 63/2502 [..............................] - ETA: 6:20 - loss: 1480.2441 - logits_profile_predictions_loss: 1449.7637 - logcount_predictions_loss: 0.3749 64/2502 [..............................] - ETA: 6:20 - loss: 1480.5918 - logits_profile_predictions_loss: 1450.1134 - logcount_predictions_loss: 0.3749 65/2502 [..............................] - ETA: 6:19 - loss: 1480.9373 - logits_profile_predictions_loss: 1450.4607 - logcount_predictions_loss: 0.3749 66/2502 [..............................] - ETA: 6:19 - loss: 1481.2646 - logits_profile_predictions_loss: 1450.7898 - logcount_predictions_loss: 0.3748 67/2502 [..............................] - ETA: 6:19 - loss: 1481.6336 - logits_profile_predictions_loss: 1451.1588 - logcount_predictions_loss: 0.3748 68/2502 [..............................] - ETA: 6:19 - loss: 1482.0066 - logits_profile_predictions_loss: 1451.5309 - logcount_predictions_loss: 0.3749 69/2502 [..............................] - ETA: 6:19 - loss: 1482.3830 - logits_profile_predictions_loss: 1451.9051 - 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logcount_predictions_loss: 0.3703 2488/2502 [============================>.] - ETA: 2s - loss: 1529.3040 - logits_profile_predictions_loss: 1499.1971 - logcount_predictions_loss: 0.3703 2489/2502 [============================>.] - ETA: 2s - loss: 1529.3058 - logits_profile_predictions_loss: 1499.1989 - logcount_predictions_loss: 0.3703 2490/2502 [============================>.] - ETA: 1s - loss: 1529.3077 - logits_profile_predictions_loss: 1499.2007 - logcount_predictions_loss: 0.3703 2491/2502 [============================>.] - ETA: 1s - loss: 1529.3095 - logits_profile_predictions_loss: 1499.2025 - logcount_predictions_loss: 0.3703 2492/2502 [============================>.] - ETA: 1s - loss: 1529.3113 - logits_profile_predictions_loss: 1499.2043 - logcount_predictions_loss: 0.3703 2493/2502 [============================>.] - ETA: 1s - loss: 1529.3131 - logits_profile_predictions_loss: 1499.2061 - logcount_predictions_loss: 0.3703 2494/2502 [============================>.] - ETA: 1s - loss: 1529.3149 - logits_profile_predictions_loss: 1499.2079 - logcount_predictions_loss: 0.3703 2495/2502 [============================>.] - ETA: 1s - loss: 1529.3167 - logits_profile_predictions_loss: 1499.2098 - logcount_predictions_loss: 0.3703 2496/2502 [============================>.] - ETA: 0s - loss: 1529.3185 - logits_profile_predictions_loss: 1499.2116 - logcount_predictions_loss: 0.3703 2497/2502 [============================>.] - ETA: 0s - loss: 1529.3203 - logits_profile_predictions_loss: 1499.2134 - logcount_predictions_loss: 0.3703 2498/2502 [============================>.] - ETA: 0s - loss: 1529.3221 - logits_profile_predictions_loss: 1499.2152 - logcount_predictions_loss: 0.3703 2499/2502 [============================>.] - ETA: 0s - loss: 1529.3239 - logits_profile_predictions_loss: 1499.2170 - logcount_predictions_loss: 0.3703 2500/2502 [============================>.] - ETA: 0s - loss: 1529.3257 - logits_profile_predictions_loss: 1499.2188 - logcount_predictions_loss: 0.3703 2501/2502 [============================>.] - ETA: 0s - loss: 1529.3276 - logits_profile_predictions_loss: 1499.2207 - logcount_predictions_loss: 0.3703 2502/2502 [==============================] - ETA: 0s - loss: 1529.3294 - logits_profile_predictions_loss: 1499.2225 - logcount_predictions_loss: 0.3703 2502/2502 [==============================] - 409s 164ms/step - loss: 1529.3312 - logits_profile_predictions_loss: 1499.2243 - logcount_predictions_loss: 0.3703 - val_loss: 1626.4580 - val_logits_profile_predictions_loss: 1592.3567 - val_logcount_predictions_loss: 0.4194 Epoch 00014: val_loss did not improve from 1612.35254 Epoch 15/50 1/2502 [..............................] - ETA: 8:48 - loss: 1587.3271 - logits_profile_predictions_loss: 1556.2859 - logcount_predictions_loss: 0.3818 2/2502 [..............................] - ETA: 6:57 - loss: 1568.4570 - logits_profile_predictions_loss: 1537.5223 - logcount_predictions_loss: 0.3805 3/2502 [..............................] - ETA: 6:42 - loss: 1567.2798 - logits_profile_predictions_loss: 1536.4443 - logcount_predictions_loss: 0.3793 4/2502 [..............................] - ETA: 6:37 - loss: 1557.3285 - logits_profile_predictions_loss: 1526.3470 - logcount_predictions_loss: 0.3811 5/2502 [..............................] - ETA: 6:35 - loss: 1550.8043 - logits_profile_predictions_loss: 1520.1228 - logcount_predictions_loss: 0.3774 6/2502 [..............................] - ETA: 6:33 - loss: 1546.0009 - logits_profile_predictions_loss: 1515.5371 - logcount_predictions_loss: 0.3747 7/2502 [..............................] - ETA: 6:33 - loss: 1539.7815 - logits_profile_predictions_loss: 1509.4808 - logcount_predictions_loss: 0.3727 8/2502 [..............................] - ETA: 6:32 - loss: 1535.8402 - logits_profile_predictions_loss: 1505.6754 - logcount_predictions_loss: 0.3710 9/2502 [..............................] - ETA: 6:31 - loss: 1533.2712 - logits_profile_predictions_loss: 1503.2470 - logcount_predictions_loss: 0.3693 10/2502 [..............................] - ETA: 6:30 - loss: 1531.8012 - logits_profile_predictions_loss: 1501.9022 - logcount_predictions_loss: 0.3678 11/2502 [..............................] - ETA: 6:30 - loss: 1530.3922 - logits_profile_predictions_loss: 1500.6566 - logcount_predictions_loss: 0.3658 12/2502 [..............................] - ETA: 6:29 - loss: 1528.5468 - logits_profile_predictions_loss: 1498.9584 - logcount_predictions_loss: 0.3639 13/2502 [..............................] - ETA: 6:29 - loss: 1527.6048 - logits_profile_predictions_loss: 1498.1128 - logcount_predictions_loss: 0.3628 14/2502 [..............................] - ETA: 6:29 - loss: 1527.4557 - logits_profile_predictions_loss: 1498.0461 - logcount_predictions_loss: 0.3617 15/2502 [..............................] - ETA: 6:28 - loss: 1527.4125 - logits_profile_predictions_loss: 1498.0614 - logcount_predictions_loss: 0.3610 16/2502 [..............................] - ETA: 6:28 - loss: 1527.1905 - logits_profile_predictions_loss: 1497.8861 - logcount_predictions_loss: 0.3604 17/2502 [..............................] - ETA: 6:28 - loss: 1526.8752 - logits_profile_predictions_loss: 1497.6016 - logcount_predictions_loss: 0.3601 18/2502 [..............................] - ETA: 6:28 - loss: 1526.3405 - logits_profile_predictions_loss: 1497.1164 - logcount_predictions_loss: 0.3595 19/2502 [..............................] - ETA: 6:28 - loss: 1525.8231 - logits_profile_predictions_loss: 1496.6490 - logcount_predictions_loss: 0.3588 20/2502 [..............................] - ETA: 6:28 - loss: 1525.4031 - logits_profile_predictions_loss: 1496.2856 - logcount_predictions_loss: 0.3581 21/2502 [..............................] - ETA: 6:27 - loss: 1525.1714 - logits_profile_predictions_loss: 1496.1148 - logcount_predictions_loss: 0.3574 22/2502 [..............................] - ETA: 6:27 - loss: 1525.0097 - logits_profile_predictions_loss: 1495.9951 - logcount_predictions_loss: 0.3569 23/2502 [..............................] - ETA: 6:27 - loss: 1524.8903 - logits_profile_predictions_loss: 1495.8990 - logcount_predictions_loss: 0.3566 24/2502 [..............................] - ETA: 6:27 - loss: 1524.7491 - logits_profile_predictions_loss: 1495.7735 - logcount_predictions_loss: 0.3564 25/2502 [..............................] - ETA: 6:26 - loss: 1524.6224 - logits_profile_predictions_loss: 1495.6558 - logcount_predictions_loss: 0.3563 26/2502 [..............................] - ETA: 6:26 - loss: 1524.5188 - logits_profile_predictions_loss: 1495.5719 - logcount_predictions_loss: 0.3560 27/2502 [..............................] - ETA: 6:26 - loss: 1524.4996 - logits_profile_predictions_loss: 1495.5759 - logcount_predictions_loss: 0.3558 28/2502 [..............................] - ETA: 6:26 - loss: 1524.3376 - logits_profile_predictions_loss: 1495.4380 - logcount_predictions_loss: 0.3555 29/2502 [..............................] - ETA: 6:26 - loss: 1524.0966 - logits_profile_predictions_loss: 1495.2178 - logcount_predictions_loss: 0.3552 30/2502 [..............................] - ETA: 6:26 - loss: 1523.8840 - logits_profile_predictions_loss: 1495.0206 - logcount_predictions_loss: 0.3550 31/2502 [..............................] - ETA: 6:25 - loss: 1523.7986 - logits_profile_predictions_loss: 1494.9488 - logcount_predictions_loss: 0.3549 32/2502 [..............................] - ETA: 6:25 - loss: 1523.6744 - logits_profile_predictions_loss: 1494.8358 - logcount_predictions_loss: 0.3547 33/2502 [..............................] - ETA: 6:25 - loss: 1523.6566 - logits_profile_predictions_loss: 1494.8302 - logcount_predictions_loss: 0.3546 34/2502 [..............................] - ETA: 6:25 - loss: 1523.8686 - logits_profile_predictions_loss: 1495.0524 - logcount_predictions_loss: 0.3544 35/2502 [..............................] - ETA: 6:25 - loss: 1524.0531 - logits_profile_predictions_loss: 1495.2496 - logcount_predictions_loss: 0.3543 36/2502 [..............................] - ETA: 6:24 - loss: 1524.1380 - logits_profile_predictions_loss: 1495.3404 - logcount_predictions_loss: 0.3542 37/2502 [..............................] - ETA: 6:24 - loss: 1524.2962 - logits_profile_predictions_loss: 1495.5014 - logcount_predictions_loss: 0.3542 38/2502 [..............................] - ETA: 6:24 - loss: 1524.5691 - logits_profile_predictions_loss: 1495.7766 - logcount_predictions_loss: 0.3541 39/2502 [..............................] - ETA: 6:24 - loss: 1524.8898 - logits_profile_predictions_loss: 1496.1036 - logcount_predictions_loss: 0.3541 40/2502 [..............................] - ETA: 6:24 - loss: 1525.1369 - logits_profile_predictions_loss: 1496.3596 - logcount_predictions_loss: 0.3540 41/2502 [..............................] - ETA: 6:24 - loss: 1525.3340 - logits_profile_predictions_loss: 1496.5682 - logcount_predictions_loss: 0.3538 42/2502 [..............................] - ETA: 6:23 - loss: 1525.5849 - logits_profile_predictions_loss: 1496.8226 - logcount_predictions_loss: 0.3538 43/2502 [..............................] - ETA: 6:23 - loss: 1525.8390 - logits_profile_predictions_loss: 1497.0820 - logcount_predictions_loss: 0.3537 44/2502 [..............................] - ETA: 6:23 - loss: 1525.9857 - logits_profile_predictions_loss: 1497.2373 - logcount_predictions_loss: 0.3536 45/2502 [..............................] - ETA: 6:23 - loss: 1526.0959 - logits_profile_predictions_loss: 1497.3520 - logcount_predictions_loss: 0.3536 46/2502 [..............................] - ETA: 6:23 - loss: 1526.2036 - logits_profile_predictions_loss: 1497.4605 - logcount_predictions_loss: 0.3535 47/2502 [..............................] - ETA: 6:22 - loss: 1526.2665 - logits_profile_predictions_loss: 1497.5245 - logcount_predictions_loss: 0.3535 48/2502 [..............................] - ETA: 6:22 - loss: 1526.3150 - logits_profile_predictions_loss: 1497.5760 - logcount_predictions_loss: 0.3535 49/2502 [..............................] - ETA: 6:22 - loss: 1526.2726 - logits_profile_predictions_loss: 1497.5365 - logcount_predictions_loss: 0.3535 50/2502 [..............................] - ETA: 6:22 - loss: 1526.2629 - logits_profile_predictions_loss: 1497.5298 - logcount_predictions_loss: 0.3534 51/2502 [..............................] - ETA: 6:22 - loss: 1526.2364 - logits_profile_predictions_loss: 1497.5063 - logcount_predictions_loss: 0.3534 52/2502 [..............................] - ETA: 6:22 - loss: 1526.2265 - logits_profile_predictions_loss: 1497.4982 - logcount_predictions_loss: 0.3534 53/2502 [..............................] - ETA: 6:22 - loss: 1526.2026 - logits_profile_predictions_loss: 1497.4795 - logcount_predictions_loss: 0.3533 54/2502 [..............................] - ETA: 6:21 - loss: 1526.2241 - logits_profile_predictions_loss: 1497.5042 - logcount_predictions_loss: 0.3533 55/2502 [..............................] - ETA: 6:21 - loss: 1526.1824 - logits_profile_predictions_loss: 1497.4672 - logcount_predictions_loss: 0.3532 56/2502 [..............................] - ETA: 6:21 - loss: 1526.1169 - logits_profile_predictions_loss: 1497.4078 - logcount_predictions_loss: 0.3531 57/2502 [..............................] - ETA: 6:21 - loss: 1526.0364 - logits_profile_predictions_loss: 1497.3366 - logcount_predictions_loss: 0.3530 58/2502 [..............................] - ETA: 6:21 - loss: 1525.9593 - logits_profile_predictions_loss: 1497.2692 - logcount_predictions_loss: 0.3529 59/2502 [..............................] - ETA: 6:21 - loss: 1525.9306 - logits_profile_predictions_loss: 1497.2502 - logcount_predictions_loss: 0.3528 60/2502 [..............................] - ETA: 6:20 - loss: 1525.8574 - logits_profile_predictions_loss: 1497.1842 - logcount_predictions_loss: 0.3527 61/2502 [..............................] - ETA: 6:20 - loss: 1525.7752 - logits_profile_predictions_loss: 1497.1100 - logcount_predictions_loss: 0.3526 62/2502 [..............................] - ETA: 6:20 - loss: 1525.6641 - logits_profile_predictions_loss: 1497.0049 - logcount_predictions_loss: 0.3525 63/2502 [..............................] - ETA: 6:20 - loss: 1525.5709 - logits_profile_predictions_loss: 1496.9174 - logcount_predictions_loss: 0.3524 64/2502 [..............................] - ETA: 6:20 - loss: 1525.5030 - logits_profile_predictions_loss: 1496.8527 - logcount_predictions_loss: 0.3524 65/2502 [..............................] - ETA: 6:20 - loss: 1525.4437 - logits_profile_predictions_loss: 1496.7964 - logcount_predictions_loss: 0.3524 66/2502 [..............................] - ETA: 6:20 - loss: 1525.3806 - logits_profile_predictions_loss: 1496.7365 - logcount_predictions_loss: 0.3523 67/2502 [..............................] - ETA: 6:19 - loss: 1525.3331 - logits_profile_predictions_loss: 1496.6929 - logcount_predictions_loss: 0.3523 68/2502 [..............................] - ETA: 6:19 - loss: 1525.2995 - logits_profile_predictions_loss: 1496.6630 - logcount_predictions_loss: 0.3522 69/2502 [..............................] - ETA: 6:19 - loss: 1525.2601 - logits_profile_predictions_loss: 1496.6293 - logcount_predictions_loss: 0.3522 70/2502 [..............................] - ETA: 6:19 - loss: 1525.2300 - logits_profile_predictions_loss: 1496.6049 - logcount_predictions_loss: 0.3521 71/2502 [..............................] - ETA: 6:19 - loss: 1525.2185 - logits_profile_predictions_loss: 1496.6004 - logcount_predictions_loss: 0.3520 72/2502 [..............................] - ETA: 6:19 - loss: 1525.1837 - logits_profile_predictions_loss: 1496.5723 - logcount_predictions_loss: 0.3519 73/2502 [..............................] - ETA: 6:19 - loss: 1525.1524 - logits_profile_predictions_loss: 1496.5458 - logcount_predictions_loss: 0.3519 74/2502 [..............................] - ETA: 6:19 - loss: 1525.0940 - logits_profile_predictions_loss: 1496.4923 - logcount_predictions_loss: 0.3518 75/2502 [..............................] - ETA: 6:19 - loss: 1525.0421 - logits_profile_predictions_loss: 1496.4449 - logcount_predictions_loss: 0.3517 76/2502 [..............................] - ETA: 6:19 - loss: 1524.9966 - logits_profile_predictions_loss: 1496.4039 - logcount_predictions_loss: 0.3517 77/2502 [..............................] - ETA: 6:19 - loss: 1524.9453 - logits_profile_predictions_loss: 1496.3574 - logcount_predictions_loss: 0.3516 78/2502 [..............................] - ETA: 6:19 - loss: 1524.8783 - logits_profile_predictions_loss: 1496.2952 - logcount_predictions_loss: 0.3516 79/2502 [..............................] - ETA: 6:18 - loss: 1524.8184 - logits_profile_predictions_loss: 1496.2411 - logcount_predictions_loss: 0.3515 80/2502 [..............................] - ETA: 6:18 - loss: 1524.7423 - logits_profile_predictions_loss: 1496.1719 - logcount_predictions_loss: 0.3514 81/2502 [..............................] - ETA: 6:18 - loss: 1524.6494 - logits_profile_predictions_loss: 1496.0865 - logcount_predictions_loss: 0.3513 82/2502 [..............................] - ETA: 6:18 - loss: 1524.5559 - logits_profile_predictions_loss: 1496.0019 - logcount_predictions_loss: 0.3512 83/2502 [..............................] - ETA: 6:18 - loss: 1524.4573 - logits_profile_predictions_loss: 1495.9112 - logcount_predictions_loss: 0.3511 84/2502 [>.............................] - ETA: 6:18 - loss: 1524.3538 - logits_profile_predictions_loss: 1495.8164 - logcount_predictions_loss: 0.3510 85/2502 [>.............................] - ETA: 6:17 - loss: 1524.2543 - logits_profile_predictions_loss: 1495.7267 - logcount_predictions_loss: 0.3509 86/2502 [>.............................] - ETA: 6:17 - loss: 1524.1661 - logits_profile_predictions_loss: 1495.6481 - logcount_predictions_loss: 0.3508 87/2502 [>.............................] - ETA: 6:17 - loss: 1524.0772 - logits_profile_predictions_loss: 1495.5688 - logcount_predictions_loss: 0.3507 88/2502 [>.............................] - ETA: 6:17 - loss: 1524.0103 - logits_profile_predictions_loss: 1495.5126 - logcount_predictions_loss: 0.3505 89/2502 [>.............................] - ETA: 6:17 - loss: 1523.9455 - logits_profile_predictions_loss: 1495.4590 - logcount_predictions_loss: 0.3504 90/2502 [>.............................] - ETA: 6:17 - loss: 1523.8767 - logits_profile_predictions_loss: 1495.4016 - logcount_predictions_loss: 0.3502 91/2502 [>.............................] - ETA: 6:17 - loss: 1523.8094 - logits_profile_predictions_loss: 1495.3448 - logcount_predictions_loss: 0.3501 92/2502 [>.............................] - ETA: 6:16 - loss: 1523.7195 - logits_profile_predictions_loss: 1495.2659 - logcount_predictions_loss: 0.3500 93/2502 [>.............................] - ETA: 6:16 - loss: 1523.6388 - logits_profile_predictions_loss: 1495.1961 - logcount_predictions_loss: 0.3498 94/2502 [>.............................] - ETA: 6:16 - loss: 1523.5570 - logits_profile_predictions_loss: 1495.1253 - logcount_predictions_loss: 0.3497 95/2502 [>.............................] - ETA: 6:16 - loss: 1523.4671 - logits_profile_predictions_loss: 1495.0460 - logcount_predictions_loss: 0.3496 96/2502 [>.............................] - ETA: 6:16 - loss: 1523.3833 - logits_profile_predictions_loss: 1494.9728 - logcount_predictions_loss: 0.3495 97/2502 [>.............................] - ETA: 6:16 - loss: 1523.2882 - logits_profile_predictions_loss: 1494.8885 - logcount_predictions_loss: 0.3493 98/2502 [>.............................] - ETA: 6:15 - loss: 1523.1981 - logits_profile_predictions_loss: 1494.8092 - logcount_predictions_loss: 0.3492 99/2502 [>.............................] - ETA: 6:15 - loss: 1523.1105 - logits_profile_predictions_loss: 1494.7319 - logcount_predictions_loss: 0.3491 100/2502 [>.............................] - ETA: 6:15 - loss: 1523.0248 - logits_profile_predictions_loss: 1494.6568 - logcount_predictions_loss: 0.3489 101/2502 [>.............................] - ETA: 6:15 - loss: 1522.9529 - logits_profile_predictions_loss: 1494.5960 - logcount_predictions_loss: 0.3488 102/2502 [>.............................] - ETA: 6:15 - loss: 1522.8720 - logits_profile_predictions_loss: 1494.5262 - logcount_predictions_loss: 0.3487 103/2502 [>.............................] - ETA: 6:15 - loss: 1522.7947 - logits_profile_predictions_loss: 1494.4596 - logcount_predictions_loss: 0.3485 104/2502 [>.............................] - ETA: 6:14 - loss: 1522.6928 - logits_profile_predictions_loss: 1494.3682 - logcount_predictions_loss: 0.3484 105/2502 [>.............................] - ETA: 6:14 - loss: 1522.6120 - logits_profile_predictions_loss: 1494.2976 - logcount_predictions_loss: 0.3483 106/2502 [>.............................] - ETA: 6:14 - loss: 1522.5394 - logits_profile_predictions_loss: 1494.2343 - logcount_predictions_loss: 0.3482 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logcount_predictions_loss: 0.3335 2499/2502 [============================>.] - ETA: 0s - loss: 1511.1533 - logits_profile_predictions_loss: 1484.0426 - logcount_predictions_loss: 0.3335 2500/2502 [============================>.] - ETA: 0s - loss: 1511.1521 - logits_profile_predictions_loss: 1484.0414 - logcount_predictions_loss: 0.3335 2501/2502 [============================>.] - ETA: 0s - loss: 1511.1508 - logits_profile_predictions_loss: 1484.0403 - logcount_predictions_loss: 0.3335 2502/2502 [==============================] - ETA: 0s - loss: 1511.1496 - logits_profile_predictions_loss: 1484.0391 - logcount_predictions_loss: 0.3335 2502/2502 [==============================] - 410s 164ms/step - loss: 1511.1483 - logits_profile_predictions_loss: 1484.0379 - logcount_predictions_loss: 0.3335 - val_loss: 1605.8391 - val_logits_profile_predictions_loss: 1572.9194 - val_logcount_predictions_loss: 0.4049 Epoch 00015: val_loss improved from 1612.35254 to 1605.83911, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 16/50 1/2502 [..............................] - ETA: 8:52 - loss: 1501.1725 - logits_profile_predictions_loss: 1483.0491 - logcount_predictions_loss: 0.2229 2/2502 [..............................] - ETA: 6:52 - loss: 1483.3727 - logits_profile_predictions_loss: 1461.4524 - logcount_predictions_loss: 0.2696 3/2502 [..............................] - ETA: 6:40 - loss: 1501.0302 - logits_profile_predictions_loss: 1478.6763 - logcount_predictions_loss: 0.2750 4/2502 [..............................] - ETA: 6:37 - loss: 1505.4316 - logits_profile_predictions_loss: 1482.6475 - logcount_predictions_loss: 0.2802 5/2502 [..............................] - ETA: 6:34 - loss: 1510.9489 - logits_profile_predictions_loss: 1488.3435 - logcount_predictions_loss: 0.2780 6/2502 [..............................] - ETA: 6:33 - loss: 1515.7281 - logits_profile_predictions_loss: 1493.3429 - logcount_predictions_loss: 0.2753 7/2502 [..............................] - ETA: 6:32 - loss: 1521.9308 - logits_profile_predictions_loss: 1499.7069 - logcount_predictions_loss: 0.2734 8/2502 [..............................] - ETA: 6:31 - loss: 1525.1390 - logits_profile_predictions_loss: 1502.9250 - logcount_predictions_loss: 0.2732 9/2502 [..............................] - ETA: 6:31 - loss: 1526.6643 - logits_profile_predictions_loss: 1504.4479 - logcount_predictions_loss: 0.2733 10/2502 [..............................] - ETA: 6:30 - loss: 1527.3626 - logits_profile_predictions_loss: 1505.1164 - logcount_predictions_loss: 0.2736 11/2502 [..............................] - ETA: 6:30 - loss: 1529.0088 - logits_profile_predictions_loss: 1506.6737 - logcount_predictions_loss: 0.2747 12/2502 [..............................] - ETA: 6:30 - loss: 1530.6404 - logits_profile_predictions_loss: 1508.1725 - logcount_predictions_loss: 0.2764 13/2502 [..............................] - 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loss: 1499.7048 - logits_profile_predictions_loss: 1474.3502 - logcount_predictions_loss: 0.3118 2497/2502 [============================>.] - ETA: 0s - loss: 1499.7038 - logits_profile_predictions_loss: 1474.3492 - logcount_predictions_loss: 0.3118 2498/2502 [============================>.] - ETA: 0s - loss: 1499.7029 - logits_profile_predictions_loss: 1474.3482 - logcount_predictions_loss: 0.3118 2499/2502 [============================>.] - ETA: 0s - loss: 1499.7020 - logits_profile_predictions_loss: 1474.3472 - logcount_predictions_loss: 0.3118 2500/2502 [============================>.] - ETA: 0s - loss: 1499.7010 - logits_profile_predictions_loss: 1474.3462 - logcount_predictions_loss: 0.3118 2501/2502 [============================>.] - ETA: 0s - loss: 1499.7001 - logits_profile_predictions_loss: 1474.3452 - logcount_predictions_loss: 0.3118 2502/2502 [==============================] - ETA: 0s - loss: 1499.6991 - logits_profile_predictions_loss: 1474.3442 - logcount_predictions_loss: 0.3119 2502/2502 [==============================] - 409s 164ms/step - loss: 1499.6982 - logits_profile_predictions_loss: 1474.3431 - logcount_predictions_loss: 0.3119 - val_loss: 1608.2256 - val_logits_profile_predictions_loss: 1575.8435 - val_logcount_predictions_loss: 0.3983 Epoch 00016: val_loss did not improve from 1605.83911 Epoch 17/50 1/2502 [..............................] - ETA: 8:54 - loss: 1355.1042 - logits_profile_predictions_loss: 1331.0214 - logcount_predictions_loss: 0.2962 2/2502 [..............................] - ETA: 6:26 - loss: 1362.7738 - logits_profile_predictions_loss: 1339.7492 - logcount_predictions_loss: 0.2832 3/2502 [..............................] - ETA: 6:27 - loss: 1381.2887 - logits_profile_predictions_loss: 1357.9899 - logcount_predictions_loss: 0.2866 4/2502 [..............................] - ETA: 6:27 - loss: 1405.0791 - logits_profile_predictions_loss: 1381.7103 - logcount_predictions_loss: 0.2874 5/2502 [..............................] - ETA: 6:27 - loss: 1423.8715 - logits_profile_predictions_loss: 1400.4590 - logcount_predictions_loss: 0.2880 6/2502 [..............................] - ETA: 6:28 - loss: 1438.8504 - logits_profile_predictions_loss: 1415.0988 - logcount_predictions_loss: 0.2921 7/2502 [..............................] - ETA: 6:27 - loss: 1445.0384 - logits_profile_predictions_loss: 1421.1524 - logcount_predictions_loss: 0.2938 8/2502 [..............................] - ETA: 6:27 - loss: 1449.3694 - logits_profile_predictions_loss: 1425.5559 - logcount_predictions_loss: 0.2929 9/2502 [..............................] - ETA: 6:27 - loss: 1452.6738 - logits_profile_predictions_loss: 1428.7463 - logcount_predictions_loss: 0.2943 10/2502 [..............................] - ETA: 6:27 - loss: 1456.1694 - logits_profile_predictions_loss: 1432.1577 - logcount_predictions_loss: 0.2953 11/2502 [..............................] - ETA: 6:27 - loss: 1459.3270 - logits_profile_predictions_loss: 1435.1921 - logcount_predictions_loss: 0.2969 12/2502 [..............................] - ETA: 6:27 - loss: 1462.5165 - logits_profile_predictions_loss: 1438.2435 - logcount_predictions_loss: 0.2986 13/2502 [..............................] - ETA: 6:27 - loss: 1466.3686 - logits_profile_predictions_loss: 1441.9933 - logcount_predictions_loss: 0.2998 14/2502 [..............................] - ETA: 6:27 - loss: 1469.4263 - logits_profile_predictions_loss: 1444.9168 - logcount_predictions_loss: 0.3015 15/2502 [..............................] - ETA: 6:27 - loss: 1472.3325 - logits_profile_predictions_loss: 1447.7467 - logcount_predictions_loss: 0.3024 16/2502 [..............................] - ETA: 6:27 - loss: 1474.5819 - logits_profile_predictions_loss: 1449.8809 - logcount_predictions_loss: 0.3038 17/2502 [..............................] - ETA: 6:26 - loss: 1476.1220 - logits_profile_predictions_loss: 1451.3454 - logcount_predictions_loss: 0.3048 18/2502 [..............................] - ETA: 6:26 - loss: 1477.8018 - logits_profile_predictions_loss: 1452.9607 - logcount_predictions_loss: 0.3056 19/2502 [..............................] - ETA: 6:26 - loss: 1479.4481 - logits_profile_predictions_loss: 1454.5564 - logcount_predictions_loss: 0.3062 20/2502 [..............................] - ETA: 6:26 - loss: 1480.8521 - logits_profile_predictions_loss: 1455.8825 - logcount_predictions_loss: 0.3071 21/2502 [..............................] - ETA: 6:26 - loss: 1481.9717 - logits_profile_predictions_loss: 1456.9319 - logcount_predictions_loss: 0.3080 22/2502 [..............................] - ETA: 6:26 - loss: 1483.1685 - logits_profile_predictions_loss: 1458.0754 - logcount_predictions_loss: 0.3087 23/2502 [..............................] - ETA: 6:25 - loss: 1484.6110 - logits_profile_predictions_loss: 1459.4701 - logcount_predictions_loss: 0.3092 24/2502 [..............................] - ETA: 6:25 - loss: 1485.8522 - logits_profile_predictions_loss: 1460.6499 - logcount_predictions_loss: 0.3100 25/2502 [..............................] - ETA: 6:25 - loss: 1487.1519 - logits_profile_predictions_loss: 1461.8995 - logcount_predictions_loss: 0.3106 26/2502 [..............................] - ETA: 6:25 - loss: 1488.5263 - logits_profile_predictions_loss: 1463.2371 - logcount_predictions_loss: 0.3111 27/2502 [..............................] - ETA: 6:25 - loss: 1489.8649 - logits_profile_predictions_loss: 1464.5396 - logcount_predictions_loss: 0.3115 28/2502 [..............................] - ETA: 6:25 - loss: 1491.0761 - logits_profile_predictions_loss: 1465.7154 - logcount_predictions_loss: 0.3119 29/2502 [..............................] - ETA: 6:25 - loss: 1491.9943 - logits_profile_predictions_loss: 1466.6110 - logcount_predictions_loss: 0.3122 30/2502 [..............................] - ETA: 6:24 - loss: 1492.9239 - logits_profile_predictions_loss: 1467.5225 - logcount_predictions_loss: 0.3124 31/2502 [..............................] - ETA: 6:24 - loss: 1493.9216 - logits_profile_predictions_loss: 1468.5067 - logcount_predictions_loss: 0.3126 32/2502 [..............................] - ETA: 6:24 - loss: 1494.7927 - logits_profile_predictions_loss: 1469.3661 - logcount_predictions_loss: 0.3128 33/2502 [..............................] - ETA: 6:24 - loss: 1495.5604 - logits_profile_predictions_loss: 1470.1265 - logcount_predictions_loss: 0.3128 34/2502 [..............................] - ETA: 6:24 - loss: 1496.1543 - logits_profile_predictions_loss: 1470.7087 - logcount_predictions_loss: 0.3130 35/2502 [..............................] - ETA: 6:24 - loss: 1496.7018 - logits_profile_predictions_loss: 1471.2487 - logcount_predictions_loss: 0.3131 36/2502 [..............................] - ETA: 6:24 - loss: 1497.0781 - logits_profile_predictions_loss: 1471.6205 - logcount_predictions_loss: 0.3131 37/2502 [..............................] - ETA: 6:23 - loss: 1497.4914 - logits_profile_predictions_loss: 1472.0362 - logcount_predictions_loss: 0.3131 38/2502 [..............................] - ETA: 6:23 - loss: 1497.9483 - logits_profile_predictions_loss: 1472.4988 - logcount_predictions_loss: 0.3130 39/2502 [..............................] - ETA: 6:23 - loss: 1498.4045 - logits_profile_predictions_loss: 1472.9597 - logcount_predictions_loss: 0.3130 40/2502 [..............................] - ETA: 6:23 - loss: 1498.8330 - logits_profile_predictions_loss: 1473.3918 - logcount_predictions_loss: 0.3129 41/2502 [..............................] - ETA: 6:23 - loss: 1499.2437 - logits_profile_predictions_loss: 1473.8096 - logcount_predictions_loss: 0.3128 42/2502 [..............................] - ETA: 6:23 - loss: 1499.5911 - logits_profile_predictions_loss: 1474.1645 - logcount_predictions_loss: 0.3128 43/2502 [..............................] - ETA: 6:23 - loss: 1499.8148 - logits_profile_predictions_loss: 1474.3945 - logcount_predictions_loss: 0.3127 44/2502 [..............................] - ETA: 6:24 - loss: 1500.0225 - logits_profile_predictions_loss: 1474.6084 - logcount_predictions_loss: 0.3126 45/2502 [..............................] - ETA: 6:24 - loss: 1500.2746 - logits_profile_predictions_loss: 1474.8669 - logcount_predictions_loss: 0.3125 46/2502 [..............................] - ETA: 6:23 - loss: 1500.5105 - logits_profile_predictions_loss: 1475.1083 - logcount_predictions_loss: 0.3125 47/2502 [..............................] - ETA: 6:23 - loss: 1500.7512 - logits_profile_predictions_loss: 1475.3519 - logcount_predictions_loss: 0.3124 48/2502 [..............................] - ETA: 6:23 - loss: 1501.0079 - logits_profile_predictions_loss: 1475.6114 - logcount_predictions_loss: 0.3124 49/2502 [..............................] - ETA: 6:23 - loss: 1501.2617 - logits_profile_predictions_loss: 1475.8677 - logcount_predictions_loss: 0.3124 50/2502 [..............................] - ETA: 6:23 - loss: 1501.4689 - logits_profile_predictions_loss: 1476.0773 - logcount_predictions_loss: 0.3123 51/2502 [..............................] - ETA: 6:22 - loss: 1501.6767 - logits_profile_predictions_loss: 1476.2877 - logcount_predictions_loss: 0.3123 52/2502 [..............................] - ETA: 6:22 - loss: 1501.8146 - logits_profile_predictions_loss: 1476.4288 - logcount_predictions_loss: 0.3122 53/2502 [..............................] - ETA: 6:22 - loss: 1501.9410 - logits_profile_predictions_loss: 1476.5592 - logcount_predictions_loss: 0.3122 54/2502 [..............................] - ETA: 6:22 - loss: 1502.0666 - logits_profile_predictions_loss: 1476.6880 - logcount_predictions_loss: 0.3122 55/2502 [..............................] - ETA: 6:22 - loss: 1502.1879 - logits_profile_predictions_loss: 1476.8122 - logcount_predictions_loss: 0.3121 56/2502 [..............................] - ETA: 6:22 - loss: 1502.2669 - logits_profile_predictions_loss: 1476.8944 - logcount_predictions_loss: 0.3121 57/2502 [..............................] - ETA: 6:22 - loss: 1502.3174 - logits_profile_predictions_loss: 1476.9464 - logcount_predictions_loss: 0.3121 58/2502 [..............................] - ETA: 6:21 - loss: 1502.4077 - logits_profile_predictions_loss: 1477.0383 - logcount_predictions_loss: 0.3120 59/2502 [..............................] - ETA: 6:21 - loss: 1502.4852 - logits_profile_predictions_loss: 1477.1181 - logcount_predictions_loss: 0.3120 60/2502 [..............................] - ETA: 6:21 - loss: 1502.5643 - logits_profile_predictions_loss: 1477.2007 - logcount_predictions_loss: 0.3120 61/2502 [..............................] - ETA: 6:21 - loss: 1502.6602 - logits_profile_predictions_loss: 1477.3016 - logcount_predictions_loss: 0.3119 62/2502 [..............................] - ETA: 6:21 - loss: 1502.7614 - logits_profile_predictions_loss: 1477.4077 - logcount_predictions_loss: 0.3119 63/2502 [..............................] - ETA: 6:21 - loss: 1502.8811 - 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[..............................] - ETA: 6:19 - loss: 1503.3149 - logits_profile_predictions_loss: 1477.9924 - logcount_predictions_loss: 0.3115 71/2502 [..............................] - ETA: 6:19 - loss: 1503.3151 - logits_profile_predictions_loss: 1477.9952 - logcount_predictions_loss: 0.3114 72/2502 [..............................] - ETA: 6:19 - loss: 1503.2935 - logits_profile_predictions_loss: 1477.9774 - logcount_predictions_loss: 0.3114 73/2502 [..............................] - ETA: 6:19 - loss: 1503.2299 - logits_profile_predictions_loss: 1477.9169 - logcount_predictions_loss: 0.3114 74/2502 [..............................] - ETA: 6:19 - loss: 1503.1521 - logits_profile_predictions_loss: 1477.8423 - logcount_predictions_loss: 0.3113 75/2502 [..............................] - ETA: 6:19 - loss: 1503.0639 - logits_profile_predictions_loss: 1477.7585 - logcount_predictions_loss: 0.3113 76/2502 [..............................] - ETA: 6:19 - loss: 1502.9467 - 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logits_profile_predictions_loss: 1470.1408 - logcount_predictions_loss: 0.3062 350/2502 [===>..........................] - ETA: 5:36 - loss: 1495.0342 - logits_profile_predictions_loss: 1470.1384 - logcount_predictions_loss: 0.3062 351/2502 [===>..........................] - ETA: 5:36 - loss: 1495.0310 - logits_profile_predictions_loss: 1470.1358 - logcount_predictions_loss: 0.3062 352/2502 [===>..........................] - ETA: 5:36 - loss: 1495.0286 - logits_profile_predictions_loss: 1470.1341 - logcount_predictions_loss: 0.3062 353/2502 [===>..........................] - ETA: 5:36 - loss: 1495.0262 - logits_profile_predictions_loss: 1470.1325 - logcount_predictions_loss: 0.3062 354/2502 [===>..........................] - ETA: 5:36 - loss: 1495.0244 - logits_profile_predictions_loss: 1470.1314 - logcount_predictions_loss: 0.3062 355/2502 [===>..........................] - ETA: 5:36 - loss: 1495.0220 - logits_profile_predictions_loss: 1470.1297 - logcount_predictions_loss: 0.3062 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logits_profile_predictions_loss: 1470.0052 - logcount_predictions_loss: 0.3057 441/2502 [====>.........................] - ETA: 5:22 - loss: 1494.8543 - logits_profile_predictions_loss: 1469.9987 - logcount_predictions_loss: 0.3057 442/2502 [====>.........................] - ETA: 5:22 - loss: 1494.8480 - logits_profile_predictions_loss: 1469.9928 - logcount_predictions_loss: 0.3057 443/2502 [====>.........................] - ETA: 5:22 - loss: 1494.8412 - logits_profile_predictions_loss: 1469.9865 - logcount_predictions_loss: 0.3057 444/2502 [====>.........................] - ETA: 5:22 - loss: 1494.8358 - logits_profile_predictions_loss: 1469.9814 - logcount_predictions_loss: 0.3057 445/2502 [====>.........................] - ETA: 5:22 - loss: 1494.8299 - logits_profile_predictions_loss: 1469.9758 - logcount_predictions_loss: 0.3057 446/2502 [====>.........................] - ETA: 5:22 - loss: 1494.8240 - logits_profile_predictions_loss: 1469.9703 - logcount_predictions_loss: 0.3057 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logits_profile_predictions_loss: 1469.9291 - logcount_predictions_loss: 0.3057 454/2502 [====>.........................] - ETA: 5:20 - loss: 1494.7743 - logits_profile_predictions_loss: 1469.9234 - logcount_predictions_loss: 0.3057 455/2502 [====>.........................] - ETA: 5:20 - loss: 1494.7680 - logits_profile_predictions_loss: 1469.9173 - logcount_predictions_loss: 0.3057 456/2502 [====>.........................] - ETA: 5:20 - loss: 1494.7617 - logits_profile_predictions_loss: 1469.9113 - logcount_predictions_loss: 0.3057 457/2502 [====>.........................] - ETA: 5:20 - loss: 1494.7561 - logits_profile_predictions_loss: 1469.9060 - logcount_predictions_loss: 0.3057 458/2502 [====>.........................] - ETA: 5:20 - loss: 1494.7500 - logits_profile_predictions_loss: 1469.9002 - logcount_predictions_loss: 0.3057 459/2502 [====>.........................] - ETA: 5:20 - loss: 1494.7439 - logits_profile_predictions_loss: 1469.8944 - logcount_predictions_loss: 0.3057 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logcount_predictions_loss: 0.3008 2501/2502 [============================>.] - ETA: 0s - loss: 1492.0272 - logits_profile_predictions_loss: 1467.5691 - logcount_predictions_loss: 0.3008 2502/2502 [==============================] - ETA: 0s - loss: 1492.0271 - logits_profile_predictions_loss: 1467.5690 - logcount_predictions_loss: 0.3008 2502/2502 [==============================] - 410s 164ms/step - loss: 1492.0269 - logits_profile_predictions_loss: 1467.5690 - logcount_predictions_loss: 0.3008 - val_loss: 1604.3923 - val_logits_profile_predictions_loss: 1571.9958 - val_logcount_predictions_loss: 0.3985 Epoch 00017: val_loss improved from 1605.83911 to 1604.39233, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 Epoch 18/50 1/2502 [..............................] - ETA: 9:09 - loss: 1676.7054 - logits_profile_predictions_loss: 1637.2534 - logcount_predictions_loss: 0.4853 2/2502 [..............................] - ETA: 6:28 - loss: 1606.1423 - logits_profile_predictions_loss: 1569.9988 - logcount_predictions_loss: 0.4446 3/2502 [..............................] - ETA: 6:28 - loss: 1601.5913 - logits_profile_predictions_loss: 1567.9970 - logcount_predictions_loss: 0.4132 4/2502 [..............................] - ETA: 6:27 - loss: 1604.9284 - logits_profile_predictions_loss: 1573.0288 - logcount_predictions_loss: 0.3924 5/2502 [..............................] - ETA: 6:27 - loss: 1597.2584 - logits_profile_predictions_loss: 1566.7278 - logcount_predictions_loss: 0.3755 6/2502 [..............................] - ETA: 6:27 - loss: 1589.3476 - logits_profile_predictions_loss: 1559.9148 - logcount_predictions_loss: 0.3620 7/2502 [..............................] - ETA: 6:27 - loss: 1580.2924 - logits_profile_predictions_loss: 1551.6925 - logcount_predictions_loss: 0.3518 8/2502 [..............................] - ETA: 6:27 - loss: 1573.8173 - 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[..............................] - ETA: 6:26 - loss: 1537.9325 - logits_profile_predictions_loss: 1512.2867 - logcount_predictions_loss: 0.3154 16/2502 [..............................] - ETA: 6:26 - loss: 1534.6100 - logits_profile_predictions_loss: 1509.1198 - logcount_predictions_loss: 0.3135 17/2502 [..............................] - ETA: 6:26 - loss: 1531.2923 - logits_profile_predictions_loss: 1505.9084 - logcount_predictions_loss: 0.3122 18/2502 [..............................] - ETA: 6:26 - loss: 1528.2697 - logits_profile_predictions_loss: 1502.9795 - logcount_predictions_loss: 0.3111 19/2502 [..............................] - ETA: 6:26 - loss: 1525.7508 - logits_profile_predictions_loss: 1500.5543 - logcount_predictions_loss: 0.3099 20/2502 [..............................] - ETA: 6:26 - loss: 1523.4216 - logits_profile_predictions_loss: 1498.3247 - logcount_predictions_loss: 0.3087 21/2502 [..............................] - ETA: 6:25 - loss: 1521.3700 - 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[..............................] - ETA: 6:25 - loss: 1509.5060 - logits_profile_predictions_loss: 1485.0210 - logcount_predictions_loss: 0.3012 29/2502 [..............................] - ETA: 6:25 - loss: 1508.3004 - logits_profile_predictions_loss: 1483.8529 - logcount_predictions_loss: 0.3007 30/2502 [..............................] - ETA: 6:25 - loss: 1507.0355 - logits_profile_predictions_loss: 1482.6220 - logcount_predictions_loss: 0.3003 31/2502 [..............................] - ETA: 6:25 - loss: 1505.9586 - logits_profile_predictions_loss: 1481.5820 - logcount_predictions_loss: 0.2998 32/2502 [..............................] - ETA: 6:25 - loss: 1505.0844 - logits_profile_predictions_loss: 1480.7414 - logcount_predictions_loss: 0.2994 33/2502 [..............................] - ETA: 6:24 - loss: 1504.1637 - logits_profile_predictions_loss: 1479.8529 - logcount_predictions_loss: 0.2990 34/2502 [..............................] - ETA: 6:24 - loss: 1503.2862 - 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[..............................] - ETA: 6:23 - loss: 1498.8097 - logits_profile_predictions_loss: 1474.6191 - logcount_predictions_loss: 0.2975 42/2502 [..............................] - ETA: 6:23 - loss: 1498.3468 - logits_profile_predictions_loss: 1474.1635 - logcount_predictions_loss: 0.2975 43/2502 [..............................] - ETA: 6:23 - loss: 1497.9358 - logits_profile_predictions_loss: 1473.7584 - logcount_predictions_loss: 0.2974 44/2502 [..............................] - ETA: 6:23 - loss: 1497.4598 - logits_profile_predictions_loss: 1473.2919 - logcount_predictions_loss: 0.2973 45/2502 [..............................] - ETA: 6:23 - loss: 1497.0193 - logits_profile_predictions_loss: 1472.8594 - logcount_predictions_loss: 0.2972 46/2502 [..............................] - ETA: 6:22 - loss: 1496.6084 - logits_profile_predictions_loss: 1472.4586 - logcount_predictions_loss: 0.2970 47/2502 [..............................] - ETA: 6:22 - loss: 1496.1907 - 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[..............................] - ETA: 6:21 - loss: 1493.9915 - logits_profile_predictions_loss: 1469.9165 - logcount_predictions_loss: 0.2961 55/2502 [..............................] - ETA: 6:20 - loss: 1493.6623 - logits_profile_predictions_loss: 1469.5952 - logcount_predictions_loss: 0.2960 56/2502 [..............................] - ETA: 6:20 - loss: 1493.3463 - logits_profile_predictions_loss: 1469.2864 - logcount_predictions_loss: 0.2959 57/2502 [..............................] - ETA: 6:20 - loss: 1493.0622 - logits_profile_predictions_loss: 1469.0097 - logcount_predictions_loss: 0.2958 58/2502 [..............................] - ETA: 6:20 - loss: 1492.7819 - logits_profile_predictions_loss: 1468.7340 - logcount_predictions_loss: 0.2958 59/2502 [..............................] - ETA: 6:20 - loss: 1492.5433 - logits_profile_predictions_loss: 1468.4990 - logcount_predictions_loss: 0.2957 60/2502 [..............................] - ETA: 6:20 - loss: 1492.3275 - 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[..............................] - ETA: 6:19 - loss: 1490.5793 - logits_profile_predictions_loss: 1466.5655 - logcount_predictions_loss: 0.2954 68/2502 [..............................] - ETA: 6:19 - loss: 1490.3639 - logits_profile_predictions_loss: 1466.3593 - logcount_predictions_loss: 0.2953 69/2502 [..............................] - ETA: 6:18 - loss: 1490.1586 - logits_profile_predictions_loss: 1466.1631 - logcount_predictions_loss: 0.2951 70/2502 [..............................] - ETA: 6:18 - loss: 1489.9859 - logits_profile_predictions_loss: 1465.9993 - logcount_predictions_loss: 0.2950 71/2502 [..............................] - ETA: 6:18 - loss: 1489.7856 - logits_profile_predictions_loss: 1465.8080 - logcount_predictions_loss: 0.2949 72/2502 [..............................] - ETA: 6:18 - loss: 1489.5855 - logits_profile_predictions_loss: 1465.6176 - logcount_predictions_loss: 0.2948 73/2502 [..............................] - ETA: 6:18 - loss: 1489.3973 - 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[..............................] - ETA: 6:17 - loss: 1488.2955 - logits_profile_predictions_loss: 1464.4034 - logcount_predictions_loss: 0.2939 81/2502 [..............................] - ETA: 6:17 - loss: 1488.1552 - logits_profile_predictions_loss: 1464.2717 - logcount_predictions_loss: 0.2938 82/2502 [..............................] - ETA: 6:17 - loss: 1488.0099 - logits_profile_predictions_loss: 1464.1355 - logcount_predictions_loss: 0.2937 83/2502 [..............................] - ETA: 6:17 - loss: 1487.8820 - logits_profile_predictions_loss: 1464.0163 - logcount_predictions_loss: 0.2935 84/2502 [>.............................] - ETA: 6:16 - loss: 1487.7750 - logits_profile_predictions_loss: 1463.9184 - logcount_predictions_loss: 0.2934 85/2502 [>.............................] - ETA: 6:16 - loss: 1487.6693 - logits_profile_predictions_loss: 1463.8208 - logcount_predictions_loss: 0.2933 86/2502 [>.............................] - ETA: 6:16 - loss: 1487.5586 - 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[>.............................] - ETA: 6:15 - loss: 1487.0706 - logits_profile_predictions_loss: 1463.2803 - logcount_predictions_loss: 0.2926 94/2502 [>.............................] - ETA: 6:15 - loss: 1486.9753 - logits_profile_predictions_loss: 1463.1918 - logcount_predictions_loss: 0.2925 95/2502 [>.............................] - ETA: 6:15 - loss: 1486.8799 - logits_profile_predictions_loss: 1463.1031 - logcount_predictions_loss: 0.2925 96/2502 [>.............................] - ETA: 6:15 - loss: 1486.7836 - logits_profile_predictions_loss: 1463.0127 - logcount_predictions_loss: 0.2924 97/2502 [>.............................] - ETA: 6:15 - loss: 1486.6984 - logits_profile_predictions_loss: 1462.9336 - logcount_predictions_loss: 0.2923 98/2502 [>.............................] - ETA: 6:14 - loss: 1486.6071 - logits_profile_predictions_loss: 1462.8486 - logcount_predictions_loss: 0.2922 99/2502 [>.............................] - ETA: 6:14 - loss: 1486.5305 - 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logits_profile_predictions_loss: 1457.0873 - logcount_predictions_loss: 0.2903 490/2502 [====>.........................] - ETA: 5:15 - loss: 1480.6944 - logits_profile_predictions_loss: 1457.0936 - logcount_predictions_loss: 0.2903 491/2502 [====>.........................] - ETA: 5:14 - loss: 1480.7010 - logits_profile_predictions_loss: 1457.1004 - logcount_predictions_loss: 0.2903 492/2502 [====>.........................] - ETA: 5:14 - loss: 1480.7070 - logits_profile_predictions_loss: 1457.1065 - logcount_predictions_loss: 0.2903 493/2502 [====>.........................] - ETA: 5:14 - loss: 1480.7124 - logits_profile_predictions_loss: 1457.1120 - logcount_predictions_loss: 0.2903 494/2502 [====>.........................] - ETA: 5:14 - loss: 1480.7174 - logits_profile_predictions_loss: 1457.1172 - logcount_predictions_loss: 0.2903 495/2502 [====>.........................] - ETA: 5:14 - loss: 1480.7229 - logits_profile_predictions_loss: 1457.1228 - logcount_predictions_loss: 0.2903 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logcount_predictions_loss: 0.2868 2498/2502 [============================>.] - ETA: 0s - loss: 1482.6415 - logits_profile_predictions_loss: 1459.3259 - logcount_predictions_loss: 0.2868 2499/2502 [============================>.] - ETA: 0s - loss: 1482.6424 - logits_profile_predictions_loss: 1459.3269 - logcount_predictions_loss: 0.2868 2500/2502 [============================>.] - ETA: 0s - loss: 1482.6432 - logits_profile_predictions_loss: 1459.3277 - logcount_predictions_loss: 0.2868 2501/2502 [============================>.] - ETA: 0s - loss: 1482.6441 - logits_profile_predictions_loss: 1459.3286 - logcount_predictions_loss: 0.2868 2502/2502 [==============================] - ETA: 0s - loss: 1482.6449 - logits_profile_predictions_loss: 1459.3294 - logcount_predictions_loss: 0.2868 2502/2502 [==============================] - 410s 164ms/step - loss: 1482.6457 - logits_profile_predictions_loss: 1459.3303 - logcount_predictions_loss: 0.2868 - val_loss: 1621.0566 - val_logits_profile_predictions_loss: 1587.6846 - val_logcount_predictions_loss: 0.4105 Epoch 00018: val_loss did not improve from 1604.39233 Epoch 19/50 1/2502 [..............................] - ETA: 9:40 - loss: 1319.7709 - logits_profile_predictions_loss: 1301.8470 - logcount_predictions_loss: 0.2205 2/2502 [..............................] - ETA: 6:28 - loss: 1355.4752 - logits_profile_predictions_loss: 1336.8323 - logcount_predictions_loss: 0.2293 3/2502 [..............................] - ETA: 6:28 - loss: 1387.3234 - logits_profile_predictions_loss: 1367.6501 - logcount_predictions_loss: 0.2420 4/2502 [..............................] - ETA: 6:28 - loss: 1405.6062 - logits_profile_predictions_loss: 1384.9156 - logcount_predictions_loss: 0.2545 5/2502 [..............................] - ETA: 6:28 - loss: 1420.1919 - logits_profile_predictions_loss: 1398.8115 - logcount_predictions_loss: 0.2630 6/2502 [..............................] - ETA: 6:28 - loss: 1428.2730 - 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logits_profile_predictions_loss: 1448.8272 - logcount_predictions_loss: 0.2736 410/2502 [===>..........................] - ETA: 5:27 - loss: 1471.0841 - logits_profile_predictions_loss: 1448.8406 - logcount_predictions_loss: 0.2736 411/2502 [===>..........................] - ETA: 5:27 - loss: 1471.0975 - logits_profile_predictions_loss: 1448.8536 - logcount_predictions_loss: 0.2736 412/2502 [===>..........................] - ETA: 5:27 - loss: 1471.1103 - logits_profile_predictions_loss: 1448.8661 - logcount_predictions_loss: 0.2736 413/2502 [===>..........................] - ETA: 5:27 - loss: 1471.1237 - logits_profile_predictions_loss: 1448.8790 - logcount_predictions_loss: 0.2736 414/2502 [===>..........................] - ETA: 5:27 - loss: 1471.1376 - logits_profile_predictions_loss: 1448.8927 - logcount_predictions_loss: 0.2736 415/2502 [===>..........................] - ETA: 5:27 - loss: 1471.1511 - logits_profile_predictions_loss: 1448.9058 - logcount_predictions_loss: 0.2736 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logits_profile_predictions_loss: 1448.9972 - logcount_predictions_loss: 0.2736 423/2502 [====>.........................] - ETA: 5:25 - loss: 1471.2585 - logits_profile_predictions_loss: 1449.0102 - logcount_predictions_loss: 0.2737 424/2502 [====>.........................] - ETA: 5:25 - loss: 1471.2715 - logits_profile_predictions_loss: 1449.0229 - logcount_predictions_loss: 0.2737 425/2502 [====>.........................] - ETA: 5:25 - loss: 1471.2854 - logits_profile_predictions_loss: 1449.0364 - logcount_predictions_loss: 0.2737 426/2502 [====>.........................] - ETA: 5:25 - loss: 1471.2990 - logits_profile_predictions_loss: 1449.0495 - logcount_predictions_loss: 0.2737 427/2502 [====>.........................] - ETA: 5:25 - loss: 1471.3120 - logits_profile_predictions_loss: 1449.0620 - logcount_predictions_loss: 0.2737 428/2502 [====>.........................] - ETA: 5:25 - loss: 1471.3256 - logits_profile_predictions_loss: 1449.0751 - logcount_predictions_loss: 0.2737 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logits_profile_predictions_loss: 1449.3171 - logcount_predictions_loss: 0.2738 449/2502 [====>.........................] - ETA: 5:21 - loss: 1471.5868 - logits_profile_predictions_loss: 1449.3273 - logcount_predictions_loss: 0.2738 450/2502 [====>.........................] - ETA: 5:21 - loss: 1471.5966 - logits_profile_predictions_loss: 1449.3367 - logcount_predictions_loss: 0.2738 451/2502 [====>.........................] - ETA: 5:21 - loss: 1471.6068 - logits_profile_predictions_loss: 1449.3465 - logcount_predictions_loss: 0.2738 452/2502 [====>.........................] - ETA: 5:21 - loss: 1471.6171 - logits_profile_predictions_loss: 1449.3564 - logcount_predictions_loss: 0.2738 453/2502 [====>.........................] - ETA: 5:21 - loss: 1471.6274 - logits_profile_predictions_loss: 1449.3663 - logcount_predictions_loss: 0.2738 454/2502 [====>.........................] - ETA: 5:20 - loss: 1471.6376 - logits_profile_predictions_loss: 1449.3763 - logcount_predictions_loss: 0.2738 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logcount_predictions_loss: 0.2757 2496/2502 [============================>.] - ETA: 0s - loss: 1477.9543 - logits_profile_predictions_loss: 1455.5445 - logcount_predictions_loss: 0.2757 2497/2502 [============================>.] - ETA: 0s - loss: 1477.9552 - logits_profile_predictions_loss: 1455.5454 - logcount_predictions_loss: 0.2757 2498/2502 [============================>.] - ETA: 0s - loss: 1477.9561 - logits_profile_predictions_loss: 1455.5463 - logcount_predictions_loss: 0.2757 2499/2502 [============================>.] - ETA: 0s - loss: 1477.9571 - logits_profile_predictions_loss: 1455.5471 - logcount_predictions_loss: 0.2757 2500/2502 [============================>.] - ETA: 0s - loss: 1477.9580 - logits_profile_predictions_loss: 1455.5480 - logcount_predictions_loss: 0.2757 2501/2502 [============================>.] - ETA: 0s - loss: 1477.9589 - logits_profile_predictions_loss: 1455.5489 - logcount_predictions_loss: 0.2757 2502/2502 [==============================] - ETA: 0s - loss: 1477.9599 - logits_profile_predictions_loss: 1455.5498 - logcount_predictions_loss: 0.2757 2502/2502 [==============================] - 410s 164ms/step - loss: 1477.9609 - logits_profile_predictions_loss: 1455.5507 - logcount_predictions_loss: 0.2757 - val_loss: 1621.6168 - val_logits_profile_predictions_loss: 1584.6829 - val_logcount_predictions_loss: 0.4543 Epoch 00019: val_loss did not improve from 1604.39233 Epoch 20/50 1/2502 [..............................] - ETA: 8:43 - loss: 1404.6545 - logits_profile_predictions_loss: 1378.8505 - logcount_predictions_loss: 0.3174 2/2502 [..............................] - ETA: 6:36 - loss: 1409.3016 - logits_profile_predictions_loss: 1384.2171 - logcount_predictions_loss: 0.3085 3/2502 [..............................] - ETA: 6:32 - loss: 1417.1462 - logits_profile_predictions_loss: 1392.3192 - logcount_predictions_loss: 0.3054 4/2502 [..............................] - ETA: 6:30 - loss: 1416.8186 - logits_profile_predictions_loss: 1392.0958 - logcount_predictions_loss: 0.3041 5/2502 [..............................] - ETA: 6:30 - loss: 1420.4224 - logits_profile_predictions_loss: 1395.9633 - logcount_predictions_loss: 0.3008 6/2502 [..............................] - ETA: 6:29 - loss: 1420.3131 - logits_profile_predictions_loss: 1396.1512 - logcount_predictions_loss: 0.2972 7/2502 [..............................] - ETA: 6:29 - loss: 1425.1928 - logits_profile_predictions_loss: 1401.2523 - logcount_predictions_loss: 0.2945 8/2502 [..............................] - ETA: 6:28 - loss: 1430.1922 - logits_profile_predictions_loss: 1406.5050 - logcount_predictions_loss: 0.2914 9/2502 [..............................] - ETA: 6:28 - loss: 1434.6055 - logits_profile_predictions_loss: 1411.1721 - logcount_predictions_loss: 0.2882 10/2502 [..............................] - ETA: 6:28 - loss: 1438.4446 - logits_profile_predictions_loss: 1415.2391 - logcount_predictions_loss: 0.2854 11/2502 [..............................] - ETA: 6:28 - loss: 1441.0966 - logits_profile_predictions_loss: 1418.0555 - logcount_predictions_loss: 0.2834 12/2502 [..............................] - ETA: 6:28 - loss: 1443.1213 - logits_profile_predictions_loss: 1420.2340 - logcount_predictions_loss: 0.2815 13/2502 [..............................] - ETA: 6:27 - loss: 1445.6668 - logits_profile_predictions_loss: 1422.9172 - logcount_predictions_loss: 0.2798 14/2502 [..............................] - ETA: 6:27 - loss: 1446.7650 - logits_profile_predictions_loss: 1424.1338 - logcount_predictions_loss: 0.2784 15/2502 [..............................] - ETA: 6:27 - loss: 1447.7272 - logits_profile_predictions_loss: 1425.2110 - logcount_predictions_loss: 0.2770 16/2502 [..............................] - ETA: 6:27 - loss: 1448.3525 - logits_profile_predictions_loss: 1425.9518 - logcount_predictions_loss: 0.2755 17/2502 [..............................] - ETA: 6:27 - loss: 1448.6577 - logits_profile_predictions_loss: 1426.3398 - 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loss: 1452.0890 - logits_profile_predictions_loss: 1430.0916 - logcount_predictions_loss: 0.2706 25/2502 [..............................] - ETA: 6:26 - loss: 1452.6356 - logits_profile_predictions_loss: 1430.6750 - logcount_predictions_loss: 0.2701 26/2502 [..............................] - ETA: 6:26 - loss: 1452.9564 - logits_profile_predictions_loss: 1431.0326 - logcount_predictions_loss: 0.2697 27/2502 [..............................] - ETA: 6:26 - loss: 1453.3115 - logits_profile_predictions_loss: 1431.4255 - logcount_predictions_loss: 0.2692 28/2502 [..............................] - ETA: 6:25 - loss: 1453.4157 - logits_profile_predictions_loss: 1431.5652 - logcount_predictions_loss: 0.2688 29/2502 [..............................] - ETA: 6:25 - loss: 1453.4222 - logits_profile_predictions_loss: 1431.6034 - logcount_predictions_loss: 0.2684 30/2502 [..............................] - ETA: 6:25 - loss: 1453.5153 - logits_profile_predictions_loss: 1431.7230 - 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logcount_predictions_loss: 0.2666 2449/2502 [============================>.] - ETA: 8s - loss: 1472.6833 - logits_profile_predictions_loss: 1451.0046 - logcount_predictions_loss: 0.2666 2450/2502 [============================>.] - ETA: 8s - loss: 1472.6843 - logits_profile_predictions_loss: 1451.0056 - logcount_predictions_loss: 0.2666 2451/2502 [============================>.] - ETA: 8s - loss: 1472.6852 - logits_profile_predictions_loss: 1451.0065 - logcount_predictions_loss: 0.2666 2452/2502 [============================>.] - ETA: 7s - loss: 1472.6861 - logits_profile_predictions_loss: 1451.0074 - logcount_predictions_loss: 0.2666 2453/2502 [============================>.] - ETA: 7s - loss: 1472.6870 - logits_profile_predictions_loss: 1451.0083 - logcount_predictions_loss: 0.2666 2454/2502 [============================>.] - ETA: 7s - loss: 1472.6879 - logits_profile_predictions_loss: 1451.0092 - logcount_predictions_loss: 0.2666 2455/2502 [============================>.] - ETA: 7s - loss: 1472.6888 - logits_profile_predictions_loss: 1451.0101 - logcount_predictions_loss: 0.2666 2456/2502 [============================>.] - ETA: 7s - loss: 1472.6898 - logits_profile_predictions_loss: 1451.0110 - logcount_predictions_loss: 0.2666 2457/2502 [============================>.] - ETA: 7s - loss: 1472.6907 - logits_profile_predictions_loss: 1451.0120 - logcount_predictions_loss: 0.2666 2458/2502 [============================>.] - ETA: 6s - loss: 1472.6917 - logits_profile_predictions_loss: 1451.0129 - logcount_predictions_loss: 0.2666 2459/2502 [============================>.] - ETA: 6s - loss: 1472.6926 - logits_profile_predictions_loss: 1451.0138 - logcount_predictions_loss: 0.2666 2460/2502 [============================>.] - ETA: 6s - loss: 1472.6936 - logits_profile_predictions_loss: 1451.0148 - logcount_predictions_loss: 0.2666 2461/2502 [============================>.] - ETA: 6s - loss: 1472.6945 - logits_profile_predictions_loss: 1451.0158 - logcount_predictions_loss: 0.2666 2462/2502 [============================>.] - ETA: 6s - loss: 1472.6955 - logits_profile_predictions_loss: 1451.0167 - logcount_predictions_loss: 0.2666 2463/2502 [============================>.] - ETA: 6s - loss: 1472.6965 - logits_profile_predictions_loss: 1451.0177 - logcount_predictions_loss: 0.2666 2464/2502 [============================>.] - ETA: 5s - loss: 1472.6975 - logits_profile_predictions_loss: 1451.0186 - logcount_predictions_loss: 0.2666 2465/2502 [============================>.] - ETA: 5s - loss: 1472.6984 - logits_profile_predictions_loss: 1451.0196 - logcount_predictions_loss: 0.2666 2466/2502 [============================>.] - ETA: 5s - loss: 1472.6994 - logits_profile_predictions_loss: 1451.0205 - logcount_predictions_loss: 0.2666 2467/2502 [============================>.] - ETA: 5s - loss: 1472.7003 - logits_profile_predictions_loss: 1451.0214 - logcount_predictions_loss: 0.2666 2468/2502 [============================>.] - ETA: 5s - loss: 1472.7012 - logits_profile_predictions_loss: 1451.0223 - logcount_predictions_loss: 0.2666 2469/2502 [============================>.] - ETA: 5s - loss: 1472.7021 - logits_profile_predictions_loss: 1451.0232 - logcount_predictions_loss: 0.2666 2470/2502 [============================>.] - ETA: 5s - loss: 1472.7030 - logits_profile_predictions_loss: 1451.0242 - logcount_predictions_loss: 0.2666 2471/2502 [============================>.] - ETA: 4s - loss: 1472.7039 - logits_profile_predictions_loss: 1451.0251 - logcount_predictions_loss: 0.2666 2472/2502 [============================>.] - ETA: 4s - loss: 1472.7049 - logits_profile_predictions_loss: 1451.0260 - logcount_predictions_loss: 0.2666 2473/2502 [============================>.] - ETA: 4s - loss: 1472.7058 - logits_profile_predictions_loss: 1451.0269 - logcount_predictions_loss: 0.2666 2474/2502 [============================>.] - ETA: 4s - loss: 1472.7067 - logits_profile_predictions_loss: 1451.0278 - logcount_predictions_loss: 0.2666 2475/2502 [============================>.] - ETA: 4s - loss: 1472.7076 - logits_profile_predictions_loss: 1451.0287 - logcount_predictions_loss: 0.2666 2476/2502 [============================>.] - ETA: 4s - loss: 1472.7086 - logits_profile_predictions_loss: 1451.0296 - logcount_predictions_loss: 0.2666 2477/2502 [============================>.] - ETA: 3s - loss: 1472.7095 - logits_profile_predictions_loss: 1451.0306 - logcount_predictions_loss: 0.2666 2478/2502 [============================>.] - ETA: 3s - loss: 1472.7105 - logits_profile_predictions_loss: 1451.0315 - logcount_predictions_loss: 0.2666 2479/2502 [============================>.] - ETA: 3s - loss: 1472.7114 - logits_profile_predictions_loss: 1451.0325 - logcount_predictions_loss: 0.2666 2480/2502 [============================>.] - ETA: 3s - loss: 1472.7124 - logits_profile_predictions_loss: 1451.0334 - logcount_predictions_loss: 0.2666 2481/2502 [============================>.] - ETA: 3s - loss: 1472.7133 - logits_profile_predictions_loss: 1451.0344 - logcount_predictions_loss: 0.2666 2482/2502 [============================>.] - ETA: 3s - loss: 1472.7143 - logits_profile_predictions_loss: 1451.0353 - logcount_predictions_loss: 0.2666 2483/2502 [============================>.] - ETA: 2s - loss: 1472.7153 - logits_profile_predictions_loss: 1451.0363 - logcount_predictions_loss: 0.2666 2484/2502 [============================>.] - ETA: 2s - loss: 1472.7163 - logits_profile_predictions_loss: 1451.0373 - logcount_predictions_loss: 0.2666 2485/2502 [============================>.] - ETA: 2s - loss: 1472.7172 - logits_profile_predictions_loss: 1451.0382 - logcount_predictions_loss: 0.2666 2486/2502 [============================>.] - ETA: 2s - loss: 1472.7182 - logits_profile_predictions_loss: 1451.0392 - logcount_predictions_loss: 0.2666 2487/2502 [============================>.] - ETA: 2s - loss: 1472.7192 - logits_profile_predictions_loss: 1451.0401 - logcount_predictions_loss: 0.2666 2488/2502 [============================>.] - ETA: 2s - loss: 1472.7201 - logits_profile_predictions_loss: 1451.0411 - logcount_predictions_loss: 0.2666 2489/2502 [============================>.] - ETA: 2s - loss: 1472.7211 - logits_profile_predictions_loss: 1451.0420 - logcount_predictions_loss: 0.2666 2490/2502 [============================>.] - ETA: 1s - loss: 1472.7221 - logits_profile_predictions_loss: 1451.0430 - logcount_predictions_loss: 0.2666 2491/2502 [============================>.] - ETA: 1s - loss: 1472.7230 - logits_profile_predictions_loss: 1451.0439 - logcount_predictions_loss: 0.2666 2492/2502 [============================>.] - ETA: 1s - loss: 1472.7240 - logits_profile_predictions_loss: 1451.0449 - logcount_predictions_loss: 0.2666 2493/2502 [============================>.] - ETA: 1s - loss: 1472.7250 - logits_profile_predictions_loss: 1451.0458 - logcount_predictions_loss: 0.2666 2494/2502 [============================>.] - ETA: 1s - loss: 1472.7260 - logits_profile_predictions_loss: 1451.0468 - logcount_predictions_loss: 0.2666 2495/2502 [============================>.] - ETA: 1s - loss: 1472.7269 - logits_profile_predictions_loss: 1451.0478 - logcount_predictions_loss: 0.2666 2496/2502 [============================>.] - ETA: 0s - loss: 1472.7279 - logits_profile_predictions_loss: 1451.0487 - logcount_predictions_loss: 0.2666 2497/2502 [============================>.] - ETA: 0s - loss: 1472.7289 - logits_profile_predictions_loss: 1451.0497 - logcount_predictions_loss: 0.2666 2498/2502 [============================>.] - ETA: 0s - loss: 1472.7298 - logits_profile_predictions_loss: 1451.0507 - logcount_predictions_loss: 0.2666 2499/2502 [============================>.] - ETA: 0s - loss: 1472.7308 - logits_profile_predictions_loss: 1451.0516 - logcount_predictions_loss: 0.2666 2500/2502 [============================>.] - ETA: 0s - loss: 1472.7318 - logits_profile_predictions_loss: 1451.0526 - logcount_predictions_loss: 0.2666 2501/2502 [============================>.] - ETA: 0s - loss: 1472.7328 - logits_profile_predictions_loss: 1451.0536 - logcount_predictions_loss: 0.2666 2502/2502 [==============================] - ETA: 0s - loss: 1472.7338 - logits_profile_predictions_loss: 1451.0545 - logcount_predictions_loss: 0.2666 2502/2502 [==============================] - 410s 164ms/step - loss: 1472.7347 - logits_profile_predictions_loss: 1451.0555 - logcount_predictions_loss: 0.2666 - val_loss: 1614.2072 - val_logits_profile_predictions_loss: 1580.9304 - val_logcount_predictions_loss: 0.4093 Epoch 00020: val_loss did not improve from 1604.39233 Epoch 21/50 1/2502 [..............................] - ETA: 9:45 - loss: 1332.1494 - logits_profile_predictions_loss: 1309.2217 - logcount_predictions_loss: 0.2820 2/2502 [..............................] - ETA: 6:43 - loss: 1364.0931 - logits_profile_predictions_loss: 1342.2375 - logcount_predictions_loss: 0.2688 3/2502 [..............................] - ETA: 6:35 - loss: 1386.6698 - logits_profile_predictions_loss: 1365.8748 - logcount_predictions_loss: 0.2558 4/2502 [..............................] - ETA: 6:33 - loss: 1404.3089 - logits_profile_predictions_loss: 1384.2024 - logcount_predictions_loss: 0.2473 5/2502 [..............................] - ETA: 6:32 - loss: 1411.3340 - logits_profile_predictions_loss: 1391.3486 - logcount_predictions_loss: 0.2458 6/2502 [..............................] - ETA: 6:31 - loss: 1419.4810 - logits_profile_predictions_loss: 1399.4325 - logcount_predictions_loss: 0.2466 7/2502 [..............................] - ETA: 6:30 - loss: 1428.9708 - logits_profile_predictions_loss: 1409.0681 - logcount_predictions_loss: 0.2448 8/2502 [..............................] - ETA: 6:30 - loss: 1435.9118 - logits_profile_predictions_loss: 1416.1113 - logcount_predictions_loss: 0.2435 9/2502 [..............................] - ETA: 6:30 - loss: 1440.1194 - logits_profile_predictions_loss: 1420.3055 - logcount_predictions_loss: 0.2437 10/2502 [..............................] - ETA: 6:29 - loss: 1442.7955 - logits_profile_predictions_loss: 1422.9498 - logcount_predictions_loss: 0.2441 11/2502 [..............................] - ETA: 6:29 - loss: 1444.1438 - logits_profile_predictions_loss: 1424.2911 - logcount_predictions_loss: 0.2442 12/2502 [..............................] - ETA: 6:29 - loss: 1445.1279 - logits_profile_predictions_loss: 1425.2480 - logcount_predictions_loss: 0.2445 13/2502 [..............................] - ETA: 6:28 - loss: 1445.6685 - logits_profile_predictions_loss: 1425.7710 - logcount_predictions_loss: 0.2447 14/2502 [..............................] - ETA: 6:28 - loss: 1445.7070 - logits_profile_predictions_loss: 1425.8149 - logcount_predictions_loss: 0.2447 15/2502 [..............................] - ETA: 6:28 - loss: 1445.4227 - logits_profile_predictions_loss: 1425.5257 - logcount_predictions_loss: 0.2447 16/2502 [..............................] - ETA: 6:28 - loss: 1445.4881 - logits_profile_predictions_loss: 1425.5912 - logcount_predictions_loss: 0.2447 17/2502 [..............................] - ETA: 6:28 - loss: 1446.3818 - logits_profile_predictions_loss: 1426.4707 - logcount_predictions_loss: 0.2449 18/2502 [..............................] - ETA: 6:28 - loss: 1447.0313 - logits_profile_predictions_loss: 1427.1180 - logcount_predictions_loss: 0.2449 19/2502 [..............................] - ETA: 6:27 - loss: 1447.3973 - logits_profile_predictions_loss: 1427.4854 - logcount_predictions_loss: 0.2449 20/2502 [..............................] - ETA: 6:27 - loss: 1448.0521 - logits_profile_predictions_loss: 1428.1525 - logcount_predictions_loss: 0.2448 21/2502 [..............................] - ETA: 6:27 - loss: 1448.5293 - logits_profile_predictions_loss: 1428.6450 - logcount_predictions_loss: 0.2446 22/2502 [..............................] - ETA: 6:27 - loss: 1448.8600 - logits_profile_predictions_loss: 1428.9868 - logcount_predictions_loss: 0.2444 23/2502 [..............................] - ETA: 6:27 - loss: 1449.1592 - logits_profile_predictions_loss: 1429.2915 - logcount_predictions_loss: 0.2444 24/2502 [..............................] - ETA: 6:26 - loss: 1449.4934 - logits_profile_predictions_loss: 1429.6271 - logcount_predictions_loss: 0.2444 25/2502 [..............................] - ETA: 6:26 - loss: 1449.7118 - logits_profile_predictions_loss: 1429.8444 - logcount_predictions_loss: 0.2444 26/2502 [..............................] - ETA: 6:26 - loss: 1450.0722 - logits_profile_predictions_loss: 1430.2061 - logcount_predictions_loss: 0.2444 27/2502 [..............................] - ETA: 6:26 - loss: 1450.5957 - logits_profile_predictions_loss: 1430.7391 - logcount_predictions_loss: 0.2442 28/2502 [..............................] - ETA: 6:26 - loss: 1451.0930 - logits_profile_predictions_loss: 1431.2387 - logcount_predictions_loss: 0.2442 29/2502 [..............................] - ETA: 6:26 - loss: 1451.5590 - logits_profile_predictions_loss: 1431.7088 - logcount_predictions_loss: 0.2442 30/2502 [..............................] - ETA: 6:25 - loss: 1452.1714 - logits_profile_predictions_loss: 1432.3229 - logcount_predictions_loss: 0.2441 31/2502 [..............................] - ETA: 6:25 - loss: 1452.8725 - logits_profile_predictions_loss: 1433.0294 - logcount_predictions_loss: 0.2441 32/2502 [..............................] - ETA: 6:25 - loss: 1453.5197 - logits_profile_predictions_loss: 1433.6805 - logcount_predictions_loss: 0.2440 33/2502 [..............................] - ETA: 6:25 - loss: 1454.0786 - logits_profile_predictions_loss: 1434.2448 - logcount_predictions_loss: 0.2440 34/2502 [..............................] - ETA: 6:25 - loss: 1454.6131 - logits_profile_predictions_loss: 1434.7902 - logcount_predictions_loss: 0.2438 35/2502 [..............................] - ETA: 6:25 - loss: 1455.2025 - logits_profile_predictions_loss: 1435.3869 - logcount_predictions_loss: 0.2437 36/2502 [..............................] - ETA: 6:24 - loss: 1455.8289 - logits_profile_predictions_loss: 1436.0192 - logcount_predictions_loss: 0.2437 37/2502 [..............................] - ETA: 6:24 - loss: 1456.3850 - logits_profile_predictions_loss: 1436.5837 - logcount_predictions_loss: 0.2436 38/2502 [..............................] - ETA: 6:24 - loss: 1456.9234 - logits_profile_predictions_loss: 1437.1239 - logcount_predictions_loss: 0.2435 39/2502 [..............................] - ETA: 6:24 - loss: 1457.4241 - logits_profile_predictions_loss: 1437.6256 - logcount_predictions_loss: 0.2435 40/2502 [..............................] - ETA: 6:24 - loss: 1457.9247 - logits_profile_predictions_loss: 1438.1252 - logcount_predictions_loss: 0.2435 41/2502 [..............................] - ETA: 6:24 - loss: 1458.3907 - logits_profile_predictions_loss: 1438.5916 - logcount_predictions_loss: 0.2435 42/2502 [..............................] - ETA: 6:24 - loss: 1458.8697 - logits_profile_predictions_loss: 1439.0714 - logcount_predictions_loss: 0.2435 43/2502 [..............................] - ETA: 6:23 - loss: 1459.2385 - logits_profile_predictions_loss: 1439.4406 - logcount_predictions_loss: 0.2435 44/2502 [..............................] - ETA: 6:23 - loss: 1459.6103 - logits_profile_predictions_loss: 1439.8101 - logcount_predictions_loss: 0.2435 45/2502 [..............................] - ETA: 6:23 - loss: 1459.9923 - logits_profile_predictions_loss: 1440.1902 - logcount_predictions_loss: 0.2436 46/2502 [..............................] - ETA: 6:23 - loss: 1460.3373 - logits_profile_predictions_loss: 1440.5342 - logcount_predictions_loss: 0.2436 47/2502 [..............................] - ETA: 6:23 - loss: 1460.7504 - logits_profile_predictions_loss: 1440.9493 - logcount_predictions_loss: 0.2436 48/2502 [..............................] - ETA: 6:23 - loss: 1461.2305 - logits_profile_predictions_loss: 1441.4323 - logcount_predictions_loss: 0.2435 49/2502 [..............................] - ETA: 6:22 - loss: 1461.6946 - logits_profile_predictions_loss: 1441.8976 - logcount_predictions_loss: 0.2435 50/2502 [..............................] - ETA: 6:22 - loss: 1462.1671 - logits_profile_predictions_loss: 1442.3678 - logcount_predictions_loss: 0.2435 51/2502 [..............................] - ETA: 6:22 - loss: 1462.5942 - logits_profile_predictions_loss: 1442.7930 - logcount_predictions_loss: 0.2436 52/2502 [..............................] - ETA: 6:22 - loss: 1462.9606 - logits_profile_predictions_loss: 1443.1583 - logcount_predictions_loss: 0.2436 53/2502 [..............................] - ETA: 6:22 - loss: 1463.3399 - logits_profile_predictions_loss: 1443.5383 - logcount_predictions_loss: 0.2436 54/2502 [..............................] - ETA: 6:22 - loss: 1463.7491 - logits_profile_predictions_loss: 1443.9480 - logcount_predictions_loss: 0.2436 55/2502 [..............................] - ETA: 6:21 - loss: 1464.0994 - logits_profile_predictions_loss: 1444.2985 - logcount_predictions_loss: 0.2436 56/2502 [..............................] - ETA: 6:21 - loss: 1464.3680 - logits_profile_predictions_loss: 1444.5680 - logcount_predictions_loss: 0.2435 57/2502 [..............................] - ETA: 6:21 - loss: 1464.6780 - logits_profile_predictions_loss: 1444.8815 - logcount_predictions_loss: 0.2435 58/2502 [..............................] - ETA: 6:21 - loss: 1464.9356 - logits_profile_predictions_loss: 1445.1428 - logcount_predictions_loss: 0.2435 59/2502 [..............................] - ETA: 6:21 - loss: 1465.1974 - logits_profile_predictions_loss: 1445.4093 - logcount_predictions_loss: 0.2434 60/2502 [..............................] - ETA: 6:21 - loss: 1465.4391 - logits_profile_predictions_loss: 1445.6557 - logcount_predictions_loss: 0.2433 61/2502 [..............................] - ETA: 6:20 - loss: 1465.6792 - logits_profile_predictions_loss: 1445.9007 - logcount_predictions_loss: 0.2433 62/2502 [..............................] - ETA: 6:20 - loss: 1465.9176 - logits_profile_predictions_loss: 1446.1424 - logcount_predictions_loss: 0.2432 63/2502 [..............................] - ETA: 6:20 - loss: 1466.1408 - logits_profile_predictions_loss: 1446.3693 - logcount_predictions_loss: 0.2432 64/2502 [..............................] - ETA: 6:20 - loss: 1466.3364 - logits_profile_predictions_loss: 1446.5691 - logcount_predictions_loss: 0.2431 65/2502 [..............................] - ETA: 6:20 - loss: 1466.5341 - logits_profile_predictions_loss: 1446.7693 - logcount_predictions_loss: 0.2431 66/2502 [..............................] - ETA: 6:20 - loss: 1466.7197 - logits_profile_predictions_loss: 1446.9554 - logcount_predictions_loss: 0.2431 67/2502 [..............................] - ETA: 6:20 - loss: 1466.8933 - logits_profile_predictions_loss: 1447.1289 - logcount_predictions_loss: 0.2431 68/2502 [..............................] - ETA: 6:19 - loss: 1467.0970 - logits_profile_predictions_loss: 1447.3334 - logcount_predictions_loss: 0.2431 69/2502 [..............................] - ETA: 6:19 - loss: 1467.3197 - logits_profile_predictions_loss: 1447.5568 - logcount_predictions_loss: 0.2431 70/2502 [..............................] - ETA: 6:19 - loss: 1467.4873 - logits_profile_predictions_loss: 1447.7265 - logcount_predictions_loss: 0.2431 71/2502 [..............................] - ETA: 6:19 - loss: 1467.6622 - logits_profile_predictions_loss: 1447.9045 - logcount_predictions_loss: 0.2430 72/2502 [..............................] - ETA: 6:19 - loss: 1467.8380 - logits_profile_predictions_loss: 1448.0844 - logcount_predictions_loss: 0.2430 73/2502 [..............................] - ETA: 6:19 - loss: 1468.0321 - logits_profile_predictions_loss: 1448.2824 - logcount_predictions_loss: 0.2429 74/2502 [..............................] - ETA: 6:18 - loss: 1468.2489 - 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logits_profile_predictions_loss: 1451.7063 - logcount_predictions_loss: 0.2438 452/2502 [====>.........................] - ETA: 5:20 - loss: 1471.5166 - logits_profile_predictions_loss: 1451.6987 - logcount_predictions_loss: 0.2438 453/2502 [====>.........................] - ETA: 5:20 - loss: 1471.5083 - logits_profile_predictions_loss: 1451.6907 - logcount_predictions_loss: 0.2438 454/2502 [====>.........................] - ETA: 5:20 - loss: 1471.5007 - logits_profile_predictions_loss: 1451.6834 - logcount_predictions_loss: 0.2438 455/2502 [====>.........................] - ETA: 5:20 - loss: 1471.4935 - logits_profile_predictions_loss: 1451.6765 - logcount_predictions_loss: 0.2438 456/2502 [====>.........................] - ETA: 5:20 - loss: 1471.4865 - logits_profile_predictions_loss: 1451.6698 - logcount_predictions_loss: 0.2438 457/2502 [====>.........................] - ETA: 5:20 - loss: 1471.4791 - logits_profile_predictions_loss: 1451.6626 - logcount_predictions_loss: 0.2437 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loss: 1465.3165 - logits_profile_predictions_loss: 1445.6372 - logcount_predictions_loss: 0.2421 2480/2502 [============================>.] - ETA: 3s - loss: 1465.3152 - logits_profile_predictions_loss: 1445.6360 - logcount_predictions_loss: 0.2421 2481/2502 [============================>.] - ETA: 3s - loss: 1465.3140 - logits_profile_predictions_loss: 1445.6348 - logcount_predictions_loss: 0.2421 2482/2502 [============================>.] - ETA: 3s - loss: 1465.3127 - logits_profile_predictions_loss: 1445.6336 - logcount_predictions_loss: 0.2421 2483/2502 [============================>.] - ETA: 2s - loss: 1465.3115 - logits_profile_predictions_loss: 1445.6324 - logcount_predictions_loss: 0.2421 2484/2502 [============================>.] - ETA: 2s - loss: 1465.3103 - logits_profile_predictions_loss: 1445.6312 - logcount_predictions_loss: 0.2421 2485/2502 [============================>.] - ETA: 2s - loss: 1465.3090 - logits_profile_predictions_loss: 1445.6300 - logcount_predictions_loss: 0.2421 2486/2502 [============================>.] - ETA: 2s - loss: 1465.3078 - logits_profile_predictions_loss: 1445.6288 - logcount_predictions_loss: 0.2421 2487/2502 [============================>.] - ETA: 2s - loss: 1465.3065 - logits_profile_predictions_loss: 1445.6276 - logcount_predictions_loss: 0.2421 2488/2502 [============================>.] - ETA: 2s - loss: 1465.3053 - logits_profile_predictions_loss: 1445.6264 - logcount_predictions_loss: 0.2421 2489/2502 [============================>.] - ETA: 2s - loss: 1465.3040 - logits_profile_predictions_loss: 1445.6252 - logcount_predictions_loss: 0.2421 2490/2502 [============================>.] - ETA: 1s - loss: 1465.3028 - logits_profile_predictions_loss: 1445.6240 - logcount_predictions_loss: 0.2421 2491/2502 [============================>.] - ETA: 1s - loss: 1465.3016 - logits_profile_predictions_loss: 1445.6228 - logcount_predictions_loss: 0.2421 2492/2502 [============================>.] - ETA: 1s - loss: 1465.3003 - logits_profile_predictions_loss: 1445.6216 - logcount_predictions_loss: 0.2421 2493/2502 [============================>.] - ETA: 1s - loss: 1465.2991 - logits_profile_predictions_loss: 1445.6204 - logcount_predictions_loss: 0.2420 2494/2502 [============================>.] - ETA: 1s - loss: 1465.2979 - logits_profile_predictions_loss: 1445.6193 - logcount_predictions_loss: 0.2420 2495/2502 [============================>.] - ETA: 1s - loss: 1465.2967 - logits_profile_predictions_loss: 1445.6181 - logcount_predictions_loss: 0.2420 2496/2502 [============================>.] - ETA: 0s - loss: 1465.2954 - logits_profile_predictions_loss: 1445.6169 - logcount_predictions_loss: 0.2420 2497/2502 [============================>.] - ETA: 0s - loss: 1465.2942 - logits_profile_predictions_loss: 1445.6157 - logcount_predictions_loss: 0.2420 2498/2502 [============================>.] - ETA: 0s - loss: 1465.2929 - logits_profile_predictions_loss: 1445.6145 - logcount_predictions_loss: 0.2420 2499/2502 [============================>.] - ETA: 0s - loss: 1465.2917 - logits_profile_predictions_loss: 1445.6133 - logcount_predictions_loss: 0.2420 2500/2502 [============================>.] - ETA: 0s - loss: 1465.2905 - logits_profile_predictions_loss: 1445.6122 - logcount_predictions_loss: 0.2420 2501/2502 [============================>.] - ETA: 0s - loss: 1465.2893 - logits_profile_predictions_loss: 1445.6110 - logcount_predictions_loss: 0.2420 2502/2502 [==============================] - ETA: 0s - loss: 1465.2881 - logits_profile_predictions_loss: 1445.6099 - logcount_predictions_loss: 0.2420 2502/2502 [==============================] - 410s 164ms/step - loss: 1465.2869 - logits_profile_predictions_loss: 1445.6087 - logcount_predictions_loss: 0.2420 - val_loss: 1620.9082 - val_logits_profile_predictions_loss: 1587.9401 - val_logcount_predictions_loss: 0.4055 Epoch 00021: val_loss did not improve from 1604.39233 Epoch 22/50 1/2502 [..............................] - ETA: 9:39 - loss: 1568.1780 - logits_profile_predictions_loss: 1548.6633 - logcount_predictions_loss: 0.2400 2/2502 [..............................] - ETA: 6:28 - loss: 1576.3495 - logits_profile_predictions_loss: 1556.7086 - logcount_predictions_loss: 0.2416 3/2502 [..............................] - ETA: 6:28 - loss: 1571.7483 - logits_profile_predictions_loss: 1552.4082 - logcount_predictions_loss: 0.2379 4/2502 [..............................] - ETA: 6:27 - loss: 1560.7690 - logits_profile_predictions_loss: 1541.8121 - logcount_predictions_loss: 0.2332 5/2502 [..............................] - ETA: 6:28 - loss: 1549.7920 - logits_profile_predictions_loss: 1530.9663 - logcount_predictions_loss: 0.2316 6/2502 [..............................] - ETA: 6:28 - loss: 1542.0924 - logits_profile_predictions_loss: 1523.3389 - logcount_predictions_loss: 0.2307 7/2502 [..............................] - ETA: 6:28 - loss: 1539.0468 - logits_profile_predictions_loss: 1520.3605 - logcount_predictions_loss: 0.2298 8/2502 [..............................] - ETA: 6:27 - loss: 1534.5405 - logits_profile_predictions_loss: 1515.8793 - logcount_predictions_loss: 0.2295 9/2502 [..............................] - ETA: 6:27 - loss: 1528.9781 - logits_profile_predictions_loss: 1510.2632 - logcount_predictions_loss: 0.2302 10/2502 [..............................] - ETA: 6:27 - loss: 1523.1527 - logits_profile_predictions_loss: 1504.3698 - logcount_predictions_loss: 0.2310 11/2502 [..............................] - ETA: 6:27 - loss: 1518.1333 - logits_profile_predictions_loss: 1499.3456 - logcount_predictions_loss: 0.2311 12/2502 [..............................] - ETA: 6:27 - loss: 1513.2328 - logits_profile_predictions_loss: 1494.4075 - logcount_predictions_loss: 0.2316 13/2502 [..............................] - ETA: 6:27 - loss: 1508.2176 - logits_profile_predictions_loss: 1489.3632 - logcount_predictions_loss: 0.2319 14/2502 [..............................] - ETA: 6:27 - loss: 1503.1068 - logits_profile_predictions_loss: 1484.2150 - logcount_predictions_loss: 0.2324 15/2502 [..............................] - ETA: 6:27 - loss: 1499.0918 - logits_profile_predictions_loss: 1480.1927 - logcount_predictions_loss: 0.2325 16/2502 [..............................] - ETA: 6:26 - loss: 1495.2119 - logits_profile_predictions_loss: 1476.3195 - logcount_predictions_loss: 0.2324 17/2502 [..............................] - ETA: 6:26 - loss: 1491.6741 - logits_profile_predictions_loss: 1472.8125 - logcount_predictions_loss: 0.2320 18/2502 [..............................] - ETA: 6:26 - loss: 1488.7859 - logits_profile_predictions_loss: 1469.9443 - logcount_predictions_loss: 0.2318 19/2502 [..............................] - ETA: 6:26 - loss: 1486.4192 - logits_profile_predictions_loss: 1467.5961 - logcount_predictions_loss: 0.2315 20/2502 [..............................] - ETA: 6:26 - loss: 1484.3149 - logits_profile_predictions_loss: 1465.5132 - logcount_predictions_loss: 0.2313 21/2502 [..............................] - ETA: 6:26 - loss: 1482.1201 - logits_profile_predictions_loss: 1463.3444 - logcount_predictions_loss: 0.2309 22/2502 [..............................] - ETA: 6:26 - loss: 1480.3071 - logits_profile_predictions_loss: 1461.5550 - logcount_predictions_loss: 0.2307 23/2502 [..............................] - ETA: 6:26 - loss: 1478.5736 - logits_profile_predictions_loss: 1459.8463 - logcount_predictions_loss: 0.2303 24/2502 [..............................] - ETA: 6:25 - loss: 1477.0182 - logits_profile_predictions_loss: 1458.3109 - logcount_predictions_loss: 0.2301 25/2502 [..............................] - ETA: 6:25 - loss: 1475.4081 - logits_profile_predictions_loss: 1456.7204 - logcount_predictions_loss: 0.2299 26/2502 [..............................] - ETA: 6:25 - loss: 1473.8603 - logits_profile_predictions_loss: 1455.1858 - logcount_predictions_loss: 0.2297 27/2502 [..............................] - ETA: 6:25 - loss: 1472.2881 - logits_profile_predictions_loss: 1453.6179 - logcount_predictions_loss: 0.2296 28/2502 [..............................] - ETA: 6:25 - loss: 1470.9119 - logits_profile_predictions_loss: 1452.2505 - logcount_predictions_loss: 0.2295 29/2502 [..............................] - ETA: 6:25 - loss: 1469.6409 - logits_profile_predictions_loss: 1450.9805 - logcount_predictions_loss: 0.2295 30/2502 [..............................] - ETA: 6:25 - loss: 1468.4950 - logits_profile_predictions_loss: 1449.8381 - logcount_predictions_loss: 0.2295 31/2502 [..............................] - ETA: 6:25 - loss: 1467.4123 - logits_profile_predictions_loss: 1448.7556 - logcount_predictions_loss: 0.2295 32/2502 [..............................] - ETA: 6:24 - loss: 1466.3889 - logits_profile_predictions_loss: 1447.7353 - logcount_predictions_loss: 0.2294 33/2502 [..............................] - ETA: 6:24 - loss: 1465.4771 - logits_profile_predictions_loss: 1446.8279 - logcount_predictions_loss: 0.2294 34/2502 [..............................] - ETA: 6:24 - loss: 1464.6559 - logits_profile_predictions_loss: 1446.0120 - logcount_predictions_loss: 0.2293 35/2502 [..............................] - ETA: 6:24 - loss: 1463.8158 - logits_profile_predictions_loss: 1445.1784 - logcount_predictions_loss: 0.2292 36/2502 [..............................] - ETA: 6:24 - loss: 1463.0036 - logits_profile_predictions_loss: 1444.3725 - logcount_predictions_loss: 0.2292 37/2502 [..............................] - ETA: 6:24 - loss: 1462.1586 - logits_profile_predictions_loss: 1443.5338 - logcount_predictions_loss: 0.2291 38/2502 [..............................] - ETA: 6:24 - loss: 1461.3307 - logits_profile_predictions_loss: 1442.7104 - logcount_predictions_loss: 0.2290 39/2502 [..............................] - ETA: 6:23 - loss: 1460.5677 - logits_profile_predictions_loss: 1441.9474 - logcount_predictions_loss: 0.2290 40/2502 [..............................] - ETA: 6:23 - loss: 1459.7708 - logits_profile_predictions_loss: 1441.1491 - logcount_predictions_loss: 0.2290 41/2502 [..............................] - ETA: 6:23 - loss: 1458.9840 - logits_profile_predictions_loss: 1440.3614 - logcount_predictions_loss: 0.2291 42/2502 [..............................] - ETA: 6:23 - loss: 1458.3681 - logits_profile_predictions_loss: 1439.7472 - logcount_predictions_loss: 0.2290 43/2502 [..............................] - ETA: 6:23 - loss: 1457.7078 - logits_profile_predictions_loss: 1439.0891 - logcount_predictions_loss: 0.2290 44/2502 [..............................] - ETA: 6:23 - loss: 1457.1220 - logits_profile_predictions_loss: 1438.5068 - logcount_predictions_loss: 0.2290 45/2502 [..............................] - ETA: 6:22 - loss: 1456.5664 - logits_profile_predictions_loss: 1437.9515 - logcount_predictions_loss: 0.2290 46/2502 [..............................] - ETA: 6:22 - loss: 1456.1122 - logits_profile_predictions_loss: 1437.4962 - logcount_predictions_loss: 0.2290 47/2502 [..............................] - ETA: 6:22 - loss: 1455.6875 - logits_profile_predictions_loss: 1437.0734 - logcount_predictions_loss: 0.2290 48/2502 [..............................] - ETA: 6:22 - loss: 1455.2851 - logits_profile_predictions_loss: 1436.6703 - logcount_predictions_loss: 0.2290 49/2502 [..............................] - ETA: 6:22 - loss: 1454.8763 - logits_profile_predictions_loss: 1436.2603 - logcount_predictions_loss: 0.2290 50/2502 [..............................] - ETA: 6:22 - loss: 1454.4563 - logits_profile_predictions_loss: 1435.8380 - logcount_predictions_loss: 0.2290 51/2502 [..............................] - ETA: 6:22 - loss: 1454.0318 - logits_profile_predictions_loss: 1435.4096 - logcount_predictions_loss: 0.2291 52/2502 [..............................] - ETA: 6:22 - loss: 1453.6831 - logits_profile_predictions_loss: 1435.0572 - logcount_predictions_loss: 0.2291 53/2502 [..............................] - ETA: 6:21 - loss: 1453.3532 - logits_profile_predictions_loss: 1434.7226 - logcount_predictions_loss: 0.2292 54/2502 [..............................] - ETA: 6:21 - loss: 1453.0127 - logits_profile_predictions_loss: 1434.3778 - logcount_predictions_loss: 0.2292 55/2502 [..............................] - ETA: 6:21 - loss: 1452.6610 - logits_profile_predictions_loss: 1434.0226 - logcount_predictions_loss: 0.2293 56/2502 [..............................] - ETA: 6:21 - loss: 1452.3503 - logits_profile_predictions_loss: 1433.7090 - logcount_predictions_loss: 0.2293 57/2502 [..............................] - ETA: 6:21 - loss: 1452.0217 - logits_profile_predictions_loss: 1433.3786 - logcount_predictions_loss: 0.2293 58/2502 [..............................] - ETA: 6:21 - loss: 1451.7410 - logits_profile_predictions_loss: 1433.0964 - logcount_predictions_loss: 0.2293 59/2502 [..............................] - ETA: 6:21 - loss: 1451.5095 - logits_profile_predictions_loss: 1432.8646 - logcount_predictions_loss: 0.2293 60/2502 [..............................] - ETA: 6:20 - loss: 1451.2380 - logits_profile_predictions_loss: 1432.5920 - logcount_predictions_loss: 0.2293 61/2502 [..............................] - ETA: 6:20 - loss: 1451.0147 - logits_profile_predictions_loss: 1432.3692 - logcount_predictions_loss: 0.2293 62/2502 [..............................] - ETA: 6:20 - loss: 1450.8586 - logits_profile_predictions_loss: 1432.2143 - logcount_predictions_loss: 0.2293 63/2502 [..............................] - ETA: 6:20 - loss: 1450.7267 - logits_profile_predictions_loss: 1432.0826 - logcount_predictions_loss: 0.2293 64/2502 [..............................] - ETA: 6:20 - loss: 1450.6166 - logits_profile_predictions_loss: 1431.9735 - logcount_predictions_loss: 0.2293 65/2502 [..............................] - ETA: 6:20 - loss: 1450.5152 - logits_profile_predictions_loss: 1431.8733 - logcount_predictions_loss: 0.2293 66/2502 [..............................] - ETA: 6:20 - loss: 1450.4222 - logits_profile_predictions_loss: 1431.7821 - logcount_predictions_loss: 0.2293 67/2502 [..............................] - ETA: 6:20 - loss: 1450.3461 - logits_profile_predictions_loss: 1431.7079 - logcount_predictions_loss: 0.2293 68/2502 [..............................] - ETA: 6:19 - loss: 1450.2780 - logits_profile_predictions_loss: 1431.6438 - logcount_predictions_loss: 0.2292 69/2502 [..............................] - ETA: 6:19 - loss: 1450.2112 - logits_profile_predictions_loss: 1431.5798 - logcount_predictions_loss: 0.2292 70/2502 [..............................] - ETA: 6:19 - loss: 1450.1480 - logits_profile_predictions_loss: 1431.5191 - logcount_predictions_loss: 0.2291 71/2502 [..............................] - ETA: 6:19 - loss: 1450.1100 - logits_profile_predictions_loss: 1431.4840 - logcount_predictions_loss: 0.2291 72/2502 [..............................] - ETA: 6:19 - loss: 1450.0867 - logits_profile_predictions_loss: 1431.4647 - logcount_predictions_loss: 0.2291 73/2502 [..............................] - ETA: 6:19 - loss: 1450.0577 - logits_profile_predictions_loss: 1431.4394 - logcount_predictions_loss: 0.2290 74/2502 [..............................] - ETA: 6:19 - loss: 1450.0284 - logits_profile_predictions_loss: 1431.4130 - logcount_predictions_loss: 0.2290 75/2502 [..............................] - ETA: 6:18 - loss: 1450.0072 - logits_profile_predictions_loss: 1431.3950 - logcount_predictions_loss: 0.2289 76/2502 [..............................] - ETA: 6:18 - loss: 1449.9952 - logits_profile_predictions_loss: 1431.3855 - logcount_predictions_loss: 0.2289 77/2502 [..............................] - ETA: 6:18 - loss: 1450.0025 - logits_profile_predictions_loss: 1431.3959 - logcount_predictions_loss: 0.2289 78/2502 [..............................] - ETA: 6:18 - loss: 1450.0263 - logits_profile_predictions_loss: 1431.4231 - logcount_predictions_loss: 0.2288 79/2502 [..............................] - ETA: 6:18 - loss: 1450.0602 - logits_profile_predictions_loss: 1431.4599 - logcount_predictions_loss: 0.2288 80/2502 [..............................] - ETA: 6:18 - loss: 1450.0723 - logits_profile_predictions_loss: 1431.4746 - logcount_predictions_loss: 0.2288 81/2502 [..............................] - ETA: 6:18 - loss: 1450.0733 - logits_profile_predictions_loss: 1431.4784 - logcount_predictions_loss: 0.2287 82/2502 [..............................] - ETA: 6:17 - loss: 1450.0690 - logits_profile_predictions_loss: 1431.4754 - logcount_predictions_loss: 0.2287 83/2502 [..............................] - ETA: 6:17 - loss: 1450.0805 - logits_profile_predictions_loss: 1431.4877 - logcount_predictions_loss: 0.2287 84/2502 [>.............................] - ETA: 6:17 - loss: 1450.0842 - logits_profile_predictions_loss: 1431.4925 - logcount_predictions_loss: 0.2287 85/2502 [>.............................] - ETA: 6:17 - loss: 1450.0776 - logits_profile_predictions_loss: 1431.4870 - logcount_predictions_loss: 0.2287 86/2502 [>.............................] - ETA: 6:17 - loss: 1450.0722 - logits_profile_predictions_loss: 1431.4829 - logcount_predictions_loss: 0.2287 87/2502 [>.............................] - ETA: 6:17 - loss: 1450.0788 - logits_profile_predictions_loss: 1431.4904 - logcount_predictions_loss: 0.2286 88/2502 [>.............................] - ETA: 6:16 - loss: 1450.0783 - logits_profile_predictions_loss: 1431.4901 - logcount_predictions_loss: 0.2286 89/2502 [>.............................] - ETA: 6:16 - loss: 1450.0716 - logits_profile_predictions_loss: 1431.4835 - logcount_predictions_loss: 0.2286 90/2502 [>.............................] - ETA: 6:16 - loss: 1450.0833 - logits_profile_predictions_loss: 1431.4958 - logcount_predictions_loss: 0.2286 91/2502 [>.............................] - ETA: 6:16 - loss: 1450.1053 - logits_profile_predictions_loss: 1431.5186 - logcount_predictions_loss: 0.2286 92/2502 [>.............................] - ETA: 6:16 - loss: 1450.1301 - logits_profile_predictions_loss: 1431.5444 - logcount_predictions_loss: 0.2286 93/2502 [>.............................] - ETA: 6:16 - loss: 1450.1628 - logits_profile_predictions_loss: 1431.5774 - logcount_predictions_loss: 0.2286 94/2502 [>.............................] - ETA: 6:16 - loss: 1450.1908 - logits_profile_predictions_loss: 1431.6059 - logcount_predictions_loss: 0.2286 95/2502 [>.............................] - ETA: 6:15 - loss: 1450.2243 - logits_profile_predictions_loss: 1431.6397 - logcount_predictions_loss: 0.2286 96/2502 [>.............................] - ETA: 6:15 - loss: 1450.2823 - logits_profile_predictions_loss: 1431.6985 - logcount_predictions_loss: 0.2286 97/2502 [>.............................] - ETA: 6:15 - loss: 1450.3376 - logits_profile_predictions_loss: 1431.7539 - logcount_predictions_loss: 0.2286 98/2502 [>.............................] - ETA: 6:15 - loss: 1450.3912 - 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logits_profile_predictions_loss: 1434.4501 - logcount_predictions_loss: 0.2304 411/2502 [===>..........................] - ETA: 5:27 - loss: 1453.1847 - logits_profile_predictions_loss: 1434.4508 - logcount_predictions_loss: 0.2304 412/2502 [===>..........................] - ETA: 5:27 - loss: 1453.1856 - logits_profile_predictions_loss: 1434.4513 - logcount_predictions_loss: 0.2304 413/2502 [===>..........................] - ETA: 5:27 - loss: 1453.1856 - logits_profile_predictions_loss: 1434.4511 - logcount_predictions_loss: 0.2304 414/2502 [===>..........................] - ETA: 5:27 - loss: 1453.1861 - logits_profile_predictions_loss: 1434.4512 - logcount_predictions_loss: 0.2304 415/2502 [===>..........................] - ETA: 5:26 - loss: 1453.1857 - logits_profile_predictions_loss: 1434.4506 - logcount_predictions_loss: 0.2305 416/2502 [===>..........................] - ETA: 5:26 - loss: 1453.1863 - logits_profile_predictions_loss: 1434.4510 - logcount_predictions_loss: 0.2305 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logits_profile_predictions_loss: 1434.4671 - logcount_predictions_loss: 0.2305 437/2502 [====>.........................] - ETA: 5:23 - loss: 1453.2091 - logits_profile_predictions_loss: 1434.4704 - logcount_predictions_loss: 0.2305 438/2502 [====>.........................] - ETA: 5:23 - loss: 1453.2124 - logits_profile_predictions_loss: 1434.4736 - logcount_predictions_loss: 0.2305 439/2502 [====>.........................] - ETA: 5:23 - loss: 1453.2162 - logits_profile_predictions_loss: 1434.4773 - logcount_predictions_loss: 0.2305 440/2502 [====>.........................] - ETA: 5:23 - loss: 1453.2193 - logits_profile_predictions_loss: 1434.4804 - logcount_predictions_loss: 0.2305 441/2502 [====>.........................] - ETA: 5:22 - loss: 1453.2223 - logits_profile_predictions_loss: 1434.4835 - logcount_predictions_loss: 0.2305 442/2502 [====>.........................] - ETA: 5:22 - loss: 1453.2243 - logits_profile_predictions_loss: 1434.4854 - logcount_predictions_loss: 0.2305 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logits_profile_predictions_loss: 1434.4293 - logcount_predictions_loss: 0.2305 476/2502 [====>.........................] - ETA: 5:17 - loss: 1453.1673 - logits_profile_predictions_loss: 1434.4262 - logcount_predictions_loss: 0.2305 477/2502 [====>.........................] - ETA: 5:17 - loss: 1453.1647 - logits_profile_predictions_loss: 1434.4235 - logcount_predictions_loss: 0.2305 478/2502 [====>.........................] - ETA: 5:17 - loss: 1453.1618 - logits_profile_predictions_loss: 1434.4203 - logcount_predictions_loss: 0.2305 479/2502 [====>.........................] - ETA: 5:16 - loss: 1453.1596 - logits_profile_predictions_loss: 1434.4180 - logcount_predictions_loss: 0.2305 480/2502 [====>.........................] - ETA: 5:16 - loss: 1453.1567 - logits_profile_predictions_loss: 1434.4149 - logcount_predictions_loss: 0.2305 481/2502 [====>.........................] - ETA: 5:16 - loss: 1453.1541 - logits_profile_predictions_loss: 1434.4121 - logcount_predictions_loss: 0.2305 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logits_profile_predictions_loss: 1434.3949 - logcount_predictions_loss: 0.2306 489/2502 [====>.........................] - ETA: 5:15 - loss: 1453.1364 - logits_profile_predictions_loss: 1434.3928 - logcount_predictions_loss: 0.2306 490/2502 [====>.........................] - ETA: 5:15 - loss: 1453.1345 - logits_profile_predictions_loss: 1434.3906 - logcount_predictions_loss: 0.2306 491/2502 [====>.........................] - ETA: 5:15 - loss: 1453.1332 - logits_profile_predictions_loss: 1434.3891 - logcount_predictions_loss: 0.2306 492/2502 [====>.........................] - ETA: 5:14 - loss: 1453.1324 - logits_profile_predictions_loss: 1434.3881 - logcount_predictions_loss: 0.2306 493/2502 [====>.........................] - ETA: 5:14 - loss: 1453.1319 - logits_profile_predictions_loss: 1434.3873 - logcount_predictions_loss: 0.2306 494/2502 [====>.........................] - ETA: 5:14 - loss: 1453.1312 - logits_profile_predictions_loss: 1434.3864 - logcount_predictions_loss: 0.2306 495/2502 [====>.........................] - ETA: 5:14 - loss: 1453.1303 - logits_profile_predictions_loss: 1434.3853 - logcount_predictions_loss: 0.2306 496/2502 [====>.........................] - ETA: 5:14 - loss: 1453.1299 - logits_profile_predictions_loss: 1434.3846 - logcount_predictions_loss: 0.2306 497/2502 [====>.........................] - ETA: 5:14 - loss: 1453.1288 - logits_profile_predictions_loss: 1434.3834 - logcount_predictions_loss: 0.2306 498/2502 [====>.........................] - ETA: 5:13 - loss: 1453.1274 - logits_profile_predictions_loss: 1434.3819 - logcount_predictions_loss: 0.2306 499/2502 [====>.........................] - ETA: 5:13 - loss: 1453.1264 - logits_profile_predictions_loss: 1434.3807 - logcount_predictions_loss: 0.2306 500/2502 [====>.........................] - ETA: 5:13 - loss: 1453.1256 - logits_profile_predictions_loss: 1434.3797 - logcount_predictions_loss: 0.2306 501/2502 [=====>........................] - ETA: 5:13 - loss: 1453.1240 - 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logcount_predictions_loss: 0.2316 2497/2502 [============================>.] - ETA: 0s - loss: 1456.4178 - logits_profile_predictions_loss: 1437.5891 - logcount_predictions_loss: 0.2316 2498/2502 [============================>.] - ETA: 0s - loss: 1456.4187 - logits_profile_predictions_loss: 1437.5900 - logcount_predictions_loss: 0.2316 2499/2502 [============================>.] - ETA: 0s - loss: 1456.4196 - logits_profile_predictions_loss: 1437.5909 - logcount_predictions_loss: 0.2316 2500/2502 [============================>.] - ETA: 0s - loss: 1456.4205 - logits_profile_predictions_loss: 1437.5918 - logcount_predictions_loss: 0.2316 2501/2502 [============================>.] - ETA: 0s - loss: 1456.4214 - logits_profile_predictions_loss: 1437.5928 - logcount_predictions_loss: 0.2316 2502/2502 [==============================] - ETA: 0s - loss: 1456.4224 - logits_profile_predictions_loss: 1437.5937 - logcount_predictions_loss: 0.2316 2502/2502 [==============================] - 410s 164ms/step - loss: 1456.4233 - logits_profile_predictions_loss: 1437.5947 - logcount_predictions_loss: 0.2316 - val_loss: 1620.2427 - val_logits_profile_predictions_loss: 1585.0314 - val_logcount_predictions_loss: 0.4331 Epoch 00022: val_loss did not improve from 1604.39233 Restoring model weights from the end of the best epoch. Epoch 00022: early stopping save model save model without bias 2022-10-05_09-24-02: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//preprocessing/bigWigs/ENCSR964MZQ.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(38913, 10) loading nonpeaks... got split:test for bed regions:(41649, 10) 0/315 100/315 200/315 300/315 2022-10-05_09-28-51: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//preprocessing/bigWigs/ENCSR964MZQ.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(38913, 10) loading nonpeaks... got split:test for bed regions:(41649, 10) 0/315 100/315 200/315 300/315 2022-10-05_09-32-35: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//preprocessing/bigWigs/ENCSR964MZQ.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(38913, 10) loading nonpeaks... got split:test for bed regions:(41649, 10) 0/315 100/315 200/315 300/315 2022-10-05_09-35-13: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//footprints 2022-10-05_09-35-13: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 3:49 3/35 [=>............................] - ETA: 11s  4/35 [==>...........................] - ETA: 14s 5/35 [===>..........................] - ETA: 15s 6/35 [====>.........................] - ETA: 15s 7/35 [=====>........................] - ETA: 15s 8/35 [=====>........................] - ETA: 15s 9/35 [======>.......................] - ETA: 15s 10/35 [=======>......................] - ETA: 15s 11/35 [========>.....................] - ETA: 14s 12/35 [=========>....................] - ETA: 14s 13/35 [==========>...................] - ETA: 13s 14/35 [===========>..................] - ETA: 13s 15/35 [===========>..................] - ETA: 12s 16/35 [============>.................] - ETA: 12s 17/35 [=============>................] - ETA: 11s 18/35 [==============>...............] - ETA: 10s 19/35 [===============>..............] - ETA: 10s 20/35 [================>.............] - ETA: 9s  21/35 [=================>............] - ETA: 9s 22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 7s 24/35 [===================>..........] - ETA: 7s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 5s 27/35 [======================>.......] - ETA: 5s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 3s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 1s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 33s 779ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 22s 3/35 [=>............................] - ETA: 21s 4/35 [==>...........................] - ETA: 21s 5/35 [===>..........................] - ETA: 20s 6/35 [====>.........................] - ETA: 19s 7/35 [=====>........................] - ETA: 19s 8/35 [=====>........................] - ETA: 18s 9/35 [======>.......................] - ETA: 17s 10/35 [=======>......................] - ETA: 17s 11/35 [========>.....................] - ETA: 16s 12/35 [=========>....................] - ETA: 15s 13/35 [==========>...................] - ETA: 15s 14/35 [===========>..................] - ETA: 14s 15/35 [===========>..................] - ETA: 13s 16/35 [============>.................] - ETA: 12s 17/35 [=============>................] - ETA: 12s 18/35 [==============>...............] - ETA: 11s 19/35 [===============>..............] - ETA: 10s 20/35 [================>.............] - ETA: 10s 21/35 [=================>............] - ETA: 9s  22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 8s 24/35 [===================>..........] - ETA: 7s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 6s 27/35 [======================>.......] - ETA: 5s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 4s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 2s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 24s 697ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 22s 3/35 [=>............................] - ETA: 21s 4/35 [==>...........................] - ETA: 21s 5/35 [===>..........................] - ETA: 20s 6/35 [====>.........................] - ETA: 19s 7/35 [=====>........................] - ETA: 19s 8/35 [=====>........................] - ETA: 18s 9/35 [======>.......................] - ETA: 17s 10/35 [=======>......................] - ETA: 17s 11/35 [========>.....................] - ETA: 16s 12/35 [=========>....................] - ETA: 15s 13/35 [==========>...................] - ETA: 15s 14/35 [===========>..................] - ETA: 14s 15/35 [===========>..................] - ETA: 13s 16/35 [============>.................] - ETA: 13s 17/35 [=============>................] - ETA: 12s 18/35 [==============>...............] - ETA: 11s 19/35 [===============>..............] - ETA: 10s 20/35 [================>.............] - ETA: 10s 21/35 [=================>............] - ETA: 9s  22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 8s 24/35 [===================>..........] - ETA: 7s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 6s 27/35 [======================>.......] - ETA: 5s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 4s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 2s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 24s 699ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 22s 3/35 [=>............................] - ETA: 21s 4/35 [==>...........................] - ETA: 21s 5/35 [===>..........................] - ETA: 20s 6/35 [====>.........................] - ETA: 19s 7/35 [=====>........................] - ETA: 19s 8/35 [=====>........................] - ETA: 18s 9/35 [======>.......................] - ETA: 17s 10/35 [=======>......................] - ETA: 17s 11/35 [========>.....................] - ETA: 16s 12/35 [=========>....................] - ETA: 15s 13/35 [==========>...................] - ETA: 15s 14/35 [===========>..................] - ETA: 14s 15/35 [===========>..................] - ETA: 13s 16/35 [============>.................] - ETA: 13s 17/35 [=============>................] - ETA: 12s 18/35 [==============>...............] - ETA: 11s 19/35 [===============>..............] - ETA: 11s 20/35 [================>.............] - ETA: 10s 21/35 [=================>............] - ETA: 9s  22/35 [=================>............] - ETA: 8s 23/35 [==================>...........] - ETA: 8s 24/35 [===================>..........] - ETA: 7s 25/35 [====================>.........] - ETA: 6s 26/35 [=====================>........] - ETA: 6s 27/35 [======================>.......] - ETA: 5s 28/35 [=======================>......] - ETA: 4s 29/35 [=======================>......] - ETA: 4s 30/35 [========================>.....] - ETA: 3s 31/35 [=========================>....] - ETA: 2s 32/35 [==========================>...] - ETA: 2s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 24s 701ms/step Saving marginal footprints 2022-10-05_09-37-18: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//footprints 2022-10-05_09-37-18: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 1:40 3/35 [=>............................] - ETA: 1s  4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 0s 18/35 [==============>...............] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 20/35 [================>.............] - ETA: 0s 21/35 [=================>............] - ETA: 0s 22/35 [=================>............] - ETA: 0s 23/35 [==================>...........] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 5s 71ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 1s 3/35 [=>............................] - ETA: 1s 4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 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[==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 2s 58ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 1s 3/35 [=>............................] - ETA: 1s 4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - 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[==============================] - 2s 58ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 1s 3/35 [=>............................] - ETA: 1s 4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 1s 6/35 [====>.........................] - ETA: 1s 7/35 [=====>........................] - ETA: 1s 8/35 [=====>........................] - ETA: 1s 9/35 [======>.......................] - ETA: 1s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 1s 18/35 [==============>...............] - ETA: 0s 19/35 [===============>..............] - ETA: 0s 20/35 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