2022-10-12_23-33-07: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR792ZXA//preprocessing/bigWigs/ENCSR792ZXA.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR792ZXA//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR792ZXA//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR880CUB/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 164710 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 164710 Number of peaks input: 35290 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 35290 Number of non peaks input: 167256 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 167256 Number of non peaks input: 32743 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 32743 Number of peaks after removing outliers: 162898 Number of nonpeaks after removing outliers: 148577 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 __________________________________________________________________________________________________ Predicting within adjust counts 1/4644 [..............................] - ETA: 12:30:57 7/4644 [..............................] - ETA: 40s  13/4644 [..............................] - ETA: 41s 19/4644 [..............................] - ETA: 41s 25/4644 [..............................] - ETA: 41s 31/4644 [..............................] - ETA: 41s 37/4644 [..............................] - ETA: 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4644/4644 [==============================] - ETA: 0s 4644/4644 [==============================] - 52s 9ms/step 2022-10-12_23-43-54: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR792ZXA//preprocessing/bigWigs/ENCSR792ZXA.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '74.8', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(147874, 10) loading nonpeaks... got split:train for bed regions:(133294, 10) loading peaks... got split:valid for bed regions:(15024, 10) loading nonpeaks... got split:valid for bed regions:(15283, 10) Epoch 1/50 1/2542 [..............................] - ETA: 7:14:06 - loss: 2174.0217 - logits_profile_predictions_loss: 1863.8496 - logcount_predictions_loss: 4.1467 2/2542 [..............................] - ETA: 24:06 - loss: 210664.6827 - logits_profile_predictions_loss: 1836.7581 - logcount_predictions_loss: 2791.8170 3/2542 [..............................] - ETA: 24:02 - loss: 233808.7364 - logits_profile_predictions_loss: 1835.9125 - logcount_predictions_loss: 3101.2407 4/2542 [..............................] - ETA: 24:00 - loss: 228002.7711 - logits_profile_predictions_loss: 1829.6178 - logcount_predictions_loss: 3023.7050 5/2542 [..............................] - ETA: 23:59 - loss: 216164.3512 - logits_profile_predictions_loss: 1811.5113 - logcount_predictions_loss: 2865.6794 6/2542 [..............................] - ETA: 23:57 - loss: 203649.0453 - logits_profile_predictions_loss: 1807.1959 - logcount_predictions_loss: 2698.4202 7/2542 [..............................] - ETA: 23:56 - loss: 191878.0667 - logits_profile_predictions_loss: 1807.2961 - logcount_predictions_loss: 2541.0529 8/2542 [..............................] - ETA: 23:55 - loss: 181185.2810 - logits_profile_predictions_loss: 1804.6906 - logcount_predictions_loss: 2398.1360 9/2542 [..............................] - ETA: 23:54 - loss: 171589.5319 - logits_profile_predictions_loss: 1809.0633 - logcount_predictions_loss: 2269.7922 10/2542 [..............................] - ETA: 23:53 - loss: 162981.3850 - logits_profile_predictions_loss: 1808.4610 - logcount_predictions_loss: 2154.7180 11/2542 [..............................] - ETA: 23:52 - loss: 155251.5993 - logits_profile_predictions_loss: 1809.8594 - logcount_predictions_loss: 2051.3600 12/2542 [..............................] - ETA: 23:51 - loss: 148280.4393 - logits_profile_predictions_loss: 1808.4131 - logcount_predictions_loss: 1958.1820 13/2542 [..............................] - ETA: 23:51 - loss: 141971.5077 - logits_profile_predictions_loss: 1808.1059 - logcount_predictions_loss: 1873.8421 14/2542 [..............................] - ETA: 23:51 - loss: 136237.2276 - logits_profile_predictions_loss: 1808.3280 - logcount_predictions_loss: 1797.1776 15/2542 [..............................] - ETA: 23:50 - loss: 131002.1968 - logits_profile_predictions_loss: 1807.8814 - logcount_predictions_loss: 1727.1966 16/2542 [..............................] - ETA: 23:49 - loss: 126206.5690 - logits_profile_predictions_loss: 1809.4152 - logcount_predictions_loss: 1663.0634 17/2542 [..............................] - ETA: 23:49 - loss: 121796.2756 - logits_profile_predictions_loss: 1812.0420 - logcount_predictions_loss: 1604.0671 18/2542 [..............................] - ETA: 23:48 - loss: 117724.9808 - logits_profile_predictions_loss: 1814.6748 - logcount_predictions_loss: 1549.6029 19/2542 [..............................] - ETA: 23:47 - loss: 113953.7853 - logits_profile_predictions_loss: 1816.8985 - logcount_predictions_loss: 1499.1561 20/2542 [..............................] - ETA: 23:47 - loss: 110449.5456 - logits_profile_predictions_loss: 1818.4914 - logcount_predictions_loss: 1452.2867 21/2542 [..............................] - ETA: 23:46 - loss: 107184.3122 - logits_profile_predictions_loss: 1819.7011 - logcount_predictions_loss: 1408.6176 22/2542 [..............................] - ETA: 23:46 - loss: 104134.5800 - logits_profile_predictions_loss: 1821.4016 - logcount_predictions_loss: 1367.8231 23/2542 [..............................] - ETA: 23:45 - loss: 101278.7968 - logits_profile_predictions_loss: 1823.2576 - logcount_predictions_loss: 1329.6194 24/2542 [..............................] - ETA: 23:45 - loss: 98598.5673 - logits_profile_predictions_loss: 1825.4133 - logcount_predictions_loss: 1293.7586  25/2542 [..............................] - ETA: 23:44 - loss: 96077.3498 - logits_profile_predictions_loss: 1827.5468 - logcount_predictions_loss: 1260.0240 26/2542 [..............................] - ETA: 23:44 - loss: 93700.8676 - logits_profile_predictions_loss: 1829.6424 - logcount_predictions_loss: 1228.2248 27/2542 [..............................] - ETA: 23:43 - loss: 91457.2470 - logits_profile_predictions_loss: 1832.3108 - logcount_predictions_loss: 1198.1942 28/2542 [..............................] - ETA: 23:42 - loss: 89334.6869 - logits_profile_predictions_loss: 1834.9385 - logcount_predictions_loss: 1169.7826 29/2542 [..............................] - ETA: 23:43 - loss: 87323.0635 - logits_profile_predictions_loss: 1837.3678 - logcount_predictions_loss: 1142.8568 30/2542 [..............................] - ETA: 23:43 - loss: 85413.3110 - logits_profile_predictions_loss: 1839.3909 - logcount_predictions_loss: 1117.2983 31/2542 [..............................] - ETA: 23:42 - loss: 83598.5522 - logits_profile_predictions_loss: 1841.8435 - logcount_predictions_loss: 1093.0040 32/2542 [..............................] - ETA: 23:41 - loss: 81871.0680 - logits_profile_predictions_loss: 1844.2317 - logcount_predictions_loss: 1069.8774 33/2542 [..............................] - ETA: 23:41 - loss: 80223.9445 - logits_profile_predictions_loss: 1846.1355 - logcount_predictions_loss: 1047.8315 34/2542 [..............................] - ETA: 23:40 - loss: 78651.8226 - logits_profile_predictions_loss: 1847.9042 - logcount_predictions_loss: 1026.7902 35/2542 [..............................] - ETA: 23:40 - loss: 77149.4254 - logits_profile_predictions_loss: 1849.5008 - logcount_predictions_loss: 1006.6834 36/2542 [..............................] - ETA: 23:39 - loss: 75712.1355 - logits_profile_predictions_loss: 1851.0219 - logcount_predictions_loss: 987.4479  37/2542 [..............................] - ETA: 23:39 - loss: 74335.9266 - logits_profile_predictions_loss: 1852.7109 - logcount_predictions_loss: 969.0268 38/2542 [..............................] - ETA: 23:38 - loss: 73016.1436 - logits_profile_predictions_loss: 1853.9892 - logcount_predictions_loss: 951.3656 39/2542 [..............................] - ETA: 23:37 - loss: 71749.4774 - logits_profile_predictions_loss: 1855.0864 - logcount_predictions_loss: 934.4169 40/2542 [..............................] - ETA: 23:37 - loss: 70532.7569 - logits_profile_predictions_loss: 1856.1058 - logcount_predictions_loss: 918.1369 41/2542 [..............................] - ETA: 23:36 - loss: 69362.8382 - logits_profile_predictions_loss: 1856.9639 - logcount_predictions_loss: 902.4848 42/2542 [..............................] - ETA: 23:36 - loss: 68237.0377 - logits_profile_predictions_loss: 1857.7265 - logcount_predictions_loss: 887.4238 43/2542 [..............................] - ETA: 23:35 - loss: 67152.6244 - logits_profile_predictions_loss: 1858.2561 - logcount_predictions_loss: 872.9192 44/2542 [..............................] - ETA: 23:34 - loss: 66107.5159 - logits_profile_predictions_loss: 1858.7842 - logcount_predictions_loss: 858.9401 45/2542 [..............................] - ETA: 23:34 - loss: 65099.4316 - logits_profile_predictions_loss: 1859.2337 - logcount_predictions_loss: 845.4571 46/2542 [..............................] - ETA: 23:33 - loss: 64126.6006 - logits_profile_predictions_loss: 1859.8151 - logcount_predictions_loss: 832.4435 47/2542 [..............................] - ETA: 23:33 - loss: 63186.8929 - logits_profile_predictions_loss: 1860.3110 - logcount_predictions_loss: 819.8740 48/2542 [..............................] - ETA: 23:32 - loss: 62278.3711 - logits_profile_predictions_loss: 1860.5648 - logcount_predictions_loss: 807.7246 49/2542 [..............................] - ETA: 23:32 - loss: 61399.7558 - logits_profile_predictions_loss: 1860.8652 - logcount_predictions_loss: 795.9744 50/2542 [..............................] - ETA: 23:31 - loss: 60549.4962 - logits_profile_predictions_loss: 1861.1742 - logcount_predictions_loss: 784.6031 51/2542 [..............................] - ETA: 23:30 - loss: 59726.2445 - logits_profile_predictions_loss: 1861.5339 - logcount_predictions_loss: 773.5923 52/2542 [..............................] - ETA: 23:30 - loss: 58928.6085 - logits_profile_predictions_loss: 1861.8929 - logcount_predictions_loss: 762.9239 53/2542 [..............................] - ETA: 23:29 - loss: 58155.3582 - logits_profile_predictions_loss: 1862.2248 - logcount_predictions_loss: 752.5819 54/2542 [..............................] - ETA: 23:29 - loss: 57405.2739 - logits_profile_predictions_loss: 1862.4880 - logcount_predictions_loss: 742.5505 55/2542 [..............................] - ETA: 23:28 - loss: 56677.5040 - logits_profile_predictions_loss: 1862.8513 - logcount_predictions_loss: 732.8161 56/2542 [..............................] - ETA: 23:27 - loss: 55971.0338 - logits_profile_predictions_loss: 1863.3340 - logcount_predictions_loss: 723.3649 57/2542 [..............................] - ETA: 23:27 - loss: 55284.8497 - logits_profile_predictions_loss: 1863.8590 - logcount_predictions_loss: 714.1843 58/2542 [..............................] - ETA: 23:26 - loss: 54617.9370 - logits_profile_predictions_loss: 1864.3406 - logcount_predictions_loss: 705.2619 59/2542 [..............................] - ETA: 23:26 - loss: 53969.4574 - logits_profile_predictions_loss: 1864.7673 - logcount_predictions_loss: 696.5867 60/2542 [..............................] - ETA: 23:25 - loss: 53338.5832 - logits_profile_predictions_loss: 1865.1004 - logcount_predictions_loss: 688.1481 61/2542 [..............................] - ETA: 23:25 - loss: 52724.7144 - logits_profile_predictions_loss: 1865.4611 - logcount_predictions_loss: 679.9364 62/2542 [..............................] - ETA: 23:24 - loss: 52127.1509 - logits_profile_predictions_loss: 1865.8589 - logcount_predictions_loss: 671.9423 63/2542 [..............................] - ETA: 23:23 - loss: 51545.1956 - logits_profile_predictions_loss: 1866.2663 - logcount_predictions_loss: 664.1567 64/2542 [..............................] - ETA: 23:23 - loss: 50978.0553 - logits_profile_predictions_loss: 1866.5438 - logcount_predictions_loss: 656.5709 65/2542 [..............................] - ETA: 23:22 - loss: 50425.3059 - logits_profile_predictions_loss: 1866.8341 - logcount_predictions_loss: 649.1773 66/2542 [..............................] - ETA: 23:22 - loss: 49886.4910 - logits_profile_predictions_loss: 1867.2239 - logcount_predictions_loss: 641.9687 67/2542 [..............................] - ETA: 23:21 - loss: 49360.9342 - logits_profile_predictions_loss: 1867.5865 - logcount_predictions_loss: 634.9377 68/2542 [..............................] - ETA: 23:21 - loss: 48848.1134 - logits_profile_predictions_loss: 1867.9114 - logcount_predictions_loss: 628.0775 69/2542 [..............................] - ETA: 23:20 - loss: 48347.5001 - logits_profile_predictions_loss: 1868.1615 - logcount_predictions_loss: 621.3814 70/2542 [..............................] - ETA: 23:19 - loss: 47858.6111 - logits_profile_predictions_loss: 1868.3113 - logcount_predictions_loss: 614.8435 71/2542 [..............................] - ETA: 23:19 - loss: 47381.0682 - logits_profile_predictions_loss: 1868.4032 - logcount_predictions_loss: 608.4580 72/2542 [..............................] - ETA: 23:18 - loss: 46914.5576 - logits_profile_predictions_loss: 1868.5215 - logcount_predictions_loss: 602.2196 73/2542 [..............................] - ETA: 23:18 - loss: 46458.7935 - logits_profile_predictions_loss: 1868.7553 - logcount_predictions_loss: 596.1234 74/2542 [..............................] - ETA: 23:17 - loss: 46013.2436 - logits_profile_predictions_loss: 1868.9667 - logcount_predictions_loss: 590.1640 75/2542 [..............................] - ETA: 23:17 - loss: 45577.5100 - logits_profile_predictions_loss: 1869.1248 - logcount_predictions_loss: 584.3366 76/2542 [..............................] - ETA: 23:16 - loss: 45151.4007 - logits_profile_predictions_loss: 1869.3467 - logcount_predictions_loss: 578.6370 77/2542 [..............................] - ETA: 23:15 - loss: 44734.5405 - logits_profile_predictions_loss: 1869.5885 - logcount_predictions_loss: 573.0608 78/2542 [..............................] - ETA: 23:15 - loss: 44326.6288 - logits_profile_predictions_loss: 1869.8524 - logcount_predictions_loss: 567.6039 79/2542 [..............................] - ETA: 23:14 - loss: 43927.3488 - logits_profile_predictions_loss: 1870.1204 - logcount_predictions_loss: 562.2623 80/2542 [..............................] - ETA: 23:14 - loss: 43536.3677 - logits_profile_predictions_loss: 1870.3557 - logcount_predictions_loss: 557.0322 81/2542 [..............................] - ETA: 23:13 - loss: 43153.4073 - logits_profile_predictions_loss: 1870.5495 - logcount_predictions_loss: 551.9098 82/2542 [..............................] - ETA: 23:13 - loss: 42778.1888 - logits_profile_predictions_loss: 1870.6782 - logcount_predictions_loss: 546.8918 83/2542 [..............................] - ETA: 23:12 - loss: 42410.4874 - logits_profile_predictions_loss: 1870.7611 - logcount_predictions_loss: 541.9749 84/2542 [..............................] - ETA: 23:11 - loss: 42050.1614 - logits_profile_predictions_loss: 1870.8766 - logcount_predictions_loss: 537.1561 85/2542 [>.............................] - ETA: 23:11 - loss: 41696.9922 - logits_profile_predictions_loss: 1871.0318 - logcount_predictions_loss: 532.4325 86/2542 [>.............................] - ETA: 23:10 - loss: 41350.6721 - logits_profile_predictions_loss: 1871.1503 - logcount_predictions_loss: 527.8010 87/2542 [>.............................] - ETA: 23:10 - loss: 41011.0329 - logits_profile_predictions_loss: 1871.2628 - logcount_predictions_loss: 523.2589 88/2542 [>.............................] - ETA: 23:09 - loss: 40677.9056 - logits_profile_predictions_loss: 1871.3975 - logcount_predictions_loss: 518.8035 89/2542 [>.............................] - ETA: 23:08 - loss: 40351.1282 - logits_profile_predictions_loss: 1871.5801 - logcount_predictions_loss: 514.4324 90/2542 [>.............................] - ETA: 23:08 - loss: 40030.4856 - logits_profile_predictions_loss: 1871.7829 - logcount_predictions_loss: 510.1430 91/2542 [>.............................] - ETA: 23:07 - loss: 39715.7599 - logits_profile_predictions_loss: 1871.9725 - logcount_predictions_loss: 505.9329 92/2542 [>.............................] - ETA: 23:07 - loss: 39406.8394 - logits_profile_predictions_loss: 1872.1955 - logcount_predictions_loss: 501.8000 93/2542 [>.............................] - ETA: 23:06 - loss: 39103.4913 - logits_profile_predictions_loss: 1872.3922 - logcount_predictions_loss: 497.7419 94/2542 [>.............................] - ETA: 23:06 - loss: 38805.5560 - logits_profile_predictions_loss: 1872.5590 - logcount_predictions_loss: 493.7566 95/2542 [>.............................] - ETA: 23:05 - loss: 38512.8460 - logits_profile_predictions_loss: 1872.6677 - logcount_predictions_loss: 489.8419 96/2542 [>.............................] - ETA: 23:04 - loss: 38225.2995 - logits_profile_predictions_loss: 1872.7896 - logcount_predictions_loss: 485.9960 97/2542 [>.............................] - ETA: 23:04 - loss: 37942.7728 - logits_profile_predictions_loss: 1872.9200 - logcount_predictions_loss: 482.2172 98/2542 [>.............................] - ETA: 23:03 - loss: 37665.1104 - logits_profile_predictions_loss: 1873.0423 - logcount_predictions_loss: 478.5035 99/2542 [>.............................] - ETA: 23:03 - loss: 37392.2649 - logits_profile_predictions_loss: 1873.2258 - logcount_predictions_loss: 474.8534 100/2542 [>.............................] - ETA: 23:02 - loss: 37124.0634 - logits_profile_predictions_loss: 1873.4265 - logcount_predictions_loss: 471.2651 101/2542 [>.............................] - ETA: 23:02 - loss: 36860.3867 - logits_profile_predictions_loss: 1873.6474 - logcount_predictions_loss: 467.7371 102/2542 [>.............................] - ETA: 23:01 - loss: 36601.0928 - logits_profile_predictions_loss: 1873.8695 - logcount_predictions_loss: 464.2676 103/2542 [>.............................] - ETA: 23:00 - loss: 36346.0503 - logits_profile_predictions_loss: 1874.0759 - logcount_predictions_loss: 460.8552 104/2542 [>.............................] - ETA: 23:00 - loss: 36095.1892 - logits_profile_predictions_loss: 1874.3009 - logcount_predictions_loss: 457.4984 105/2542 [>.............................] - ETA: 22:59 - loss: 35848.4067 - logits_profile_predictions_loss: 1874.5491 - logcount_predictions_loss: 454.1959 106/2542 [>.............................] - ETA: 22:59 - loss: 35605.6115 - logits_profile_predictions_loss: 1874.8241 - logcount_predictions_loss: 450.9463 107/2542 [>.............................] - ETA: 22:58 - loss: 35366.6754 - logits_profile_predictions_loss: 1875.1009 - logcount_predictions_loss: 447.7482 108/2542 [>.............................] - ETA: 22:58 - loss: 35131.4578 - logits_profile_predictions_loss: 1875.3414 - logcount_predictions_loss: 444.6004 109/2542 [>.............................] - ETA: 22:57 - loss: 34899.9030 - logits_profile_predictions_loss: 1875.5726 - logcount_predictions_loss: 441.5017 110/2542 [>.............................] - ETA: 22:56 - loss: 34671.8933 - logits_profile_predictions_loss: 1875.7721 - logcount_predictions_loss: 438.4507 111/2542 [>.............................] - ETA: 22:56 - loss: 34447.4342 - logits_profile_predictions_loss: 1876.0169 - logcount_predictions_loss: 435.4467 112/2542 [>.............................] - ETA: 22:55 - loss: 34226.3965 - logits_profile_predictions_loss: 1876.2693 - logcount_predictions_loss: 432.4883 113/2542 [>.............................] - ETA: 22:55 - loss: 34008.6957 - logits_profile_predictions_loss: 1876.5241 - logcount_predictions_loss: 429.5744 114/2542 [>.............................] - ETA: 22:54 - loss: 33794.2541 - logits_profile_predictions_loss: 1876.7832 - logcount_predictions_loss: 426.7041 115/2542 [>.............................] - ETA: 22:54 - loss: 33582.9638 - logits_profile_predictions_loss: 1877.0169 - logcount_predictions_loss: 423.8762 116/2542 [>.............................] - ETA: 22:53 - loss: 33374.7719 - logits_profile_predictions_loss: 1877.2409 - logcount_predictions_loss: 421.0899 117/2542 [>.............................] - ETA: 22:52 - loss: 33169.6391 - logits_profile_predictions_loss: 1877.4814 - logcount_predictions_loss: 418.3443 118/2542 [>.............................] - ETA: 22:52 - loss: 32967.5312 - logits_profile_predictions_loss: 1877.7692 - logcount_predictions_loss: 415.6385 119/2542 [>.............................] - ETA: 22:51 - loss: 32768.3548 - logits_profile_predictions_loss: 1878.0786 - logcount_predictions_loss: 412.9715 120/2542 [>.............................] - ETA: 22:51 - loss: 32572.0203 - logits_profile_predictions_loss: 1878.3891 - logcount_predictions_loss: 410.3426 121/2542 [>.............................] - ETA: 22:50 - loss: 32378.4562 - logits_profile_predictions_loss: 1878.6934 - logcount_predictions_loss: 407.7508 122/2542 [>.............................] - ETA: 22:49 - loss: 32187.5999 - logits_profile_predictions_loss: 1878.9911 - logcount_predictions_loss: 405.1952 123/2542 [>.............................] - ETA: 22:49 - loss: 31999.4055 - logits_profile_predictions_loss: 1879.2901 - logcount_predictions_loss: 402.6753 124/2542 [>.............................] - ETA: 22:48 - loss: 31813.7977 - logits_profile_predictions_loss: 1879.5779 - logcount_predictions_loss: 400.1900 125/2542 [>.............................] - ETA: 22:48 - loss: 31630.7374 - logits_profile_predictions_loss: 1879.8680 - logcount_predictions_loss: 397.7388 126/2542 [>.............................] - ETA: 22:47 - loss: 31450.1741 - logits_profile_predictions_loss: 1880.1648 - logcount_predictions_loss: 395.3209 127/2542 [>.............................] - ETA: 22:47 - loss: 31272.0121 - logits_profile_predictions_loss: 1880.4303 - logcount_predictions_loss: 392.9355 128/2542 [>.............................] - ETA: 22:46 - loss: 31096.2267 - logits_profile_predictions_loss: 1880.6863 - logcount_predictions_loss: 390.5820 129/2542 [>.............................] - ETA: 22:45 - loss: 30922.7906 - logits_profile_predictions_loss: 1880.9488 - logcount_predictions_loss: 388.2598 130/2542 [>.............................] - ETA: 22:45 - loss: 30751.6203 - logits_profile_predictions_loss: 1881.1908 - logcount_predictions_loss: 385.9682 131/2542 [>.............................] - ETA: 22:44 - loss: 30582.6913 - logits_profile_predictions_loss: 1881.4294 - logcount_predictions_loss: 383.7066 132/2542 [>.............................] - ETA: 22:44 - loss: 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[============================>.] - ETA: 11s - loss: 4509.1087 - logits_profile_predictions_loss: 1791.3525 - logcount_predictions_loss: 36.3336 2522/2542 [============================>.] - ETA: 11s - loss: 4508.2006 - logits_profile_predictions_loss: 1791.3266 - logcount_predictions_loss: 36.3218 2523/2542 [============================>.] - ETA: 10s - loss: 4507.2933 - logits_profile_predictions_loss: 1791.3007 - logcount_predictions_loss: 36.3101 2524/2542 [============================>.] - ETA: 10s - loss: 4506.3866 - logits_profile_predictions_loss: 1791.2749 - logcount_predictions_loss: 36.2983 2525/2542 [============================>.] - ETA: 9s - loss: 4505.4805 - logits_profile_predictions_loss: 1791.2490 - logcount_predictions_loss: 36.2865  2526/2542 [============================>.] - ETA: 9s - loss: 4504.5751 - logits_profile_predictions_loss: 1791.2232 - logcount_predictions_loss: 36.2747 2527/2542 [============================>.] - ETA: 8s - loss: 4503.6703 - 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2534/2542 [============================>.] - ETA: 4s - loss: 4497.3544 - logits_profile_predictions_loss: 1791.0169 - logcount_predictions_loss: 36.1810 2535/2542 [============================>.] - ETA: 3s - loss: 4496.4547 - logits_profile_predictions_loss: 1790.9912 - logcount_predictions_loss: 36.1693 2536/2542 [============================>.] - ETA: 3s - loss: 4495.5556 - logits_profile_predictions_loss: 1790.9655 - logcount_predictions_loss: 36.1576 2537/2542 [============================>.] - ETA: 2s - loss: 4494.6571 - logits_profile_predictions_loss: 1790.9397 - logcount_predictions_loss: 36.1459 2538/2542 [============================>.] - ETA: 2s - loss: 4493.7593 - logits_profile_predictions_loss: 1790.9141 - logcount_predictions_loss: 36.1343 2539/2542 [============================>.] - ETA: 1s - loss: 4492.8621 - logits_profile_predictions_loss: 1790.8884 - logcount_predictions_loss: 36.1226 2540/2542 [============================>.] - ETA: 1s - loss: 4491.9655 - logits_profile_predictions_loss: 1790.8627 - logcount_predictions_loss: 36.1110 2541/2542 [============================>.] - ETA: 0s - loss: 4491.0695 - logits_profile_predictions_loss: 1790.8370 - logcount_predictions_loss: 36.0994 2542/2542 [==============================] - ETA: 0s - loss: 4490.1741 - logits_profile_predictions_loss: 1790.8113 - logcount_predictions_loss: 36.0877 2542/2542 [==============================] - 1505s 588ms/step - loss: 4489.2795 - logits_profile_predictions_loss: 1790.7857 - logcount_predictions_loss: 36.0761 - val_loss: 1780.2311 - val_logits_profile_predictions_loss: 1729.6378 - val_logcount_predictions_loss: 0.6764 Epoch 00001: val_loss improved from inf to 1780.23108, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 2/50 1/2542 [..............................] - ETA: 25:27 - loss: 1567.7047 - logits_profile_predictions_loss: 1513.6509 - 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logcount_predictions_loss: 0.6040 2540/2542 [============================>.] - ETA: 1s - loss: 1658.1114 - logits_profile_predictions_loss: 1612.9341 - logcount_predictions_loss: 0.6040 2541/2542 [============================>.] - ETA: 0s - loss: 1658.1091 - logits_profile_predictions_loss: 1612.9323 - logcount_predictions_loss: 0.6040 2542/2542 [==============================] - ETA: 0s - loss: 1658.1066 - logits_profile_predictions_loss: 1612.9306 - logcount_predictions_loss: 0.6040 2542/2542 [==============================] - 1491s 587ms/step - loss: 1658.1042 - logits_profile_predictions_loss: 1612.9288 - logcount_predictions_loss: 0.6040 - val_loss: 1688.4131 - val_logits_profile_predictions_loss: 1649.6855 - val_logcount_predictions_loss: 0.5178 Epoch 00002: val_loss improved from 1780.23108 to 1688.41309, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 3/50 1/2542 [..............................] - ETA: 24:51 - loss: 1397.2666 - logits_profile_predictions_loss: 1372.7432 - logcount_predictions_loss: 0.3279 2/2542 [..............................] - ETA: 23:57 - loss: 1420.4528 - logits_profile_predictions_loss: 1393.1671 - logcount_predictions_loss: 0.3648 3/2542 [..............................] - ETA: 23:56 - loss: 1456.4472 - logits_profile_predictions_loss: 1426.5671 - logcount_predictions_loss: 0.3995 4/2542 [..............................] - ETA: 23:56 - loss: 1491.2731 - logits_profile_predictions_loss: 1459.5966 - logcount_predictions_loss: 0.4235 5/2542 [..............................] - ETA: 23:56 - loss: 1509.1252 - logits_profile_predictions_loss: 1476.3949 - logcount_predictions_loss: 0.4376 6/2542 [..............................] - ETA: 23:55 - loss: 1522.5529 - logits_profile_predictions_loss: 1489.2731 - logcount_predictions_loss: 0.4449 7/2542 [..............................] - ETA: 23:54 - loss: 1534.1288 - 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logcount_predictions_loss: 0.5411 2520/2542 [============================>.] - ETA: 12s - loss: 1611.2678 - logits_profile_predictions_loss: 1570.7960 - logcount_predictions_loss: 0.5411 2521/2542 [============================>.] - ETA: 11s - loss: 1611.2689 - logits_profile_predictions_loss: 1570.7971 - logcount_predictions_loss: 0.5411 2522/2542 [============================>.] - ETA: 11s - loss: 1611.2699 - logits_profile_predictions_loss: 1570.7982 - logcount_predictions_loss: 0.5411 2523/2542 [============================>.] - ETA: 10s - loss: 1611.2709 - logits_profile_predictions_loss: 1570.7992 - logcount_predictions_loss: 0.5411 2524/2542 [============================>.] - ETA: 10s - loss: 1611.2720 - logits_profile_predictions_loss: 1570.8004 - logcount_predictions_loss: 0.5411 2525/2542 [============================>.] - ETA: 9s - loss: 1611.2730 - logits_profile_predictions_loss: 1570.8015 - logcount_predictions_loss: 0.5411  2526/2542 [============================>.] - ETA: 9s - loss: 1611.2741 - logits_profile_predictions_loss: 1570.8025 - logcount_predictions_loss: 0.5411 2527/2542 [============================>.] - ETA: 8s - loss: 1611.2752 - logits_profile_predictions_loss: 1570.8037 - logcount_predictions_loss: 0.5411 2528/2542 [============================>.] - ETA: 7s - loss: 1611.2762 - logits_profile_predictions_loss: 1570.8048 - logcount_predictions_loss: 0.5411 2529/2542 [============================>.] - ETA: 7s - loss: 1611.2773 - logits_profile_predictions_loss: 1570.8059 - logcount_predictions_loss: 0.5411 2530/2542 [============================>.] - ETA: 6s - loss: 1611.2783 - logits_profile_predictions_loss: 1570.8070 - logcount_predictions_loss: 0.5411 2531/2542 [============================>.] - ETA: 6s - loss: 1611.2794 - logits_profile_predictions_loss: 1570.8081 - logcount_predictions_loss: 0.5411 2532/2542 [============================>.] - ETA: 5s - loss: 1611.2805 - logits_profile_predictions_loss: 1570.8092 - logcount_predictions_loss: 0.5411 2533/2542 [============================>.] - ETA: 5s - loss: 1611.2816 - logits_profile_predictions_loss: 1570.8104 - logcount_predictions_loss: 0.5411 2534/2542 [============================>.] - ETA: 4s - loss: 1611.2827 - logits_profile_predictions_loss: 1570.8115 - logcount_predictions_loss: 0.5411 2535/2542 [============================>.] - ETA: 3s - loss: 1611.2838 - logits_profile_predictions_loss: 1570.8127 - logcount_predictions_loss: 0.5411 2536/2542 [============================>.] - ETA: 3s - loss: 1611.2849 - logits_profile_predictions_loss: 1570.8138 - logcount_predictions_loss: 0.5411 2537/2542 [============================>.] - ETA: 2s - loss: 1611.2860 - logits_profile_predictions_loss: 1570.8149 - logcount_predictions_loss: 0.5411 2538/2542 [============================>.] - ETA: 2s - loss: 1611.2871 - logits_profile_predictions_loss: 1570.8161 - logcount_predictions_loss: 0.5411 2539/2542 [============================>.] - ETA: 1s - loss: 1611.2881 - logits_profile_predictions_loss: 1570.8172 - logcount_predictions_loss: 0.5411 2540/2542 [============================>.] - ETA: 1s - loss: 1611.2892 - logits_profile_predictions_loss: 1570.8183 - logcount_predictions_loss: 0.5411 2541/2542 [============================>.] - ETA: 0s - loss: 1611.2903 - logits_profile_predictions_loss: 1570.8194 - logcount_predictions_loss: 0.5411 2542/2542 [==============================] - ETA: 0s - loss: 1611.2913 - logits_profile_predictions_loss: 1570.8205 - logcount_predictions_loss: 0.5411 2542/2542 [==============================] - 1492s 587ms/step - loss: 1611.2924 - logits_profile_predictions_loss: 1570.8216 - logcount_predictions_loss: 0.5411 - val_loss: 1688.6349 - val_logits_profile_predictions_loss: 1647.2422 - val_logcount_predictions_loss: 0.5534 Epoch 00003: val_loss did not improve from 1688.41309 Epoch 4/50 1/2542 [..............................] - ETA: 24:47 - loss: 1481.9768 - logits_profile_predictions_loss: 1446.2408 - logcount_predictions_loss: 0.4778 2/2542 [..............................] - ETA: 23:58 - loss: 1522.3043 - logits_profile_predictions_loss: 1484.6536 - logcount_predictions_loss: 0.5034 3/2542 [..............................] - ETA: 23:57 - loss: 1529.4901 - logits_profile_predictions_loss: 1491.8646 - logcount_predictions_loss: 0.5030 4/2542 [..............................] - ETA: 23:56 - loss: 1533.3323 - logits_profile_predictions_loss: 1494.8774 - logcount_predictions_loss: 0.5141 5/2542 [..............................] - ETA: 23:55 - loss: 1532.4608 - logits_profile_predictions_loss: 1493.6836 - logcount_predictions_loss: 0.5184 6/2542 [..............................] - ETA: 23:55 - loss: 1528.1958 - logits_profile_predictions_loss: 1489.3995 - logcount_predictions_loss: 0.5187 7/2542 [..............................] - ETA: 23:54 - loss: 1527.9187 - logits_profile_predictions_loss: 1489.2294 - logcount_predictions_loss: 0.5172 8/2542 [..............................] - ETA: 23:53 - loss: 1527.9072 - logits_profile_predictions_loss: 1489.1305 - logcount_predictions_loss: 0.5184 9/2542 [..............................] - ETA: 23:53 - loss: 1527.7869 - logits_profile_predictions_loss: 1489.0838 - logcount_predictions_loss: 0.5174 10/2542 [..............................] - ETA: 23:58 - loss: 1527.9145 - logits_profile_predictions_loss: 1489.3241 - logcount_predictions_loss: 0.5159 11/2542 [..............................] - ETA: 23:57 - loss: 1530.6128 - logits_profile_predictions_loss: 1492.1077 - logcount_predictions_loss: 0.5148 12/2542 [..............................] - ETA: 23:56 - loss: 1532.5776 - logits_profile_predictions_loss: 1494.1381 - logcount_predictions_loss: 0.5139 13/2542 [..............................] - ETA: 23:55 - loss: 1534.5143 - logits_profile_predictions_loss: 1496.0608 - logcount_predictions_loss: 0.5141 14/2542 [..............................] - ETA: 23:54 - loss: 1536.4999 - logits_profile_predictions_loss: 1498.0453 - 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logcount_predictions_loss: 0.5087 2527/2542 [============================>.] - ETA: 8s - loss: 1597.3471 - logits_profile_predictions_loss: 1559.2994 - logcount_predictions_loss: 0.5087 2528/2542 [============================>.] - ETA: 7s - loss: 1597.3453 - logits_profile_predictions_loss: 1559.2976 - logcount_predictions_loss: 0.5087 2529/2542 [============================>.] - ETA: 7s - loss: 1597.3436 - logits_profile_predictions_loss: 1559.2959 - logcount_predictions_loss: 0.5087 2530/2542 [============================>.] - ETA: 6s - loss: 1597.3418 - logits_profile_predictions_loss: 1559.2942 - logcount_predictions_loss: 0.5087 2531/2542 [============================>.] - ETA: 6s - loss: 1597.3401 - logits_profile_predictions_loss: 1559.2925 - logcount_predictions_loss: 0.5087 2532/2542 [============================>.] - ETA: 5s - loss: 1597.3384 - logits_profile_predictions_loss: 1559.2908 - logcount_predictions_loss: 0.5087 2533/2542 [============================>.] - ETA: 5s - loss: 1597.3367 - logits_profile_predictions_loss: 1559.2892 - logcount_predictions_loss: 0.5087 2534/2542 [============================>.] - ETA: 4s - loss: 1597.3350 - logits_profile_predictions_loss: 1559.2875 - logcount_predictions_loss: 0.5087 2535/2542 [============================>.] - ETA: 3s - loss: 1597.3333 - logits_profile_predictions_loss: 1559.2858 - logcount_predictions_loss: 0.5087 2536/2542 [============================>.] - ETA: 3s - loss: 1597.3315 - logits_profile_predictions_loss: 1559.2841 - logcount_predictions_loss: 0.5087 2537/2542 [============================>.] - ETA: 2s - loss: 1597.3297 - logits_profile_predictions_loss: 1559.2823 - logcount_predictions_loss: 0.5087 2538/2542 [============================>.] - ETA: 2s - loss: 1597.3280 - logits_profile_predictions_loss: 1559.2806 - logcount_predictions_loss: 0.5087 2539/2542 [============================>.] - ETA: 1s - loss: 1597.3262 - logits_profile_predictions_loss: 1559.2789 - logcount_predictions_loss: 0.5087 2540/2542 [============================>.] - ETA: 1s - loss: 1597.3245 - logits_profile_predictions_loss: 1559.2772 - logcount_predictions_loss: 0.5087 2541/2542 [============================>.] - ETA: 0s - loss: 1597.3228 - logits_profile_predictions_loss: 1559.2755 - logcount_predictions_loss: 0.5087 2542/2542 [==============================] - ETA: 0s - loss: 1597.3210 - logits_profile_predictions_loss: 1559.2738 - logcount_predictions_loss: 0.5087 2542/2542 [==============================] - 1492s 587ms/step - loss: 1597.3193 - logits_profile_predictions_loss: 1559.2721 - logcount_predictions_loss: 0.5086 - val_loss: 1690.8423 - val_logits_profile_predictions_loss: 1656.9391 - val_logcount_predictions_loss: 0.4533 Epoch 00004: val_loss did not improve from 1688.41309 Epoch 5/50 1/2542 [..............................] - ETA: 24:40 - loss: 1731.6365 - logits_profile_predictions_loss: 1706.4871 - logcount_predictions_loss: 0.3362 2/2542 [..............................] - ETA: 23:57 - loss: 1663.7393 - logits_profile_predictions_loss: 1638.4135 - logcount_predictions_loss: 0.3386 3/2542 [..............................] - ETA: 23:56 - loss: 1627.4914 - logits_profile_predictions_loss: 1601.9042 - logcount_predictions_loss: 0.3421 4/2542 [..............................] - ETA: 23:56 - loss: 1590.4887 - logits_profile_predictions_loss: 1564.0724 - logcount_predictions_loss: 0.3532 5/2542 [..............................] - ETA: 23:55 - loss: 1568.7535 - logits_profile_predictions_loss: 1541.6652 - logcount_predictions_loss: 0.3621 6/2542 [..............................] - ETA: 23:54 - loss: 1555.1936 - logits_profile_predictions_loss: 1527.5060 - logcount_predictions_loss: 0.3702 7/2542 [..............................] - ETA: 23:54 - loss: 1547.2619 - logits_profile_predictions_loss: 1518.9979 - logcount_predictions_loss: 0.3779 8/2542 [..............................] - ETA: 23:53 - loss: 1543.7987 - logits_profile_predictions_loss: 1514.9599 - logcount_predictions_loss: 0.3855 9/2542 [..............................] - ETA: 23:53 - loss: 1542.7386 - logits_profile_predictions_loss: 1513.2338 - logcount_predictions_loss: 0.3944 10/2542 [..............................] - ETA: 23:52 - loss: 1544.1007 - logits_profile_predictions_loss: 1513.9724 - logcount_predictions_loss: 0.4028 11/2542 [..............................] - ETA: 23:52 - loss: 1546.2382 - logits_profile_predictions_loss: 1515.6846 - logcount_predictions_loss: 0.4085 12/2542 [..............................] - ETA: 23:51 - loss: 1548.8503 - logits_profile_predictions_loss: 1517.9506 - logcount_predictions_loss: 0.4131 13/2542 [..............................] - ETA: 23:50 - loss: 1553.0723 - logits_profile_predictions_loss: 1521.9210 - logcount_predictions_loss: 0.4165 14/2542 [..............................] - ETA: 23:50 - loss: 1555.9841 - logits_profile_predictions_loss: 1524.6547 - logcount_predictions_loss: 0.4188 15/2542 [..............................] - ETA: 23:49 - loss: 1559.1014 - logits_profile_predictions_loss: 1527.6538 - logcount_predictions_loss: 0.4204 16/2542 [..............................] - ETA: 23:49 - loss: 1562.2559 - logits_profile_predictions_loss: 1530.6890 - logcount_predictions_loss: 0.4220 17/2542 [..............................] - ETA: 23:48 - loss: 1564.8627 - logits_profile_predictions_loss: 1533.1756 - logcount_predictions_loss: 0.4236 18/2542 [..............................] - ETA: 23:48 - loss: 1567.9709 - logits_profile_predictions_loss: 1536.0224 - logcount_predictions_loss: 0.4271 19/2542 [..............................] - ETA: 23:47 - loss: 1570.3108 - logits_profile_predictions_loss: 1538.0974 - logcount_predictions_loss: 0.4307 20/2542 [..............................] - ETA: 23:47 - loss: 1572.5468 - logits_profile_predictions_loss: 1540.0904 - logcount_predictions_loss: 0.4339 21/2542 [..............................] - ETA: 23:46 - loss: 1574.4274 - 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logcount_predictions_loss: 0.4853 2540/2542 [============================>.] - ETA: 1s - loss: 1578.0502 - logits_profile_predictions_loss: 1541.7485 - logcount_predictions_loss: 0.4853 2541/2542 [============================>.] - ETA: 0s - loss: 1578.0495 - logits_profile_predictions_loss: 1541.7480 - logcount_predictions_loss: 0.4853 2542/2542 [==============================] - ETA: 0s - loss: 1578.0488 - logits_profile_predictions_loss: 1541.7475 - logcount_predictions_loss: 0.4853 2542/2542 [==============================] - 1491s 587ms/step - loss: 1578.0482 - logits_profile_predictions_loss: 1541.7470 - logcount_predictions_loss: 0.4853 - val_loss: 1639.5503 - val_logits_profile_predictions_loss: 1607.2935 - val_logcount_predictions_loss: 0.4312 Epoch 00005: val_loss improved from 1688.41309 to 1639.55029, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 6/50 1/2542 [..............................] - ETA: 24:42 - loss: 1597.0441 - logits_profile_predictions_loss: 1566.5415 - logcount_predictions_loss: 0.4078 2/2542 [..............................] - ETA: 23:57 - loss: 1583.2420 - logits_profile_predictions_loss: 1552.6455 - logcount_predictions_loss: 0.4090 3/2542 [..............................] - ETA: 23:56 - loss: 1582.2904 - logits_profile_predictions_loss: 1552.1669 - logcount_predictions_loss: 0.4027 4/2542 [..............................] - ETA: 23:55 - loss: 1563.3096 - logits_profile_predictions_loss: 1533.4154 - logcount_predictions_loss: 0.3997 5/2542 [..............................] - ETA: 23:55 - loss: 1562.2125 - logits_profile_predictions_loss: 1532.5088 - logcount_predictions_loss: 0.3971 6/2542 [..............................] - ETA: 23:54 - loss: 1558.4173 - logits_profile_predictions_loss: 1528.7684 - logcount_predictions_loss: 0.3964 7/2542 [..............................] - ETA: 23:53 - loss: 1554.2588 - logits_profile_predictions_loss: 1524.5517 - logcount_predictions_loss: 0.3972 8/2542 [..............................] - ETA: 23:53 - loss: 1550.4150 - logits_profile_predictions_loss: 1520.5685 - logcount_predictions_loss: 0.3990 9/2542 [..............................] - ETA: 23:52 - loss: 1545.4733 - logits_profile_predictions_loss: 1515.5107 - logcount_predictions_loss: 0.4006 10/2542 [..............................] - ETA: 23:52 - loss: 1540.9721 - logits_profile_predictions_loss: 1510.8510 - logcount_predictions_loss: 0.4027 11/2542 [..............................] - ETA: 23:51 - loss: 1538.2913 - logits_profile_predictions_loss: 1507.9556 - logcount_predictions_loss: 0.4056 12/2542 [..............................] - ETA: 23:51 - loss: 1537.0794 - logits_profile_predictions_loss: 1506.5822 - logcount_predictions_loss: 0.4077 13/2542 [..............................] - ETA: 23:50 - loss: 1536.6810 - logits_profile_predictions_loss: 1506.0150 - logcount_predictions_loss: 0.4100 14/2542 [..............................] - ETA: 23:49 - loss: 1535.9629 - logits_profile_predictions_loss: 1505.1532 - logcount_predictions_loss: 0.4119 15/2542 [..............................] - ETA: 23:49 - loss: 1534.7518 - logits_profile_predictions_loss: 1503.7771 - logcount_predictions_loss: 0.4141 16/2542 [..............................] - ETA: 23:48 - loss: 1534.4468 - logits_profile_predictions_loss: 1503.3364 - logcount_predictions_loss: 0.4159 17/2542 [..............................] - ETA: 23:48 - loss: 1533.9230 - logits_profile_predictions_loss: 1502.6878 - logcount_predictions_loss: 0.4176 18/2542 [..............................] - ETA: 23:47 - loss: 1532.5455 - logits_profile_predictions_loss: 1501.2164 - logcount_predictions_loss: 0.4188 19/2542 [..............................] - ETA: 23:47 - loss: 1531.6159 - logits_profile_predictions_loss: 1500.1676 - logcount_predictions_loss: 0.4204 20/2542 [..............................] - ETA: 23:46 - loss: 1530.3397 - 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27/2542 [..............................] - ETA: 23:43 - loss: 1524.2480 - logits_profile_predictions_loss: 1492.0400 - logcount_predictions_loss: 0.4306 28/2542 [..............................] - ETA: 23:43 - loss: 1524.1990 - logits_profile_predictions_loss: 1491.9162 - logcount_predictions_loss: 0.4316 29/2542 [..............................] - ETA: 23:42 - loss: 1524.4390 - logits_profile_predictions_loss: 1492.0831 - logcount_predictions_loss: 0.4326 30/2542 [..............................] - ETA: 23:42 - loss: 1524.6674 - logits_profile_predictions_loss: 1492.2581 - logcount_predictions_loss: 0.4333 31/2542 [..............................] - ETA: 23:41 - loss: 1524.6852 - logits_profile_predictions_loss: 1492.2087 - logcount_predictions_loss: 0.4342 32/2542 [..............................] - ETA: 23:40 - loss: 1524.4731 - logits_profile_predictions_loss: 1491.9413 - logcount_predictions_loss: 0.4349 33/2542 [..............................] - ETA: 23:40 - loss: 1524.5733 - 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logcount_predictions_loss: 0.4587 2533/2542 [============================>.] - ETA: 5s - loss: 1561.4419 - logits_profile_predictions_loss: 1527.1304 - logcount_predictions_loss: 0.4587 2534/2542 [============================>.] - ETA: 4s - loss: 1561.4422 - logits_profile_predictions_loss: 1527.1309 - logcount_predictions_loss: 0.4587 2535/2542 [============================>.] - ETA: 3s - loss: 1561.4425 - logits_profile_predictions_loss: 1527.1314 - logcount_predictions_loss: 0.4587 2536/2542 [============================>.] - ETA: 3s - loss: 1561.4427 - logits_profile_predictions_loss: 1527.1319 - logcount_predictions_loss: 0.4587 2537/2542 [============================>.] - ETA: 2s - loss: 1561.4430 - logits_profile_predictions_loss: 1527.1323 - logcount_predictions_loss: 0.4587 2538/2542 [============================>.] - ETA: 2s - loss: 1561.4433 - logits_profile_predictions_loss: 1527.1328 - logcount_predictions_loss: 0.4587 2539/2542 [============================>.] - ETA: 1s - loss: 1561.4436 - logits_profile_predictions_loss: 1527.1333 - logcount_predictions_loss: 0.4587 2540/2542 [============================>.] - ETA: 1s - loss: 1561.4439 - logits_profile_predictions_loss: 1527.1338 - logcount_predictions_loss: 0.4587 2541/2542 [============================>.] - ETA: 0s - loss: 1561.4442 - logits_profile_predictions_loss: 1527.1343 - logcount_predictions_loss: 0.4587 2542/2542 [==============================] - ETA: 0s - loss: 1561.4444 - logits_profile_predictions_loss: 1527.1348 - logcount_predictions_loss: 0.4587 2542/2542 [==============================] - 1492s 587ms/step - loss: 1561.4447 - logits_profile_predictions_loss: 1527.1353 - logcount_predictions_loss: 0.4587 - val_loss: 1632.8998 - val_logits_profile_predictions_loss: 1601.8695 - val_logcount_predictions_loss: 0.4149 Epoch 00006: val_loss improved from 1639.55029 to 1632.89978, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 7/50 1/2542 [..............................] - ETA: 25:08 - loss: 1487.0386 - logits_profile_predictions_loss: 1450.1375 - logcount_predictions_loss: 0.4933 2/2542 [..............................] - ETA: 23:55 - loss: 1552.5258 - logits_profile_predictions_loss: 1516.7980 - logcount_predictions_loss: 0.4776 3/2542 [..............................] - ETA: 23:55 - loss: 1560.0063 - logits_profile_predictions_loss: 1525.4745 - logcount_predictions_loss: 0.4617 4/2542 [..............................] - ETA: 23:55 - loss: 1564.8101 - logits_profile_predictions_loss: 1530.6297 - logcount_predictions_loss: 0.4570 5/2542 [..............................] - ETA: 23:54 - loss: 1566.8837 - logits_profile_predictions_loss: 1533.0148 - logcount_predictions_loss: 0.4528 6/2542 [..............................] - ETA: 23:53 - loss: 1567.7316 - logits_profile_predictions_loss: 1533.8154 - logcount_predictions_loss: 0.4534 7/2542 [..............................] - ETA: 23:53 - loss: 1565.7382 - logits_profile_predictions_loss: 1532.1336 - logcount_predictions_loss: 0.4493 8/2542 [..............................] - ETA: 23:52 - loss: 1566.3103 - logits_profile_predictions_loss: 1532.9063 - logcount_predictions_loss: 0.4466 9/2542 [..............................] - ETA: 23:51 - loss: 1566.4037 - logits_profile_predictions_loss: 1533.2521 - logcount_predictions_loss: 0.4432 10/2542 [..............................] - ETA: 23:51 - loss: 1567.9394 - logits_profile_predictions_loss: 1534.9014 - logcount_predictions_loss: 0.4417 11/2542 [..............................] - ETA: 23:51 - loss: 1568.5567 - logits_profile_predictions_loss: 1535.5364 - logcount_predictions_loss: 0.4414 12/2542 [..............................] - ETA: 23:50 - loss: 1567.5628 - logits_profile_predictions_loss: 1534.5593 - logcount_predictions_loss: 0.4412 13/2542 [..............................] - ETA: 23:50 - loss: 1565.2180 - logits_profile_predictions_loss: 1532.0863 - logcount_predictions_loss: 0.4429 14/2542 [..............................] - ETA: 23:49 - loss: 1563.7671 - logits_profile_predictions_loss: 1530.5452 - logcount_predictions_loss: 0.4441 15/2542 [..............................] - ETA: 23:49 - loss: 1562.7076 - logits_profile_predictions_loss: 1529.4232 - logcount_predictions_loss: 0.4450 16/2542 [..............................] - ETA: 23:48 - loss: 1562.1767 - logits_profile_predictions_loss: 1528.8531 - logcount_predictions_loss: 0.4455 17/2542 [..............................] - ETA: 23:48 - loss: 1560.9245 - logits_profile_predictions_loss: 1527.5940 - logcount_predictions_loss: 0.4456 18/2542 [..............................] - ETA: 23:47 - loss: 1559.8455 - logits_profile_predictions_loss: 1526.5194 - logcount_predictions_loss: 0.4455 19/2542 [..............................] - ETA: 23:47 - loss: 1559.6932 - 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26/2542 [..............................] - ETA: 23:43 - loss: 1555.8736 - logits_profile_predictions_loss: 1522.4848 - logcount_predictions_loss: 0.4464 27/2542 [..............................] - ETA: 23:42 - loss: 1555.6013 - logits_profile_predictions_loss: 1522.2385 - logcount_predictions_loss: 0.4460 28/2542 [..............................] - ETA: 23:42 - loss: 1555.6215 - logits_profile_predictions_loss: 1522.2820 - logcount_predictions_loss: 0.4457 29/2542 [..............................] - ETA: 23:41 - loss: 1555.8002 - logits_profile_predictions_loss: 1522.4703 - logcount_predictions_loss: 0.4456 30/2542 [..............................] - ETA: 23:40 - loss: 1556.0095 - logits_profile_predictions_loss: 1522.6986 - logcount_predictions_loss: 0.4453 31/2542 [..............................] - ETA: 23:40 - loss: 1556.1601 - logits_profile_predictions_loss: 1522.8669 - logcount_predictions_loss: 0.4451 32/2542 [..............................] - ETA: 23:39 - loss: 1556.4002 - 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39/2542 [..............................] - ETA: 23:35 - loss: 1557.9418 - logits_profile_predictions_loss: 1524.7963 - logcount_predictions_loss: 0.4431 40/2542 [..............................] - ETA: 23:35 - loss: 1558.1748 - logits_profile_predictions_loss: 1525.0362 - logcount_predictions_loss: 0.4430 41/2542 [..............................] - ETA: 23:34 - loss: 1558.5733 - logits_profile_predictions_loss: 1525.4320 - logcount_predictions_loss: 0.4431 42/2542 [..............................] - ETA: 23:33 - loss: 1558.9308 - logits_profile_predictions_loss: 1525.7859 - logcount_predictions_loss: 0.4431 43/2542 [..............................] - ETA: 23:33 - loss: 1559.1726 - logits_profile_predictions_loss: 1526.0323 - logcount_predictions_loss: 0.4431 44/2542 [..............................] - ETA: 23:32 - loss: 1559.4824 - logits_profile_predictions_loss: 1526.3377 - logcount_predictions_loss: 0.4431 45/2542 [..............................] - ETA: 23:32 - loss: 1559.8283 - 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logcount_predictions_loss: 0.4372 2493/2542 [============================>.] - ETA: 27s - loss: 1551.9457 - logits_profile_predictions_loss: 1519.2426 - logcount_predictions_loss: 0.4372 2494/2542 [============================>.] - ETA: 27s - loss: 1551.9445 - logits_profile_predictions_loss: 1519.2416 - logcount_predictions_loss: 0.4372 2495/2542 [============================>.] - ETA: 26s - loss: 1551.9434 - logits_profile_predictions_loss: 1519.2406 - logcount_predictions_loss: 0.4372 2496/2542 [============================>.] - ETA: 26s - loss: 1551.9422 - logits_profile_predictions_loss: 1519.2396 - logcount_predictions_loss: 0.4372 2497/2542 [============================>.] - ETA: 25s - loss: 1551.9410 - logits_profile_predictions_loss: 1519.2386 - logcount_predictions_loss: 0.4372 2498/2542 [============================>.] - ETA: 24s - loss: 1551.9398 - logits_profile_predictions_loss: 1519.2375 - logcount_predictions_loss: 0.4372 2499/2542 [============================>.] - ETA: 24s - loss: 1551.9386 - logits_profile_predictions_loss: 1519.2365 - logcount_predictions_loss: 0.4372 2500/2542 [============================>.] - ETA: 23s - loss: 1551.9375 - logits_profile_predictions_loss: 1519.2354 - logcount_predictions_loss: 0.4372 2501/2542 [============================>.] - ETA: 23s - loss: 1551.9363 - logits_profile_predictions_loss: 1519.2344 - logcount_predictions_loss: 0.4372 2502/2542 [============================>.] - ETA: 22s - loss: 1551.9352 - logits_profile_predictions_loss: 1519.2335 - logcount_predictions_loss: 0.4372 2503/2542 [============================>.] - ETA: 22s - loss: 1551.9340 - logits_profile_predictions_loss: 1519.2324 - logcount_predictions_loss: 0.4372 2504/2542 [============================>.] - ETA: 21s - loss: 1551.9328 - logits_profile_predictions_loss: 1519.2314 - logcount_predictions_loss: 0.4372 2505/2542 [============================>.] - ETA: 20s - loss: 1551.9317 - logits_profile_predictions_loss: 1519.2304 - logcount_predictions_loss: 0.4372 2506/2542 [============================>.] - ETA: 20s - loss: 1551.9305 - logits_profile_predictions_loss: 1519.2294 - logcount_predictions_loss: 0.4372 2507/2542 [============================>.] - ETA: 19s - loss: 1551.9292 - logits_profile_predictions_loss: 1519.2283 - logcount_predictions_loss: 0.4372 2508/2542 [============================>.] - ETA: 19s - loss: 1551.9280 - logits_profile_predictions_loss: 1519.2272 - logcount_predictions_loss: 0.4372 2509/2542 [============================>.] - ETA: 18s - loss: 1551.9267 - logits_profile_predictions_loss: 1519.2260 - logcount_predictions_loss: 0.4372 2510/2542 [============================>.] - ETA: 18s - loss: 1551.9254 - logits_profile_predictions_loss: 1519.2249 - logcount_predictions_loss: 0.4372 2511/2542 [============================>.] - ETA: 17s - loss: 1551.9242 - logits_profile_predictions_loss: 1519.2238 - logcount_predictions_loss: 0.4372 2512/2542 [============================>.] - ETA: 16s - loss: 1551.9229 - logits_profile_predictions_loss: 1519.2227 - logcount_predictions_loss: 0.4372 2513/2542 [============================>.] - ETA: 16s - loss: 1551.9217 - logits_profile_predictions_loss: 1519.2216 - logcount_predictions_loss: 0.4372 2514/2542 [============================>.] - ETA: 15s - loss: 1551.9203 - logits_profile_predictions_loss: 1519.2204 - logcount_predictions_loss: 0.4372 2515/2542 [============================>.] - ETA: 15s - loss: 1551.9190 - logits_profile_predictions_loss: 1519.2192 - logcount_predictions_loss: 0.4372 2516/2542 [============================>.] - ETA: 14s - loss: 1551.9177 - logits_profile_predictions_loss: 1519.2181 - logcount_predictions_loss: 0.4372 2517/2542 [============================>.] - ETA: 14s - loss: 1551.9165 - logits_profile_predictions_loss: 1519.2170 - logcount_predictions_loss: 0.4372 2518/2542 [============================>.] - ETA: 13s - loss: 1551.9152 - logits_profile_predictions_loss: 1519.2159 - logcount_predictions_loss: 0.4372 2519/2542 [============================>.] - ETA: 13s - loss: 1551.9140 - logits_profile_predictions_loss: 1519.2148 - logcount_predictions_loss: 0.4372 2520/2542 [============================>.] - ETA: 12s - loss: 1551.9128 - logits_profile_predictions_loss: 1519.2138 - logcount_predictions_loss: 0.4372 2521/2542 [============================>.] - ETA: 11s - loss: 1551.9116 - logits_profile_predictions_loss: 1519.2127 - logcount_predictions_loss: 0.4372 2522/2542 [============================>.] - ETA: 11s - loss: 1551.9104 - logits_profile_predictions_loss: 1519.2117 - logcount_predictions_loss: 0.4372 2523/2542 [============================>.] - ETA: 10s - loss: 1551.9092 - logits_profile_predictions_loss: 1519.2106 - logcount_predictions_loss: 0.4372 2524/2542 [============================>.] - ETA: 10s - loss: 1551.9080 - logits_profile_predictions_loss: 1519.2096 - logcount_predictions_loss: 0.4372 2525/2542 [============================>.] - ETA: 9s - loss: 1551.9069 - logits_profile_predictions_loss: 1519.2085 - logcount_predictions_loss: 0.4371  2526/2542 [============================>.] - ETA: 9s - loss: 1551.9057 - logits_profile_predictions_loss: 1519.2075 - logcount_predictions_loss: 0.4371 2527/2542 [============================>.] - ETA: 8s - loss: 1551.9045 - logits_profile_predictions_loss: 1519.2065 - logcount_predictions_loss: 0.4371 2528/2542 [============================>.] - ETA: 7s - loss: 1551.9034 - logits_profile_predictions_loss: 1519.2055 - logcount_predictions_loss: 0.4371 2529/2542 [============================>.] - ETA: 7s - loss: 1551.9022 - logits_profile_predictions_loss: 1519.2045 - logcount_predictions_loss: 0.4371 2530/2542 [============================>.] - ETA: 6s - loss: 1551.9010 - logits_profile_predictions_loss: 1519.2034 - logcount_predictions_loss: 0.4371 2531/2542 [============================>.] - ETA: 6s - loss: 1551.8999 - logits_profile_predictions_loss: 1519.2024 - logcount_predictions_loss: 0.4371 2532/2542 [============================>.] - ETA: 5s - loss: 1551.8987 - logits_profile_predictions_loss: 1519.2014 - logcount_predictions_loss: 0.4371 2533/2542 [============================>.] - ETA: 5s - loss: 1551.8976 - logits_profile_predictions_loss: 1519.2004 - logcount_predictions_loss: 0.4371 2534/2542 [============================>.] - ETA: 4s - loss: 1551.8964 - logits_profile_predictions_loss: 1519.1994 - logcount_predictions_loss: 0.4371 2535/2542 [============================>.] - ETA: 3s - loss: 1551.8953 - logits_profile_predictions_loss: 1519.1984 - logcount_predictions_loss: 0.4371 2536/2542 [============================>.] - ETA: 3s - loss: 1551.8942 - logits_profile_predictions_loss: 1519.1975 - logcount_predictions_loss: 0.4371 2537/2542 [============================>.] - ETA: 2s - loss: 1551.8932 - logits_profile_predictions_loss: 1519.1965 - logcount_predictions_loss: 0.4371 2538/2542 [============================>.] - ETA: 2s - loss: 1551.8921 - logits_profile_predictions_loss: 1519.1956 - logcount_predictions_loss: 0.4371 2539/2542 [============================>.] - ETA: 1s - loss: 1551.8911 - logits_profile_predictions_loss: 1519.1947 - logcount_predictions_loss: 0.4371 2540/2542 [============================>.] - ETA: 1s - loss: 1551.8901 - logits_profile_predictions_loss: 1519.1939 - logcount_predictions_loss: 0.4371 2541/2542 [============================>.] - ETA: 0s - loss: 1551.8890 - logits_profile_predictions_loss: 1519.1930 - logcount_predictions_loss: 0.4371 2542/2542 [==============================] - ETA: 0s - loss: 1551.8880 - logits_profile_predictions_loss: 1519.1921 - logcount_predictions_loss: 0.4371 2542/2542 [==============================] - 1491s 587ms/step - loss: 1551.8869 - logits_profile_predictions_loss: 1519.1912 - logcount_predictions_loss: 0.4371 - val_loss: 1658.9785 - val_logits_profile_predictions_loss: 1628.4591 - val_logcount_predictions_loss: 0.4080 Epoch 00007: val_loss did not improve from 1632.89978 Epoch 8/50 1/2542 [..............................] - ETA: 24:50 - loss: 1423.3135 - logits_profile_predictions_loss: 1392.5092 - logcount_predictions_loss: 0.4118 2/2542 [..............................] - ETA: 23:57 - loss: 1468.0779 - logits_profile_predictions_loss: 1437.5750 - logcount_predictions_loss: 0.4078 3/2542 [..............................] - ETA: 23:56 - loss: 1472.4136 - logits_profile_predictions_loss: 1442.6879 - logcount_predictions_loss: 0.3974 4/2542 [..............................] - ETA: 23:55 - loss: 1478.2737 - logits_profile_predictions_loss: 1448.7722 - logcount_predictions_loss: 0.3944 5/2542 [..............................] - ETA: 23:54 - loss: 1478.9847 - logits_profile_predictions_loss: 1449.5352 - logcount_predictions_loss: 0.3937 6/2542 [..............................] - ETA: 23:54 - loss: 1481.3854 - logits_profile_predictions_loss: 1452.0861 - logcount_predictions_loss: 0.3917 7/2542 [..............................] - ETA: 23:54 - loss: 1481.6332 - logits_profile_predictions_loss: 1452.4931 - logcount_predictions_loss: 0.3896 8/2542 [..............................] - ETA: 23:53 - loss: 1481.7979 - logits_profile_predictions_loss: 1452.5878 - logcount_predictions_loss: 0.3905 9/2542 [..............................] - ETA: 23:53 - loss: 1479.2372 - logits_profile_predictions_loss: 1449.9869 - logcount_predictions_loss: 0.3910 10/2542 [..............................] - ETA: 23:52 - loss: 1475.9860 - logits_profile_predictions_loss: 1446.6796 - logcount_predictions_loss: 0.3918 11/2542 [..............................] - ETA: 23:52 - loss: 1475.0940 - logits_profile_predictions_loss: 1445.6922 - logcount_predictions_loss: 0.3931 12/2542 [..............................] - ETA: 23:51 - loss: 1474.7595 - logits_profile_predictions_loss: 1445.2774 - logcount_predictions_loss: 0.3941 13/2542 [..............................] - ETA: 23:50 - loss: 1476.3016 - logits_profile_predictions_loss: 1446.7883 - logcount_predictions_loss: 0.3946 14/2542 [..............................] - ETA: 23:50 - loss: 1478.4040 - logits_profile_predictions_loss: 1448.8728 - logcount_predictions_loss: 0.3948 15/2542 [..............................] - ETA: 23:49 - loss: 1481.2124 - logits_profile_predictions_loss: 1451.6892 - logcount_predictions_loss: 0.3947 16/2542 [..............................] - ETA: 23:49 - loss: 1483.7908 - logits_profile_predictions_loss: 1454.1751 - logcount_predictions_loss: 0.3959 17/2542 [..............................] - ETA: 23:48 - loss: 1485.4260 - logits_profile_predictions_loss: 1455.7196 - logcount_predictions_loss: 0.3971 18/2542 [..............................] - ETA: 23:48 - loss: 1486.9502 - logits_profile_predictions_loss: 1457.1662 - logcount_predictions_loss: 0.3982 19/2542 [..............................] - ETA: 23:47 - loss: 1488.4790 - logits_profile_predictions_loss: 1458.5872 - logcount_predictions_loss: 0.3996 20/2542 [..............................] - ETA: 23:46 - loss: 1489.9083 - logits_profile_predictions_loss: 1459.9076 - logcount_predictions_loss: 0.4011 21/2542 [..............................] - ETA: 23:46 - loss: 1491.2024 - logits_profile_predictions_loss: 1461.1067 - logcount_predictions_loss: 0.4023 22/2542 [..............................] - ETA: 23:45 - loss: 1492.3275 - logits_profile_predictions_loss: 1462.1416 - logcount_predictions_loss: 0.4036 23/2542 [..............................] - ETA: 23:45 - loss: 1493.8133 - logits_profile_predictions_loss: 1463.5396 - logcount_predictions_loss: 0.4047 24/2542 [..............................] - ETA: 23:44 - loss: 1495.1639 - logits_profile_predictions_loss: 1464.8227 - logcount_predictions_loss: 0.4056 25/2542 [..............................] - ETA: 23:44 - loss: 1496.3979 - logits_profile_predictions_loss: 1465.9858 - logcount_predictions_loss: 0.4066 26/2542 [..............................] - ETA: 23:43 - loss: 1497.5836 - logits_profile_predictions_loss: 1467.0979 - logcount_predictions_loss: 0.4076 27/2542 [..............................] - ETA: 23:42 - loss: 1499.3606 - logits_profile_predictions_loss: 1468.8040 - logcount_predictions_loss: 0.4085 28/2542 [..............................] - ETA: 23:42 - loss: 1500.9544 - logits_profile_predictions_loss: 1470.3434 - logcount_predictions_loss: 0.4092 29/2542 [..............................] - ETA: 23:41 - loss: 1502.2281 - logits_profile_predictions_loss: 1471.5673 - logcount_predictions_loss: 0.4099 30/2542 [..............................] - ETA: 23:41 - loss: 1503.1007 - logits_profile_predictions_loss: 1472.3971 - logcount_predictions_loss: 0.4105 31/2542 [..............................] - ETA: 23:41 - loss: 1503.9634 - logits_profile_predictions_loss: 1473.2257 - logcount_predictions_loss: 0.4109 32/2542 [..............................] - ETA: 23:41 - loss: 1504.7715 - logits_profile_predictions_loss: 1474.0025 - logcount_predictions_loss: 0.4113 33/2542 [..............................] - ETA: 23:40 - loss: 1505.4897 - logits_profile_predictions_loss: 1474.6779 - logcount_predictions_loss: 0.4119 34/2542 [..............................] - ETA: 23:40 - loss: 1506.2746 - logits_profile_predictions_loss: 1475.4280 - logcount_predictions_loss: 0.4124 35/2542 [..............................] - ETA: 23:39 - loss: 1506.8852 - logits_profile_predictions_loss: 1476.0063 - logcount_predictions_loss: 0.4128 36/2542 [..............................] - ETA: 23:39 - loss: 1507.6716 - logits_profile_predictions_loss: 1476.7674 - logcount_predictions_loss: 0.4132 37/2542 [..............................] - ETA: 23:38 - loss: 1508.3809 - logits_profile_predictions_loss: 1477.4533 - logcount_predictions_loss: 0.4135 38/2542 [..............................] - ETA: 23:37 - loss: 1509.1379 - logits_profile_predictions_loss: 1478.1925 - logcount_predictions_loss: 0.4137 39/2542 [..............................] - ETA: 23:37 - loss: 1509.7585 - logits_profile_predictions_loss: 1478.7915 - logcount_predictions_loss: 0.4140 40/2542 [..............................] - ETA: 23:36 - loss: 1510.2304 - logits_profile_predictions_loss: 1479.2463 - logcount_predictions_loss: 0.4142 41/2542 [..............................] - ETA: 23:36 - loss: 1510.6843 - logits_profile_predictions_loss: 1479.6848 - logcount_predictions_loss: 0.4144 42/2542 [..............................] - ETA: 23:35 - loss: 1511.0211 - logits_profile_predictions_loss: 1480.0069 - logcount_predictions_loss: 0.4146 43/2542 [..............................] - ETA: 23:34 - loss: 1511.3069 - logits_profile_predictions_loss: 1480.2820 - logcount_predictions_loss: 0.4148 44/2542 [..............................] - ETA: 23:34 - loss: 1511.5341 - logits_profile_predictions_loss: 1480.4942 - logcount_predictions_loss: 0.4150 45/2542 [..............................] - ETA: 23:33 - loss: 1511.7368 - logits_profile_predictions_loss: 1480.6801 - logcount_predictions_loss: 0.4152 46/2542 [..............................] - ETA: 23:33 - loss: 1511.9239 - logits_profile_predictions_loss: 1480.8498 - logcount_predictions_loss: 0.4154 47/2542 [..............................] - ETA: 23:32 - loss: 1512.0316 - logits_profile_predictions_loss: 1480.9462 - logcount_predictions_loss: 0.4156 48/2542 [..............................] - ETA: 23:31 - loss: 1512.1240 - logits_profile_predictions_loss: 1481.0276 - logcount_predictions_loss: 0.4157 49/2542 [..............................] - ETA: 23:31 - loss: 1512.2647 - logits_profile_predictions_loss: 1481.1524 - logcount_predictions_loss: 0.4159 50/2542 [..............................] - ETA: 23:30 - loss: 1512.5119 - logits_profile_predictions_loss: 1481.3803 - logcount_predictions_loss: 0.4162 51/2542 [..............................] - ETA: 23:30 - loss: 1512.6965 - logits_profile_predictions_loss: 1481.5476 - logcount_predictions_loss: 0.4164 52/2542 [..............................] - ETA: 23:29 - loss: 1512.8777 - logits_profile_predictions_loss: 1481.7116 - logcount_predictions_loss: 0.4167 53/2542 [..............................] - ETA: 23:28 - loss: 1513.0311 - logits_profile_predictions_loss: 1481.8408 - logcount_predictions_loss: 0.4170 54/2542 [..............................] - ETA: 23:28 - loss: 1513.2077 - logits_profile_predictions_loss: 1481.9931 - logcount_predictions_loss: 0.4173 55/2542 [..............................] - ETA: 23:27 - loss: 1513.3646 - logits_profile_predictions_loss: 1482.1231 - logcount_predictions_loss: 0.4177 56/2542 [..............................] - ETA: 23:27 - loss: 1513.4853 - logits_profile_predictions_loss: 1482.2166 - logcount_predictions_loss: 0.4180 57/2542 [..............................] - ETA: 23:26 - loss: 1513.6544 - logits_profile_predictions_loss: 1482.3581 - logcount_predictions_loss: 0.4184 58/2542 [..............................] - ETA: 23:26 - loss: 1513.8027 - logits_profile_predictions_loss: 1482.4809 - logcount_predictions_loss: 0.4187 59/2542 [..............................] - ETA: 23:25 - loss: 1514.0025 - logits_profile_predictions_loss: 1482.6575 - logcount_predictions_loss: 0.4190 60/2542 [..............................] - ETA: 23:24 - loss: 1514.1596 - logits_profile_predictions_loss: 1482.7915 - logcount_predictions_loss: 0.4194 61/2542 [..............................] - ETA: 23:24 - loss: 1514.2825 - logits_profile_predictions_loss: 1482.8943 - logcount_predictions_loss: 0.4196 62/2542 [..............................] - ETA: 23:23 - loss: 1514.4266 - logits_profile_predictions_loss: 1483.0189 - logcount_predictions_loss: 0.4199 63/2542 [..............................] - ETA: 23:23 - loss: 1514.5538 - logits_profile_predictions_loss: 1483.1281 - logcount_predictions_loss: 0.4201 64/2542 [..............................] - ETA: 23:22 - loss: 1514.6330 - logits_profile_predictions_loss: 1483.1891 - logcount_predictions_loss: 0.4204 65/2542 [..............................] - ETA: 23:22 - loss: 1514.6939 - logits_profile_predictions_loss: 1483.2328 - logcount_predictions_loss: 0.4206 66/2542 [..............................] - ETA: 23:21 - loss: 1514.7498 - logits_profile_predictions_loss: 1483.2699 - logcount_predictions_loss: 0.4209 67/2542 [..............................] - ETA: 23:20 - loss: 1514.8255 - logits_profile_predictions_loss: 1483.3278 - logcount_predictions_loss: 0.4211 68/2542 [..............................] - ETA: 23:20 - loss: 1514.8504 - logits_profile_predictions_loss: 1483.3367 - logcount_predictions_loss: 0.4213 69/2542 [..............................] - ETA: 23:19 - loss: 1514.8840 - logits_profile_predictions_loss: 1483.3571 - logcount_predictions_loss: 0.4215 70/2542 [..............................] - ETA: 23:19 - loss: 1514.9336 - logits_profile_predictions_loss: 1483.3917 - logcount_predictions_loss: 0.4217 71/2542 [..............................] - ETA: 23:18 - loss: 1514.9605 - logits_profile_predictions_loss: 1483.4036 - logcount_predictions_loss: 0.4219 72/2542 [..............................] - ETA: 23:18 - loss: 1515.0049 - logits_profile_predictions_loss: 1483.4346 - logcount_predictions_loss: 0.4221 73/2542 [..............................] - ETA: 23:17 - loss: 1515.0555 - logits_profile_predictions_loss: 1483.4741 - logcount_predictions_loss: 0.4222 74/2542 [..............................] - ETA: 23:16 - loss: 1515.0879 - logits_profile_predictions_loss: 1483.4973 - logcount_predictions_loss: 0.4223 75/2542 [..............................] - ETA: 23:16 - loss: 1515.1001 - logits_profile_predictions_loss: 1483.5011 - logcount_predictions_loss: 0.4224 76/2542 [..............................] - ETA: 23:15 - loss: 1515.0693 - logits_profile_predictions_loss: 1483.4627 - logcount_predictions_loss: 0.4225 77/2542 [..............................] - ETA: 23:15 - loss: 1515.0347 - logits_profile_predictions_loss: 1483.4200 - logcount_predictions_loss: 0.4227 78/2542 [..............................] - ETA: 23:14 - loss: 1514.9871 - logits_profile_predictions_loss: 1483.3642 - 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logcount_predictions_loss: 0.4215 2513/2542 [============================>.] - ETA: 16s - loss: 1535.2059 - logits_profile_predictions_loss: 1503.6772 - logcount_predictions_loss: 0.4215 2514/2542 [============================>.] - ETA: 15s - loss: 1535.2078 - logits_profile_predictions_loss: 1503.6793 - logcount_predictions_loss: 0.4215 2515/2542 [============================>.] - ETA: 15s - loss: 1535.2096 - logits_profile_predictions_loss: 1503.6812 - logcount_predictions_loss: 0.4215 2516/2542 [============================>.] - ETA: 14s - loss: 1535.2114 - logits_profile_predictions_loss: 1503.6832 - logcount_predictions_loss: 0.4215 2517/2542 [============================>.] - ETA: 14s - loss: 1535.2132 - logits_profile_predictions_loss: 1503.6852 - logcount_predictions_loss: 0.4215 2518/2542 [============================>.] - ETA: 13s - loss: 1535.2150 - logits_profile_predictions_loss: 1503.6872 - logcount_predictions_loss: 0.4215 2519/2542 [============================>.] - ETA: 13s - loss: 1535.2168 - logits_profile_predictions_loss: 1503.6891 - logcount_predictions_loss: 0.4215 2520/2542 [============================>.] - ETA: 12s - loss: 1535.2186 - logits_profile_predictions_loss: 1503.6911 - logcount_predictions_loss: 0.4215 2521/2542 [============================>.] - ETA: 11s - loss: 1535.2205 - logits_profile_predictions_loss: 1503.6931 - logcount_predictions_loss: 0.4215 2522/2542 [============================>.] - ETA: 11s - loss: 1535.2223 - logits_profile_predictions_loss: 1503.6952 - logcount_predictions_loss: 0.4215 2523/2542 [============================>.] - ETA: 10s - loss: 1535.2242 - logits_profile_predictions_loss: 1503.6972 - logcount_predictions_loss: 0.4215 2524/2542 [============================>.] - ETA: 10s - loss: 1535.2261 - logits_profile_predictions_loss: 1503.6992 - logcount_predictions_loss: 0.4215 2525/2542 [============================>.] - ETA: 9s - loss: 1535.2279 - logits_profile_predictions_loss: 1503.7013 - logcount_predictions_loss: 0.4215  2526/2542 [============================>.] - ETA: 9s - loss: 1535.2298 - logits_profile_predictions_loss: 1503.7033 - logcount_predictions_loss: 0.4215 2527/2542 [============================>.] - ETA: 8s - loss: 1535.2316 - logits_profile_predictions_loss: 1503.7053 - logcount_predictions_loss: 0.4215 2528/2542 [============================>.] - ETA: 7s - loss: 1535.2334 - logits_profile_predictions_loss: 1503.7073 - logcount_predictions_loss: 0.4215 2529/2542 [============================>.] - ETA: 7s - loss: 1535.2352 - logits_profile_predictions_loss: 1503.7092 - logcount_predictions_loss: 0.4215 2530/2542 [============================>.] - ETA: 6s - loss: 1535.2369 - logits_profile_predictions_loss: 1503.7111 - logcount_predictions_loss: 0.4215 2531/2542 [============================>.] - ETA: 6s - loss: 1535.2387 - logits_profile_predictions_loss: 1503.7130 - logcount_predictions_loss: 0.4215 2532/2542 [============================>.] - ETA: 5s - loss: 1535.2404 - logits_profile_predictions_loss: 1503.7149 - logcount_predictions_loss: 0.4214 2533/2542 [============================>.] - ETA: 5s - loss: 1535.2421 - logits_profile_predictions_loss: 1503.7168 - logcount_predictions_loss: 0.4214 2534/2542 [============================>.] - ETA: 4s - loss: 1535.2438 - logits_profile_predictions_loss: 1503.7186 - logcount_predictions_loss: 0.4214 2535/2542 [============================>.] - ETA: 3s - loss: 1535.2454 - logits_profile_predictions_loss: 1503.7204 - logcount_predictions_loss: 0.4214 2536/2542 [============================>.] - ETA: 3s - loss: 1535.2471 - logits_profile_predictions_loss: 1503.7223 - logcount_predictions_loss: 0.4214 2537/2542 [============================>.] - ETA: 2s - loss: 1535.2487 - logits_profile_predictions_loss: 1503.7241 - logcount_predictions_loss: 0.4214 2538/2542 [============================>.] - ETA: 2s - loss: 1535.2504 - logits_profile_predictions_loss: 1503.7259 - logcount_predictions_loss: 0.4214 2539/2542 [============================>.] - ETA: 1s - loss: 1535.2520 - logits_profile_predictions_loss: 1503.7277 - logcount_predictions_loss: 0.4214 2540/2542 [============================>.] - ETA: 1s - loss: 1535.2537 - logits_profile_predictions_loss: 1503.7296 - logcount_predictions_loss: 0.4214 2541/2542 [============================>.] - ETA: 0s - loss: 1535.2553 - logits_profile_predictions_loss: 1503.7314 - logcount_predictions_loss: 0.4214 2542/2542 [==============================] - ETA: 0s - loss: 1535.2570 - logits_profile_predictions_loss: 1503.7332 - logcount_predictions_loss: 0.4214 2542/2542 [==============================] - 1492s 587ms/step - loss: 1535.2586 - logits_profile_predictions_loss: 1503.7350 - logcount_predictions_loss: 0.4214 - val_loss: 1641.3796 - val_logits_profile_predictions_loss: 1608.9109 - val_logcount_predictions_loss: 0.4341 Epoch 00008: val_loss did not improve from 1632.89978 Epoch 9/50 1/2542 [..............................] - ETA: 24:49 - loss: 1557.1604 - logits_profile_predictions_loss: 1516.9003 - logcount_predictions_loss: 0.5382 2/2542 [..............................] - ETA: 23:57 - loss: 1517.8633 - logits_profile_predictions_loss: 1479.4322 - logcount_predictions_loss: 0.5138 3/2542 [..............................] - ETA: 23:56 - loss: 1548.3220 - logits_profile_predictions_loss: 1510.7806 - logcount_predictions_loss: 0.5019 4/2542 [..............................] - ETA: 23:56 - loss: 1569.0638 - logits_profile_predictions_loss: 1532.8225 - logcount_predictions_loss: 0.4845 5/2542 [..............................] - ETA: 23:55 - loss: 1573.5960 - logits_profile_predictions_loss: 1538.4119 - logcount_predictions_loss: 0.4704 6/2542 [..............................] - ETA: 23:54 - loss: 1573.6548 - logits_profile_predictions_loss: 1538.8373 - logcount_predictions_loss: 0.4655 7/2542 [..............................] - ETA: 23:54 - loss: 1569.3510 - logits_profile_predictions_loss: 1534.7809 - logcount_predictions_loss: 0.4622 8/2542 [..............................] - ETA: 23:53 - loss: 1563.7039 - logits_profile_predictions_loss: 1529.2458 - logcount_predictions_loss: 0.4607 9/2542 [..............................] - ETA: 23:56 - loss: 1558.7267 - logits_profile_predictions_loss: 1524.0988 - logcount_predictions_loss: 0.4629 10/2542 [..............................] - ETA: 23:55 - loss: 1555.1110 - logits_profile_predictions_loss: 1520.2901 - logcount_predictions_loss: 0.4655 11/2542 [..............................] - ETA: 23:55 - loss: 1551.8402 - logits_profile_predictions_loss: 1516.8870 - logcount_predictions_loss: 0.4673 12/2542 [..............................] - ETA: 23:54 - loss: 1549.9861 - logits_profile_predictions_loss: 1514.9399 - logcount_predictions_loss: 0.4685 13/2542 [..............................] - ETA: 23:53 - loss: 1549.3157 - logits_profile_predictions_loss: 1514.2734 - logcount_predictions_loss: 0.4685 14/2542 [..............................] - ETA: 23:52 - loss: 1548.7105 - logits_profile_predictions_loss: 1513.6053 - logcount_predictions_loss: 0.4693 15/2542 [..............................] - ETA: 23:51 - loss: 1548.3001 - logits_profile_predictions_loss: 1513.1550 - logcount_predictions_loss: 0.4699 16/2542 [..............................] - ETA: 23:51 - loss: 1548.2494 - logits_profile_predictions_loss: 1513.1327 - logcount_predictions_loss: 0.4695 17/2542 [..............................] - ETA: 23:50 - loss: 1548.0846 - logits_profile_predictions_loss: 1513.0131 - logcount_predictions_loss: 0.4689 18/2542 [..............................] - ETA: 23:49 - loss: 1548.4342 - logits_profile_predictions_loss: 1513.3912 - logcount_predictions_loss: 0.4685 19/2542 [..............................] - ETA: 23:49 - loss: 1548.0536 - logits_profile_predictions_loss: 1513.0493 - logcount_predictions_loss: 0.4680 20/2542 [..............................] - ETA: 23:48 - loss: 1547.1937 - logits_profile_predictions_loss: 1512.2354 - logcount_predictions_loss: 0.4674 21/2542 [..............................] - ETA: 23:47 - loss: 1546.9934 - logits_profile_predictions_loss: 1512.0910 - logcount_predictions_loss: 0.4666 22/2542 [..............................] - ETA: 23:47 - loss: 1547.3715 - logits_profile_predictions_loss: 1512.5014 - logcount_predictions_loss: 0.4662 23/2542 [..............................] - ETA: 23:46 - loss: 1547.6075 - logits_profile_predictions_loss: 1512.7501 - logcount_predictions_loss: 0.4660 24/2542 [..............................] - ETA: 23:45 - loss: 1547.8670 - logits_profile_predictions_loss: 1513.0371 - logcount_predictions_loss: 0.4656 25/2542 [..............................] - ETA: 23:45 - loss: 1547.7472 - logits_profile_predictions_loss: 1512.9414 - logcount_predictions_loss: 0.4653 26/2542 [..............................] - ETA: 23:44 - loss: 1547.6671 - logits_profile_predictions_loss: 1512.8840 - logcount_predictions_loss: 0.4650 27/2542 [..............................] - ETA: 23:43 - loss: 1547.3455 - logits_profile_predictions_loss: 1512.5847 - logcount_predictions_loss: 0.4647 28/2542 [..............................] - ETA: 23:43 - loss: 1546.8243 - logits_profile_predictions_loss: 1512.0832 - logcount_predictions_loss: 0.4645 29/2542 [..............................] - ETA: 23:42 - loss: 1546.2333 - logits_profile_predictions_loss: 1511.5129 - logcount_predictions_loss: 0.4642 30/2542 [..............................] - ETA: 23:42 - loss: 1545.7608 - logits_profile_predictions_loss: 1511.0732 - logcount_predictions_loss: 0.4637 31/2542 [..............................] - ETA: 23:41 - loss: 1545.2690 - logits_profile_predictions_loss: 1510.6131 - logcount_predictions_loss: 0.4633 32/2542 [..............................] - ETA: 23:41 - loss: 1544.7508 - logits_profile_predictions_loss: 1510.1249 - logcount_predictions_loss: 0.4629 33/2542 [..............................] - ETA: 23:40 - loss: 1544.3850 - logits_profile_predictions_loss: 1509.7989 - logcount_predictions_loss: 0.4624 34/2542 [..............................] - ETA: 23:39 - loss: 1543.9036 - logits_profile_predictions_loss: 1509.3672 - logcount_predictions_loss: 0.4617 35/2542 [..............................] - ETA: 23:39 - loss: 1543.5632 - logits_profile_predictions_loss: 1509.0766 - logcount_predictions_loss: 0.4610 36/2542 [..............................] - ETA: 23:38 - loss: 1543.2514 - logits_profile_predictions_loss: 1508.8158 - logcount_predictions_loss: 0.4604 37/2542 [..............................] - ETA: 23:38 - loss: 1542.8339 - logits_profile_predictions_loss: 1508.4513 - logcount_predictions_loss: 0.4597 38/2542 [..............................] - ETA: 23:37 - loss: 1542.6061 - logits_profile_predictions_loss: 1508.2677 - logcount_predictions_loss: 0.4591 39/2542 [..............................] - ETA: 23:36 - loss: 1542.2855 - logits_profile_predictions_loss: 1507.9951 - logcount_predictions_loss: 0.4584 40/2542 [..............................] - ETA: 23:36 - loss: 1541.8528 - logits_profile_predictions_loss: 1507.6105 - logcount_predictions_loss: 0.4578 41/2542 [..............................] - ETA: 23:35 - loss: 1541.4199 - logits_profile_predictions_loss: 1507.2237 - logcount_predictions_loss: 0.4572 42/2542 [..............................] - ETA: 23:35 - loss: 1541.1086 - logits_profile_predictions_loss: 1506.9546 - logcount_predictions_loss: 0.4566 43/2542 [..............................] - ETA: 23:34 - loss: 1541.1187 - logits_profile_predictions_loss: 1507.0109 - logcount_predictions_loss: 0.4560 44/2542 [..............................] - ETA: 23:33 - loss: 1541.0910 - logits_profile_predictions_loss: 1507.0288 - logcount_predictions_loss: 0.4554 45/2542 [..............................] - ETA: 23:33 - loss: 1540.9887 - logits_profile_predictions_loss: 1506.9655 - logcount_predictions_loss: 0.4549 46/2542 [..............................] - ETA: 23:32 - loss: 1540.9156 - logits_profile_predictions_loss: 1506.9309 - logcount_predictions_loss: 0.4543 47/2542 [..............................] - ETA: 23:32 - loss: 1540.7572 - logits_profile_predictions_loss: 1506.8109 - logcount_predictions_loss: 0.4538 48/2542 [..............................] - ETA: 23:31 - loss: 1540.5509 - logits_profile_predictions_loss: 1506.6428 - logcount_predictions_loss: 0.4533 49/2542 [..............................] - ETA: 23:31 - loss: 1540.4106 - logits_profile_predictions_loss: 1506.5369 - logcount_predictions_loss: 0.4529 50/2542 [..............................] - ETA: 23:30 - loss: 1540.2410 - logits_profile_predictions_loss: 1506.4029 - logcount_predictions_loss: 0.4524 51/2542 [..............................] - ETA: 23:29 - loss: 1540.0229 - logits_profile_predictions_loss: 1506.2237 - logcount_predictions_loss: 0.4519 52/2542 [..............................] - ETA: 23:29 - loss: 1539.7824 - logits_profile_predictions_loss: 1506.0226 - logcount_predictions_loss: 0.4513 53/2542 [..............................] - ETA: 23:28 - loss: 1539.5393 - logits_profile_predictions_loss: 1505.8195 - logcount_predictions_loss: 0.4508 54/2542 [..............................] - ETA: 23:28 - loss: 1539.2748 - logits_profile_predictions_loss: 1505.5902 - logcount_predictions_loss: 0.4503 55/2542 [..............................] - ETA: 23:27 - loss: 1538.9818 - logits_profile_predictions_loss: 1505.3320 - logcount_predictions_loss: 0.4499 56/2542 [..............................] - ETA: 23:27 - loss: 1538.7123 - logits_profile_predictions_loss: 1505.0862 - logcount_predictions_loss: 0.4495 57/2542 [..............................] - ETA: 23:26 - loss: 1538.4699 - logits_profile_predictions_loss: 1504.8349 - logcount_predictions_loss: 0.4497 58/2542 [..............................] - ETA: 23:25 - loss: 1538.1512 - logits_profile_predictions_loss: 1504.5103 - logcount_predictions_loss: 0.4497 59/2542 [..............................] - ETA: 23:25 - loss: 1537.8173 - logits_profile_predictions_loss: 1504.1711 - logcount_predictions_loss: 0.4498 60/2542 [..............................] - ETA: 23:24 - loss: 1537.4249 - logits_profile_predictions_loss: 1503.7747 - logcount_predictions_loss: 0.4499 61/2542 [..............................] - ETA: 23:24 - loss: 1537.0209 - logits_profile_predictions_loss: 1503.3684 - logcount_predictions_loss: 0.4499 62/2542 [..............................] - ETA: 23:23 - loss: 1536.5720 - logits_profile_predictions_loss: 1502.9188 - logcount_predictions_loss: 0.4499 63/2542 [..............................] - ETA: 23:23 - loss: 1536.1791 - logits_profile_predictions_loss: 1502.5236 - logcount_predictions_loss: 0.4499 64/2542 [..............................] - ETA: 23:22 - loss: 1535.8157 - logits_profile_predictions_loss: 1502.1612 - logcount_predictions_loss: 0.4499 65/2542 [..............................] - ETA: 23:22 - loss: 1535.4342 - logits_profile_predictions_loss: 1501.7821 - logcount_predictions_loss: 0.4499 66/2542 [..............................] - ETA: 23:21 - loss: 1535.0426 - logits_profile_predictions_loss: 1501.3924 - logcount_predictions_loss: 0.4499 67/2542 [..............................] - ETA: 23:21 - loss: 1534.6532 - logits_profile_predictions_loss: 1501.0062 - logcount_predictions_loss: 0.4498 68/2542 [..............................] - ETA: 23:20 - loss: 1534.2967 - logits_profile_predictions_loss: 1500.6510 - logcount_predictions_loss: 0.4498 69/2542 [..............................] - ETA: 23:20 - loss: 1533.9587 - logits_profile_predictions_loss: 1500.3154 - logcount_predictions_loss: 0.4498 70/2542 [..............................] - ETA: 23:19 - loss: 1533.5888 - logits_profile_predictions_loss: 1499.9473 - logcount_predictions_loss: 0.4498 71/2542 [..............................] - ETA: 23:18 - loss: 1533.2096 - logits_profile_predictions_loss: 1499.5697 - logcount_predictions_loss: 0.4497 72/2542 [..............................] - ETA: 23:18 - loss: 1532.8322 - logits_profile_predictions_loss: 1499.1944 - logcount_predictions_loss: 0.4497 73/2542 [..............................] - ETA: 23:17 - loss: 1532.4594 - logits_profile_predictions_loss: 1498.8250 - logcount_predictions_loss: 0.4497 74/2542 [..............................] - ETA: 23:17 - loss: 1532.1324 - logits_profile_predictions_loss: 1498.5021 - logcount_predictions_loss: 0.4496 75/2542 [..............................] - ETA: 23:16 - loss: 1531.8216 - logits_profile_predictions_loss: 1498.1960 - logcount_predictions_loss: 0.4495 76/2542 [..............................] - ETA: 23:16 - loss: 1531.5578 - logits_profile_predictions_loss: 1497.9339 - logcount_predictions_loss: 0.4495 77/2542 [..............................] - ETA: 23:15 - loss: 1531.2914 - logits_profile_predictions_loss: 1497.6700 - logcount_predictions_loss: 0.4495 78/2542 [..............................] - ETA: 23:14 - loss: 1531.0298 - logits_profile_predictions_loss: 1497.4118 - logcount_predictions_loss: 0.4494 79/2542 [..............................] - ETA: 23:14 - loss: 1530.7419 - logits_profile_predictions_loss: 1497.1266 - logcount_predictions_loss: 0.4494 80/2542 [..............................] - ETA: 23:13 - loss: 1530.4551 - logits_profile_predictions_loss: 1496.8447 - logcount_predictions_loss: 0.4493 81/2542 [..............................] - ETA: 23:13 - loss: 1530.1828 - logits_profile_predictions_loss: 1496.5762 - logcount_predictions_loss: 0.4493 82/2542 [..............................] - ETA: 23:12 - loss: 1529.9138 - logits_profile_predictions_loss: 1496.3107 - logcount_predictions_loss: 0.4492 83/2542 [..............................] - ETA: 23:12 - loss: 1529.6272 - logits_profile_predictions_loss: 1496.0288 - logcount_predictions_loss: 0.4492 84/2542 [..............................] - ETA: 23:11 - loss: 1529.3488 - logits_profile_predictions_loss: 1495.7541 - logcount_predictions_loss: 0.4491 85/2542 [>.............................] - ETA: 23:10 - loss: 1529.1028 - logits_profile_predictions_loss: 1495.5119 - logcount_predictions_loss: 0.4491 86/2542 [>.............................] - ETA: 23:10 - loss: 1528.8373 - logits_profile_predictions_loss: 1495.2500 - logcount_predictions_loss: 0.4490 87/2542 [>.............................] - ETA: 23:09 - loss: 1528.5719 - logits_profile_predictions_loss: 1494.9882 - logcount_predictions_loss: 0.4490 88/2542 [>.............................] - ETA: 23:09 - loss: 1528.3238 - logits_profile_predictions_loss: 1494.7436 - logcount_predictions_loss: 0.4489 89/2542 [>.............................] - ETA: 23:08 - loss: 1528.0958 - logits_profile_predictions_loss: 1494.5188 - logcount_predictions_loss: 0.4489 90/2542 [>.............................] - ETA: 23:08 - loss: 1527.8513 - logits_profile_predictions_loss: 1494.2769 - logcount_predictions_loss: 0.4489 91/2542 [>.............................] - ETA: 23:07 - loss: 1527.6117 - logits_profile_predictions_loss: 1494.0407 - logcount_predictions_loss: 0.4488 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logcount_predictions_loss: 0.4074 2533/2542 [============================>.] - ETA: 5s - loss: 1529.2893 - logits_profile_predictions_loss: 1498.8159 - logcount_predictions_loss: 0.4074 2534/2542 [============================>.] - ETA: 4s - loss: 1529.2901 - logits_profile_predictions_loss: 1498.8170 - logcount_predictions_loss: 0.4074 2535/2542 [============================>.] - ETA: 3s - loss: 1529.2910 - logits_profile_predictions_loss: 1498.8180 - logcount_predictions_loss: 0.4074 2536/2542 [============================>.] - ETA: 3s - loss: 1529.2919 - logits_profile_predictions_loss: 1498.8190 - logcount_predictions_loss: 0.4074 2537/2542 [============================>.] - ETA: 2s - loss: 1529.2927 - logits_profile_predictions_loss: 1498.8200 - logcount_predictions_loss: 0.4074 2538/2542 [============================>.] - ETA: 2s - loss: 1529.2935 - logits_profile_predictions_loss: 1498.8210 - logcount_predictions_loss: 0.4074 2539/2542 [============================>.] - ETA: 1s - loss: 1529.2944 - logits_profile_predictions_loss: 1498.8220 - logcount_predictions_loss: 0.4074 2540/2542 [============================>.] - ETA: 1s - loss: 1529.2953 - logits_profile_predictions_loss: 1498.8231 - logcount_predictions_loss: 0.4074 2541/2542 [============================>.] - ETA: 0s - loss: 1529.2961 - logits_profile_predictions_loss: 1498.8241 - logcount_predictions_loss: 0.4074 2542/2542 [==============================] - ETA: 0s - loss: 1529.2970 - logits_profile_predictions_loss: 1498.8251 - logcount_predictions_loss: 0.4074 2542/2542 [==============================] - 1492s 587ms/step - loss: 1529.2978 - logits_profile_predictions_loss: 1498.8261 - logcount_predictions_loss: 0.4074 - val_loss: 1642.2003 - val_logits_profile_predictions_loss: 1611.8391 - val_logcount_predictions_loss: 0.4059 Epoch 00009: val_loss did not improve from 1632.89978 Epoch 10/50 1/2542 [..............................] - ETA: 25:03 - loss: 1608.3274 - logits_profile_predictions_loss: 1572.8412 - logcount_predictions_loss: 0.4744 2/2542 [..............................] - ETA: 23:56 - loss: 1630.8830 - logits_profile_predictions_loss: 1596.6572 - logcount_predictions_loss: 0.4576 3/2542 [..............................] - ETA: 23:56 - loss: 1639.2425 - logits_profile_predictions_loss: 1606.2083 - logcount_predictions_loss: 0.4416 4/2542 [..............................] - ETA: 23:55 - loss: 1654.0387 - logits_profile_predictions_loss: 1621.6257 - logcount_predictions_loss: 0.4333 5/2542 [..............................] - ETA: 23:55 - loss: 1659.5276 - logits_profile_predictions_loss: 1627.8926 - logcount_predictions_loss: 0.4229 6/2542 [..............................] - ETA: 23:54 - loss: 1660.4464 - logits_profile_predictions_loss: 1629.2859 - logcount_predictions_loss: 0.4166 7/2542 [..............................] - ETA: 23:54 - loss: 1660.0859 - logits_profile_predictions_loss: 1629.3635 - logcount_predictions_loss: 0.4107 8/2542 [..............................] - ETA: 23:53 - loss: 1655.7846 - logits_profile_predictions_loss: 1625.2931 - logcount_predictions_loss: 0.4076 9/2542 [..............................] - ETA: 23:52 - loss: 1650.2113 - logits_profile_predictions_loss: 1619.7436 - logcount_predictions_loss: 0.4073 10/2542 [..............................] - ETA: 23:52 - loss: 1647.4184 - logits_profile_predictions_loss: 1617.0152 - logcount_predictions_loss: 0.4065 11/2542 [..............................] - ETA: 23:51 - loss: 1643.3504 - logits_profile_predictions_loss: 1612.9911 - logcount_predictions_loss: 0.4059 12/2542 [..............................] - ETA: 23:51 - loss: 1640.5864 - logits_profile_predictions_loss: 1610.2773 - logcount_predictions_loss: 0.4052 13/2542 [..............................] - ETA: 23:50 - loss: 1636.3503 - logits_profile_predictions_loss: 1606.1340 - logcount_predictions_loss: 0.4040 14/2542 [..............................] - ETA: 23:49 - loss: 1633.9273 - logits_profile_predictions_loss: 1603.7779 - logcount_predictions_loss: 0.4031 15/2542 [..............................] - ETA: 23:49 - loss: 1631.6851 - logits_profile_predictions_loss: 1601.5860 - logcount_predictions_loss: 0.4024 16/2542 [..............................] - ETA: 23:48 - loss: 1629.7752 - logits_profile_predictions_loss: 1599.7496 - logcount_predictions_loss: 0.4014 17/2542 [..............................] - ETA: 23:48 - loss: 1628.3123 - logits_profile_predictions_loss: 1598.3493 - logcount_predictions_loss: 0.4006 18/2542 [..............................] - ETA: 23:47 - loss: 1626.8614 - logits_profile_predictions_loss: 1596.9796 - logcount_predictions_loss: 0.3995 19/2542 [..............................] - ETA: 23:47 - loss: 1624.5621 - logits_profile_predictions_loss: 1594.7830 - logcount_predictions_loss: 0.3981 20/2542 [..............................] - ETA: 23:46 - loss: 1622.5561 - logits_profile_predictions_loss: 1592.8921 - logcount_predictions_loss: 0.3966 21/2542 [..............................] - ETA: 23:46 - loss: 1620.3102 - logits_profile_predictions_loss: 1590.7451 - logcount_predictions_loss: 0.3953 22/2542 [..............................] - ETA: 23:45 - loss: 1618.1558 - logits_profile_predictions_loss: 1588.6761 - logcount_predictions_loss: 0.3941 23/2542 [..............................] - ETA: 23:44 - loss: 1615.6171 - logits_profile_predictions_loss: 1586.2281 - logcount_predictions_loss: 0.3929 24/2542 [..............................] - ETA: 23:44 - loss: 1612.8508 - logits_profile_predictions_loss: 1583.5079 - logcount_predictions_loss: 0.3923 25/2542 [..............................] - ETA: 23:43 - loss: 1610.2438 - logits_profile_predictions_loss: 1580.9531 - logcount_predictions_loss: 0.3916 26/2542 [..............................] - ETA: 23:43 - loss: 1608.1623 - logits_profile_predictions_loss: 1578.9245 - logcount_predictions_loss: 0.3909 27/2542 [..............................] - ETA: 23:42 - loss: 1606.3822 - logits_profile_predictions_loss: 1577.1942 - logcount_predictions_loss: 0.3902 28/2542 [..............................] - ETA: 23:42 - loss: 1604.5952 - logits_profile_predictions_loss: 1575.4518 - logcount_predictions_loss: 0.3896 29/2542 [..............................] - ETA: 23:41 - loss: 1603.2563 - logits_profile_predictions_loss: 1574.1100 - logcount_predictions_loss: 0.3897 30/2542 [..............................] - ETA: 23:41 - loss: 1601.8771 - logits_profile_predictions_loss: 1572.7236 - logcount_predictions_loss: 0.3898 31/2542 [..............................] - ETA: 23:40 - loss: 1600.3450 - logits_profile_predictions_loss: 1571.1839 - logcount_predictions_loss: 0.3899 32/2542 [..............................] - ETA: 23:39 - loss: 1599.0284 - logits_profile_predictions_loss: 1569.8654 - logcount_predictions_loss: 0.3899 33/2542 [..............................] - ETA: 23:39 - loss: 1597.6044 - logits_profile_predictions_loss: 1568.4484 - logcount_predictions_loss: 0.3898 34/2542 [..............................] - ETA: 23:38 - loss: 1596.2701 - logits_profile_predictions_loss: 1567.1308 - logcount_predictions_loss: 0.3896 35/2542 [..............................] - ETA: 23:38 - loss: 1594.9499 - logits_profile_predictions_loss: 1565.8267 - logcount_predictions_loss: 0.3893 36/2542 [..............................] - ETA: 23:37 - loss: 1593.6490 - logits_profile_predictions_loss: 1564.5451 - logcount_predictions_loss: 0.3891 37/2542 [..............................] - ETA: 23:37 - loss: 1592.3155 - logits_profile_predictions_loss: 1563.2330 - logcount_predictions_loss: 0.3888 38/2542 [..............................] - ETA: 23:36 - loss: 1590.9802 - logits_profile_predictions_loss: 1561.9181 - logcount_predictions_loss: 0.3885 39/2542 [..............................] - ETA: 23:36 - loss: 1589.6704 - logits_profile_predictions_loss: 1560.6266 - logcount_predictions_loss: 0.3883 40/2542 [..............................] - ETA: 23:36 - loss: 1588.3735 - logits_profile_predictions_loss: 1559.3492 - logcount_predictions_loss: 0.3880 41/2542 [..............................] - ETA: 23:35 - loss: 1587.0656 - logits_profile_predictions_loss: 1558.0613 - logcount_predictions_loss: 0.3878 42/2542 [..............................] - ETA: 23:35 - loss: 1585.7615 - logits_profile_predictions_loss: 1556.7774 - logcount_predictions_loss: 0.3875 43/2542 [..............................] - ETA: 23:34 - loss: 1584.4206 - logits_profile_predictions_loss: 1555.4554 - logcount_predictions_loss: 0.3872 44/2542 [..............................] - ETA: 23:34 - loss: 1583.0835 - logits_profile_predictions_loss: 1554.1382 - logcount_predictions_loss: 0.3870 45/2542 [..............................] - ETA: 23:33 - loss: 1581.8111 - logits_profile_predictions_loss: 1552.8899 - logcount_predictions_loss: 0.3866 46/2542 [..............................] - ETA: 23:32 - loss: 1580.5026 - logits_profile_predictions_loss: 1551.6077 - logcount_predictions_loss: 0.3863 47/2542 [..............................] - ETA: 23:32 - loss: 1579.1239 - logits_profile_predictions_loss: 1550.2552 - logcount_predictions_loss: 0.3859 48/2542 [..............................] - ETA: 23:31 - loss: 1577.8043 - logits_profile_predictions_loss: 1548.9571 - logcount_predictions_loss: 0.3857 49/2542 [..............................] - ETA: 23:31 - loss: 1576.5123 - logits_profile_predictions_loss: 1547.6854 - logcount_predictions_loss: 0.3854 50/2542 [..............................] - ETA: 23:30 - loss: 1575.3111 - logits_profile_predictions_loss: 1546.5050 - logcount_predictions_loss: 0.3851 51/2542 [..............................] - ETA: 23:30 - loss: 1574.1867 - logits_profile_predictions_loss: 1545.4004 - logcount_predictions_loss: 0.3848 52/2542 [..............................] - ETA: 23:29 - loss: 1573.1183 - logits_profile_predictions_loss: 1544.3546 - logcount_predictions_loss: 0.3845 53/2542 [..............................] - ETA: 23:28 - loss: 1572.1053 - logits_profile_predictions_loss: 1543.3621 - logcount_predictions_loss: 0.3843 54/2542 [..............................] - ETA: 23:28 - loss: 1571.1393 - logits_profile_predictions_loss: 1542.4141 - logcount_predictions_loss: 0.3840 55/2542 [..............................] - ETA: 23:27 - loss: 1570.1384 - logits_profile_predictions_loss: 1541.4298 - logcount_predictions_loss: 0.3838 56/2542 [..............................] - ETA: 23:27 - loss: 1569.2037 - logits_profile_predictions_loss: 1540.5124 - logcount_predictions_loss: 0.3836 57/2542 [..............................] - ETA: 23:26 - loss: 1568.3970 - logits_profile_predictions_loss: 1539.7213 - logcount_predictions_loss: 0.3834 58/2542 [..............................] - ETA: 23:26 - loss: 1567.6025 - logits_profile_predictions_loss: 1538.9422 - logcount_predictions_loss: 0.3832 59/2542 [..............................] - ETA: 23:25 - loss: 1566.7773 - logits_profile_predictions_loss: 1538.1317 - logcount_predictions_loss: 0.3830 60/2542 [..............................] - ETA: 23:24 - loss: 1565.9875 - logits_profile_predictions_loss: 1537.3593 - logcount_predictions_loss: 0.3827 61/2542 [..............................] - ETA: 23:24 - loss: 1565.2215 - logits_profile_predictions_loss: 1536.6100 - logcount_predictions_loss: 0.3825 62/2542 [..............................] - ETA: 23:23 - loss: 1564.4626 - logits_profile_predictions_loss: 1535.8659 - logcount_predictions_loss: 0.3823 63/2542 [..............................] - ETA: 23:23 - loss: 1563.7065 - logits_profile_predictions_loss: 1535.1240 - logcount_predictions_loss: 0.3821 64/2542 [..............................] - ETA: 23:22 - loss: 1562.8989 - logits_profile_predictions_loss: 1534.3307 - logcount_predictions_loss: 0.3819 65/2542 [..............................] - ETA: 23:21 - loss: 1562.1016 - logits_profile_predictions_loss: 1533.5496 - logcount_predictions_loss: 0.3817 66/2542 [..............................] - ETA: 23:21 - loss: 1561.3561 - logits_profile_predictions_loss: 1532.8210 - logcount_predictions_loss: 0.3815 67/2542 [..............................] - ETA: 23:20 - loss: 1560.6129 - logits_profile_predictions_loss: 1532.0944 - logcount_predictions_loss: 0.3813 68/2542 [..............................] - ETA: 23:20 - loss: 1559.9044 - logits_profile_predictions_loss: 1531.4025 - logcount_predictions_loss: 0.3810 69/2542 [..............................] - ETA: 23:19 - loss: 1559.2825 - logits_profile_predictions_loss: 1530.7965 - logcount_predictions_loss: 0.3808 70/2542 [..............................] - ETA: 23:19 - loss: 1558.7122 - logits_profile_predictions_loss: 1530.2408 - logcount_predictions_loss: 0.3806 71/2542 [..............................] - ETA: 23:18 - loss: 1558.1656 - logits_profile_predictions_loss: 1529.7080 - logcount_predictions_loss: 0.3804 72/2542 [..............................] - ETA: 23:17 - loss: 1557.6551 - logits_profile_predictions_loss: 1529.2121 - logcount_predictions_loss: 0.3803 73/2542 [..............................] - ETA: 23:17 - loss: 1557.1405 - logits_profile_predictions_loss: 1528.7112 - logcount_predictions_loss: 0.3801 74/2542 [..............................] - ETA: 23:16 - loss: 1556.6102 - logits_profile_predictions_loss: 1528.1935 - logcount_predictions_loss: 0.3799 75/2542 [..............................] - ETA: 23:16 - loss: 1556.0649 - logits_profile_predictions_loss: 1527.6615 - logcount_predictions_loss: 0.3797 76/2542 [..............................] - ETA: 23:15 - loss: 1555.5113 - logits_profile_predictions_loss: 1527.1215 - logcount_predictions_loss: 0.3795 77/2542 [..............................] - ETA: 23:15 - loss: 1554.9708 - logits_profile_predictions_loss: 1526.5940 - logcount_predictions_loss: 0.3794 78/2542 [..............................] - ETA: 23:14 - loss: 1554.4332 - logits_profile_predictions_loss: 1526.0698 - logcount_predictions_loss: 0.3792 79/2542 [..............................] - ETA: 23:13 - loss: 1553.8937 - logits_profile_predictions_loss: 1525.5406 - logcount_predictions_loss: 0.3791 80/2542 [..............................] - ETA: 23:13 - loss: 1553.4091 - logits_profile_predictions_loss: 1525.0663 - logcount_predictions_loss: 0.3789 81/2542 [..............................] - ETA: 23:12 - loss: 1552.9106 - logits_profile_predictions_loss: 1524.5789 - logcount_predictions_loss: 0.3788 82/2542 [..............................] - ETA: 23:12 - loss: 1552.4319 - logits_profile_predictions_loss: 1524.1114 - logcount_predictions_loss: 0.3786 83/2542 [..............................] - ETA: 23:11 - loss: 1552.0047 - logits_profile_predictions_loss: 1523.6961 - logcount_predictions_loss: 0.3785 84/2542 [..............................] - ETA: 23:11 - loss: 1551.5957 - logits_profile_predictions_loss: 1523.2981 - logcount_predictions_loss: 0.3783 85/2542 [>.............................] - ETA: 23:10 - loss: 1551.2145 - logits_profile_predictions_loss: 1522.9265 - logcount_predictions_loss: 0.3782 86/2542 [>.............................] - ETA: 23:10 - loss: 1550.8071 - logits_profile_predictions_loss: 1522.5277 - logcount_predictions_loss: 0.3781 87/2542 [>.............................] - ETA: 23:09 - loss: 1550.4152 - logits_profile_predictions_loss: 1522.1436 - logcount_predictions_loss: 0.3780 88/2542 [>.............................] - ETA: 23:08 - loss: 1550.0369 - logits_profile_predictions_loss: 1521.7733 - logcount_predictions_loss: 0.3779 89/2542 [>.............................] - ETA: 23:08 - loss: 1549.6658 - logits_profile_predictions_loss: 1521.4090 - logcount_predictions_loss: 0.3778 90/2542 [>.............................] - ETA: 23:07 - loss: 1549.2957 - logits_profile_predictions_loss: 1521.0460 - logcount_predictions_loss: 0.3777 91/2542 [>.............................] - ETA: 23:07 - loss: 1548.9555 - logits_profile_predictions_loss: 1520.7133 - logcount_predictions_loss: 0.3776 92/2542 [>.............................] - ETA: 23:06 - loss: 1548.6424 - logits_profile_predictions_loss: 1520.4064 - logcount_predictions_loss: 0.3775 93/2542 [>.............................] - ETA: 23:06 - loss: 1548.3474 - logits_profile_predictions_loss: 1520.1184 - logcount_predictions_loss: 0.3774 94/2542 [>.............................] - ETA: 23:05 - loss: 1548.0736 - logits_profile_predictions_loss: 1519.8516 - logcount_predictions_loss: 0.3773 95/2542 [>.............................] - ETA: 23:04 - loss: 1547.8305 - logits_profile_predictions_loss: 1519.6148 - logcount_predictions_loss: 0.3772 96/2542 [>.............................] - ETA: 23:04 - loss: 1547.6103 - logits_profile_predictions_loss: 1519.4013 - logcount_predictions_loss: 0.3771 97/2542 [>.............................] - ETA: 23:03 - loss: 1547.3970 - logits_profile_predictions_loss: 1519.1944 - logcount_predictions_loss: 0.3770 98/2542 [>.............................] - ETA: 23:03 - loss: 1547.1766 - logits_profile_predictions_loss: 1518.9805 - logcount_predictions_loss: 0.3770 99/2542 [>.............................] - ETA: 23:02 - loss: 1546.9692 - logits_profile_predictions_loss: 1518.7800 - logcount_predictions_loss: 0.3769 100/2542 [>.............................] - ETA: 23:02 - loss: 1546.7917 - logits_profile_predictions_loss: 1518.6094 - logcount_predictions_loss: 0.3768 101/2542 [>.............................] - ETA: 23:01 - loss: 1546.6272 - logits_profile_predictions_loss: 1518.4517 - logcount_predictions_loss: 0.3767 102/2542 [>.............................] - ETA: 23:00 - loss: 1546.4739 - logits_profile_predictions_loss: 1518.3056 - logcount_predictions_loss: 0.3766 103/2542 [>.............................] - ETA: 23:00 - loss: 1546.3582 - logits_profile_predictions_loss: 1518.1962 - logcount_predictions_loss: 0.3765 104/2542 [>.............................] - ETA: 22:59 - loss: 1546.2409 - logits_profile_predictions_loss: 1518.0844 - logcount_predictions_loss: 0.3764 105/2542 [>.............................] - ETA: 22:59 - loss: 1546.1231 - logits_profile_predictions_loss: 1517.9726 - logcount_predictions_loss: 0.3763 106/2542 [>.............................] - ETA: 22:58 - loss: 1545.9973 - logits_profile_predictions_loss: 1517.8529 - logcount_predictions_loss: 0.3763 107/2542 [>.............................] - ETA: 22:58 - loss: 1545.8612 - logits_profile_predictions_loss: 1517.7229 - logcount_predictions_loss: 0.3762 108/2542 [>.............................] - ETA: 22:57 - loss: 1545.7239 - logits_profile_predictions_loss: 1517.5910 - logcount_predictions_loss: 0.3761 109/2542 [>.............................] - ETA: 22:57 - loss: 1545.5801 - logits_profile_predictions_loss: 1517.4527 - logcount_predictions_loss: 0.3760 110/2542 [>.............................] - ETA: 22:56 - loss: 1545.4530 - logits_profile_predictions_loss: 1517.3287 - logcount_predictions_loss: 0.3760 111/2542 [>.............................] - ETA: 22:55 - loss: 1545.3443 - logits_profile_predictions_loss: 1517.2226 - logcount_predictions_loss: 0.3760 112/2542 [>.............................] - ETA: 22:55 - loss: 1545.2326 - logits_profile_predictions_loss: 1517.1129 - logcount_predictions_loss: 0.3759 113/2542 [>.............................] - ETA: 22:54 - loss: 1545.1241 - logits_profile_predictions_loss: 1517.0065 - logcount_predictions_loss: 0.3759 114/2542 [>.............................] - ETA: 22:54 - loss: 1545.0296 - logits_profile_predictions_loss: 1516.9135 - logcount_predictions_loss: 0.3759 115/2542 [>.............................] - ETA: 22:53 - loss: 1544.9342 - logits_profile_predictions_loss: 1516.8200 - logcount_predictions_loss: 0.3759 116/2542 [>.............................] - ETA: 22:53 - loss: 1544.8320 - logits_profile_predictions_loss: 1516.7197 - logcount_predictions_loss: 0.3758 117/2542 [>.............................] - ETA: 22:52 - loss: 1544.7227 - logits_profile_predictions_loss: 1516.6124 - logcount_predictions_loss: 0.3758 118/2542 [>.............................] - ETA: 22:51 - loss: 1544.5986 - logits_profile_predictions_loss: 1516.4895 - logcount_predictions_loss: 0.3758 119/2542 [>.............................] - ETA: 22:51 - loss: 1544.4723 - logits_profile_predictions_loss: 1516.3644 - logcount_predictions_loss: 0.3758 120/2542 [>.............................] - ETA: 22:50 - loss: 1544.3444 - logits_profile_predictions_loss: 1516.2376 - logcount_predictions_loss: 0.3758 121/2542 [>.............................] - ETA: 22:50 - loss: 1544.2045 - logits_profile_predictions_loss: 1516.0991 - logcount_predictions_loss: 0.3757 122/2542 [>.............................] - ETA: 22:49 - loss: 1544.0647 - logits_profile_predictions_loss: 1515.9607 - logcount_predictions_loss: 0.3757 123/2542 [>.............................] - ETA: 22:49 - loss: 1543.9361 - logits_profile_predictions_loss: 1515.8340 - logcount_predictions_loss: 0.3757 124/2542 [>.............................] - ETA: 22:48 - loss: 1543.8024 - logits_profile_predictions_loss: 1515.7025 - logcount_predictions_loss: 0.3757 125/2542 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loss: 1510.0797 - logits_profile_predictions_loss: 1483.0258 - logcount_predictions_loss: 0.3617 2534/2542 [============================>.] - ETA: 4s - loss: 1510.0766 - logits_profile_predictions_loss: 1483.0228 - logcount_predictions_loss: 0.3617 2535/2542 [============================>.] - ETA: 3s - loss: 1510.0734 - logits_profile_predictions_loss: 1483.0197 - logcount_predictions_loss: 0.3617 2536/2542 [============================>.] - ETA: 3s - loss: 1510.0703 - logits_profile_predictions_loss: 1483.0166 - logcount_predictions_loss: 0.3617 2537/2542 [============================>.] - ETA: 2s - loss: 1510.0671 - logits_profile_predictions_loss: 1483.0134 - logcount_predictions_loss: 0.3617 2538/2542 [============================>.] - ETA: 2s - loss: 1510.0639 - logits_profile_predictions_loss: 1483.0103 - logcount_predictions_loss: 0.3617 2539/2542 [============================>.] - ETA: 1s - loss: 1510.0607 - logits_profile_predictions_loss: 1483.0072 - logcount_predictions_loss: 0.3617 2540/2542 [============================>.] - ETA: 1s - loss: 1510.0576 - logits_profile_predictions_loss: 1483.0041 - logcount_predictions_loss: 0.3617 2541/2542 [============================>.] - ETA: 0s - loss: 1510.0544 - logits_profile_predictions_loss: 1483.0010 - logcount_predictions_loss: 0.3617 2542/2542 [==============================] - ETA: 0s - loss: 1510.0513 - logits_profile_predictions_loss: 1482.9979 - logcount_predictions_loss: 0.3617 2542/2542 [==============================] - 1492s 587ms/step - loss: 1510.0481 - logits_profile_predictions_loss: 1482.9948 - logcount_predictions_loss: 0.3617 - val_loss: 1618.4290 - val_logits_profile_predictions_loss: 1589.9749 - val_logcount_predictions_loss: 0.3804 Epoch 00010: val_loss improved from 1632.89978 to 1618.42896, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2/chrombpnet.h5 Epoch 11/50 1/2542 [..............................] - ETA: 24:56 - loss: 1526.2777 - logits_profile_predictions_loss: 1495.6217 - logcount_predictions_loss: 0.4098 2/2542 [..............................] - ETA: 23:57 - loss: 1513.4920 - logits_profile_predictions_loss: 1481.2361 - logcount_predictions_loss: 0.4312 3/2542 [..............................] - ETA: 23:56 - loss: 1541.9325 - logits_profile_predictions_loss: 1508.1759 - logcount_predictions_loss: 0.4513 4/2542 [..............................] - ETA: 23:56 - loss: 1540.4444 - logits_profile_predictions_loss: 1506.6205 - logcount_predictions_loss: 0.4522 5/2542 [..............................] - ETA: 23:55 - loss: 1531.0442 - logits_profile_predictions_loss: 1497.5827 - logcount_predictions_loss: 0.4473 6/2542 [..............................] - ETA: 23:54 - loss: 1524.6344 - logits_profile_predictions_loss: 1491.6996 - logcount_predictions_loss: 0.4403 7/2542 [..............................] - ETA: 23:54 - loss: 1521.3061 - logits_profile_predictions_loss: 1488.8539 - logcount_predictions_loss: 0.4339 8/2542 [..............................] - ETA: 23:53 - loss: 1519.2867 - logits_profile_predictions_loss: 1487.0358 - logcount_predictions_loss: 0.4312 9/2542 [..............................] - ETA: 23:53 - loss: 1516.4028 - logits_profile_predictions_loss: 1484.2924 - logcount_predictions_loss: 0.4293 10/2542 [..............................] - ETA: 23:52 - loss: 1512.3959 - logits_profile_predictions_loss: 1480.4473 - logcount_predictions_loss: 0.4271 11/2542 [..............................] - ETA: 23:51 - loss: 1510.1619 - logits_profile_predictions_loss: 1478.4523 - logcount_predictions_loss: 0.4239 12/2542 [..............................] - ETA: 23:51 - loss: 1509.6073 - logits_profile_predictions_loss: 1478.0600 - logcount_predictions_loss: 0.4218 13/2542 [..............................] - ETA: 23:50 - loss: 1509.3145 - logits_profile_predictions_loss: 1477.8486 - logcount_predictions_loss: 0.4207 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27/2542 [..............................] - ETA: 23:42 - loss: 1496.7984 - logits_profile_predictions_loss: 1466.4548 - logcount_predictions_loss: 0.4057 28/2542 [..............................] - ETA: 23:42 - loss: 1496.2763 - logits_profile_predictions_loss: 1466.0012 - logcount_predictions_loss: 0.4047 29/2542 [..............................] - ETA: 23:41 - loss: 1495.6307 - logits_profile_predictions_loss: 1465.4230 - logcount_predictions_loss: 0.4038 30/2542 [..............................] - ETA: 23:41 - loss: 1495.3125 - logits_profile_predictions_loss: 1465.1640 - logcount_predictions_loss: 0.4031 31/2542 [..............................] - ETA: 23:40 - loss: 1494.6963 - logits_profile_predictions_loss: 1464.6047 - logcount_predictions_loss: 0.4023 32/2542 [..............................] - ETA: 23:39 - loss: 1494.2283 - logits_profile_predictions_loss: 1464.1961 - logcount_predictions_loss: 0.4015 33/2542 [..............................] - ETA: 23:39 - loss: 1493.9032 - 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logits_profile_predictions_loss: 1463.3621 - logcount_predictions_loss: 0.3964 47/2542 [..............................] - ETA: 23:31 - loss: 1493.0545 - logits_profile_predictions_loss: 1463.4354 - logcount_predictions_loss: 0.3960 48/2542 [..............................] - ETA: 23:30 - loss: 1492.9928 - logits_profile_predictions_loss: 1463.4071 - logcount_predictions_loss: 0.3955 49/2542 [..............................] - ETA: 23:30 - loss: 1492.9958 - logits_profile_predictions_loss: 1463.4432 - logcount_predictions_loss: 0.3951 50/2542 [..............................] - ETA: 23:29 - loss: 1492.9731 - logits_profile_predictions_loss: 1463.4521 - logcount_predictions_loss: 0.3947 51/2542 [..............................] - ETA: 23:29 - loss: 1492.9476 - logits_profile_predictions_loss: 1463.4538 - logcount_predictions_loss: 0.3943 52/2542 [..............................] - ETA: 23:28 - loss: 1492.8827 - logits_profile_predictions_loss: 1463.4090 - logcount_predictions_loss: 0.3940 53/2542 [..............................] - ETA: 23:28 - loss: 1492.8195 - logits_profile_predictions_loss: 1463.3657 - logcount_predictions_loss: 0.3938 54/2542 [..............................] - ETA: 23:27 - loss: 1492.6512 - logits_profile_predictions_loss: 1463.2177 - logcount_predictions_loss: 0.3935 55/2542 [..............................] - ETA: 23:27 - loss: 1492.5324 - logits_profile_predictions_loss: 1463.1204 - logcount_predictions_loss: 0.3932 56/2542 [..............................] - ETA: 23:26 - loss: 1492.4030 - logits_profile_predictions_loss: 1463.0125 - logcount_predictions_loss: 0.3929 57/2542 [..............................] - ETA: 23:25 - loss: 1492.2452 - logits_profile_predictions_loss: 1462.8753 - logcount_predictions_loss: 0.3926 58/2542 [..............................] - ETA: 23:25 - loss: 1492.0610 - logits_profile_predictions_loss: 1462.7124 - logcount_predictions_loss: 0.3924 59/2542 [..............................] - ETA: 23:24 - loss: 1491.8630 - 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logits_profile_predictions_loss: 1460.6622 - logcount_predictions_loss: 0.3881 73/2542 [..............................] - ETA: 23:16 - loss: 1489.5208 - logits_profile_predictions_loss: 1460.5207 - logcount_predictions_loss: 0.3877 74/2542 [..............................] - ETA: 23:16 - loss: 1489.3425 - logits_profile_predictions_loss: 1460.3692 - logcount_predictions_loss: 0.3873 75/2542 [..............................] - ETA: 23:15 - loss: 1489.1235 - logits_profile_predictions_loss: 1460.1757 - logcount_predictions_loss: 0.3870 76/2542 [..............................] - ETA: 23:15 - loss: 1488.9213 - logits_profile_predictions_loss: 1459.9975 - logcount_predictions_loss: 0.3867 77/2542 [..............................] - ETA: 23:14 - loss: 1488.7268 - logits_profile_predictions_loss: 1459.8259 - logcount_predictions_loss: 0.3864 78/2542 [..............................] - ETA: 23:14 - loss: 1488.5266 - logits_profile_predictions_loss: 1459.6489 - logcount_predictions_loss: 0.3861 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[====>.........................] - ETA: 19:17 - loss: 1488.2928 - logits_profile_predictions_loss: 1462.0330 - logcount_predictions_loss: 0.3511 498/2542 [====>.........................] - ETA: 19:16 - loss: 1488.2887 - logits_profile_predictions_loss: 1462.0306 - logcount_predictions_loss: 0.3510 499/2542 [====>.........................] - ETA: 19:16 - loss: 1488.2847 - logits_profile_predictions_loss: 1462.0282 - logcount_predictions_loss: 0.3510 500/2542 [====>.........................] - ETA: 19:15 - loss: 1488.2809 - logits_profile_predictions_loss: 1462.0262 - logcount_predictions_loss: 0.3510 501/2542 [====>.........................] - ETA: 19:15 - loss: 1488.2776 - logits_profile_predictions_loss: 1462.0245 - logcount_predictions_loss: 0.3510 502/2542 [====>.........................] - ETA: 19:14 - loss: 1488.2757 - logits_profile_predictions_loss: 1462.0243 - logcount_predictions_loss: 0.3510 503/2542 [====>.........................] - ETA: 19:13 - loss: 1488.2750 - 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0.3508 510/2542 [=====>........................] - ETA: 19:10 - loss: 1488.2663 - logits_profile_predictions_loss: 1462.0285 - logcount_predictions_loss: 0.3508 511/2542 [=====>........................] - ETA: 19:09 - loss: 1488.2650 - logits_profile_predictions_loss: 1462.0289 - logcount_predictions_loss: 0.3508 512/2542 [=====>........................] - ETA: 19:08 - loss: 1488.2640 - logits_profile_predictions_loss: 1462.0296 - logcount_predictions_loss: 0.3507 513/2542 [=====>........................] - ETA: 19:08 - loss: 1488.2629 - logits_profile_predictions_loss: 1462.0302 - logcount_predictions_loss: 0.3507 514/2542 [=====>........................] - ETA: 19:07 - loss: 1488.2617 - logits_profile_predictions_loss: 1462.0306 - logcount_predictions_loss: 0.3507 515/2542 [=====>........................] - ETA: 19:07 - loss: 1488.2608 - logits_profile_predictions_loss: 1462.0313 - logcount_predictions_loss: 0.3507 516/2542 [=====>........................] - ETA: 19:06 - loss: 1488.2591 - logits_profile_predictions_loss: 1462.0312 - logcount_predictions_loss: 0.3506 517/2542 [=====>........................] - ETA: 19:06 - loss: 1488.2577 - logits_profile_predictions_loss: 1462.0314 - logcount_predictions_loss: 0.3506 518/2542 [=====>........................] - ETA: 19:05 - loss: 1488.2558 - logits_profile_predictions_loss: 1462.0310 - logcount_predictions_loss: 0.3506 519/2542 [=====>........................] - ETA: 19:04 - loss: 1488.2542 - logits_profile_predictions_loss: 1462.0309 - logcount_predictions_loss: 0.3506 520/2542 [=====>........................] - ETA: 19:04 - loss: 1488.2528 - logits_profile_predictions_loss: 1462.0310 - logcount_predictions_loss: 0.3506 521/2542 [=====>........................] - ETA: 19:03 - loss: 1488.2510 - logits_profile_predictions_loss: 1462.0307 - logcount_predictions_loss: 0.3505 522/2542 [=====>........................] - ETA: 19:03 - loss: 1488.2493 - logits_profile_predictions_loss: 1462.0306 - 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logcount_predictions_loss: 0.3435 2533/2542 [============================>.] - ETA: 5s - loss: 1490.9197 - logits_profile_predictions_loss: 1465.2236 - logcount_predictions_loss: 0.3435 2534/2542 [============================>.] - ETA: 4s - loss: 1490.9196 - logits_profile_predictions_loss: 1465.2236 - logcount_predictions_loss: 0.3435 2535/2542 [============================>.] - ETA: 3s - loss: 1490.9195 - logits_profile_predictions_loss: 1465.2236 - logcount_predictions_loss: 0.3435 2536/2542 [============================>.] - ETA: 3s - loss: 1490.9194 - logits_profile_predictions_loss: 1465.2235 - logcount_predictions_loss: 0.3435 2537/2542 [============================>.] - ETA: 2s - loss: 1490.9194 - logits_profile_predictions_loss: 1465.2236 - logcount_predictions_loss: 0.3435 2538/2542 [============================>.] - ETA: 2s - loss: 1490.9193 - logits_profile_predictions_loss: 1465.2235 - logcount_predictions_loss: 0.3435 2539/2542 [============================>.] - ETA: 1s - loss: 1490.9192 - logits_profile_predictions_loss: 1465.2235 - logcount_predictions_loss: 0.3435 2540/2542 [============================>.] - ETA: 1s - loss: 1490.9191 - logits_profile_predictions_loss: 1465.2235 - logcount_predictions_loss: 0.3435 2541/2542 [============================>.] - ETA: 0s - loss: 1490.9190 - logits_profile_predictions_loss: 1465.2235 - logcount_predictions_loss: 0.3435 2542/2542 [==============================] - ETA: 0s - loss: 1490.9189 - logits_profile_predictions_loss: 1465.2235 - logcount_predictions_loss: 0.3435 2542/2542 [==============================] - 1491s 587ms/step - loss: 1490.9188 - logits_profile_predictions_loss: 1465.2234 - logcount_predictions_loss: 0.3435 - val_loss: 1609.1626 - val_logits_profile_predictions_loss: 1580.9358 - val_logcount_predictions_loss: 0.3774 Epoch 00011: val_loss improved from 1618.42896 to 1609.16260, saving model to 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ETA: 24s - loss: 1480.0260 - logits_profile_predictions_loss: 1455.3597 - logcount_predictions_loss: 0.3298 2500/2542 [============================>.] - ETA: 23s - loss: 1480.0260 - logits_profile_predictions_loss: 1455.3598 - logcount_predictions_loss: 0.3298 2501/2542 [============================>.] - ETA: 23s - loss: 1480.0260 - logits_profile_predictions_loss: 1455.3600 - logcount_predictions_loss: 0.3298 2502/2542 [============================>.] - ETA: 22s - loss: 1480.0260 - logits_profile_predictions_loss: 1455.3601 - logcount_predictions_loss: 0.3298 2503/2542 [============================>.] - ETA: 22s - loss: 1480.0261 - logits_profile_predictions_loss: 1455.3603 - logcount_predictions_loss: 0.3298 2504/2542 [============================>.] - ETA: 21s - loss: 1480.0261 - logits_profile_predictions_loss: 1455.3604 - logcount_predictions_loss: 0.3298 2505/2542 [============================>.] - ETA: 20s - loss: 1480.0261 - logits_profile_predictions_loss: 1455.3605 - 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ETA: 16s - loss: 1480.0264 - logits_profile_predictions_loss: 1455.3615 - logcount_predictions_loss: 0.3298 2513/2542 [============================>.] - ETA: 16s - loss: 1480.0264 - logits_profile_predictions_loss: 1455.3617 - logcount_predictions_loss: 0.3298 2514/2542 [============================>.] - ETA: 15s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3618 - logcount_predictions_loss: 0.3298 2515/2542 [============================>.] - ETA: 15s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3619 - logcount_predictions_loss: 0.3297 2516/2542 [============================>.] - ETA: 14s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3620 - logcount_predictions_loss: 0.3297 2517/2542 [============================>.] - ETA: 14s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3621 - logcount_predictions_loss: 0.3297 2518/2542 [============================>.] - ETA: 13s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3622 - logcount_predictions_loss: 0.3297 2519/2542 [============================>.] - ETA: 13s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3623 - logcount_predictions_loss: 0.3297 2520/2542 [============================>.] - ETA: 12s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3624 - logcount_predictions_loss: 0.3297 2521/2542 [============================>.] - ETA: 11s - loss: 1480.0266 - logits_profile_predictions_loss: 1455.3626 - logcount_predictions_loss: 0.3297 2522/2542 [============================>.] - ETA: 11s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3626 - logcount_predictions_loss: 0.3297 2523/2542 [============================>.] - ETA: 10s - loss: 1480.0266 - logits_profile_predictions_loss: 1455.3628 - logcount_predictions_loss: 0.3297 2524/2542 [============================>.] - ETA: 10s - loss: 1480.0266 - logits_profile_predictions_loss: 1455.3629 - logcount_predictions_loss: 0.3297 2525/2542 [============================>.] - ETA: 9s - loss: 1480.0266 - logits_profile_predictions_loss: 1455.3630 - logcount_predictions_loss: 0.3297  2526/2542 [============================>.] - ETA: 9s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3630 - logcount_predictions_loss: 0.3297 2527/2542 [============================>.] - ETA: 8s - loss: 1480.0265 - logits_profile_predictions_loss: 1455.3631 - logcount_predictions_loss: 0.3297 2528/2542 [============================>.] - ETA: 7s - loss: 1480.0264 - logits_profile_predictions_loss: 1455.3631 - logcount_predictions_loss: 0.3297 2529/2542 [============================>.] - ETA: 7s - loss: 1480.0264 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2530/2542 [============================>.] - ETA: 6s - loss: 1480.0263 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2531/2542 [============================>.] - ETA: 6s - loss: 1480.0262 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2532/2542 [============================>.] - ETA: 5s - loss: 1480.0261 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2533/2542 [============================>.] - ETA: 5s - loss: 1480.0261 - logits_profile_predictions_loss: 1455.3633 - logcount_predictions_loss: 0.3297 2534/2542 [============================>.] - ETA: 4s - loss: 1480.0260 - logits_profile_predictions_loss: 1455.3633 - logcount_predictions_loss: 0.3297 2535/2542 [============================>.] - ETA: 3s - loss: 1480.0259 - logits_profile_predictions_loss: 1455.3633 - logcount_predictions_loss: 0.3297 2536/2542 [============================>.] - ETA: 3s - loss: 1480.0258 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2537/2542 [============================>.] - ETA: 2s - loss: 1480.0257 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2538/2542 [============================>.] - ETA: 2s - loss: 1480.0255 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2539/2542 [============================>.] - ETA: 1s - loss: 1480.0254 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2540/2542 [============================>.] - ETA: 1s - loss: 1480.0253 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2541/2542 [============================>.] - ETA: 0s - loss: 1480.0252 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2542/2542 [==============================] - ETA: 0s - loss: 1480.0251 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 2542/2542 [==============================] - 1491s 586ms/step - loss: 1480.0250 - logits_profile_predictions_loss: 1455.3632 - logcount_predictions_loss: 0.3297 - val_loss: 1644.4827 - val_logits_profile_predictions_loss: 1613.2206 - val_logcount_predictions_loss: 0.4180 Epoch 00012: val_loss did not improve from 1609.16260 Epoch 13/50 1/2542 [..............................] - ETA: 25:02 - loss: 1410.5101 - logits_profile_predictions_loss: 1385.9143 - logcount_predictions_loss: 0.3288 2/2542 [..............................] - ETA: 23:55 - loss: 1378.7335 - logits_profile_predictions_loss: 1353.7754 - logcount_predictions_loss: 0.3337 3/2542 [..............................] - ETA: 23:56 - loss: 1394.2971 - logits_profile_predictions_loss: 1367.9379 - logcount_predictions_loss: 0.3524 4/2542 [..............................] - ETA: 23:56 - loss: 1392.7897 - logits_profile_predictions_loss: 1365.9203 - logcount_predictions_loss: 0.3592 5/2542 [..............................] - ETA: 23:55 - loss: 1389.3815 - logits_profile_predictions_loss: 1362.7134 - logcount_predictions_loss: 0.3565 6/2542 [..............................] - ETA: 23:54 - loss: 1398.0320 - logits_profile_predictions_loss: 1371.3896 - logcount_predictions_loss: 0.3562 7/2542 [..............................] - ETA: 23:54 - loss: 1405.1101 - logits_profile_predictions_loss: 1378.5694 - logcount_predictions_loss: 0.3548 8/2542 [..............................] - ETA: 23:53 - loss: 1411.2462 - logits_profile_predictions_loss: 1384.8871 - logcount_predictions_loss: 0.3524 9/2542 [..............................] - ETA: 23:53 - loss: 1415.6766 - logits_profile_predictions_loss: 1389.5486 - logcount_predictions_loss: 0.3493 10/2542 [..............................] - ETA: 23:52 - loss: 1419.9162 - logits_profile_predictions_loss: 1394.0267 - logcount_predictions_loss: 0.3461 11/2542 [..............................] - ETA: 23:52 - loss: 1422.9247 - logits_profile_predictions_loss: 1397.2802 - logcount_predictions_loss: 0.3428 12/2542 [..............................] - ETA: 23:51 - loss: 1425.6092 - logits_profile_predictions_loss: 1400.0765 - logcount_predictions_loss: 0.3413 13/2542 [..............................] - ETA: 23:50 - loss: 1428.0889 - logits_profile_predictions_loss: 1402.6053 - 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ETA: 13s - loss: 1473.0222 - logits_profile_predictions_loss: 1449.0035 - logcount_predictions_loss: 0.3211 2520/2542 [============================>.] - ETA: 12s - loss: 1473.0222 - logits_profile_predictions_loss: 1449.0035 - logcount_predictions_loss: 0.3211 2521/2542 [============================>.] - ETA: 11s - loss: 1473.0222 - logits_profile_predictions_loss: 1449.0036 - logcount_predictions_loss: 0.3211 2522/2542 [============================>.] - ETA: 11s - loss: 1473.0222 - logits_profile_predictions_loss: 1449.0036 - logcount_predictions_loss: 0.3211 2523/2542 [============================>.] - ETA: 10s - loss: 1473.0222 - logits_profile_predictions_loss: 1449.0036 - logcount_predictions_loss: 0.3211 2524/2542 [============================>.] - ETA: 10s - loss: 1473.0221 - logits_profile_predictions_loss: 1449.0036 - logcount_predictions_loss: 0.3211 2525/2542 [============================>.] - ETA: 9s - loss: 1473.0221 - logits_profile_predictions_loss: 1449.0036 - logcount_predictions_loss: 0.3211  2526/2542 [============================>.] - ETA: 9s - loss: 1473.0220 - logits_profile_predictions_loss: 1449.0036 - logcount_predictions_loss: 0.3211 2527/2542 [============================>.] - ETA: 8s - loss: 1473.0219 - logits_profile_predictions_loss: 1449.0035 - logcount_predictions_loss: 0.3211 2528/2542 [============================>.] - ETA: 7s - loss: 1473.0217 - logits_profile_predictions_loss: 1449.0034 - logcount_predictions_loss: 0.3211 2529/2542 [============================>.] - ETA: 7s - loss: 1473.0216 - logits_profile_predictions_loss: 1449.0033 - logcount_predictions_loss: 0.3211 2530/2542 [============================>.] - ETA: 6s - loss: 1473.0215 - logits_profile_predictions_loss: 1449.0032 - logcount_predictions_loss: 0.3211 2531/2542 [============================>.] - ETA: 6s - loss: 1473.0215 - logits_profile_predictions_loss: 1449.0032 - logcount_predictions_loss: 0.3211 2532/2542 [============================>.] - ETA: 5s - loss: 1473.0214 - logits_profile_predictions_loss: 1449.0032 - logcount_predictions_loss: 0.3211 2533/2542 [============================>.] - ETA: 5s - loss: 1473.0213 - logits_profile_predictions_loss: 1449.0031 - logcount_predictions_loss: 0.3211 2534/2542 [============================>.] - ETA: 4s - loss: 1473.0213 - logits_profile_predictions_loss: 1449.0031 - logcount_predictions_loss: 0.3211 2535/2542 [============================>.] - ETA: 3s - loss: 1473.0212 - logits_profile_predictions_loss: 1449.0031 - logcount_predictions_loss: 0.3211 2536/2542 [============================>.] - ETA: 3s - loss: 1473.0212 - logits_profile_predictions_loss: 1449.0031 - logcount_predictions_loss: 0.3211 2537/2542 [============================>.] - ETA: 2s - loss: 1473.0212 - logits_profile_predictions_loss: 1449.0031 - logcount_predictions_loss: 0.3211 2538/2542 [============================>.] - ETA: 2s - loss: 1473.0211 - logits_profile_predictions_loss: 1449.0031 - logcount_predictions_loss: 0.3211 2539/2542 [============================>.] - ETA: 1s - loss: 1473.0211 - logits_profile_predictions_loss: 1449.0031 - logcount_predictions_loss: 0.3211 2540/2542 [============================>.] - ETA: 1s - loss: 1473.0210 - logits_profile_predictions_loss: 1449.0031 - logcount_predictions_loss: 0.3211 2541/2542 [============================>.] - ETA: 0s - loss: 1473.0210 - logits_profile_predictions_loss: 1449.0031 - logcount_predictions_loss: 0.3211 2542/2542 [==============================] - ETA: 0s - loss: 1473.0209 - logits_profile_predictions_loss: 1449.0030 - logcount_predictions_loss: 0.3211 2542/2542 [==============================] - 1491s 587ms/step - loss: 1473.0208 - logits_profile_predictions_loss: 1449.0030 - logcount_predictions_loss: 0.3211 - val_loss: 1622.6644 - val_logits_profile_predictions_loss: 1594.6759 - val_logcount_predictions_loss: 0.3742 Epoch 00013: val_loss did not improve from 1609.16260 Epoch 14/50 1/2542 [..............................] - ETA: 25:01 - loss: 1459.0616 - logits_profile_predictions_loss: 1435.7573 - logcount_predictions_loss: 0.3116 2/2542 [..............................] - ETA: 23:57 - loss: 1496.3044 - logits_profile_predictions_loss: 1474.6660 - logcount_predictions_loss: 0.2893 3/2542 [..............................] - ETA: 24:13 - loss: 1487.7005 - logits_profile_predictions_loss: 1465.6406 - logcount_predictions_loss: 0.2949 4/2542 [..............................] - ETA: 24:07 - loss: 1483.9370 - logits_profile_predictions_loss: 1461.9398 - logcount_predictions_loss: 0.2941 5/2542 [..............................] - ETA: 24:04 - loss: 1476.5141 - logits_profile_predictions_loss: 1454.2489 - logcount_predictions_loss: 0.2977 6/2542 [..............................] - ETA: 24:01 - loss: 1472.6439 - logits_profile_predictions_loss: 1449.9712 - logcount_predictions_loss: 0.3031 7/2542 [..............................] - ETA: 24:00 - loss: 1468.0013 - logits_profile_predictions_loss: 1445.0327 - logcount_predictions_loss: 0.3071 8/2542 [..............................] - ETA: 23:58 - loss: 1464.0473 - logits_profile_predictions_loss: 1440.9453 - logcount_predictions_loss: 0.3089 9/2542 [..............................] - ETA: 23:57 - loss: 1459.0340 - logits_profile_predictions_loss: 1435.6595 - logcount_predictions_loss: 0.3125 10/2542 [..............................] - ETA: 23:56 - loss: 1456.0151 - logits_profile_predictions_loss: 1432.4412 - logcount_predictions_loss: 0.3152 11/2542 [..............................] - ETA: 23:55 - loss: 1453.8867 - logits_profile_predictions_loss: 1430.1247 - logcount_predictions_loss: 0.3177 12/2542 [..............................] - ETA: 23:55 - loss: 1454.2809 - logits_profile_predictions_loss: 1430.4325 - logcount_predictions_loss: 0.3188 13/2542 [..............................] - ETA: 23:54 - loss: 1453.8097 - logits_profile_predictions_loss: 1429.9284 - logcount_predictions_loss: 0.3193 14/2542 [..............................] - ETA: 23:53 - loss: 1453.4892 - logits_profile_predictions_loss: 1429.5875 - logcount_predictions_loss: 0.3195 15/2542 [..............................] - ETA: 23:52 - loss: 1453.6358 - logits_profile_predictions_loss: 1429.7442 - logcount_predictions_loss: 0.3194 16/2542 [..............................] - ETA: 23:51 - loss: 1453.6565 - logits_profile_predictions_loss: 1429.7757 - logcount_predictions_loss: 0.3193 17/2542 [..............................] - ETA: 23:51 - loss: 1453.0424 - logits_profile_predictions_loss: 1429.1456 - logcount_predictions_loss: 0.3195 18/2542 [..............................] - ETA: 23:50 - loss: 1452.4614 - logits_profile_predictions_loss: 1428.5455 - logcount_predictions_loss: 0.3197 19/2542 [..............................] - ETA: 23:49 - loss: 1451.9260 - logits_profile_predictions_loss: 1428.0136 - logcount_predictions_loss: 0.3197 20/2542 [..............................] - ETA: 23:48 - loss: 1451.1083 - 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ETA: 16s - loss: 1455.9987 - logits_profile_predictions_loss: 1433.2770 - logcount_predictions_loss: 0.3038 2514/2542 [============================>.] - ETA: 15s - loss: 1456.0015 - logits_profile_predictions_loss: 1433.2797 - logcount_predictions_loss: 0.3038 2515/2542 [============================>.] - ETA: 15s - loss: 1456.0042 - logits_profile_predictions_loss: 1433.2824 - logcount_predictions_loss: 0.3038 2516/2542 [============================>.] - ETA: 14s - loss: 1456.0069 - logits_profile_predictions_loss: 1433.2851 - logcount_predictions_loss: 0.3038 2517/2542 [============================>.] - ETA: 14s - loss: 1456.0096 - logits_profile_predictions_loss: 1433.2878 - logcount_predictions_loss: 0.3038 2518/2542 [============================>.] - ETA: 13s - loss: 1456.0123 - logits_profile_predictions_loss: 1433.2904 - logcount_predictions_loss: 0.3038 2519/2542 [============================>.] - ETA: 13s - loss: 1456.0150 - logits_profile_predictions_loss: 1433.2931 - logcount_predictions_loss: 0.3038 2520/2542 [============================>.] - ETA: 12s - loss: 1456.0176 - logits_profile_predictions_loss: 1433.2957 - logcount_predictions_loss: 0.3038 2521/2542 [============================>.] - ETA: 11s - loss: 1456.0203 - logits_profile_predictions_loss: 1433.2984 - logcount_predictions_loss: 0.3038 2522/2542 [============================>.] - ETA: 11s - loss: 1456.0230 - logits_profile_predictions_loss: 1433.3011 - logcount_predictions_loss: 0.3038 2523/2542 [============================>.] - ETA: 10s - loss: 1456.0257 - logits_profile_predictions_loss: 1433.3038 - logcount_predictions_loss: 0.3038 2524/2542 [============================>.] - ETA: 10s - loss: 1456.0284 - logits_profile_predictions_loss: 1433.3064 - logcount_predictions_loss: 0.3038 2525/2542 [============================>.] - ETA: 9s - loss: 1456.0311 - logits_profile_predictions_loss: 1433.3091 - logcount_predictions_loss: 0.3038  2526/2542 [============================>.] - ETA: 9s - loss: 1456.0338 - logits_profile_predictions_loss: 1433.3117 - logcount_predictions_loss: 0.3038 2527/2542 [============================>.] - ETA: 8s - loss: 1456.0364 - logits_profile_predictions_loss: 1433.3143 - logcount_predictions_loss: 0.3038 2528/2542 [============================>.] - ETA: 7s - loss: 1456.0390 - logits_profile_predictions_loss: 1433.3169 - logcount_predictions_loss: 0.3038 2529/2542 [============================>.] - ETA: 7s - loss: 1456.0417 - logits_profile_predictions_loss: 1433.3196 - logcount_predictions_loss: 0.3038 2530/2542 [============================>.] - ETA: 6s - loss: 1456.0444 - logits_profile_predictions_loss: 1433.3222 - logcount_predictions_loss: 0.3038 2531/2542 [============================>.] - ETA: 6s - loss: 1456.0471 - logits_profile_predictions_loss: 1433.3249 - logcount_predictions_loss: 0.3038 2532/2542 [============================>.] - ETA: 5s - loss: 1456.0498 - logits_profile_predictions_loss: 1433.3276 - logcount_predictions_loss: 0.3038 2533/2542 [============================>.] - ETA: 5s - loss: 1456.0525 - logits_profile_predictions_loss: 1433.3303 - logcount_predictions_loss: 0.3038 2534/2542 [============================>.] - ETA: 4s - loss: 1456.0553 - logits_profile_predictions_loss: 1433.3330 - logcount_predictions_loss: 0.3038 2535/2542 [============================>.] - ETA: 3s - loss: 1456.0580 - logits_profile_predictions_loss: 1433.3357 - logcount_predictions_loss: 0.3038 2536/2542 [============================>.] - ETA: 3s - loss: 1456.0608 - logits_profile_predictions_loss: 1433.3384 - logcount_predictions_loss: 0.3038 2537/2542 [============================>.] - ETA: 2s - loss: 1456.0635 - logits_profile_predictions_loss: 1433.3411 - logcount_predictions_loss: 0.3038 2538/2542 [============================>.] - ETA: 2s - loss: 1456.0662 - logits_profile_predictions_loss: 1433.3438 - logcount_predictions_loss: 0.3038 2539/2542 [============================>.] - ETA: 1s - loss: 1456.0688 - logits_profile_predictions_loss: 1433.3464 - logcount_predictions_loss: 0.3038 2540/2542 [============================>.] - ETA: 1s - loss: 1456.0715 - logits_profile_predictions_loss: 1433.3490 - logcount_predictions_loss: 0.3038 2541/2542 [============================>.] - ETA: 0s - loss: 1456.0741 - logits_profile_predictions_loss: 1433.3516 - logcount_predictions_loss: 0.3038 2542/2542 [==============================] - ETA: 0s - loss: 1456.0767 - logits_profile_predictions_loss: 1433.3542 - logcount_predictions_loss: 0.3038 2542/2542 [==============================] - 1492s 587ms/step - loss: 1456.0794 - logits_profile_predictions_loss: 1433.3569 - logcount_predictions_loss: 0.3038 - val_loss: 1632.0393 - val_logits_profile_predictions_loss: 1604.2500 - val_logcount_predictions_loss: 0.3715 Epoch 00014: val_loss did not improve from 1609.16260 Epoch 15/50 1/2542 [..............................] - ETA: 24:42 - loss: 1337.3928 - logits_profile_predictions_loss: 1314.2847 - logcount_predictions_loss: 0.3089 2/2542 [..............................] - ETA: 23:55 - loss: 1354.7010 - logits_profile_predictions_loss: 1332.4686 - logcount_predictions_loss: 0.2972 3/2542 [..............................] - ETA: 23:55 - loss: 1394.3208 - logits_profile_predictions_loss: 1372.0794 - logcount_predictions_loss: 0.2973 4/2542 [..............................] - ETA: 23:54 - loss: 1412.7062 - logits_profile_predictions_loss: 1390.6862 - logcount_predictions_loss: 0.2944 5/2542 [..............................] - ETA: 23:54 - loss: 1415.9192 - logits_profile_predictions_loss: 1393.6157 - logcount_predictions_loss: 0.2982 6/2542 [..............................] - ETA: 23:54 - loss: 1422.1629 - logits_profile_predictions_loss: 1399.8622 - logcount_predictions_loss: 0.2981 7/2542 [..............................] - ETA: 23:53 - loss: 1427.7025 - logits_profile_predictions_loss: 1405.4799 - logcount_predictions_loss: 0.2971 8/2542 [..............................] - ETA: 23:53 - loss: 1430.4799 - logits_profile_predictions_loss: 1408.4586 - logcount_predictions_loss: 0.2944 9/2542 [..............................] - ETA: 23:52 - loss: 1435.2127 - logits_profile_predictions_loss: 1413.2401 - logcount_predictions_loss: 0.2938 10/2542 [..............................] - ETA: 23:51 - loss: 1438.4138 - logits_profile_predictions_loss: 1416.4321 - logcount_predictions_loss: 0.2939 11/2542 [..............................] - ETA: 23:51 - loss: 1442.1183 - logits_profile_predictions_loss: 1420.1661 - logcount_predictions_loss: 0.2935 12/2542 [..............................] - ETA: 23:50 - loss: 1444.4583 - logits_profile_predictions_loss: 1422.5486 - logcount_predictions_loss: 0.2929 13/2542 [..............................] - ETA: 23:50 - loss: 1445.9954 - logits_profile_predictions_loss: 1424.1453 - logcount_predictions_loss: 0.2921 14/2542 [..............................] - ETA: 23:49 - loss: 1447.2258 - logits_profile_predictions_loss: 1425.4592 - logcount_predictions_loss: 0.2910 15/2542 [..............................] - ETA: 23:48 - loss: 1449.2384 - logits_profile_predictions_loss: 1427.5537 - logcount_predictions_loss: 0.2899 16/2542 [..............................] - ETA: 23:48 - loss: 1451.6836 - logits_profile_predictions_loss: 1430.0915 - logcount_predictions_loss: 0.2887 17/2542 [..............................] - ETA: 23:47 - loss: 1454.1435 - logits_profile_predictions_loss: 1432.6377 - logcount_predictions_loss: 0.2875 18/2542 [..............................] - ETA: 23:47 - loss: 1456.2456 - logits_profile_predictions_loss: 1434.7931 - logcount_predictions_loss: 0.2868 19/2542 [..............................] - ETA: 23:46 - loss: 1458.2802 - logits_profile_predictions_loss: 1436.8527 - logcount_predictions_loss: 0.2865 20/2542 [..............................] - ETA: 23:45 - loss: 1460.5848 - logits_profile_predictions_loss: 1439.1692 - logcount_predictions_loss: 0.2863 21/2542 [..............................] - ETA: 23:45 - loss: 1462.4392 - logits_profile_predictions_loss: 1441.0398 - logcount_predictions_loss: 0.2861 22/2542 [..............................] - ETA: 23:44 - loss: 1463.2961 - logits_profile_predictions_loss: 1441.9143 - logcount_predictions_loss: 0.2859 23/2542 [..............................] - ETA: 23:44 - loss: 1464.2520 - logits_profile_predictions_loss: 1442.8888 - logcount_predictions_loss: 0.2856 24/2542 [..............................] - ETA: 23:43 - loss: 1464.9070 - logits_profile_predictions_loss: 1443.5704 - logcount_predictions_loss: 0.2852 25/2542 [..............................] - ETA: 23:43 - loss: 1465.6524 - logits_profile_predictions_loss: 1444.3411 - logcount_predictions_loss: 0.2849 26/2542 [..............................] - ETA: 23:42 - loss: 1465.7834 - logits_profile_predictions_loss: 1444.4907 - logcount_predictions_loss: 0.2847 27/2542 [..............................] - ETA: 23:41 - loss: 1465.9168 - logits_profile_predictions_loss: 1444.6419 - logcount_predictions_loss: 0.2844 28/2542 [..............................] - ETA: 23:41 - loss: 1465.8789 - logits_profile_predictions_loss: 1444.5922 - logcount_predictions_loss: 0.2846 29/2542 [..............................] - ETA: 23:40 - loss: 1465.6171 - logits_profile_predictions_loss: 1444.3219 - logcount_predictions_loss: 0.2847 30/2542 [..............................] - ETA: 23:40 - loss: 1465.3101 - logits_profile_predictions_loss: 1444.0025 - logcount_predictions_loss: 0.2849 31/2542 [..............................] - ETA: 23:39 - loss: 1465.0329 - logits_profile_predictions_loss: 1443.7150 - logcount_predictions_loss: 0.2850 32/2542 [..............................] - ETA: 23:39 - loss: 1464.9216 - logits_profile_predictions_loss: 1443.5968 - logcount_predictions_loss: 0.2851 33/2542 [..............................] - ETA: 23:38 - loss: 1464.7882 - logits_profile_predictions_loss: 1443.4561 - logcount_predictions_loss: 0.2852 34/2542 [..............................] - ETA: 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- logcount_predictions_loss: 0.2817 389/2542 [===>..........................] - ETA: 20:18 - loss: 1445.3978 - logits_profile_predictions_loss: 1424.3260 - logcount_predictions_loss: 0.2817 390/2542 [===>..........................] - ETA: 20:17 - loss: 1445.3985 - logits_profile_predictions_loss: 1424.3268 - logcount_predictions_loss: 0.2817 391/2542 [===>..........................] - ETA: 20:16 - loss: 1445.4001 - logits_profile_predictions_loss: 1424.3285 - logcount_predictions_loss: 0.2817 392/2542 [===>..........................] - ETA: 20:16 - loss: 1445.4005 - logits_profile_predictions_loss: 1424.3290 - logcount_predictions_loss: 0.2817 393/2542 [===>..........................] - ETA: 20:15 - loss: 1445.4014 - logits_profile_predictions_loss: 1424.3301 - logcount_predictions_loss: 0.2817 394/2542 [===>..........................] - ETA: 20:15 - loss: 1445.4040 - logits_profile_predictions_loss: 1424.3329 - logcount_predictions_loss: 0.2817 395/2542 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logcount_predictions_loss: 0.2810 2527/2542 [============================>.] - ETA: 8s - loss: 1450.2029 - logits_profile_predictions_loss: 1429.1809 - logcount_predictions_loss: 0.2810 2528/2542 [============================>.] - ETA: 7s - loss: 1450.2022 - logits_profile_predictions_loss: 1429.1803 - logcount_predictions_loss: 0.2810 2529/2542 [============================>.] - ETA: 7s - loss: 1450.2015 - logits_profile_predictions_loss: 1429.1796 - logcount_predictions_loss: 0.2810 2530/2542 [============================>.] - ETA: 6s - loss: 1450.2008 - logits_profile_predictions_loss: 1429.1789 - logcount_predictions_loss: 0.2810 2531/2542 [============================>.] - ETA: 6s - loss: 1450.2001 - logits_profile_predictions_loss: 1429.1783 - logcount_predictions_loss: 0.2810 2532/2542 [============================>.] - ETA: 5s - loss: 1450.1993 - logits_profile_predictions_loss: 1429.1776 - logcount_predictions_loss: 0.2810 2533/2542 [============================>.] - ETA: 5s - loss: 1450.1986 - logits_profile_predictions_loss: 1429.1769 - logcount_predictions_loss: 0.2810 2534/2542 [============================>.] - ETA: 4s - loss: 1450.1980 - logits_profile_predictions_loss: 1429.1763 - logcount_predictions_loss: 0.2810 2535/2542 [============================>.] - ETA: 3s - loss: 1450.1973 - logits_profile_predictions_loss: 1429.1757 - logcount_predictions_loss: 0.2810 2536/2542 [============================>.] - ETA: 3s - loss: 1450.1967 - logits_profile_predictions_loss: 1429.1750 - logcount_predictions_loss: 0.2810 2537/2542 [============================>.] - ETA: 2s - loss: 1450.1960 - logits_profile_predictions_loss: 1429.1744 - logcount_predictions_loss: 0.2810 2538/2542 [============================>.] - ETA: 2s - loss: 1450.1953 - logits_profile_predictions_loss: 1429.1738 - logcount_predictions_loss: 0.2810 2539/2542 [============================>.] - ETA: 1s - loss: 1450.1946 - logits_profile_predictions_loss: 1429.1731 - logcount_predictions_loss: 0.2810 2540/2542 [============================>.] - ETA: 1s - loss: 1450.1939 - logits_profile_predictions_loss: 1429.1725 - logcount_predictions_loss: 0.2810 2541/2542 [============================>.] - ETA: 0s - loss: 1450.1933 - logits_profile_predictions_loss: 1429.1718 - logcount_predictions_loss: 0.2810 2542/2542 [==============================] - ETA: 0s - loss: 1450.1926 - logits_profile_predictions_loss: 1429.1712 - logcount_predictions_loss: 0.2810 2542/2542 [==============================] - 1491s 586ms/step - loss: 1450.1920 - logits_profile_predictions_loss: 1429.1706 - logcount_predictions_loss: 0.2810 - val_loss: 1630.0641 - val_logits_profile_predictions_loss: 1602.3060 - val_logcount_predictions_loss: 0.3711 Epoch 00015: val_loss did not improve from 1609.16260 Epoch 16/50 1/2542 [..............................] - ETA: 24:49 - loss: 1308.4707 - logits_profile_predictions_loss: 1288.3616 - logcount_predictions_loss: 0.2688 2/2542 [..............................] - ETA: 23:58 - loss: 1321.4884 - logits_profile_predictions_loss: 1301.8618 - logcount_predictions_loss: 0.2624 3/2542 [..............................] - ETA: 23:57 - loss: 1316.6743 - logits_profile_predictions_loss: 1297.6689 - logcount_predictions_loss: 0.2541 4/2542 [..............................] - ETA: 23:55 - loss: 1324.8769 - logits_profile_predictions_loss: 1306.0558 - logcount_predictions_loss: 0.2516 5/2542 [..............................] - ETA: 23:55 - loss: 1328.3900 - logits_profile_predictions_loss: 1309.4614 - logcount_predictions_loss: 0.2531 6/2542 [..............................] - ETA: 23:54 - loss: 1332.5821 - logits_profile_predictions_loss: 1313.7018 - logcount_predictions_loss: 0.2524 7/2542 [..............................] - ETA: 23:54 - loss: 1342.2597 - logits_profile_predictions_loss: 1323.4039 - logcount_predictions_loss: 0.2521 8/2542 [..............................] - ETA: 23:53 - loss: 1349.4847 - logits_profile_predictions_loss: 1330.7312 - logcount_predictions_loss: 0.2507 9/2542 [..............................] - ETA: 23:53 - loss: 1357.4437 - logits_profile_predictions_loss: 1338.7415 - logcount_predictions_loss: 0.2500 10/2542 [..............................] - ETA: 23:52 - loss: 1362.6039 - logits_profile_predictions_loss: 1343.9010 - logcount_predictions_loss: 0.2500 11/2542 [..............................] - ETA: 23:52 - loss: 1366.2647 - logits_profile_predictions_loss: 1347.5745 - logcount_predictions_loss: 0.2499 12/2542 [..............................] - ETA: 23:51 - loss: 1369.7611 - logits_profile_predictions_loss: 1351.1124 - logcount_predictions_loss: 0.2493 13/2542 [..............................] - ETA: 23:50 - loss: 1373.4025 - logits_profile_predictions_loss: 1354.8187 - logcount_predictions_loss: 0.2484 14/2542 [..............................] - ETA: 23:50 - loss: 1376.6139 - logits_profile_predictions_loss: 1358.0756 - logcount_predictions_loss: 0.2478 15/2542 [..............................] - ETA: 23:49 - loss: 1380.1869 - logits_profile_predictions_loss: 1361.6978 - logcount_predictions_loss: 0.2472 16/2542 [..............................] - ETA: 23:49 - loss: 1383.1253 - logits_profile_predictions_loss: 1364.6661 - logcount_predictions_loss: 0.2468 17/2542 [..............................] - ETA: 23:48 - loss: 1385.5810 - logits_profile_predictions_loss: 1367.1134 - logcount_predictions_loss: 0.2469 18/2542 [..............................] - ETA: 23:48 - loss: 1387.5955 - logits_profile_predictions_loss: 1369.1308 - logcount_predictions_loss: 0.2469 19/2542 [..............................] - ETA: 23:47 - loss: 1389.4887 - logits_profile_predictions_loss: 1371.0212 - logcount_predictions_loss: 0.2469 20/2542 [..............................] - ETA: 23:47 - loss: 1390.9643 - logits_profile_predictions_loss: 1372.4919 - logcount_predictions_loss: 0.2470 21/2542 [..............................] - ETA: 23:46 - loss: 1392.7114 - logits_profile_predictions_loss: 1374.2260 - logcount_predictions_loss: 0.2471 22/2542 [..............................] - ETA: 23:46 - loss: 1394.1687 - logits_profile_predictions_loss: 1375.6754 - logcount_predictions_loss: 0.2472 23/2542 [..............................] - ETA: 23:45 - loss: 1395.3433 - logits_profile_predictions_loss: 1376.8307 - logcount_predictions_loss: 0.2475 24/2542 [..............................] - ETA: 23:44 - loss: 1396.2916 - logits_profile_predictions_loss: 1377.7719 - logcount_predictions_loss: 0.2476 25/2542 [..............................] - ETA: 23:44 - loss: 1397.6378 - logits_profile_predictions_loss: 1379.1032 - logcount_predictions_loss: 0.2478 26/2542 [..............................] - ETA: 23:43 - loss: 1398.8581 - logits_profile_predictions_loss: 1380.3018 - logcount_predictions_loss: 0.2481 27/2542 [..............................] - ETA: 23:43 - loss: 1399.9907 - logits_profile_predictions_loss: 1381.4031 - logcount_predictions_loss: 0.2485 28/2542 [..............................] - ETA: 23:42 - loss: 1400.8288 - logits_profile_predictions_loss: 1382.2149 - logcount_predictions_loss: 0.2488 29/2542 [..............................] - ETA: 23:42 - loss: 1401.6093 - logits_profile_predictions_loss: 1382.9748 - logcount_predictions_loss: 0.2491 30/2542 [..............................] - ETA: 23:41 - loss: 1402.4568 - logits_profile_predictions_loss: 1383.8020 - logcount_predictions_loss: 0.2494 31/2542 [..............................] - ETA: 23:40 - loss: 1403.2838 - logits_profile_predictions_loss: 1384.6112 - logcount_predictions_loss: 0.2496 32/2542 [..............................] - ETA: 23:40 - loss: 1404.1394 - logits_profile_predictions_loss: 1385.4492 - logcount_predictions_loss: 0.2499 33/2542 [..............................] - ETA: 23:39 - loss: 1405.2781 - logits_profile_predictions_loss: 1386.5603 - logcount_predictions_loss: 0.2502 34/2542 [..............................] - ETA: 23:39 - loss: 1406.2930 - logits_profile_predictions_loss: 1387.5484 - logcount_predictions_loss: 0.2506 35/2542 [..............................] - ETA: 23:38 - loss: 1407.2491 - logits_profile_predictions_loss: 1388.4696 - logcount_predictions_loss: 0.2511 36/2542 [..............................] - ETA: 23:38 - loss: 1408.1199 - logits_profile_predictions_loss: 1389.3111 - logcount_predictions_loss: 0.2515 37/2542 [..............................] - ETA: 23:37 - loss: 1408.7734 - logits_profile_predictions_loss: 1389.9254 - logcount_predictions_loss: 0.2520 38/2542 [..............................] - ETA: 23:36 - loss: 1409.3594 - logits_profile_predictions_loss: 1390.4711 - logcount_predictions_loss: 0.2525 39/2542 [..............................] - ETA: 23:36 - loss: 1409.9408 - logits_profile_predictions_loss: 1391.0142 - logcount_predictions_loss: 0.2530 40/2542 [..............................] - ETA: 23:35 - loss: 1410.5479 - logits_profile_predictions_loss: 1391.5864 - logcount_predictions_loss: 0.2535 41/2542 [..............................] - ETA: 23:35 - loss: 1411.0709 - logits_profile_predictions_loss: 1392.0759 - logcount_predictions_loss: 0.2539 42/2542 [..............................] - ETA: 23:34 - loss: 1411.6965 - logits_profile_predictions_loss: 1392.6675 - logcount_predictions_loss: 0.2544 43/2542 [..............................] - ETA: 23:34 - loss: 1412.4027 - logits_profile_predictions_loss: 1393.3447 - logcount_predictions_loss: 0.2548 44/2542 [..............................] - ETA: 23:33 - loss: 1413.0023 - logits_profile_predictions_loss: 1393.9173 - logcount_predictions_loss: 0.2551 45/2542 [..............................] - ETA: 23:33 - loss: 1413.7100 - logits_profile_predictions_loss: 1394.5961 - logcount_predictions_loss: 0.2555 46/2542 [..............................] - ETA: 23:32 - loss: 1414.3210 - logits_profile_predictions_loss: 1395.1778 - logcount_predictions_loss: 0.2559 47/2542 [..............................] - ETA: 23:31 - loss: 1414.9142 - logits_profile_predictions_loss: 1395.7417 - logcount_predictions_loss: 0.2563 48/2542 [..............................] - ETA: 23:31 - loss: 1415.5048 - logits_profile_predictions_loss: 1396.3031 - logcount_predictions_loss: 0.2567 49/2542 [..............................] - ETA: 23:30 - loss: 1416.1249 - logits_profile_predictions_loss: 1396.8936 - logcount_predictions_loss: 0.2571 50/2542 [..............................] - ETA: 23:30 - loss: 1416.7774 - logits_profile_predictions_loss: 1397.5171 - logcount_predictions_loss: 0.2575 51/2542 [..............................] - ETA: 23:29 - loss: 1417.3803 - logits_profile_predictions_loss: 1398.0921 - logcount_predictions_loss: 0.2579 52/2542 [..............................] - ETA: 23:28 - loss: 1417.9818 - logits_profile_predictions_loss: 1398.6687 - logcount_predictions_loss: 0.2582 53/2542 [..............................] - ETA: 23:28 - loss: 1418.5408 - logits_profile_predictions_loss: 1399.2056 - logcount_predictions_loss: 0.2585 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logcount_predictions_loss: 0.2717 2488/2542 [============================>.] - ETA: 30s - loss: 1441.9471 - logits_profile_predictions_loss: 1421.6260 - logcount_predictions_loss: 0.2717 2489/2542 [============================>.] - ETA: 30s - loss: 1441.9469 - logits_profile_predictions_loss: 1421.6258 - logcount_predictions_loss: 0.2717 2490/2542 [============================>.] - ETA: 29s - loss: 1441.9467 - logits_profile_predictions_loss: 1421.6256 - logcount_predictions_loss: 0.2717 2491/2542 [============================>.] - ETA: 28s - loss: 1441.9465 - logits_profile_predictions_loss: 1421.6254 - logcount_predictions_loss: 0.2717 2492/2542 [============================>.] - ETA: 28s - loss: 1441.9463 - logits_profile_predictions_loss: 1421.6252 - logcount_predictions_loss: 0.2717 2493/2542 [============================>.] - ETA: 27s - loss: 1441.9460 - logits_profile_predictions_loss: 1421.6250 - logcount_predictions_loss: 0.2717 2494/2542 [============================>.] - ETA: 27s - loss: 1441.9459 - logits_profile_predictions_loss: 1421.6248 - logcount_predictions_loss: 0.2717 2495/2542 [============================>.] - ETA: 26s - loss: 1441.9457 - logits_profile_predictions_loss: 1421.6246 - logcount_predictions_loss: 0.2717 2496/2542 [============================>.] - ETA: 26s - loss: 1441.9455 - logits_profile_predictions_loss: 1421.6244 - logcount_predictions_loss: 0.2717 2497/2542 [============================>.] - ETA: 25s - loss: 1441.9453 - logits_profile_predictions_loss: 1421.6242 - logcount_predictions_loss: 0.2717 2498/2542 [============================>.] - ETA: 24s - loss: 1441.9451 - logits_profile_predictions_loss: 1421.6239 - logcount_predictions_loss: 0.2717 2499/2542 [============================>.] - ETA: 24s - loss: 1441.9448 - logits_profile_predictions_loss: 1421.6237 - logcount_predictions_loss: 0.2717 2500/2542 [============================>.] - ETA: 23s - loss: 1441.9446 - logits_profile_predictions_loss: 1421.6235 - logcount_predictions_loss: 0.2717 2501/2542 [============================>.] - ETA: 23s - loss: 1441.9444 - logits_profile_predictions_loss: 1421.6232 - logcount_predictions_loss: 0.2717 2502/2542 [============================>.] - ETA: 22s - loss: 1441.9442 - logits_profile_predictions_loss: 1421.6230 - logcount_predictions_loss: 0.2717 2503/2542 [============================>.] - ETA: 22s - loss: 1441.9439 - logits_profile_predictions_loss: 1421.6228 - logcount_predictions_loss: 0.2717 2504/2542 [============================>.] - ETA: 21s - loss: 1441.9437 - logits_profile_predictions_loss: 1421.6225 - logcount_predictions_loss: 0.2717 2505/2542 [============================>.] - ETA: 20s - loss: 1441.9435 - logits_profile_predictions_loss: 1421.6223 - logcount_predictions_loss: 0.2717 2506/2542 [============================>.] - ETA: 20s - loss: 1441.9433 - logits_profile_predictions_loss: 1421.6221 - logcount_predictions_loss: 0.2717 2507/2542 [============================>.] - ETA: 19s - loss: 1441.9430 - logits_profile_predictions_loss: 1421.6219 - logcount_predictions_loss: 0.2717 2508/2542 [============================>.] - ETA: 19s - loss: 1441.9428 - logits_profile_predictions_loss: 1421.6217 - logcount_predictions_loss: 0.2717 2509/2542 [============================>.] - ETA: 18s - loss: 1441.9427 - logits_profile_predictions_loss: 1421.6215 - logcount_predictions_loss: 0.2717 2510/2542 [============================>.] - ETA: 18s - loss: 1441.9425 - logits_profile_predictions_loss: 1421.6212 - logcount_predictions_loss: 0.2717 2511/2542 [============================>.] - ETA: 17s - loss: 1441.9423 - logits_profile_predictions_loss: 1421.6211 - logcount_predictions_loss: 0.2717 2512/2542 [============================>.] - ETA: 16s - loss: 1441.9421 - logits_profile_predictions_loss: 1421.6209 - logcount_predictions_loss: 0.2717 2513/2542 [============================>.] - ETA: 16s - loss: 1441.9419 - logits_profile_predictions_loss: 1421.6207 - logcount_predictions_loss: 0.2717 2514/2542 [============================>.] - ETA: 15s - loss: 1441.9417 - logits_profile_predictions_loss: 1421.6205 - logcount_predictions_loss: 0.2717 2515/2542 [============================>.] - ETA: 15s - loss: 1441.9415 - logits_profile_predictions_loss: 1421.6203 - logcount_predictions_loss: 0.2717 2516/2542 [============================>.] - ETA: 14s - loss: 1441.9413 - logits_profile_predictions_loss: 1421.6200 - logcount_predictions_loss: 0.2717 2517/2542 [============================>.] - ETA: 14s - loss: 1441.9410 - logits_profile_predictions_loss: 1421.6198 - logcount_predictions_loss: 0.2717 2518/2542 [============================>.] - ETA: 13s - loss: 1441.9408 - logits_profile_predictions_loss: 1421.6196 - logcount_predictions_loss: 0.2717 2519/2542 [============================>.] - ETA: 13s - loss: 1441.9406 - logits_profile_predictions_loss: 1421.6193 - logcount_predictions_loss: 0.2717 2520/2542 [============================>.] - ETA: 12s - loss: 1441.9404 - logits_profile_predictions_loss: 1421.6192 - logcount_predictions_loss: 0.2717 2521/2542 [============================>.] - ETA: 11s - loss: 1441.9402 - logits_profile_predictions_loss: 1421.6190 - logcount_predictions_loss: 0.2717 2522/2542 [============================>.] - ETA: 11s - loss: 1441.9400 - logits_profile_predictions_loss: 1421.6187 - logcount_predictions_loss: 0.2717 2523/2542 [============================>.] - ETA: 10s - loss: 1441.9398 - logits_profile_predictions_loss: 1421.6185 - logcount_predictions_loss: 0.2717 2524/2542 [============================>.] - ETA: 10s - loss: 1441.9396 - logits_profile_predictions_loss: 1421.6183 - logcount_predictions_loss: 0.2717 2525/2542 [============================>.] - ETA: 9s - loss: 1441.9394 - logits_profile_predictions_loss: 1421.6181 - logcount_predictions_loss: 0.2717  2526/2542 [============================>.] - ETA: 9s - loss: 1441.9391 - logits_profile_predictions_loss: 1421.6179 - logcount_predictions_loss: 0.2717 2527/2542 [============================>.] - ETA: 8s - loss: 1441.9389 - logits_profile_predictions_loss: 1421.6176 - logcount_predictions_loss: 0.2717 2528/2542 [============================>.] - ETA: 7s - loss: 1441.9387 - logits_profile_predictions_loss: 1421.6174 - logcount_predictions_loss: 0.2717 2529/2542 [============================>.] - ETA: 7s - loss: 1441.9385 - logits_profile_predictions_loss: 1421.6172 - logcount_predictions_loss: 0.2717 2530/2542 [============================>.] - ETA: 6s - loss: 1441.9382 - logits_profile_predictions_loss: 1421.6170 - logcount_predictions_loss: 0.2717 2531/2542 [============================>.] - ETA: 6s - loss: 1441.9380 - logits_profile_predictions_loss: 1421.6167 - logcount_predictions_loss: 0.2717 2532/2542 [============================>.] - ETA: 5s - loss: 1441.9377 - logits_profile_predictions_loss: 1421.6165 - logcount_predictions_loss: 0.2717 2533/2542 [============================>.] - ETA: 5s - loss: 1441.9375 - logits_profile_predictions_loss: 1421.6162 - logcount_predictions_loss: 0.2717 2534/2542 [============================>.] - ETA: 4s - loss: 1441.9373 - logits_profile_predictions_loss: 1421.6160 - logcount_predictions_loss: 0.2717 2535/2542 [============================>.] - ETA: 3s - loss: 1441.9371 - logits_profile_predictions_loss: 1421.6158 - logcount_predictions_loss: 0.2717 2536/2542 [============================>.] - ETA: 3s - loss: 1441.9369 - logits_profile_predictions_loss: 1421.6156 - logcount_predictions_loss: 0.2717 2537/2542 [============================>.] - ETA: 2s - loss: 1441.9367 - logits_profile_predictions_loss: 1421.6154 - logcount_predictions_loss: 0.2717 2538/2542 [============================>.] - ETA: 2s - loss: 1441.9365 - logits_profile_predictions_loss: 1421.6152 - logcount_predictions_loss: 0.2717 2539/2542 [============================>.] - ETA: 1s - loss: 1441.9363 - logits_profile_predictions_loss: 1421.6150 - logcount_predictions_loss: 0.2717 2540/2542 [============================>.] - ETA: 1s - loss: 1441.9361 - logits_profile_predictions_loss: 1421.6148 - logcount_predictions_loss: 0.2717 2541/2542 [============================>.] - ETA: 0s - loss: 1441.9358 - logits_profile_predictions_loss: 1421.6145 - logcount_predictions_loss: 0.2717 2542/2542 [==============================] - ETA: 0s - loss: 1441.9356 - logits_profile_predictions_loss: 1421.6143 - logcount_predictions_loss: 0.2717 2542/2542 [==============================] - 1492s 587ms/step - loss: 1441.9353 - logits_profile_predictions_loss: 1421.6140 - logcount_predictions_loss: 0.2717 - val_loss: 1638.5627 - val_logits_profile_predictions_loss: 1610.7174 - val_logcount_predictions_loss: 0.3723 Epoch 00016: val_loss did not improve from 1609.16260 Restoring model weights from the end of the best epoch. Epoch 00016: early stopping save model save model without bias 2022-10-13_06-36-18: 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//ENCSR792ZXA//preprocessing/bigWigs/ENCSR792ZXA.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(35290, 10) loading nonpeaks... got split:test for bed regions:(32743, 10) 0/266 100/266 200/266 2022-10-13_06-43-24: 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//ENCSR792ZXA//preprocessing/bigWigs/ENCSR792ZXA.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(35290, 10) loading nonpeaks... got split:test for bed regions:(32743, 10) 0/266 100/266 200/266 2022-10-13_06-50-01: 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//ENCSR792ZXA//preprocessing/bigWigs/ENCSR792ZXA.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(35290, 10) loading nonpeaks... got split:test for bed regions:(32743, 10) 0/266 100/266 200/266 2022-10-13_06-53-31: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//footprints 2022-10-13_06-53-31: 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/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//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: 5:19 3/35 [=>............................] - ETA: 25s  4/35 [==>...........................] - ETA: 32s 5/35 [===>..........................] - ETA: 35s 6/35 [====>.........................] - ETA: 36s 7/35 [=====>........................] - ETA: 36s 8/35 [=====>........................] - ETA: 36s 9/35 [======>.......................] - ETA: 35s 10/35 [=======>......................] - ETA: 34s 11/35 [========>.....................] - ETA: 33s 12/35 [=========>....................] - ETA: 32s 13/35 [==========>...................] - ETA: 31s 14/35 [===========>..................] - ETA: 30s 15/35 [===========>..................] - ETA: 29s 16/35 [============>.................] - ETA: 27s 17/35 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[=================>............] - ETA: 21s 22/35 [=================>............] - ETA: 20s 23/35 [==================>...........] - ETA: 18s 24/35 [===================>..........] - ETA: 17s 25/35 [====================>.........] - ETA: 15s 26/35 [=====================>........] - ETA: 14s 27/35 [======================>.......] - ETA: 12s 28/35 [=======================>......] - ETA: 10s 29/35 [=======================>......] - ETA: 9s  30/35 [========================>.....] - ETA: 7s 31/35 [=========================>....] - ETA: 6s 32/35 [==========================>...] - ETA: 4s 33/35 [===========================>..] - ETA: 3s 34/35 [============================>.] - ETA: 1s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 55s 2s/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 51s 3/35 [=>............................] - ETA: 50s 4/35 [==>...........................] - ETA: 48s 5/35 [===>..........................] - ETA: 47s 6/35 [====>.........................] - ETA: 45s 7/35 [=====>........................] - ETA: 43s 8/35 [=====>........................] - ETA: 42s 9/35 [======>.......................] - ETA: 40s 10/35 [=======>......................] - ETA: 39s 11/35 [========>.....................] - ETA: 37s 12/35 [=========>....................] - ETA: 36s 13/35 [==========>...................] - ETA: 34s 14/35 [===========>..................] - ETA: 32s 15/35 [===========>..................] - ETA: 31s 16/35 [============>.................] - ETA: 29s 17/35 [=============>................] - ETA: 28s 18/35 [==============>...............] - ETA: 26s 19/35 [===============>..............] - ETA: 25s 20/35 [================>.............] - ETA: 23s 21/35 [=================>............] - ETA: 21s 22/35 [=================>............] - ETA: 20s 23/35 [==================>...........] - ETA: 18s 24/35 [===================>..........] - ETA: 17s 25/35 [====================>.........] - ETA: 15s 26/35 [=====================>........] - ETA: 14s 27/35 [======================>.......] - ETA: 12s 28/35 [=======================>......] - ETA: 10s 29/35 [=======================>......] - ETA: 9s  30/35 [========================>.....] - ETA: 7s 31/35 [=========================>....] - ETA: 6s 32/35 [==========================>...] - ETA: 4s 33/35 [===========================>..] - ETA: 3s 34/35 [============================>.] - ETA: 1s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 55s 2s/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 51s 3/35 [=>............................] - ETA: 50s 4/35 [==>...........................] - ETA: 48s 5/35 [===>..........................] - ETA: 47s 6/35 [====>.........................] - ETA: 45s 7/35 [=====>........................] - ETA: 43s 8/35 [=====>........................] - ETA: 42s 9/35 [======>.......................] - ETA: 40s 10/35 [=======>......................] - ETA: 39s 11/35 [========>.....................] - ETA: 37s 12/35 [=========>....................] - ETA: 36s 13/35 [==========>...................] - ETA: 34s 14/35 [===========>..................] - ETA: 32s 15/35 [===========>..................] - ETA: 31s 16/35 [============>.................] - ETA: 29s 17/35 [=============>................] - ETA: 28s 18/35 [==============>...............] - ETA: 26s 19/35 [===============>..............] - ETA: 25s 20/35 [================>.............] - ETA: 23s 21/35 [=================>............] - ETA: 21s 22/35 [=================>............] - ETA: 20s 23/35 [==================>...........] - ETA: 18s 24/35 [===================>..........] - ETA: 17s 25/35 [====================>.........] - ETA: 15s 26/35 [=====================>........] - ETA: 14s 27/35 [======================>.......] - ETA: 12s 28/35 [=======================>......] - ETA: 10s 29/35 [=======================>......] - ETA: 9s  30/35 [========================>.....] - ETA: 7s 31/35 [=========================>....] - ETA: 6s 32/35 [==========================>...] - ETA: 4s 33/35 [===========================>..] - ETA: 3s 34/35 [============================>.] - ETA: 1s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 55s 2s/step Saving marginal footprints 2022-10-13_06-57-55: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//footprints 2022-10-13_06-57-55: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR792ZXA//chrombppnet_model_encsr880cub_bias_fold_2//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: 1:53 3/35 [=>............................] - ETA: 2s  4/35 [==>...........................] - ETA: 2s 5/35 [===>..........................] - ETA: 2s 6/35 [====>.........................] - ETA: 3s 7/35 [=====>........................] - ETA: 3s 8/35 [=====>........................] - ETA: 2s 9/35 [======>.......................] - ETA: 2s 10/35 [=======>......................] - ETA: 2s 11/35 [========>.....................] - ETA: 2s 12/35 [=========>....................] - ETA: 2s 13/35 [==========>...................] - ETA: 2s 14/35 [===========>..................] - ETA: 2s 15/35 [===========>..................] - ETA: 2s 16/35 [============>.................] - ETA: 2s 17/35 [=============>................] - ETA: 2s 18/35 [==============>...............] - ETA: 2s 19/35 [===============>..............] - ETA: 1s 20/35 [================>.............] - ETA: 1s 21/35 [=================>............] - ETA: 1s 22/35 [=================>............] - ETA: 1s 23/35 [==================>...........] - ETA: 1s 24/35 [===================>..........] - ETA: 1s 25/35 [====================>.........] - ETA: 1s 26/35 [=====================>........] - ETA: 1s 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 [==============================] - 8s 145ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 4s 3/35 [=>............................] - ETA: 4s 4/35 [==>...........................] - ETA: 3s 5/35 [===>..........................] - ETA: 3s 6/35 [====>.........................] - ETA: 3s 7/35 [=====>........................] - ETA: 3s 8/35 [=====>........................] - ETA: 3s 9/35 [======>.......................] - ETA: 3s 10/35 [=======>......................] - ETA: 3s 11/35 [========>.....................] - ETA: 3s 12/35 [=========>....................] - ETA: 2s 13/35 [==========>...................] - ETA: 2s 14/35 [===========>..................] - ETA: 2s 15/35 [===========>..................] - ETA: 2s 16/35 [============>.................] - ETA: 2s 17/35 [=============>................] - ETA: 2s 18/35 [==============>...............] - ETA: 2s 19/35 [===============>..............] - ETA: 2s 20/35 [================>.............] - ETA: 1s 21/35 [=================>............] - ETA: 1s 22/35 [=================>............] - ETA: 1s 23/35 [==================>...........] - ETA: 1s 24/35 [===================>..........] - ETA: 1s 25/35 [====================>.........] - ETA: 1s 26/35 [=====================>........] - ETA: 1s 27/35 [======================>.......] - ETA: 1s 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 [==============================] - 4s 129ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 4s 3/35 [=>............................] - ETA: 4s 4/35 [==>...........................] - ETA: 3s 5/35 [===>..........................] - ETA: 3s 6/35 [====>.........................] - ETA: 3s 7/35 [=====>........................] - ETA: 3s 8/35 [=====>........................] - ETA: 3s 9/35 [======>.......................] - ETA: 3s 10/35 [=======>......................] - ETA: 3s 11/35 [========>.....................] - ETA: 3s 12/35 [=========>....................] - ETA: 2s 13/35 [==========>...................] - ETA: 2s 14/35 [===========>..................] - ETA: 2s 15/35 [===========>..................] - ETA: 2s 16/35 [============>.................] - ETA: 2s 17/35 [=============>................] - ETA: 2s 18/35 [==============>...............] - ETA: 2s 19/35 [===============>..............] - ETA: 2s 20/35 [================>.............] - ETA: 1s 21/35 [=================>............] - ETA: 1s 22/35 [=================>............] - ETA: 1s 23/35 [==================>...........] - ETA: 1s 24/35 [===================>..........] - ETA: 1s 25/35 [====================>.........] - ETA: 1s 26/35 [=====================>........] - ETA: 1s 27/35 [======================>.......] - ETA: 1s 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 [==============================] - 4s 128ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 4s 3/35 [=>............................] - ETA: 4s 4/35 [==>...........................] - ETA: 3s 5/35 [===>..........................] - ETA: 3s 6/35 [====>.........................] - ETA: 3s 7/35 [=====>........................] - ETA: 3s 8/35 [=====>........................] - ETA: 3s 9/35 [======>.......................] - ETA: 3s 10/35 [=======>......................] - ETA: 3s 11/35 [========>.....................] - ETA: 3s 12/35 [=========>....................] - ETA: 2s 13/35 [==========>...................] - ETA: 2s 14/35 [===========>..................] - ETA: 2s 15/35 [===========>..................] - ETA: 2s 16/35 [============>.................] - ETA: 2s 17/35 [=============>................] - ETA: 2s 18/35 [==============>...............] - ETA: 2s 19/35 [===============>..............] - ETA: 2s 20/35 [================>.............] - ETA: 1s 21/35 [=================>............] - ETA: 1s 22/35 [=================>............] - ETA: 1s 23/35 [==================>...........] - ETA: 1s 24/35 [===================>..........] - ETA: 1s 25/35 [====================>.........] - ETA: 1s 26/35 [=====================>........] - ETA: 1s 27/35 [======================>.......] - ETA: 1s 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 [==============================] - 4s 128ms/step Saving marginal footprints