2022-10-15_15-19-49: 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//ENCSR499IFY//preprocessing/bigWigs/ENCSR499IFY.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR499IFY//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR499IFY//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR880CUB/fold_1/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr3', 'chr4', 'chr5', 'chr6', 'chr7', 'chr10', 'chr11', 'chr13', 'chr14', 'chr15', 'chr18', 'chr19', 'chr20', 'chr21', 'chr22', 'chrX', 'chrY', 'chr12', 'chr17'] Number of peaks input: 160625 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 160625 Number of peaks input: 39375 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 39375 Number of non peaks input: 160624 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 160624 Number of non peaks input: 39375 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 39375 Number of peaks after removing outliers: 158858 Number of nonpeaks after removing outliers: 143282 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 1/4478 [..............................] - ETA: 11:53:20 7/4478 [..............................] - ETA: 40s  13/4478 [..............................] - ETA: 40s 19/4478 [..............................] - ETA: 41s 25/4478 [..............................] - ETA: 41s 31/4478 [..............................] - ETA: 41s 37/4478 [..............................] - ETA: 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[============================>.] - ETA: 0s 4424/4478 [============================>.] - ETA: 0s 4430/4478 [============================>.] - ETA: 0s 4436/4478 [============================>.] - ETA: 0s 4442/4478 [============================>.] - ETA: 0s 4448/4478 [============================>.] - ETA: 0s 4454/4478 [============================>.] - ETA: 0s 4460/4478 [============================>.] - ETA: 0s 4466/4478 [============================>.] - ETA: 0s 4472/4478 [============================>.] - ETA: 0s 4478/4478 [==============================] - ETA: 0s 4478/4478 [==============================] - 52s 9ms/step 2022-10-15_15-33-21: 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//ENCSR499IFY//preprocessing/bigWigs/ENCSR499IFY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '72.4', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(140851, 10) loading nonpeaks... got split:train for bed regions:(128178, 10) loading peaks... got split:valid for bed regions:(18007, 10) loading nonpeaks... got split:valid for bed regions:(15104, 10) Epoch 1/50 1/2421 [..............................] - ETA: 6:42:33 - loss: 2059.5754 - logits_profile_predictions_loss: 1823.4563 - logcount_predictions_loss: 3.2613 2/2421 [..............................] - ETA: 22:52 - loss: 2507.1617 - logits_profile_predictions_loss: 1775.7229 - logcount_predictions_loss: 10.1027  3/2421 [..............................] - ETA: 22:50 - loss: 2558.6123 - logits_profile_predictions_loss: 1768.0880 - logcount_predictions_loss: 10.9188 4/2421 [..............................] - ETA: 22:47 - loss: 2555.2152 - logits_profile_predictions_loss: 1774.9355 - logcount_predictions_loss: 10.7773 5/2421 [..............................] - ETA: 22:47 - loss: 2533.8404 - logits_profile_predictions_loss: 1779.9395 - logcount_predictions_loss: 10.4130 6/2421 [..............................] - ETA: 22:46 - loss: 2501.8823 - logits_profile_predictions_loss: 1777.9967 - logcount_predictions_loss: 9.9984  7/2421 [..............................] - ETA: 22:45 - loss: 2473.1465 - logits_profile_predictions_loss: 1777.4000 - logcount_predictions_loss: 9.6098 8/2421 [..............................] - ETA: 22:45 - loss: 2449.6004 - logits_profile_predictions_loss: 1779.1666 - logcount_predictions_loss: 9.2601 9/2421 [..............................] - ETA: 22:44 - loss: 2428.3353 - logits_profile_predictions_loss: 1780.1815 - logcount_predictions_loss: 8.9524 10/2421 [..............................] - ETA: 22:43 - loss: 2410.4273 - logits_profile_predictions_loss: 1782.2898 - logcount_predictions_loss: 8.6759 11/2421 [..............................] - ETA: 22:42 - loss: 2393.5837 - logits_profile_predictions_loss: 1783.5166 - logcount_predictions_loss: 8.4263 12/2421 [..............................] - ETA: 22:41 - loss: 2379.6672 - logits_profile_predictions_loss: 1785.7352 - logcount_predictions_loss: 8.2035 13/2421 [..............................] - ETA: 22:41 - loss: 2367.3715 - logits_profile_predictions_loss: 1787.9885 - logcount_predictions_loss: 8.0025 14/2421 [..............................] - ETA: 22:40 - loss: 2357.2966 - logits_profile_predictions_loss: 1790.9565 - logcount_predictions_loss: 7.8224 15/2421 [..............................] - ETA: 22:39 - loss: 2347.8795 - logits_profile_predictions_loss: 1793.3458 - logcount_predictions_loss: 7.6593 16/2421 [..............................] - ETA: 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logcount_predictions_loss: 3.3683 2421/2421 [==============================] - ETA: 0s - loss: 1895.2960 - logits_profile_predictions_loss: 1651.4630 - logcount_predictions_loss: 3.3678 2421/2421 [==============================] - 1446s 593ms/step - loss: 1895.2276 - logits_profile_predictions_loss: 1651.4247 - logcount_predictions_loss: 3.3674 - val_loss: 1658.8679 - val_logits_profile_predictions_loss: 1619.5616 - val_logcount_predictions_loss: 0.5429 Epoch 00001: val_loss improved from inf to 1658.86792, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 2/50 1/2421 [..............................] - ETA: 23:25 - loss: 1696.3149 - logits_profile_predictions_loss: 1660.7559 - logcount_predictions_loss: 0.4911 2/2421 [..............................] - ETA: 22:43 - loss: 1613.3136 - logits_profile_predictions_loss: 1578.2382 - logcount_predictions_loss: 0.4845 3/2421 [..............................] - ETA: 22:43 - loss: 1618.8325 - logits_profile_predictions_loss: 1584.1101 - logcount_predictions_loss: 0.4796 4/2421 [..............................] - ETA: 22:42 - loss: 1614.8343 - logits_profile_predictions_loss: 1580.0206 - logcount_predictions_loss: 0.4809 5/2421 [..............................] - ETA: 22:42 - loss: 1612.7375 - logits_profile_predictions_loss: 1577.5042 - logcount_predictions_loss: 0.4866 6/2421 [..............................] - ETA: 22:41 - loss: 1608.3027 - logits_profile_predictions_loss: 1572.6834 - logcount_predictions_loss: 0.4920 7/2421 [..............................] - ETA: 22:41 - loss: 1602.1409 - logits_profile_predictions_loss: 1566.2689 - logcount_predictions_loss: 0.4955 8/2421 [..............................] - ETA: 22:40 - loss: 1596.8745 - logits_profile_predictions_loss: 1560.9680 - logcount_predictions_loss: 0.4959 9/2421 [..............................] - ETA: 22:40 - loss: 1593.7434 - logits_profile_predictions_loss: 1557.4362 - logcount_predictions_loss: 0.5015 10/2421 [..............................] - ETA: 22:40 - loss: 1591.0547 - logits_profile_predictions_loss: 1554.3838 - logcount_predictions_loss: 0.5065 11/2421 [..............................] - ETA: 22:39 - loss: 1589.7653 - logits_profile_predictions_loss: 1552.7552 - logcount_predictions_loss: 0.5112 12/2421 [..............................] - ETA: 22:38 - loss: 1588.2798 - logits_profile_predictions_loss: 1550.9954 - logcount_predictions_loss: 0.5150 13/2421 [..............................] - ETA: 22:38 - loss: 1587.2966 - logits_profile_predictions_loss: 1549.7995 - logcount_predictions_loss: 0.5179 14/2421 [..............................] - ETA: 22:37 - loss: 1586.1487 - logits_profile_predictions_loss: 1548.4728 - logcount_predictions_loss: 0.5204 15/2421 [..............................] - ETA: 22:37 - loss: 1584.4649 - logits_profile_predictions_loss: 1546.5920 - logcount_predictions_loss: 0.5231 16/2421 [..............................] - ETA: 22:36 - loss: 1582.0270 - logits_profile_predictions_loss: 1544.0206 - logcount_predictions_loss: 0.5249 17/2421 [..............................] - ETA: 22:36 - loss: 1580.8862 - logits_profile_predictions_loss: 1542.6891 - logcount_predictions_loss: 0.5276 18/2421 [..............................] - ETA: 22:35 - loss: 1579.3416 - logits_profile_predictions_loss: 1540.9897 - logcount_predictions_loss: 0.5297 19/2421 [..............................] - ETA: 22:34 - loss: 1577.6048 - logits_profile_predictions_loss: 1539.1319 - logcount_predictions_loss: 0.5314 20/2421 [..............................] - ETA: 22:34 - loss: 1575.8758 - logits_profile_predictions_loss: 1537.2855 - logcount_predictions_loss: 0.5330 21/2421 [..............................] - ETA: 22:33 - loss: 1574.1121 - logits_profile_predictions_loss: 1535.4139 - logcount_predictions_loss: 0.5345 22/2421 [..............................] - ETA: 22:33 - loss: 1572.2497 - 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logcount_predictions_loss: 0.5615 2421/2421 [==============================] - ETA: 0s - loss: 1495.6034 - logits_profile_predictions_loss: 1454.9494 - logcount_predictions_loss: 0.5615 2421/2421 [==============================] - 1430s 591ms/step - loss: 1495.5990 - logits_profile_predictions_loss: 1454.9454 - logcount_predictions_loss: 0.5615 - val_loss: 1636.5837 - val_logits_profile_predictions_loss: 1599.5717 - val_logcount_predictions_loss: 0.5112 Epoch 00002: val_loss improved from 1658.86792 to 1636.58374, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 3/50 1/2421 [..............................] - ETA: 23:35 - loss: 1320.2325 - logits_profile_predictions_loss: 1279.5626 - logcount_predictions_loss: 0.5617 2/2421 [..............................] - ETA: 22:45 - loss: 1366.5859 - logits_profile_predictions_loss: 1323.8776 - logcount_predictions_loss: 0.5899 3/2421 [..............................] - ETA: 22:45 - loss: 1389.5516 - logits_profile_predictions_loss: 1346.8363 - logcount_predictions_loss: 0.5900 4/2421 [..............................] - ETA: 22:44 - loss: 1403.8017 - logits_profile_predictions_loss: 1361.4933 - logcount_predictions_loss: 0.5844 5/2421 [..............................] - ETA: 22:44 - loss: 1406.7927 - logits_profile_predictions_loss: 1364.4680 - logcount_predictions_loss: 0.5846 6/2421 [..............................] - ETA: 22:43 - loss: 1407.6294 - logits_profile_predictions_loss: 1365.1927 - logcount_predictions_loss: 0.5861 7/2421 [..............................] - ETA: 22:43 - loss: 1411.3476 - logits_profile_predictions_loss: 1369.3028 - logcount_predictions_loss: 0.5807 8/2421 [..............................] - ETA: 22:42 - loss: 1414.8054 - logits_profile_predictions_loss: 1372.9508 - logcount_predictions_loss: 0.5781 9/2421 [..............................] - ETA: 22:42 - loss: 1419.3931 - 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16/2421 [..............................] - ETA: 22:37 - loss: 1436.6292 - logits_profile_predictions_loss: 1396.4490 - logcount_predictions_loss: 0.5550 17/2421 [..............................] - ETA: 22:37 - loss: 1438.5966 - logits_profile_predictions_loss: 1398.4809 - logcount_predictions_loss: 0.5541 18/2421 [..............................] - ETA: 22:36 - loss: 1440.2306 - logits_profile_predictions_loss: 1400.1526 - logcount_predictions_loss: 0.5536 19/2421 [..............................] - ETA: 22:36 - loss: 1441.2204 - logits_profile_predictions_loss: 1401.2229 - logcount_predictions_loss: 0.5525 20/2421 [..............................] - ETA: 22:35 - loss: 1441.9877 - logits_profile_predictions_loss: 1402.0696 - logcount_predictions_loss: 0.5514 21/2421 [..............................] - ETA: 22:35 - loss: 1442.5573 - logits_profile_predictions_loss: 1402.7215 - logcount_predictions_loss: 0.5502 22/2421 [..............................] - ETA: 22:34 - loss: 1442.9705 - 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loss: 1457.8942 - logits_profile_predictions_loss: 1420.3505 - logcount_predictions_loss: 0.5186 2415/2421 [============================>.] - ETA: 3s - loss: 1457.8926 - logits_profile_predictions_loss: 1420.3492 - logcount_predictions_loss: 0.5186 2416/2421 [============================>.] - ETA: 2s - loss: 1457.8911 - logits_profile_predictions_loss: 1420.3480 - logcount_predictions_loss: 0.5186 2417/2421 [============================>.] - ETA: 2s - loss: 1457.8896 - logits_profile_predictions_loss: 1420.3467 - logcount_predictions_loss: 0.5186 2418/2421 [============================>.] - ETA: 1s - loss: 1457.8881 - logits_profile_predictions_loss: 1420.3455 - logcount_predictions_loss: 0.5186 2419/2421 [============================>.] - ETA: 1s - loss: 1457.8867 - logits_profile_predictions_loss: 1420.3443 - logcount_predictions_loss: 0.5186 2420/2421 [============================>.] - ETA: 0s - loss: 1457.8852 - logits_profile_predictions_loss: 1420.3432 - logcount_predictions_loss: 0.5186 2421/2421 [==============================] - ETA: 0s - loss: 1457.8838 - logits_profile_predictions_loss: 1420.3420 - logcount_predictions_loss: 0.5185 2421/2421 [==============================] - 1431s 591ms/step - loss: 1457.8823 - logits_profile_predictions_loss: 1420.3408 - logcount_predictions_loss: 0.5185 - val_loss: 1607.2510 - val_logits_profile_predictions_loss: 1574.4077 - val_logcount_predictions_loss: 0.4536 Epoch 00003: val_loss improved from 1636.58374 to 1607.25098, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 4/50 1/2421 [..............................] - ETA: 23:40 - loss: 1540.9532 - logits_profile_predictions_loss: 1506.1145 - logcount_predictions_loss: 0.4812 2/2421 [..............................] - ETA: 22:44 - loss: 1518.4922 - logits_profile_predictions_loss: 1483.0070 - logcount_predictions_loss: 0.4901 3/2421 [..............................] - ETA: 22:44 - loss: 1502.0909 - logits_profile_predictions_loss: 1466.5410 - logcount_predictions_loss: 0.4910 4/2421 [..............................] - ETA: 22:43 - loss: 1488.7524 - logits_profile_predictions_loss: 1453.4535 - logcount_predictions_loss: 0.4876 5/2421 [..............................] - ETA: 22:42 - loss: 1476.6851 - logits_profile_predictions_loss: 1442.0132 - logcount_predictions_loss: 0.4789 6/2421 [..............................] - ETA: 22:42 - loss: 1465.1837 - logits_profile_predictions_loss: 1430.7808 - logcount_predictions_loss: 0.4752 7/2421 [..............................] - ETA: 22:41 - loss: 1455.0072 - logits_profile_predictions_loss: 1420.8092 - logcount_predictions_loss: 0.4723 8/2421 [..............................] - ETA: 22:41 - loss: 1447.7541 - logits_profile_predictions_loss: 1413.7288 - logcount_predictions_loss: 0.4700 9/2421 [..............................] - ETA: 22:41 - loss: 1442.0409 - logits_profile_predictions_loss: 1407.9666 - logcount_predictions_loss: 0.4706 10/2421 [..............................] - ETA: 22:41 - loss: 1438.5650 - logits_profile_predictions_loss: 1404.3662 - logcount_predictions_loss: 0.4724 11/2421 [..............................] - ETA: 22:40 - loss: 1438.0823 - logits_profile_predictions_loss: 1403.7721 - logcount_predictions_loss: 0.4739 12/2421 [..............................] - ETA: 22:39 - loss: 1437.3058 - logits_profile_predictions_loss: 1403.0284 - logcount_predictions_loss: 0.4734 13/2421 [..............................] - ETA: 22:38 - loss: 1436.3514 - logits_profile_predictions_loss: 1402.0622 - logcount_predictions_loss: 0.4736 14/2421 [..............................] - ETA: 22:38 - loss: 1434.1878 - logits_profile_predictions_loss: 1399.8488 - logcount_predictions_loss: 0.4743 15/2421 [..............................] - ETA: 22:37 - loss: 1432.7425 - logits_profile_predictions_loss: 1398.3343 - logcount_predictions_loss: 0.4753 16/2421 [..............................] - ETA: 22:37 - loss: 1431.8353 - logits_profile_predictions_loss: 1397.3487 - logcount_predictions_loss: 0.4763 17/2421 [..............................] - ETA: 22:36 - loss: 1431.5038 - logits_profile_predictions_loss: 1396.9527 - logcount_predictions_loss: 0.4772 18/2421 [..............................] - ETA: 22:36 - loss: 1431.5981 - logits_profile_predictions_loss: 1396.9835 - logcount_predictions_loss: 0.4781 19/2421 [..............................] - ETA: 22:35 - loss: 1431.7162 - logits_profile_predictions_loss: 1397.0410 - logcount_predictions_loss: 0.4789 20/2421 [..............................] - ETA: 22:35 - loss: 1432.4126 - logits_profile_predictions_loss: 1397.6699 - logcount_predictions_loss: 0.4799 21/2421 [..............................] - ETA: 22:34 - loss: 1433.2407 - logits_profile_predictions_loss: 1398.4412 - logcount_predictions_loss: 0.4807 22/2421 [..............................] - ETA: 22:34 - loss: 1433.7575 - 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logcount_predictions_loss: 0.4837 2408/2421 [============================>.] - ETA: 7s - loss: 1442.3883 - logits_profile_predictions_loss: 1407.3689 - logcount_predictions_loss: 0.4837 2409/2421 [============================>.] - ETA: 6s - loss: 1442.3861 - logits_profile_predictions_loss: 1407.3668 - logcount_predictions_loss: 0.4837 2410/2421 [============================>.] - ETA: 6s - loss: 1442.3839 - logits_profile_predictions_loss: 1407.3647 - logcount_predictions_loss: 0.4837 2411/2421 [============================>.] - ETA: 5s - loss: 1442.3818 - logits_profile_predictions_loss: 1407.3626 - logcount_predictions_loss: 0.4837 2412/2421 [============================>.] - ETA: 5s - loss: 1442.3796 - logits_profile_predictions_loss: 1407.3604 - logcount_predictions_loss: 0.4837 2413/2421 [============================>.] - ETA: 4s - loss: 1442.3774 - logits_profile_predictions_loss: 1407.3584 - logcount_predictions_loss: 0.4837 2414/2421 [============================>.] - ETA: 3s - loss: 1442.3753 - logits_profile_predictions_loss: 1407.3563 - logcount_predictions_loss: 0.4837 2415/2421 [============================>.] - ETA: 3s - loss: 1442.3731 - logits_profile_predictions_loss: 1407.3542 - logcount_predictions_loss: 0.4837 2416/2421 [============================>.] - ETA: 2s - loss: 1442.3709 - logits_profile_predictions_loss: 1407.3521 - logcount_predictions_loss: 0.4837 2417/2421 [============================>.] - ETA: 2s - loss: 1442.3687 - logits_profile_predictions_loss: 1407.3499 - logcount_predictions_loss: 0.4837 2418/2421 [============================>.] - ETA: 1s - loss: 1442.3665 - logits_profile_predictions_loss: 1407.3478 - logcount_predictions_loss: 0.4837 2419/2421 [============================>.] - ETA: 1s - loss: 1442.3643 - logits_profile_predictions_loss: 1407.3457 - logcount_predictions_loss: 0.4837 2420/2421 [============================>.] - ETA: 0s - loss: 1442.3621 - logits_profile_predictions_loss: 1407.3435 - logcount_predictions_loss: 0.4837 2421/2421 [==============================] - ETA: 0s - loss: 1442.3599 - logits_profile_predictions_loss: 1407.3414 - logcount_predictions_loss: 0.4837 2421/2421 [==============================] - 1431s 591ms/step - loss: 1442.3577 - logits_profile_predictions_loss: 1407.3392 - logcount_predictions_loss: 0.4837 - val_loss: 1584.1768 - val_logits_profile_predictions_loss: 1551.8566 - val_logcount_predictions_loss: 0.4464 Epoch 00004: val_loss improved from 1607.25098 to 1584.17676, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 5/50 1/2421 [..............................] - ETA: 23:27 - loss: 1311.2797 - logits_profile_predictions_loss: 1283.7311 - logcount_predictions_loss: 0.3805 2/2421 [..............................] - ETA: 22:44 - loss: 1425.2941 - logits_profile_predictions_loss: 1383.9590 - logcount_predictions_loss: 0.5709 3/2421 [..............................] - ETA: 22:44 - loss: 1448.5180 - logits_profile_predictions_loss: 1405.4003 - logcount_predictions_loss: 0.5955 4/2421 [..............................] - ETA: 22:43 - loss: 1457.6843 - logits_profile_predictions_loss: 1414.1505 - logcount_predictions_loss: 0.6013 5/2421 [..............................] - ETA: 22:42 - loss: 1463.0682 - logits_profile_predictions_loss: 1419.4495 - logcount_predictions_loss: 0.6025 6/2421 [..............................] - ETA: 22:41 - loss: 1463.5801 - logits_profile_predictions_loss: 1420.3260 - logcount_predictions_loss: 0.5974 7/2421 [..............................] - ETA: 22:41 - loss: 1463.3077 - logits_profile_predictions_loss: 1420.6863 - logcount_predictions_loss: 0.5887 8/2421 [..............................] - ETA: 22:41 - loss: 1463.2701 - logits_profile_predictions_loss: 1421.2020 - logcount_predictions_loss: 0.5811 9/2421 [..............................] - ETA: 22:40 - loss: 1464.9022 - logits_profile_predictions_loss: 1423.3310 - logcount_predictions_loss: 0.5742 10/2421 [..............................] - ETA: 22:40 - loss: 1467.9359 - logits_profile_predictions_loss: 1426.8284 - logcount_predictions_loss: 0.5678 11/2421 [..............................] - ETA: 22:39 - loss: 1469.0328 - logits_profile_predictions_loss: 1428.2031 - logcount_predictions_loss: 0.5639 12/2421 [..............................] - ETA: 22:38 - loss: 1470.0345 - logits_profile_predictions_loss: 1429.4954 - logcount_predictions_loss: 0.5599 13/2421 [..............................] - ETA: 22:38 - loss: 1469.4929 - logits_profile_predictions_loss: 1429.1990 - logcount_predictions_loss: 0.5565 14/2421 [..............................] - ETA: 22:37 - loss: 1468.5762 - logits_profile_predictions_loss: 1428.4006 - logcount_predictions_loss: 0.5549 15/2421 [..............................] - ETA: 22:37 - loss: 1467.5527 - logits_profile_predictions_loss: 1427.4749 - logcount_predictions_loss: 0.5536 16/2421 [..............................] - ETA: 22:36 - loss: 1466.3538 - logits_profile_predictions_loss: 1426.3382 - logcount_predictions_loss: 0.5527 17/2421 [..............................] - ETA: 22:36 - loss: 1464.8445 - logits_profile_predictions_loss: 1424.9240 - logcount_predictions_loss: 0.5514 18/2421 [..............................] - ETA: 22:35 - loss: 1463.2997 - logits_profile_predictions_loss: 1423.4948 - logcount_predictions_loss: 0.5498 19/2421 [..............................] - ETA: 22:34 - loss: 1461.7238 - logits_profile_predictions_loss: 1422.0034 - logcount_predictions_loss: 0.5486 20/2421 [..............................] - ETA: 22:34 - loss: 1460.2098 - logits_profile_predictions_loss: 1420.5836 - logcount_predictions_loss: 0.5473 21/2421 [..............................] - ETA: 22:33 - loss: 1458.9294 - logits_profile_predictions_loss: 1419.4048 - logcount_predictions_loss: 0.5459 22/2421 [..............................] - ETA: 22:33 - loss: 1457.5501 - 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- logcount_predictions_loss: 0.4848 403/2421 [===>..........................] - ETA: 18:59 - loss: 1416.6746 - logits_profile_predictions_loss: 1381.5769 - logcount_predictions_loss: 0.4848 404/2421 [====>.........................] - ETA: 18:58 - loss: 1416.6721 - logits_profile_predictions_loss: 1381.5755 - logcount_predictions_loss: 0.4848 405/2421 [====>.........................] - ETA: 18:58 - loss: 1416.6701 - logits_profile_predictions_loss: 1381.5747 - logcount_predictions_loss: 0.4847 406/2421 [====>.........................] - ETA: 18:57 - loss: 1416.6681 - logits_profile_predictions_loss: 1381.5738 - logcount_predictions_loss: 0.4847 407/2421 [====>.........................] - ETA: 18:57 - loss: 1416.6657 - logits_profile_predictions_loss: 1381.5725 - logcount_predictions_loss: 0.4847 408/2421 [====>.........................] - ETA: 18:56 - loss: 1416.6624 - logits_profile_predictions_loss: 1381.5705 - logcount_predictions_loss: 0.4847 409/2421 [====>.........................] - ETA: 18:55 - loss: 1416.6594 - logits_profile_predictions_loss: 1381.5687 - logcount_predictions_loss: 0.4847 410/2421 [====>.........................] - ETA: 18:55 - loss: 1416.6560 - logits_profile_predictions_loss: 1381.5666 - logcount_predictions_loss: 0.4847 411/2421 [====>.........................] - ETA: 18:54 - loss: 1416.6525 - logits_profile_predictions_loss: 1381.5644 - logcount_predictions_loss: 0.4846 412/2421 [====>.........................] - ETA: 18:54 - loss: 1416.6490 - logits_profile_predictions_loss: 1381.5622 - logcount_predictions_loss: 0.4846 413/2421 [====>.........................] - ETA: 18:53 - loss: 1416.6463 - logits_profile_predictions_loss: 1381.5607 - logcount_predictions_loss: 0.4846 414/2421 [====>.........................] - ETA: 18:53 - loss: 1416.6433 - logits_profile_predictions_loss: 1381.5590 - logcount_predictions_loss: 0.4846 415/2421 [====>.........................] - ETA: 18:52 - loss: 1416.6416 - logits_profile_predictions_loss: 1381.5587 - logcount_predictions_loss: 0.4846 416/2421 [====>.........................] - ETA: 18:51 - loss: 1416.6401 - logits_profile_predictions_loss: 1381.5585 - logcount_predictions_loss: 0.4845 417/2421 [====>.........................] - ETA: 18:51 - loss: 1416.6399 - logits_profile_predictions_loss: 1381.5596 - logcount_predictions_loss: 0.4845 418/2421 [====>.........................] - ETA: 18:50 - loss: 1416.6392 - logits_profile_predictions_loss: 1381.5602 - logcount_predictions_loss: 0.4845 419/2421 [====>.........................] - ETA: 18:50 - loss: 1416.6392 - logits_profile_predictions_loss: 1381.5616 - logcount_predictions_loss: 0.4845 420/2421 [====>.........................] - ETA: 18:49 - loss: 1416.6386 - logits_profile_predictions_loss: 1381.5624 - logcount_predictions_loss: 0.4845 421/2421 [====>.........................] - ETA: 18:49 - loss: 1416.6378 - logits_profile_predictions_loss: 1381.5631 - logcount_predictions_loss: 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logcount_predictions_loss: 0.4683 2408/2421 [============================>.] - ETA: 7s - loss: 1421.2628 - logits_profile_predictions_loss: 1387.3618 - logcount_predictions_loss: 0.4683 2409/2421 [============================>.] - ETA: 6s - loss: 1421.2642 - logits_profile_predictions_loss: 1387.3634 - logcount_predictions_loss: 0.4683 2410/2421 [============================>.] - ETA: 6s - loss: 1421.2656 - logits_profile_predictions_loss: 1387.3650 - logcount_predictions_loss: 0.4683 2411/2421 [============================>.] - ETA: 5s - loss: 1421.2670 - logits_profile_predictions_loss: 1387.3665 - logcount_predictions_loss: 0.4683 2412/2421 [============================>.] - ETA: 5s - loss: 1421.2684 - logits_profile_predictions_loss: 1387.3681 - logcount_predictions_loss: 0.4683 2413/2421 [============================>.] - ETA: 4s - loss: 1421.2697 - logits_profile_predictions_loss: 1387.3697 - logcount_predictions_loss: 0.4683 2414/2421 [============================>.] - ETA: 3s - loss: 1421.2711 - logits_profile_predictions_loss: 1387.3712 - logcount_predictions_loss: 0.4682 2415/2421 [============================>.] - ETA: 3s - loss: 1421.2725 - logits_profile_predictions_loss: 1387.3728 - logcount_predictions_loss: 0.4682 2416/2421 [============================>.] - ETA: 2s - loss: 1421.2739 - logits_profile_predictions_loss: 1387.3744 - logcount_predictions_loss: 0.4682 2417/2421 [============================>.] - ETA: 2s - loss: 1421.2753 - logits_profile_predictions_loss: 1387.3759 - logcount_predictions_loss: 0.4682 2418/2421 [============================>.] - ETA: 1s - loss: 1421.2767 - logits_profile_predictions_loss: 1387.3775 - logcount_predictions_loss: 0.4682 2419/2421 [============================>.] - ETA: 1s - loss: 1421.2780 - logits_profile_predictions_loss: 1387.3790 - logcount_predictions_loss: 0.4682 2420/2421 [============================>.] - ETA: 0s - loss: 1421.2794 - logits_profile_predictions_loss: 1387.3806 - logcount_predictions_loss: 0.4682 2421/2421 [==============================] - ETA: 0s - loss: 1421.2808 - logits_profile_predictions_loss: 1387.3821 - logcount_predictions_loss: 0.4682 2421/2421 [==============================] - 1430s 591ms/step - loss: 1421.2822 - logits_profile_predictions_loss: 1387.3837 - logcount_predictions_loss: 0.4682 - val_loss: 1578.9257 - val_logits_profile_predictions_loss: 1547.2034 - val_logcount_predictions_loss: 0.4382 Epoch 00005: val_loss improved from 1584.17676 to 1578.92566, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 6/50 1/2421 [..............................] - ETA: 23:38 - loss: 1318.5962 - logits_profile_predictions_loss: 1292.9612 - logcount_predictions_loss: 0.3541 2/2421 [..............................] - ETA: 22:47 - loss: 1364.4106 - logits_profile_predictions_loss: 1338.2787 - logcount_predictions_loss: 0.3609 3/2421 [..............................] - ETA: 22:45 - loss: 1354.4032 - logits_profile_predictions_loss: 1326.4629 - logcount_predictions_loss: 0.3859 4/2421 [..............................] - ETA: 22:44 - loss: 1350.7991 - logits_profile_predictions_loss: 1322.0711 - logcount_predictions_loss: 0.3968 5/2421 [..............................] - ETA: 22:44 - loss: 1356.5486 - logits_profile_predictions_loss: 1327.1036 - logcount_predictions_loss: 0.4067 6/2421 [..............................] - ETA: 22:43 - loss: 1361.7770 - logits_profile_predictions_loss: 1331.5252 - logcount_predictions_loss: 0.4178 7/2421 [..............................] - ETA: 22:43 - loss: 1368.3277 - logits_profile_predictions_loss: 1337.5485 - logcount_predictions_loss: 0.4251 8/2421 [..............................] - ETA: 22:42 - loss: 1370.5750 - logits_profile_predictions_loss: 1339.4808 - logcount_predictions_loss: 0.4295 9/2421 [..............................] - ETA: 22:42 - loss: 1370.9802 - 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16/2421 [..............................] - ETA: 22:38 - loss: 1373.0405 - logits_profile_predictions_loss: 1340.5846 - logcount_predictions_loss: 0.4483 17/2421 [..............................] - ETA: 22:37 - loss: 1373.4362 - logits_profile_predictions_loss: 1340.9378 - logcount_predictions_loss: 0.4489 18/2421 [..............................] - ETA: 22:37 - loss: 1373.3160 - logits_profile_predictions_loss: 1340.7887 - logcount_predictions_loss: 0.4493 19/2421 [..............................] - ETA: 22:36 - loss: 1373.2725 - logits_profile_predictions_loss: 1340.7188 - logcount_predictions_loss: 0.4496 20/2421 [..............................] - ETA: 22:36 - loss: 1373.0027 - logits_profile_predictions_loss: 1340.4245 - logcount_predictions_loss: 0.4500 21/2421 [..............................] - ETA: 22:35 - loss: 1373.0702 - logits_profile_predictions_loss: 1340.4543 - logcount_predictions_loss: 0.4505 22/2421 [..............................] - ETA: 22:35 - loss: 1373.1898 - 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loss: 1412.0753 - logits_profile_predictions_loss: 1379.3298 - logcount_predictions_loss: 0.4523 2415/2421 [============================>.] - ETA: 3s - loss: 1412.0762 - logits_profile_predictions_loss: 1379.3309 - logcount_predictions_loss: 0.4523 2416/2421 [============================>.] - ETA: 2s - loss: 1412.0771 - logits_profile_predictions_loss: 1379.3319 - logcount_predictions_loss: 0.4523 2417/2421 [============================>.] - ETA: 2s - loss: 1412.0780 - logits_profile_predictions_loss: 1379.3330 - logcount_predictions_loss: 0.4523 2418/2421 [============================>.] - ETA: 1s - loss: 1412.0789 - logits_profile_predictions_loss: 1379.3340 - logcount_predictions_loss: 0.4523 2419/2421 [============================>.] - ETA: 1s - loss: 1412.0798 - logits_profile_predictions_loss: 1379.3350 - logcount_predictions_loss: 0.4523 2420/2421 [============================>.] - ETA: 0s - loss: 1412.0806 - logits_profile_predictions_loss: 1379.3361 - logcount_predictions_loss: 0.4523 2421/2421 [==============================] - ETA: 0s - loss: 1412.0815 - logits_profile_predictions_loss: 1379.3371 - logcount_predictions_loss: 0.4523 2421/2421 [==============================] - 1432s 591ms/step - loss: 1412.0824 - logits_profile_predictions_loss: 1379.3381 - logcount_predictions_loss: 0.4523 - val_loss: 1577.6825 - val_logits_profile_predictions_loss: 1543.4520 - val_logcount_predictions_loss: 0.4728 Epoch 00006: val_loss improved from 1578.92566 to 1577.68250, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 7/50 1/2421 [..............................] - ETA: 23:32 - loss: 1462.7937 - logits_profile_predictions_loss: 1425.5010 - logcount_predictions_loss: 0.5151 2/2421 [..............................] - ETA: 22:44 - loss: 1418.1002 - logits_profile_predictions_loss: 1382.0156 - logcount_predictions_loss: 0.4984 3/2421 [..............................] - ETA: 22:43 - loss: 1402.2343 - logits_profile_predictions_loss: 1367.3415 - logcount_predictions_loss: 0.4819 4/2421 [..............................] - ETA: 22:43 - loss: 1387.5461 - logits_profile_predictions_loss: 1353.3440 - logcount_predictions_loss: 0.4724 5/2421 [..............................] - ETA: 22:42 - loss: 1380.3753 - logits_profile_predictions_loss: 1346.3866 - logcount_predictions_loss: 0.4695 6/2421 [..............................] - ETA: 22:42 - loss: 1372.5632 - logits_profile_predictions_loss: 1338.6859 - logcount_predictions_loss: 0.4679 7/2421 [..............................] - ETA: 22:41 - loss: 1368.3030 - logits_profile_predictions_loss: 1334.6371 - logcount_predictions_loss: 0.4650 8/2421 [..............................] - ETA: 22:41 - loss: 1368.4117 - logits_profile_predictions_loss: 1334.6019 - logcount_predictions_loss: 0.4670 9/2421 [..............................] - ETA: 22:40 - loss: 1368.3117 - logits_profile_predictions_loss: 1334.4456 - logcount_predictions_loss: 0.4678 10/2421 [..............................] - ETA: 22:39 - loss: 1367.9011 - logits_profile_predictions_loss: 1333.9730 - logcount_predictions_loss: 0.4686 11/2421 [..............................] - ETA: 22:39 - loss: 1366.4889 - logits_profile_predictions_loss: 1332.5267 - logcount_predictions_loss: 0.4691 12/2421 [..............................] - ETA: 22:39 - loss: 1365.2511 - logits_profile_predictions_loss: 1331.3583 - logcount_predictions_loss: 0.4681 13/2421 [..............................] - ETA: 22:38 - loss: 1364.5537 - logits_profile_predictions_loss: 1330.6611 - logcount_predictions_loss: 0.4681 14/2421 [..............................] - ETA: 22:37 - loss: 1364.0586 - logits_profile_predictions_loss: 1330.1679 - logcount_predictions_loss: 0.4681 15/2421 [..............................] - ETA: 22:37 - loss: 1363.6955 - logits_profile_predictions_loss: 1329.8335 - logcount_predictions_loss: 0.4677 16/2421 [..............................] - ETA: 22:36 - loss: 1363.2088 - logits_profile_predictions_loss: 1329.4016 - logcount_predictions_loss: 0.4670 17/2421 [..............................] - ETA: 22:36 - loss: 1362.9184 - logits_profile_predictions_loss: 1329.1625 - logcount_predictions_loss: 0.4662 18/2421 [..............................] - ETA: 22:35 - loss: 1362.4693 - logits_profile_predictions_loss: 1328.7733 - logcount_predictions_loss: 0.4654 19/2421 [..............................] - ETA: 22:35 - loss: 1362.1335 - logits_profile_predictions_loss: 1328.4583 - logcount_predictions_loss: 0.4651 20/2421 [..............................] - ETA: 22:34 - loss: 1362.1748 - logits_profile_predictions_loss: 1328.5351 - logcount_predictions_loss: 0.4646 21/2421 [..............................] - ETA: 22:34 - loss: 1362.3856 - logits_profile_predictions_loss: 1328.7913 - logcount_predictions_loss: 0.4640 22/2421 [..............................] - ETA: 22:33 - loss: 1362.5971 - 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logcount_predictions_loss: 0.4412 2369/2421 [============================>.] - ETA: 29s - loss: 1399.9191 - logits_profile_predictions_loss: 1367.9728 - logcount_predictions_loss: 0.4412 2370/2421 [============================>.] - ETA: 28s - loss: 1399.9209 - logits_profile_predictions_loss: 1367.9748 - logcount_predictions_loss: 0.4412 2371/2421 [============================>.] - ETA: 28s - loss: 1399.9226 - logits_profile_predictions_loss: 1367.9768 - logcount_predictions_loss: 0.4412 2372/2421 [============================>.] - ETA: 27s - loss: 1399.9243 - logits_profile_predictions_loss: 1367.9787 - logcount_predictions_loss: 0.4412 2373/2421 [============================>.] - ETA: 27s - loss: 1399.9260 - logits_profile_predictions_loss: 1367.9806 - logcount_predictions_loss: 0.4412 2374/2421 [============================>.] - ETA: 26s - loss: 1399.9276 - logits_profile_predictions_loss: 1367.9825 - logcount_predictions_loss: 0.4412 2375/2421 [============================>.] - ETA: 25s - loss: 1399.9293 - logits_profile_predictions_loss: 1367.9844 - logcount_predictions_loss: 0.4412 2376/2421 [============================>.] - ETA: 25s - loss: 1399.9310 - logits_profile_predictions_loss: 1367.9864 - logcount_predictions_loss: 0.4412 2377/2421 [============================>.] - ETA: 24s - loss: 1399.9327 - logits_profile_predictions_loss: 1367.9883 - logcount_predictions_loss: 0.4412 2378/2421 [============================>.] - ETA: 24s - loss: 1399.9344 - logits_profile_predictions_loss: 1367.9902 - logcount_predictions_loss: 0.4412 2379/2421 [============================>.] - ETA: 23s - loss: 1399.9361 - logits_profile_predictions_loss: 1367.9921 - logcount_predictions_loss: 0.4412 2380/2421 [============================>.] - ETA: 23s - loss: 1399.9378 - logits_profile_predictions_loss: 1367.9941 - logcount_predictions_loss: 0.4412 2381/2421 [============================>.] - ETA: 22s - loss: 1399.9395 - logits_profile_predictions_loss: 1367.9960 - 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ETA: 18s - loss: 1399.9513 - logits_profile_predictions_loss: 1368.0096 - logcount_predictions_loss: 0.4412 2389/2421 [============================>.] - ETA: 18s - loss: 1399.9531 - logits_profile_predictions_loss: 1368.0115 - logcount_predictions_loss: 0.4412 2390/2421 [============================>.] - ETA: 17s - loss: 1399.9547 - logits_profile_predictions_loss: 1368.0134 - logcount_predictions_loss: 0.4412 2391/2421 [============================>.] - ETA: 16s - loss: 1399.9564 - logits_profile_predictions_loss: 1368.0154 - logcount_predictions_loss: 0.4412 2392/2421 [============================>.] - ETA: 16s - loss: 1399.9581 - logits_profile_predictions_loss: 1368.0173 - logcount_predictions_loss: 0.4412 2393/2421 [============================>.] - ETA: 15s - loss: 1399.9598 - logits_profile_predictions_loss: 1368.0192 - logcount_predictions_loss: 0.4412 2394/2421 [============================>.] - ETA: 15s - loss: 1399.9614 - logits_profile_predictions_loss: 1368.0211 - logcount_predictions_loss: 0.4412 2395/2421 [============================>.] - ETA: 14s - loss: 1399.9631 - logits_profile_predictions_loss: 1368.0230 - logcount_predictions_loss: 0.4412 2396/2421 [============================>.] - ETA: 14s - loss: 1399.9647 - logits_profile_predictions_loss: 1368.0249 - logcount_predictions_loss: 0.4412 2397/2421 [============================>.] - ETA: 13s - loss: 1399.9664 - logits_profile_predictions_loss: 1368.0268 - logcount_predictions_loss: 0.4412 2398/2421 [============================>.] - ETA: 12s - loss: 1399.9681 - logits_profile_predictions_loss: 1368.0287 - logcount_predictions_loss: 0.4411 2399/2421 [============================>.] - ETA: 12s - loss: 1399.9697 - logits_profile_predictions_loss: 1368.0305 - logcount_predictions_loss: 0.4411 2400/2421 [============================>.] - ETA: 11s - loss: 1399.9713 - logits_profile_predictions_loss: 1368.0324 - logcount_predictions_loss: 0.4411 2401/2421 [============================>.] - ETA: 11s - loss: 1399.9730 - logits_profile_predictions_loss: 1368.0343 - logcount_predictions_loss: 0.4411 2402/2421 [============================>.] - ETA: 10s - loss: 1399.9746 - logits_profile_predictions_loss: 1368.0361 - logcount_predictions_loss: 0.4411 2403/2421 [============================>.] - ETA: 10s - loss: 1399.9763 - logits_profile_predictions_loss: 1368.0381 - logcount_predictions_loss: 0.4411 2404/2421 [============================>.] - ETA: 9s - loss: 1399.9779 - logits_profile_predictions_loss: 1368.0400 - logcount_predictions_loss: 0.4411  2405/2421 [============================>.] - ETA: 9s - loss: 1399.9796 - logits_profile_predictions_loss: 1368.0418 - logcount_predictions_loss: 0.4411 2406/2421 [============================>.] - ETA: 8s - loss: 1399.9812 - logits_profile_predictions_loss: 1368.0437 - logcount_predictions_loss: 0.4411 2407/2421 [============================>.] - ETA: 7s - loss: 1399.9828 - logits_profile_predictions_loss: 1368.0456 - logcount_predictions_loss: 0.4411 2408/2421 [============================>.] - ETA: 7s - loss: 1399.9844 - logits_profile_predictions_loss: 1368.0474 - logcount_predictions_loss: 0.4411 2409/2421 [============================>.] - ETA: 6s - loss: 1399.9860 - logits_profile_predictions_loss: 1368.0493 - logcount_predictions_loss: 0.4411 2410/2421 [============================>.] - ETA: 6s - loss: 1399.9876 - logits_profile_predictions_loss: 1368.0511 - logcount_predictions_loss: 0.4411 2411/2421 [============================>.] - ETA: 5s - loss: 1399.9892 - logits_profile_predictions_loss: 1368.0529 - logcount_predictions_loss: 0.4411 2412/2421 [============================>.] - ETA: 5s - loss: 1399.9908 - logits_profile_predictions_loss: 1368.0547 - logcount_predictions_loss: 0.4411 2413/2421 [============================>.] - ETA: 4s - loss: 1399.9924 - logits_profile_predictions_loss: 1368.0566 - logcount_predictions_loss: 0.4411 2414/2421 [============================>.] - ETA: 3s - loss: 1399.9939 - logits_profile_predictions_loss: 1368.0584 - logcount_predictions_loss: 0.4411 2415/2421 [============================>.] - ETA: 3s - loss: 1399.9955 - logits_profile_predictions_loss: 1368.0602 - logcount_predictions_loss: 0.4411 2416/2421 [============================>.] - ETA: 2s - loss: 1399.9971 - logits_profile_predictions_loss: 1368.0620 - logcount_predictions_loss: 0.4411 2417/2421 [============================>.] - ETA: 2s - loss: 1399.9987 - logits_profile_predictions_loss: 1368.0639 - logcount_predictions_loss: 0.4411 2418/2421 [============================>.] - ETA: 1s - loss: 1400.0003 - logits_profile_predictions_loss: 1368.0657 - logcount_predictions_loss: 0.4411 2419/2421 [============================>.] - ETA: 1s - loss: 1400.0019 - logits_profile_predictions_loss: 1368.0675 - logcount_predictions_loss: 0.4411 2420/2421 [============================>.] - ETA: 0s - loss: 1400.0034 - logits_profile_predictions_loss: 1368.0693 - logcount_predictions_loss: 0.4411 2421/2421 [==============================] - ETA: 0s - loss: 1400.0049 - logits_profile_predictions_loss: 1368.0710 - logcount_predictions_loss: 0.4411 2421/2421 [==============================] - 1430s 591ms/step - loss: 1400.0065 - logits_profile_predictions_loss: 1368.0728 - logcount_predictions_loss: 0.4411 - val_loss: 1579.2883 - val_logits_profile_predictions_loss: 1547.8666 - val_logcount_predictions_loss: 0.4340 Epoch 00007: val_loss did not improve from 1577.68250 Epoch 8/50 1/2421 [..............................] - ETA: 23:47 - loss: 1288.6068 - logits_profile_predictions_loss: 1262.9810 - logcount_predictions_loss: 0.3539 2/2421 [..............................] - ETA: 22:44 - loss: 1328.2541 - logits_profile_predictions_loss: 1302.5703 - logcount_predictions_loss: 0.3547 3/2421 [..............................] - ETA: 22:45 - loss: 1346.9725 - logits_profile_predictions_loss: 1320.1547 - logcount_predictions_loss: 0.3704 4/2421 [..............................] - ETA: 22:44 - loss: 1351.6476 - logits_profile_predictions_loss: 1324.5259 - logcount_predictions_loss: 0.3746 5/2421 [..............................] - ETA: 22:43 - loss: 1357.6906 - logits_profile_predictions_loss: 1330.4422 - logcount_predictions_loss: 0.3764 6/2421 [..............................] - ETA: 22:42 - loss: 1363.7159 - logits_profile_predictions_loss: 1336.3264 - logcount_predictions_loss: 0.3783 7/2421 [..............................] - ETA: 22:42 - loss: 1372.5068 - logits_profile_predictions_loss: 1345.0429 - logcount_predictions_loss: 0.3793 8/2421 [..............................] - ETA: 22:41 - loss: 1378.7689 - logits_profile_predictions_loss: 1351.0197 - logcount_predictions_loss: 0.3833 9/2421 [..............................] - ETA: 22:40 - loss: 1383.5410 - logits_profile_predictions_loss: 1355.5226 - logcount_predictions_loss: 0.3870 10/2421 [..............................] - ETA: 22:40 - loss: 1387.8552 - logits_profile_predictions_loss: 1359.5853 - logcount_predictions_loss: 0.3905 11/2421 [..............................] - ETA: 22:39 - loss: 1391.0652 - logits_profile_predictions_loss: 1362.6156 - logcount_predictions_loss: 0.3930 12/2421 [..............................] - ETA: 22:39 - loss: 1393.3194 - logits_profile_predictions_loss: 1364.7605 - logcount_predictions_loss: 0.3945 13/2421 [..............................] - ETA: 22:38 - loss: 1394.6465 - logits_profile_predictions_loss: 1365.9326 - logcount_predictions_loss: 0.3966 14/2421 [..............................] - ETA: 22:38 - loss: 1395.6012 - logits_profile_predictions_loss: 1366.7468 - logcount_predictions_loss: 0.3985 15/2421 [..............................] - ETA: 22:37 - loss: 1396.3751 - logits_profile_predictions_loss: 1367.4486 - logcount_predictions_loss: 0.3995 16/2421 [..............................] - ETA: 22:36 - loss: 1397.6077 - logits_profile_predictions_loss: 1368.6143 - logcount_predictions_loss: 0.4005 17/2421 [..............................] - ETA: 22:36 - loss: 1398.9006 - logits_profile_predictions_loss: 1369.8267 - logcount_predictions_loss: 0.4016 18/2421 [..............................] - ETA: 22:35 - loss: 1399.8678 - logits_profile_predictions_loss: 1370.7202 - logcount_predictions_loss: 0.4026 19/2421 [..............................] - ETA: 22:35 - loss: 1400.7825 - logits_profile_predictions_loss: 1371.5572 - logcount_predictions_loss: 0.4037 20/2421 [..............................] - ETA: 22:34 - loss: 1401.3950 - logits_profile_predictions_loss: 1372.0958 - logcount_predictions_loss: 0.4047 21/2421 [..............................] - ETA: 22:34 - loss: 1401.4955 - logits_profile_predictions_loss: 1372.1330 - logcount_predictions_loss: 0.4056 22/2421 [..............................] - ETA: 22:33 - loss: 1401.5580 - logits_profile_predictions_loss: 1372.1518 - logcount_predictions_loss: 0.4062 23/2421 [..............................] - ETA: 22:32 - loss: 1401.9740 - logits_profile_predictions_loss: 1372.5230 - logcount_predictions_loss: 0.4068 24/2421 [..............................] - ETA: 22:32 - loss: 1402.5466 - logits_profile_predictions_loss: 1373.0496 - logcount_predictions_loss: 0.4074 25/2421 [..............................] - ETA: 22:31 - loss: 1403.0877 - logits_profile_predictions_loss: 1373.5596 - logcount_predictions_loss: 0.4078 26/2421 [..............................] - ETA: 22:31 - loss: 1403.4674 - logits_profile_predictions_loss: 1373.9163 - logcount_predictions_loss: 0.4082 27/2421 [..............................] - ETA: 22:30 - loss: 1403.8758 - logits_profile_predictions_loss: 1374.2987 - logcount_predictions_loss: 0.4085 28/2421 [..............................] - ETA: 22:30 - loss: 1404.2264 - logits_profile_predictions_loss: 1374.6329 - logcount_predictions_loss: 0.4087 29/2421 [..............................] - ETA: 22:29 - loss: 1404.4829 - logits_profile_predictions_loss: 1374.8854 - logcount_predictions_loss: 0.4088 30/2421 [..............................] - ETA: 22:29 - loss: 1404.6524 - logits_profile_predictions_loss: 1375.0550 - logcount_predictions_loss: 0.4088 31/2421 [..............................] - ETA: 22:28 - loss: 1404.7968 - logits_profile_predictions_loss: 1375.2009 - logcount_predictions_loss: 0.4088 32/2421 [..............................] - ETA: 22:28 - loss: 1405.0445 - logits_profile_predictions_loss: 1375.4487 - logcount_predictions_loss: 0.4088 33/2421 [..............................] - ETA: 22:27 - loss: 1405.1564 - logits_profile_predictions_loss: 1375.5634 - logcount_predictions_loss: 0.4087 34/2421 [..............................] - ETA: 22:26 - loss: 1405.1961 - logits_profile_predictions_loss: 1375.6142 - logcount_predictions_loss: 0.4086 35/2421 [..............................] - ETA: 22:26 - loss: 1405.2646 - logits_profile_predictions_loss: 1375.6982 - logcount_predictions_loss: 0.4084 36/2421 [..............................] - ETA: 22:25 - loss: 1405.3358 - 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- logcount_predictions_loss: 0.4018 404/2421 [====>.........................] - ETA: 18:58 - loss: 1395.6633 - logits_profile_predictions_loss: 1366.5752 - logcount_predictions_loss: 0.4018 405/2421 [====>.........................] - ETA: 18:58 - loss: 1395.6508 - logits_profile_predictions_loss: 1366.5615 - logcount_predictions_loss: 0.4018 406/2421 [====>.........................] - ETA: 18:57 - loss: 1395.6379 - logits_profile_predictions_loss: 1366.5474 - logcount_predictions_loss: 0.4018 407/2421 [====>.........................] - ETA: 18:56 - loss: 1395.6254 - logits_profile_predictions_loss: 1366.5338 - logcount_predictions_loss: 0.4018 408/2421 [====>.........................] - ETA: 18:56 - loss: 1395.6126 - logits_profile_predictions_loss: 1366.5197 - logcount_predictions_loss: 0.4018 409/2421 [====>.........................] - ETA: 18:55 - loss: 1395.6000 - logits_profile_predictions_loss: 1366.5060 - logcount_predictions_loss: 0.4018 410/2421 [====>.........................] - ETA: 18:55 - loss: 1395.5878 - logits_profile_predictions_loss: 1366.4925 - logcount_predictions_loss: 0.4019 411/2421 [====>.........................] - ETA: 18:54 - loss: 1395.5747 - logits_profile_predictions_loss: 1366.4784 - logcount_predictions_loss: 0.4019 412/2421 [====>.........................] - ETA: 18:54 - loss: 1395.5621 - logits_profile_predictions_loss: 1366.4645 - logcount_predictions_loss: 0.4019 413/2421 [====>.........................] - ETA: 18:53 - loss: 1395.5496 - logits_profile_predictions_loss: 1366.4509 - logcount_predictions_loss: 0.4019 414/2421 [====>.........................] - ETA: 18:52 - loss: 1395.5378 - logits_profile_predictions_loss: 1366.4380 - logcount_predictions_loss: 0.4019 415/2421 [====>.........................] - ETA: 18:52 - loss: 1395.5257 - logits_profile_predictions_loss: 1366.4248 - logcount_predictions_loss: 0.4019 416/2421 [====>.........................] - ETA: 18:51 - loss: 1395.5136 - logits_profile_predictions_loss: 1366.4117 - logcount_predictions_loss: 0.4020 417/2421 [====>.........................] - ETA: 18:51 - loss: 1395.5016 - logits_profile_predictions_loss: 1366.3987 - logcount_predictions_loss: 0.4020 418/2421 [====>.........................] - ETA: 18:50 - loss: 1395.4889 - logits_profile_predictions_loss: 1366.3850 - logcount_predictions_loss: 0.4020 419/2421 [====>.........................] - ETA: 18:50 - loss: 1395.4785 - logits_profile_predictions_loss: 1366.3735 - logcount_predictions_loss: 0.4020 420/2421 [====>.........................] - ETA: 18:49 - loss: 1395.4681 - logits_profile_predictions_loss: 1366.3621 - logcount_predictions_loss: 0.4020 421/2421 [====>.........................] - ETA: 18:48 - loss: 1395.4571 - logits_profile_predictions_loss: 1366.3501 - logcount_predictions_loss: 0.4020 422/2421 [====>.........................] - ETA: 18:48 - loss: 1395.4470 - logits_profile_predictions_loss: 1366.3389 - logcount_predictions_loss: 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logcount_predictions_loss: 0.4129 2344/2421 [============================>.] - ETA: 43s - loss: 1393.8709 - logits_profile_predictions_loss: 1363.9804 - logcount_predictions_loss: 0.4129 2345/2421 [============================>.] - ETA: 42s - loss: 1393.8718 - logits_profile_predictions_loss: 1363.9811 - logcount_predictions_loss: 0.4129 2346/2421 [============================>.] - ETA: 42s - loss: 1393.8727 - logits_profile_predictions_loss: 1363.9817 - logcount_predictions_loss: 0.4129 2347/2421 [============================>.] - ETA: 41s - loss: 1393.8736 - logits_profile_predictions_loss: 1363.9824 - logcount_predictions_loss: 0.4129 2348/2421 [============================>.] - ETA: 41s - loss: 1393.8745 - logits_profile_predictions_loss: 1363.9831 - logcount_predictions_loss: 0.4129 2349/2421 [============================>.] - ETA: 40s - loss: 1393.8754 - logits_profile_predictions_loss: 1363.9838 - logcount_predictions_loss: 0.4129 2350/2421 [============================>.] - ETA: 40s - loss: 1393.8764 - logits_profile_predictions_loss: 1363.9845 - logcount_predictions_loss: 0.4129 2351/2421 [============================>.] - ETA: 39s - loss: 1393.8773 - logits_profile_predictions_loss: 1363.9852 - logcount_predictions_loss: 0.4129 2352/2421 [============================>.] - ETA: 38s - loss: 1393.8782 - logits_profile_predictions_loss: 1363.9859 - logcount_predictions_loss: 0.4129 2353/2421 [============================>.] - ETA: 38s - loss: 1393.8792 - logits_profile_predictions_loss: 1363.9866 - logcount_predictions_loss: 0.4129 2354/2421 [============================>.] - ETA: 37s - loss: 1393.8801 - logits_profile_predictions_loss: 1363.9873 - logcount_predictions_loss: 0.4129 2355/2421 [============================>.] - ETA: 37s - loss: 1393.8810 - logits_profile_predictions_loss: 1363.9880 - logcount_predictions_loss: 0.4129 2356/2421 [============================>.] - ETA: 36s - loss: 1393.8820 - logits_profile_predictions_loss: 1363.9887 - logcount_predictions_loss: 0.4129 2357/2421 [============================>.] - ETA: 36s - loss: 1393.8829 - logits_profile_predictions_loss: 1363.9894 - logcount_predictions_loss: 0.4129 2358/2421 [============================>.] - ETA: 35s - loss: 1393.8838 - logits_profile_predictions_loss: 1363.9901 - logcount_predictions_loss: 0.4129 2359/2421 [============================>.] - ETA: 35s - loss: 1393.8847 - logits_profile_predictions_loss: 1363.9907 - logcount_predictions_loss: 0.4129 2360/2421 [============================>.] - ETA: 34s - loss: 1393.8856 - logits_profile_predictions_loss: 1363.9914 - logcount_predictions_loss: 0.4129 2361/2421 [============================>.] - ETA: 33s - loss: 1393.8865 - logits_profile_predictions_loss: 1363.9921 - logcount_predictions_loss: 0.4129 2362/2421 [============================>.] - ETA: 33s - loss: 1393.8874 - logits_profile_predictions_loss: 1363.9928 - logcount_predictions_loss: 0.4129 2363/2421 [============================>.] - 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logcount_predictions_loss: 0.4129 2370/2421 [============================>.] - ETA: 28s - loss: 1393.8949 - logits_profile_predictions_loss: 1363.9985 - logcount_predictions_loss: 0.4129 2371/2421 [============================>.] - ETA: 28s - loss: 1393.8959 - logits_profile_predictions_loss: 1363.9993 - logcount_predictions_loss: 0.4129 2372/2421 [============================>.] - ETA: 27s - loss: 1393.8968 - logits_profile_predictions_loss: 1364.0000 - logcount_predictions_loss: 0.4129 2373/2421 [============================>.] - ETA: 27s - loss: 1393.8978 - logits_profile_predictions_loss: 1364.0007 - logcount_predictions_loss: 0.4129 2374/2421 [============================>.] - ETA: 26s - loss: 1393.8987 - logits_profile_predictions_loss: 1364.0014 - logcount_predictions_loss: 0.4129 2375/2421 [============================>.] - ETA: 25s - loss: 1393.8996 - logits_profile_predictions_loss: 1364.0022 - logcount_predictions_loss: 0.4130 2376/2421 [============================>.] - ETA: 25s - loss: 1393.9005 - logits_profile_predictions_loss: 1364.0029 - logcount_predictions_loss: 0.4130 2377/2421 [============================>.] - ETA: 24s - loss: 1393.9015 - logits_profile_predictions_loss: 1364.0036 - logcount_predictions_loss: 0.4130 2378/2421 [============================>.] - ETA: 24s - loss: 1393.9024 - logits_profile_predictions_loss: 1364.0042 - logcount_predictions_loss: 0.4130 2379/2421 [============================>.] - ETA: 23s - loss: 1393.9032 - logits_profile_predictions_loss: 1364.0049 - logcount_predictions_loss: 0.4130 2380/2421 [============================>.] - ETA: 23s - loss: 1393.9041 - logits_profile_predictions_loss: 1364.0056 - logcount_predictions_loss: 0.4130 2381/2421 [============================>.] - ETA: 22s - loss: 1393.9050 - logits_profile_predictions_loss: 1364.0062 - logcount_predictions_loss: 0.4130 2382/2421 [============================>.] - ETA: 22s - loss: 1393.9058 - logits_profile_predictions_loss: 1364.0069 - logcount_predictions_loss: 0.4130 2383/2421 [============================>.] - ETA: 21s - loss: 1393.9067 - logits_profile_predictions_loss: 1364.0075 - logcount_predictions_loss: 0.4130 2384/2421 [============================>.] - ETA: 20s - loss: 1393.9075 - logits_profile_predictions_loss: 1364.0081 - logcount_predictions_loss: 0.4130 2385/2421 [============================>.] - ETA: 20s - loss: 1393.9084 - logits_profile_predictions_loss: 1364.0088 - logcount_predictions_loss: 0.4130 2386/2421 [============================>.] - ETA: 19s - loss: 1393.9093 - logits_profile_predictions_loss: 1364.0095 - logcount_predictions_loss: 0.4130 2387/2421 [============================>.] - ETA: 19s - loss: 1393.9102 - logits_profile_predictions_loss: 1364.0102 - logcount_predictions_loss: 0.4130 2388/2421 [============================>.] - ETA: 18s - loss: 1393.9111 - logits_profile_predictions_loss: 1364.0109 - logcount_predictions_loss: 0.4130 2389/2421 [============================>.] - ETA: 18s - loss: 1393.9120 - logits_profile_predictions_loss: 1364.0116 - logcount_predictions_loss: 0.4130 2390/2421 [============================>.] - ETA: 17s - loss: 1393.9129 - logits_profile_predictions_loss: 1364.0123 - logcount_predictions_loss: 0.4130 2391/2421 [============================>.] - ETA: 16s - loss: 1393.9138 - logits_profile_predictions_loss: 1364.0129 - logcount_predictions_loss: 0.4130 2392/2421 [============================>.] - ETA: 16s - loss: 1393.9147 - logits_profile_predictions_loss: 1364.0137 - logcount_predictions_loss: 0.4130 2393/2421 [============================>.] - ETA: 15s - loss: 1393.9157 - logits_profile_predictions_loss: 1364.0144 - logcount_predictions_loss: 0.4130 2394/2421 [============================>.] - ETA: 15s - loss: 1393.9167 - logits_profile_predictions_loss: 1364.0152 - logcount_predictions_loss: 0.4130 2395/2421 [============================>.] - ETA: 14s - loss: 1393.9177 - logits_profile_predictions_loss: 1364.0160 - logcount_predictions_loss: 0.4130 2396/2421 [============================>.] - ETA: 14s - loss: 1393.9187 - logits_profile_predictions_loss: 1364.0168 - logcount_predictions_loss: 0.4130 2397/2421 [============================>.] - ETA: 13s - loss: 1393.9197 - logits_profile_predictions_loss: 1364.0176 - logcount_predictions_loss: 0.4130 2398/2421 [============================>.] - ETA: 12s - loss: 1393.9207 - logits_profile_predictions_loss: 1364.0184 - logcount_predictions_loss: 0.4130 2399/2421 [============================>.] - ETA: 12s - loss: 1393.9217 - logits_profile_predictions_loss: 1364.0191 - logcount_predictions_loss: 0.4130 2400/2421 [============================>.] - ETA: 11s - loss: 1393.9227 - logits_profile_predictions_loss: 1364.0199 - logcount_predictions_loss: 0.4130 2401/2421 [============================>.] - ETA: 11s - loss: 1393.9237 - logits_profile_predictions_loss: 1364.0207 - logcount_predictions_loss: 0.4130 2402/2421 [============================>.] - ETA: 10s - loss: 1393.9246 - logits_profile_predictions_loss: 1364.0215 - logcount_predictions_loss: 0.4130 2403/2421 [============================>.] - ETA: 10s - loss: 1393.9256 - logits_profile_predictions_loss: 1364.0222 - logcount_predictions_loss: 0.4130 2404/2421 [============================>.] - ETA: 9s - loss: 1393.9265 - logits_profile_predictions_loss: 1364.0229 - logcount_predictions_loss: 0.4130  2405/2421 [============================>.] - ETA: 9s - loss: 1393.9275 - logits_profile_predictions_loss: 1364.0237 - logcount_predictions_loss: 0.4130 2406/2421 [============================>.] - ETA: 8s - loss: 1393.9284 - logits_profile_predictions_loss: 1364.0244 - logcount_predictions_loss: 0.4130 2407/2421 [============================>.] - ETA: 7s - loss: 1393.9294 - logits_profile_predictions_loss: 1364.0252 - logcount_predictions_loss: 0.4130 2408/2421 [============================>.] - ETA: 7s - loss: 1393.9304 - logits_profile_predictions_loss: 1364.0260 - logcount_predictions_loss: 0.4130 2409/2421 [============================>.] - ETA: 6s - loss: 1393.9314 - logits_profile_predictions_loss: 1364.0267 - logcount_predictions_loss: 0.4130 2410/2421 [============================>.] - ETA: 6s - loss: 1393.9323 - logits_profile_predictions_loss: 1364.0275 - logcount_predictions_loss: 0.4131 2411/2421 [============================>.] - ETA: 5s - loss: 1393.9333 - logits_profile_predictions_loss: 1364.0283 - logcount_predictions_loss: 0.4131 2412/2421 [============================>.] - ETA: 5s - loss: 1393.9343 - logits_profile_predictions_loss: 1364.0291 - logcount_predictions_loss: 0.4131 2413/2421 [============================>.] - ETA: 4s - loss: 1393.9353 - logits_profile_predictions_loss: 1364.0299 - logcount_predictions_loss: 0.4131 2414/2421 [============================>.] - ETA: 3s - loss: 1393.9364 - logits_profile_predictions_loss: 1364.0307 - logcount_predictions_loss: 0.4131 2415/2421 [============================>.] - ETA: 3s - loss: 1393.9374 - logits_profile_predictions_loss: 1364.0316 - logcount_predictions_loss: 0.4131 2416/2421 [============================>.] - ETA: 2s - loss: 1393.9385 - logits_profile_predictions_loss: 1364.0324 - logcount_predictions_loss: 0.4131 2417/2421 [============================>.] - ETA: 2s - loss: 1393.9396 - logits_profile_predictions_loss: 1364.0333 - logcount_predictions_loss: 0.4131 2418/2421 [============================>.] - ETA: 1s - loss: 1393.9407 - logits_profile_predictions_loss: 1364.0342 - logcount_predictions_loss: 0.4131 2419/2421 [============================>.] - ETA: 1s - loss: 1393.9418 - logits_profile_predictions_loss: 1364.0351 - logcount_predictions_loss: 0.4131 2420/2421 [============================>.] - ETA: 0s - loss: 1393.9429 - logits_profile_predictions_loss: 1364.0360 - logcount_predictions_loss: 0.4131 2421/2421 [==============================] - ETA: 0s - loss: 1393.9440 - logits_profile_predictions_loss: 1364.0369 - logcount_predictions_loss: 0.4131 2421/2421 [==============================] - 1430s 591ms/step - loss: 1393.9451 - logits_profile_predictions_loss: 1364.0378 - logcount_predictions_loss: 0.4131 - val_loss: 1582.9246 - val_logits_profile_predictions_loss: 1548.8767 - val_logcount_predictions_loss: 0.4703 Epoch 00008: val_loss did not improve from 1577.68250 Epoch 9/50 1/2421 [..............................] - ETA: 23:38 - loss: 1383.7213 - logits_profile_predictions_loss: 1358.5873 - logcount_predictions_loss: 0.3472 2/2421 [..............................] - ETA: 22:42 - loss: 1327.2221 - logits_profile_predictions_loss: 1296.0773 - logcount_predictions_loss: 0.4302 3/2421 [..............................] - ETA: 22:42 - loss: 1335.9609 - logits_profile_predictions_loss: 1303.6918 - logcount_predictions_loss: 0.4457 4/2421 [..............................] - ETA: 22:42 - loss: 1356.0373 - logits_profile_predictions_loss: 1323.3839 - logcount_predictions_loss: 0.4510 5/2421 [..............................] - ETA: 22:41 - loss: 1365.6080 - logits_profile_predictions_loss: 1333.1326 - logcount_predictions_loss: 0.4486 6/2421 [..............................] - ETA: 22:41 - loss: 1370.8034 - logits_profile_predictions_loss: 1338.6011 - logcount_predictions_loss: 0.4448 7/2421 [..............................] - ETA: 22:41 - loss: 1373.7770 - logits_profile_predictions_loss: 1341.7470 - logcount_predictions_loss: 0.4424 8/2421 [..............................] - ETA: 22:40 - loss: 1374.8579 - logits_profile_predictions_loss: 1343.0340 - logcount_predictions_loss: 0.4396 9/2421 [..............................] - ETA: 22:41 - loss: 1374.8193 - logits_profile_predictions_loss: 1343.1973 - logcount_predictions_loss: 0.4368 10/2421 [..............................] - ETA: 22:40 - loss: 1376.2126 - logits_profile_predictions_loss: 1344.8357 - logcount_predictions_loss: 0.4334 11/2421 [..............................] - ETA: 22:40 - loss: 1376.8958 - logits_profile_predictions_loss: 1345.7023 - logcount_predictions_loss: 0.4308 12/2421 [..............................] - ETA: 22:39 - loss: 1378.3320 - logits_profile_predictions_loss: 1347.2061 - logcount_predictions_loss: 0.4299 13/2421 [..............................] - ETA: 22:38 - loss: 1379.6181 - logits_profile_predictions_loss: 1348.6226 - logcount_predictions_loss: 0.4281 14/2421 [..............................] - ETA: 22:38 - loss: 1380.2978 - logits_profile_predictions_loss: 1349.4329 - logcount_predictions_loss: 0.4263 15/2421 [..............................] - ETA: 22:37 - loss: 1382.0700 - logits_profile_predictions_loss: 1351.3386 - logcount_predictions_loss: 0.4245 16/2421 [..............................] - ETA: 22:37 - loss: 1382.9698 - logits_profile_predictions_loss: 1352.3944 - logcount_predictions_loss: 0.4223 17/2421 [..............................] - ETA: 22:36 - loss: 1384.0617 - logits_profile_predictions_loss: 1353.6419 - logcount_predictions_loss: 0.4202 18/2421 [..............................] - ETA: 22:35 - loss: 1384.5742 - logits_profile_predictions_loss: 1354.3011 - logcount_predictions_loss: 0.4181 19/2421 [..............................] - ETA: 22:35 - loss: 1385.3635 - logits_profile_predictions_loss: 1355.2520 - logcount_predictions_loss: 0.4159 20/2421 [..............................] - ETA: 22:34 - loss: 1386.1170 - logits_profile_predictions_loss: 1356.1638 - logcount_predictions_loss: 0.4137 21/2421 [..............................] - ETA: 22:34 - loss: 1386.9180 - logits_profile_predictions_loss: 1357.0853 - logcount_predictions_loss: 0.4121 22/2421 [..............................] - ETA: 22:33 - loss: 1387.5685 - logits_profile_predictions_loss: 1357.8463 - logcount_predictions_loss: 0.4105 23/2421 [..............................] - ETA: 22:32 - loss: 1387.9980 - logits_profile_predictions_loss: 1358.3714 - logcount_predictions_loss: 0.4092 24/2421 [..............................] - ETA: 22:32 - loss: 1388.3342 - 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31/2421 [..............................] - ETA: 22:28 - loss: 1390.1033 - logits_profile_predictions_loss: 1360.7480 - logcount_predictions_loss: 0.4055 32/2421 [..............................] - ETA: 22:27 - loss: 1390.2951 - logits_profile_predictions_loss: 1360.9627 - logcount_predictions_loss: 0.4051 33/2421 [..............................] - ETA: 22:27 - loss: 1390.2741 - logits_profile_predictions_loss: 1360.9652 - logcount_predictions_loss: 0.4048 34/2421 [..............................] - ETA: 22:26 - loss: 1390.1137 - logits_profile_predictions_loss: 1360.8329 - logcount_predictions_loss: 0.4044 35/2421 [..............................] - ETA: 22:25 - loss: 1389.9916 - logits_profile_predictions_loss: 1360.7326 - logcount_predictions_loss: 0.4041 36/2421 [..............................] - ETA: 22:25 - loss: 1389.9278 - logits_profile_predictions_loss: 1360.6889 - logcount_predictions_loss: 0.4039 37/2421 [..............................] - ETA: 22:24 - loss: 1389.8473 - 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logcount_predictions_loss: 0.4079 2410/2421 [============================>.] - ETA: 6s - loss: 1386.5900 - logits_profile_predictions_loss: 1357.0610 - logcount_predictions_loss: 0.4079 2411/2421 [============================>.] - ETA: 5s - loss: 1386.5913 - logits_profile_predictions_loss: 1357.0623 - logcount_predictions_loss: 0.4079 2412/2421 [============================>.] - ETA: 5s - loss: 1386.5925 - logits_profile_predictions_loss: 1357.0635 - logcount_predictions_loss: 0.4079 2413/2421 [============================>.] - ETA: 4s - loss: 1386.5938 - logits_profile_predictions_loss: 1357.0648 - logcount_predictions_loss: 0.4079 2414/2421 [============================>.] - ETA: 3s - loss: 1386.5951 - logits_profile_predictions_loss: 1357.0661 - logcount_predictions_loss: 0.4079 2415/2421 [============================>.] - ETA: 3s - loss: 1386.5964 - logits_profile_predictions_loss: 1357.0674 - logcount_predictions_loss: 0.4079 2416/2421 [============================>.] - ETA: 2s - loss: 1386.5977 - logits_profile_predictions_loss: 1357.0687 - logcount_predictions_loss: 0.4079 2417/2421 [============================>.] - ETA: 2s - loss: 1386.5990 - logits_profile_predictions_loss: 1357.0701 - logcount_predictions_loss: 0.4079 2418/2421 [============================>.] - ETA: 1s - loss: 1386.6004 - logits_profile_predictions_loss: 1357.0714 - logcount_predictions_loss: 0.4079 2419/2421 [============================>.] - ETA: 1s - loss: 1386.6017 - logits_profile_predictions_loss: 1357.0727 - logcount_predictions_loss: 0.4079 2420/2421 [============================>.] - ETA: 0s - loss: 1386.6030 - logits_profile_predictions_loss: 1357.0740 - logcount_predictions_loss: 0.4079 2421/2421 [==============================] - ETA: 0s - loss: 1386.6043 - logits_profile_predictions_loss: 1357.0753 - logcount_predictions_loss: 0.4079 2421/2421 [==============================] - 1430s 591ms/step - loss: 1386.6056 - logits_profile_predictions_loss: 1357.0767 - logcount_predictions_loss: 0.4079 - val_loss: 1575.7802 - val_logits_profile_predictions_loss: 1545.5286 - val_logcount_predictions_loss: 0.4178 Epoch 00009: val_loss improved from 1577.68250 to 1575.78015, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 10/50 1/2421 [..............................] - ETA: 23:47 - loss: 1421.3102 - logits_profile_predictions_loss: 1392.0439 - logcount_predictions_loss: 0.4042 2/2421 [..............................] - ETA: 22:45 - loss: 1452.4225 - logits_profile_predictions_loss: 1424.4832 - logcount_predictions_loss: 0.3859 3/2421 [..............................] - ETA: 22:44 - loss: 1438.4932 - logits_profile_predictions_loss: 1410.5085 - logcount_predictions_loss: 0.3865 4/2421 [..............................] - ETA: 22:43 - loss: 1427.1024 - logits_profile_predictions_loss: 1399.3045 - logcount_predictions_loss: 0.3839 5/2421 [..............................] - ETA: 22:42 - loss: 1414.1701 - logits_profile_predictions_loss: 1386.4537 - logcount_predictions_loss: 0.3828 6/2421 [..............................] - ETA: 22:42 - loss: 1405.4633 - logits_profile_predictions_loss: 1377.5911 - logcount_predictions_loss: 0.3850 7/2421 [..............................] - ETA: 22:41 - loss: 1399.2627 - logits_profile_predictions_loss: 1371.3605 - logcount_predictions_loss: 0.3854 8/2421 [..............................] - ETA: 22:41 - loss: 1393.4744 - logits_profile_predictions_loss: 1365.4865 - logcount_predictions_loss: 0.3866 9/2421 [..............................] - ETA: 22:40 - loss: 1391.1785 - logits_profile_predictions_loss: 1363.1061 - logcount_predictions_loss: 0.3877 10/2421 [..............................] - ETA: 22:40 - loss: 1389.5394 - logits_profile_predictions_loss: 1361.4093 - logcount_predictions_loss: 0.3885 11/2421 [..............................] - ETA: 22:39 - loss: 1388.7487 - logits_profile_predictions_loss: 1360.6038 - logcount_predictions_loss: 0.3887 12/2421 [..............................] - ETA: 22:39 - loss: 1387.7341 - logits_profile_predictions_loss: 1359.5516 - logcount_predictions_loss: 0.3893 13/2421 [..............................] - ETA: 22:38 - loss: 1386.7664 - logits_profile_predictions_loss: 1358.5260 - logcount_predictions_loss: 0.3901 14/2421 [..............................] - ETA: 22:38 - loss: 1386.9711 - logits_profile_predictions_loss: 1358.6692 - logcount_predictions_loss: 0.3909 15/2421 [..............................] - ETA: 22:37 - loss: 1386.8726 - logits_profile_predictions_loss: 1358.5432 - logcount_predictions_loss: 0.3913 16/2421 [..............................] - ETA: 22:36 - loss: 1385.9961 - logits_profile_predictions_loss: 1357.6581 - logcount_predictions_loss: 0.3914 17/2421 [..............................] - ETA: 22:36 - loss: 1386.0705 - logits_profile_predictions_loss: 1357.7318 - logcount_predictions_loss: 0.3914 18/2421 [..............................] - ETA: 22:35 - loss: 1385.4982 - logits_profile_predictions_loss: 1357.1741 - logcount_predictions_loss: 0.3912 19/2421 [..............................] - ETA: 22:35 - loss: 1384.7887 - logits_profile_predictions_loss: 1356.4668 - logcount_predictions_loss: 0.3912 20/2421 [..............................] - ETA: 22:34 - loss: 1384.3277 - logits_profile_predictions_loss: 1356.0175 - logcount_predictions_loss: 0.3910 21/2421 [..............................] - ETA: 22:34 - loss: 1383.6261 - logits_profile_predictions_loss: 1355.3161 - logcount_predictions_loss: 0.3910 22/2421 [..............................] - ETA: 22:33 - loss: 1382.6948 - logits_profile_predictions_loss: 1354.3911 - logcount_predictions_loss: 0.3909 23/2421 [..............................] - ETA: 22:33 - loss: 1381.8747 - logits_profile_predictions_loss: 1353.5616 - logcount_predictions_loss: 0.3911 24/2421 [..............................] - ETA: 22:32 - loss: 1381.1096 - 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- logcount_predictions_loss: 0.4018 405/2421 [====>.........................] - ETA: 18:57 - loss: 1382.9546 - logits_profile_predictions_loss: 1353.8629 - logcount_predictions_loss: 0.4018 406/2421 [====>.........................] - ETA: 18:57 - loss: 1382.9483 - logits_profile_predictions_loss: 1353.8578 - logcount_predictions_loss: 0.4018 407/2421 [====>.........................] - ETA: 18:56 - loss: 1382.9417 - logits_profile_predictions_loss: 1353.8522 - logcount_predictions_loss: 0.4018 408/2421 [====>.........................] - ETA: 18:56 - loss: 1382.9351 - logits_profile_predictions_loss: 1353.8467 - logcount_predictions_loss: 0.4018 409/2421 [====>.........................] - ETA: 18:55 - loss: 1382.9297 - logits_profile_predictions_loss: 1353.8423 - logcount_predictions_loss: 0.4018 410/2421 [====>.........................] - ETA: 18:55 - loss: 1382.9246 - logits_profile_predictions_loss: 1353.8384 - logcount_predictions_loss: 0.4018 411/2421 [====>.........................] - ETA: 18:54 - loss: 1382.9193 - logits_profile_predictions_loss: 1353.8341 - logcount_predictions_loss: 0.4017 412/2421 [====>.........................] - ETA: 18:53 - loss: 1382.9138 - logits_profile_predictions_loss: 1353.8296 - logcount_predictions_loss: 0.4017 413/2421 [====>.........................] - ETA: 18:53 - loss: 1382.9090 - logits_profile_predictions_loss: 1353.8259 - logcount_predictions_loss: 0.4017 414/2421 [====>.........................] - ETA: 18:52 - loss: 1382.9037 - logits_profile_predictions_loss: 1353.8216 - logcount_predictions_loss: 0.4017 415/2421 [====>.........................] - ETA: 18:52 - loss: 1382.8974 - logits_profile_predictions_loss: 1353.8165 - logcount_predictions_loss: 0.4017 416/2421 [====>.........................] - ETA: 18:51 - loss: 1382.8922 - logits_profile_predictions_loss: 1353.8122 - logcount_predictions_loss: 0.4017 417/2421 [====>.........................] - ETA: 18:51 - loss: 1382.8873 - logits_profile_predictions_loss: 1353.8083 - logcount_predictions_loss: 0.4017 418/2421 [====>.........................] - ETA: 18:50 - loss: 1382.8823 - logits_profile_predictions_loss: 1353.8044 - logcount_predictions_loss: 0.4016 419/2421 [====>.........................] - ETA: 18:49 - loss: 1382.8768 - logits_profile_predictions_loss: 1353.7999 - logcount_predictions_loss: 0.4016 420/2421 [====>.........................] - ETA: 18:49 - loss: 1382.8714 - logits_profile_predictions_loss: 1353.7955 - logcount_predictions_loss: 0.4016 421/2421 [====>.........................] - ETA: 18:48 - loss: 1382.8658 - logits_profile_predictions_loss: 1353.7909 - logcount_predictions_loss: 0.4016 422/2421 [====>.........................] - ETA: 18:48 - loss: 1382.8602 - logits_profile_predictions_loss: 1353.7862 - logcount_predictions_loss: 0.4016 423/2421 [====>.........................] - ETA: 18:47 - loss: 1382.8549 - logits_profile_predictions_loss: 1353.7818 - logcount_predictions_loss: 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logcount_predictions_loss: 0.3976 2397/2421 [============================>.] - ETA: 13s - loss: 1383.8785 - logits_profile_predictions_loss: 1355.0943 - logcount_predictions_loss: 0.3976 2398/2421 [============================>.] - ETA: 12s - loss: 1383.8794 - logits_profile_predictions_loss: 1355.0951 - logcount_predictions_loss: 0.3976 2399/2421 [============================>.] - ETA: 12s - loss: 1383.8804 - logits_profile_predictions_loss: 1355.0959 - logcount_predictions_loss: 0.3976 2400/2421 [============================>.] - ETA: 11s - loss: 1383.8813 - logits_profile_predictions_loss: 1355.0968 - logcount_predictions_loss: 0.3976 2401/2421 [============================>.] - ETA: 11s - loss: 1383.8823 - logits_profile_predictions_loss: 1355.0976 - logcount_predictions_loss: 0.3976 2402/2421 [============================>.] - ETA: 10s - loss: 1383.8832 - logits_profile_predictions_loss: 1355.0984 - logcount_predictions_loss: 0.3976 2403/2421 [============================>.] - 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logcount_predictions_loss: 0.3976 2410/2421 [============================>.] - ETA: 6s - loss: 1383.8904 - logits_profile_predictions_loss: 1355.1048 - logcount_predictions_loss: 0.3976 2411/2421 [============================>.] - ETA: 5s - loss: 1383.8913 - logits_profile_predictions_loss: 1355.1055 - logcount_predictions_loss: 0.3976 2412/2421 [============================>.] - ETA: 5s - loss: 1383.8921 - logits_profile_predictions_loss: 1355.1063 - logcount_predictions_loss: 0.3976 2413/2421 [============================>.] - ETA: 4s - loss: 1383.8930 - logits_profile_predictions_loss: 1355.1070 - logcount_predictions_loss: 0.3976 2414/2421 [============================>.] - ETA: 3s - loss: 1383.8938 - logits_profile_predictions_loss: 1355.1077 - logcount_predictions_loss: 0.3976 2415/2421 [============================>.] - ETA: 3s - loss: 1383.8946 - logits_profile_predictions_loss: 1355.1085 - logcount_predictions_loss: 0.3976 2416/2421 [============================>.] - ETA: 2s - loss: 1383.8954 - logits_profile_predictions_loss: 1355.1092 - logcount_predictions_loss: 0.3976 2417/2421 [============================>.] - ETA: 2s - loss: 1383.8962 - logits_profile_predictions_loss: 1355.1099 - logcount_predictions_loss: 0.3976 2418/2421 [============================>.] - ETA: 1s - loss: 1383.8970 - logits_profile_predictions_loss: 1355.1106 - logcount_predictions_loss: 0.3976 2419/2421 [============================>.] - ETA: 1s - loss: 1383.8978 - logits_profile_predictions_loss: 1355.1113 - logcount_predictions_loss: 0.3976 2420/2421 [============================>.] - ETA: 0s - loss: 1383.8987 - logits_profile_predictions_loss: 1355.1120 - logcount_predictions_loss: 0.3976 2421/2421 [==============================] - ETA: 0s - loss: 1383.8995 - logits_profile_predictions_loss: 1355.1127 - logcount_predictions_loss: 0.3976 2421/2421 [==============================] - 1430s 591ms/step - loss: 1383.9003 - logits_profile_predictions_loss: 1355.1134 - logcount_predictions_loss: 0.3976 - val_loss: 1562.4099 - val_logits_profile_predictions_loss: 1532.3149 - val_logcount_predictions_loss: 0.4157 Epoch 00010: val_loss improved from 1575.78015 to 1562.40991, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 11/50 1/2421 [..............................] - ETA: 23:59 - loss: 1341.9352 - logits_profile_predictions_loss: 1313.8557 - logcount_predictions_loss: 0.3878 2/2421 [..............................] - ETA: 22:44 - loss: 1304.9904 - logits_profile_predictions_loss: 1277.8359 - logcount_predictions_loss: 0.3751 3/2421 [..............................] - ETA: 22:44 - loss: 1310.9099 - logits_profile_predictions_loss: 1283.8202 - logcount_predictions_loss: 0.3742 4/2421 [..............................] - ETA: 22:43 - loss: 1314.0323 - logits_profile_predictions_loss: 1286.8779 - logcount_predictions_loss: 0.3751 5/2421 [..............................] - ETA: 22:43 - loss: 1315.8039 - logits_profile_predictions_loss: 1288.4813 - logcount_predictions_loss: 0.3774 6/2421 [..............................] - ETA: 22:43 - loss: 1316.4081 - logits_profile_predictions_loss: 1288.6445 - logcount_predictions_loss: 0.3835 7/2421 [..............................] - ETA: 22:42 - loss: 1317.0648 - logits_profile_predictions_loss: 1289.2241 - logcount_predictions_loss: 0.3845 8/2421 [..............................] - ETA: 22:41 - loss: 1316.7931 - logits_profile_predictions_loss: 1288.8639 - logcount_predictions_loss: 0.3858 9/2421 [..............................] - ETA: 22:41 - loss: 1315.5901 - logits_profile_predictions_loss: 1287.6054 - logcount_predictions_loss: 0.3865 10/2421 [..............................] - ETA: 22:40 - loss: 1313.7551 - logits_profile_predictions_loss: 1285.7816 - logcount_predictions_loss: 0.3864 11/2421 [..............................] - ETA: 22:40 - loss: 1312.5450 - logits_profile_predictions_loss: 1284.6021 - logcount_predictions_loss: 0.3860 12/2421 [..............................] - ETA: 22:39 - loss: 1311.8828 - logits_profile_predictions_loss: 1284.0021 - logcount_predictions_loss: 0.3851 13/2421 [..............................] - ETA: 22:39 - loss: 1311.3838 - logits_profile_predictions_loss: 1283.5132 - logcount_predictions_loss: 0.3850 14/2421 [..............................] - ETA: 22:38 - loss: 1310.8567 - logits_profile_predictions_loss: 1282.9654 - logcount_predictions_loss: 0.3852 15/2421 [..............................] - ETA: 22:38 - loss: 1310.9613 - logits_profile_predictions_loss: 1283.0993 - logcount_predictions_loss: 0.3848 16/2421 [..............................] - ETA: 22:37 - loss: 1311.4218 - logits_profile_predictions_loss: 1283.6403 - logcount_predictions_loss: 0.3837 17/2421 [..............................] - ETA: 22:37 - loss: 1311.9797 - logits_profile_predictions_loss: 1284.2480 - logcount_predictions_loss: 0.3830 18/2421 [..............................] - ETA: 22:36 - loss: 1312.7433 - logits_profile_predictions_loss: 1285.0505 - logcount_predictions_loss: 0.3825 19/2421 [..............................] - ETA: 22:35 - loss: 1313.7336 - logits_profile_predictions_loss: 1286.0639 - logcount_predictions_loss: 0.3822 20/2421 [..............................] - ETA: 22:35 - loss: 1315.5372 - logits_profile_predictions_loss: 1287.8756 - logcount_predictions_loss: 0.3821 21/2421 [..............................] - ETA: 22:34 - loss: 1317.3896 - logits_profile_predictions_loss: 1289.7152 - logcount_predictions_loss: 0.3822 22/2421 [..............................] - ETA: 22:34 - loss: 1319.2493 - logits_profile_predictions_loss: 1291.5720 - logcount_predictions_loss: 0.3823 23/2421 [..............................] - ETA: 22:33 - loss: 1320.6625 - logits_profile_predictions_loss: 1292.9836 - logcount_predictions_loss: 0.3823 24/2421 [..............................] - ETA: 22:33 - loss: 1321.9786 - 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31/2421 [..............................] - ETA: 22:29 - loss: 1329.9432 - logits_profile_predictions_loss: 1302.3346 - logcount_predictions_loss: 0.3813 32/2421 [..............................] - ETA: 22:28 - loss: 1330.7467 - logits_profile_predictions_loss: 1303.1653 - logcount_predictions_loss: 0.3810 33/2421 [..............................] - ETA: 22:28 - loss: 1331.5818 - logits_profile_predictions_loss: 1304.0283 - logcount_predictions_loss: 0.3806 34/2421 [..............................] - ETA: 22:27 - loss: 1332.2530 - logits_profile_predictions_loss: 1304.7322 - logcount_predictions_loss: 0.3801 35/2421 [..............................] - ETA: 22:26 - loss: 1333.0049 - logits_profile_predictions_loss: 1305.5090 - logcount_predictions_loss: 0.3798 36/2421 [..............................] - ETA: 22:26 - loss: 1333.6843 - logits_profile_predictions_loss: 1306.2135 - logcount_predictions_loss: 0.3794 37/2421 [..............................] - ETA: 22:25 - loss: 1334.3469 - 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ETA: 32s - loss: 1377.2185 - logits_profile_predictions_loss: 1348.9266 - logcount_predictions_loss: 0.3908 2365/2421 [============================>.] - ETA: 31s - loss: 1377.2193 - logits_profile_predictions_loss: 1348.9274 - logcount_predictions_loss: 0.3908 2366/2421 [============================>.] - ETA: 31s - loss: 1377.2202 - logits_profile_predictions_loss: 1348.9283 - logcount_predictions_loss: 0.3908 2367/2421 [============================>.] - ETA: 30s - loss: 1377.2210 - logits_profile_predictions_loss: 1348.9292 - logcount_predictions_loss: 0.3908 2368/2421 [============================>.] - ETA: 29s - loss: 1377.2219 - logits_profile_predictions_loss: 1348.9301 - logcount_predictions_loss: 0.3908 2369/2421 [============================>.] - ETA: 29s - loss: 1377.2227 - logits_profile_predictions_loss: 1348.9309 - logcount_predictions_loss: 0.3908 2370/2421 [============================>.] - ETA: 28s - loss: 1377.2236 - logits_profile_predictions_loss: 1348.9318 - 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ETA: 24s - loss: 1377.2295 - logits_profile_predictions_loss: 1348.9378 - logcount_predictions_loss: 0.3908 2378/2421 [============================>.] - ETA: 24s - loss: 1377.2303 - logits_profile_predictions_loss: 1348.9387 - logcount_predictions_loss: 0.3908 2379/2421 [============================>.] - ETA: 23s - loss: 1377.2312 - logits_profile_predictions_loss: 1348.9395 - logcount_predictions_loss: 0.3908 2380/2421 [============================>.] - ETA: 23s - loss: 1377.2320 - logits_profile_predictions_loss: 1348.9403 - logcount_predictions_loss: 0.3908 2381/2421 [============================>.] - ETA: 22s - loss: 1377.2328 - logits_profile_predictions_loss: 1348.9412 - logcount_predictions_loss: 0.3908 2382/2421 [============================>.] - ETA: 22s - loss: 1377.2337 - logits_profile_predictions_loss: 1348.9420 - logcount_predictions_loss: 0.3908 2383/2421 [============================>.] - ETA: 21s - loss: 1377.2345 - logits_profile_predictions_loss: 1348.9429 - logcount_predictions_loss: 0.3908 2384/2421 [============================>.] - ETA: 20s - loss: 1377.2353 - logits_profile_predictions_loss: 1348.9438 - logcount_predictions_loss: 0.3908 2385/2421 [============================>.] - ETA: 20s - loss: 1377.2362 - logits_profile_predictions_loss: 1348.9446 - logcount_predictions_loss: 0.3908 2386/2421 [============================>.] - ETA: 19s - loss: 1377.2370 - logits_profile_predictions_loss: 1348.9454 - logcount_predictions_loss: 0.3908 2387/2421 [============================>.] - ETA: 19s - loss: 1377.2378 - logits_profile_predictions_loss: 1348.9462 - logcount_predictions_loss: 0.3908 2388/2421 [============================>.] - ETA: 18s - loss: 1377.2386 - logits_profile_predictions_loss: 1348.9471 - logcount_predictions_loss: 0.3908 2389/2421 [============================>.] - ETA: 18s - loss: 1377.2394 - logits_profile_predictions_loss: 1348.9479 - logcount_predictions_loss: 0.3908 2390/2421 [============================>.] - ETA: 17s - loss: 1377.2402 - logits_profile_predictions_loss: 1348.9487 - logcount_predictions_loss: 0.3908 2391/2421 [============================>.] - ETA: 16s - loss: 1377.2410 - logits_profile_predictions_loss: 1348.9495 - logcount_predictions_loss: 0.3908 2392/2421 [============================>.] - ETA: 16s - loss: 1377.2417 - logits_profile_predictions_loss: 1348.9503 - logcount_predictions_loss: 0.3908 2393/2421 [============================>.] - ETA: 15s - loss: 1377.2425 - logits_profile_predictions_loss: 1348.9511 - logcount_predictions_loss: 0.3908 2394/2421 [============================>.] - ETA: 15s - loss: 1377.2433 - logits_profile_predictions_loss: 1348.9519 - logcount_predictions_loss: 0.3908 2395/2421 [============================>.] - ETA: 14s - loss: 1377.2441 - logits_profile_predictions_loss: 1348.9527 - logcount_predictions_loss: 0.3908 2396/2421 [============================>.] - ETA: 14s - loss: 1377.2449 - logits_profile_predictions_loss: 1348.9535 - logcount_predictions_loss: 0.3908 2397/2421 [============================>.] - ETA: 13s - loss: 1377.2457 - logits_profile_predictions_loss: 1348.9543 - logcount_predictions_loss: 0.3908 2398/2421 [============================>.] - ETA: 12s - loss: 1377.2464 - logits_profile_predictions_loss: 1348.9550 - logcount_predictions_loss: 0.3908 2399/2421 [============================>.] - ETA: 12s - loss: 1377.2472 - logits_profile_predictions_loss: 1348.9558 - logcount_predictions_loss: 0.3908 2400/2421 [============================>.] - ETA: 11s - loss: 1377.2479 - logits_profile_predictions_loss: 1348.9565 - logcount_predictions_loss: 0.3908 2401/2421 [============================>.] - ETA: 11s - loss: 1377.2486 - logits_profile_predictions_loss: 1348.9572 - logcount_predictions_loss: 0.3908 2402/2421 [============================>.] - ETA: 10s - loss: 1377.2493 - logits_profile_predictions_loss: 1348.9579 - logcount_predictions_loss: 0.3908 2403/2421 [============================>.] - ETA: 10s - loss: 1377.2500 - logits_profile_predictions_loss: 1348.9586 - logcount_predictions_loss: 0.3908 2404/2421 [============================>.] - ETA: 9s - loss: 1377.2507 - logits_profile_predictions_loss: 1348.9593 - logcount_predictions_loss: 0.3908  2405/2421 [============================>.] - ETA: 9s - loss: 1377.2513 - logits_profile_predictions_loss: 1348.9600 - logcount_predictions_loss: 0.3908 2406/2421 [============================>.] - ETA: 8s - loss: 1377.2520 - logits_profile_predictions_loss: 1348.9606 - logcount_predictions_loss: 0.3908 2407/2421 [============================>.] - ETA: 7s - loss: 1377.2527 - logits_profile_predictions_loss: 1348.9613 - logcount_predictions_loss: 0.3908 2408/2421 [============================>.] - ETA: 7s - loss: 1377.2533 - logits_profile_predictions_loss: 1348.9620 - logcount_predictions_loss: 0.3908 2409/2421 [============================>.] - ETA: 6s - loss: 1377.2540 - logits_profile_predictions_loss: 1348.9627 - logcount_predictions_loss: 0.3908 2410/2421 [============================>.] - ETA: 6s - loss: 1377.2547 - logits_profile_predictions_loss: 1348.9634 - logcount_predictions_loss: 0.3908 2411/2421 [============================>.] - ETA: 5s - loss: 1377.2555 - logits_profile_predictions_loss: 1348.9642 - logcount_predictions_loss: 0.3908 2412/2421 [============================>.] - ETA: 5s - loss: 1377.2563 - logits_profile_predictions_loss: 1348.9650 - logcount_predictions_loss: 0.3908 2413/2421 [============================>.] - ETA: 4s - loss: 1377.2571 - logits_profile_predictions_loss: 1348.9658 - logcount_predictions_loss: 0.3908 2414/2421 [============================>.] - ETA: 3s - loss: 1377.2579 - logits_profile_predictions_loss: 1348.9666 - logcount_predictions_loss: 0.3908 2415/2421 [============================>.] - ETA: 3s - loss: 1377.2587 - logits_profile_predictions_loss: 1348.9674 - logcount_predictions_loss: 0.3908 2416/2421 [============================>.] - ETA: 2s - loss: 1377.2595 - logits_profile_predictions_loss: 1348.9682 - logcount_predictions_loss: 0.3908 2417/2421 [============================>.] - ETA: 2s - loss: 1377.2602 - logits_profile_predictions_loss: 1348.9690 - logcount_predictions_loss: 0.3908 2418/2421 [============================>.] - ETA: 1s - loss: 1377.2611 - logits_profile_predictions_loss: 1348.9698 - logcount_predictions_loss: 0.3908 2419/2421 [============================>.] - ETA: 1s - loss: 1377.2619 - logits_profile_predictions_loss: 1348.9706 - logcount_predictions_loss: 0.3908 2420/2421 [============================>.] - ETA: 0s - loss: 1377.2627 - logits_profile_predictions_loss: 1348.9714 - logcount_predictions_loss: 0.3908 2421/2421 [==============================] - ETA: 0s - loss: 1377.2635 - logits_profile_predictions_loss: 1348.9722 - logcount_predictions_loss: 0.3908 2421/2421 [==============================] - 1430s 591ms/step - loss: 1377.2643 - logits_profile_predictions_loss: 1348.9730 - logcount_predictions_loss: 0.3908 - val_loss: 1587.7863 - val_logits_profile_predictions_loss: 1555.5219 - val_logcount_predictions_loss: 0.4456 Epoch 00011: val_loss did not improve from 1562.40991 Epoch 12/50 1/2421 [..............................] - ETA: 23:40 - loss: 1441.1149 - logits_profile_predictions_loss: 1415.2209 - logcount_predictions_loss: 0.3577 2/2421 [..............................] - ETA: 22:44 - loss: 1405.9299 - logits_profile_predictions_loss: 1380.8085 - logcount_predictions_loss: 0.3470 3/2421 [..............................] - ETA: 22:43 - loss: 1397.8157 - logits_profile_predictions_loss: 1371.7749 - logcount_predictions_loss: 0.3597 4/2421 [..............................] - ETA: 22:43 - loss: 1389.6587 - logits_profile_predictions_loss: 1362.9344 - logcount_predictions_loss: 0.3691 5/2421 [..............................] - ETA: 22:42 - loss: 1385.2845 - logits_profile_predictions_loss: 1358.1405 - logcount_predictions_loss: 0.3749 6/2421 [..............................] - ETA: 22:42 - loss: 1377.1514 - logits_profile_predictions_loss: 1349.6134 - logcount_predictions_loss: 0.3804 7/2421 [..............................] - ETA: 22:41 - loss: 1369.6892 - logits_profile_predictions_loss: 1342.0027 - logcount_predictions_loss: 0.3824 8/2421 [..............................] - ETA: 22:40 - loss: 1362.4756 - logits_profile_predictions_loss: 1334.6128 - logcount_predictions_loss: 0.3848 9/2421 [..............................] - ETA: 22:40 - loss: 1360.4653 - logits_profile_predictions_loss: 1332.5454 - logcount_predictions_loss: 0.3856 10/2421 [..............................] - ETA: 22:39 - loss: 1358.8083 - logits_profile_predictions_loss: 1330.8918 - logcount_predictions_loss: 0.3856 11/2421 [..............................] - ETA: 22:39 - loss: 1357.5192 - logits_profile_predictions_loss: 1329.5942 - logcount_predictions_loss: 0.3857 12/2421 [..............................] - ETA: 22:38 - loss: 1356.8987 - logits_profile_predictions_loss: 1329.0215 - logcount_predictions_loss: 0.3850 13/2421 [..............................] - ETA: 22:37 - loss: 1356.9656 - logits_profile_predictions_loss: 1329.1387 - logcount_predictions_loss: 0.3843 14/2421 [..............................] - ETA: 22:37 - loss: 1356.7914 - logits_profile_predictions_loss: 1329.0448 - logcount_predictions_loss: 0.3832 15/2421 [..............................] - ETA: 22:36 - loss: 1356.2025 - logits_profile_predictions_loss: 1328.5399 - logcount_predictions_loss: 0.3821 16/2421 [..............................] - ETA: 22:36 - loss: 1355.7708 - logits_profile_predictions_loss: 1328.1860 - logcount_predictions_loss: 0.3810 17/2421 [..............................] - ETA: 22:35 - loss: 1355.4668 - logits_profile_predictions_loss: 1327.9519 - logcount_predictions_loss: 0.3800 18/2421 [..............................] - ETA: 22:35 - loss: 1355.3739 - logits_profile_predictions_loss: 1327.8856 - logcount_predictions_loss: 0.3797 19/2421 [..............................] - ETA: 22:34 - loss: 1355.2803 - logits_profile_predictions_loss: 1327.8262 - logcount_predictions_loss: 0.3792 20/2421 [..............................] - ETA: 22:34 - loss: 1355.3786 - logits_profile_predictions_loss: 1327.9792 - logcount_predictions_loss: 0.3784 21/2421 [..............................] - ETA: 22:33 - loss: 1355.2736 - logits_profile_predictions_loss: 1327.9263 - logcount_predictions_loss: 0.3777 22/2421 [..............................] - ETA: 22:33 - loss: 1355.1854 - logits_profile_predictions_loss: 1327.8801 - logcount_predictions_loss: 0.3771 23/2421 [..............................] - ETA: 22:32 - loss: 1354.9283 - logits_profile_predictions_loss: 1327.6624 - logcount_predictions_loss: 0.3766 24/2421 [..............................] - ETA: 22:31 - loss: 1354.8746 - logits_profile_predictions_loss: 1327.6380 - logcount_predictions_loss: 0.3762 25/2421 [..............................] - ETA: 22:31 - loss: 1354.7698 - 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logits_profile_predictions_loss: 1346.6121 - logcount_predictions_loss: 0.3699 419/2421 [====>.........................] - ETA: 18:49 - loss: 1373.4065 - logits_profile_predictions_loss: 1346.6243 - logcount_predictions_loss: 0.3699 420/2421 [====>.........................] - ETA: 18:49 - loss: 1373.4190 - logits_profile_predictions_loss: 1346.6361 - logcount_predictions_loss: 0.3699 421/2421 [====>.........................] - ETA: 18:48 - loss: 1373.4306 - logits_profile_predictions_loss: 1346.6469 - logcount_predictions_loss: 0.3699 422/2421 [====>.........................] - ETA: 18:48 - loss: 1373.4417 - logits_profile_predictions_loss: 1346.6574 - logcount_predictions_loss: 0.3699 423/2421 [====>.........................] - ETA: 18:47 - loss: 1373.4528 - logits_profile_predictions_loss: 1346.6677 - logcount_predictions_loss: 0.3700 424/2421 [====>.........................] - ETA: 18:46 - loss: 1373.4633 - logits_profile_predictions_loss: 1346.6773 - logcount_predictions_loss: 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ETA: 46s - loss: 1375.4121 - logits_profile_predictions_loss: 1348.0949 - logcount_predictions_loss: 0.3773 2340/2421 [===========================>..] - ETA: 45s - loss: 1375.4122 - logits_profile_predictions_loss: 1348.0948 - logcount_predictions_loss: 0.3773 2341/2421 [============================>.] - ETA: 45s - loss: 1375.4123 - logits_profile_predictions_loss: 1348.0947 - logcount_predictions_loss: 0.3773 2342/2421 [============================>.] - ETA: 44s - loss: 1375.4124 - logits_profile_predictions_loss: 1348.0947 - logcount_predictions_loss: 0.3773 2343/2421 [============================>.] - ETA: 44s - loss: 1375.4124 - logits_profile_predictions_loss: 1348.0946 - logcount_predictions_loss: 0.3773 2344/2421 [============================>.] - ETA: 43s - loss: 1375.4125 - logits_profile_predictions_loss: 1348.0945 - logcount_predictions_loss: 0.3773 2345/2421 [============================>.] - ETA: 42s - loss: 1375.4125 - logits_profile_predictions_loss: 1348.0944 - 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ETA: 31s - loss: 1375.4141 - logits_profile_predictions_loss: 1348.0933 - logcount_predictions_loss: 0.3774 2366/2421 [============================>.] - ETA: 31s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0932 - logcount_predictions_loss: 0.3774 2367/2421 [============================>.] - ETA: 30s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0931 - logcount_predictions_loss: 0.3774 2368/2421 [============================>.] - ETA: 29s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0930 - logcount_predictions_loss: 0.3774 2369/2421 [============================>.] - ETA: 29s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0929 - logcount_predictions_loss: 0.3774 2370/2421 [============================>.] - ETA: 28s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0927 - logcount_predictions_loss: 0.3774 2371/2421 [============================>.] - ETA: 28s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0926 - logcount_predictions_loss: 0.3774 2372/2421 [============================>.] - ETA: 27s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0924 - logcount_predictions_loss: 0.3774 2373/2421 [============================>.] - ETA: 27s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0923 - logcount_predictions_loss: 0.3774 2374/2421 [============================>.] - ETA: 26s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0922 - logcount_predictions_loss: 0.3774 2375/2421 [============================>.] - ETA: 25s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0920 - logcount_predictions_loss: 0.3774 2376/2421 [============================>.] - ETA: 25s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0919 - logcount_predictions_loss: 0.3774 2377/2421 [============================>.] - ETA: 24s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0917 - logcount_predictions_loss: 0.3774 2378/2421 [============================>.] - ETA: 24s - loss: 1375.4141 - logits_profile_predictions_loss: 1348.0915 - logcount_predictions_loss: 0.3774 2379/2421 [============================>.] - ETA: 23s - loss: 1375.4141 - logits_profile_predictions_loss: 1348.0913 - logcount_predictions_loss: 0.3774 2380/2421 [============================>.] - ETA: 23s - loss: 1375.4141 - logits_profile_predictions_loss: 1348.0912 - logcount_predictions_loss: 0.3774 2381/2421 [============================>.] - ETA: 22s - loss: 1375.4141 - logits_profile_predictions_loss: 1348.0910 - logcount_predictions_loss: 0.3774 2382/2421 [============================>.] - ETA: 22s - loss: 1375.4141 - logits_profile_predictions_loss: 1348.0909 - logcount_predictions_loss: 0.3774 2383/2421 [============================>.] - ETA: 21s - loss: 1375.4140 - logits_profile_predictions_loss: 1348.0907 - logcount_predictions_loss: 0.3774 2384/2421 [============================>.] - ETA: 20s - loss: 1375.4140 - logits_profile_predictions_loss: 1348.0905 - logcount_predictions_loss: 0.3774 2385/2421 [============================>.] - ETA: 20s - loss: 1375.4140 - logits_profile_predictions_loss: 1348.0904 - logcount_predictions_loss: 0.3774 2386/2421 [============================>.] - ETA: 19s - loss: 1375.4139 - logits_profile_predictions_loss: 1348.0902 - logcount_predictions_loss: 0.3774 2387/2421 [============================>.] - ETA: 19s - loss: 1375.4139 - logits_profile_predictions_loss: 1348.0900 - logcount_predictions_loss: 0.3774 2388/2421 [============================>.] - ETA: 18s - loss: 1375.4139 - logits_profile_predictions_loss: 1348.0899 - logcount_predictions_loss: 0.3774 2389/2421 [============================>.] - ETA: 18s - loss: 1375.4139 - logits_profile_predictions_loss: 1348.0897 - logcount_predictions_loss: 0.3774 2390/2421 [============================>.] - ETA: 17s - loss: 1375.4138 - logits_profile_predictions_loss: 1348.0896 - logcount_predictions_loss: 0.3774 2391/2421 [============================>.] - ETA: 16s - loss: 1375.4139 - logits_profile_predictions_loss: 1348.0895 - logcount_predictions_loss: 0.3774 2392/2421 [============================>.] - ETA: 16s - loss: 1375.4139 - logits_profile_predictions_loss: 1348.0894 - logcount_predictions_loss: 0.3774 2393/2421 [============================>.] - ETA: 15s - loss: 1375.4140 - logits_profile_predictions_loss: 1348.0893 - logcount_predictions_loss: 0.3774 2394/2421 [============================>.] - ETA: 15s - loss: 1375.4140 - logits_profile_predictions_loss: 1348.0892 - logcount_predictions_loss: 0.3774 2395/2421 [============================>.] - ETA: 14s - loss: 1375.4141 - logits_profile_predictions_loss: 1348.0892 - logcount_predictions_loss: 0.3774 2396/2421 [============================>.] - ETA: 14s - loss: 1375.4141 - logits_profile_predictions_loss: 1348.0891 - logcount_predictions_loss: 0.3774 2397/2421 [============================>.] - ETA: 13s - loss: 1375.4142 - logits_profile_predictions_loss: 1348.0890 - logcount_predictions_loss: 0.3774 2398/2421 [============================>.] - ETA: 12s - loss: 1375.4143 - logits_profile_predictions_loss: 1348.0890 - logcount_predictions_loss: 0.3774 2399/2421 [============================>.] - ETA: 12s - loss: 1375.4143 - logits_profile_predictions_loss: 1348.0889 - logcount_predictions_loss: 0.3774 2400/2421 [============================>.] - ETA: 11s - loss: 1375.4144 - logits_profile_predictions_loss: 1348.0889 - logcount_predictions_loss: 0.3774 2401/2421 [============================>.] - ETA: 11s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0888 - logcount_predictions_loss: 0.3774 2402/2421 [============================>.] - ETA: 10s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0887 - logcount_predictions_loss: 0.3774 2403/2421 [============================>.] - ETA: 10s - loss: 1375.4146 - logits_profile_predictions_loss: 1348.0886 - logcount_predictions_loss: 0.3774 2404/2421 [============================>.] - ETA: 9s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0885 - logcount_predictions_loss: 0.3774  2405/2421 [============================>.] - ETA: 9s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0883 - logcount_predictions_loss: 0.3774 2406/2421 [============================>.] - ETA: 8s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0882 - logcount_predictions_loss: 0.3774 2407/2421 [============================>.] - ETA: 7s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0881 - logcount_predictions_loss: 0.3774 2408/2421 [============================>.] - ETA: 7s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0879 - logcount_predictions_loss: 0.3774 2409/2421 [============================>.] - ETA: 6s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0878 - logcount_predictions_loss: 0.3774 2410/2421 [============================>.] - ETA: 6s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0876 - logcount_predictions_loss: 0.3774 2411/2421 [============================>.] - ETA: 5s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0875 - logcount_predictions_loss: 0.3775 2412/2421 [============================>.] - ETA: 5s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0874 - logcount_predictions_loss: 0.3775 2413/2421 [============================>.] - ETA: 4s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0872 - logcount_predictions_loss: 0.3775 2414/2421 [============================>.] - ETA: 3s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0871 - logcount_predictions_loss: 0.3775 2415/2421 [============================>.] - ETA: 3s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0870 - logcount_predictions_loss: 0.3775 2416/2421 [============================>.] - ETA: 2s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0868 - logcount_predictions_loss: 0.3775 2417/2421 [============================>.] - ETA: 2s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0867 - logcount_predictions_loss: 0.3775 2418/2421 [============================>.] - ETA: 1s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0866 - logcount_predictions_loss: 0.3775 2419/2421 [============================>.] - ETA: 1s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0864 - logcount_predictions_loss: 0.3775 2420/2421 [============================>.] - ETA: 0s - loss: 1375.4144 - logits_profile_predictions_loss: 1348.0863 - logcount_predictions_loss: 0.3775 2421/2421 [==============================] - ETA: 0s - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0862 - logcount_predictions_loss: 0.3775 2421/2421 [==============================] - 1430s 591ms/step - loss: 1375.4145 - logits_profile_predictions_loss: 1348.0861 - logcount_predictions_loss: 0.3775 - val_loss: 1582.6464 - val_logits_profile_predictions_loss: 1553.2714 - val_logcount_predictions_loss: 0.4057 Epoch 00012: val_loss did not improve from 1562.40991 Epoch 13/50 1/2421 [..............................] - ETA: 23:43 - loss: 1245.5360 - logits_profile_predictions_loss: 1223.3206 - logcount_predictions_loss: 0.3068 2/2421 [..............................] - ETA: 22:47 - loss: 1300.3322 - logits_profile_predictions_loss: 1277.9735 - logcount_predictions_loss: 0.3088 3/2421 [..............................] - ETA: 22:46 - loss: 1313.8613 - logits_profile_predictions_loss: 1291.0426 - logcount_predictions_loss: 0.3152 4/2421 [..............................] - ETA: 22:45 - loss: 1331.9566 - logits_profile_predictions_loss: 1308.2620 - logcount_predictions_loss: 0.3273 5/2421 [..............................] - ETA: 22:44 - loss: 1340.4231 - logits_profile_predictions_loss: 1316.1929 - logcount_predictions_loss: 0.3347 6/2421 [..............................] - ETA: 22:43 - loss: 1342.4066 - logits_profile_predictions_loss: 1317.8252 - logcount_predictions_loss: 0.3395 7/2421 [..............................] - ETA: 22:42 - loss: 1340.9841 - logits_profile_predictions_loss: 1316.3087 - logcount_predictions_loss: 0.3408 8/2421 [..............................] - ETA: 22:42 - loss: 1340.1023 - logits_profile_predictions_loss: 1315.3488 - logcount_predictions_loss: 0.3419 9/2421 [..............................] - ETA: 22:41 - loss: 1341.0153 - logits_profile_predictions_loss: 1316.0236 - logcount_predictions_loss: 0.3452 10/2421 [..............................] - ETA: 22:40 - loss: 1342.9751 - logits_profile_predictions_loss: 1317.7602 - logcount_predictions_loss: 0.3483 11/2421 [..............................] - ETA: 22:40 - loss: 1346.4632 - logits_profile_predictions_loss: 1321.0360 - logcount_predictions_loss: 0.3512 12/2421 [..............................] - ETA: 22:40 - loss: 1349.0657 - logits_profile_predictions_loss: 1323.5289 - logcount_predictions_loss: 0.3527 13/2421 [..............................] - ETA: 22:39 - loss: 1350.5396 - logits_profile_predictions_loss: 1324.8903 - logcount_predictions_loss: 0.3543 14/2421 [..............................] - ETA: 22:38 - loss: 1351.7908 - logits_profile_predictions_loss: 1326.0334 - logcount_predictions_loss: 0.3558 15/2421 [..............................] - ETA: 22:38 - loss: 1353.2238 - logits_profile_predictions_loss: 1327.3954 - logcount_predictions_loss: 0.3567 16/2421 [..............................] - ETA: 22:37 - loss: 1354.8184 - logits_profile_predictions_loss: 1328.9391 - logcount_predictions_loss: 0.3574 17/2421 [..............................] - ETA: 22:37 - loss: 1357.1517 - logits_profile_predictions_loss: 1331.1982 - logcount_predictions_loss: 0.3585 18/2421 [..............................] - ETA: 22:36 - loss: 1359.0265 - logits_profile_predictions_loss: 1333.0213 - logcount_predictions_loss: 0.3592 19/2421 [..............................] - ETA: 22:35 - loss: 1360.9759 - logits_profile_predictions_loss: 1334.9293 - logcount_predictions_loss: 0.3598 20/2421 [..............................] - ETA: 22:35 - loss: 1362.8913 - logits_profile_predictions_loss: 1336.7879 - logcount_predictions_loss: 0.3605 21/2421 [..............................] - ETA: 22:34 - loss: 1364.5388 - logits_profile_predictions_loss: 1338.3614 - logcount_predictions_loss: 0.3616 22/2421 [..............................] - ETA: 22:34 - loss: 1366.0110 - logits_profile_predictions_loss: 1339.7520 - logcount_predictions_loss: 0.3627 23/2421 [..............................] - ETA: 22:33 - loss: 1367.3323 - logits_profile_predictions_loss: 1341.0036 - logcount_predictions_loss: 0.3637 24/2421 [..............................] - ETA: 22:33 - loss: 1368.4286 - logits_profile_predictions_loss: 1342.0338 - logcount_predictions_loss: 0.3646 25/2421 [..............................] - ETA: 22:32 - loss: 1369.2496 - logits_profile_predictions_loss: 1342.7881 - logcount_predictions_loss: 0.3655 26/2421 [..............................] - ETA: 22:32 - loss: 1370.0754 - logits_profile_predictions_loss: 1343.5382 - 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22:27 - loss: 1375.8274 - logits_profile_predictions_loss: 1348.9714 - logcount_predictions_loss: 0.3709 34/2421 [..............................] - ETA: 22:27 - loss: 1376.6001 - logits_profile_predictions_loss: 1349.7061 - logcount_predictions_loss: 0.3715 35/2421 [..............................] - ETA: 22:26 - loss: 1377.2451 - logits_profile_predictions_loss: 1350.3210 - logcount_predictions_loss: 0.3719 36/2421 [..............................] - ETA: 22:26 - loss: 1377.8285 - logits_profile_predictions_loss: 1350.8777 - logcount_predictions_loss: 0.3723 37/2421 [..............................] - ETA: 22:25 - loss: 1378.3374 - logits_profile_predictions_loss: 1351.3652 - logcount_predictions_loss: 0.3725 38/2421 [..............................] - ETA: 22:25 - loss: 1378.8345 - logits_profile_predictions_loss: 1351.8406 - logcount_predictions_loss: 0.3728 39/2421 [..............................] - ETA: 22:24 - loss: 1379.3229 - logits_profile_predictions_loss: 1352.3113 - 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logcount_predictions_loss: 0.3763 420/2421 [====>.........................] - ETA: 18:49 - loss: 1372.4972 - logits_profile_predictions_loss: 1345.2542 - logcount_predictions_loss: 0.3763 421/2421 [====>.........................] - ETA: 18:49 - loss: 1372.4811 - logits_profile_predictions_loss: 1345.2384 - logcount_predictions_loss: 0.3763 422/2421 [====>.........................] - ETA: 18:48 - loss: 1372.4657 - logits_profile_predictions_loss: 1345.2232 - logcount_predictions_loss: 0.3763 423/2421 [====>.........................] - ETA: 18:48 - loss: 1372.4510 - logits_profile_predictions_loss: 1345.2087 - logcount_predictions_loss: 0.3763 424/2421 [====>.........................] - ETA: 18:47 - loss: 1372.4362 - logits_profile_predictions_loss: 1345.1942 - logcount_predictions_loss: 0.3763 425/2421 [====>.........................] - ETA: 18:47 - loss: 1372.4212 - logits_profile_predictions_loss: 1345.1796 - logcount_predictions_loss: 0.3763 426/2421 [====>.........................] 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ETA: 12s - loss: 1369.3957 - logits_profile_predictions_loss: 1342.2540 - logcount_predictions_loss: 0.3749 2400/2421 [============================>.] - ETA: 11s - loss: 1369.3962 - logits_profile_predictions_loss: 1342.2544 - logcount_predictions_loss: 0.3749 2401/2421 [============================>.] - ETA: 11s - loss: 1369.3966 - logits_profile_predictions_loss: 1342.2549 - logcount_predictions_loss: 0.3749 2402/2421 [============================>.] - ETA: 10s - loss: 1369.3970 - logits_profile_predictions_loss: 1342.2553 - logcount_predictions_loss: 0.3749 2403/2421 [============================>.] - ETA: 10s - loss: 1369.3975 - logits_profile_predictions_loss: 1342.2558 - logcount_predictions_loss: 0.3749 2404/2421 [============================>.] - ETA: 9s - loss: 1369.3980 - logits_profile_predictions_loss: 1342.2562 - logcount_predictions_loss: 0.3749  2405/2421 [============================>.] - ETA: 9s - loss: 1369.3984 - logits_profile_predictions_loss: 1342.2567 - logcount_predictions_loss: 0.3749 2406/2421 [============================>.] - ETA: 8s - loss: 1369.3989 - logits_profile_predictions_loss: 1342.2571 - logcount_predictions_loss: 0.3749 2407/2421 [============================>.] - ETA: 7s - loss: 1369.3993 - logits_profile_predictions_loss: 1342.2576 - logcount_predictions_loss: 0.3749 2408/2421 [============================>.] - ETA: 7s - loss: 1369.3997 - logits_profile_predictions_loss: 1342.2580 - logcount_predictions_loss: 0.3749 2409/2421 [============================>.] - ETA: 6s - loss: 1369.4002 - logits_profile_predictions_loss: 1342.2584 - logcount_predictions_loss: 0.3749 2410/2421 [============================>.] - ETA: 6s - loss: 1369.4006 - logits_profile_predictions_loss: 1342.2589 - logcount_predictions_loss: 0.3749 2411/2421 [============================>.] - ETA: 5s - loss: 1369.4010 - logits_profile_predictions_loss: 1342.2593 - logcount_predictions_loss: 0.3749 2412/2421 [============================>.] - ETA: 5s - loss: 1369.4015 - logits_profile_predictions_loss: 1342.2598 - logcount_predictions_loss: 0.3749 2413/2421 [============================>.] - ETA: 4s - loss: 1369.4019 - logits_profile_predictions_loss: 1342.2602 - logcount_predictions_loss: 0.3749 2414/2421 [============================>.] - ETA: 3s - loss: 1369.4024 - logits_profile_predictions_loss: 1342.2607 - logcount_predictions_loss: 0.3749 2415/2421 [============================>.] - ETA: 3s - loss: 1369.4029 - logits_profile_predictions_loss: 1342.2612 - logcount_predictions_loss: 0.3749 2416/2421 [============================>.] - ETA: 2s - loss: 1369.4034 - logits_profile_predictions_loss: 1342.2617 - logcount_predictions_loss: 0.3749 2417/2421 [============================>.] - ETA: 2s - loss: 1369.4038 - logits_profile_predictions_loss: 1342.2621 - logcount_predictions_loss: 0.3749 2418/2421 [============================>.] - ETA: 1s - loss: 1369.4043 - logits_profile_predictions_loss: 1342.2626 - logcount_predictions_loss: 0.3749 2419/2421 [============================>.] - ETA: 1s - loss: 1369.4047 - logits_profile_predictions_loss: 1342.2630 - logcount_predictions_loss: 0.3749 2420/2421 [============================>.] - ETA: 0s - loss: 1369.4052 - logits_profile_predictions_loss: 1342.2635 - logcount_predictions_loss: 0.3749 2421/2421 [==============================] - ETA: 0s - loss: 1369.4056 - logits_profile_predictions_loss: 1342.2639 - logcount_predictions_loss: 0.3749 2421/2421 [==============================] - 1431s 591ms/step - loss: 1369.4061 - logits_profile_predictions_loss: 1342.2644 - logcount_predictions_loss: 0.3749 - val_loss: 1582.5614 - val_logits_profile_predictions_loss: 1553.3606 - val_logcount_predictions_loss: 0.4033 Epoch 00013: val_loss did not improve from 1562.40991 Epoch 14/50 1/2421 [..............................] - ETA: 23:48 - loss: 1459.5354 - logits_profile_predictions_loss: 1423.7451 - logcount_predictions_loss: 0.4943 2/2421 [..............................] - ETA: 22:46 - loss: 1394.6616 - logits_profile_predictions_loss: 1362.3882 - logcount_predictions_loss: 0.4458 3/2421 [..............................] - ETA: 22:45 - loss: 1364.7954 - logits_profile_predictions_loss: 1335.0115 - logcount_predictions_loss: 0.4114 4/2421 [..............................] - ETA: 22:45 - loss: 1352.3718 - logits_profile_predictions_loss: 1323.4742 - logcount_predictions_loss: 0.3991 5/2421 [..............................] - ETA: 22:44 - loss: 1344.8562 - logits_profile_predictions_loss: 1316.7080 - logcount_predictions_loss: 0.3888 6/2421 [..............................] - ETA: 22:43 - loss: 1340.9411 - logits_profile_predictions_loss: 1313.0013 - logcount_predictions_loss: 0.3859 7/2421 [..............................] - ETA: 22:47 - loss: 1341.3483 - logits_profile_predictions_loss: 1313.5144 - logcount_predictions_loss: 0.3844 8/2421 [..............................] - ETA: 22:46 - loss: 1342.1004 - logits_profile_predictions_loss: 1314.3434 - logcount_predictions_loss: 0.3834 9/2421 [..............................] - ETA: 22:45 - loss: 1343.9102 - logits_profile_predictions_loss: 1316.2707 - logcount_predictions_loss: 0.3818 10/2421 [..............................] - ETA: 22:44 - loss: 1346.9294 - logits_profile_predictions_loss: 1319.4048 - logcount_predictions_loss: 0.3802 11/2421 [..............................] - ETA: 22:42 - loss: 1348.0945 - logits_profile_predictions_loss: 1320.6826 - logcount_predictions_loss: 0.3786 12/2421 [..............................] - ETA: 22:41 - loss: 1348.9141 - logits_profile_predictions_loss: 1321.6439 - logcount_predictions_loss: 0.3767 13/2421 [..............................] - ETA: 22:41 - loss: 1348.9480 - logits_profile_predictions_loss: 1321.8158 - logcount_predictions_loss: 0.3748 14/2421 [..............................] - ETA: 22:40 - loss: 1349.7552 - logits_profile_predictions_loss: 1322.7748 - logcount_predictions_loss: 0.3727 15/2421 [..............................] - ETA: 22:39 - loss: 1350.2362 - logits_profile_predictions_loss: 1323.4035 - logcount_predictions_loss: 0.3706 16/2421 [..............................] - ETA: 22:38 - loss: 1350.3277 - logits_profile_predictions_loss: 1323.6296 - logcount_predictions_loss: 0.3688 17/2421 [..............................] - ETA: 22:38 - loss: 1350.4120 - logits_profile_predictions_loss: 1323.8644 - logcount_predictions_loss: 0.3667 18/2421 [..............................] - ETA: 22:37 - loss: 1350.3739 - logits_profile_predictions_loss: 1323.9685 - logcount_predictions_loss: 0.3647 19/2421 [..............................] - ETA: 22:36 - loss: 1350.5395 - logits_profile_predictions_loss: 1324.2690 - logcount_predictions_loss: 0.3629 20/2421 [..............................] - ETA: 22:35 - loss: 1350.6863 - logits_profile_predictions_loss: 1324.5452 - logcount_predictions_loss: 0.3611 21/2421 [..............................] - ETA: 22:35 - loss: 1350.7458 - logits_profile_predictions_loss: 1324.7258 - logcount_predictions_loss: 0.3594 22/2421 [..............................] - ETA: 22:34 - loss: 1350.5472 - logits_profile_predictions_loss: 1324.6431 - logcount_predictions_loss: 0.3578 23/2421 [..............................] - ETA: 22:34 - loss: 1350.2654 - logits_profile_predictions_loss: 1324.4720 - logcount_predictions_loss: 0.3563 24/2421 [..............................] - ETA: 22:33 - loss: 1350.0104 - logits_profile_predictions_loss: 1324.3089 - logcount_predictions_loss: 0.3550 25/2421 [..............................] - ETA: 22:32 - loss: 1349.7837 - logits_profile_predictions_loss: 1324.1712 - logcount_predictions_loss: 0.3538 26/2421 [..............................] - ETA: 22:32 - loss: 1349.4396 - logits_profile_predictions_loss: 1323.9185 - logcount_predictions_loss: 0.3525 27/2421 [..............................] - ETA: 22:31 - loss: 1349.1856 - logits_profile_predictions_loss: 1323.7518 - logcount_predictions_loss: 0.3513 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logcount_predictions_loss: 0.3350 2420/2421 [============================>.] - ETA: 0s - loss: 1352.0519 - logits_profile_predictions_loss: 1327.7946 - logcount_predictions_loss: 0.3350 2421/2421 [==============================] - ETA: 0s - loss: 1352.0510 - logits_profile_predictions_loss: 1327.7937 - logcount_predictions_loss: 0.3350 2421/2421 [==============================] - 1430s 590ms/step - loss: 1352.0501 - logits_profile_predictions_loss: 1327.7929 - logcount_predictions_loss: 0.3350 - val_loss: 1562.3556 - val_logits_profile_predictions_loss: 1533.1001 - val_logcount_predictions_loss: 0.4041 Epoch 00014: val_loss improved from 1562.40991 to 1562.35559, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 15/50 1/2421 [..............................] - ETA: 23:49 - loss: 1496.1753 - logits_profile_predictions_loss: 1468.9387 - logcount_predictions_loss: 0.3762 2/2421 [..............................] - ETA: 22:44 - loss: 1433.7562 - logits_profile_predictions_loss: 1408.7264 - logcount_predictions_loss: 0.3457 3/2421 [..............................] - ETA: 22:44 - loss: 1400.8907 - logits_profile_predictions_loss: 1376.5138 - logcount_predictions_loss: 0.3367 4/2421 [..............................] - ETA: 22:44 - loss: 1382.0118 - logits_profile_predictions_loss: 1357.9270 - logcount_predictions_loss: 0.3327 5/2421 [..............................] - ETA: 22:43 - loss: 1377.9938 - logits_profile_predictions_loss: 1354.1034 - logcount_predictions_loss: 0.3300 6/2421 [..............................] - ETA: 22:43 - loss: 1374.5109 - logits_profile_predictions_loss: 1350.4538 - logcount_predictions_loss: 0.3323 7/2421 [..............................] - ETA: 22:42 - loss: 1371.1530 - logits_profile_predictions_loss: 1347.0873 - logcount_predictions_loss: 0.3324 8/2421 [..............................] - ETA: 22:42 - loss: 1369.7649 - 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15/2421 [..............................] - ETA: 22:38 - loss: 1369.0067 - logits_profile_predictions_loss: 1345.6389 - logcount_predictions_loss: 0.3228 16/2421 [..............................] - ETA: 22:37 - loss: 1369.6037 - logits_profile_predictions_loss: 1346.3276 - logcount_predictions_loss: 0.3215 17/2421 [..............................] - ETA: 22:37 - loss: 1370.0618 - logits_profile_predictions_loss: 1346.8838 - logcount_predictions_loss: 0.3201 18/2421 [..............................] - ETA: 22:36 - loss: 1370.0193 - logits_profile_predictions_loss: 1346.9227 - logcount_predictions_loss: 0.3190 19/2421 [..............................] - ETA: 22:36 - loss: 1369.6133 - logits_profile_predictions_loss: 1346.5509 - logcount_predictions_loss: 0.3185 20/2421 [..............................] - ETA: 22:35 - loss: 1369.3870 - logits_profile_predictions_loss: 1346.3522 - logcount_predictions_loss: 0.3182 21/2421 [..............................] - ETA: 22:34 - loss: 1369.2742 - 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logcount_predictions_loss: 0.3127 2420/2421 [============================>.] - ETA: 0s - loss: 1338.9873 - logits_profile_predictions_loss: 1316.3442 - logcount_predictions_loss: 0.3127 2421/2421 [==============================] - ETA: 0s - loss: 1338.9872 - logits_profile_predictions_loss: 1316.3440 - logcount_predictions_loss: 0.3127 2421/2421 [==============================] - 1431s 591ms/step - loss: 1338.9870 - logits_profile_predictions_loss: 1316.3438 - logcount_predictions_loss: 0.3127 - val_loss: 1560.1304 - val_logits_profile_predictions_loss: 1531.3412 - val_logcount_predictions_loss: 0.3976 Epoch 00015: val_loss improved from 1562.35559 to 1560.13037, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 16/50 1/2421 [..............................] - ETA: 23:50 - loss: 1275.3872 - logits_profile_predictions_loss: 1257.2146 - logcount_predictions_loss: 0.2510 2/2421 [..............................] - ETA: 22:43 - loss: 1285.1398 - logits_profile_predictions_loss: 1268.1011 - logcount_predictions_loss: 0.2353 3/2421 [..............................] - ETA: 22:43 - loss: 1292.2451 - logits_profile_predictions_loss: 1274.7188 - logcount_predictions_loss: 0.2421 4/2421 [..............................] - ETA: 22:43 - loss: 1298.9463 - logits_profile_predictions_loss: 1280.9050 - logcount_predictions_loss: 0.2492 5/2421 [..............................] - ETA: 22:42 - loss: 1301.3777 - logits_profile_predictions_loss: 1282.9255 - logcount_predictions_loss: 0.2549 6/2421 [..............................] - ETA: 22:42 - loss: 1303.1174 - logits_profile_predictions_loss: 1284.3004 - logcount_predictions_loss: 0.2599 7/2421 [..............................] - ETA: 22:41 - loss: 1306.7418 - logits_profile_predictions_loss: 1287.6924 - logcount_predictions_loss: 0.2631 8/2421 [..............................] - ETA: 22:41 - loss: 1306.7747 - 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15/2421 [..............................] - ETA: 22:38 - loss: 1295.7076 - logits_profile_predictions_loss: 1274.3723 - logcount_predictions_loss: 0.2947 16/2421 [..............................] - ETA: 22:37 - loss: 1295.3975 - logits_profile_predictions_loss: 1273.9925 - logcount_predictions_loss: 0.2956 17/2421 [..............................] - ETA: 22:36 - loss: 1295.6588 - logits_profile_predictions_loss: 1274.2112 - logcount_predictions_loss: 0.2962 18/2421 [..............................] - ETA: 22:36 - loss: 1296.0444 - logits_profile_predictions_loss: 1274.5616 - logcount_predictions_loss: 0.2967 19/2421 [..............................] - ETA: 22:35 - loss: 1296.0393 - logits_profile_predictions_loss: 1274.5220 - logcount_predictions_loss: 0.2972 20/2421 [..............................] - ETA: 22:35 - loss: 1296.3702 - logits_profile_predictions_loss: 1274.8248 - logcount_predictions_loss: 0.2976 21/2421 [..............................] - ETA: 22:34 - loss: 1296.7254 - 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logcount_predictions_loss: 0.2993 2407/2421 [============================>.] - ETA: 7s - loss: 1327.4516 - logits_profile_predictions_loss: 1305.7824 - logcount_predictions_loss: 0.2993 2408/2421 [============================>.] - ETA: 7s - loss: 1327.4538 - logits_profile_predictions_loss: 1305.7846 - logcount_predictions_loss: 0.2993 2409/2421 [============================>.] - ETA: 6s - loss: 1327.4560 - logits_profile_predictions_loss: 1305.7868 - logcount_predictions_loss: 0.2993 2410/2421 [============================>.] - ETA: 6s - loss: 1327.4582 - logits_profile_predictions_loss: 1305.7890 - logcount_predictions_loss: 0.2993 2411/2421 [============================>.] - ETA: 5s - loss: 1327.4604 - logits_profile_predictions_loss: 1305.7912 - logcount_predictions_loss: 0.2993 2412/2421 [============================>.] - ETA: 5s - loss: 1327.4626 - logits_profile_predictions_loss: 1305.7934 - logcount_predictions_loss: 0.2993 2413/2421 [============================>.] - ETA: 4s - loss: 1327.4648 - logits_profile_predictions_loss: 1305.7956 - logcount_predictions_loss: 0.2993 2414/2421 [============================>.] - ETA: 3s - loss: 1327.4670 - logits_profile_predictions_loss: 1305.7977 - logcount_predictions_loss: 0.2993 2415/2421 [============================>.] - ETA: 3s - loss: 1327.4692 - logits_profile_predictions_loss: 1305.7999 - logcount_predictions_loss: 0.2993 2416/2421 [============================>.] - ETA: 2s - loss: 1327.4713 - logits_profile_predictions_loss: 1305.8021 - logcount_predictions_loss: 0.2993 2417/2421 [============================>.] - ETA: 2s - loss: 1327.4735 - logits_profile_predictions_loss: 1305.8042 - logcount_predictions_loss: 0.2993 2418/2421 [============================>.] - ETA: 1s - loss: 1327.4756 - logits_profile_predictions_loss: 1305.8064 - logcount_predictions_loss: 0.2993 2419/2421 [============================>.] - ETA: 1s - loss: 1327.4778 - logits_profile_predictions_loss: 1305.8086 - logcount_predictions_loss: 0.2993 2420/2421 [============================>.] - ETA: 0s - loss: 1327.4800 - logits_profile_predictions_loss: 1305.8107 - logcount_predictions_loss: 0.2993 2421/2421 [==============================] - ETA: 0s - loss: 1327.4821 - logits_profile_predictions_loss: 1305.8129 - logcount_predictions_loss: 0.2993 2421/2421 [==============================] - 1431s 591ms/step - loss: 1327.4843 - logits_profile_predictions_loss: 1305.8150 - logcount_predictions_loss: 0.2993 - val_loss: 1564.3549 - val_logits_profile_predictions_loss: 1534.9070 - val_logcount_predictions_loss: 0.4067 Epoch 00016: val_loss did not improve from 1560.13037 Epoch 17/50 1/2421 [..............................] - ETA: 23:30 - loss: 1359.6699 - logits_profile_predictions_loss: 1341.2919 - logcount_predictions_loss: 0.2538 2/2421 [..............................] - ETA: 22:44 - loss: 1340.3217 - logits_profile_predictions_loss: 1321.3411 - logcount_predictions_loss: 0.2622 3/2421 [..............................] - ETA: 22:44 - loss: 1327.0860 - logits_profile_predictions_loss: 1308.4250 - logcount_predictions_loss: 0.2577 4/2421 [..............................] - ETA: 22:43 - loss: 1316.2129 - logits_profile_predictions_loss: 1297.3367 - logcount_predictions_loss: 0.2607 5/2421 [..............................] - ETA: 22:43 - loss: 1311.8288 - logits_profile_predictions_loss: 1292.9624 - logcount_predictions_loss: 0.2606 6/2421 [..............................] - ETA: 22:42 - loss: 1306.8965 - logits_profile_predictions_loss: 1288.0609 - logcount_predictions_loss: 0.2602 7/2421 [..............................] - ETA: 22:42 - loss: 1302.1595 - logits_profile_predictions_loss: 1283.2464 - logcount_predictions_loss: 0.2612 8/2421 [..............................] - ETA: 22:41 - loss: 1297.2370 - logits_profile_predictions_loss: 1278.1659 - logcount_predictions_loss: 0.2634 9/2421 [..............................] - ETA: 22:40 - loss: 1294.4542 - logits_profile_predictions_loss: 1275.2287 - logcount_predictions_loss: 0.2655 10/2421 [..............................] - ETA: 22:40 - loss: 1291.5156 - logits_profile_predictions_loss: 1272.1736 - logcount_predictions_loss: 0.2672 11/2421 [..............................] - ETA: 22:42 - loss: 1289.4515 - logits_profile_predictions_loss: 1270.0018 - logcount_predictions_loss: 0.2686 12/2421 [..............................] - ETA: 22:41 - loss: 1287.7247 - logits_profile_predictions_loss: 1268.1664 - logcount_predictions_loss: 0.2701 13/2421 [..............................] - ETA: 22:41 - loss: 1287.5300 - logits_profile_predictions_loss: 1267.8955 - logcount_predictions_loss: 0.2712 14/2421 [..............................] - ETA: 22:40 - loss: 1288.0105 - logits_profile_predictions_loss: 1268.3373 - logcount_predictions_loss: 0.2717 15/2421 [..............................] - ETA: 22:39 - loss: 1288.2516 - logits_profile_predictions_loss: 1268.5516 - logcount_predictions_loss: 0.2721 16/2421 [..............................] - ETA: 22:38 - loss: 1287.8709 - logits_profile_predictions_loss: 1268.0827 - logcount_predictions_loss: 0.2733 17/2421 [..............................] - ETA: 22:38 - loss: 1287.5866 - logits_profile_predictions_loss: 1267.7298 - logcount_predictions_loss: 0.2743 18/2421 [..............................] - ETA: 22:37 - loss: 1287.1667 - logits_profile_predictions_loss: 1267.2373 - logcount_predictions_loss: 0.2753 19/2421 [..............................] - ETA: 22:36 - loss: 1287.0028 - logits_profile_predictions_loss: 1267.0210 - logcount_predictions_loss: 0.2760 20/2421 [..............................] - ETA: 22:36 - loss: 1286.6911 - logits_profile_predictions_loss: 1266.6601 - logcount_predictions_loss: 0.2767 21/2421 [..............................] - ETA: 22:35 - loss: 1286.3321 - logits_profile_predictions_loss: 1266.2484 - logcount_predictions_loss: 0.2774 22/2421 [..............................] - ETA: 22:34 - loss: 1286.4262 - 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[====>.........................] - ETA: 18:56 - loss: 1309.8712 - logits_profile_predictions_loss: 1288.5292 - logcount_predictions_loss: 0.2948 410/2421 [====>.........................] - ETA: 18:55 - loss: 1309.8849 - logits_profile_predictions_loss: 1288.5432 - logcount_predictions_loss: 0.2948 411/2421 [====>.........................] - ETA: 18:55 - loss: 1309.8985 - logits_profile_predictions_loss: 1288.5571 - logcount_predictions_loss: 0.2948 412/2421 [====>.........................] - ETA: 18:54 - loss: 1309.9121 - logits_profile_predictions_loss: 1288.5710 - logcount_predictions_loss: 0.2948 413/2421 [====>.........................] - ETA: 18:53 - loss: 1309.9256 - logits_profile_predictions_loss: 1288.5849 - logcount_predictions_loss: 0.2948 414/2421 [====>.........................] - ETA: 18:53 - loss: 1309.9393 - logits_profile_predictions_loss: 1288.5989 - logcount_predictions_loss: 0.2948 415/2421 [====>.........................] - ETA: 18:52 - loss: 1309.9531 - 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ETA: 40s - loss: 1321.1418 - logits_profile_predictions_loss: 1300.1520 - logcount_predictions_loss: 0.2899 2350/2421 [============================>.] - ETA: 40s - loss: 1321.1440 - logits_profile_predictions_loss: 1300.1542 - logcount_predictions_loss: 0.2899 2351/2421 [============================>.] - ETA: 39s - loss: 1321.1461 - logits_profile_predictions_loss: 1300.1564 - logcount_predictions_loss: 0.2899 2352/2421 [============================>.] - ETA: 38s - loss: 1321.1482 - logits_profile_predictions_loss: 1300.1585 - logcount_predictions_loss: 0.2899 2353/2421 [============================>.] - ETA: 38s - loss: 1321.1503 - logits_profile_predictions_loss: 1300.1607 - logcount_predictions_loss: 0.2899 2354/2421 [============================>.] - ETA: 37s - loss: 1321.1524 - logits_profile_predictions_loss: 1300.1628 - logcount_predictions_loss: 0.2899 2355/2421 [============================>.] - ETA: 37s - loss: 1321.1545 - logits_profile_predictions_loss: 1300.1650 - 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ETA: 33s - loss: 1321.1692 - logits_profile_predictions_loss: 1300.1800 - logcount_predictions_loss: 0.2899 2363/2421 [============================>.] - ETA: 32s - loss: 1321.1713 - logits_profile_predictions_loss: 1300.1822 - logcount_predictions_loss: 0.2899 2364/2421 [============================>.] - ETA: 32s - loss: 1321.1734 - logits_profile_predictions_loss: 1300.1843 - logcount_predictions_loss: 0.2899 2365/2421 [============================>.] - ETA: 31s - loss: 1321.1755 - logits_profile_predictions_loss: 1300.1865 - logcount_predictions_loss: 0.2899 2366/2421 [============================>.] - ETA: 31s - loss: 1321.1776 - logits_profile_predictions_loss: 1300.1886 - logcount_predictions_loss: 0.2899 2367/2421 [============================>.] - ETA: 30s - loss: 1321.1797 - logits_profile_predictions_loss: 1300.1908 - logcount_predictions_loss: 0.2899 2368/2421 [============================>.] - ETA: 29s - loss: 1321.1817 - logits_profile_predictions_loss: 1300.1928 - logcount_predictions_loss: 0.2899 2369/2421 [============================>.] - ETA: 29s - loss: 1321.1838 - logits_profile_predictions_loss: 1300.1949 - logcount_predictions_loss: 0.2899 2370/2421 [============================>.] - ETA: 28s - loss: 1321.1858 - logits_profile_predictions_loss: 1300.1970 - logcount_predictions_loss: 0.2899 2371/2421 [============================>.] - ETA: 28s - loss: 1321.1878 - logits_profile_predictions_loss: 1300.1991 - logcount_predictions_loss: 0.2899 2372/2421 [============================>.] - ETA: 27s - loss: 1321.1898 - logits_profile_predictions_loss: 1300.2011 - logcount_predictions_loss: 0.2899 2373/2421 [============================>.] - ETA: 27s - loss: 1321.1918 - logits_profile_predictions_loss: 1300.2031 - logcount_predictions_loss: 0.2899 2374/2421 [============================>.] - ETA: 26s - loss: 1321.1938 - logits_profile_predictions_loss: 1300.2052 - logcount_predictions_loss: 0.2899 2375/2421 [============================>.] - ETA: 25s - loss: 1321.1958 - logits_profile_predictions_loss: 1300.2072 - logcount_predictions_loss: 0.2899 2376/2421 [============================>.] - ETA: 25s - loss: 1321.1978 - logits_profile_predictions_loss: 1300.2093 - logcount_predictions_loss: 0.2899 2377/2421 [============================>.] - ETA: 24s - loss: 1321.1998 - logits_profile_predictions_loss: 1300.2113 - logcount_predictions_loss: 0.2899 2378/2421 [============================>.] - ETA: 24s - loss: 1321.2018 - logits_profile_predictions_loss: 1300.2133 - logcount_predictions_loss: 0.2899 2379/2421 [============================>.] - ETA: 23s - loss: 1321.2038 - logits_profile_predictions_loss: 1300.2154 - logcount_predictions_loss: 0.2899 2380/2421 [============================>.] - ETA: 23s - loss: 1321.2057 - logits_profile_predictions_loss: 1300.2174 - logcount_predictions_loss: 0.2899 2381/2421 [============================>.] - ETA: 22s - loss: 1321.2077 - logits_profile_predictions_loss: 1300.2194 - 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ETA: 18s - loss: 1321.2217 - logits_profile_predictions_loss: 1300.2337 - logcount_predictions_loss: 0.2899 2389/2421 [============================>.] - ETA: 18s - loss: 1321.2237 - logits_profile_predictions_loss: 1300.2357 - logcount_predictions_loss: 0.2899 2390/2421 [============================>.] - ETA: 17s - loss: 1321.2256 - logits_profile_predictions_loss: 1300.2377 - logcount_predictions_loss: 0.2899 2391/2421 [============================>.] - ETA: 16s - loss: 1321.2276 - logits_profile_predictions_loss: 1300.2397 - logcount_predictions_loss: 0.2899 2392/2421 [============================>.] - ETA: 16s - loss: 1321.2295 - logits_profile_predictions_loss: 1300.2417 - logcount_predictions_loss: 0.2899 2393/2421 [============================>.] - ETA: 15s - loss: 1321.2315 - logits_profile_predictions_loss: 1300.2437 - logcount_predictions_loss: 0.2899 2394/2421 [============================>.] - ETA: 15s - loss: 1321.2335 - logits_profile_predictions_loss: 1300.2457 - 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ETA: 11s - loss: 1321.2471 - logits_profile_predictions_loss: 1300.2596 - logcount_predictions_loss: 0.2899 2402/2421 [============================>.] - ETA: 10s - loss: 1321.2490 - logits_profile_predictions_loss: 1300.2616 - logcount_predictions_loss: 0.2899 2403/2421 [============================>.] - ETA: 10s - loss: 1321.2509 - logits_profile_predictions_loss: 1300.2635 - logcount_predictions_loss: 0.2899 2404/2421 [============================>.] - ETA: 9s - loss: 1321.2528 - logits_profile_predictions_loss: 1300.2655 - logcount_predictions_loss: 0.2899  2405/2421 [============================>.] - ETA: 9s - loss: 1321.2547 - logits_profile_predictions_loss: 1300.2674 - logcount_predictions_loss: 0.2899 2406/2421 [============================>.] - ETA: 8s - loss: 1321.2566 - logits_profile_predictions_loss: 1300.2693 - logcount_predictions_loss: 0.2899 2407/2421 [============================>.] - ETA: 7s - loss: 1321.2585 - logits_profile_predictions_loss: 1300.2713 - logcount_predictions_loss: 0.2899 2408/2421 [============================>.] - ETA: 7s - loss: 1321.2605 - logits_profile_predictions_loss: 1300.2732 - logcount_predictions_loss: 0.2899 2409/2421 [============================>.] - ETA: 6s - loss: 1321.2624 - logits_profile_predictions_loss: 1300.2752 - logcount_predictions_loss: 0.2899 2410/2421 [============================>.] - ETA: 6s - loss: 1321.2643 - logits_profile_predictions_loss: 1300.2772 - logcount_predictions_loss: 0.2899 2411/2421 [============================>.] - ETA: 5s - loss: 1321.2663 - logits_profile_predictions_loss: 1300.2792 - logcount_predictions_loss: 0.2899 2412/2421 [============================>.] - ETA: 5s - loss: 1321.2682 - logits_profile_predictions_loss: 1300.2812 - logcount_predictions_loss: 0.2899 2413/2421 [============================>.] - ETA: 4s - loss: 1321.2702 - logits_profile_predictions_loss: 1300.2832 - logcount_predictions_loss: 0.2899 2414/2421 [============================>.] - ETA: 3s - loss: 1321.2722 - logits_profile_predictions_loss: 1300.2852 - logcount_predictions_loss: 0.2899 2415/2421 [============================>.] - ETA: 3s - loss: 1321.2742 - logits_profile_predictions_loss: 1300.2873 - logcount_predictions_loss: 0.2899 2416/2421 [============================>.] - ETA: 2s - loss: 1321.2762 - logits_profile_predictions_loss: 1300.2893 - logcount_predictions_loss: 0.2899 2417/2421 [============================>.] - ETA: 2s - loss: 1321.2782 - logits_profile_predictions_loss: 1300.2914 - logcount_predictions_loss: 0.2899 2418/2421 [============================>.] - ETA: 1s - loss: 1321.2802 - logits_profile_predictions_loss: 1300.2934 - logcount_predictions_loss: 0.2899 2419/2421 [============================>.] - ETA: 1s - loss: 1321.2822 - logits_profile_predictions_loss: 1300.2954 - logcount_predictions_loss: 0.2899 2420/2421 [============================>.] - ETA: 0s - loss: 1321.2841 - logits_profile_predictions_loss: 1300.2974 - logcount_predictions_loss: 0.2899 2421/2421 [==============================] - ETA: 0s - loss: 1321.2861 - logits_profile_predictions_loss: 1300.2994 - logcount_predictions_loss: 0.2899 2421/2421 [==============================] - 1431s 591ms/step - loss: 1321.2880 - logits_profile_predictions_loss: 1300.3014 - logcount_predictions_loss: 0.2899 - val_loss: 1581.7041 - val_logits_profile_predictions_loss: 1552.3683 - val_logcount_predictions_loss: 0.4052 Epoch 00017: val_loss did not improve from 1560.13037 Epoch 18/50 1/2421 [..............................] - ETA: 23:25 - loss: 1171.1671 - logits_profile_predictions_loss: 1143.1073 - logcount_predictions_loss: 0.3876 2/2421 [..............................] - ETA: 22:45 - loss: 1184.7027 - logits_profile_predictions_loss: 1159.5075 - logcount_predictions_loss: 0.3480 3/2421 [..............................] - ETA: 22:45 - loss: 1215.3541 - logits_profile_predictions_loss: 1191.7249 - logcount_predictions_loss: 0.3264 4/2421 [..............................] - ETA: 22:44 - loss: 1230.3775 - logits_profile_predictions_loss: 1208.0553 - logcount_predictions_loss: 0.3083 5/2421 [..............................] - ETA: 22:43 - loss: 1240.4366 - logits_profile_predictions_loss: 1219.0585 - logcount_predictions_loss: 0.2953 6/2421 [..............................] - ETA: 22:43 - loss: 1249.1513 - logits_profile_predictions_loss: 1228.3315 - logcount_predictions_loss: 0.2876 7/2421 [..............................] - ETA: 22:42 - loss: 1254.0807 - logits_profile_predictions_loss: 1233.6995 - logcount_predictions_loss: 0.2815 8/2421 [..............................] - ETA: 22:41 - loss: 1260.2663 - logits_profile_predictions_loss: 1240.2293 - logcount_predictions_loss: 0.2768 9/2421 [..............................] - ETA: 22:41 - loss: 1264.5377 - logits_profile_predictions_loss: 1244.7922 - logcount_predictions_loss: 0.2727 10/2421 [..............................] - ETA: 22:40 - loss: 1267.5690 - logits_profile_predictions_loss: 1248.0371 - logcount_predictions_loss: 0.2698 11/2421 [..............................] - ETA: 22:40 - loss: 1269.1788 - logits_profile_predictions_loss: 1249.8293 - logcount_predictions_loss: 0.2673 12/2421 [..............................] - ETA: 22:39 - loss: 1270.3517 - logits_profile_predictions_loss: 1251.1157 - logcount_predictions_loss: 0.2657 13/2421 [..............................] - ETA: 22:39 - loss: 1271.4415 - logits_profile_predictions_loss: 1252.2898 - logcount_predictions_loss: 0.2645 14/2421 [..............................] - ETA: 22:38 - loss: 1272.6586 - logits_profile_predictions_loss: 1253.5365 - logcount_predictions_loss: 0.2641 15/2421 [..............................] - ETA: 22:38 - loss: 1274.1188 - logits_profile_predictions_loss: 1255.0233 - logcount_predictions_loss: 0.2638 16/2421 [..............................] - ETA: 22:37 - loss: 1275.3415 - logits_profile_predictions_loss: 1256.2734 - logcount_predictions_loss: 0.2634 17/2421 [..............................] - ETA: 22:37 - loss: 1276.7414 - logits_profile_predictions_loss: 1257.7128 - logcount_predictions_loss: 0.2628 18/2421 [..............................] - ETA: 22:36 - loss: 1277.6336 - logits_profile_predictions_loss: 1258.6418 - logcount_predictions_loss: 0.2623 19/2421 [..............................] - ETA: 22:35 - loss: 1278.0810 - logits_profile_predictions_loss: 1259.1177 - logcount_predictions_loss: 0.2619 20/2421 [..............................] - ETA: 22:35 - loss: 1278.4845 - logits_profile_predictions_loss: 1259.5574 - logcount_predictions_loss: 0.2614 21/2421 [..............................] - ETA: 22:34 - loss: 1279.1658 - logits_profile_predictions_loss: 1260.2778 - logcount_predictions_loss: 0.2609 22/2421 [..............................] - ETA: 22:34 - loss: 1279.8123 - logits_profile_predictions_loss: 1260.9486 - logcount_predictions_loss: 0.2605 23/2421 [..............................] - ETA: 22:33 - loss: 1280.4911 - 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logcount_predictions_loss: 0.2758 2409/2421 [============================>.] - ETA: 6s - loss: 1321.3508 - logits_profile_predictions_loss: 1301.3818 - logcount_predictions_loss: 0.2758 2410/2421 [============================>.] - ETA: 6s - loss: 1321.3515 - logits_profile_predictions_loss: 1301.3824 - logcount_predictions_loss: 0.2758 2411/2421 [============================>.] - ETA: 5s - loss: 1321.3521 - logits_profile_predictions_loss: 1301.3830 - logcount_predictions_loss: 0.2758 2412/2421 [============================>.] - ETA: 5s - loss: 1321.3528 - logits_profile_predictions_loss: 1301.3836 - logcount_predictions_loss: 0.2758 2413/2421 [============================>.] - ETA: 4s - loss: 1321.3535 - logits_profile_predictions_loss: 1301.3842 - logcount_predictions_loss: 0.2758 2414/2421 [============================>.] - ETA: 3s - loss: 1321.3541 - logits_profile_predictions_loss: 1301.3848 - logcount_predictions_loss: 0.2758 2415/2421 [============================>.] - ETA: 3s - loss: 1321.3547 - logits_profile_predictions_loss: 1301.3854 - logcount_predictions_loss: 0.2758 2416/2421 [============================>.] - ETA: 2s - loss: 1321.3554 - logits_profile_predictions_loss: 1301.3860 - logcount_predictions_loss: 0.2758 2417/2421 [============================>.] - ETA: 2s - loss: 1321.3560 - logits_profile_predictions_loss: 1301.3865 - logcount_predictions_loss: 0.2758 2418/2421 [============================>.] - ETA: 1s - loss: 1321.3567 - logits_profile_predictions_loss: 1301.3871 - logcount_predictions_loss: 0.2758 2419/2421 [============================>.] - ETA: 1s - loss: 1321.3573 - logits_profile_predictions_loss: 1301.3877 - logcount_predictions_loss: 0.2758 2420/2421 [============================>.] - ETA: 0s - loss: 1321.3580 - logits_profile_predictions_loss: 1301.3883 - logcount_predictions_loss: 0.2758 2421/2421 [==============================] - ETA: 0s - loss: 1321.3586 - logits_profile_predictions_loss: 1301.3889 - logcount_predictions_loss: 0.2758 2421/2421 [==============================] - 1431s 591ms/step - loss: 1321.3593 - logits_profile_predictions_loss: 1301.3895 - logcount_predictions_loss: 0.2758 - val_loss: 1559.6836 - val_logits_profile_predictions_loss: 1530.2737 - val_logcount_predictions_loss: 0.4062 Epoch 00018: val_loss improved from 1560.13037 to 1559.68359, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 19/50 1/2421 [..............................] - ETA: 23:30 - loss: 1423.4390 - logits_profile_predictions_loss: 1407.4408 - logcount_predictions_loss: 0.2210 2/2421 [..............................] - ETA: 22:48 - loss: 1430.4970 - logits_profile_predictions_loss: 1414.1034 - logcount_predictions_loss: 0.2264 3/2421 [..............................] - ETA: 22:45 - loss: 1424.2651 - logits_profile_predictions_loss: 1407.5704 - logcount_predictions_loss: 0.2306 4/2421 [..............................] - ETA: 22:43 - loss: 1415.0225 - logits_profile_predictions_loss: 1397.7360 - logcount_predictions_loss: 0.2388 5/2421 [..............................] - ETA: 22:42 - loss: 1403.5154 - logits_profile_predictions_loss: 1386.1009 - logcount_predictions_loss: 0.2405 6/2421 [..............................] - ETA: 22:42 - loss: 1397.1073 - logits_profile_predictions_loss: 1379.5809 - logcount_predictions_loss: 0.2421 7/2421 [..............................] - ETA: 22:42 - loss: 1389.2347 - logits_profile_predictions_loss: 1371.5342 - logcount_predictions_loss: 0.2445 8/2421 [..............................] - ETA: 22:41 - loss: 1383.3013 - logits_profile_predictions_loss: 1365.5319 - logcount_predictions_loss: 0.2454 9/2421 [..............................] - ETA: 22:40 - loss: 1377.6236 - logits_profile_predictions_loss: 1359.7337 - logcount_predictions_loss: 0.2471 10/2421 [..............................] - ETA: 22:40 - loss: 1371.9581 - logits_profile_predictions_loss: 1354.0130 - logcount_predictions_loss: 0.2479 11/2421 [..............................] - ETA: 22:39 - loss: 1367.4103 - logits_profile_predictions_loss: 1349.3883 - logcount_predictions_loss: 0.2489 12/2421 [..............................] - ETA: 22:38 - loss: 1363.2653 - logits_profile_predictions_loss: 1345.1655 - logcount_predictions_loss: 0.2500 13/2421 [..............................] - ETA: 22:38 - loss: 1360.1279 - logits_profile_predictions_loss: 1341.9544 - logcount_predictions_loss: 0.2510 14/2421 [..............................] - ETA: 22:37 - loss: 1357.6304 - logits_profile_predictions_loss: 1339.3971 - logcount_predictions_loss: 0.2518 15/2421 [..............................] - ETA: 22:37 - loss: 1354.8641 - logits_profile_predictions_loss: 1336.6032 - logcount_predictions_loss: 0.2522 16/2421 [..............................] - ETA: 22:36 - loss: 1352.2498 - logits_profile_predictions_loss: 1333.9650 - logcount_predictions_loss: 0.2526 17/2421 [..............................] - ETA: 22:36 - loss: 1349.8962 - logits_profile_predictions_loss: 1331.5987 - logcount_predictions_loss: 0.2527 18/2421 [..............................] - ETA: 22:36 - loss: 1348.0475 - logits_profile_predictions_loss: 1329.7513 - logcount_predictions_loss: 0.2527 19/2421 [..............................] - ETA: 22:35 - loss: 1346.1555 - logits_profile_predictions_loss: 1327.8614 - logcount_predictions_loss: 0.2527 20/2421 [..............................] - ETA: 22:34 - loss: 1344.7146 - logits_profile_predictions_loss: 1326.4013 - logcount_predictions_loss: 0.2529 21/2421 [..............................] - ETA: 22:34 - loss: 1343.4032 - logits_profile_predictions_loss: 1325.0723 - logcount_predictions_loss: 0.2532 22/2421 [..............................] - ETA: 22:34 - loss: 1342.3602 - logits_profile_predictions_loss: 1324.0054 - logcount_predictions_loss: 0.2535 23/2421 [..............................] - ETA: 22:33 - loss: 1341.6152 - logits_profile_predictions_loss: 1323.2412 - logcount_predictions_loss: 0.2538 24/2421 [..............................] - ETA: 22:32 - loss: 1341.0709 - logits_profile_predictions_loss: 1322.6844 - logcount_predictions_loss: 0.2540 25/2421 [..............................] - ETA: 22:32 - loss: 1340.5610 - logits_profile_predictions_loss: 1322.1653 - logcount_predictions_loss: 0.2541 26/2421 [..............................] - ETA: 22:31 - loss: 1340.1325 - logits_profile_predictions_loss: 1321.7308 - logcount_predictions_loss: 0.2542 27/2421 [..............................] - ETA: 22:31 - loss: 1339.7531 - logits_profile_predictions_loss: 1321.3462 - logcount_predictions_loss: 0.2542 28/2421 [..............................] - ETA: 22:30 - loss: 1339.4845 - logits_profile_predictions_loss: 1321.0697 - logcount_predictions_loss: 0.2543 29/2421 [..............................] - ETA: 22:30 - loss: 1339.2683 - logits_profile_predictions_loss: 1320.8465 - logcount_predictions_loss: 0.2544 30/2421 [..............................] - ETA: 22:29 - loss: 1339.0462 - logits_profile_predictions_loss: 1320.6208 - logcount_predictions_loss: 0.2545 31/2421 [..............................] - ETA: 22:28 - loss: 1338.8578 - logits_profile_predictions_loss: 1320.4310 - logcount_predictions_loss: 0.2545 32/2421 [..............................] - ETA: 22:28 - loss: 1338.6880 - logits_profile_predictions_loss: 1320.2594 - logcount_predictions_loss: 0.2545 33/2421 [..............................] - ETA: 22:27 - loss: 1338.5464 - logits_profile_predictions_loss: 1320.1161 - logcount_predictions_loss: 0.2546 34/2421 [..............................] - ETA: 22:27 - loss: 1338.5153 - logits_profile_predictions_loss: 1320.0858 - logcount_predictions_loss: 0.2546 35/2421 [..............................] - ETA: 22:26 - loss: 1338.3883 - logits_profile_predictions_loss: 1319.9553 - logcount_predictions_loss: 0.2546 36/2421 [..............................] - ETA: 22:26 - loss: 1338.2072 - 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- ETA: 19:03 - loss: 1318.2269 - logits_profile_predictions_loss: 1299.3554 - logcount_predictions_loss: 0.2607 398/2421 [===>..........................] - ETA: 19:02 - loss: 1318.2211 - logits_profile_predictions_loss: 1299.3500 - logcount_predictions_loss: 0.2607 399/2421 [===>..........................] - ETA: 19:02 - loss: 1318.2151 - logits_profile_predictions_loss: 1299.3444 - logcount_predictions_loss: 0.2606 400/2421 [===>..........................] - ETA: 19:01 - loss: 1318.2084 - logits_profile_predictions_loss: 1299.3383 - logcount_predictions_loss: 0.2606 401/2421 [===>..........................] - ETA: 19:00 - loss: 1318.2009 - logits_profile_predictions_loss: 1299.3312 - logcount_predictions_loss: 0.2606 402/2421 [===>..........................] - ETA: 19:00 - loss: 1318.1937 - logits_profile_predictions_loss: 1299.3244 - logcount_predictions_loss: 0.2606 403/2421 [===>..........................] - ETA: 18:59 - loss: 1318.1875 - logits_profile_predictions_loss: 1299.3185 - logcount_predictions_loss: 0.2606 404/2421 [====>.........................] - ETA: 18:59 - loss: 1318.1813 - logits_profile_predictions_loss: 1299.3127 - logcount_predictions_loss: 0.2606 405/2421 [====>.........................] - ETA: 18:58 - loss: 1318.1750 - logits_profile_predictions_loss: 1299.3068 - logcount_predictions_loss: 0.2606 406/2421 [====>.........................] - ETA: 18:58 - loss: 1318.1695 - logits_profile_predictions_loss: 1299.3017 - logcount_predictions_loss: 0.2606 407/2421 [====>.........................] - ETA: 18:57 - loss: 1318.1638 - logits_profile_predictions_loss: 1299.2963 - logcount_predictions_loss: 0.2606 408/2421 [====>.........................] - ETA: 18:56 - loss: 1318.1570 - logits_profile_predictions_loss: 1299.2899 - logcount_predictions_loss: 0.2606 409/2421 [====>.........................] - ETA: 18:56 - loss: 1318.1502 - logits_profile_predictions_loss: 1299.2835 - logcount_predictions_loss: 0.2606 410/2421 [====>.........................] - ETA: 18:55 - loss: 1318.1431 - logits_profile_predictions_loss: 1299.2767 - logcount_predictions_loss: 0.2606 411/2421 [====>.........................] - ETA: 18:55 - loss: 1318.1368 - logits_profile_predictions_loss: 1299.2708 - logcount_predictions_loss: 0.2606 412/2421 [====>.........................] - ETA: 18:54 - loss: 1318.1308 - logits_profile_predictions_loss: 1299.2650 - logcount_predictions_loss: 0.2606 413/2421 [====>.........................] - ETA: 18:54 - loss: 1318.1254 - logits_profile_predictions_loss: 1299.2599 - logcount_predictions_loss: 0.2606 414/2421 [====>.........................] - ETA: 18:53 - loss: 1318.1202 - logits_profile_predictions_loss: 1299.2550 - logcount_predictions_loss: 0.2606 415/2421 [====>.........................] - ETA: 18:52 - loss: 1318.1153 - logits_profile_predictions_loss: 1299.2504 - logcount_predictions_loss: 0.2606 416/2421 [====>.........................] - ETA: 18:52 - loss: 1318.1101 - logits_profile_predictions_loss: 1299.2456 - logcount_predictions_loss: 0.2606 417/2421 [====>.........................] - ETA: 18:51 - loss: 1318.1048 - logits_profile_predictions_loss: 1299.2406 - logcount_predictions_loss: 0.2606 418/2421 [====>.........................] - ETA: 18:51 - loss: 1318.0997 - logits_profile_predictions_loss: 1299.2357 - logcount_predictions_loss: 0.2606 419/2421 [====>.........................] - ETA: 18:50 - loss: 1318.0938 - logits_profile_predictions_loss: 1299.2300 - logcount_predictions_loss: 0.2606 420/2421 [====>.........................] - ETA: 18:50 - loss: 1318.0876 - logits_profile_predictions_loss: 1299.2241 - logcount_predictions_loss: 0.2605 421/2421 [====>.........................] - ETA: 18:49 - loss: 1318.0812 - logits_profile_predictions_loss: 1299.2179 - logcount_predictions_loss: 0.2605 422/2421 [====>.........................] - ETA: 18:48 - loss: 1318.0750 - logits_profile_predictions_loss: 1299.2120 - logcount_predictions_loss: 0.2605 423/2421 [====>.........................] - ETA: 18:48 - loss: 1318.0686 - logits_profile_predictions_loss: 1299.2059 - logcount_predictions_loss: 0.2605 424/2421 [====>.........................] - ETA: 18:47 - loss: 1318.0624 - logits_profile_predictions_loss: 1299.1999 - logcount_predictions_loss: 0.2605 425/2421 [====>.........................] - ETA: 18:47 - loss: 1318.0556 - logits_profile_predictions_loss: 1299.1933 - logcount_predictions_loss: 0.2605 426/2421 [====>.........................] - ETA: 18:46 - loss: 1318.0488 - logits_profile_predictions_loss: 1299.1867 - logcount_predictions_loss: 0.2605 427/2421 [====>.........................] - ETA: 18:46 - loss: 1318.0422 - logits_profile_predictions_loss: 1299.1804 - logcount_predictions_loss: 0.2605 428/2421 [====>.........................] - ETA: 18:45 - loss: 1318.0359 - logits_profile_predictions_loss: 1299.1743 - logcount_predictions_loss: 0.2605 429/2421 [====>.........................] - ETA: 18:45 - loss: 1318.0295 - logits_profile_predictions_loss: 1299.1681 - logcount_predictions_loss: 0.2605 430/2421 [====>.........................] - ETA: 18:44 - loss: 1318.0227 - logits_profile_predictions_loss: 1299.1615 - logcount_predictions_loss: 0.2605 431/2421 [====>.........................] - ETA: 18:43 - loss: 1318.0164 - logits_profile_predictions_loss: 1299.1554 - logcount_predictions_loss: 0.2605 432/2421 [====>.........................] - ETA: 18:43 - loss: 1318.0098 - logits_profile_predictions_loss: 1299.1490 - logcount_predictions_loss: 0.2605 433/2421 [====>.........................] - ETA: 18:42 - loss: 1318.0035 - logits_profile_predictions_loss: 1299.1429 - logcount_predictions_loss: 0.2605 434/2421 [====>.........................] - ETA: 18:42 - loss: 1317.9967 - logits_profile_predictions_loss: 1299.1364 - logcount_predictions_loss: 0.2605 435/2421 [====>.........................] - ETA: 18:41 - loss: 1317.9899 - logits_profile_predictions_loss: 1299.1298 - logcount_predictions_loss: 0.2605 436/2421 [====>.........................] - ETA: 18:41 - loss: 1317.9828 - logits_profile_predictions_loss: 1299.1229 - logcount_predictions_loss: 0.2605 437/2421 [====>.........................] - ETA: 18:40 - loss: 1317.9754 - logits_profile_predictions_loss: 1299.1157 - logcount_predictions_loss: 0.2605 438/2421 [====>.........................] - ETA: 18:39 - loss: 1317.9678 - logits_profile_predictions_loss: 1299.1084 - logcount_predictions_loss: 0.2605 439/2421 [====>.........................] - ETA: 18:39 - loss: 1317.9609 - logits_profile_predictions_loss: 1299.1017 - logcount_predictions_loss: 0.2605 440/2421 [====>.........................] - ETA: 18:38 - loss: 1317.9545 - logits_profile_predictions_loss: 1299.0955 - logcount_predictions_loss: 0.2605 441/2421 [====>.........................] - ETA: 18:38 - loss: 1317.9480 - logits_profile_predictions_loss: 1299.0892 - logcount_predictions_loss: 0.2605 442/2421 [====>.........................] 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ETA: 25s - loss: 1316.6721 - logits_profile_predictions_loss: 1297.4608 - logcount_predictions_loss: 0.2654 2377/2421 [============================>.] - ETA: 24s - loss: 1316.6724 - logits_profile_predictions_loss: 1297.4610 - logcount_predictions_loss: 0.2654 2378/2421 [============================>.] - ETA: 24s - loss: 1316.6727 - logits_profile_predictions_loss: 1297.4612 - logcount_predictions_loss: 0.2654 2379/2421 [============================>.] - ETA: 23s - loss: 1316.6730 - logits_profile_predictions_loss: 1297.4614 - logcount_predictions_loss: 0.2654 2380/2421 [============================>.] - ETA: 23s - loss: 1316.6733 - logits_profile_predictions_loss: 1297.4616 - logcount_predictions_loss: 0.2654 2381/2421 [============================>.] - ETA: 22s - loss: 1316.6736 - logits_profile_predictions_loss: 1297.4618 - logcount_predictions_loss: 0.2654 2382/2421 [============================>.] - ETA: 22s - loss: 1316.6739 - logits_profile_predictions_loss: 1297.4619 - 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ETA: 18s - loss: 1316.6757 - logits_profile_predictions_loss: 1297.4631 - logcount_predictions_loss: 0.2654 2390/2421 [============================>.] - ETA: 17s - loss: 1316.6760 - logits_profile_predictions_loss: 1297.4632 - logcount_predictions_loss: 0.2654 2391/2421 [============================>.] - ETA: 16s - loss: 1316.6762 - logits_profile_predictions_loss: 1297.4634 - logcount_predictions_loss: 0.2654 2392/2421 [============================>.] - ETA: 16s - loss: 1316.6765 - logits_profile_predictions_loss: 1297.4636 - logcount_predictions_loss: 0.2654 2393/2421 [============================>.] - ETA: 15s - loss: 1316.6768 - logits_profile_predictions_loss: 1297.4637 - logcount_predictions_loss: 0.2654 2394/2421 [============================>.] - ETA: 15s - loss: 1316.6771 - logits_profile_predictions_loss: 1297.4640 - logcount_predictions_loss: 0.2654 2395/2421 [============================>.] - ETA: 14s - loss: 1316.6774 - logits_profile_predictions_loss: 1297.4641 - 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ETA: 10s - loss: 1316.6794 - logits_profile_predictions_loss: 1297.4654 - logcount_predictions_loss: 0.2654 2403/2421 [============================>.] - ETA: 10s - loss: 1316.6796 - logits_profile_predictions_loss: 1297.4656 - logcount_predictions_loss: 0.2654 2404/2421 [============================>.] - ETA: 9s - loss: 1316.6800 - logits_profile_predictions_loss: 1297.4658 - logcount_predictions_loss: 0.2654  2405/2421 [============================>.] - ETA: 9s - loss: 1316.6803 - logits_profile_predictions_loss: 1297.4661 - logcount_predictions_loss: 0.2654 2406/2421 [============================>.] - ETA: 8s - loss: 1316.6807 - logits_profile_predictions_loss: 1297.4664 - logcount_predictions_loss: 0.2654 2407/2421 [============================>.] - ETA: 7s - loss: 1316.6810 - logits_profile_predictions_loss: 1297.4666 - logcount_predictions_loss: 0.2654 2408/2421 [============================>.] - ETA: 7s - loss: 1316.6814 - logits_profile_predictions_loss: 1297.4669 - logcount_predictions_loss: 0.2654 2409/2421 [============================>.] - ETA: 6s - loss: 1316.6818 - logits_profile_predictions_loss: 1297.4672 - logcount_predictions_loss: 0.2654 2410/2421 [============================>.] - ETA: 6s - loss: 1316.6822 - logits_profile_predictions_loss: 1297.4675 - logcount_predictions_loss: 0.2654 2411/2421 [============================>.] - ETA: 5s - loss: 1316.6826 - logits_profile_predictions_loss: 1297.4678 - logcount_predictions_loss: 0.2654 2412/2421 [============================>.] - ETA: 5s - loss: 1316.6831 - logits_profile_predictions_loss: 1297.4681 - logcount_predictions_loss: 0.2654 2413/2421 [============================>.] - ETA: 4s - loss: 1316.6835 - logits_profile_predictions_loss: 1297.4684 - logcount_predictions_loss: 0.2654 2414/2421 [============================>.] - ETA: 3s - loss: 1316.6839 - logits_profile_predictions_loss: 1297.4688 - logcount_predictions_loss: 0.2654 2415/2421 [============================>.] - ETA: 3s - loss: 1316.6844 - logits_profile_predictions_loss: 1297.4691 - logcount_predictions_loss: 0.2654 2416/2421 [============================>.] - ETA: 2s - loss: 1316.6848 - logits_profile_predictions_loss: 1297.4694 - logcount_predictions_loss: 0.2654 2417/2421 [============================>.] - ETA: 2s - loss: 1316.6852 - logits_profile_predictions_loss: 1297.4698 - logcount_predictions_loss: 0.2654 2418/2421 [============================>.] - ETA: 1s - loss: 1316.6857 - logits_profile_predictions_loss: 1297.4701 - logcount_predictions_loss: 0.2654 2419/2421 [============================>.] - ETA: 1s - loss: 1316.6861 - logits_profile_predictions_loss: 1297.4704 - logcount_predictions_loss: 0.2654 2420/2421 [============================>.] - ETA: 0s - loss: 1316.6865 - logits_profile_predictions_loss: 1297.4708 - logcount_predictions_loss: 0.2654 2421/2421 [==============================] - ETA: 0s - loss: 1316.6870 - logits_profile_predictions_loss: 1297.4711 - logcount_predictions_loss: 0.2654 2421/2421 [==============================] - 1430s 591ms/step - loss: 1316.6874 - logits_profile_predictions_loss: 1297.4714 - logcount_predictions_loss: 0.2654 - val_loss: 1576.5909 - val_logits_profile_predictions_loss: 1547.2561 - val_logcount_predictions_loss: 0.4052 Epoch 00019: val_loss did not improve from 1559.68359 Epoch 20/50 1/2421 [..............................] - ETA: 23:33 - loss: 1433.3467 - logits_profile_predictions_loss: 1420.7551 - logcount_predictions_loss: 0.1739 2/2421 [..............................] - ETA: 22:45 - loss: 1400.1791 - logits_profile_predictions_loss: 1385.3167 - logcount_predictions_loss: 0.2053 3/2421 [..............................] - ETA: 22:45 - loss: 1392.7679 - logits_profile_predictions_loss: 1377.9628 - logcount_predictions_loss: 0.2045 4/2421 [..............................] - ETA: 22:43 - loss: 1381.3987 - logits_profile_predictions_loss: 1366.6530 - logcount_predictions_loss: 0.2037 5/2421 [..............................] - ETA: 22:43 - loss: 1380.8937 - logits_profile_predictions_loss: 1366.1375 - logcount_predictions_loss: 0.2038 6/2421 [..............................] - ETA: 22:42 - loss: 1379.7110 - logits_profile_predictions_loss: 1364.7515 - logcount_predictions_loss: 0.2066 7/2421 [..............................] - ETA: 22:42 - loss: 1374.1014 - logits_profile_predictions_loss: 1358.8754 - logcount_predictions_loss: 0.2103 8/2421 [..............................] - ETA: 22:41 - loss: 1369.1140 - logits_profile_predictions_loss: 1353.6414 - logcount_predictions_loss: 0.2137 9/2421 [..............................] - ETA: 22:40 - loss: 1365.6698 - logits_profile_predictions_loss: 1349.9987 - logcount_predictions_loss: 0.2165 10/2421 [..............................] - ETA: 22:40 - loss: 1362.7034 - logits_profile_predictions_loss: 1346.8824 - logcount_predictions_loss: 0.2185 11/2421 [..............................] - ETA: 22:39 - loss: 1359.7943 - logits_profile_predictions_loss: 1343.8131 - logcount_predictions_loss: 0.2207 12/2421 [..............................] - ETA: 22:39 - loss: 1357.9446 - logits_profile_predictions_loss: 1341.8466 - logcount_predictions_loss: 0.2223 13/2421 [..............................] - ETA: 22:39 - loss: 1356.5789 - logits_profile_predictions_loss: 1340.3953 - logcount_predictions_loss: 0.2235 14/2421 [..............................] - ETA: 22:38 - loss: 1356.2368 - logits_profile_predictions_loss: 1340.0071 - logcount_predictions_loss: 0.2242 15/2421 [..............................] - ETA: 22:40 - loss: 1355.2152 - logits_profile_predictions_loss: 1338.9222 - logcount_predictions_loss: 0.2250 16/2421 [..............................] - ETA: 22:39 - loss: 1354.0679 - logits_profile_predictions_loss: 1337.7234 - logcount_predictions_loss: 0.2258 17/2421 [..............................] - ETA: 22:38 - loss: 1353.1599 - logits_profile_predictions_loss: 1336.7600 - logcount_predictions_loss: 0.2265 18/2421 [..............................] - ETA: 22:38 - loss: 1351.7832 - logits_profile_predictions_loss: 1335.3344 - logcount_predictions_loss: 0.2272 19/2421 [..............................] - ETA: 22:37 - loss: 1350.5596 - logits_profile_predictions_loss: 1334.0726 - logcount_predictions_loss: 0.2277 20/2421 [..............................] - ETA: 22:36 - loss: 1349.7246 - logits_profile_predictions_loss: 1333.2018 - logcount_predictions_loss: 0.2282 21/2421 [..............................] - ETA: 22:36 - loss: 1348.8407 - logits_profile_predictions_loss: 1332.2691 - logcount_predictions_loss: 0.2289 22/2421 [..............................] - ETA: 22:35 - loss: 1347.7888 - logits_profile_predictions_loss: 1331.1663 - logcount_predictions_loss: 0.2296 23/2421 [..............................] - ETA: 22:34 - loss: 1346.9052 - logits_profile_predictions_loss: 1330.2192 - logcount_predictions_loss: 0.2305 24/2421 [..............................] - ETA: 22:34 - loss: 1346.1321 - logits_profile_predictions_loss: 1329.3942 - logcount_predictions_loss: 0.2312 25/2421 [..............................] - ETA: 22:33 - loss: 1345.8218 - logits_profile_predictions_loss: 1329.0360 - logcount_predictions_loss: 0.2318 26/2421 [..............................] - ETA: 22:32 - loss: 1345.5705 - logits_profile_predictions_loss: 1328.7391 - logcount_predictions_loss: 0.2325 27/2421 [..............................] - ETA: 22:32 - loss: 1345.4505 - logits_profile_predictions_loss: 1328.5784 - logcount_predictions_loss: 0.2330 28/2421 [..............................] - ETA: 22:31 - loss: 1345.4146 - logits_profile_predictions_loss: 1328.5044 - logcount_predictions_loss: 0.2336 29/2421 [..............................] - ETA: 22:31 - loss: 1345.2969 - logits_profile_predictions_loss: 1328.3602 - logcount_predictions_loss: 0.2339 30/2421 [..............................] - ETA: 22:30 - loss: 1345.3062 - logits_profile_predictions_loss: 1328.3492 - logcount_predictions_loss: 0.2342 31/2421 [..............................] - ETA: 22:29 - loss: 1345.2795 - logits_profile_predictions_loss: 1328.3033 - logcount_predictions_loss: 0.2345 32/2421 [..............................] - ETA: 22:29 - loss: 1345.3626 - logits_profile_predictions_loss: 1328.3674 - logcount_predictions_loss: 0.2347 33/2421 [..............................] - ETA: 22:28 - loss: 1345.5646 - logits_profile_predictions_loss: 1328.5511 - logcount_predictions_loss: 0.2350 34/2421 [..............................] - ETA: 22:28 - loss: 1345.6906 - logits_profile_predictions_loss: 1328.6571 - logcount_predictions_loss: 0.2353 35/2421 [..............................] - ETA: 22:27 - loss: 1345.7452 - logits_profile_predictions_loss: 1328.6940 - logcount_predictions_loss: 0.2355 36/2421 [..............................] - ETA: 22:26 - loss: 1345.7052 - logits_profile_predictions_loss: 1328.6239 - logcount_predictions_loss: 0.2359 37/2421 [..............................] - ETA: 22:26 - loss: 1345.6998 - 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[==>...........................] - ETA: 20:10 - loss: 1326.2602 - logits_profile_predictions_loss: 1308.2319 - logcount_predictions_loss: 0.2490 277/2421 [==>...........................] - ETA: 20:10 - loss: 1326.2531 - logits_profile_predictions_loss: 1308.2230 - logcount_predictions_loss: 0.2490 278/2421 [==>...........................] - ETA: 20:09 - loss: 1326.2449 - logits_profile_predictions_loss: 1308.2131 - logcount_predictions_loss: 0.2491 279/2421 [==>...........................] - ETA: 20:09 - loss: 1326.2355 - logits_profile_predictions_loss: 1308.2019 - logcount_predictions_loss: 0.2491 280/2421 [==>...........................] - ETA: 20:08 - loss: 1326.2238 - logits_profile_predictions_loss: 1308.1884 - logcount_predictions_loss: 0.2491 281/2421 [==>...........................] - ETA: 20:08 - loss: 1326.2112 - logits_profile_predictions_loss: 1308.1740 - logcount_predictions_loss: 0.2491 282/2421 [==>...........................] - ETA: 20:07 - loss: 1326.1983 - 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[====>.........................] - ETA: 18:54 - loss: 1324.1786 - logits_profile_predictions_loss: 1305.9691 - logcount_predictions_loss: 0.2515 412/2421 [====>.........................] - ETA: 18:53 - loss: 1324.1635 - logits_profile_predictions_loss: 1305.9529 - logcount_predictions_loss: 0.2515 413/2421 [====>.........................] - ETA: 18:53 - loss: 1324.1488 - logits_profile_predictions_loss: 1305.9370 - logcount_predictions_loss: 0.2515 414/2421 [====>.........................] - ETA: 18:52 - loss: 1324.1339 - logits_profile_predictions_loss: 1305.9209 - logcount_predictions_loss: 0.2516 415/2421 [====>.........................] - ETA: 18:52 - loss: 1324.1192 - logits_profile_predictions_loss: 1305.9051 - logcount_predictions_loss: 0.2516 416/2421 [====>.........................] - ETA: 18:51 - loss: 1324.1048 - logits_profile_predictions_loss: 1305.8895 - logcount_predictions_loss: 0.2516 417/2421 [====>.........................] - ETA: 18:51 - loss: 1324.0893 - 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1323.8937 - logits_profile_predictions_loss: 1305.6629 - logcount_predictions_loss: 0.2518 431/2421 [====>.........................] - ETA: 18:43 - loss: 1323.8795 - logits_profile_predictions_loss: 1305.6477 - logcount_predictions_loss: 0.2518 432/2421 [====>.........................] - ETA: 18:42 - loss: 1323.8657 - logits_profile_predictions_loss: 1305.6328 - logcount_predictions_loss: 0.2518 433/2421 [====>.........................] - ETA: 18:42 - loss: 1323.8522 - logits_profile_predictions_loss: 1305.6182 - logcount_predictions_loss: 0.2519 434/2421 [====>.........................] - ETA: 18:41 - loss: 1323.8385 - logits_profile_predictions_loss: 1305.6033 - logcount_predictions_loss: 0.2519 435/2421 [====>.........................] - ETA: 18:40 - loss: 1323.8257 - logits_profile_predictions_loss: 1305.5895 - logcount_predictions_loss: 0.2519 436/2421 [====>.........................] - ETA: 18:40 - loss: 1323.8135 - logits_profile_predictions_loss: 1305.5762 - 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logcount_predictions_loss: 0.2578 2345/2421 [============================>.] - ETA: 42s - loss: 1316.7462 - logits_profile_predictions_loss: 1298.0809 - logcount_predictions_loss: 0.2578 2346/2421 [============================>.] - ETA: 42s - loss: 1316.7452 - logits_profile_predictions_loss: 1298.0798 - logcount_predictions_loss: 0.2578 2347/2421 [============================>.] - ETA: 41s - loss: 1316.7442 - logits_profile_predictions_loss: 1298.0787 - logcount_predictions_loss: 0.2578 2348/2421 [============================>.] - ETA: 41s - loss: 1316.7432 - logits_profile_predictions_loss: 1298.0776 - logcount_predictions_loss: 0.2578 2349/2421 [============================>.] - ETA: 40s - loss: 1316.7422 - logits_profile_predictions_loss: 1298.0765 - logcount_predictions_loss: 0.2578 2350/2421 [============================>.] - ETA: 40s - loss: 1316.7412 - logits_profile_predictions_loss: 1298.0754 - logcount_predictions_loss: 0.2578 2351/2421 [============================>.] - ETA: 39s - loss: 1316.7403 - logits_profile_predictions_loss: 1298.0743 - logcount_predictions_loss: 0.2578 2352/2421 [============================>.] - ETA: 38s - loss: 1316.7393 - logits_profile_predictions_loss: 1298.0732 - logcount_predictions_loss: 0.2578 2353/2421 [============================>.] - ETA: 38s - loss: 1316.7383 - logits_profile_predictions_loss: 1298.0722 - logcount_predictions_loss: 0.2578 2354/2421 [============================>.] - ETA: 37s - loss: 1316.7374 - logits_profile_predictions_loss: 1298.0711 - logcount_predictions_loss: 0.2578 2355/2421 [============================>.] - ETA: 37s - loss: 1316.7364 - logits_profile_predictions_loss: 1298.0701 - logcount_predictions_loss: 0.2578 2356/2421 [============================>.] - ETA: 36s - loss: 1316.7354 - logits_profile_predictions_loss: 1298.0690 - logcount_predictions_loss: 0.2578 2357/2421 [============================>.] - ETA: 36s - loss: 1316.7345 - logits_profile_predictions_loss: 1298.0680 - logcount_predictions_loss: 0.2578 2358/2421 [============================>.] - ETA: 35s - loss: 1316.7336 - logits_profile_predictions_loss: 1298.0670 - logcount_predictions_loss: 0.2578 2359/2421 [============================>.] - ETA: 35s - loss: 1316.7326 - logits_profile_predictions_loss: 1298.0659 - logcount_predictions_loss: 0.2578 2360/2421 [============================>.] - ETA: 34s - loss: 1316.7317 - logits_profile_predictions_loss: 1298.0649 - logcount_predictions_loss: 0.2578 2361/2421 [============================>.] - ETA: 33s - loss: 1316.7308 - logits_profile_predictions_loss: 1298.0639 - logcount_predictions_loss: 0.2578 2362/2421 [============================>.] - ETA: 33s - loss: 1316.7299 - logits_profile_predictions_loss: 1298.0629 - logcount_predictions_loss: 0.2578 2363/2421 [============================>.] - ETA: 32s - loss: 1316.7289 - logits_profile_predictions_loss: 1298.0619 - logcount_predictions_loss: 0.2578 2364/2421 [============================>.] - ETA: 32s - loss: 1316.7280 - logits_profile_predictions_loss: 1298.0609 - logcount_predictions_loss: 0.2578 2365/2421 [============================>.] - ETA: 31s - loss: 1316.7270 - logits_profile_predictions_loss: 1298.0598 - logcount_predictions_loss: 0.2578 2366/2421 [============================>.] - ETA: 31s - loss: 1316.7261 - logits_profile_predictions_loss: 1298.0588 - logcount_predictions_loss: 0.2578 2367/2421 [============================>.] - ETA: 30s - loss: 1316.7252 - logits_profile_predictions_loss: 1298.0578 - logcount_predictions_loss: 0.2579 2368/2421 [============================>.] - ETA: 29s - loss: 1316.7242 - logits_profile_predictions_loss: 1298.0567 - logcount_predictions_loss: 0.2579 2369/2421 [============================>.] - ETA: 29s - loss: 1316.7233 - logits_profile_predictions_loss: 1298.0557 - logcount_predictions_loss: 0.2579 2370/2421 [============================>.] - ETA: 28s - loss: 1316.7223 - logits_profile_predictions_loss: 1298.0546 - logcount_predictions_loss: 0.2579 2371/2421 [============================>.] - ETA: 28s - loss: 1316.7213 - logits_profile_predictions_loss: 1298.0536 - logcount_predictions_loss: 0.2579 2372/2421 [============================>.] - ETA: 27s - loss: 1316.7204 - logits_profile_predictions_loss: 1298.0525 - logcount_predictions_loss: 0.2579 2373/2421 [============================>.] - ETA: 27s - loss: 1316.7194 - logits_profile_predictions_loss: 1298.0514 - logcount_predictions_loss: 0.2579 2374/2421 [============================>.] - ETA: 26s - loss: 1316.7184 - logits_profile_predictions_loss: 1298.0503 - logcount_predictions_loss: 0.2579 2375/2421 [============================>.] - ETA: 25s - loss: 1316.7173 - logits_profile_predictions_loss: 1298.0492 - logcount_predictions_loss: 0.2579 2376/2421 [============================>.] - ETA: 25s - loss: 1316.7163 - logits_profile_predictions_loss: 1298.0481 - logcount_predictions_loss: 0.2579 2377/2421 [============================>.] - ETA: 24s - loss: 1316.7153 - logits_profile_predictions_loss: 1298.0470 - logcount_predictions_loss: 0.2579 2378/2421 [============================>.] - ETA: 24s - loss: 1316.7143 - logits_profile_predictions_loss: 1298.0459 - logcount_predictions_loss: 0.2579 2379/2421 [============================>.] - ETA: 23s - loss: 1316.7133 - logits_profile_predictions_loss: 1298.0448 - logcount_predictions_loss: 0.2579 2380/2421 [============================>.] - ETA: 23s - loss: 1316.7123 - logits_profile_predictions_loss: 1298.0437 - logcount_predictions_loss: 0.2579 2381/2421 [============================>.] - ETA: 22s - loss: 1316.7112 - logits_profile_predictions_loss: 1298.0426 - logcount_predictions_loss: 0.2579 2382/2421 [============================>.] - ETA: 22s - loss: 1316.7102 - logits_profile_predictions_loss: 1298.0415 - logcount_predictions_loss: 0.2579 2383/2421 [============================>.] - ETA: 21s - loss: 1316.7093 - logits_profile_predictions_loss: 1298.0404 - logcount_predictions_loss: 0.2579 2384/2421 [============================>.] - ETA: 20s - loss: 1316.7083 - logits_profile_predictions_loss: 1298.0394 - logcount_predictions_loss: 0.2579 2385/2421 [============================>.] - ETA: 20s - loss: 1316.7074 - logits_profile_predictions_loss: 1298.0383 - logcount_predictions_loss: 0.2579 2386/2421 [============================>.] - ETA: 19s - loss: 1316.7064 - logits_profile_predictions_loss: 1298.0373 - logcount_predictions_loss: 0.2579 2387/2421 [============================>.] - ETA: 19s - loss: 1316.7055 - logits_profile_predictions_loss: 1298.0363 - logcount_predictions_loss: 0.2579 2388/2421 [============================>.] - ETA: 18s - loss: 1316.7045 - logits_profile_predictions_loss: 1298.0352 - logcount_predictions_loss: 0.2579 2389/2421 [============================>.] - ETA: 18s - loss: 1316.7035 - logits_profile_predictions_loss: 1298.0342 - logcount_predictions_loss: 0.2579 2390/2421 [============================>.] - ETA: 17s - loss: 1316.7026 - logits_profile_predictions_loss: 1298.0331 - logcount_predictions_loss: 0.2579 2391/2421 [============================>.] - ETA: 16s - loss: 1316.7016 - logits_profile_predictions_loss: 1298.0321 - logcount_predictions_loss: 0.2579 2392/2421 [============================>.] - ETA: 16s - loss: 1316.7006 - logits_profile_predictions_loss: 1298.0310 - logcount_predictions_loss: 0.2579 2393/2421 [============================>.] - ETA: 15s - loss: 1316.6996 - logits_profile_predictions_loss: 1298.0299 - logcount_predictions_loss: 0.2579 2394/2421 [============================>.] - ETA: 15s - loss: 1316.6986 - logits_profile_predictions_loss: 1298.0288 - logcount_predictions_loss: 0.2579 2395/2421 [============================>.] - ETA: 14s - loss: 1316.6976 - logits_profile_predictions_loss: 1298.0277 - logcount_predictions_loss: 0.2579 2396/2421 [============================>.] - ETA: 14s - loss: 1316.6966 - logits_profile_predictions_loss: 1298.0266 - logcount_predictions_loss: 0.2579 2397/2421 [============================>.] - ETA: 13s - loss: 1316.6956 - logits_profile_predictions_loss: 1298.0255 - logcount_predictions_loss: 0.2579 2398/2421 [============================>.] - ETA: 12s - loss: 1316.6946 - logits_profile_predictions_loss: 1298.0244 - logcount_predictions_loss: 0.2579 2399/2421 [============================>.] - ETA: 12s - loss: 1316.6936 - logits_profile_predictions_loss: 1298.0234 - logcount_predictions_loss: 0.2579 2400/2421 [============================>.] - ETA: 11s - loss: 1316.6926 - logits_profile_predictions_loss: 1298.0223 - logcount_predictions_loss: 0.2579 2401/2421 [============================>.] - ETA: 11s - loss: 1316.6916 - logits_profile_predictions_loss: 1298.0213 - logcount_predictions_loss: 0.2579 2402/2421 [============================>.] - ETA: 10s - loss: 1316.6907 - logits_profile_predictions_loss: 1298.0202 - logcount_predictions_loss: 0.2579 2403/2421 [============================>.] - ETA: 10s - loss: 1316.6897 - logits_profile_predictions_loss: 1298.0192 - logcount_predictions_loss: 0.2579 2404/2421 [============================>.] - ETA: 9s - loss: 1316.6887 - logits_profile_predictions_loss: 1298.0181 - logcount_predictions_loss: 0.2579  2405/2421 [============================>.] - ETA: 9s - loss: 1316.6877 - logits_profile_predictions_loss: 1298.0170 - logcount_predictions_loss: 0.2579 2406/2421 [============================>.] - ETA: 8s - loss: 1316.6867 - logits_profile_predictions_loss: 1298.0160 - logcount_predictions_loss: 0.2579 2407/2421 [============================>.] - ETA: 7s - loss: 1316.6857 - logits_profile_predictions_loss: 1298.0149 - logcount_predictions_loss: 0.2579 2408/2421 [============================>.] - ETA: 7s - loss: 1316.6848 - logits_profile_predictions_loss: 1298.0139 - logcount_predictions_loss: 0.2579 2409/2421 [============================>.] - ETA: 6s - loss: 1316.6838 - logits_profile_predictions_loss: 1298.0128 - logcount_predictions_loss: 0.2579 2410/2421 [============================>.] - ETA: 6s - loss: 1316.6828 - logits_profile_predictions_loss: 1298.0118 - logcount_predictions_loss: 0.2579 2411/2421 [============================>.] - ETA: 5s - loss: 1316.6818 - logits_profile_predictions_loss: 1298.0107 - logcount_predictions_loss: 0.2579 2412/2421 [============================>.] - ETA: 5s - loss: 1316.6809 - logits_profile_predictions_loss: 1298.0097 - logcount_predictions_loss: 0.2579 2413/2421 [============================>.] - ETA: 4s - loss: 1316.6799 - logits_profile_predictions_loss: 1298.0086 - logcount_predictions_loss: 0.2579 2414/2421 [============================>.] - ETA: 3s - loss: 1316.6789 - logits_profile_predictions_loss: 1298.0076 - logcount_predictions_loss: 0.2579 2415/2421 [============================>.] - ETA: 3s - loss: 1316.6779 - logits_profile_predictions_loss: 1298.0065 - logcount_predictions_loss: 0.2579 2416/2421 [============================>.] - ETA: 2s - loss: 1316.6770 - logits_profile_predictions_loss: 1298.0055 - logcount_predictions_loss: 0.2579 2417/2421 [============================>.] - ETA: 2s - loss: 1316.6760 - logits_profile_predictions_loss: 1298.0044 - logcount_predictions_loss: 0.2579 2418/2421 [============================>.] - ETA: 1s - loss: 1316.6750 - logits_profile_predictions_loss: 1298.0034 - logcount_predictions_loss: 0.2579 2419/2421 [============================>.] - ETA: 1s - loss: 1316.6741 - logits_profile_predictions_loss: 1298.0023 - logcount_predictions_loss: 0.2579 2420/2421 [============================>.] - ETA: 0s - loss: 1316.6730 - logits_profile_predictions_loss: 1298.0013 - logcount_predictions_loss: 0.2579 2421/2421 [==============================] - ETA: 0s - loss: 1316.6721 - logits_profile_predictions_loss: 1298.0002 - logcount_predictions_loss: 0.2579 2421/2421 [==============================] - 1430s 591ms/step - loss: 1316.6711 - logits_profile_predictions_loss: 1297.9991 - logcount_predictions_loss: 0.2579 - val_loss: 1573.1725 - val_logits_profile_predictions_loss: 1543.3521 - val_logcount_predictions_loss: 0.4119 Epoch 00020: val_loss did not improve from 1559.68359 Epoch 21/50 1/2421 [..............................] - ETA: 24:02 - loss: 1437.6028 - logits_profile_predictions_loss: 1421.3942 - logcount_predictions_loss: 0.2239 2/2421 [..............................] - ETA: 22:46 - loss: 1388.5684 - logits_profile_predictions_loss: 1371.0381 - logcount_predictions_loss: 0.2421 3/2421 [..............................] - ETA: 22:45 - loss: 1359.4028 - logits_profile_predictions_loss: 1340.6581 - logcount_predictions_loss: 0.2589 4/2421 [..............................] - ETA: 22:45 - loss: 1345.3073 - logits_profile_predictions_loss: 1326.1357 - logcount_predictions_loss: 0.2648 5/2421 [..............................] - ETA: 22:44 - loss: 1338.8905 - logits_profile_predictions_loss: 1319.8161 - logcount_predictions_loss: 0.2635 6/2421 [..............................] - ETA: 22:42 - loss: 1328.8177 - logits_profile_predictions_loss: 1309.6961 - logcount_predictions_loss: 0.2641 7/2421 [..............................] - ETA: 22:42 - loss: 1320.8757 - logits_profile_predictions_loss: 1301.5689 - logcount_predictions_loss: 0.2667 8/2421 [..............................] - ETA: 22:42 - loss: 1312.7150 - logits_profile_predictions_loss: 1293.1777 - logcount_predictions_loss: 0.2699 9/2421 [..............................] - ETA: 22:41 - loss: 1307.2578 - logits_profile_predictions_loss: 1287.5610 - logcount_predictions_loss: 0.2721 10/2421 [..............................] - ETA: 22:40 - loss: 1303.6270 - logits_profile_predictions_loss: 1283.8205 - logcount_predictions_loss: 0.2736 11/2421 [..............................] - ETA: 22:40 - loss: 1300.5337 - logits_profile_predictions_loss: 1280.6578 - logcount_predictions_loss: 0.2745 12/2421 [..............................] - ETA: 22:39 - loss: 1298.7200 - logits_profile_predictions_loss: 1278.8535 - logcount_predictions_loss: 0.2744 13/2421 [..............................] - ETA: 22:38 - loss: 1296.6723 - logits_profile_predictions_loss: 1276.8283 - logcount_predictions_loss: 0.2741 14/2421 [..............................] - ETA: 22:38 - loss: 1295.5759 - logits_profile_predictions_loss: 1275.7298 - logcount_predictions_loss: 0.2741 15/2421 [..............................] - ETA: 22:37 - loss: 1295.1052 - logits_profile_predictions_loss: 1275.2565 - logcount_predictions_loss: 0.2742 16/2421 [..............................] - ETA: 22:37 - loss: 1295.1830 - logits_profile_predictions_loss: 1275.3155 - logcount_predictions_loss: 0.2744 17/2421 [..............................] - ETA: 22:36 - loss: 1294.8798 - logits_profile_predictions_loss: 1275.0127 - logcount_predictions_loss: 0.2744 18/2421 [..............................] - ETA: 22:36 - loss: 1294.7522 - logits_profile_predictions_loss: 1274.8870 - logcount_predictions_loss: 0.2744 19/2421 [..............................] - ETA: 22:35 - loss: 1294.4334 - logits_profile_predictions_loss: 1274.5778 - logcount_predictions_loss: 0.2742 20/2421 [..............................] - ETA: 22:35 - loss: 1294.2718 - logits_profile_predictions_loss: 1274.4317 - logcount_predictions_loss: 0.2740 21/2421 [..............................] - ETA: 22:34 - loss: 1293.9986 - logits_profile_predictions_loss: 1274.1849 - logcount_predictions_loss: 0.2737 22/2421 [..............................] - ETA: 22:34 - loss: 1293.7737 - logits_profile_predictions_loss: 1273.9750 - logcount_predictions_loss: 0.2735 23/2421 [..............................] - ETA: 22:33 - loss: 1293.8387 - logits_profile_predictions_loss: 1274.0498 - logcount_predictions_loss: 0.2733 24/2421 [..............................] - ETA: 22:32 - loss: 1293.6961 - logits_profile_predictions_loss: 1273.9317 - logcount_predictions_loss: 0.2730 25/2421 [..............................] - ETA: 22:32 - loss: 1293.3785 - logits_profile_predictions_loss: 1273.6457 - logcount_predictions_loss: 0.2726 26/2421 [..............................] - ETA: 22:31 - loss: 1293.0825 - logits_profile_predictions_loss: 1273.3845 - logcount_predictions_loss: 0.2721 27/2421 [..............................] - ETA: 22:31 - loss: 1292.6911 - logits_profile_predictions_loss: 1273.0216 - logcount_predictions_loss: 0.2717 28/2421 [..............................] - ETA: 22:30 - loss: 1292.2032 - logits_profile_predictions_loss: 1272.5500 - logcount_predictions_loss: 0.2715 29/2421 [..............................] - ETA: 22:30 - loss: 1291.7917 - logits_profile_predictions_loss: 1272.1569 - logcount_predictions_loss: 0.2712 30/2421 [..............................] - ETA: 22:29 - loss: 1291.3712 - logits_profile_predictions_loss: 1271.7593 - logcount_predictions_loss: 0.2709 31/2421 [..............................] - ETA: 22:29 - loss: 1291.0708 - logits_profile_predictions_loss: 1271.4796 - logcount_predictions_loss: 0.2706 32/2421 [..............................] - ETA: 22:28 - loss: 1290.6810 - logits_profile_predictions_loss: 1271.1119 - logcount_predictions_loss: 0.2703 33/2421 [..............................] - ETA: 22:27 - loss: 1290.3542 - logits_profile_predictions_loss: 1270.8031 - logcount_predictions_loss: 0.2700 34/2421 [..............................] - ETA: 22:27 - loss: 1290.0235 - logits_profile_predictions_loss: 1270.4900 - logcount_predictions_loss: 0.2698 35/2421 [..............................] - ETA: 22:26 - loss: 1289.6066 - logits_profile_predictions_loss: 1270.0929 - logcount_predictions_loss: 0.2695 36/2421 [..............................] - ETA: 22:26 - loss: 1289.2178 - logits_profile_predictions_loss: 1269.7225 - logcount_predictions_loss: 0.2693 37/2421 [..............................] - ETA: 22:25 - loss: 1288.8540 - logits_profile_predictions_loss: 1269.3796 - logcount_predictions_loss: 0.2690 38/2421 [..............................] - ETA: 22:25 - loss: 1288.5047 - logits_profile_predictions_loss: 1269.0510 - logcount_predictions_loss: 0.2687 39/2421 [..............................] - ETA: 22:24 - loss: 1288.2141 - logits_profile_predictions_loss: 1268.7817 - logcount_predictions_loss: 0.2684 40/2421 [..............................] - ETA: 22:24 - loss: 1287.8847 - logits_profile_predictions_loss: 1268.4702 - logcount_predictions_loss: 0.2682 41/2421 [..............................] - ETA: 22:23 - loss: 1287.5966 - logits_profile_predictions_loss: 1268.1967 - logcount_predictions_loss: 0.2680 42/2421 [..............................] - ETA: 22:23 - loss: 1287.3241 - logits_profile_predictions_loss: 1267.9371 - logcount_predictions_loss: 0.2678 43/2421 [..............................] - ETA: 22:22 - loss: 1287.0150 - logits_profile_predictions_loss: 1267.6392 - logcount_predictions_loss: 0.2676 44/2421 [..............................] - ETA: 22:21 - loss: 1286.7031 - logits_profile_predictions_loss: 1267.3393 - logcount_predictions_loss: 0.2675 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logits_profile_predictions_loss: 1265.7428 - logcount_predictions_loss: 0.2667 52/2421 [..............................] - ETA: 22:17 - loss: 1284.9689 - logits_profile_predictions_loss: 1265.6675 - logcount_predictions_loss: 0.2666 53/2421 [..............................] - ETA: 22:17 - loss: 1284.9269 - logits_profile_predictions_loss: 1265.6329 - logcount_predictions_loss: 0.2665 54/2421 [..............................] - ETA: 22:16 - loss: 1284.8669 - logits_profile_predictions_loss: 1265.5812 - logcount_predictions_loss: 0.2664 55/2421 [..............................] - ETA: 22:16 - loss: 1284.8200 - logits_profile_predictions_loss: 1265.5422 - logcount_predictions_loss: 0.2663 56/2421 [..............................] - ETA: 22:15 - loss: 1284.7437 - logits_profile_predictions_loss: 1265.4753 - logcount_predictions_loss: 0.2661 57/2421 [..............................] - ETA: 22:14 - loss: 1284.6577 - logits_profile_predictions_loss: 1265.3956 - logcount_predictions_loss: 0.2661 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logcount_predictions_loss: 0.2537 393/2421 [===>..........................] - ETA: 19:05 - loss: 1301.3106 - logits_profile_predictions_loss: 1282.9443 - logcount_predictions_loss: 0.2537 394/2421 [===>..........................] - ETA: 19:04 - loss: 1301.3226 - logits_profile_predictions_loss: 1282.9569 - logcount_predictions_loss: 0.2537 395/2421 [===>..........................] - ETA: 19:04 - loss: 1301.3334 - logits_profile_predictions_loss: 1282.9684 - logcount_predictions_loss: 0.2537 396/2421 [===>..........................] - ETA: 19:03 - loss: 1301.3447 - logits_profile_predictions_loss: 1282.9803 - logcount_predictions_loss: 0.2536 397/2421 [===>..........................] - ETA: 19:02 - loss: 1301.3554 - logits_profile_predictions_loss: 1282.9917 - logcount_predictions_loss: 0.2536 398/2421 [===>..........................] - ETA: 19:02 - loss: 1301.3657 - logits_profile_predictions_loss: 1283.0027 - logcount_predictions_loss: 0.2536 399/2421 [===>..........................] 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[====>.........................] - ETA: 18:54 - loss: 1301.4885 - logits_profile_predictions_loss: 1283.1334 - logcount_predictions_loss: 0.2535 413/2421 [====>.........................] - ETA: 18:53 - loss: 1301.4972 - logits_profile_predictions_loss: 1283.1427 - logcount_predictions_loss: 0.2535 414/2421 [====>.........................] - ETA: 18:53 - loss: 1301.5056 - logits_profile_predictions_loss: 1283.1517 - logcount_predictions_loss: 0.2535 415/2421 [====>.........................] - ETA: 18:52 - loss: 1301.5140 - logits_profile_predictions_loss: 1283.1606 - logcount_predictions_loss: 0.2535 416/2421 [====>.........................] - ETA: 18:51 - loss: 1301.5227 - logits_profile_predictions_loss: 1283.1699 - logcount_predictions_loss: 0.2535 417/2421 [====>.........................] - ETA: 18:51 - loss: 1301.5308 - logits_profile_predictions_loss: 1283.1785 - logcount_predictions_loss: 0.2535 418/2421 [====>.........................] - ETA: 18:50 - loss: 1301.5382 - logits_profile_predictions_loss: 1283.1865 - logcount_predictions_loss: 0.2535 419/2421 [====>.........................] - ETA: 18:50 - loss: 1301.5455 - logits_profile_predictions_loss: 1283.1944 - logcount_predictions_loss: 0.2535 420/2421 [====>.........................] - ETA: 18:49 - loss: 1301.5531 - logits_profile_predictions_loss: 1283.2025 - logcount_predictions_loss: 0.2535 421/2421 [====>.........................] - ETA: 18:49 - loss: 1301.5603 - logits_profile_predictions_loss: 1283.2103 - logcount_predictions_loss: 0.2535 422/2421 [====>.........................] - ETA: 18:48 - loss: 1301.5675 - logits_profile_predictions_loss: 1283.2180 - logcount_predictions_loss: 0.2534 423/2421 [====>.........................] - ETA: 18:47 - loss: 1301.5747 - logits_profile_predictions_loss: 1283.2257 - logcount_predictions_loss: 0.2534 424/2421 [====>.........................] - ETA: 18:47 - loss: 1301.5814 - logits_profile_predictions_loss: 1283.2330 - logcount_predictions_loss: 0.2534 425/2421 [====>.........................] - ETA: 18:46 - loss: 1301.5881 - logits_profile_predictions_loss: 1283.2402 - logcount_predictions_loss: 0.2534 426/2421 [====>.........................] - ETA: 18:46 - loss: 1301.5948 - logits_profile_predictions_loss: 1283.2474 - logcount_predictions_loss: 0.2534 427/2421 [====>.........................] - ETA: 18:45 - loss: 1301.6022 - logits_profile_predictions_loss: 1283.2554 - logcount_predictions_loss: 0.2534 428/2421 [====>.........................] - ETA: 18:45 - loss: 1301.6103 - logits_profile_predictions_loss: 1283.2640 - logcount_predictions_loss: 0.2534 429/2421 [====>.........................] - ETA: 18:44 - loss: 1301.6186 - logits_profile_predictions_loss: 1283.2729 - logcount_predictions_loss: 0.2534 430/2421 [====>.........................] - ETA: 18:44 - loss: 1301.6273 - logits_profile_predictions_loss: 1283.2821 - logcount_predictions_loss: 0.2534 431/2421 [====>.........................] - ETA: 18:43 - loss: 1301.6356 - logits_profile_predictions_loss: 1283.2910 - logcount_predictions_loss: 0.2534 432/2421 [====>.........................] - ETA: 18:42 - loss: 1301.6444 - logits_profile_predictions_loss: 1283.3004 - logcount_predictions_loss: 0.2534 433/2421 [====>.........................] - ETA: 18:42 - loss: 1301.6534 - logits_profile_predictions_loss: 1283.3100 - logcount_predictions_loss: 0.2534 434/2421 [====>.........................] - ETA: 18:41 - loss: 1301.6625 - logits_profile_predictions_loss: 1283.3197 - logcount_predictions_loss: 0.2534 435/2421 [====>.........................] - ETA: 18:41 - loss: 1301.6717 - logits_profile_predictions_loss: 1283.3295 - logcount_predictions_loss: 0.2533 436/2421 [====>.........................] - ETA: 18:40 - loss: 1301.6811 - logits_profile_predictions_loss: 1283.3395 - logcount_predictions_loss: 0.2533 437/2421 [====>.........................] - ETA: 18:40 - loss: 1301.6904 - logits_profile_predictions_loss: 1283.3494 - logcount_predictions_loss: 0.2533 438/2421 [====>.........................] - ETA: 18:39 - loss: 1301.6994 - logits_profile_predictions_loss: 1283.3589 - logcount_predictions_loss: 0.2533 439/2421 [====>.........................] - ETA: 18:38 - loss: 1301.7083 - logits_profile_predictions_loss: 1283.3684 - logcount_predictions_loss: 0.2533 440/2421 [====>.........................] - ETA: 18:38 - loss: 1301.7168 - logits_profile_predictions_loss: 1283.3775 - logcount_predictions_loss: 0.2533 441/2421 [====>.........................] - ETA: 18:37 - loss: 1301.7251 - logits_profile_predictions_loss: 1283.3863 - logcount_predictions_loss: 0.2533 442/2421 [====>.........................] - ETA: 18:37 - loss: 1301.7329 - logits_profile_predictions_loss: 1283.3946 - logcount_predictions_loss: 0.2533 443/2421 [====>.........................] - ETA: 18:36 - loss: 1301.7413 - logits_profile_predictions_loss: 1283.4035 - logcount_predictions_loss: 0.2533 444/2421 [====>.........................] - ETA: 18:36 - loss: 1301.7489 - logits_profile_predictions_loss: 1283.4117 - logcount_predictions_loss: 0.2533 445/2421 [====>.........................] - ETA: 18:35 - loss: 1301.7564 - logits_profile_predictions_loss: 1283.4196 - logcount_predictions_loss: 0.2533 446/2421 [====>.........................] - ETA: 18:35 - loss: 1301.7639 - logits_profile_predictions_loss: 1283.4276 - logcount_predictions_loss: 0.2533 447/2421 [====>.........................] - ETA: 18:34 - loss: 1301.7715 - logits_profile_predictions_loss: 1283.4357 - logcount_predictions_loss: 0.2533 448/2421 [====>.........................] - ETA: 18:33 - loss: 1301.7786 - logits_profile_predictions_loss: 1283.4433 - logcount_predictions_loss: 0.2532 449/2421 [====>.........................] - ETA: 18:33 - loss: 1301.7851 - logits_profile_predictions_loss: 1283.4503 - logcount_predictions_loss: 0.2532 450/2421 [====>.........................] - ETA: 18:32 - loss: 1301.7910 - logits_profile_predictions_loss: 1283.4567 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logcount_predictions_loss: 0.2532 2346/2421 [============================>.] - ETA: 42s - loss: 1306.2734 - logits_profile_predictions_loss: 1287.9442 - logcount_predictions_loss: 0.2532 2347/2421 [============================>.] - ETA: 41s - loss: 1306.2745 - logits_profile_predictions_loss: 1287.9453 - logcount_predictions_loss: 0.2532 2348/2421 [============================>.] - ETA: 41s - loss: 1306.2756 - logits_profile_predictions_loss: 1287.9464 - logcount_predictions_loss: 0.2532 2349/2421 [============================>.] - ETA: 40s - loss: 1306.2767 - logits_profile_predictions_loss: 1287.9475 - logcount_predictions_loss: 0.2532 2350/2421 [============================>.] - ETA: 40s - loss: 1306.2778 - logits_profile_predictions_loss: 1287.9486 - logcount_predictions_loss: 0.2532 2351/2421 [============================>.] - ETA: 39s - loss: 1306.2789 - logits_profile_predictions_loss: 1287.9497 - logcount_predictions_loss: 0.2532 2352/2421 [============================>.] - ETA: 38s - loss: 1306.2801 - logits_profile_predictions_loss: 1287.9509 - logcount_predictions_loss: 0.2532 2353/2421 [============================>.] - ETA: 38s - loss: 1306.2812 - logits_profile_predictions_loss: 1287.9520 - logcount_predictions_loss: 0.2532 2354/2421 [============================>.] - ETA: 37s - loss: 1306.2823 - logits_profile_predictions_loss: 1287.9532 - logcount_predictions_loss: 0.2532 2355/2421 [============================>.] - ETA: 37s - loss: 1306.2835 - logits_profile_predictions_loss: 1287.9544 - logcount_predictions_loss: 0.2532 2356/2421 [============================>.] - ETA: 36s - loss: 1306.2847 - logits_profile_predictions_loss: 1287.9556 - logcount_predictions_loss: 0.2532 2357/2421 [============================>.] - ETA: 36s - loss: 1306.2858 - logits_profile_predictions_loss: 1287.9567 - logcount_predictions_loss: 0.2532 2358/2421 [============================>.] - ETA: 35s - loss: 1306.2870 - logits_profile_predictions_loss: 1287.9579 - logcount_predictions_loss: 0.2532 2359/2421 [============================>.] - ETA: 35s - loss: 1306.2881 - logits_profile_predictions_loss: 1287.9591 - logcount_predictions_loss: 0.2532 2360/2421 [============================>.] - ETA: 34s - loss: 1306.2893 - logits_profile_predictions_loss: 1287.9603 - logcount_predictions_loss: 0.2532 2361/2421 [============================>.] - ETA: 33s - loss: 1306.2905 - logits_profile_predictions_loss: 1287.9615 - logcount_predictions_loss: 0.2532 2362/2421 [============================>.] - ETA: 33s - loss: 1306.2917 - logits_profile_predictions_loss: 1287.9627 - logcount_predictions_loss: 0.2532 2363/2421 [============================>.] - ETA: 32s - loss: 1306.2929 - logits_profile_predictions_loss: 1287.9639 - logcount_predictions_loss: 0.2532 2364/2421 [============================>.] - ETA: 32s - loss: 1306.2942 - logits_profile_predictions_loss: 1287.9652 - logcount_predictions_loss: 0.2532 2365/2421 [============================>.] - ETA: 31s - loss: 1306.2954 - logits_profile_predictions_loss: 1287.9665 - logcount_predictions_loss: 0.2532 2366/2421 [============================>.] - ETA: 31s - loss: 1306.2967 - logits_profile_predictions_loss: 1287.9677 - logcount_predictions_loss: 0.2532 2367/2421 [============================>.] - ETA: 30s - loss: 1306.2980 - logits_profile_predictions_loss: 1287.9690 - logcount_predictions_loss: 0.2532 2368/2421 [============================>.] - ETA: 29s - loss: 1306.2992 - logits_profile_predictions_loss: 1287.9703 - logcount_predictions_loss: 0.2532 2369/2421 [============================>.] - ETA: 29s - loss: 1306.3005 - logits_profile_predictions_loss: 1287.9716 - logcount_predictions_loss: 0.2532 2370/2421 [============================>.] - ETA: 28s - loss: 1306.3018 - logits_profile_predictions_loss: 1287.9729 - logcount_predictions_loss: 0.2532 2371/2421 [============================>.] - ETA: 28s - loss: 1306.3031 - logits_profile_predictions_loss: 1287.9743 - logcount_predictions_loss: 0.2532 2372/2421 [============================>.] - ETA: 27s - loss: 1306.3045 - logits_profile_predictions_loss: 1287.9756 - logcount_predictions_loss: 0.2532 2373/2421 [============================>.] - ETA: 27s - loss: 1306.3058 - logits_profile_predictions_loss: 1287.9769 - logcount_predictions_loss: 0.2532 2374/2421 [============================>.] - ETA: 26s - loss: 1306.3071 - logits_profile_predictions_loss: 1287.9783 - logcount_predictions_loss: 0.2532 2375/2421 [============================>.] - ETA: 25s - loss: 1306.3084 - logits_profile_predictions_loss: 1287.9796 - logcount_predictions_loss: 0.2532 2376/2421 [============================>.] - ETA: 25s - loss: 1306.3098 - logits_profile_predictions_loss: 1287.9810 - logcount_predictions_loss: 0.2532 2377/2421 [============================>.] - ETA: 24s - loss: 1306.3111 - logits_profile_predictions_loss: 1287.9823 - logcount_predictions_loss: 0.2532 2378/2421 [============================>.] - ETA: 24s - loss: 1306.3125 - logits_profile_predictions_loss: 1287.9837 - logcount_predictions_loss: 0.2532 2379/2421 [============================>.] - ETA: 23s - loss: 1306.3138 - logits_profile_predictions_loss: 1287.9851 - logcount_predictions_loss: 0.2532 2380/2421 [============================>.] - ETA: 23s - loss: 1306.3152 - logits_profile_predictions_loss: 1287.9864 - logcount_predictions_loss: 0.2532 2381/2421 [============================>.] - ETA: 22s - loss: 1306.3165 - logits_profile_predictions_loss: 1287.9878 - logcount_predictions_loss: 0.2532 2382/2421 [============================>.] - ETA: 22s - loss: 1306.3179 - logits_profile_predictions_loss: 1287.9892 - logcount_predictions_loss: 0.2532 2383/2421 [============================>.] - ETA: 21s - loss: 1306.3193 - logits_profile_predictions_loss: 1287.9906 - logcount_predictions_loss: 0.2532 2384/2421 [============================>.] - ETA: 20s - loss: 1306.3206 - logits_profile_predictions_loss: 1287.9920 - logcount_predictions_loss: 0.2532 2385/2421 [============================>.] - ETA: 20s - loss: 1306.3220 - logits_profile_predictions_loss: 1287.9934 - logcount_predictions_loss: 0.2532 2386/2421 [============================>.] - ETA: 19s - loss: 1306.3233 - logits_profile_predictions_loss: 1287.9947 - logcount_predictions_loss: 0.2532 2387/2421 [============================>.] - ETA: 19s - loss: 1306.3247 - logits_profile_predictions_loss: 1287.9961 - logcount_predictions_loss: 0.2532 2388/2421 [============================>.] - ETA: 18s - loss: 1306.3261 - logits_profile_predictions_loss: 1287.9975 - logcount_predictions_loss: 0.2532 2389/2421 [============================>.] - ETA: 18s - loss: 1306.3275 - logits_profile_predictions_loss: 1287.9989 - logcount_predictions_loss: 0.2532 2390/2421 [============================>.] - ETA: 17s - loss: 1306.3289 - logits_profile_predictions_loss: 1288.0004 - logcount_predictions_loss: 0.2532 2391/2421 [============================>.] - ETA: 16s - loss: 1306.3303 - logits_profile_predictions_loss: 1288.0018 - logcount_predictions_loss: 0.2532 2392/2421 [============================>.] - ETA: 16s - loss: 1306.3317 - logits_profile_predictions_loss: 1288.0032 - logcount_predictions_loss: 0.2532 2393/2421 [============================>.] - ETA: 15s - loss: 1306.3331 - logits_profile_predictions_loss: 1288.0046 - logcount_predictions_loss: 0.2532 2394/2421 [============================>.] - ETA: 15s - loss: 1306.3345 - logits_profile_predictions_loss: 1288.0060 - logcount_predictions_loss: 0.2532 2395/2421 [============================>.] - ETA: 14s - loss: 1306.3359 - logits_profile_predictions_loss: 1288.0075 - logcount_predictions_loss: 0.2532 2396/2421 [============================>.] - ETA: 14s - loss: 1306.3374 - logits_profile_predictions_loss: 1288.0089 - logcount_predictions_loss: 0.2532 2397/2421 [============================>.] - ETA: 13s - loss: 1306.3388 - logits_profile_predictions_loss: 1288.0104 - logcount_predictions_loss: 0.2532 2398/2421 [============================>.] - ETA: 12s - loss: 1306.3402 - logits_profile_predictions_loss: 1288.0118 - logcount_predictions_loss: 0.2532 2399/2421 [============================>.] - ETA: 12s - loss: 1306.3417 - logits_profile_predictions_loss: 1288.0133 - logcount_predictions_loss: 0.2532 2400/2421 [============================>.] - ETA: 11s - loss: 1306.3431 - logits_profile_predictions_loss: 1288.0148 - logcount_predictions_loss: 0.2532 2401/2421 [============================>.] - ETA: 11s - loss: 1306.3445 - logits_profile_predictions_loss: 1288.0162 - logcount_predictions_loss: 0.2532 2402/2421 [============================>.] - ETA: 10s - loss: 1306.3459 - logits_profile_predictions_loss: 1288.0176 - logcount_predictions_loss: 0.2531 2403/2421 [============================>.] - ETA: 10s - loss: 1306.3474 - logits_profile_predictions_loss: 1288.0191 - logcount_predictions_loss: 0.2531 2404/2421 [============================>.] - ETA: 9s - loss: 1306.3488 - logits_profile_predictions_loss: 1288.0205 - logcount_predictions_loss: 0.2531  2405/2421 [============================>.] - ETA: 9s - loss: 1306.3502 - logits_profile_predictions_loss: 1288.0220 - logcount_predictions_loss: 0.2531 2406/2421 [============================>.] - ETA: 8s - loss: 1306.3516 - logits_profile_predictions_loss: 1288.0234 - logcount_predictions_loss: 0.2531 2407/2421 [============================>.] - ETA: 7s - loss: 1306.3531 - logits_profile_predictions_loss: 1288.0249 - logcount_predictions_loss: 0.2531 2408/2421 [============================>.] - ETA: 7s - loss: 1306.3545 - logits_profile_predictions_loss: 1288.0263 - logcount_predictions_loss: 0.2531 2409/2421 [============================>.] - ETA: 6s - loss: 1306.3559 - logits_profile_predictions_loss: 1288.0278 - logcount_predictions_loss: 0.2531 2410/2421 [============================>.] - ETA: 6s - loss: 1306.3574 - logits_profile_predictions_loss: 1288.0292 - logcount_predictions_loss: 0.2531 2411/2421 [============================>.] - ETA: 5s - loss: 1306.3588 - logits_profile_predictions_loss: 1288.0307 - logcount_predictions_loss: 0.2531 2412/2421 [============================>.] - ETA: 5s - loss: 1306.3603 - logits_profile_predictions_loss: 1288.0322 - logcount_predictions_loss: 0.2531 2413/2421 [============================>.] - ETA: 4s - loss: 1306.3618 - logits_profile_predictions_loss: 1288.0337 - logcount_predictions_loss: 0.2531 2414/2421 [============================>.] - ETA: 3s - loss: 1306.3632 - logits_profile_predictions_loss: 1288.0352 - logcount_predictions_loss: 0.2531 2415/2421 [============================>.] - ETA: 3s - loss: 1306.3647 - logits_profile_predictions_loss: 1288.0366 - logcount_predictions_loss: 0.2531 2416/2421 [============================>.] - ETA: 2s - loss: 1306.3661 - logits_profile_predictions_loss: 1288.0381 - logcount_predictions_loss: 0.2531 2417/2421 [============================>.] - ETA: 2s - loss: 1306.3676 - logits_profile_predictions_loss: 1288.0395 - logcount_predictions_loss: 0.2531 2418/2421 [============================>.] - ETA: 1s - loss: 1306.3690 - logits_profile_predictions_loss: 1288.0410 - logcount_predictions_loss: 0.2531 2419/2421 [============================>.] - ETA: 1s - loss: 1306.3704 - logits_profile_predictions_loss: 1288.0425 - logcount_predictions_loss: 0.2531 2420/2421 [============================>.] - ETA: 0s - loss: 1306.3719 - logits_profile_predictions_loss: 1288.0439 - logcount_predictions_loss: 0.2531 2421/2421 [==============================] - ETA: 0s - loss: 1306.3733 - logits_profile_predictions_loss: 1288.0454 - logcount_predictions_loss: 0.2531 2421/2421 [==============================] - 1431s 591ms/step - loss: 1306.3748 - logits_profile_predictions_loss: 1288.0469 - logcount_predictions_loss: 0.2531 - val_loss: 1578.6100 - val_logits_profile_predictions_loss: 1548.0327 - val_logcount_predictions_loss: 0.4223 Epoch 00021: val_loss did not improve from 1559.68359 Epoch 22/50 1/2421 [..............................] - ETA: 23:37 - loss: 1247.6532 - logits_profile_predictions_loss: 1223.6489 - logcount_predictions_loss: 0.3316 2/2421 [..............................] - ETA: 22:45 - loss: 1266.0925 - logits_profile_predictions_loss: 1244.0640 - logcount_predictions_loss: 0.3043 3/2421 [..............................] - ETA: 22:45 - loss: 1280.7196 - logits_profile_predictions_loss: 1260.3326 - logcount_predictions_loss: 0.2816 4/2421 [..............................] - ETA: 22:44 - loss: 1293.5550 - logits_profile_predictions_loss: 1274.2984 - logcount_predictions_loss: 0.2660 5/2421 [..............................] - ETA: 22:44 - loss: 1305.3008 - logits_profile_predictions_loss: 1286.8578 - logcount_predictions_loss: 0.2547 6/2421 [..............................] - ETA: 22:43 - loss: 1308.5901 - logits_profile_predictions_loss: 1290.2812 - logcount_predictions_loss: 0.2529 7/2421 [..............................] - ETA: 22:43 - loss: 1309.1246 - logits_profile_predictions_loss: 1290.9224 - logcount_predictions_loss: 0.2514 8/2421 [..............................] - ETA: 22:42 - loss: 1311.9244 - logits_profile_predictions_loss: 1293.7492 - logcount_predictions_loss: 0.2510 9/2421 [..............................] - ETA: 22:41 - loss: 1314.2617 - logits_profile_predictions_loss: 1296.0865 - logcount_predictions_loss: 0.2510 10/2421 [..............................] - ETA: 22:41 - loss: 1315.6505 - logits_profile_predictions_loss: 1297.4433 - logcount_predictions_loss: 0.2515 11/2421 [..............................] - ETA: 22:40 - loss: 1316.2013 - logits_profile_predictions_loss: 1297.9307 - logcount_predictions_loss: 0.2524 12/2421 [..............................] - ETA: 22:39 - loss: 1317.2588 - logits_profile_predictions_loss: 1298.9660 - logcount_predictions_loss: 0.2527 13/2421 [..............................] - ETA: 22:39 - loss: 1317.8362 - logits_profile_predictions_loss: 1299.5512 - logcount_predictions_loss: 0.2526 14/2421 [..............................] - ETA: 22:38 - loss: 1317.9680 - logits_profile_predictions_loss: 1299.6750 - logcount_predictions_loss: 0.2527 15/2421 [..............................] - ETA: 22:38 - loss: 1318.1918 - logits_profile_predictions_loss: 1299.9215 - logcount_predictions_loss: 0.2524 16/2421 [..............................] - ETA: 22:37 - loss: 1318.7036 - logits_profile_predictions_loss: 1300.4554 - logcount_predictions_loss: 0.2520 17/2421 [..............................] - ETA: 22:37 - loss: 1319.0834 - logits_profile_predictions_loss: 1300.8340 - logcount_predictions_loss: 0.2521 18/2421 [..............................] - ETA: 22:36 - loss: 1319.6087 - logits_profile_predictions_loss: 1301.3659 - logcount_predictions_loss: 0.2520 19/2421 [..............................] - ETA: 22:36 - loss: 1319.6651 - logits_profile_predictions_loss: 1301.4379 - logcount_predictions_loss: 0.2518 20/2421 [..............................] - ETA: 22:35 - loss: 1319.6851 - logits_profile_predictions_loss: 1301.4635 - logcount_predictions_loss: 0.2517 21/2421 [..............................] - ETA: 22:35 - loss: 1319.5688 - logits_profile_predictions_loss: 1301.3618 - logcount_predictions_loss: 0.2515 22/2421 [..............................] - ETA: 22:34 - loss: 1319.6483 - logits_profile_predictions_loss: 1301.4531 - logcount_predictions_loss: 0.2513 23/2421 [..............................] - ETA: 22:33 - loss: 1319.4834 - logits_profile_predictions_loss: 1301.3099 - logcount_predictions_loss: 0.2510 24/2421 [..............................] - ETA: 22:33 - loss: 1319.3142 - logits_profile_predictions_loss: 1301.1608 - logcount_predictions_loss: 0.2507 25/2421 [..............................] - ETA: 22:32 - loss: 1319.1150 - logits_profile_predictions_loss: 1300.9895 - logcount_predictions_loss: 0.2504 26/2421 [..............................] - ETA: 22:32 - loss: 1319.0856 - logits_profile_predictions_loss: 1300.9872 - logcount_predictions_loss: 0.2500 27/2421 [..............................] - ETA: 22:31 - loss: 1319.1243 - logits_profile_predictions_loss: 1301.0472 - logcount_predictions_loss: 0.2497 28/2421 [..............................] - ETA: 22:30 - loss: 1319.1156 - logits_profile_predictions_loss: 1301.0622 - logcount_predictions_loss: 0.2494 29/2421 [..............................] - ETA: 22:30 - loss: 1319.2594 - logits_profile_predictions_loss: 1301.2381 - logcount_predictions_loss: 0.2489 30/2421 [..............................] - ETA: 22:29 - loss: 1319.4229 - logits_profile_predictions_loss: 1301.4283 - logcount_predictions_loss: 0.2485 31/2421 [..............................] - ETA: 22:29 - loss: 1319.4915 - logits_profile_predictions_loss: 1301.5204 - logcount_predictions_loss: 0.2482 32/2421 [..............................] - ETA: 22:28 - loss: 1319.5495 - logits_profile_predictions_loss: 1301.6022 - logcount_predictions_loss: 0.2479 33/2421 [..............................] - ETA: 22:28 - loss: 1319.4939 - logits_profile_predictions_loss: 1301.5720 - logcount_predictions_loss: 0.2475 34/2421 [..............................] - ETA: 22:27 - loss: 1319.4225 - logits_profile_predictions_loss: 1301.5236 - logcount_predictions_loss: 0.2472 35/2421 [..............................] - ETA: 22:27 - loss: 1319.3345 - logits_profile_predictions_loss: 1301.4574 - logcount_predictions_loss: 0.2469 36/2421 [..............................] - ETA: 22:26 - loss: 1319.1743 - logits_profile_predictions_loss: 1301.3217 - logcount_predictions_loss: 0.2466 37/2421 [..............................] - ETA: 22:25 - loss: 1319.0084 - logits_profile_predictions_loss: 1301.1790 - logcount_predictions_loss: 0.2463 38/2421 [..............................] - ETA: 22:25 - loss: 1318.8746 - logits_profile_predictions_loss: 1301.0691 - logcount_predictions_loss: 0.2459 39/2421 [..............................] - ETA: 22:24 - loss: 1318.7612 - logits_profile_predictions_loss: 1300.9814 - logcount_predictions_loss: 0.2456 40/2421 [..............................] - ETA: 22:24 - loss: 1318.6183 - logits_profile_predictions_loss: 1300.8619 - logcount_predictions_loss: 0.2453 41/2421 [..............................] - ETA: 22:23 - loss: 1318.5169 - logits_profile_predictions_loss: 1300.7803 - logcount_predictions_loss: 0.2450 42/2421 [..............................] - ETA: 22:23 - loss: 1318.4771 - logits_profile_predictions_loss: 1300.7629 - logcount_predictions_loss: 0.2447 43/2421 [..............................] - ETA: 22:22 - loss: 1318.4945 - logits_profile_predictions_loss: 1300.8041 - logcount_predictions_loss: 0.2443 44/2421 [..............................] - ETA: 22:21 - loss: 1318.4813 - logits_profile_predictions_loss: 1300.8127 - logcount_predictions_loss: 0.2440 45/2421 [..............................] - ETA: 22:21 - loss: 1318.4950 - logits_profile_predictions_loss: 1300.8472 - logcount_predictions_loss: 0.2438 46/2421 [..............................] - ETA: 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[====>.........................] - ETA: 18:39 - loss: 1305.9101 - logits_profile_predictions_loss: 1288.7738 - logcount_predictions_loss: 0.2367 440/2421 [====>.........................] - ETA: 18:39 - loss: 1305.9023 - logits_profile_predictions_loss: 1288.7664 - logcount_predictions_loss: 0.2367 441/2421 [====>.........................] - ETA: 18:38 - loss: 1305.8947 - logits_profile_predictions_loss: 1288.7592 - logcount_predictions_loss: 0.2367 442/2421 [====>.........................] - ETA: 18:38 - loss: 1305.8867 - logits_profile_predictions_loss: 1288.7516 - logcount_predictions_loss: 0.2367 443/2421 [====>.........................] - ETA: 18:37 - loss: 1305.8780 - logits_profile_predictions_loss: 1288.7433 - logcount_predictions_loss: 0.2367 444/2421 [====>.........................] - ETA: 18:36 - loss: 1305.8694 - logits_profile_predictions_loss: 1288.7351 - logcount_predictions_loss: 0.2367 445/2421 [====>.........................] - ETA: 18:36 - loss: 1305.8606 - 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logcount_predictions_loss: 0.2315 2367/2421 [============================>.] - ETA: 30s - loss: 1301.5882 - logits_profile_predictions_loss: 1284.8281 - logcount_predictions_loss: 0.2315 2368/2421 [============================>.] - ETA: 29s - loss: 1301.5873 - logits_profile_predictions_loss: 1284.8272 - logcount_predictions_loss: 0.2315 2369/2421 [============================>.] - ETA: 29s - loss: 1301.5863 - logits_profile_predictions_loss: 1284.8263 - logcount_predictions_loss: 0.2315 2370/2421 [============================>.] - ETA: 28s - loss: 1301.5853 - logits_profile_predictions_loss: 1284.8254 - logcount_predictions_loss: 0.2315 2371/2421 [============================>.] - ETA: 28s - loss: 1301.5843 - logits_profile_predictions_loss: 1284.8245 - logcount_predictions_loss: 0.2315 2372/2421 [============================>.] - ETA: 27s - loss: 1301.5833 - logits_profile_predictions_loss: 1284.8235 - logcount_predictions_loss: 0.2315 2373/2421 [============================>.] - ETA: 27s - loss: 1301.5822 - logits_profile_predictions_loss: 1284.8226 - logcount_predictions_loss: 0.2315 2374/2421 [============================>.] - ETA: 26s - loss: 1301.5812 - logits_profile_predictions_loss: 1284.8216 - logcount_predictions_loss: 0.2315 2375/2421 [============================>.] - ETA: 25s - loss: 1301.5802 - logits_profile_predictions_loss: 1284.8207 - logcount_predictions_loss: 0.2315 2376/2421 [============================>.] - ETA: 25s - loss: 1301.5792 - logits_profile_predictions_loss: 1284.8197 - logcount_predictions_loss: 0.2315 2377/2421 [============================>.] - ETA: 24s - loss: 1301.5781 - logits_profile_predictions_loss: 1284.8188 - logcount_predictions_loss: 0.2315 2378/2421 [============================>.] - ETA: 24s - loss: 1301.5771 - logits_profile_predictions_loss: 1284.8178 - logcount_predictions_loss: 0.2315 2379/2421 [============================>.] - ETA: 23s - loss: 1301.5761 - logits_profile_predictions_loss: 1284.8169 - 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ETA: 19s - loss: 1301.5687 - logits_profile_predictions_loss: 1284.8101 - logcount_predictions_loss: 0.2315 2387/2421 [============================>.] - ETA: 19s - loss: 1301.5676 - logits_profile_predictions_loss: 1284.8092 - logcount_predictions_loss: 0.2315 2388/2421 [============================>.] - ETA: 18s - loss: 1301.5665 - logits_profile_predictions_loss: 1284.8081 - logcount_predictions_loss: 0.2315 2389/2421 [============================>.] - ETA: 18s - loss: 1301.5654 - logits_profile_predictions_loss: 1284.8071 - logcount_predictions_loss: 0.2315 2390/2421 [============================>.] - ETA: 17s - loss: 1301.5644 - logits_profile_predictions_loss: 1284.8061 - logcount_predictions_loss: 0.2315 2391/2421 [============================>.] - ETA: 16s - loss: 1301.5633 - logits_profile_predictions_loss: 1284.8052 - logcount_predictions_loss: 0.2315 2392/2421 [============================>.] - ETA: 16s - loss: 1301.5622 - logits_profile_predictions_loss: 1284.8041 - logcount_predictions_loss: 0.2315 2393/2421 [============================>.] - ETA: 15s - loss: 1301.5611 - logits_profile_predictions_loss: 1284.8031 - logcount_predictions_loss: 0.2315 2394/2421 [============================>.] - ETA: 15s - loss: 1301.5600 - logits_profile_predictions_loss: 1284.8021 - logcount_predictions_loss: 0.2315 2395/2421 [============================>.] - ETA: 14s - loss: 1301.5588 - logits_profile_predictions_loss: 1284.8011 - logcount_predictions_loss: 0.2315 2396/2421 [============================>.] - ETA: 14s - loss: 1301.5577 - logits_profile_predictions_loss: 1284.8000 - logcount_predictions_loss: 0.2315 2397/2421 [============================>.] - ETA: 13s - loss: 1301.5566 - logits_profile_predictions_loss: 1284.7990 - logcount_predictions_loss: 0.2314 2398/2421 [============================>.] - ETA: 12s - loss: 1301.5555 - logits_profile_predictions_loss: 1284.7980 - logcount_predictions_loss: 0.2314 2399/2421 [============================>.] - ETA: 12s - loss: 1301.5544 - logits_profile_predictions_loss: 1284.7969 - logcount_predictions_loss: 0.2314 2400/2421 [============================>.] - ETA: 11s - loss: 1301.5533 - logits_profile_predictions_loss: 1284.7959 - logcount_predictions_loss: 0.2314 2401/2421 [============================>.] - ETA: 11s - loss: 1301.5522 - logits_profile_predictions_loss: 1284.7949 - logcount_predictions_loss: 0.2314 2402/2421 [============================>.] - ETA: 10s - loss: 1301.5511 - logits_profile_predictions_loss: 1284.7939 - logcount_predictions_loss: 0.2314 2403/2421 [============================>.] - ETA: 10s - loss: 1301.5500 - logits_profile_predictions_loss: 1284.7929 - logcount_predictions_loss: 0.2314 2404/2421 [============================>.] - ETA: 9s - loss: 1301.5488 - logits_profile_predictions_loss: 1284.7918 - logcount_predictions_loss: 0.2314  2405/2421 [============================>.] - ETA: 9s - loss: 1301.5477 - logits_profile_predictions_loss: 1284.7907 - logcount_predictions_loss: 0.2314 2406/2421 [============================>.] - ETA: 8s - loss: 1301.5465 - logits_profile_predictions_loss: 1284.7897 - logcount_predictions_loss: 0.2314 2407/2421 [============================>.] - ETA: 7s - loss: 1301.5454 - logits_profile_predictions_loss: 1284.7886 - logcount_predictions_loss: 0.2314 2408/2421 [============================>.] - ETA: 7s - loss: 1301.5442 - logits_profile_predictions_loss: 1284.7875 - logcount_predictions_loss: 0.2314 2409/2421 [============================>.] - ETA: 6s - loss: 1301.5431 - logits_profile_predictions_loss: 1284.7865 - logcount_predictions_loss: 0.2314 2410/2421 [============================>.] - ETA: 6s - loss: 1301.5419 - logits_profile_predictions_loss: 1284.7854 - logcount_predictions_loss: 0.2314 2411/2421 [============================>.] - ETA: 5s - loss: 1301.5408 - logits_profile_predictions_loss: 1284.7844 - logcount_predictions_loss: 0.2314 2412/2421 [============================>.] - ETA: 5s - loss: 1301.5397 - logits_profile_predictions_loss: 1284.7833 - logcount_predictions_loss: 0.2314 2413/2421 [============================>.] - ETA: 4s - loss: 1301.5386 - logits_profile_predictions_loss: 1284.7823 - logcount_predictions_loss: 0.2314 2414/2421 [============================>.] - ETA: 3s - loss: 1301.5375 - logits_profile_predictions_loss: 1284.7813 - logcount_predictions_loss: 0.2314 2415/2421 [============================>.] - ETA: 3s - loss: 1301.5363 - logits_profile_predictions_loss: 1284.7802 - logcount_predictions_loss: 0.2314 2416/2421 [============================>.] - ETA: 2s - loss: 1301.5352 - logits_profile_predictions_loss: 1284.7792 - logcount_predictions_loss: 0.2314 2417/2421 [============================>.] - ETA: 2s - loss: 1301.5341 - logits_profile_predictions_loss: 1284.7782 - logcount_predictions_loss: 0.2314 2418/2421 [============================>.] - ETA: 1s - loss: 1301.5331 - logits_profile_predictions_loss: 1284.7772 - logcount_predictions_loss: 0.2314 2419/2421 [============================>.] - ETA: 1s - loss: 1301.5320 - logits_profile_predictions_loss: 1284.7762 - logcount_predictions_loss: 0.2314 2420/2421 [============================>.] - ETA: 0s - loss: 1301.5309 - logits_profile_predictions_loss: 1284.7753 - logcount_predictions_loss: 0.2314 2421/2421 [==============================] - ETA: 0s - loss: 1301.5299 - logits_profile_predictions_loss: 1284.7743 - logcount_predictions_loss: 0.2314 2421/2421 [==============================] - 1431s 591ms/step - loss: 1301.5288 - logits_profile_predictions_loss: 1284.7733 - logcount_predictions_loss: 0.2314 - val_loss: 1580.0031 - val_logits_profile_predictions_loss: 1549.4940 - val_logcount_predictions_loss: 0.4214 Epoch 00022: val_loss did not improve from 1559.68359 Epoch 23/50 1/2421 [..............................] - ETA: 23:36 - loss: 1344.3732 - logits_profile_predictions_loss: 1330.2495 - logcount_predictions_loss: 0.1951 2/2421 [..............................] - ETA: 22:42 - loss: 1332.0012 - logits_profile_predictions_loss: 1317.0385 - logcount_predictions_loss: 0.2067 3/2421 [..............................] - ETA: 22:42 - loss: 1322.3388 - logits_profile_predictions_loss: 1307.4485 - logcount_predictions_loss: 0.2057 4/2421 [..............................] - ETA: 22:41 - loss: 1320.2380 - logits_profile_predictions_loss: 1305.4332 - logcount_predictions_loss: 0.2045 5/2421 [..............................] - ETA: 22:40 - loss: 1324.4238 - logits_profile_predictions_loss: 1309.7201 - logcount_predictions_loss: 0.2031 6/2421 [..............................] - ETA: 22:40 - loss: 1330.4402 - logits_profile_predictions_loss: 1315.8904 - logcount_predictions_loss: 0.2010 7/2421 [..............................] - ETA: 22:39 - loss: 1332.1016 - logits_profile_predictions_loss: 1317.6198 - logcount_predictions_loss: 0.2000 8/2421 [..............................] - ETA: 22:39 - loss: 1335.3835 - logits_profile_predictions_loss: 1320.9475 - logcount_predictions_loss: 0.1994 9/2421 [..............................] - ETA: 22:38 - loss: 1337.4971 - logits_profile_predictions_loss: 1323.0162 - logcount_predictions_loss: 0.2000 10/2421 [..............................] - ETA: 22:38 - loss: 1339.5312 - logits_profile_predictions_loss: 1324.9902 - logcount_predictions_loss: 0.2008 11/2421 [..............................] - ETA: 22:37 - loss: 1341.1341 - logits_profile_predictions_loss: 1326.5729 - logcount_predictions_loss: 0.2011 12/2421 [..............................] - ETA: 22:36 - loss: 1341.3536 - logits_profile_predictions_loss: 1326.7972 - logcount_predictions_loss: 0.2011 13/2421 [..............................] - ETA: 22:36 - loss: 1341.6594 - logits_profile_predictions_loss: 1327.1070 - logcount_predictions_loss: 0.2010 14/2421 [..............................] - ETA: 22:35 - loss: 1341.4903 - logits_profile_predictions_loss: 1326.9389 - logcount_predictions_loss: 0.2010 15/2421 [..............................] - ETA: 22:35 - loss: 1340.9565 - logits_profile_predictions_loss: 1326.4117 - logcount_predictions_loss: 0.2009 16/2421 [..............................] - ETA: 22:34 - loss: 1339.9549 - logits_profile_predictions_loss: 1325.4019 - logcount_predictions_loss: 0.2010 17/2421 [..............................] - ETA: 22:34 - loss: 1339.3968 - logits_profile_predictions_loss: 1324.8438 - logcount_predictions_loss: 0.2010 18/2421 [..............................] - ETA: 22:33 - loss: 1339.1914 - logits_profile_predictions_loss: 1324.6554 - logcount_predictions_loss: 0.2008 19/2421 [..............................] - ETA: 22:32 - loss: 1338.8604 - logits_profile_predictions_loss: 1324.3379 - logcount_predictions_loss: 0.2006 20/2421 [..............................] - ETA: 22:32 - loss: 1338.6774 - logits_profile_predictions_loss: 1324.1681 - logcount_predictions_loss: 0.2004 21/2421 [..............................] - ETA: 22:31 - loss: 1338.2936 - logits_profile_predictions_loss: 1323.7978 - logcount_predictions_loss: 0.2002 22/2421 [..............................] - ETA: 22:31 - loss: 1337.9704 - logits_profile_predictions_loss: 1323.4843 - logcount_predictions_loss: 0.2001 23/2421 [..............................] - ETA: 22:31 - loss: 1337.6833 - logits_profile_predictions_loss: 1323.2049 - logcount_predictions_loss: 0.2000 24/2421 [..............................] - ETA: 22:31 - loss: 1337.5526 - logits_profile_predictions_loss: 1323.0719 - logcount_predictions_loss: 0.2000 25/2421 [..............................] - ETA: 22:30 - loss: 1337.2538 - logits_profile_predictions_loss: 1322.7661 - logcount_predictions_loss: 0.2001 26/2421 [..............................] - ETA: 22:29 - loss: 1337.0083 - logits_profile_predictions_loss: 1322.5129 - logcount_predictions_loss: 0.2002 27/2421 [..............................] - ETA: 22:29 - loss: 1336.6914 - logits_profile_predictions_loss: 1322.1894 - logcount_predictions_loss: 0.2003 28/2421 [..............................] - ETA: 22:28 - loss: 1336.3255 - logits_profile_predictions_loss: 1321.8103 - logcount_predictions_loss: 0.2005 29/2421 [..............................] - ETA: 22:28 - loss: 1335.8412 - logits_profile_predictions_loss: 1321.3135 - logcount_predictions_loss: 0.2007 30/2421 [..............................] - ETA: 22:27 - loss: 1335.2644 - logits_profile_predictions_loss: 1320.7232 - logcount_predictions_loss: 0.2008 31/2421 [..............................] - ETA: 22:27 - loss: 1334.6682 - logits_profile_predictions_loss: 1320.1149 - logcount_predictions_loss: 0.2010 32/2421 [..............................] - ETA: 22:26 - loss: 1334.0511 - logits_profile_predictions_loss: 1319.4835 - logcount_predictions_loss: 0.2012 33/2421 [..............................] - ETA: 22:25 - loss: 1333.4084 - logits_profile_predictions_loss: 1318.8272 - logcount_predictions_loss: 0.2014 34/2421 [..............................] - ETA: 22:25 - loss: 1332.8110 - logits_profile_predictions_loss: 1318.2130 - logcount_predictions_loss: 0.2016 35/2421 [..............................] - ETA: 22:24 - loss: 1332.2583 - logits_profile_predictions_loss: 1317.6423 - logcount_predictions_loss: 0.2019 36/2421 [..............................] - ETA: 22:24 - loss: 1331.7797 - logits_profile_predictions_loss: 1317.1440 - logcount_predictions_loss: 0.2022 37/2421 [..............................] - ETA: 22:23 - loss: 1331.3481 - logits_profile_predictions_loss: 1316.6956 - logcount_predictions_loss: 0.2024 38/2421 [..............................] - ETA: 22:22 - loss: 1330.8993 - logits_profile_predictions_loss: 1316.2320 - logcount_predictions_loss: 0.2026 39/2421 [..............................] - ETA: 22:22 - loss: 1330.4284 - logits_profile_predictions_loss: 1315.7479 - logcount_predictions_loss: 0.2028 40/2421 [..............................] - ETA: 22:21 - loss: 1329.9559 - logits_profile_predictions_loss: 1315.2651 - logcount_predictions_loss: 0.2029 41/2421 [..............................] - ETA: 22:21 - loss: 1329.4946 - logits_profile_predictions_loss: 1314.7934 - logcount_predictions_loss: 0.2031 42/2421 [..............................] - ETA: 22:20 - loss: 1329.0241 - logits_profile_predictions_loss: 1314.3103 - logcount_predictions_loss: 0.2032 43/2421 [..............................] - ETA: 22:20 - loss: 1328.5821 - logits_profile_predictions_loss: 1313.8551 - logcount_predictions_loss: 0.2034 44/2421 [..............................] - ETA: 22:19 - loss: 1328.1238 - logits_profile_predictions_loss: 1313.3867 - logcount_predictions_loss: 0.2036 45/2421 [..............................] - ETA: 22:18 - loss: 1327.6773 - logits_profile_predictions_loss: 1312.9320 - logcount_predictions_loss: 0.2037 46/2421 [..............................] - ETA: 22:18 - loss: 1327.2192 - logits_profile_predictions_loss: 1312.4647 - logcount_predictions_loss: 0.2038 47/2421 [..............................] - ETA: 22:17 - loss: 1326.7400 - logits_profile_predictions_loss: 1311.9719 - logcount_predictions_loss: 0.2040 48/2421 [..............................] - ETA: 22:17 - loss: 1326.2384 - logits_profile_predictions_loss: 1311.4562 - logcount_predictions_loss: 0.2042 49/2421 [..............................] - ETA: 22:16 - loss: 1325.7757 - logits_profile_predictions_loss: 1310.9786 - logcount_predictions_loss: 0.2044 50/2421 [..............................] - ETA: 22:16 - loss: 1325.3480 - logits_profile_predictions_loss: 1310.5367 - logcount_predictions_loss: 0.2046 51/2421 [..............................] - ETA: 22:15 - loss: 1324.9184 - logits_profile_predictions_loss: 1310.0915 - logcount_predictions_loss: 0.2048 52/2421 [..............................] - ETA: 22:14 - loss: 1324.5220 - logits_profile_predictions_loss: 1309.6798 - logcount_predictions_loss: 0.2050 53/2421 [..............................] - ETA: 22:14 - loss: 1324.1717 - logits_profile_predictions_loss: 1309.3125 - logcount_predictions_loss: 0.2052 54/2421 [..............................] - ETA: 22:13 - loss: 1323.8499 - logits_profile_predictions_loss: 1308.9746 - logcount_predictions_loss: 0.2055 55/2421 [..............................] - ETA: 22:13 - loss: 1323.5537 - logits_profile_predictions_loss: 1308.6603 - logcount_predictions_loss: 0.2057 56/2421 [..............................] - ETA: 22:12 - loss: 1323.2912 - logits_profile_predictions_loss: 1308.3791 - logcount_predictions_loss: 0.2060 57/2421 [..............................] - ETA: 22:12 - loss: 1323.0320 - logits_profile_predictions_loss: 1308.0986 - logcount_predictions_loss: 0.2063 58/2421 [..............................] - ETA: 22:11 - loss: 1322.7400 - logits_profile_predictions_loss: 1307.7861 - logcount_predictions_loss: 0.2065 59/2421 [..............................] - ETA: 22:10 - loss: 1322.4060 - logits_profile_predictions_loss: 1307.4321 - logcount_predictions_loss: 0.2068 60/2421 [..............................] - ETA: 22:10 - loss: 1322.0966 - 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- logcount_predictions_loss: 0.2170 402/2421 [===>..........................] - ETA: 18:57 - loss: 1297.8392 - logits_profile_predictions_loss: 1282.1289 - logcount_predictions_loss: 0.2170 403/2421 [===>..........................] - ETA: 18:57 - loss: 1297.8303 - logits_profile_predictions_loss: 1282.1197 - logcount_predictions_loss: 0.2170 404/2421 [====>.........................] - ETA: 18:56 - loss: 1297.8217 - logits_profile_predictions_loss: 1282.1107 - logcount_predictions_loss: 0.2170 405/2421 [====>.........................] - ETA: 18:56 - loss: 1297.8128 - logits_profile_predictions_loss: 1282.1014 - logcount_predictions_loss: 0.2170 406/2421 [====>.........................] - ETA: 18:55 - loss: 1297.8033 - logits_profile_predictions_loss: 1282.0916 - logcount_predictions_loss: 0.2170 407/2421 [====>.........................] - ETA: 18:54 - loss: 1297.7940 - logits_profile_predictions_loss: 1282.0820 - logcount_predictions_loss: 0.2170 408/2421 [====>.........................] - ETA: 18:54 - loss: 1297.7845 - logits_profile_predictions_loss: 1282.0721 - logcount_predictions_loss: 0.2170 409/2421 [====>.........................] - ETA: 18:53 - loss: 1297.7750 - logits_profile_predictions_loss: 1282.0623 - logcount_predictions_loss: 0.2170 410/2421 [====>.........................] - ETA: 18:53 - loss: 1297.7652 - logits_profile_predictions_loss: 1282.0520 - logcount_predictions_loss: 0.2170 411/2421 [====>.........................] - ETA: 18:52 - loss: 1297.7550 - logits_profile_predictions_loss: 1282.0415 - logcount_predictions_loss: 0.2170 412/2421 [====>.........................] - ETA: 18:52 - loss: 1297.7453 - logits_profile_predictions_loss: 1282.0315 - logcount_predictions_loss: 0.2170 413/2421 [====>.........................] - ETA: 18:51 - loss: 1297.7364 - logits_profile_predictions_loss: 1282.0221 - logcount_predictions_loss: 0.2170 414/2421 [====>.........................] - ETA: 18:51 - loss: 1297.7270 - 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1297.6263 - logits_profile_predictions_loss: 1281.9070 - logcount_predictions_loss: 0.2171 428/2421 [====>.........................] - ETA: 18:43 - loss: 1297.6194 - logits_profile_predictions_loss: 1281.8998 - logcount_predictions_loss: 0.2171 429/2421 [====>.........................] - ETA: 18:42 - loss: 1297.6121 - logits_profile_predictions_loss: 1281.8922 - logcount_predictions_loss: 0.2171 430/2421 [====>.........................] - ETA: 18:42 - loss: 1297.6046 - logits_profile_predictions_loss: 1281.8844 - logcount_predictions_loss: 0.2171 431/2421 [====>.........................] - ETA: 18:41 - loss: 1297.5969 - logits_profile_predictions_loss: 1281.8764 - logcount_predictions_loss: 0.2171 432/2421 [====>.........................] - ETA: 18:40 - loss: 1297.5888 - logits_profile_predictions_loss: 1281.8680 - logcount_predictions_loss: 0.2171 433/2421 [====>.........................] - ETA: 18:40 - loss: 1297.5810 - logits_profile_predictions_loss: 1281.8599 - logcount_predictions_loss: 0.2171 434/2421 [====>.........................] - ETA: 18:39 - loss: 1297.5724 - logits_profile_predictions_loss: 1281.8510 - logcount_predictions_loss: 0.2171 435/2421 [====>.........................] - ETA: 18:39 - loss: 1297.5633 - logits_profile_predictions_loss: 1281.8415 - logcount_predictions_loss: 0.2171 436/2421 [====>.........................] - ETA: 18:38 - loss: 1297.5544 - logits_profile_predictions_loss: 1281.8322 - logcount_predictions_loss: 0.2172 437/2421 [====>.........................] - ETA: 18:38 - loss: 1297.5455 - logits_profile_predictions_loss: 1281.8230 - logcount_predictions_loss: 0.2172 438/2421 [====>.........................] - ETA: 18:37 - loss: 1297.5368 - logits_profile_predictions_loss: 1281.8140 - logcount_predictions_loss: 0.2172 439/2421 [====>.........................] - ETA: 18:36 - loss: 1297.5285 - logits_profile_predictions_loss: 1281.8054 - logcount_predictions_loss: 0.2172 440/2421 [====>.........................] - ETA: 18:36 - loss: 1297.5214 - logits_profile_predictions_loss: 1281.7979 - logcount_predictions_loss: 0.2172 441/2421 [====>.........................] - ETA: 18:35 - loss: 1297.5143 - logits_profile_predictions_loss: 1281.7905 - logcount_predictions_loss: 0.2172 442/2421 [====>.........................] - ETA: 18:35 - loss: 1297.5066 - logits_profile_predictions_loss: 1281.7824 - logcount_predictions_loss: 0.2172 443/2421 [====>.........................] - ETA: 18:34 - loss: 1297.4991 - logits_profile_predictions_loss: 1281.7746 - logcount_predictions_loss: 0.2172 444/2421 [====>.........................] - ETA: 18:34 - loss: 1297.4921 - logits_profile_predictions_loss: 1281.7672 - logcount_predictions_loss: 0.2172 445/2421 [====>.........................] - ETA: 18:33 - loss: 1297.4854 - logits_profile_predictions_loss: 1281.7601 - logcount_predictions_loss: 0.2172 446/2421 [====>.........................] - ETA: 18:33 - loss: 1297.4792 - logits_profile_predictions_loss: 1281.7535 - logcount_predictions_loss: 0.2172 447/2421 [====>.........................] - ETA: 18:32 - loss: 1297.4733 - logits_profile_predictions_loss: 1281.7472 - logcount_predictions_loss: 0.2172 448/2421 [====>.........................] - ETA: 18:31 - loss: 1297.4677 - logits_profile_predictions_loss: 1281.7412 - logcount_predictions_loss: 0.2172 449/2421 [====>.........................] - ETA: 18:31 - loss: 1297.4619 - logits_profile_predictions_loss: 1281.7350 - logcount_predictions_loss: 0.2172 450/2421 [====>.........................] - ETA: 18:30 - loss: 1297.4562 - logits_profile_predictions_loss: 1281.7289 - logcount_predictions_loss: 0.2172 451/2421 [====>.........................] - ETA: 18:30 - loss: 1297.4504 - logits_profile_predictions_loss: 1281.7227 - logcount_predictions_loss: 0.2172 452/2421 [====>.........................] - ETA: 18:29 - loss: 1297.4441 - logits_profile_predictions_loss: 1281.7160 - logcount_predictions_loss: 0.2172 453/2421 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ETA: 41s - loss: 1293.9724 - logits_profile_predictions_loss: 1278.1000 - logcount_predictions_loss: 0.2192 2349/2421 [============================>.] - ETA: 40s - loss: 1293.9720 - logits_profile_predictions_loss: 1278.0995 - logcount_predictions_loss: 0.2192 2350/2421 [============================>.] - ETA: 40s - loss: 1293.9715 - logits_profile_predictions_loss: 1278.0989 - logcount_predictions_loss: 0.2192 2351/2421 [============================>.] - ETA: 39s - loss: 1293.9710 - logits_profile_predictions_loss: 1278.0984 - logcount_predictions_loss: 0.2192 2352/2421 [============================>.] - ETA: 38s - loss: 1293.9706 - logits_profile_predictions_loss: 1278.0979 - logcount_predictions_loss: 0.2192 2353/2421 [============================>.] - ETA: 38s - loss: 1293.9701 - logits_profile_predictions_loss: 1278.0974 - logcount_predictions_loss: 0.2192 2354/2421 [============================>.] - ETA: 37s - loss: 1293.9696 - logits_profile_predictions_loss: 1278.0969 - logcount_predictions_loss: 0.2192 2355/2421 [============================>.] - ETA: 37s - loss: 1293.9691 - logits_profile_predictions_loss: 1278.0964 - logcount_predictions_loss: 0.2192 2356/2421 [============================>.] - ETA: 36s - loss: 1293.9686 - logits_profile_predictions_loss: 1278.0958 - logcount_predictions_loss: 0.2192 2357/2421 [============================>.] - ETA: 36s - loss: 1293.9681 - logits_profile_predictions_loss: 1278.0952 - logcount_predictions_loss: 0.2192 2358/2421 [============================>.] - ETA: 35s - loss: 1293.9676 - logits_profile_predictions_loss: 1278.0947 - logcount_predictions_loss: 0.2192 2359/2421 [============================>.] - ETA: 34s - loss: 1293.9670 - logits_profile_predictions_loss: 1278.0941 - logcount_predictions_loss: 0.2192 2360/2421 [============================>.] - ETA: 34s - loss: 1293.9665 - logits_profile_predictions_loss: 1278.0935 - logcount_predictions_loss: 0.2192 2361/2421 [============================>.] - ETA: 33s - loss: 1293.9660 - logits_profile_predictions_loss: 1278.0930 - logcount_predictions_loss: 0.2192 2362/2421 [============================>.] - ETA: 33s - loss: 1293.9654 - logits_profile_predictions_loss: 1278.0924 - logcount_predictions_loss: 0.2192 2363/2421 [============================>.] - ETA: 32s - loss: 1293.9649 - logits_profile_predictions_loss: 1278.0918 - logcount_predictions_loss: 0.2192 2364/2421 [============================>.] - ETA: 32s - loss: 1293.9643 - logits_profile_predictions_loss: 1278.0912 - logcount_predictions_loss: 0.2192 2365/2421 [============================>.] - ETA: 31s - loss: 1293.9638 - logits_profile_predictions_loss: 1278.0906 - logcount_predictions_loss: 0.2192 2366/2421 [============================>.] - ETA: 30s - loss: 1293.9632 - logits_profile_predictions_loss: 1278.0900 - logcount_predictions_loss: 0.2192 2367/2421 [============================>.] - ETA: 30s - loss: 1293.9626 - logits_profile_predictions_loss: 1278.0893 - logcount_predictions_loss: 0.2192 2368/2421 [============================>.] - ETA: 29s - loss: 1293.9620 - logits_profile_predictions_loss: 1278.0887 - logcount_predictions_loss: 0.2192 2369/2421 [============================>.] - ETA: 29s - loss: 1293.9615 - logits_profile_predictions_loss: 1278.0881 - logcount_predictions_loss: 0.2192 2370/2421 [============================>.] - ETA: 28s - loss: 1293.9609 - logits_profile_predictions_loss: 1278.0875 - logcount_predictions_loss: 0.2192 2371/2421 [============================>.] - ETA: 28s - loss: 1293.9604 - logits_profile_predictions_loss: 1278.0870 - logcount_predictions_loss: 0.2192 2372/2421 [============================>.] - ETA: 27s - loss: 1293.9599 - logits_profile_predictions_loss: 1278.0864 - logcount_predictions_loss: 0.2192 2373/2421 [============================>.] - ETA: 27s - loss: 1293.9594 - logits_profile_predictions_loss: 1278.0859 - logcount_predictions_loss: 0.2192 2374/2421 [============================>.] - ETA: 26s - loss: 1293.9589 - logits_profile_predictions_loss: 1278.0853 - logcount_predictions_loss: 0.2192 2375/2421 [============================>.] - ETA: 25s - loss: 1293.9584 - logits_profile_predictions_loss: 1278.0847 - logcount_predictions_loss: 0.2192 2376/2421 [============================>.] - ETA: 25s - loss: 1293.9578 - logits_profile_predictions_loss: 1278.0842 - logcount_predictions_loss: 0.2192 2377/2421 [============================>.] - ETA: 24s - loss: 1293.9573 - logits_profile_predictions_loss: 1278.0836 - logcount_predictions_loss: 0.2192 2378/2421 [============================>.] - ETA: 24s - loss: 1293.9568 - logits_profile_predictions_loss: 1278.0831 - logcount_predictions_loss: 0.2192 2379/2421 [============================>.] - ETA: 23s - loss: 1293.9563 - logits_profile_predictions_loss: 1278.0825 - logcount_predictions_loss: 0.2192 2380/2421 [============================>.] - ETA: 23s - loss: 1293.9558 - logits_profile_predictions_loss: 1278.0819 - logcount_predictions_loss: 0.2192 2381/2421 [============================>.] - ETA: 22s - loss: 1293.9552 - logits_profile_predictions_loss: 1278.0814 - logcount_predictions_loss: 0.2192 2382/2421 [============================>.] - ETA: 21s - loss: 1293.9547 - logits_profile_predictions_loss: 1278.0808 - logcount_predictions_loss: 0.2192 2383/2421 [============================>.] - ETA: 21s - loss: 1293.9542 - logits_profile_predictions_loss: 1278.0803 - logcount_predictions_loss: 0.2192 2384/2421 [============================>.] - ETA: 20s - loss: 1293.9537 - logits_profile_predictions_loss: 1278.0797 - logcount_predictions_loss: 0.2192 2385/2421 [============================>.] - ETA: 20s - loss: 1293.9532 - logits_profile_predictions_loss: 1278.0792 - logcount_predictions_loss: 0.2192 2386/2421 [============================>.] - ETA: 19s - loss: 1293.9527 - logits_profile_predictions_loss: 1278.0787 - logcount_predictions_loss: 0.2192 2387/2421 [============================>.] - ETA: 19s - loss: 1293.9522 - logits_profile_predictions_loss: 1278.0781 - logcount_predictions_loss: 0.2192 2388/2421 [============================>.] - ETA: 18s - loss: 1293.9517 - logits_profile_predictions_loss: 1278.0776 - logcount_predictions_loss: 0.2192 2389/2421 [============================>.] - ETA: 18s - loss: 1293.9512 - logits_profile_predictions_loss: 1278.0770 - logcount_predictions_loss: 0.2192 2390/2421 [============================>.] - ETA: 17s - loss: 1293.9507 - logits_profile_predictions_loss: 1278.0765 - logcount_predictions_loss: 0.2192 2391/2421 [============================>.] - ETA: 16s - loss: 1293.9503 - logits_profile_predictions_loss: 1278.0760 - logcount_predictions_loss: 0.2192 2392/2421 [============================>.] - ETA: 16s - loss: 1293.9498 - logits_profile_predictions_loss: 1278.0755 - logcount_predictions_loss: 0.2192 2393/2421 [============================>.] - ETA: 15s - loss: 1293.9493 - logits_profile_predictions_loss: 1278.0750 - logcount_predictions_loss: 0.2192 2394/2421 [============================>.] - ETA: 15s - loss: 1293.9489 - logits_profile_predictions_loss: 1278.0745 - logcount_predictions_loss: 0.2192 2395/2421 [============================>.] - ETA: 14s - loss: 1293.9484 - logits_profile_predictions_loss: 1278.0740 - logcount_predictions_loss: 0.2192 2396/2421 [============================>.] - ETA: 14s - loss: 1293.9480 - logits_profile_predictions_loss: 1278.0735 - logcount_predictions_loss: 0.2192 2397/2421 [============================>.] - ETA: 13s - loss: 1293.9475 - logits_profile_predictions_loss: 1278.0730 - logcount_predictions_loss: 0.2193 2398/2421 [============================>.] - ETA: 12s - loss: 1293.9470 - logits_profile_predictions_loss: 1278.0725 - logcount_predictions_loss: 0.2193 2399/2421 [============================>.] - ETA: 12s - loss: 1293.9465 - logits_profile_predictions_loss: 1278.0719 - logcount_predictions_loss: 0.2193 2400/2421 [============================>.] - ETA: 11s - loss: 1293.9460 - logits_profile_predictions_loss: 1278.0714 - logcount_predictions_loss: 0.2193 2401/2421 [============================>.] - ETA: 11s - loss: 1293.9455 - logits_profile_predictions_loss: 1278.0708 - logcount_predictions_loss: 0.2193 2402/2421 [============================>.] - ETA: 10s - loss: 1293.9450 - logits_profile_predictions_loss: 1278.0703 - logcount_predictions_loss: 0.2193 2403/2421 [============================>.] - ETA: 10s - loss: 1293.9444 - logits_profile_predictions_loss: 1278.0697 - logcount_predictions_loss: 0.2193 2404/2421 [============================>.] - ETA: 9s - loss: 1293.9440 - logits_profile_predictions_loss: 1278.0692 - logcount_predictions_loss: 0.2193  2405/2421 [============================>.] - ETA: 9s - loss: 1293.9434 - logits_profile_predictions_loss: 1278.0686 - logcount_predictions_loss: 0.2193 2406/2421 [============================>.] - ETA: 8s - loss: 1293.9429 - logits_profile_predictions_loss: 1278.0681 - logcount_predictions_loss: 0.2193 2407/2421 [============================>.] - ETA: 7s - loss: 1293.9424 - logits_profile_predictions_loss: 1278.0675 - logcount_predictions_loss: 0.2193 2408/2421 [============================>.] - ETA: 7s - loss: 1293.9419 - logits_profile_predictions_loss: 1278.0670 - logcount_predictions_loss: 0.2193 2409/2421 [============================>.] - ETA: 6s - loss: 1293.9414 - logits_profile_predictions_loss: 1278.0664 - logcount_predictions_loss: 0.2193 2410/2421 [============================>.] - ETA: 6s - loss: 1293.9408 - logits_profile_predictions_loss: 1278.0658 - logcount_predictions_loss: 0.2193 2411/2421 [============================>.] - ETA: 5s - loss: 1293.9402 - logits_profile_predictions_loss: 1278.0652 - logcount_predictions_loss: 0.2193 2412/2421 [============================>.] - ETA: 5s - loss: 1293.9397 - logits_profile_predictions_loss: 1278.0646 - logcount_predictions_loss: 0.2193 2413/2421 [============================>.] - ETA: 4s - loss: 1293.9391 - logits_profile_predictions_loss: 1278.0639 - logcount_predictions_loss: 0.2193 2414/2421 [============================>.] - ETA: 3s - loss: 1293.9384 - logits_profile_predictions_loss: 1278.0633 - logcount_predictions_loss: 0.2193 2415/2421 [============================>.] - ETA: 3s - loss: 1293.9378 - logits_profile_predictions_loss: 1278.0626 - logcount_predictions_loss: 0.2193 2416/2421 [============================>.] - ETA: 2s - loss: 1293.9373 - logits_profile_predictions_loss: 1278.0620 - logcount_predictions_loss: 0.2193 2417/2421 [============================>.] - ETA: 2s - loss: 1293.9367 - logits_profile_predictions_loss: 1278.0614 - logcount_predictions_loss: 0.2193 2418/2421 [============================>.] - ETA: 1s - loss: 1293.9361 - logits_profile_predictions_loss: 1278.0608 - logcount_predictions_loss: 0.2193 2419/2421 [============================>.] - ETA: 1s - loss: 1293.9355 - logits_profile_predictions_loss: 1278.0602 - logcount_predictions_loss: 0.2193 2420/2421 [============================>.] - ETA: 0s - loss: 1293.9349 - logits_profile_predictions_loss: 1278.0595 - logcount_predictions_loss: 0.2193 2421/2421 [==============================] - ETA: 0s - loss: 1293.9343 - logits_profile_predictions_loss: 1278.0589 - logcount_predictions_loss: 0.2193 2421/2421 [==============================] - 1427s 590ms/step - loss: 1293.9337 - logits_profile_predictions_loss: 1278.0583 - logcount_predictions_loss: 0.2193 - val_loss: 1588.5402 - val_logits_profile_predictions_loss: 1556.9500 - val_logcount_predictions_loss: 0.4363 Epoch 00023: val_loss did not improve from 1559.68359 Restoring model weights from the end of the best epoch. Epoch 00023: early stopping save model save model without bias 2022-10-16_00-58-19: 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//ENCSR499IFY//preprocessing/bigWigs/ENCSR499IFY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(39375, 10) loading nonpeaks... got split:test for bed regions:(39375, 10) 0/308 100/308 200/308 300/308 2022-10-16_01-06-06: 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//ENCSR499IFY//preprocessing/bigWigs/ENCSR499IFY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(39375, 10) loading nonpeaks... got split:test for bed regions:(39375, 10) 0/308 100/308 200/308 300/308 2022-10-16_01-13-01: 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//ENCSR499IFY//preprocessing/bigWigs/ENCSR499IFY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(39375, 10) loading nonpeaks... got split:test for bed regions:(39375, 10) 0/308 100/308 200/308 300/308 2022-10-16_01-16-30: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//footprints 2022-10-16_01-16-30: 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/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/37 [..............................] - ETA: 5:35 3/37 [=>............................] - ETA: 27s  4/37 [==>...........................] - ETA: 34s 5/37 [===>..........................] - ETA: 37s 6/37 [===>..........................] - ETA: 39s 7/37 [====>.........................] - ETA: 39s 8/37 [=====>........................] - ETA: 39s 9/37 [======>.......................] - ETA: 38s 10/37 [=======>......................] - ETA: 37s 11/37 [=======>......................] - ETA: 36s 12/37 [========>.....................] - ETA: 35s 13/37 [=========>....................] - ETA: 34s 14/37 [==========>...................] - ETA: 33s 15/37 [===========>..................] - ETA: 32s 16/37 [===========>..................] - ETA: 30s 17/37 [============>.................] - ETA: 29s 18/37 [=============>................] - ETA: 28s 19/37 [==============>...............] - ETA: 26s 20/37 [===============>..............] - ETA: 25s 21/37 [================>.............] - ETA: 23s 22/37 [================>.............] - ETA: 22s 23/37 [=================>............] - ETA: 21s 24/37 [==================>...........] - ETA: 19s 25/37 [===================>..........] - ETA: 18s 26/37 [====================>.........] - ETA: 16s 27/37 [====================>.........] - ETA: 15s 28/37 [=====================>........] - ETA: 13s 29/37 [======================>.......] - ETA: 12s 30/37 [=======================>......] - ETA: 10s 31/37 [========================>.....] - ETA: 9s  32/37 [========================>.....] - ETA: 7s 33/37 [=========================>....] - ETA: 6s 34/37 [==========================>...] - ETA: 4s 35/37 [===========================>..] - ETA: 3s 36/37 [============================>.] - ETA: 1s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 66s 2s/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 54s 3/37 [=>............................] - ETA: 53s 4/37 [==>...........................] - ETA: 51s 5/37 [===>..........................] - ETA: 50s 6/37 [===>..........................] - ETA: 48s 7/37 [====>.........................] - ETA: 47s 8/37 [=====>........................] - ETA: 45s 9/37 [======>.......................] - ETA: 43s 10/37 [=======>......................] - ETA: 42s 11/37 [=======>......................] - ETA: 40s 12/37 [========>.....................] - ETA: 39s 13/37 [=========>....................] - ETA: 37s 14/37 [==========>...................] - ETA: 36s 15/37 [===========>..................] - ETA: 34s 16/37 [===========>..................] - ETA: 32s 17/37 [============>.................] - ETA: 31s 18/37 [=============>................] - ETA: 29s 19/37 [==============>...............] - ETA: 28s 20/37 [===============>..............] - ETA: 26s 21/37 [================>.............] - ETA: 25s 22/37 [================>.............] - ETA: 23s 23/37 [=================>............] - ETA: 21s 24/37 [==================>...........] - ETA: 20s 25/37 [===================>..........] - ETA: 18s 26/37 [====================>.........] - ETA: 17s 27/37 [====================>.........] - ETA: 15s 28/37 [=====================>........] - ETA: 14s 29/37 [======================>.......] - ETA: 12s 30/37 [=======================>......] - ETA: 10s 31/37 [========================>.....] - ETA: 9s  32/37 [========================>.....] - ETA: 7s 33/37 [=========================>....] - ETA: 6s 34/37 [==========================>...] - ETA: 4s 35/37 [===========================>..] - ETA: 3s 36/37 [============================>.] - ETA: 1s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 57s 2s/step inserting motif: dnase_2 TGTACTTACGAA 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 54s 3/37 [=>............................] - ETA: 53s 4/37 [==>...........................] - ETA: 51s 5/37 [===>..........................] - ETA: 50s 6/37 [===>..........................] - ETA: 48s 7/37 [====>.........................] - ETA: 47s 8/37 [=====>........................] - ETA: 45s 9/37 [======>.......................] - ETA: 43s 10/37 [=======>......................] - ETA: 42s 11/37 [=======>......................] - ETA: 40s 12/37 [========>.....................] - ETA: 39s 13/37 [=========>....................] - ETA: 37s 14/37 [==========>...................] - ETA: 36s 15/37 [===========>..................] - ETA: 34s 16/37 [===========>..................] - ETA: 32s 17/37 [============>.................] - ETA: 31s 18/37 [=============>................] - ETA: 29s 19/37 [==============>...............] - ETA: 28s 20/37 [===============>..............] - ETA: 26s 21/37 [================>.............] - ETA: 25s 22/37 [================>.............] - ETA: 23s 23/37 [=================>............] - ETA: 21s 24/37 [==================>...........] - ETA: 20s 25/37 [===================>..........] - ETA: 18s 26/37 [====================>.........] - ETA: 17s 27/37 [====================>.........] - ETA: 15s 28/37 [=====================>........] - ETA: 14s 29/37 [======================>.......] - ETA: 12s 30/37 [=======================>......] - ETA: 10s 31/37 [========================>.....] - ETA: 9s  32/37 [========================>.....] - ETA: 7s 33/37 [=========================>....] - ETA: 6s 34/37 [==========================>...] - ETA: 4s 35/37 [===========================>..] - ETA: 3s 36/37 [============================>.] - ETA: 1s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 57s 2s/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 54s 3/37 [=>............................] - ETA: 53s 4/37 [==>...........................] - ETA: 51s 5/37 [===>..........................] - ETA: 50s 6/37 [===>..........................] - ETA: 48s 7/37 [====>.........................] - ETA: 47s 8/37 [=====>........................] - ETA: 45s 9/37 [======>.......................] - ETA: 43s 10/37 [=======>......................] - ETA: 42s 11/37 [=======>......................] - ETA: 40s 12/37 [========>.....................] - ETA: 39s 13/37 [=========>....................] - ETA: 37s 14/37 [==========>...................] - ETA: 36s 15/37 [===========>..................] - ETA: 34s 16/37 [===========>..................] - ETA: 32s 17/37 [============>.................] - ETA: 31s 18/37 [=============>................] - ETA: 29s 19/37 [==============>...............] - ETA: 28s 20/37 [===============>..............] - ETA: 26s 21/37 [================>.............] - ETA: 25s 22/37 [================>.............] - ETA: 23s 23/37 [=================>............] - ETA: 21s 24/37 [==================>...........] - ETA: 20s 25/37 [===================>..........] - ETA: 18s 26/37 [====================>.........] - ETA: 17s 27/37 [====================>.........] - ETA: 15s 28/37 [=====================>........] - ETA: 14s 29/37 [======================>.......] - ETA: 12s 30/37 [=======================>......] - ETA: 10s 31/37 [========================>.....] - ETA: 9s  32/37 [========================>.....] - ETA: 7s 33/37 [=========================>....] - ETA: 6s 34/37 [==========================>...] - ETA: 4s 35/37 [===========================>..] - ETA: 3s 36/37 [============================>.] - ETA: 1s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 57s 2s/step Saving marginal footprints 2022-10-16_01-20-59: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//footprints 2022-10-16_01-20-59: 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/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR499IFY//chrombppnet_model_encsr880cub_bias_fold_1//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/37 [..............................] - ETA: 1:59 3/37 [=>............................] - ETA: 2s  4/37 [==>...........................] - ETA: 2s 5/37 [===>..........................] - ETA: 3s 6/37 [===>..........................] - ETA: 3s 7/37 [====>.........................] - ETA: 3s 8/37 [=====>........................] - ETA: 3s 9/37 [======>.......................] - ETA: 3s 10/37 [=======>......................] - ETA: 3s 11/37 [=======>......................] - ETA: 3s 12/37 [========>.....................] - ETA: 2s 13/37 [=========>....................] - ETA: 2s 14/37 [==========>...................] - ETA: 2s 15/37 [===========>..................] - ETA: 2s 16/37 [===========>..................] - ETA: 2s 17/37 [============>.................] - ETA: 2s 18/37 [=============>................] - ETA: 2s 19/37 [==============>...............] - ETA: 2s 20/37 [===============>..............] - ETA: 2s 21/37 [================>.............] - ETA: 1s 22/37 [================>.............] - ETA: 1s 23/37 [=================>............] - ETA: 1s 24/37 [==================>...........] - ETA: 1s 25/37 [===================>..........] - ETA: 1s 26/37 [====================>.........] - ETA: 1s 27/37 [====================>.........] - ETA: 1s 28/37 [=====================>........] - ETA: 1s 29/37 [======================>.......] - ETA: 0s 30/37 [=======================>......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 8s 127ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 4s 3/37 [=>............................] - ETA: 4s 4/37 [==>...........................] - ETA: 4s 5/37 [===>..........................] - ETA: 4s 6/37 [===>..........................] - ETA: 3s 7/37 [====>.........................] - ETA: 3s 8/37 [=====>........................] - ETA: 3s 9/37 [======>.......................] - ETA: 3s 10/37 [=======>......................] - ETA: 3s 11/37 [=======>......................] - ETA: 3s 12/37 [========>.....................] - ETA: 3s 13/37 [=========>....................] - ETA: 3s 14/37 [==========>...................] - ETA: 2s 15/37 [===========>..................] - ETA: 2s 16/37 [===========>..................] - ETA: 2s 17/37 [============>.................] - ETA: 2s 18/37 [=============>................] - ETA: 2s 19/37 [==============>...............] - ETA: 2s 20/37 [===============>..............] - ETA: 2s 21/37 [================>.............] - ETA: 2s 22/37 [================>.............] - ETA: 1s 23/37 [=================>............] - ETA: 1s 24/37 [==================>...........] - ETA: 1s 25/37 [===================>..........] - ETA: 1s 26/37 [====================>.........] - ETA: 1s 27/37 [====================>.........] - ETA: 1s 28/37 [=====================>........] - ETA: 1s 29/37 [======================>.......] - ETA: 1s 30/37 [=======================>......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 5s 126ms/step inserting motif: dnase_2 TGTACTTACGAA 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 4s 3/37 [=>............................] - ETA: 4s 4/37 [==>...........................] - ETA: 4s 5/37 [===>..........................] - ETA: 4s 6/37 [===>..........................] - ETA: 3s 7/37 [====>.........................] - ETA: 3s 8/37 [=====>........................] - ETA: 3s 9/37 [======>.......................] - ETA: 3s 10/37 [=======>......................] - ETA: 3s 11/37 [=======>......................] - ETA: 3s 12/37 [========>.....................] - ETA: 3s 13/37 [=========>....................] - ETA: 3s 14/37 [==========>...................] - ETA: 2s 15/37 [===========>..................] - ETA: 2s 16/37 [===========>..................] - ETA: 2s 17/37 [============>.................] - ETA: 2s 18/37 [=============>................] - ETA: 2s 19/37 [==============>...............] - ETA: 2s 20/37 [===============>..............] - ETA: 2s 21/37 [================>.............] - ETA: 2s 22/37 [================>.............] - ETA: 1s 23/37 [=================>............] - ETA: 1s 24/37 [==================>...........] - ETA: 1s 25/37 [===================>..........] - ETA: 1s 26/37 [====================>.........] - ETA: 1s 27/37 [====================>.........] - ETA: 1s 28/37 [=====================>........] - ETA: 1s 29/37 [======================>.......] - ETA: 1s 30/37 [=======================>......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 5s 126ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 4s 3/37 [=>............................] - ETA: 4s 4/37 [==>...........................] - ETA: 4s 5/37 [===>..........................] - ETA: 4s 6/37 [===>..........................] - ETA: 3s 7/37 [====>.........................] - ETA: 3s 8/37 [=====>........................] - ETA: 3s 9/37 [======>.......................] - ETA: 3s 10/37 [=======>......................] - ETA: 3s 11/37 [=======>......................] - ETA: 3s 12/37 [========>.....................] - ETA: 3s 13/37 [=========>....................] - ETA: 3s 14/37 [==========>...................] - ETA: 2s 15/37 [===========>..................] - ETA: 2s 16/37 [===========>..................] - ETA: 2s 17/37 [============>.................] - ETA: 2s 18/37 [=============>................] - ETA: 2s 19/37 [==============>...............] - ETA: 2s 20/37 [===============>..............] - ETA: 2s 21/37 [================>.............] - ETA: 2s 22/37 [================>.............] - ETA: 1s 23/37 [=================>............] - ETA: 1s 24/37 [==================>...........] - ETA: 1s 25/37 [===================>..........] - ETA: 1s 26/37 [====================>.........] - ETA: 1s 27/37 [====================>.........] - ETA: 1s 28/37 [=====================>........] - ETA: 1s 29/37 [======================>.......] - ETA: 1s 30/37 [=======================>......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 5s 125ms/step Saving marginal footprints