DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json Wed Jan 18 08:17:00 2023 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 525.60.13 Driver Version: 525.60.13 CUDA Version: 12.0 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 NVIDIA GeForce ... On | 00000000:45:00.0 Off | N/A | | 30% 32C P8 19W / 315W | 1MiB / 24576MiB | 0% E. Process | | | | N/A | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+ No logfile supplied - creating one 2023-01-18_08-17-08: 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//ENCSR964WHY//preprocessing/bigWigs/ENCSR964WHY.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964WHY//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964WHY//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/HEPG2_DNASE_PE/fold_4/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr4', 'chr5', 'chr6', 'chr8', 'chr9', 'chr11', 'chr12', 'chr14', 'chr15', 'chr16', 'chr20', 'chr22', 'chrY', 'chr10', 'chr18'] Number of peaks input: 160027 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 160027 Number of peaks input: 39973 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 39973 Number of non peaks input: 156953 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 156953 Number of non peaks input: 43046 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 43046 Number of peaks after removing outliers: 158265 Number of nonpeaks after removing outliers: 139715 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 1/4367 [..............................] - ETA: 36:40:16 10/4367 [..............................] - ETA: 26s  19/4367 [..............................] - ETA: 27s 27/4367 [..............................] - ETA: 27s 36/4367 [..............................] - ETA: 26s 45/4367 [..............................] - ETA: 26s 54/4367 [..............................] - ETA: 26s 63/4367 [..............................] - ETA: 26s 72/4367 [..............................] - ETA: 26s 81/4367 [..............................] - ETA: 26s 90/4367 [..............................] - ETA: 26s 99/4367 [..............................] - ETA: 26s 108/4367 [..............................] - ETA: 26s 117/4367 [..............................] - ETA: 26s 126/4367 [..............................] - ETA: 25s 135/4367 [..............................] - ETA: 25s 144/4367 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/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//ENCSR964WHY//preprocessing/bigWigs/ENCSR964WHY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '53.1', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(145300, 10) loading nonpeaks... got split:train for bed regions:(127917, 10) loading peaks... got split:valid for bed regions:(12965, 10) loading nonpeaks... got split:valid for bed regions:(11798, 10) Epoch 1/50 1/2498 [..............................] - ETA: 143:12:39 - loss: 1621.1853 - logits_profile_predictions_loss: 1454.3950 - logcount_predictions_loss: 3.1411 2/2498 [..............................] - ETA: 13:12 - loss: 1588.1129 - logits_profile_predictions_loss: 1428.0771 - logcount_predictions_loss: 3.0139  3/2498 [..............................] - ETA: 13:00 - loss: 1538.0728 - logits_profile_predictions_loss: 1386.1769 - logcount_predictions_loss: 2.8606 4/2498 [..............................] - ETA: 12:56 - loss: 1802.7162 - logits_profile_predictions_loss: 1654.8936 - logcount_predictions_loss: 2.7839 5/2498 [..............................] - ETA: 12:56 - loss: 1916.2155 - logits_profile_predictions_loss: 1770.7676 - logcount_predictions_loss: 2.7391 6/2498 [..............................] - ETA: 12:54 - loss: 1963.3855 - logits_profile_predictions_loss: 1821.3314 - logcount_predictions_loss: 2.6752 7/2498 [..............................] - ETA: 12:53 - loss: 1999.5061 - logits_profile_predictions_loss: 1848.6841 - logcount_predictions_loss: 2.8403 8/2498 [..............................] - ETA: 12:52 - loss: 2011.9973 - logits_profile_predictions_loss: 1855.9814 - logcount_predictions_loss: 2.9382 9/2498 [..............................] - ETA: 12:51 - loss: 2014.4014 - logits_profile_predictions_loss: 1854.6430 - logcount_predictions_loss: 3.0086 10/2498 [..............................] - ETA: 12:49 - loss: 2009.0614 - logits_profile_predictions_loss: 1846.9357 - logcount_predictions_loss: 3.0532 11/2498 [..............................] - ETA: 12:48 - loss: 1999.7697 - logits_profile_predictions_loss: 1836.0761 - logcount_predictions_loss: 3.0827 12/2498 [..............................] - ETA: 12:47 - loss: 1988.7483 - logits_profile_predictions_loss: 1823.9667 - logcount_predictions_loss: 3.1032 13/2498 [..............................] - ETA: 12:46 - loss: 1976.5586 - logits_profile_predictions_loss: 1811.0651 - logcount_predictions_loss: 3.1166 14/2498 [..............................] - ETA: 12:45 - loss: 1963.3393 - logits_profile_predictions_loss: 1797.5051 - logcount_predictions_loss: 3.1231 15/2498 [..............................] - ETA: 12:44 - loss: 1950.1744 - logits_profile_predictions_loss: 1784.1954 - logcount_predictions_loss: 3.1258 16/2498 [..............................] - ETA: 12:44 - loss: 1937.6131 - logits_profile_predictions_loss: 1771.5218 - logcount_predictions_loss: 3.1279 17/2498 [..............................] - ETA: 12:43 - loss: 1925.1339 - logits_profile_predictions_loss: 1759.0296 - logcount_predictions_loss: 3.1281 18/2498 [..............................] - ETA: 12:42 - loss: 1913.4931 - logits_profile_predictions_loss: 1747.3682 - logcount_predictions_loss: 3.1285 19/2498 [..............................] - ETA: 12:41 - loss: 1902.1149 - logits_profile_predictions_loss: 1736.0500 - logcount_predictions_loss: 3.1274 20/2498 [..............................] - ETA: 12:41 - loss: 1891.4357 - logits_profile_predictions_loss: 1725.4212 - logcount_predictions_loss: 3.1264 21/2498 [..............................] - ETA: 12:40 - loss: 1881.2138 - logits_profile_predictions_loss: 1715.2548 - logcount_predictions_loss: 3.1254 22/2498 [..............................] - ETA: 12:40 - loss: 1871.3679 - logits_profile_predictions_loss: 1705.4905 - logcount_predictions_loss: 3.1239 23/2498 [..............................] - ETA: 12:39 - loss: 1861.9362 - logits_profile_predictions_loss: 1696.1530 - logcount_predictions_loss: 3.1221 24/2498 [..............................] - ETA: 12:39 - loss: 1852.7244 - logits_profile_predictions_loss: 1687.0797 - logcount_predictions_loss: 3.1195 25/2498 [..............................] - ETA: 12:38 - loss: 1844.2903 - logits_profile_predictions_loss: 1678.7273 - logcount_predictions_loss: 3.1179 26/2498 [..............................] - ETA: 12:38 - loss: 1835.8664 - logits_profile_predictions_loss: 1670.4511 - logcount_predictions_loss: 3.1152 27/2498 [..............................] - ETA: 12:37 - loss: 1827.7788 - logits_profile_predictions_loss: 1662.5218 - logcount_predictions_loss: 3.1122 28/2498 [..............................] - ETA: 12:37 - loss: 1820.3022 - logits_profile_predictions_loss: 1655.1674 - logcount_predictions_loss: 3.1099 29/2498 [..............................] - ETA: 12:36 - loss: 1813.2521 - logits_profile_predictions_loss: 1648.2106 - logcount_predictions_loss: 3.1081 30/2498 [..............................] - ETA: 12:36 - loss: 1806.5115 - logits_profile_predictions_loss: 1641.5585 - logcount_predictions_loss: 3.1065 31/2498 [..............................] - ETA: 12:35 - loss: 1799.9185 - logits_profile_predictions_loss: 1635.0743 - logcount_predictions_loss: 3.1044 32/2498 [..............................] - ETA: 12:35 - loss: 1793.6468 - logits_profile_predictions_loss: 1628.9017 - logcount_predictions_loss: 3.1025 33/2498 [..............................] - ETA: 12:35 - loss: 1787.4117 - logits_profile_predictions_loss: 1622.7989 - logcount_predictions_loss: 3.1001 34/2498 [..............................] - ETA: 12:34 - loss: 1781.3399 - logits_profile_predictions_loss: 1616.8700 - logcount_predictions_loss: 3.0974 35/2498 [..............................] - ETA: 12:34 - loss: 1775.3282 - logits_profile_predictions_loss: 1611.0300 - logcount_predictions_loss: 3.0941 36/2498 [..............................] - ETA: 12:33 - loss: 1769.6241 - logits_profile_predictions_loss: 1605.4740 - logcount_predictions_loss: 3.0913 37/2498 [..............................] - ETA: 12:33 - loss: 1764.2954 - logits_profile_predictions_loss: 1600.2589 - logcount_predictions_loss: 3.0892 38/2498 [..............................] - ETA: 12:33 - loss: 1759.1169 - logits_profile_predictions_loss: 1595.2021 - logcount_predictions_loss: 3.0869 39/2498 [..............................] - ETA: 12:32 - loss: 1754.0944 - logits_profile_predictions_loss: 1590.3004 - logcount_predictions_loss: 3.0846 40/2498 [..............................] - ETA: 12:32 - loss: 1749.2332 - logits_profile_predictions_loss: 1585.5578 - logcount_predictions_loss: 3.0824 41/2498 [..............................] - ETA: 12:32 - loss: 1744.6181 - logits_profile_predictions_loss: 1581.0444 - logcount_predictions_loss: 3.0805 42/2498 [..............................] - ETA: 12:31 - loss: 1740.1395 - logits_profile_predictions_loss: 1576.6658 - logcount_predictions_loss: 3.0786 43/2498 [..............................] - ETA: 12:31 - loss: 1735.7421 - logits_profile_predictions_loss: 1572.3784 - logcount_predictions_loss: 3.0765 44/2498 [..............................] - ETA: 12:31 - loss: 1731.5442 - logits_profile_predictions_loss: 1568.2756 - logcount_predictions_loss: 3.0747 45/2498 [..............................] - ETA: 12:30 - loss: 1727.5251 - logits_profile_predictions_loss: 1564.3376 - logcount_predictions_loss: 3.0732 46/2498 [..............................] - ETA: 12:30 - loss: 1723.7119 - logits_profile_predictions_loss: 1560.5916 - logcount_predictions_loss: 3.0719 47/2498 [..............................] - ETA: 12:30 - loss: 1719.9455 - logits_profile_predictions_loss: 1556.9032 - logcount_predictions_loss: 3.0705 48/2498 [..............................] - ETA: 12:29 - loss: 1716.2498 - logits_profile_predictions_loss: 1553.2905 - logcount_predictions_loss: 3.0689 49/2498 [..............................] - ETA: 12:29 - loss: 1712.6484 - logits_profile_predictions_loss: 1549.7727 - logcount_predictions_loss: 3.0673 50/2498 [..............................] - ETA: 12:29 - loss: 1709.0710 - logits_profile_predictions_loss: 1546.2905 - logcount_predictions_loss: 3.0655 51/2498 [..............................] - ETA: 12:28 - loss: 1705.6145 - logits_profile_predictions_loss: 1542.9235 - logcount_predictions_loss: 3.0639 52/2498 [..............................] - ETA: 12:28 - loss: 1702.2172 - logits_profile_predictions_loss: 1539.6226 - logcount_predictions_loss: 3.0620 53/2498 [..............................] - ETA: 12:28 - loss: 1698.8529 - logits_profile_predictions_loss: 1536.3629 - logcount_predictions_loss: 3.0601 54/2498 [..............................] - ETA: 12:27 - loss: 1695.5738 - logits_profile_predictions_loss: 1533.1867 - logcount_predictions_loss: 3.0581 55/2498 [..............................] - ETA: 12:27 - loss: 1692.4130 - logits_profile_predictions_loss: 1530.1208 - logcount_predictions_loss: 3.0563 56/2498 [..............................] - ETA: 12:27 - loss: 1689.3133 - logits_profile_predictions_loss: 1527.1175 - logcount_predictions_loss: 3.0545 57/2498 [..............................] - ETA: 12:26 - loss: 1686.2956 - logits_profile_predictions_loss: 1524.1933 - logcount_predictions_loss: 3.0528 58/2498 [..............................] - ETA: 12:27 - loss: 1683.3256 - logits_profile_predictions_loss: 1521.3204 - logcount_predictions_loss: 3.0509 59/2498 [..............................] - ETA: 12:26 - loss: 1680.4652 - logits_profile_predictions_loss: 1518.5499 - 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12:24 - loss: 1662.4106 - logits_profile_predictions_loss: 1501.0584 - logcount_predictions_loss: 3.0386 67/2498 [..............................] - ETA: 12:24 - loss: 1660.0469 - logits_profile_predictions_loss: 1498.7723 - logcount_predictions_loss: 3.0372 68/2498 [..............................] - ETA: 12:24 - loss: 1657.7245 - logits_profile_predictions_loss: 1496.5282 - logcount_predictions_loss: 3.0357 69/2498 [..............................] - ETA: 12:23 - loss: 1655.4436 - logits_profile_predictions_loss: 1494.3240 - logcount_predictions_loss: 3.0343 70/2498 [..............................] - ETA: 12:23 - loss: 1653.2100 - logits_profile_predictions_loss: 1492.1652 - logcount_predictions_loss: 3.0329 71/2498 [..............................] - ETA: 12:23 - loss: 1651.0138 - logits_profile_predictions_loss: 1490.0446 - logcount_predictions_loss: 3.0314 72/2498 [..............................] - ETA: 12:22 - loss: 1648.8745 - logits_profile_predictions_loss: 1487.9771 - 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ETA: 9s - loss: 1271.4989 - logits_profile_predictions_loss: 1202.7288 - logcount_predictions_loss: 1.2951 2475/2498 [============================>.] - ETA: 8s - loss: 1271.4663 - logits_profile_predictions_loss: 1202.7095 - logcount_predictions_loss: 1.2949 2476/2498 [============================>.] - ETA: 8s - loss: 1271.4337 - logits_profile_predictions_loss: 1202.6901 - logcount_predictions_loss: 1.2946 2477/2498 [============================>.] - ETA: 8s - loss: 1271.4012 - logits_profile_predictions_loss: 1202.6708 - logcount_predictions_loss: 1.2944 2478/2498 [============================>.] - ETA: 7s - loss: 1271.3687 - logits_profile_predictions_loss: 1202.6515 - logcount_predictions_loss: 1.2941 2479/2498 [============================>.] - ETA: 7s - loss: 1271.3362 - logits_profile_predictions_loss: 1202.6323 - logcount_predictions_loss: 1.2939 2480/2498 [============================>.] - ETA: 7s - loss: 1271.3037 - logits_profile_predictions_loss: 1202.6130 - 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logcount_predictions_loss: 1.2904 2494/2498 [============================>.] - ETA: 1s - loss: 1270.8519 - logits_profile_predictions_loss: 1202.3454 - logcount_predictions_loss: 1.2902 2495/2498 [============================>.] - ETA: 1s - loss: 1270.8198 - logits_profile_predictions_loss: 1202.3264 - logcount_predictions_loss: 1.2899 2496/2498 [============================>.] - ETA: 0s - loss: 1270.7877 - logits_profile_predictions_loss: 1202.3074 - logcount_predictions_loss: 1.2897 2497/2498 [============================>.] - ETA: 0s - loss: 1270.7557 - logits_profile_predictions_loss: 1202.2885 - logcount_predictions_loss: 1.2894 2498/2498 [==============================] - ETA: 0s - loss: 1270.7236 - logits_profile_predictions_loss: 1202.2695 - logcount_predictions_loss: 1.2892 2498/2498 [==============================] - 1315s 444ms/step - loss: 1270.6916 - logits_profile_predictions_loss: 1202.2506 - logcount_predictions_loss: 1.2889 - val_loss: 1147.8993 - val_logits_profile_predictions_loss: 1129.5414 - val_logcount_predictions_loss: 0.3457 Epoch 00001: val_loss improved from inf to 1147.89929, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4/chrombpnet.h5 Epoch 2/50 1/2498 [..............................] - ETA: 13:03 - loss: 1147.8970 - logits_profile_predictions_loss: 1132.9158 - logcount_predictions_loss: 0.2821 2/2498 [..............................] - ETA: 12:37 - loss: 1136.5291 - logits_profile_predictions_loss: 1117.2877 - logcount_predictions_loss: 0.3624 3/2498 [..............................] - ETA: 12:37 - loss: 1132.7112 - logits_profile_predictions_loss: 1112.6152 - logcount_predictions_loss: 0.3785 4/2498 [..............................] - ETA: 12:39 - loss: 1131.9693 - logits_profile_predictions_loss: 1111.7807 - logcount_predictions_loss: 0.3802 5/2498 [..............................] - ETA: 12:39 - loss: 1131.4328 - logits_profile_predictions_loss: 1111.3935 - logcount_predictions_loss: 0.3774 6/2498 [..............................] - ETA: 12:38 - loss: 1132.3461 - logits_profile_predictions_loss: 1112.2122 - logcount_predictions_loss: 0.3792 7/2498 [..............................] - ETA: 12:38 - loss: 1134.8425 - logits_profile_predictions_loss: 1114.7525 - logcount_predictions_loss: 0.3783 8/2498 [..............................] - ETA: 12:38 - loss: 1136.2684 - logits_profile_predictions_loss: 1116.2458 - logcount_predictions_loss: 0.3771 9/2498 [..............................] - ETA: 12:38 - loss: 1138.2558 - logits_profile_predictions_loss: 1118.3168 - logcount_predictions_loss: 0.3755 10/2498 [..............................] - ETA: 12:37 - loss: 1139.7309 - logits_profile_predictions_loss: 1119.9104 - logcount_predictions_loss: 0.3733 11/2498 [..............................] - ETA: 12:36 - loss: 1141.0491 - logits_profile_predictions_loss: 1121.3529 - logcount_predictions_loss: 0.3709 12/2498 [..............................] - ETA: 12:36 - loss: 1142.5940 - logits_profile_predictions_loss: 1122.9921 - logcount_predictions_loss: 0.3692 13/2498 [..............................] - ETA: 12:35 - loss: 1144.2351 - logits_profile_predictions_loss: 1124.7085 - logcount_predictions_loss: 0.3677 14/2498 [..............................] - ETA: 12:35 - loss: 1144.9735 - logits_profile_predictions_loss: 1125.5500 - logcount_predictions_loss: 0.3658 15/2498 [..............................] - ETA: 12:34 - loss: 1145.5085 - logits_profile_predictions_loss: 1126.1942 - logcount_predictions_loss: 0.3637 16/2498 [..............................] - ETA: 12:34 - loss: 1145.7935 - logits_profile_predictions_loss: 1126.5853 - logcount_predictions_loss: 0.3617 17/2498 [..............................] - ETA: 12:33 - loss: 1146.0976 - logits_profile_predictions_loss: 1126.9832 - logcount_predictions_loss: 0.3600 18/2498 [..............................] - ETA: 12:35 - loss: 1146.2777 - logits_profile_predictions_loss: 1127.2380 - logcount_predictions_loss: 0.3586 19/2498 [..............................] - ETA: 12:34 - loss: 1145.9437 - logits_profile_predictions_loss: 1126.9381 - logcount_predictions_loss: 0.3579 20/2498 [..............................] - ETA: 12:34 - loss: 1145.4714 - logits_profile_predictions_loss: 1126.4954 - logcount_predictions_loss: 0.3574 21/2498 [..............................] - ETA: 12:33 - loss: 1144.6721 - logits_profile_predictions_loss: 1125.7106 - logcount_predictions_loss: 0.3571 22/2498 [..............................] - ETA: 12:33 - loss: 1144.0831 - logits_profile_predictions_loss: 1125.1261 - logcount_predictions_loss: 0.3570 23/2498 [..............................] - ETA: 12:32 - loss: 1143.4959 - logits_profile_predictions_loss: 1124.5457 - logcount_predictions_loss: 0.3569 24/2498 [..............................] - ETA: 12:32 - loss: 1142.9253 - logits_profile_predictions_loss: 1123.9824 - logcount_predictions_loss: 0.3567 25/2498 [..............................] - ETA: 12:32 - loss: 1142.4563 - logits_profile_predictions_loss: 1123.5319 - logcount_predictions_loss: 0.3564 26/2498 [..............................] - ETA: 12:31 - loss: 1141.9297 - logits_profile_predictions_loss: 1123.0259 - logcount_predictions_loss: 0.3560 27/2498 [..............................] - ETA: 12:31 - loss: 1141.4928 - logits_profile_predictions_loss: 1122.6098 - logcount_predictions_loss: 0.3556 28/2498 [..............................] - ETA: 12:31 - loss: 1141.0369 - logits_profile_predictions_loss: 1122.1702 - logcount_predictions_loss: 0.3553 29/2498 [..............................] - ETA: 12:30 - loss: 1140.6410 - logits_profile_predictions_loss: 1121.7922 - logcount_predictions_loss: 0.3550 30/2498 [..............................] - ETA: 12:30 - loss: 1140.2442 - logits_profile_predictions_loss: 1121.4134 - logcount_predictions_loss: 0.3546 31/2498 [..............................] - ETA: 12:30 - loss: 1139.8989 - logits_profile_predictions_loss: 1121.0873 - logcount_predictions_loss: 0.3543 32/2498 [..............................] - ETA: 12:29 - loss: 1139.4782 - logits_profile_predictions_loss: 1120.6838 - logcount_predictions_loss: 0.3539 33/2498 [..............................] - ETA: 12:29 - loss: 1139.0229 - logits_profile_predictions_loss: 1120.2491 - logcount_predictions_loss: 0.3536 34/2498 [..............................] - ETA: 12:29 - loss: 1138.5862 - logits_profile_predictions_loss: 1119.8272 - logcount_predictions_loss: 0.3533 35/2498 [..............................] - ETA: 12:28 - loss: 1138.2475 - logits_profile_predictions_loss: 1119.5037 - logcount_predictions_loss: 0.3530 36/2498 [..............................] - ETA: 12:28 - loss: 1137.8838 - logits_profile_predictions_loss: 1119.1578 - logcount_predictions_loss: 0.3527 37/2498 [..............................] - ETA: 12:28 - loss: 1137.5782 - logits_profile_predictions_loss: 1118.8673 - logcount_predictions_loss: 0.3524 38/2498 [..............................] - ETA: 12:27 - loss: 1137.1989 - logits_profile_predictions_loss: 1118.5030 - logcount_predictions_loss: 0.3521 39/2498 [..............................] - ETA: 12:27 - loss: 1136.8765 - logits_profile_predictions_loss: 1118.1973 - logcount_predictions_loss: 0.3518 40/2498 [..............................] - ETA: 12:27 - loss: 1136.6113 - logits_profile_predictions_loss: 1117.9438 - logcount_predictions_loss: 0.3516 41/2498 [..............................] - ETA: 12:27 - loss: 1136.2890 - logits_profile_predictions_loss: 1117.6333 - logcount_predictions_loss: 0.3513 42/2498 [..............................] - ETA: 12:26 - loss: 1136.0260 - logits_profile_predictions_loss: 1117.3843 - logcount_predictions_loss: 0.3511 43/2498 [..............................] - ETA: 12:26 - loss: 1135.7710 - logits_profile_predictions_loss: 1117.1446 - logcount_predictions_loss: 0.3508 44/2498 [..............................] - ETA: 12:26 - loss: 1135.5602 - logits_profile_predictions_loss: 1116.9495 - logcount_predictions_loss: 0.3505 45/2498 [..............................] - ETA: 12:25 - loss: 1135.3628 - logits_profile_predictions_loss: 1116.7673 - logcount_predictions_loss: 0.3502 46/2498 [..............................] - ETA: 12:25 - loss: 1135.2505 - logits_profile_predictions_loss: 1116.6688 - logcount_predictions_loss: 0.3499 47/2498 [..............................] - ETA: 12:25 - loss: 1135.1658 - logits_profile_predictions_loss: 1116.5992 - logcount_predictions_loss: 0.3497 48/2498 [..............................] - ETA: 12:25 - loss: 1135.0693 - logits_profile_predictions_loss: 1116.5194 - logcount_predictions_loss: 0.3493 49/2498 [..............................] - ETA: 12:24 - loss: 1135.0140 - logits_profile_predictions_loss: 1116.4827 - logcount_predictions_loss: 0.3490 50/2498 [..............................] - ETA: 12:24 - loss: 1134.9313 - logits_profile_predictions_loss: 1116.4164 - logcount_predictions_loss: 0.3487 51/2498 [..............................] - ETA: 12:24 - loss: 1134.8384 - logits_profile_predictions_loss: 1116.3420 - logcount_predictions_loss: 0.3483 52/2498 [..............................] - ETA: 12:23 - loss: 1134.7681 - logits_profile_predictions_loss: 1116.2900 - logcount_predictions_loss: 0.3480 53/2498 [..............................] - ETA: 12:23 - loss: 1134.6768 - logits_profile_predictions_loss: 1116.2166 - logcount_predictions_loss: 0.3477 54/2498 [..............................] - ETA: 12:23 - loss: 1134.5839 - logits_profile_predictions_loss: 1116.1422 - logcount_predictions_loss: 0.3473 55/2498 [..............................] - ETA: 12:22 - loss: 1134.4954 - logits_profile_predictions_loss: 1116.0724 - logcount_predictions_loss: 0.3470 56/2498 [..............................] - ETA: 12:22 - loss: 1134.3947 - logits_profile_predictions_loss: 1115.9899 - logcount_predictions_loss: 0.3466 57/2498 [..............................] - ETA: 12:22 - loss: 1134.2748 - logits_profile_predictions_loss: 1115.8864 - logcount_predictions_loss: 0.3463 58/2498 [..............................] - ETA: 12:22 - loss: 1134.1742 - logits_profile_predictions_loss: 1115.7998 - logcount_predictions_loss: 0.3460 59/2498 [..............................] - ETA: 12:21 - loss: 1134.0777 - logits_profile_predictions_loss: 1115.7147 - logcount_predictions_loss: 0.3458 60/2498 [..............................] - ETA: 12:21 - loss: 1133.9945 - logits_profile_predictions_loss: 1115.6437 - logcount_predictions_loss: 0.3456 61/2498 [..............................] - ETA: 12:21 - loss: 1133.9165 - logits_profile_predictions_loss: 1115.5764 - logcount_predictions_loss: 0.3454 62/2498 [..............................] - ETA: 12:21 - loss: 1133.8227 - logits_profile_predictions_loss: 1115.4917 - logcount_predictions_loss: 0.3452 63/2498 [..............................] - ETA: 12:20 - loss: 1133.7330 - logits_profile_predictions_loss: 1115.4131 - logcount_predictions_loss: 0.3450 64/2498 [..............................] - ETA: 12:20 - loss: 1133.6303 - logits_profile_predictions_loss: 1115.3218 - logcount_predictions_loss: 0.3448 65/2498 [..............................] - ETA: 12:20 - loss: 1133.5454 - logits_profile_predictions_loss: 1115.2485 - logcount_predictions_loss: 0.3446 66/2498 [..............................] - ETA: 12:19 - loss: 1133.4396 - logits_profile_predictions_loss: 1115.1541 - logcount_predictions_loss: 0.3444 67/2498 [..............................] - ETA: 12:19 - loss: 1133.3473 - logits_profile_predictions_loss: 1115.0739 - logcount_predictions_loss: 0.3441 68/2498 [..............................] - ETA: 12:19 - loss: 1133.2414 - logits_profile_predictions_loss: 1114.9781 - logcount_predictions_loss: 0.3439 69/2498 [..............................] - ETA: 12:19 - loss: 1133.1390 - logits_profile_predictions_loss: 1114.8850 - logcount_predictions_loss: 0.3438 70/2498 [..............................] - ETA: 12:18 - loss: 1133.0516 - logits_profile_predictions_loss: 1114.8070 - logcount_predictions_loss: 0.3436 71/2498 [..............................] - ETA: 12:18 - loss: 1132.9698 - logits_profile_predictions_loss: 1114.7339 - logcount_predictions_loss: 0.3434 72/2498 [..............................] - ETA: 12:18 - loss: 1132.8740 - logits_profile_predictions_loss: 1114.6472 - logcount_predictions_loss: 0.3433 73/2498 [..............................] - ETA: 12:18 - loss: 1132.7691 - logits_profile_predictions_loss: 1114.5506 - logcount_predictions_loss: 0.3431 74/2498 [..............................] - ETA: 12:17 - loss: 1132.6686 - logits_profile_predictions_loss: 1114.4591 - logcount_predictions_loss: 0.3429 75/2498 [..............................] - ETA: 12:17 - loss: 1132.5805 - logits_profile_predictions_loss: 1114.3789 - logcount_predictions_loss: 0.3428 76/2498 [..............................] - ETA: 12:17 - loss: 1132.4565 - logits_profile_predictions_loss: 1114.2622 - logcount_predictions_loss: 0.3426 77/2498 [..............................] - ETA: 12:17 - loss: 1132.3464 - logits_profile_predictions_loss: 1114.1588 - logcount_predictions_loss: 0.3425 78/2498 [..............................] - ETA: 12:16 - loss: 1132.2422 - logits_profile_predictions_loss: 1114.0617 - logcount_predictions_loss: 0.3424 79/2498 [..............................] - ETA: 12:16 - loss: 1132.1233 - logits_profile_predictions_loss: 1113.9498 - logcount_predictions_loss: 0.3423 80/2498 [..............................] - ETA: 12:16 - loss: 1131.9865 - logits_profile_predictions_loss: 1113.8196 - logcount_predictions_loss: 0.3421 81/2498 [..............................] - ETA: 12:16 - loss: 1131.8820 - logits_profile_predictions_loss: 1113.7222 - logcount_predictions_loss: 0.3420 82/2498 [..............................] - ETA: 12:15 - loss: 1131.7884 - logits_profile_predictions_loss: 1113.6360 - logcount_predictions_loss: 0.3419 83/2498 [..............................] - ETA: 12:15 - loss: 1131.7131 - logits_profile_predictions_loss: 1113.5662 - logcount_predictions_loss: 0.3418 84/2498 [>.............................] - ETA: 12:15 - loss: 1131.6331 - logits_profile_predictions_loss: 1113.4917 - logcount_predictions_loss: 0.3416 85/2498 [>.............................] - ETA: 12:15 - loss: 1131.5592 - logits_profile_predictions_loss: 1113.4232 - logcount_predictions_loss: 0.3415 86/2498 [>.............................] - ETA: 12:14 - loss: 1131.4882 - logits_profile_predictions_loss: 1113.3572 - logcount_predictions_loss: 0.3415 87/2498 [>.............................] - ETA: 12:14 - loss: 1131.4149 - logits_profile_predictions_loss: 1113.2883 - logcount_predictions_loss: 0.3414 88/2498 [>.............................] - ETA: 12:14 - loss: 1131.3548 - logits_profile_predictions_loss: 1113.2330 - logcount_predictions_loss: 0.3413 89/2498 [>.............................] - ETA: 12:13 - loss: 1131.3111 - logits_profile_predictions_loss: 1113.1945 - logcount_predictions_loss: 0.3412 90/2498 [>.............................] - ETA: 12:13 - loss: 1131.2467 - logits_profile_predictions_loss: 1113.1345 - logcount_predictions_loss: 0.3411 91/2498 [>.............................] - ETA: 12:13 - loss: 1131.1913 - logits_profile_predictions_loss: 1113.0838 - logcount_predictions_loss: 0.3410 92/2498 [>.............................] - ETA: 12:13 - loss: 1131.1270 - logits_profile_predictions_loss: 1113.0247 - logcount_predictions_loss: 0.3409 93/2498 [>.............................] - ETA: 12:12 - loss: 1131.0546 - logits_profile_predictions_loss: 1112.9577 - logcount_predictions_loss: 0.3408 94/2498 [>.............................] - ETA: 12:12 - loss: 1130.9824 - logits_profile_predictions_loss: 1112.8900 - logcount_predictions_loss: 0.3407 95/2498 [>.............................] - ETA: 12:12 - loss: 1130.9046 - logits_profile_predictions_loss: 1112.8172 - logcount_predictions_loss: 0.3406 96/2498 [>.............................] - ETA: 12:12 - loss: 1130.8317 - logits_profile_predictions_loss: 1112.7493 - logcount_predictions_loss: 0.3405 97/2498 [>.............................] - ETA: 12:11 - loss: 1130.7627 - logits_profile_predictions_loss: 1112.6851 - logcount_predictions_loss: 0.3404 98/2498 [>.............................] - ETA: 12:11 - loss: 1130.6954 - logits_profile_predictions_loss: 1112.6227 - logcount_predictions_loss: 0.3404 99/2498 [>.............................] - ETA: 12:11 - loss: 1130.6309 - logits_profile_predictions_loss: 1112.5633 - logcount_predictions_loss: 0.3403 100/2498 [>.............................] - ETA: 12:10 - loss: 1130.5737 - logits_profile_predictions_loss: 1112.5109 - logcount_predictions_loss: 0.3402 101/2498 [>.............................] - ETA: 12:10 - loss: 1130.5229 - logits_profile_predictions_loss: 1112.4650 - logcount_predictions_loss: 0.3401 102/2498 [>.............................] - ETA: 12:10 - loss: 1130.4743 - logits_profile_predictions_loss: 1112.4212 - logcount_predictions_loss: 0.3400 103/2498 [>.............................] - ETA: 12:10 - loss: 1130.4209 - logits_profile_predictions_loss: 1112.3722 - logcount_predictions_loss: 0.3399 104/2498 [>.............................] - ETA: 12:09 - loss: 1130.3658 - logits_profile_predictions_loss: 1112.3213 - logcount_predictions_loss: 0.3398 105/2498 [>.............................] - ETA: 12:09 - loss: 1130.3090 - logits_profile_predictions_loss: 1112.2690 - logcount_predictions_loss: 0.3397 106/2498 [>.............................] - ETA: 12:09 - loss: 1130.2652 - logits_profile_predictions_loss: 1112.2286 - logcount_predictions_loss: 0.3397 107/2498 [>.............................] - ETA: 12:09 - loss: 1130.2189 - logits_profile_predictions_loss: 1112.1856 - logcount_predictions_loss: 0.3396 108/2498 [>.............................] - ETA: 12:08 - loss: 1130.1699 - logits_profile_predictions_loss: 1112.1393 - logcount_predictions_loss: 0.3396 109/2498 [>.............................] - ETA: 12:08 - loss: 1130.1170 - logits_profile_predictions_loss: 1112.0888 - logcount_predictions_loss: 0.3395 110/2498 [>.............................] - ETA: 12:08 - loss: 1130.0587 - logits_profile_predictions_loss: 1112.0332 - logcount_predictions_loss: 0.3395 111/2498 [>.............................] - ETA: 12:07 - loss: 1130.0031 - logits_profile_predictions_loss: 1111.9801 - logcount_predictions_loss: 0.3394 112/2498 [>.............................] - ETA: 12:07 - loss: 1129.9486 - logits_profile_predictions_loss: 1111.9273 - logcount_predictions_loss: 0.3394 113/2498 [>.............................] - ETA: 12:07 - loss: 1129.8974 - logits_profile_predictions_loss: 1111.8779 - logcount_predictions_loss: 0.3394 114/2498 [>.............................] - ETA: 12:07 - loss: 1129.8479 - logits_profile_predictions_loss: 1111.8290 - logcount_predictions_loss: 0.3393 115/2498 [>.............................] - ETA: 12:06 - loss: 1129.8053 - logits_profile_predictions_loss: 1111.7867 - logcount_predictions_loss: 0.3393 116/2498 [>.............................] - ETA: 12:06 - loss: 1129.7634 - logits_profile_predictions_loss: 1111.7453 - logcount_predictions_loss: 0.3393 117/2498 [>.............................] - ETA: 12:06 - loss: 1129.7224 - logits_profile_predictions_loss: 1111.7049 - logcount_predictions_loss: 0.3393 118/2498 [>.............................] - ETA: 12:06 - loss: 1129.6847 - logits_profile_predictions_loss: 1111.6679 - logcount_predictions_loss: 0.3393 119/2498 [>.............................] - ETA: 12:06 - loss: 1129.6430 - logits_profile_predictions_loss: 1111.6273 - logcount_predictions_loss: 0.3393 120/2498 [>.............................] - ETA: 12:05 - loss: 1129.6024 - logits_profile_predictions_loss: 1111.5877 - logcount_predictions_loss: 0.3393 121/2498 [>.............................] - ETA: 12:05 - loss: 1129.5620 - logits_profile_predictions_loss: 1111.5485 - logcount_predictions_loss: 0.3392 122/2498 [>.............................] - ETA: 12:05 - loss: 1129.5277 - logits_profile_predictions_loss: 1111.5157 - logcount_predictions_loss: 0.3392 123/2498 [>.............................] - ETA: 12:04 - loss: 1129.4901 - logits_profile_predictions_loss: 1111.4797 - logcount_predictions_loss: 0.3392 124/2498 [>.............................] - ETA: 12:04 - loss: 1129.4485 - logits_profile_predictions_loss: 1111.4391 - logcount_predictions_loss: 0.3392 125/2498 [>.............................] - ETA: 12:04 - loss: 1129.4018 - logits_profile_predictions_loss: 1111.3932 - logcount_predictions_loss: 0.3391 126/2498 [>.............................] - ETA: 12:04 - loss: 1129.3588 - logits_profile_predictions_loss: 1111.3509 - logcount_predictions_loss: 0.3391 127/2498 [>.............................] - ETA: 12:03 - loss: 1129.3174 - logits_profile_predictions_loss: 1111.3102 - logcount_predictions_loss: 0.3391 128/2498 [>.............................] - ETA: 12:03 - loss: 1129.2793 - logits_profile_predictions_loss: 1111.2729 - logcount_predictions_loss: 0.3391 129/2498 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logcount_predictions_loss: 0.3304 2484/2498 [============================>.] - ETA: 4s - loss: 1128.9173 - logits_profile_predictions_loss: 1111.3736 - logcount_predictions_loss: 0.3304 2485/2498 [============================>.] - ETA: 4s - loss: 1128.9160 - logits_profile_predictions_loss: 1111.3725 - logcount_predictions_loss: 0.3304 2486/2498 [============================>.] - ETA: 3s - loss: 1128.9147 - logits_profile_predictions_loss: 1111.3713 - logcount_predictions_loss: 0.3304 2487/2498 [============================>.] - ETA: 3s - loss: 1128.9134 - logits_profile_predictions_loss: 1111.3702 - logcount_predictions_loss: 0.3304 2488/2498 [============================>.] - ETA: 3s - loss: 1128.9120 - logits_profile_predictions_loss: 1111.3690 - logcount_predictions_loss: 0.3304 2489/2498 [============================>.] - ETA: 2s - loss: 1128.9107 - logits_profile_predictions_loss: 1111.3679 - logcount_predictions_loss: 0.3304 2490/2498 [============================>.] - ETA: 2s - loss: 1128.9094 - logits_profile_predictions_loss: 1111.3667 - logcount_predictions_loss: 0.3304 2491/2498 [============================>.] - ETA: 2s - loss: 1128.9081 - logits_profile_predictions_loss: 1111.3656 - logcount_predictions_loss: 0.3304 2492/2498 [============================>.] - ETA: 1s - loss: 1128.9067 - logits_profile_predictions_loss: 1111.3644 - logcount_predictions_loss: 0.3304 2493/2498 [============================>.] - ETA: 1s - loss: 1128.9054 - logits_profile_predictions_loss: 1111.3633 - logcount_predictions_loss: 0.3304 2494/2498 [============================>.] - ETA: 1s - loss: 1128.9041 - logits_profile_predictions_loss: 1111.3621 - logcount_predictions_loss: 0.3304 2495/2498 [============================>.] - ETA: 0s - loss: 1128.9027 - logits_profile_predictions_loss: 1111.3610 - logcount_predictions_loss: 0.3304 2496/2498 [============================>.] - ETA: 0s - loss: 1128.9014 - logits_profile_predictions_loss: 1111.3598 - logcount_predictions_loss: 0.3303 2497/2498 [============================>.] - ETA: 0s - loss: 1128.9001 - logits_profile_predictions_loss: 1111.3587 - logcount_predictions_loss: 0.3303 2498/2498 [==============================] - ETA: 0s - loss: 1128.8987 - logits_profile_predictions_loss: 1111.3575 - logcount_predictions_loss: 0.3303 2498/2498 [==============================] - 796s 319ms/step - loss: 1128.8974 - logits_profile_predictions_loss: 1111.3563 - logcount_predictions_loss: 0.3303 - val_loss: 1117.3230 - val_logits_profile_predictions_loss: 1100.9316 - val_logcount_predictions_loss: 0.3087 Epoch 00002: val_loss improved from 1147.89929 to 1117.32300, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4/chrombpnet.h5 Epoch 3/50 1/2498 [..............................] - ETA: 13:08 - loss: 1166.6925 - logits_profile_predictions_loss: 1150.6738 - logcount_predictions_loss: 0.3017 2/2498 [..............................] - ETA: 12:42 - loss: 1164.9564 - logits_profile_predictions_loss: 1149.8965 - logcount_predictions_loss: 0.2836 3/2498 [..............................] - ETA: 12:43 - loss: 1149.9697 - logits_profile_predictions_loss: 1134.1611 - logcount_predictions_loss: 0.2977 4/2498 [..............................] - ETA: 12:44 - loss: 1139.1635 - logits_profile_predictions_loss: 1123.2921 - logcount_predictions_loss: 0.2989 5/2498 [..............................] - ETA: 12:43 - loss: 1134.2371 - logits_profile_predictions_loss: 1118.1393 - logcount_predictions_loss: 0.3032 6/2498 [..............................] - ETA: 12:43 - loss: 1133.3508 - logits_profile_predictions_loss: 1117.1586 - logcount_predictions_loss: 0.3049 7/2498 [..............................] - ETA: 12:43 - loss: 1131.0951 - logits_profile_predictions_loss: 1114.7130 - logcount_predictions_loss: 0.3085 8/2498 [..............................] - ETA: 12:42 - loss: 1129.0984 - logits_profile_predictions_loss: 1112.6735 - logcount_predictions_loss: 0.3093 9/2498 [..............................] - ETA: 12:42 - loss: 1127.0829 - logits_profile_predictions_loss: 1110.6127 - logcount_predictions_loss: 0.3102 10/2498 [..............................] - ETA: 12:42 - loss: 1124.8113 - logits_profile_predictions_loss: 1108.3138 - logcount_predictions_loss: 0.3107 11/2498 [..............................] - ETA: 12:42 - loss: 1121.9501 - logits_profile_predictions_loss: 1105.4366 - logcount_predictions_loss: 0.3110 12/2498 [..............................] - ETA: 12:41 - loss: 1118.8800 - logits_profile_predictions_loss: 1102.3509 - logcount_predictions_loss: 0.3113 13/2498 [..............................] - ETA: 12:41 - loss: 1116.6384 - logits_profile_predictions_loss: 1100.1144 - logcount_predictions_loss: 0.3112 14/2498 [..............................] - ETA: 12:41 - loss: 1115.2570 - logits_profile_predictions_loss: 1098.7407 - logcount_predictions_loss: 0.3110 15/2498 [..............................] - ETA: 12:40 - loss: 1113.6932 - logits_profile_predictions_loss: 1097.1659 - logcount_predictions_loss: 0.3113 16/2498 [..............................] - ETA: 12:40 - loss: 1112.6077 - logits_profile_predictions_loss: 1096.0626 - logcount_predictions_loss: 0.3116 17/2498 [..............................] - ETA: 12:40 - loss: 1111.6009 - logits_profile_predictions_loss: 1095.0512 - logcount_predictions_loss: 0.3117 18/2498 [..............................] - ETA: 12:40 - loss: 1110.9547 - logits_profile_predictions_loss: 1094.4016 - logcount_predictions_loss: 0.3117 19/2498 [..............................] - ETA: 12:39 - loss: 1110.1178 - logits_profile_predictions_loss: 1093.5671 - logcount_predictions_loss: 0.3117 20/2498 [..............................] - ETA: 12:39 - loss: 1109.6568 - logits_profile_predictions_loss: 1093.1175 - logcount_predictions_loss: 0.3115 21/2498 [..............................] - ETA: 12:39 - loss: 1109.1922 - logits_profile_predictions_loss: 1092.6680 - logcount_predictions_loss: 0.3112 22/2498 [..............................] - ETA: 12:38 - loss: 1108.6196 - logits_profile_predictions_loss: 1092.1186 - logcount_predictions_loss: 0.3108 23/2498 [..............................] - ETA: 12:38 - loss: 1108.2927 - logits_profile_predictions_loss: 1091.8201 - logcount_predictions_loss: 0.3102 24/2498 [..............................] - ETA: 12:38 - loss: 1108.1652 - logits_profile_predictions_loss: 1091.7241 - logcount_predictions_loss: 0.3096 25/2498 [..............................] - ETA: 12:37 - loss: 1108.1516 - logits_profile_predictions_loss: 1091.7487 - logcount_predictions_loss: 0.3089 26/2498 [..............................] - ETA: 12:37 - loss: 1108.0584 - logits_profile_predictions_loss: 1091.6730 - logcount_predictions_loss: 0.3086 27/2498 [..............................] - ETA: 12:37 - loss: 1108.0095 - logits_profile_predictions_loss: 1091.6347 - logcount_predictions_loss: 0.3084 28/2498 [..............................] - ETA: 12:37 - loss: 1107.8772 - logits_profile_predictions_loss: 1091.5020 - logcount_predictions_loss: 0.3084 29/2498 [..............................] - ETA: 12:36 - loss: 1107.8184 - logits_profile_predictions_loss: 1091.4326 - logcount_predictions_loss: 0.3086 30/2498 [..............................] - ETA: 12:36 - loss: 1107.7216 - logits_profile_predictions_loss: 1091.3237 - logcount_predictions_loss: 0.3088 31/2498 [..............................] - ETA: 12:36 - loss: 1107.5961 - logits_profile_predictions_loss: 1091.1903 - logcount_predictions_loss: 0.3090 32/2498 [..............................] - ETA: 12:35 - loss: 1107.4891 - logits_profile_predictions_loss: 1091.0783 - logcount_predictions_loss: 0.3091 33/2498 [..............................] - ETA: 12:35 - loss: 1107.4671 - logits_profile_predictions_loss: 1091.0548 - logcount_predictions_loss: 0.3091 34/2498 [..............................] - ETA: 12:35 - loss: 1107.4498 - logits_profile_predictions_loss: 1091.0390 - 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1117.5900 - logits_profile_predictions_loss: 1101.6709 - logcount_predictions_loss: 0.2998 409/2498 [===>..........................] - ETA: 10:42 - loss: 1117.5889 - logits_profile_predictions_loss: 1101.6704 - logcount_predictions_loss: 0.2998 410/2498 [===>..........................] - ETA: 10:41 - loss: 1117.5878 - logits_profile_predictions_loss: 1101.6699 - logcount_predictions_loss: 0.2998 411/2498 [===>..........................] - ETA: 10:41 - loss: 1117.5867 - logits_profile_predictions_loss: 1101.6694 - logcount_predictions_loss: 0.2998 412/2498 [===>..........................] - ETA: 10:41 - loss: 1117.5861 - logits_profile_predictions_loss: 1101.6694 - logcount_predictions_loss: 0.2997 413/2498 [===>..........................] - ETA: 10:41 - loss: 1117.5852 - logits_profile_predictions_loss: 1101.6691 - logcount_predictions_loss: 0.2997 414/2498 [===>..........................] - ETA: 10:40 - loss: 1117.5833 - logits_profile_predictions_loss: 1101.6678 - logcount_predictions_loss: 0.2997 415/2498 [===>..........................] - ETA: 10:40 - loss: 1117.5815 - logits_profile_predictions_loss: 1101.6666 - logcount_predictions_loss: 0.2997 416/2498 [===>..........................] - ETA: 10:40 - loss: 1117.5795 - logits_profile_predictions_loss: 1101.6653 - logcount_predictions_loss: 0.2997 417/2498 [====>.........................] - ETA: 10:39 - loss: 1117.5779 - logits_profile_predictions_loss: 1101.6643 - logcount_predictions_loss: 0.2997 418/2498 [====>.........................] - ETA: 10:39 - loss: 1117.5758 - logits_profile_predictions_loss: 1101.6627 - logcount_predictions_loss: 0.2997 419/2498 [====>.........................] - ETA: 10:39 - loss: 1117.5737 - logits_profile_predictions_loss: 1101.6613 - logcount_predictions_loss: 0.2997 420/2498 [====>.........................] - ETA: 10:38 - loss: 1117.5714 - logits_profile_predictions_loss: 1101.6595 - logcount_predictions_loss: 0.2997 421/2498 [====>.........................] - ETA: 10:38 - loss: 1117.5693 - logits_profile_predictions_loss: 1101.6580 - logcount_predictions_loss: 0.2996 422/2498 [====>.........................] - ETA: 10:38 - loss: 1117.5676 - logits_profile_predictions_loss: 1101.6569 - logcount_predictions_loss: 0.2996 423/2498 [====>.........................] - ETA: 10:38 - loss: 1117.5656 - logits_profile_predictions_loss: 1101.6556 - logcount_predictions_loss: 0.2996 424/2498 [====>.........................] - ETA: 10:37 - loss: 1117.5633 - logits_profile_predictions_loss: 1101.6539 - logcount_predictions_loss: 0.2996 425/2498 [====>.........................] - ETA: 10:37 - loss: 1117.5614 - logits_profile_predictions_loss: 1101.6526 - logcount_predictions_loss: 0.2996 426/2498 [====>.........................] - ETA: 10:37 - loss: 1117.5592 - logits_profile_predictions_loss: 1101.6511 - logcount_predictions_loss: 0.2996 427/2498 [====>.........................] - ETA: 10:36 - loss: 1117.5569 - logits_profile_predictions_loss: 1101.6494 - logcount_predictions_loss: 0.2996 428/2498 [====>.........................] - ETA: 10:36 - loss: 1117.5556 - logits_profile_predictions_loss: 1101.6487 - logcount_predictions_loss: 0.2996 429/2498 [====>.........................] - ETA: 10:36 - loss: 1117.5537 - logits_profile_predictions_loss: 1101.6474 - logcount_predictions_loss: 0.2996 430/2498 [====>.........................] - ETA: 10:35 - loss: 1117.5521 - logits_profile_predictions_loss: 1101.6465 - logcount_predictions_loss: 0.2995 431/2498 [====>.........................] - ETA: 10:35 - loss: 1117.5505 - logits_profile_predictions_loss: 1101.6456 - logcount_predictions_loss: 0.2995 432/2498 [====>.........................] - ETA: 10:35 - loss: 1117.5493 - logits_profile_predictions_loss: 1101.6451 - logcount_predictions_loss: 0.2995 433/2498 [====>.........................] - ETA: 10:34 - loss: 1117.5475 - logits_profile_predictions_loss: 1101.6440 - logcount_predictions_loss: 0.2995 434/2498 [====>.........................] - ETA: 10:34 - loss: 1117.5457 - logits_profile_predictions_loss: 1101.6428 - logcount_predictions_loss: 0.2995 435/2498 [====>.........................] - ETA: 10:34 - loss: 1117.5434 - logits_profile_predictions_loss: 1101.6412 - logcount_predictions_loss: 0.2995 436/2498 [====>.........................] - ETA: 10:34 - loss: 1117.5410 - logits_profile_predictions_loss: 1101.6395 - logcount_predictions_loss: 0.2995 437/2498 [====>.........................] - ETA: 10:33 - loss: 1117.5388 - logits_profile_predictions_loss: 1101.6379 - logcount_predictions_loss: 0.2994 438/2498 [====>.........................] - ETA: 10:33 - loss: 1117.5372 - logits_profile_predictions_loss: 1101.6370 - logcount_predictions_loss: 0.2994 439/2498 [====>.........................] - ETA: 10:33 - loss: 1117.5352 - logits_profile_predictions_loss: 1101.6356 - logcount_predictions_loss: 0.2994 440/2498 [====>.........................] - ETA: 10:32 - loss: 1117.5328 - 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logcount_predictions_loss: 0.2952 2487/2498 [============================>.] - ETA: 3s - loss: 1115.4777 - logits_profile_predictions_loss: 1099.8022 - logcount_predictions_loss: 0.2952 2488/2498 [============================>.] - ETA: 3s - loss: 1115.4769 - logits_profile_predictions_loss: 1099.8014 - logcount_predictions_loss: 0.2952 2489/2498 [============================>.] - ETA: 2s - loss: 1115.4760 - logits_profile_predictions_loss: 1099.8006 - logcount_predictions_loss: 0.2952 2490/2498 [============================>.] - ETA: 2s - loss: 1115.4752 - logits_profile_predictions_loss: 1099.7998 - logcount_predictions_loss: 0.2952 2491/2498 [============================>.] - ETA: 2s - loss: 1115.4745 - logits_profile_predictions_loss: 1099.7991 - logcount_predictions_loss: 0.2952 2492/2498 [============================>.] - ETA: 1s - loss: 1115.4737 - logits_profile_predictions_loss: 1099.7983 - logcount_predictions_loss: 0.2952 2493/2498 [============================>.] - ETA: 1s - loss: 1115.4729 - logits_profile_predictions_loss: 1099.7975 - logcount_predictions_loss: 0.2952 2494/2498 [============================>.] - ETA: 1s - loss: 1115.4721 - logits_profile_predictions_loss: 1099.7968 - logcount_predictions_loss: 0.2952 2495/2498 [============================>.] - ETA: 0s - loss: 1115.4713 - logits_profile_predictions_loss: 1099.7960 - logcount_predictions_loss: 0.2952 2496/2498 [============================>.] - ETA: 0s - loss: 1115.4705 - logits_profile_predictions_loss: 1099.7952 - logcount_predictions_loss: 0.2952 2497/2498 [============================>.] - ETA: 0s - loss: 1115.4696 - logits_profile_predictions_loss: 1099.7944 - logcount_predictions_loss: 0.2952 2498/2498 [==============================] - ETA: 0s - loss: 1115.4688 - logits_profile_predictions_loss: 1099.7936 - logcount_predictions_loss: 0.2952 2498/2498 [==============================] - 796s 319ms/step - loss: 1115.4680 - logits_profile_predictions_loss: 1099.7928 - logcount_predictions_loss: 0.2952 - val_loss: 1111.2880 - val_logits_profile_predictions_loss: 1095.0164 - val_logcount_predictions_loss: 0.3064 Epoch 00003: val_loss improved from 1117.32300 to 1111.28796, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4/chrombpnet.h5 Epoch 4/50 1/2498 [..............................] - ETA: 13:04 - loss: 1213.8829 - logits_profile_predictions_loss: 1199.5200 - logcount_predictions_loss: 0.2705 2/2498 [..............................] - ETA: 12:40 - loss: 1221.7619 - logits_profile_predictions_loss: 1208.7139 - logcount_predictions_loss: 0.2457 3/2498 [..............................] - ETA: 12:40 - loss: 1216.2315 - logits_profile_predictions_loss: 1203.1177 - logcount_predictions_loss: 0.2470 4/2498 [..............................] - ETA: 12:41 - loss: 1207.4459 - logits_profile_predictions_loss: 1194.1193 - logcount_predictions_loss: 0.2510 5/2498 [..............................] - ETA: 12:41 - loss: 1206.2036 - logits_profile_predictions_loss: 1192.7135 - logcount_predictions_loss: 0.2541 6/2498 [..............................] - ETA: 12:40 - loss: 1202.6790 - logits_profile_predictions_loss: 1189.0406 - logcount_predictions_loss: 0.2568 7/2498 [..............................] - ETA: 12:40 - loss: 1197.7645 - logits_profile_predictions_loss: 1183.9844 - logcount_predictions_loss: 0.2595 8/2498 [..............................] - ETA: 12:40 - loss: 1192.4879 - logits_profile_predictions_loss: 1178.6791 - logcount_predictions_loss: 0.2601 9/2498 [..............................] - ETA: 12:40 - loss: 1187.9212 - logits_profile_predictions_loss: 1174.1147 - logcount_predictions_loss: 0.2600 10/2498 [..............................] - ETA: 12:40 - loss: 1184.1970 - logits_profile_predictions_loss: 1170.3646 - logcount_predictions_loss: 0.2605 11/2498 [..............................] - ETA: 12:40 - loss: 1181.2602 - logits_profile_predictions_loss: 1167.3676 - logcount_predictions_loss: 0.2616 12/2498 [..............................] - ETA: 12:39 - loss: 1179.0998 - logits_profile_predictions_loss: 1165.1711 - logcount_predictions_loss: 0.2623 13/2498 [..............................] - ETA: 12:39 - loss: 1177.0244 - logits_profile_predictions_loss: 1163.0731 - logcount_predictions_loss: 0.2627 14/2498 [..............................] - ETA: 12:39 - loss: 1174.6826 - logits_profile_predictions_loss: 1160.6866 - logcount_predictions_loss: 0.2636 15/2498 [..............................] - ETA: 12:39 - loss: 1172.4257 - logits_profile_predictions_loss: 1158.3814 - logcount_predictions_loss: 0.2645 16/2498 [..............................] - ETA: 12:38 - loss: 1170.2615 - logits_profile_predictions_loss: 1156.1667 - logcount_predictions_loss: 0.2654 17/2498 [..............................] - ETA: 12:38 - loss: 1168.3529 - logits_profile_predictions_loss: 1154.1965 - logcount_predictions_loss: 0.2666 18/2498 [..............................] - ETA: 12:38 - loss: 1166.5625 - logits_profile_predictions_loss: 1152.3255 - logcount_predictions_loss: 0.2681 19/2498 [..............................] - ETA: 12:38 - loss: 1164.9665 - logits_profile_predictions_loss: 1150.6394 - logcount_predictions_loss: 0.2698 20/2498 [..............................] - ETA: 12:37 - loss: 1163.5116 - logits_profile_predictions_loss: 1149.0957 - logcount_predictions_loss: 0.2715 21/2498 [..............................] - ETA: 12:37 - loss: 1162.0219 - logits_profile_predictions_loss: 1147.5353 - logcount_predictions_loss: 0.2728 22/2498 [..............................] - ETA: 12:37 - loss: 1160.6043 - logits_profile_predictions_loss: 1146.0616 - logcount_predictions_loss: 0.2739 23/2498 [..............................] - ETA: 12:37 - loss: 1159.5317 - logits_profile_predictions_loss: 1144.9489 - logcount_predictions_loss: 0.2746 24/2498 [..............................] - ETA: 12:37 - loss: 1158.3872 - logits_profile_predictions_loss: 1143.7712 - logcount_predictions_loss: 0.2753 25/2498 [..............................] - ETA: 12:37 - loss: 1157.3617 - logits_profile_predictions_loss: 1142.7196 - logcount_predictions_loss: 0.2757 26/2498 [..............................] - ETA: 12:36 - loss: 1156.3424 - logits_profile_predictions_loss: 1141.6768 - logcount_predictions_loss: 0.2762 27/2498 [..............................] - ETA: 12:36 - loss: 1155.4200 - logits_profile_predictions_loss: 1140.7394 - logcount_predictions_loss: 0.2765 28/2498 [..............................] - ETA: 12:36 - loss: 1154.6382 - logits_profile_predictions_loss: 1139.9367 - logcount_predictions_loss: 0.2769 29/2498 [..............................] - ETA: 12:35 - loss: 1153.9669 - logits_profile_predictions_loss: 1139.2481 - logcount_predictions_loss: 0.2772 30/2498 [..............................] - ETA: 12:35 - loss: 1153.4036 - logits_profile_predictions_loss: 1138.6684 - logcount_predictions_loss: 0.2775 31/2498 [..............................] - ETA: 12:35 - loss: 1152.7535 - logits_profile_predictions_loss: 1138.0039 - logcount_predictions_loss: 0.2778 32/2498 [..............................] - ETA: 12:35 - loss: 1152.1466 - logits_profile_predictions_loss: 1137.3792 - logcount_predictions_loss: 0.2781 33/2498 [..............................] - ETA: 12:34 - loss: 1151.5550 - logits_profile_predictions_loss: 1136.7687 - logcount_predictions_loss: 0.2785 34/2498 [..............................] - ETA: 12:34 - loss: 1151.0028 - logits_profile_predictions_loss: 1136.2015 - logcount_predictions_loss: 0.2787 35/2498 [..............................] - ETA: 12:34 - loss: 1150.5202 - logits_profile_predictions_loss: 1135.7039 - logcount_predictions_loss: 0.2790 36/2498 [..............................] - ETA: 12:33 - loss: 1150.0515 - logits_profile_predictions_loss: 1135.2218 - logcount_predictions_loss: 0.2793 37/2498 [..............................] - ETA: 12:33 - loss: 1149.6710 - logits_profile_predictions_loss: 1134.8267 - logcount_predictions_loss: 0.2796 38/2498 [..............................] - ETA: 12:33 - loss: 1149.3627 - logits_profile_predictions_loss: 1134.5067 - logcount_predictions_loss: 0.2798 39/2498 [..............................] - ETA: 12:33 - loss: 1149.0453 - logits_profile_predictions_loss: 1134.1786 - logcount_predictions_loss: 0.2800 40/2498 [..............................] - ETA: 12:32 - loss: 1148.7568 - logits_profile_predictions_loss: 1133.8819 - logcount_predictions_loss: 0.2801 41/2498 [..............................] - ETA: 12:32 - loss: 1148.4596 - logits_profile_predictions_loss: 1133.5751 - logcount_predictions_loss: 0.2803 42/2498 [..............................] - ETA: 12:32 - loss: 1148.2076 - logits_profile_predictions_loss: 1133.3152 - logcount_predictions_loss: 0.2805 43/2498 [..............................] - ETA: 12:31 - loss: 1147.9387 - logits_profile_predictions_loss: 1133.0371 - logcount_predictions_loss: 0.2806 44/2498 [..............................] - ETA: 12:31 - loss: 1147.7197 - logits_profile_predictions_loss: 1132.8092 - logcount_predictions_loss: 0.2808 45/2498 [..............................] - ETA: 12:31 - loss: 1147.5215 - logits_profile_predictions_loss: 1132.5989 - logcount_predictions_loss: 0.2810 46/2498 [..............................] - ETA: 12:30 - loss: 1147.3003 - logits_profile_predictions_loss: 1132.3653 - logcount_predictions_loss: 0.2813 47/2498 [..............................] - ETA: 12:30 - loss: 1147.0480 - logits_profile_predictions_loss: 1132.1021 - logcount_predictions_loss: 0.2815 48/2498 [..............................] - ETA: 12:30 - loss: 1146.7973 - logits_profile_predictions_loss: 1131.8420 - logcount_predictions_loss: 0.2816 49/2498 [..............................] - ETA: 12:30 - loss: 1146.5213 - logits_profile_predictions_loss: 1131.5556 - logcount_predictions_loss: 0.2818 50/2498 [..............................] - ETA: 12:29 - loss: 1146.2230 - logits_profile_predictions_loss: 1131.2481 - logcount_predictions_loss: 0.2820 51/2498 [..............................] - ETA: 12:29 - loss: 1145.9457 - logits_profile_predictions_loss: 1130.9602 - logcount_predictions_loss: 0.2822 52/2498 [..............................] - ETA: 12:29 - loss: 1145.6379 - logits_profile_predictions_loss: 1130.6423 - logcount_predictions_loss: 0.2824 53/2498 [..............................] - ETA: 12:28 - loss: 1145.3394 - logits_profile_predictions_loss: 1130.3334 - logcount_predictions_loss: 0.2826 54/2498 [..............................] - ETA: 12:28 - loss: 1145.0571 - logits_profile_predictions_loss: 1130.0414 - logcount_predictions_loss: 0.2828 55/2498 [..............................] - ETA: 12:28 - loss: 1144.7916 - logits_profile_predictions_loss: 1129.7660 - logcount_predictions_loss: 0.2830 56/2498 [..............................] - ETA: 12:28 - loss: 1144.5181 - logits_profile_predictions_loss: 1129.4823 - logcount_predictions_loss: 0.2832 57/2498 [..............................] - ETA: 12:27 - loss: 1144.2292 - logits_profile_predictions_loss: 1129.1849 - logcount_predictions_loss: 0.2833 58/2498 [..............................] - ETA: 12:27 - loss: 1143.9412 - logits_profile_predictions_loss: 1128.8903 - logcount_predictions_loss: 0.2834 59/2498 [..............................] - ETA: 12:27 - loss: 1143.6613 - logits_profile_predictions_loss: 1128.6040 - logcount_predictions_loss: 0.2836 60/2498 [..............................] - ETA: 12:26 - loss: 1143.3879 - logits_profile_predictions_loss: 1128.3250 - logcount_predictions_loss: 0.2837 61/2498 [..............................] - ETA: 12:26 - loss: 1143.1172 - logits_profile_predictions_loss: 1128.0477 - logcount_predictions_loss: 0.2838 62/2498 [..............................] - ETA: 12:26 - loss: 1142.8520 - logits_profile_predictions_loss: 1127.7776 - logcount_predictions_loss: 0.2839 63/2498 [..............................] - ETA: 12:26 - loss: 1142.5964 - logits_profile_predictions_loss: 1127.5182 - logcount_predictions_loss: 0.2840 64/2498 [..............................] - ETA: 12:25 - loss: 1142.3345 - logits_profile_predictions_loss: 1127.2529 - logcount_predictions_loss: 0.2840 65/2498 [..............................] - ETA: 12:25 - loss: 1142.1001 - logits_profile_predictions_loss: 1127.0157 - logcount_predictions_loss: 0.2841 66/2498 [..............................] - ETA: 12:25 - loss: 1141.8796 - logits_profile_predictions_loss: 1126.7917 - logcount_predictions_loss: 0.2841 67/2498 [..............................] - ETA: 12:24 - loss: 1141.6842 - logits_profile_predictions_loss: 1126.5926 - logcount_predictions_loss: 0.2842 68/2498 [..............................] - ETA: 12:24 - loss: 1141.4875 - logits_profile_predictions_loss: 1126.3929 - logcount_predictions_loss: 0.2843 69/2498 [..............................] - ETA: 12:24 - loss: 1141.2813 - logits_profile_predictions_loss: 1126.1844 - logcount_predictions_loss: 0.2843 70/2498 [..............................] - ETA: 12:23 - loss: 1141.0757 - logits_profile_predictions_loss: 1125.9755 - logcount_predictions_loss: 0.2844 71/2498 [..............................] - ETA: 12:23 - loss: 1140.8504 - logits_profile_predictions_loss: 1125.7475 - logcount_predictions_loss: 0.2844 72/2498 [..............................] - ETA: 12:23 - loss: 1140.6302 - logits_profile_predictions_loss: 1125.5236 - logcount_predictions_loss: 0.2845 73/2498 [..............................] - ETA: 12:23 - loss: 1140.4316 - logits_profile_predictions_loss: 1125.3210 - logcount_predictions_loss: 0.2846 74/2498 [..............................] - ETA: 12:22 - loss: 1140.2213 - logits_profile_predictions_loss: 1125.1069 - logcount_predictions_loss: 0.2846 75/2498 [..............................] - ETA: 12:22 - loss: 1140.0078 - logits_profile_predictions_loss: 1124.8902 - logcount_predictions_loss: 0.2847 76/2498 [..............................] - ETA: 12:22 - loss: 1139.8035 - logits_profile_predictions_loss: 1124.6831 - logcount_predictions_loss: 0.2848 77/2498 [..............................] - ETA: 12:21 - loss: 1139.6172 - logits_profile_predictions_loss: 1124.4948 - logcount_predictions_loss: 0.2848 78/2498 [..............................] - ETA: 12:21 - loss: 1139.4576 - logits_profile_predictions_loss: 1124.3331 - logcount_predictions_loss: 0.2848 79/2498 [..............................] - ETA: 12:21 - loss: 1139.2926 - logits_profile_predictions_loss: 1124.1662 - logcount_predictions_loss: 0.2849 80/2498 [..............................] - ETA: 12:20 - loss: 1139.1173 - logits_profile_predictions_loss: 1123.9895 - logcount_predictions_loss: 0.2849 81/2498 [..............................] - ETA: 12:20 - loss: 1138.9406 - logits_profile_predictions_loss: 1123.8111 - logcount_predictions_loss: 0.2849 82/2498 [..............................] - ETA: 12:20 - loss: 1138.7664 - logits_profile_predictions_loss: 1123.6347 - logcount_predictions_loss: 0.2850 83/2498 [..............................] - ETA: 12:20 - loss: 1138.5986 - logits_profile_predictions_loss: 1123.4650 - logcount_predictions_loss: 0.2850 84/2498 [>.............................] - ETA: 12:19 - loss: 1138.4261 - logits_profile_predictions_loss: 1123.2904 - logcount_predictions_loss: 0.2850 85/2498 [>.............................] - ETA: 12:19 - loss: 1138.2815 - logits_profile_predictions_loss: 1123.1433 - logcount_predictions_loss: 0.2851 86/2498 [>.............................] - ETA: 12:19 - loss: 1138.1426 - logits_profile_predictions_loss: 1123.0017 - logcount_predictions_loss: 0.2851 87/2498 [>.............................] - ETA: 12:18 - loss: 1138.0093 - logits_profile_predictions_loss: 1122.8662 - logcount_predictions_loss: 0.2852 88/2498 [>.............................] - ETA: 12:18 - loss: 1137.8782 - logits_profile_predictions_loss: 1122.7324 - logcount_predictions_loss: 0.2852 89/2498 [>.............................] - ETA: 12:18 - loss: 1137.7541 - logits_profile_predictions_loss: 1122.6054 - logcount_predictions_loss: 0.2853 90/2498 [>.............................] - ETA: 12:18 - loss: 1137.6246 - logits_profile_predictions_loss: 1122.4732 - logcount_predictions_loss: 0.2853 91/2498 [>.............................] - ETA: 12:17 - loss: 1137.4831 - logits_profile_predictions_loss: 1122.3296 - logcount_predictions_loss: 0.2854 92/2498 [>.............................] - ETA: 12:17 - loss: 1137.3458 - logits_profile_predictions_loss: 1122.1907 - logcount_predictions_loss: 0.2854 93/2498 [>.............................] - ETA: 12:17 - loss: 1137.2101 - logits_profile_predictions_loss: 1122.0527 - logcount_predictions_loss: 0.2854 94/2498 [>.............................] - ETA: 12:16 - loss: 1137.0816 - logits_profile_predictions_loss: 1121.9225 - logcount_predictions_loss: 0.2855 95/2498 [>.............................] - ETA: 12:16 - loss: 1136.9495 - logits_profile_predictions_loss: 1121.7886 - logcount_predictions_loss: 0.2855 96/2498 [>.............................] - ETA: 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logcount_predictions_loss: 0.2858 103/2498 [>.............................] - ETA: 12:14 - loss: 1135.9642 - logits_profile_predictions_loss: 1120.7857 - logcount_predictions_loss: 0.2858 104/2498 [>.............................] - ETA: 12:13 - loss: 1135.8561 - logits_profile_predictions_loss: 1120.6756 - logcount_predictions_loss: 0.2859 105/2498 [>.............................] - ETA: 12:13 - loss: 1135.7571 - logits_profile_predictions_loss: 1120.5743 - logcount_predictions_loss: 0.2859 106/2498 [>.............................] - ETA: 12:13 - loss: 1135.6598 - logits_profile_predictions_loss: 1120.4746 - logcount_predictions_loss: 0.2860 107/2498 [>.............................] - ETA: 12:12 - loss: 1135.5599 - logits_profile_predictions_loss: 1120.3727 - logcount_predictions_loss: 0.2860 108/2498 [>.............................] - ETA: 12:12 - loss: 1135.4743 - logits_profile_predictions_loss: 1120.2856 - logcount_predictions_loss: 0.2860 109/2498 [>.............................] 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[====>.........................] - ETA: 10:19 - loss: 1121.2844 - logits_profile_predictions_loss: 1106.3274 - logcount_predictions_loss: 0.2817 483/2498 [====>.........................] - ETA: 10:18 - loss: 1121.2623 - logits_profile_predictions_loss: 1106.3049 - logcount_predictions_loss: 0.2817 484/2498 [====>.........................] - ETA: 10:18 - loss: 1121.2402 - logits_profile_predictions_loss: 1106.2824 - logcount_predictions_loss: 0.2817 485/2498 [====>.........................] - ETA: 10:18 - loss: 1121.2180 - logits_profile_predictions_loss: 1106.2598 - logcount_predictions_loss: 0.2817 486/2498 [====>.........................] - ETA: 10:18 - loss: 1121.1955 - logits_profile_predictions_loss: 1106.2369 - logcount_predictions_loss: 0.2817 487/2498 [====>.........................] - ETA: 10:17 - loss: 1121.1732 - logits_profile_predictions_loss: 1106.2142 - logcount_predictions_loss: 0.2817 488/2498 [====>.........................] - ETA: 10:17 - loss: 1121.1508 - 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loss: 1109.5391 - logits_profile_predictions_loss: 1094.7803 - logcount_predictions_loss: 0.2779 2484/2498 [============================>.] - ETA: 4s - loss: 1109.5376 - logits_profile_predictions_loss: 1094.7789 - logcount_predictions_loss: 0.2779 2485/2498 [============================>.] - ETA: 3s - loss: 1109.5360 - logits_profile_predictions_loss: 1094.7774 - logcount_predictions_loss: 0.2779 2486/2498 [============================>.] - ETA: 3s - loss: 1109.5344 - logits_profile_predictions_loss: 1094.7760 - logcount_predictions_loss: 0.2779 2487/2498 [============================>.] - ETA: 3s - loss: 1109.5329 - logits_profile_predictions_loss: 1094.7745 - logcount_predictions_loss: 0.2779 2488/2498 [============================>.] - ETA: 3s - loss: 1109.5313 - logits_profile_predictions_loss: 1094.7731 - logcount_predictions_loss: 0.2779 2489/2498 [============================>.] - ETA: 2s - loss: 1109.5297 - logits_profile_predictions_loss: 1094.7716 - logcount_predictions_loss: 0.2779 2490/2498 [============================>.] - ETA: 2s - loss: 1109.5282 - logits_profile_predictions_loss: 1094.7702 - logcount_predictions_loss: 0.2779 2491/2498 [============================>.] - ETA: 2s - loss: 1109.5266 - logits_profile_predictions_loss: 1094.7687 - logcount_predictions_loss: 0.2779 2492/2498 [============================>.] - ETA: 1s - loss: 1109.5250 - logits_profile_predictions_loss: 1094.7672 - logcount_predictions_loss: 0.2779 2493/2498 [============================>.] - ETA: 1s - loss: 1109.5234 - logits_profile_predictions_loss: 1094.7658 - logcount_predictions_loss: 0.2779 2494/2498 [============================>.] - ETA: 1s - loss: 1109.5218 - logits_profile_predictions_loss: 1094.7643 - logcount_predictions_loss: 0.2779 2495/2498 [============================>.] - ETA: 0s - loss: 1109.5203 - logits_profile_predictions_loss: 1094.7629 - logcount_predictions_loss: 0.2779 2496/2498 [============================>.] - ETA: 0s - loss: 1109.5187 - logits_profile_predictions_loss: 1094.7614 - logcount_predictions_loss: 0.2779 2497/2498 [============================>.] - ETA: 0s - loss: 1109.5171 - logits_profile_predictions_loss: 1094.7599 - logcount_predictions_loss: 0.2779 2498/2498 [==============================] - ETA: 0s - loss: 1109.5155 - logits_profile_predictions_loss: 1094.7584 - logcount_predictions_loss: 0.2779 2498/2498 [==============================] - 795s 318ms/step - loss: 1109.5139 - logits_profile_predictions_loss: 1094.7570 - logcount_predictions_loss: 0.2779 - val_loss: 1112.7620 - val_logits_profile_predictions_loss: 1097.8153 - val_logcount_predictions_loss: 0.2815 Epoch 00004: val_loss did not improve from 1111.28796 Epoch 5/50 1/2498 [..............................] - ETA: 13:14 - loss: 1058.4479 - logits_profile_predictions_loss: 1044.8053 - logcount_predictions_loss: 0.2569 2/2498 [..............................] - ETA: 12:40 - loss: 1077.7569 - logits_profile_predictions_loss: 1063.4686 - logcount_predictions_loss: 0.2691 3/2498 [..............................] - ETA: 12:41 - loss: 1093.3774 - logits_profile_predictions_loss: 1079.2743 - logcount_predictions_loss: 0.2656 4/2498 [..............................] - ETA: 12:42 - loss: 1103.2664 - logits_profile_predictions_loss: 1089.4523 - logcount_predictions_loss: 0.2602 5/2498 [..............................] - ETA: 12:41 - loss: 1102.0623 - logits_profile_predictions_loss: 1088.4860 - logcount_predictions_loss: 0.2557 6/2498 [..............................] - ETA: 12:41 - loss: 1103.2392 - logits_profile_predictions_loss: 1089.7376 - logcount_predictions_loss: 0.2543 7/2498 [..............................] - ETA: 12:41 - loss: 1103.4060 - logits_profile_predictions_loss: 1089.9281 - logcount_predictions_loss: 0.2538 8/2498 [..............................] - ETA: 12:41 - loss: 1102.2182 - logits_profile_predictions_loss: 1088.7639 - logcount_predictions_loss: 0.2534 9/2498 [..............................] - ETA: 12:40 - loss: 1100.5848 - logits_profile_predictions_loss: 1087.2219 - logcount_predictions_loss: 0.2517 10/2498 [..............................] - ETA: 12:40 - loss: 1100.3316 - logits_profile_predictions_loss: 1087.0388 - logcount_predictions_loss: 0.2503 11/2498 [..............................] - ETA: 12:40 - loss: 1100.6354 - logits_profile_predictions_loss: 1087.3650 - logcount_predictions_loss: 0.2499 12/2498 [..............................] - ETA: 12:40 - loss: 1100.8916 - logits_profile_predictions_loss: 1087.6381 - logcount_predictions_loss: 0.2496 13/2498 [..............................] - ETA: 12:39 - loss: 1100.9028 - logits_profile_predictions_loss: 1087.6751 - logcount_predictions_loss: 0.2491 14/2498 [..............................] - ETA: 12:39 - loss: 1100.9496 - logits_profile_predictions_loss: 1087.7323 - logcount_predictions_loss: 0.2489 15/2498 [..............................] - ETA: 12:39 - loss: 1101.0755 - logits_profile_predictions_loss: 1087.8664 - logcount_predictions_loss: 0.2488 16/2498 [..............................] - ETA: 12:39 - loss: 1101.0543 - logits_profile_predictions_loss: 1087.8479 - logcount_predictions_loss: 0.2487 17/2498 [..............................] - ETA: 12:38 - loss: 1100.6820 - logits_profile_predictions_loss: 1087.4667 - logcount_predictions_loss: 0.2489 18/2498 [..............................] - ETA: 12:38 - loss: 1100.2307 - logits_profile_predictions_loss: 1087.0077 - logcount_predictions_loss: 0.2490 19/2498 [..............................] - ETA: 12:38 - loss: 1099.7373 - logits_profile_predictions_loss: 1086.5181 - logcount_predictions_loss: 0.2490 20/2498 [..............................] - ETA: 12:38 - loss: 1099.4799 - logits_profile_predictions_loss: 1086.2537 - logcount_predictions_loss: 0.2491 21/2498 [..............................] - ETA: 12:37 - loss: 1099.1849 - logits_profile_predictions_loss: 1085.9514 - logcount_predictions_loss: 0.2492 22/2498 [..............................] - ETA: 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- logcount_predictions_loss: 0.2540 390/2498 [===>..........................] - ETA: 10:47 - loss: 1102.7899 - logits_profile_predictions_loss: 1089.3024 - logcount_predictions_loss: 0.2540 391/2498 [===>..........................] - ETA: 10:47 - loss: 1102.7965 - logits_profile_predictions_loss: 1089.3081 - logcount_predictions_loss: 0.2540 392/2498 [===>..........................] - ETA: 10:46 - loss: 1102.8035 - logits_profile_predictions_loss: 1089.3142 - logcount_predictions_loss: 0.2540 393/2498 [===>..........................] - ETA: 10:46 - loss: 1102.8106 - logits_profile_predictions_loss: 1089.3204 - logcount_predictions_loss: 0.2541 394/2498 [===>..........................] - ETA: 10:46 - loss: 1102.8178 - logits_profile_predictions_loss: 1089.3267 - logcount_predictions_loss: 0.2541 395/2498 [===>..........................] - ETA: 10:45 - loss: 1102.8254 - logits_profile_predictions_loss: 1089.3334 - logcount_predictions_loss: 0.2541 396/2498 [===>..........................] - ETA: 10:45 - loss: 1102.8323 - logits_profile_predictions_loss: 1089.3395 - logcount_predictions_loss: 0.2541 397/2498 [===>..........................] - ETA: 10:45 - loss: 1102.8388 - logits_profile_predictions_loss: 1089.3449 - logcount_predictions_loss: 0.2541 398/2498 [===>..........................] - ETA: 10:45 - loss: 1102.8445 - logits_profile_predictions_loss: 1089.3497 - logcount_predictions_loss: 0.2541 399/2498 [===>..........................] - ETA: 10:44 - loss: 1102.8504 - logits_profile_predictions_loss: 1089.3547 - logcount_predictions_loss: 0.2542 400/2498 [===>..........................] - ETA: 10:44 - loss: 1102.8564 - logits_profile_predictions_loss: 1089.3597 - logcount_predictions_loss: 0.2542 401/2498 [===>..........................] - ETA: 10:44 - loss: 1102.8627 - logits_profile_predictions_loss: 1089.3650 - logcount_predictions_loss: 0.2542 402/2498 [===>..........................] - ETA: 10:43 - loss: 1102.8687 - 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1102.9415 - logits_profile_predictions_loss: 1089.4305 - logcount_predictions_loss: 0.2545 416/2498 [===>..........................] - ETA: 10:39 - loss: 1102.9464 - logits_profile_predictions_loss: 1089.4344 - logcount_predictions_loss: 0.2545 417/2498 [====>.........................] - ETA: 10:39 - loss: 1102.9514 - logits_profile_predictions_loss: 1089.4384 - logcount_predictions_loss: 0.2545 418/2498 [====>.........................] - ETA: 10:38 - loss: 1102.9567 - logits_profile_predictions_loss: 1089.4427 - logcount_predictions_loss: 0.2545 419/2498 [====>.........................] - ETA: 10:38 - loss: 1102.9617 - logits_profile_predictions_loss: 1089.4467 - logcount_predictions_loss: 0.2545 420/2498 [====>.........................] - ETA: 10:38 - loss: 1102.9675 - logits_profile_predictions_loss: 1089.4515 - logcount_predictions_loss: 0.2545 421/2498 [====>.........................] - ETA: 10:38 - loss: 1102.9729 - logits_profile_predictions_loss: 1089.4559 - logcount_predictions_loss: 0.2546 422/2498 [====>.........................] - ETA: 10:37 - loss: 1102.9786 - logits_profile_predictions_loss: 1089.4605 - logcount_predictions_loss: 0.2546 423/2498 [====>.........................] - ETA: 10:37 - loss: 1102.9835 - logits_profile_predictions_loss: 1089.4644 - logcount_predictions_loss: 0.2546 424/2498 [====>.........................] - ETA: 10:37 - loss: 1102.9882 - logits_profile_predictions_loss: 1089.4681 - logcount_predictions_loss: 0.2546 425/2498 [====>.........................] - ETA: 10:36 - loss: 1102.9935 - logits_profile_predictions_loss: 1089.4723 - logcount_predictions_loss: 0.2546 426/2498 [====>.........................] - ETA: 10:36 - loss: 1102.9987 - logits_profile_predictions_loss: 1089.4766 - logcount_predictions_loss: 0.2547 427/2498 [====>.........................] - ETA: 10:36 - loss: 1103.0034 - logits_profile_predictions_loss: 1089.4803 - logcount_predictions_loss: 0.2547 428/2498 [====>.........................] 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ETA: 15s - loss: 1102.4779 - logits_profile_predictions_loss: 1088.7772 - logcount_predictions_loss: 0.2580 2449/2498 [============================>.] - ETA: 15s - loss: 1102.4770 - logits_profile_predictions_loss: 1088.7763 - logcount_predictions_loss: 0.2580 2450/2498 [============================>.] - ETA: 14s - loss: 1102.4762 - logits_profile_predictions_loss: 1088.7755 - logcount_predictions_loss: 0.2580 2451/2498 [============================>.] - ETA: 14s - loss: 1102.4753 - logits_profile_predictions_loss: 1088.7747 - logcount_predictions_loss: 0.2580 2452/2498 [============================>.] - ETA: 14s - loss: 1102.4744 - logits_profile_predictions_loss: 1088.7739 - logcount_predictions_loss: 0.2580 2453/2498 [============================>.] - ETA: 13s - loss: 1102.4736 - logits_profile_predictions_loss: 1088.7731 - logcount_predictions_loss: 0.2580 2454/2498 [============================>.] - ETA: 13s - loss: 1102.4727 - logits_profile_predictions_loss: 1088.7723 - logcount_predictions_loss: 0.2580 2455/2498 [============================>.] - ETA: 13s - loss: 1102.4719 - logits_profile_predictions_loss: 1088.7715 - logcount_predictions_loss: 0.2580 2456/2498 [============================>.] - ETA: 12s - loss: 1102.4710 - logits_profile_predictions_loss: 1088.7706 - logcount_predictions_loss: 0.2580 2457/2498 [============================>.] - ETA: 12s - loss: 1102.4701 - logits_profile_predictions_loss: 1088.7698 - logcount_predictions_loss: 0.2580 2458/2498 [============================>.] - ETA: 12s - loss: 1102.4692 - logits_profile_predictions_loss: 1088.7690 - logcount_predictions_loss: 0.2580 2459/2498 [============================>.] - ETA: 11s - loss: 1102.4683 - logits_profile_predictions_loss: 1088.7681 - logcount_predictions_loss: 0.2580 2460/2498 [============================>.] - ETA: 11s - loss: 1102.4674 - logits_profile_predictions_loss: 1088.7673 - logcount_predictions_loss: 0.2580 2461/2498 [============================>.] - 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logcount_predictions_loss: 0.2580 2468/2498 [============================>.] - ETA: 9s - loss: 1102.4604 - logits_profile_predictions_loss: 1088.7607 - logcount_predictions_loss: 0.2580 2469/2498 [============================>.] - ETA: 8s - loss: 1102.4595 - logits_profile_predictions_loss: 1088.7599 - logcount_predictions_loss: 0.2580 2470/2498 [============================>.] - ETA: 8s - loss: 1102.4587 - logits_profile_predictions_loss: 1088.7591 - logcount_predictions_loss: 0.2580 2471/2498 [============================>.] - ETA: 8s - loss: 1102.4579 - logits_profile_predictions_loss: 1088.7583 - logcount_predictions_loss: 0.2580 2472/2498 [============================>.] - ETA: 7s - loss: 1102.4570 - logits_profile_predictions_loss: 1088.7575 - logcount_predictions_loss: 0.2580 2473/2498 [============================>.] - ETA: 7s - loss: 1102.4562 - logits_profile_predictions_loss: 1088.7567 - logcount_predictions_loss: 0.2580 2474/2498 [============================>.] - ETA: 7s - loss: 1102.4553 - logits_profile_predictions_loss: 1088.7559 - logcount_predictions_loss: 0.2580 2475/2498 [============================>.] - ETA: 7s - loss: 1102.4545 - logits_profile_predictions_loss: 1088.7551 - logcount_predictions_loss: 0.2580 2476/2498 [============================>.] - ETA: 6s - loss: 1102.4536 - logits_profile_predictions_loss: 1088.7543 - logcount_predictions_loss: 0.2580 2477/2498 [============================>.] - ETA: 6s - loss: 1102.4527 - logits_profile_predictions_loss: 1088.7535 - logcount_predictions_loss: 0.2580 2478/2498 [============================>.] - ETA: 6s - loss: 1102.4518 - logits_profile_predictions_loss: 1088.7527 - logcount_predictions_loss: 0.2580 2479/2498 [============================>.] - ETA: 5s - loss: 1102.4509 - logits_profile_predictions_loss: 1088.7518 - logcount_predictions_loss: 0.2580 2480/2498 [============================>.] - ETA: 5s - loss: 1102.4500 - logits_profile_predictions_loss: 1088.7510 - 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loss: 1102.4436 - logits_profile_predictions_loss: 1088.7450 - logcount_predictions_loss: 0.2580 2488/2498 [============================>.] - ETA: 3s - loss: 1102.4427 - logits_profile_predictions_loss: 1088.7442 - logcount_predictions_loss: 0.2580 2489/2498 [============================>.] - ETA: 2s - loss: 1102.4418 - logits_profile_predictions_loss: 1088.7433 - logcount_predictions_loss: 0.2580 2490/2498 [============================>.] - ETA: 2s - loss: 1102.4410 - logits_profile_predictions_loss: 1088.7425 - logcount_predictions_loss: 0.2580 2491/2498 [============================>.] - ETA: 2s - loss: 1102.4401 - logits_profile_predictions_loss: 1088.7417 - logcount_predictions_loss: 0.2580 2492/2498 [============================>.] - ETA: 1s - loss: 1102.4392 - logits_profile_predictions_loss: 1088.7409 - logcount_predictions_loss: 0.2580 2493/2498 [============================>.] - ETA: 1s - loss: 1102.4384 - logits_profile_predictions_loss: 1088.7401 - logcount_predictions_loss: 0.2580 2494/2498 [============================>.] - ETA: 1s - loss: 1102.4376 - logits_profile_predictions_loss: 1088.7393 - logcount_predictions_loss: 0.2580 2495/2498 [============================>.] - ETA: 0s - loss: 1102.4367 - logits_profile_predictions_loss: 1088.7386 - logcount_predictions_loss: 0.2580 2496/2498 [============================>.] - ETA: 0s - loss: 1102.4359 - logits_profile_predictions_loss: 1088.7378 - logcount_predictions_loss: 0.2580 2497/2498 [============================>.] - ETA: 0s - loss: 1102.4351 - logits_profile_predictions_loss: 1088.7370 - logcount_predictions_loss: 0.2580 2498/2498 [==============================] - ETA: 0s - loss: 1102.4343 - logits_profile_predictions_loss: 1088.7363 - logcount_predictions_loss: 0.2580 2498/2498 [==============================] - 795s 318ms/step - loss: 1102.4334 - logits_profile_predictions_loss: 1088.7355 - logcount_predictions_loss: 0.2580 - val_loss: 1110.4750 - val_logits_profile_predictions_loss: 1096.3536 - val_logcount_predictions_loss: 0.2659 Epoch 00005: val_loss improved from 1111.28796 to 1110.47498, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4/chrombpnet.h5 Epoch 6/50 1/2498 [..............................] - ETA: 13:06 - loss: 1093.3750 - logits_profile_predictions_loss: 1074.5415 - logcount_predictions_loss: 0.3547 2/2498 [..............................] - ETA: 12:40 - loss: 1071.0349 - logits_profile_predictions_loss: 1053.6444 - logcount_predictions_loss: 0.3275 3/2498 [..............................] - ETA: 12:40 - loss: 1066.6032 - logits_profile_predictions_loss: 1049.3151 - logcount_predictions_loss: 0.3256 4/2498 [..............................] - ETA: 12:41 - loss: 1065.8776 - logits_profile_predictions_loss: 1049.0500 - logcount_predictions_loss: 0.3169 5/2498 [..............................] - ETA: 12:41 - loss: 1067.1680 - logits_profile_predictions_loss: 1050.7023 - logcount_predictions_loss: 0.3101 6/2498 [..............................] - ETA: 12:41 - loss: 1068.6790 - logits_profile_predictions_loss: 1052.5000 - logcount_predictions_loss: 0.3047 7/2498 [..............................] - ETA: 12:41 - loss: 1071.2149 - logits_profile_predictions_loss: 1055.1934 - logcount_predictions_loss: 0.3017 8/2498 [..............................] - ETA: 12:40 - loss: 1073.9650 - logits_profile_predictions_loss: 1058.1303 - logcount_predictions_loss: 0.2982 9/2498 [..............................] - ETA: 12:40 - loss: 1074.7438 - logits_profile_predictions_loss: 1059.0192 - logcount_predictions_loss: 0.2961 10/2498 [..............................] - ETA: 12:40 - loss: 1075.5713 - logits_profile_predictions_loss: 1059.9127 - logcount_predictions_loss: 0.2949 11/2498 [..............................] - ETA: 12:39 - loss: 1075.7871 - logits_profile_predictions_loss: 1060.1758 - logcount_predictions_loss: 0.2940 12/2498 [..............................] - ETA: 12:39 - loss: 1076.5228 - logits_profile_predictions_loss: 1060.9491 - logcount_predictions_loss: 0.2933 13/2498 [..............................] - ETA: 12:39 - loss: 1078.1675 - logits_profile_predictions_loss: 1062.6470 - logcount_predictions_loss: 0.2923 14/2498 [..............................] - ETA: 12:39 - loss: 1079.5984 - logits_profile_predictions_loss: 1064.0949 - logcount_predictions_loss: 0.2920 15/2498 [..............................] - ETA: 12:39 - loss: 1081.3174 - logits_profile_predictions_loss: 1065.8515 - logcount_predictions_loss: 0.2913 16/2498 [..............................] - ETA: 12:38 - loss: 1083.0444 - logits_profile_predictions_loss: 1067.6421 - logcount_predictions_loss: 0.2901 17/2498 [..............................] - ETA: 12:38 - loss: 1084.6002 - logits_profile_predictions_loss: 1069.2504 - logcount_predictions_loss: 0.2891 18/2498 [..............................] - ETA: 12:38 - loss: 1085.8566 - logits_profile_predictions_loss: 1070.5617 - logcount_predictions_loss: 0.2880 19/2498 [..............................] - ETA: 12:38 - loss: 1087.0282 - logits_profile_predictions_loss: 1071.7946 - logcount_predictions_loss: 0.2869 20/2498 [..............................] - ETA: 12:37 - loss: 1088.1382 - logits_profile_predictions_loss: 1072.9624 - logcount_predictions_loss: 0.2858 21/2498 [..............................] - ETA: 12:37 - loss: 1089.1696 - logits_profile_predictions_loss: 1074.0519 - logcount_predictions_loss: 0.2847 22/2498 [..............................] - ETA: 12:37 - loss: 1090.1941 - logits_profile_predictions_loss: 1075.1269 - logcount_predictions_loss: 0.2838 23/2498 [..............................] - ETA: 12:36 - loss: 1091.0470 - logits_profile_predictions_loss: 1076.0214 - logcount_predictions_loss: 0.2830 24/2498 [..............................] - ETA: 12:36 - loss: 1091.7399 - logits_profile_predictions_loss: 1076.7521 - logcount_predictions_loss: 0.2823 25/2498 [..............................] - ETA: 12:36 - loss: 1092.1991 - logits_profile_predictions_loss: 1077.2469 - logcount_predictions_loss: 0.2816 26/2498 [..............................] - ETA: 12:36 - loss: 1092.5570 - logits_profile_predictions_loss: 1077.6414 - logcount_predictions_loss: 0.2809 27/2498 [..............................] - ETA: 12:35 - loss: 1092.9485 - logits_profile_predictions_loss: 1078.0639 - logcount_predictions_loss: 0.2803 28/2498 [..............................] - ETA: 12:35 - loss: 1093.3519 - logits_profile_predictions_loss: 1078.4962 - logcount_predictions_loss: 0.2798 29/2498 [..............................] - ETA: 12:35 - loss: 1093.7334 - logits_profile_predictions_loss: 1078.8947 - logcount_predictions_loss: 0.2794 30/2498 [..............................] - ETA: 12:34 - loss: 1094.0701 - logits_profile_predictions_loss: 1079.2480 - logcount_predictions_loss: 0.2791 31/2498 [..............................] - ETA: 12:34 - loss: 1094.3995 - logits_profile_predictions_loss: 1079.5922 - logcount_predictions_loss: 0.2789 32/2498 [..............................] - ETA: 12:34 - loss: 1094.8725 - logits_profile_predictions_loss: 1080.0780 - logcount_predictions_loss: 0.2786 33/2498 [..............................] - ETA: 12:34 - loss: 1095.2996 - logits_profile_predictions_loss: 1080.5154 - logcount_predictions_loss: 0.2784 34/2498 [..............................] - ETA: 12:33 - loss: 1095.6825 - logits_profile_predictions_loss: 1080.9110 - logcount_predictions_loss: 0.2782 35/2498 [..............................] - ETA: 12:33 - loss: 1095.9160 - logits_profile_predictions_loss: 1081.1569 - logcount_predictions_loss: 0.2779 36/2498 [..............................] - ETA: 12:33 - loss: 1096.2766 - logits_profile_predictions_loss: 1081.5308 - logcount_predictions_loss: 0.2777 37/2498 [..............................] - ETA: 12:33 - loss: 1096.6119 - logits_profile_predictions_loss: 1081.8826 - logcount_predictions_loss: 0.2774 38/2498 [..............................] - ETA: 12:33 - loss: 1096.9184 - logits_profile_predictions_loss: 1082.2067 - logcount_predictions_loss: 0.2771 39/2498 [..............................] - ETA: 12:33 - loss: 1097.2259 - logits_profile_predictions_loss: 1082.5321 - logcount_predictions_loss: 0.2767 40/2498 [..............................] - ETA: 12:32 - loss: 1097.4919 - logits_profile_predictions_loss: 1082.8168 - logcount_predictions_loss: 0.2764 41/2498 [..............................] - ETA: 12:32 - loss: 1097.7194 - logits_profile_predictions_loss: 1083.0619 - logcount_predictions_loss: 0.2760 42/2498 [..............................] - ETA: 12:32 - loss: 1098.0397 - logits_profile_predictions_loss: 1083.3976 - logcount_predictions_loss: 0.2757 43/2498 [..............................] - ETA: 12:31 - loss: 1098.2938 - logits_profile_predictions_loss: 1083.6673 - logcount_predictions_loss: 0.2755 44/2498 [..............................] - ETA: 12:31 - loss: 1098.5246 - logits_profile_predictions_loss: 1083.9143 - logcount_predictions_loss: 0.2751 45/2498 [..............................] - ETA: 12:31 - loss: 1098.7638 - logits_profile_predictions_loss: 1084.1694 - logcount_predictions_loss: 0.2748 46/2498 [..............................] - ETA: 12:31 - loss: 1098.9625 - logits_profile_predictions_loss: 1084.3846 - logcount_predictions_loss: 0.2745 47/2498 [..............................] - ETA: 12:30 - loss: 1099.1762 - logits_profile_predictions_loss: 1084.6128 - logcount_predictions_loss: 0.2743 48/2498 [..............................] - ETA: 12:30 - loss: 1099.3783 - logits_profile_predictions_loss: 1084.8301 - logcount_predictions_loss: 0.2740 49/2498 [..............................] - ETA: 12:30 - loss: 1099.5659 - logits_profile_predictions_loss: 1085.0341 - logcount_predictions_loss: 0.2737 50/2498 [..............................] - ETA: 12:29 - loss: 1099.7526 - logits_profile_predictions_loss: 1085.2357 - logcount_predictions_loss: 0.2734 51/2498 [..............................] - ETA: 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[====>.........................] - ETA: 10:30 - loss: 1095.6964 - logits_profile_predictions_loss: 1081.9727 - logcount_predictions_loss: 0.2584 445/2498 [====>.........................] - ETA: 10:30 - loss: 1095.6951 - logits_profile_predictions_loss: 1081.9723 - logcount_predictions_loss: 0.2584 446/2498 [====>.........................] - ETA: 10:30 - loss: 1095.6937 - logits_profile_predictions_loss: 1081.9719 - logcount_predictions_loss: 0.2584 447/2498 [====>.........................] - ETA: 10:29 - loss: 1095.6922 - logits_profile_predictions_loss: 1081.9713 - logcount_predictions_loss: 0.2584 448/2498 [====>.........................] - ETA: 10:29 - loss: 1095.6906 - logits_profile_predictions_loss: 1081.9707 - logcount_predictions_loss: 0.2584 449/2498 [====>.........................] - ETA: 10:29 - loss: 1095.6888 - logits_profile_predictions_loss: 1081.9699 - logcount_predictions_loss: 0.2584 450/2498 [====>.........................] - ETA: 10:28 - loss: 1095.6872 - 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logcount_predictions_loss: 0.2498 2497/2498 [============================>.] - ETA: 0s - loss: 1095.4938 - logits_profile_predictions_loss: 1082.2284 - logcount_predictions_loss: 0.2498 2498/2498 [==============================] - ETA: 0s - loss: 1095.4940 - logits_profile_predictions_loss: 1082.2286 - logcount_predictions_loss: 0.2498 2498/2498 [==============================] - 795s 318ms/step - loss: 1095.4941 - logits_profile_predictions_loss: 1082.2289 - logcount_predictions_loss: 0.2498 - val_loss: 1109.6455 - val_logits_profile_predictions_loss: 1095.5944 - val_logcount_predictions_loss: 0.2646 Epoch 00006: val_loss improved from 1110.47498 to 1109.64551, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4/chrombpnet.h5 Epoch 7/50 1/2498 [..............................] - ETA: 13:19 - loss: 1053.5951 - logits_profile_predictions_loss: 1043.8462 - logcount_predictions_loss: 0.1836 2/2498 [..............................] - ETA: 12:41 - loss: 1053.3195 - logits_profile_predictions_loss: 1042.3681 - logcount_predictions_loss: 0.2062 3/2498 [..............................] - ETA: 12:41 - loss: 1056.0144 - logits_profile_predictions_loss: 1044.0425 - logcount_predictions_loss: 0.2255 4/2498 [..............................] - ETA: 12:42 - loss: 1056.0411 - logits_profile_predictions_loss: 1043.5609 - logcount_predictions_loss: 0.2350 5/2498 [..............................] - ETA: 12:41 - loss: 1057.3611 - logits_profile_predictions_loss: 1044.5804 - logcount_predictions_loss: 0.2407 6/2498 [..............................] - ETA: 12:41 - loss: 1061.1636 - logits_profile_predictions_loss: 1048.2836 - logcount_predictions_loss: 0.2426 7/2498 [..............................] - ETA: 12:41 - loss: 1061.7835 - logits_profile_predictions_loss: 1048.7603 - logcount_predictions_loss: 0.2453 8/2498 [..............................] - ETA: 12:41 - loss: 1062.9724 - logits_profile_predictions_loss: 1049.8632 - 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logcount_predictions_loss: 0.2400 35/2498 [..............................] - ETA: 12:33 - loss: 1091.7010 - logits_profile_predictions_loss: 1078.9539 - logcount_predictions_loss: 0.2401 36/2498 [..............................] - ETA: 12:33 - loss: 1091.8321 - logits_profile_predictions_loss: 1079.0846 - logcount_predictions_loss: 0.2401 37/2498 [..............................] - ETA: 12:32 - loss: 1092.0583 - logits_profile_predictions_loss: 1079.3124 - logcount_predictions_loss: 0.2400 38/2498 [..............................] - ETA: 12:32 - loss: 1092.2256 - logits_profile_predictions_loss: 1079.4818 - logcount_predictions_loss: 0.2400 39/2498 [..............................] - ETA: 12:32 - loss: 1092.3958 - logits_profile_predictions_loss: 1079.6549 - logcount_predictions_loss: 0.2399 40/2498 [..............................] - ETA: 12:32 - loss: 1092.5971 - logits_profile_predictions_loss: 1079.8583 - logcount_predictions_loss: 0.2399 41/2498 [..............................] - ETA: 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loss: 1095.0626 - logits_profile_predictions_loss: 1082.5898 - logcount_predictions_loss: 0.2349 2494/2498 [============================>.] - ETA: 1s - loss: 1095.0624 - logits_profile_predictions_loss: 1082.5895 - logcount_predictions_loss: 0.2349 2495/2498 [============================>.] - ETA: 0s - loss: 1095.0621 - logits_profile_predictions_loss: 1082.5892 - logcount_predictions_loss: 0.2349 2496/2498 [============================>.] - ETA: 0s - loss: 1095.0619 - logits_profile_predictions_loss: 1082.5889 - logcount_predictions_loss: 0.2349 2497/2498 [============================>.] - ETA: 0s - loss: 1095.0616 - logits_profile_predictions_loss: 1082.5887 - logcount_predictions_loss: 0.2349 2498/2498 [==============================] - ETA: 0s - loss: 1095.0614 - logits_profile_predictions_loss: 1082.5884 - logcount_predictions_loss: 0.2349 2498/2498 [==============================] - 795s 318ms/step - loss: 1095.0612 - logits_profile_predictions_loss: 1082.5882 - logcount_predictions_loss: 0.2349 - val_loss: 1106.2411 - val_logits_profile_predictions_loss: 1092.4788 - val_logcount_predictions_loss: 0.2592 Epoch 00007: val_loss improved from 1109.64551 to 1106.24109, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4/chrombpnet.h5 Epoch 8/50 1/2498 [..............................] - ETA: 13:13 - loss: 1098.5050 - logits_profile_predictions_loss: 1080.4518 - logcount_predictions_loss: 0.3400 2/2498 [..............................] - ETA: 12:39 - loss: 1089.3343 - logits_profile_predictions_loss: 1071.8780 - logcount_predictions_loss: 0.3287 3/2498 [..............................] - ETA: 12:39 - loss: 1092.2646 - logits_profile_predictions_loss: 1075.8804 - logcount_predictions_loss: 0.3086 4/2498 [..............................] - ETA: 12:40 - loss: 1101.6070 - logits_profile_predictions_loss: 1085.9942 - logcount_predictions_loss: 0.2940 5/2498 [..............................] - ETA: 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loss: 1088.6794 - logits_profile_predictions_loss: 1076.7891 - logcount_predictions_loss: 0.2239 2484/2498 [============================>.] - ETA: 4s - loss: 1088.6800 - logits_profile_predictions_loss: 1076.7896 - logcount_predictions_loss: 0.2239 2485/2498 [============================>.] - ETA: 3s - loss: 1088.6806 - logits_profile_predictions_loss: 1076.7902 - logcount_predictions_loss: 0.2239 2486/2498 [============================>.] - ETA: 3s - loss: 1088.6811 - logits_profile_predictions_loss: 1076.7908 - logcount_predictions_loss: 0.2239 2487/2498 [============================>.] - ETA: 3s - loss: 1088.6817 - logits_profile_predictions_loss: 1076.7913 - logcount_predictions_loss: 0.2239 2488/2498 [============================>.] - ETA: 3s - loss: 1088.6822 - logits_profile_predictions_loss: 1076.7918 - logcount_predictions_loss: 0.2239 2489/2498 [============================>.] - ETA: 2s - loss: 1088.6828 - logits_profile_predictions_loss: 1076.7924 - logcount_predictions_loss: 0.2239 2490/2498 [============================>.] - ETA: 2s - loss: 1088.6834 - logits_profile_predictions_loss: 1076.7929 - logcount_predictions_loss: 0.2239 2491/2498 [============================>.] - ETA: 2s - loss: 1088.6839 - logits_profile_predictions_loss: 1076.7935 - logcount_predictions_loss: 0.2239 2492/2498 [============================>.] - ETA: 1s - loss: 1088.6844 - logits_profile_predictions_loss: 1076.7940 - logcount_predictions_loss: 0.2239 2493/2498 [============================>.] - ETA: 1s - loss: 1088.6849 - logits_profile_predictions_loss: 1076.7945 - logcount_predictions_loss: 0.2239 2494/2498 [============================>.] - ETA: 1s - loss: 1088.6854 - logits_profile_predictions_loss: 1076.7950 - logcount_predictions_loss: 0.2239 2495/2498 [============================>.] - ETA: 0s - loss: 1088.6859 - logits_profile_predictions_loss: 1076.7954 - logcount_predictions_loss: 0.2239 2496/2498 [============================>.] - ETA: 0s - loss: 1088.6865 - logits_profile_predictions_loss: 1076.7959 - logcount_predictions_loss: 0.2239 2497/2498 [============================>.] - ETA: 0s - loss: 1088.6869 - logits_profile_predictions_loss: 1076.7964 - logcount_predictions_loss: 0.2239 2498/2498 [==============================] - ETA: 0s - loss: 1088.6874 - logits_profile_predictions_loss: 1076.7969 - logcount_predictions_loss: 0.2239 2498/2498 [==============================] - 794s 318ms/step - loss: 1088.6879 - logits_profile_predictions_loss: 1076.7973 - logcount_predictions_loss: 0.2239 - val_loss: 1109.6488 - val_logits_profile_predictions_loss: 1095.7294 - val_logcount_predictions_loss: 0.2621 Epoch 00008: val_loss did not improve from 1106.24109 Epoch 9/50 1/2498 [..............................] - ETA: 13:16 - loss: 1237.8783 - logits_profile_predictions_loss: 1223.9294 - logcount_predictions_loss: 0.2627 2/2498 [..............................] - ETA: 12:38 - loss: 1175.3857 - logits_profile_predictions_loss: 1162.1326 - logcount_predictions_loss: 0.2496 3/2498 [..............................] - ETA: 12:38 - loss: 1148.4846 - logits_profile_predictions_loss: 1135.7332 - logcount_predictions_loss: 0.2401 4/2498 [..............................] - ETA: 12:40 - loss: 1134.0630 - logits_profile_predictions_loss: 1121.6484 - logcount_predictions_loss: 0.2338 5/2498 [..............................] - ETA: 12:40 - loss: 1127.2270 - logits_profile_predictions_loss: 1115.2060 - logcount_predictions_loss: 0.2264 6/2498 [..............................] - ETA: 12:39 - loss: 1122.0582 - logits_profile_predictions_loss: 1110.0762 - logcount_predictions_loss: 0.2257 7/2498 [..............................] - ETA: 12:39 - loss: 1118.4955 - logits_profile_predictions_loss: 1106.6100 - logcount_predictions_loss: 0.2238 8/2498 [..............................] - ETA: 12:39 - loss: 1115.8724 - logits_profile_predictions_loss: 1104.0680 - logcount_predictions_loss: 0.2223 9/2498 [..............................] - ETA: 12:39 - loss: 1112.7115 - logits_profile_predictions_loss: 1100.8638 - logcount_predictions_loss: 0.2231 10/2498 [..............................] - ETA: 12:39 - loss: 1110.6437 - logits_profile_predictions_loss: 1098.7668 - logcount_predictions_loss: 0.2237 11/2498 [..............................] - ETA: 12:38 - loss: 1108.8668 - logits_profile_predictions_loss: 1097.0072 - logcount_predictions_loss: 0.2233 12/2498 [..............................] - ETA: 12:38 - loss: 1107.5604 - logits_profile_predictions_loss: 1095.7332 - logcount_predictions_loss: 0.2227 13/2498 [..............................] - ETA: 12:38 - loss: 1105.9867 - logits_profile_predictions_loss: 1094.1828 - logcount_predictions_loss: 0.2223 14/2498 [..............................] - ETA: 12:38 - loss: 1104.8071 - logits_profile_predictions_loss: 1093.0446 - logcount_predictions_loss: 0.2215 15/2498 [..............................] - ETA: 12:37 - loss: 1103.5056 - logits_profile_predictions_loss: 1091.7815 - logcount_predictions_loss: 0.2208 16/2498 [..............................] - ETA: 12:37 - loss: 1102.4402 - logits_profile_predictions_loss: 1090.7510 - logcount_predictions_loss: 0.2201 17/2498 [..............................] - ETA: 12:37 - loss: 1101.4403 - logits_profile_predictions_loss: 1089.7845 - logcount_predictions_loss: 0.2195 18/2498 [..............................] - ETA: 12:37 - loss: 1100.3950 - logits_profile_predictions_loss: 1088.7581 - logcount_predictions_loss: 0.2192 19/2498 [..............................] - ETA: 12:36 - loss: 1099.2055 - logits_profile_predictions_loss: 1087.5846 - logcount_predictions_loss: 0.2189 20/2498 [..............................] - ETA: 12:36 - loss: 1098.1830 - logits_profile_predictions_loss: 1086.5689 - logcount_predictions_loss: 0.2187 21/2498 [..............................] - ETA: 12:36 - loss: 1097.1910 - logits_profile_predictions_loss: 1085.5811 - logcount_predictions_loss: 0.2186 22/2498 [..............................] - ETA: 12:35 - loss: 1096.1213 - logits_profile_predictions_loss: 1084.5041 - logcount_predictions_loss: 0.2188 23/2498 [..............................] - ETA: 12:35 - loss: 1095.1909 - logits_profile_predictions_loss: 1083.5477 - logcount_predictions_loss: 0.2193 24/2498 [..............................] - ETA: 12:35 - loss: 1094.4361 - logits_profile_predictions_loss: 1082.7684 - logcount_predictions_loss: 0.2197 25/2498 [..............................] - ETA: 12:34 - loss: 1093.5904 - logits_profile_predictions_loss: 1081.8939 - logcount_predictions_loss: 0.2203 26/2498 [..............................] - ETA: 12:34 - loss: 1092.7468 - logits_profile_predictions_loss: 1081.0212 - logcount_predictions_loss: 0.2208 27/2498 [..............................] - ETA: 12:34 - loss: 1092.0411 - logits_profile_predictions_loss: 1080.2883 - logcount_predictions_loss: 0.2213 28/2498 [..............................] - ETA: 12:34 - loss: 1091.3294 - logits_profile_predictions_loss: 1079.5615 - 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logcount_predictions_loss: 0.2181 2442/2498 [============================>.] - ETA: 17s - loss: 1088.3551 - logits_profile_predictions_loss: 1076.7749 - logcount_predictions_loss: 0.2181 2443/2498 [============================>.] - ETA: 16s - loss: 1088.3551 - logits_profile_predictions_loss: 1076.7749 - logcount_predictions_loss: 0.2181 2444/2498 [============================>.] - ETA: 16s - loss: 1088.3551 - logits_profile_predictions_loss: 1076.7750 - logcount_predictions_loss: 0.2181 2445/2498 [============================>.] - ETA: 16s - loss: 1088.3551 - logits_profile_predictions_loss: 1076.7750 - logcount_predictions_loss: 0.2181 2446/2498 [============================>.] - ETA: 15s - loss: 1088.3552 - logits_profile_predictions_loss: 1076.7751 - logcount_predictions_loss: 0.2181 2447/2498 [============================>.] - ETA: 15s - loss: 1088.3552 - logits_profile_predictions_loss: 1076.7751 - logcount_predictions_loss: 0.2181 2448/2498 [============================>.] - ETA: 15s - loss: 1088.3553 - logits_profile_predictions_loss: 1076.7752 - logcount_predictions_loss: 0.2181 2449/2498 [============================>.] - ETA: 15s - loss: 1088.3553 - logits_profile_predictions_loss: 1076.7753 - logcount_predictions_loss: 0.2181 2450/2498 [============================>.] - ETA: 14s - loss: 1088.3553 - logits_profile_predictions_loss: 1076.7754 - logcount_predictions_loss: 0.2181 2451/2498 [============================>.] - ETA: 14s - loss: 1088.3554 - logits_profile_predictions_loss: 1076.7754 - logcount_predictions_loss: 0.2181 2452/2498 [============================>.] - ETA: 14s - loss: 1088.3554 - logits_profile_predictions_loss: 1076.7755 - logcount_predictions_loss: 0.2181 2453/2498 [============================>.] - ETA: 13s - loss: 1088.3555 - logits_profile_predictions_loss: 1076.7756 - logcount_predictions_loss: 0.2181 2454/2498 [============================>.] - ETA: 13s - loss: 1088.3555 - logits_profile_predictions_loss: 1076.7756 - logcount_predictions_loss: 0.2181 2455/2498 [============================>.] - ETA: 13s - loss: 1088.3555 - logits_profile_predictions_loss: 1076.7757 - logcount_predictions_loss: 0.2181 2456/2498 [============================>.] - ETA: 12s - loss: 1088.3556 - logits_profile_predictions_loss: 1076.7757 - logcount_predictions_loss: 0.2181 2457/2498 [============================>.] - ETA: 12s - loss: 1088.3556 - logits_profile_predictions_loss: 1076.7758 - logcount_predictions_loss: 0.2181 2458/2498 [============================>.] - ETA: 12s - loss: 1088.3556 - logits_profile_predictions_loss: 1076.7759 - logcount_predictions_loss: 0.2181 2459/2498 [============================>.] - ETA: 11s - loss: 1088.3556 - logits_profile_predictions_loss: 1076.7759 - logcount_predictions_loss: 0.2181 2460/2498 [============================>.] - ETA: 11s - loss: 1088.3556 - logits_profile_predictions_loss: 1076.7759 - logcount_predictions_loss: 0.2181 2461/2498 [============================>.] - ETA: 11s - loss: 1088.3556 - logits_profile_predictions_loss: 1076.7760 - logcount_predictions_loss: 0.2181 2462/2498 [============================>.] - ETA: 11s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7760 - logcount_predictions_loss: 0.2181 2463/2498 [============================>.] - ETA: 10s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7760 - logcount_predictions_loss: 0.2181 2464/2498 [============================>.] - ETA: 10s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7761 - logcount_predictions_loss: 0.2181 2465/2498 [============================>.] - ETA: 10s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7761 - logcount_predictions_loss: 0.2181 2466/2498 [============================>.] - ETA: 9s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181  2467/2498 [============================>.] - ETA: 9s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181 2468/2498 [============================>.] - ETA: 9s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2469/2498 [============================>.] - ETA: 8s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2470/2498 [============================>.] - ETA: 8s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2471/2498 [============================>.] - ETA: 8s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2472/2498 [============================>.] - ETA: 7s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2473/2498 [============================>.] - ETA: 7s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2474/2498 [============================>.] - ETA: 7s - loss: 1088.3557 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2475/2498 [============================>.] - ETA: 7s - loss: 1088.3556 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2476/2498 [============================>.] - ETA: 6s - loss: 1088.3556 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2477/2498 [============================>.] - ETA: 6s - loss: 1088.3555 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2478/2498 [============================>.] - ETA: 6s - loss: 1088.3555 - logits_profile_predictions_loss: 1076.7763 - logcount_predictions_loss: 0.2181 2479/2498 [============================>.] - ETA: 5s - loss: 1088.3554 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181 2480/2498 [============================>.] - ETA: 5s - loss: 1088.3554 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181 2481/2498 [============================>.] - ETA: 5s - loss: 1088.3553 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181 2482/2498 [============================>.] - ETA: 4s - loss: 1088.3553 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181 2483/2498 [============================>.] - ETA: 4s - loss: 1088.3553 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181 2484/2498 [============================>.] - ETA: 4s - loss: 1088.3553 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181 2485/2498 [============================>.] - ETA: 3s - loss: 1088.3552 - logits_profile_predictions_loss: 1076.7761 - logcount_predictions_loss: 0.2181 2486/2498 [============================>.] - ETA: 3s - loss: 1088.3552 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181 2487/2498 [============================>.] - ETA: 3s - loss: 1088.3552 - logits_profile_predictions_loss: 1076.7762 - logcount_predictions_loss: 0.2181 2488/2498 [============================>.] - ETA: 3s - loss: 1088.3552 - logits_profile_predictions_loss: 1076.7761 - logcount_predictions_loss: 0.2181 2489/2498 [============================>.] - ETA: 2s - loss: 1088.3551 - logits_profile_predictions_loss: 1076.7761 - logcount_predictions_loss: 0.2181 2490/2498 [============================>.] - ETA: 2s - loss: 1088.3550 - logits_profile_predictions_loss: 1076.7761 - logcount_predictions_loss: 0.2181 2491/2498 [============================>.] - ETA: 2s - loss: 1088.3550 - logits_profile_predictions_loss: 1076.7760 - logcount_predictions_loss: 0.2181 2492/2498 [============================>.] - ETA: 1s - loss: 1088.3549 - logits_profile_predictions_loss: 1076.7760 - logcount_predictions_loss: 0.2181 2493/2498 [============================>.] - ETA: 1s - loss: 1088.3548 - logits_profile_predictions_loss: 1076.7759 - logcount_predictions_loss: 0.2181 2494/2498 [============================>.] - ETA: 1s - loss: 1088.3548 - logits_profile_predictions_loss: 1076.7759 - logcount_predictions_loss: 0.2181 2495/2498 [============================>.] - ETA: 0s - loss: 1088.3547 - logits_profile_predictions_loss: 1076.7758 - logcount_predictions_loss: 0.2181 2496/2498 [============================>.] - ETA: 0s - loss: 1088.3546 - logits_profile_predictions_loss: 1076.7758 - logcount_predictions_loss: 0.2181 2497/2498 [============================>.] - ETA: 0s - loss: 1088.3546 - logits_profile_predictions_loss: 1076.7757 - logcount_predictions_loss: 0.2181 2498/2498 [==============================] - ETA: 0s - loss: 1088.3545 - logits_profile_predictions_loss: 1076.7757 - logcount_predictions_loss: 0.2181 2498/2498 [==============================] - 794s 318ms/step - loss: 1088.3544 - logits_profile_predictions_loss: 1076.7756 - logcount_predictions_loss: 0.2181 - val_loss: 1107.2913 - val_logits_profile_predictions_loss: 1091.2158 - val_logcount_predictions_loss: 0.3027 Epoch 00009: val_loss did not improve from 1106.24109 Epoch 10/50 1/2498 [..............................] - ETA: 13:17 - loss: 939.3349 - logits_profile_predictions_loss: 928.8604 - logcount_predictions_loss: 0.1973 2/2498 [..............................] - ETA: 12:39 - loss: 965.7456 - logits_profile_predictions_loss: 955.6334 - logcount_predictions_loss: 0.1904 3/2498 [..............................] - ETA: 12:39 - loss: 980.1129 - logits_profile_predictions_loss: 970.1030 - logcount_predictions_loss: 0.1885 4/2498 [..............................] - ETA: 12:41 - loss: 985.7149 - logits_profile_predictions_loss: 975.6827 - logcount_predictions_loss: 0.1889 5/2498 [..............................] - ETA: 12:41 - loss: 990.9527 - logits_profile_predictions_loss: 980.8240 - logcount_predictions_loss: 0.1907 6/2498 [..............................] - ETA: 12:40 - loss: 995.1308 - logits_profile_predictions_loss: 984.9289 - logcount_predictions_loss: 0.1921 7/2498 [..............................] - ETA: 12:40 - loss: 998.3567 - logits_profile_predictions_loss: 988.0557 - logcount_predictions_loss: 0.1940 8/2498 [..............................] - ETA: 12:40 - loss: 1001.4781 - logits_profile_predictions_loss: 991.0834 - logcount_predictions_loss: 0.1958 9/2498 [..............................] - ETA: 12:40 - loss: 1004.7600 - logits_profile_predictions_loss: 994.3417 - logcount_predictions_loss: 0.1962 10/2498 [..............................] - ETA: 12:39 - loss: 1007.1509 - logits_profile_predictions_loss: 996.7253 - logcount_predictions_loss: 0.1963 11/2498 [..............................] - ETA: 12:39 - loss: 1008.6344 - logits_profile_predictions_loss: 998.2242 - logcount_predictions_loss: 0.1960 12/2498 [..............................] - ETA: 12:39 - loss: 1010.5318 - logits_profile_predictions_loss: 1000.1260 - logcount_predictions_loss: 0.1960 13/2498 [..............................] - ETA: 12:38 - loss: 1013.2750 - logits_profile_predictions_loss: 1002.8441 - logcount_predictions_loss: 0.1964 14/2498 [..............................] - ETA: 12:38 - loss: 1015.7453 - logits_profile_predictions_loss: 1005.3002 - logcount_predictions_loss: 0.1967 15/2498 [..............................] - ETA: 12:38 - loss: 1018.7080 - logits_profile_predictions_loss: 1008.2520 - logcount_predictions_loss: 0.1969 16/2498 [..............................] - ETA: 12:38 - loss: 1021.0376 - logits_profile_predictions_loss: 1010.5578 - logcount_predictions_loss: 0.1974 17/2498 [..............................] - ETA: 12:37 - loss: 1022.7702 - logits_profile_predictions_loss: 1012.2485 - logcount_predictions_loss: 0.1981 18/2498 [..............................] - ETA: 12:37 - loss: 1024.5858 - logits_profile_predictions_loss: 1014.0277 - logcount_predictions_loss: 0.1988 19/2498 [..............................] - ETA: 12:37 - loss: 1026.3624 - logits_profile_predictions_loss: 1015.7664 - logcount_predictions_loss: 0.1995 20/2498 [..............................] - ETA: 12:36 - loss: 1027.9015 - logits_profile_predictions_loss: 1017.2648 - logcount_predictions_loss: 0.2003 21/2498 [..............................] - ETA: 12:36 - loss: 1029.3559 - logits_profile_predictions_loss: 1018.6906 - logcount_predictions_loss: 0.2009 22/2498 [..............................] - ETA: 12:36 - loss: 1030.6982 - logits_profile_predictions_loss: 1020.0048 - logcount_predictions_loss: 0.2014 23/2498 [..............................] - ETA: 12:36 - loss: 1032.2454 - logits_profile_predictions_loss: 1021.5276 - logcount_predictions_loss: 0.2018 24/2498 [..............................] - ETA: 12:35 - loss: 1033.6126 - logits_profile_predictions_loss: 1022.8771 - logcount_predictions_loss: 0.2022 25/2498 [..............................] - ETA: 12:35 - loss: 1034.7911 - logits_profile_predictions_loss: 1024.0427 - logcount_predictions_loss: 0.2024 26/2498 [..............................] - ETA: 12:35 - loss: 1035.9341 - logits_profile_predictions_loss: 1025.1776 - logcount_predictions_loss: 0.2026 27/2498 [..............................] - ETA: 12:35 - loss: 1036.8212 - logits_profile_predictions_loss: 1026.0560 - logcount_predictions_loss: 0.2027 28/2498 [..............................] - ETA: 12:34 - loss: 1037.6508 - logits_profile_predictions_loss: 1026.8813 - logcount_predictions_loss: 0.2028 29/2498 [..............................] - ETA: 12:34 - loss: 1038.4934 - logits_profile_predictions_loss: 1027.7241 - logcount_predictions_loss: 0.2028 30/2498 [..............................] - ETA: 12:34 - loss: 1039.3257 - logits_profile_predictions_loss: 1028.5485 - logcount_predictions_loss: 0.2030 31/2498 [..............................] - ETA: 12:33 - loss: 1040.0880 - logits_profile_predictions_loss: 1029.3021 - logcount_predictions_loss: 0.2031 32/2498 [..............................] - ETA: 12:33 - loss: 1040.8605 - logits_profile_predictions_loss: 1030.0628 - logcount_predictions_loss: 0.2033 33/2498 [..............................] - ETA: 12:33 - loss: 1041.6444 - logits_profile_predictions_loss: 1030.8391 - logcount_predictions_loss: 0.2035 34/2498 [..............................] - ETA: 12:33 - loss: 1042.4042 - logits_profile_predictions_loss: 1031.5906 - logcount_predictions_loss: 0.2036 35/2498 [..............................] - ETA: 12:32 - loss: 1043.1264 - logits_profile_predictions_loss: 1032.3011 - logcount_predictions_loss: 0.2039 36/2498 [..............................] - ETA: 12:32 - loss: 1043.8878 - logits_profile_predictions_loss: 1033.0524 - logcount_predictions_loss: 0.2041 37/2498 [..............................] - ETA: 12:32 - loss: 1044.6289 - logits_profile_predictions_loss: 1033.7777 - logcount_predictions_loss: 0.2044 38/2498 [..............................] - ETA: 12:31 - loss: 1045.4144 - logits_profile_predictions_loss: 1034.5499 - logcount_predictions_loss: 0.2046 39/2498 [..............................] - ETA: 12:31 - loss: 1046.1906 - logits_profile_predictions_loss: 1035.3126 - logcount_predictions_loss: 0.2049 40/2498 [..............................] - ETA: 12:31 - loss: 1046.9516 - logits_profile_predictions_loss: 1036.0624 - logcount_predictions_loss: 0.2051 41/2498 [..............................] - ETA: 12:31 - loss: 1047.7050 - logits_profile_predictions_loss: 1036.8060 - logcount_predictions_loss: 0.2053 42/2498 [..............................] - ETA: 12:30 - loss: 1048.3892 - logits_profile_predictions_loss: 1037.4820 - logcount_predictions_loss: 0.2054 43/2498 [..............................] - ETA: 12:30 - loss: 1049.0631 - logits_profile_predictions_loss: 1038.1483 - logcount_predictions_loss: 0.2056 44/2498 [..............................] - ETA: 12:30 - loss: 1049.6582 - logits_profile_predictions_loss: 1038.7363 - logcount_predictions_loss: 0.2057 45/2498 [..............................] - ETA: 12:29 - loss: 1050.2056 - logits_profile_predictions_loss: 1039.2782 - logcount_predictions_loss: 0.2058 46/2498 [..............................] - ETA: 12:29 - loss: 1050.7507 - logits_profile_predictions_loss: 1039.8201 - logcount_predictions_loss: 0.2058 47/2498 [..............................] - ETA: 12:29 - loss: 1051.2842 - logits_profile_predictions_loss: 1040.3523 - logcount_predictions_loss: 0.2059 48/2498 [..............................] - ETA: 12:28 - loss: 1051.7870 - logits_profile_predictions_loss: 1040.8525 - logcount_predictions_loss: 0.2059 49/2498 [..............................] - ETA: 12:28 - loss: 1052.2658 - logits_profile_predictions_loss: 1041.3302 - logcount_predictions_loss: 0.2059 50/2498 [..............................] - ETA: 12:28 - loss: 1052.7353 - logits_profile_predictions_loss: 1041.7972 - logcount_predictions_loss: 0.2060 51/2498 [..............................] - ETA: 12:28 - loss: 1053.1660 - logits_profile_predictions_loss: 1042.2247 - logcount_predictions_loss: 0.2061 52/2498 [..............................] - ETA: 12:27 - loss: 1053.5616 - logits_profile_predictions_loss: 1042.6163 - logcount_predictions_loss: 0.2061 53/2498 [..............................] - ETA: 12:27 - loss: 1053.9304 - logits_profile_predictions_loss: 1042.9803 - logcount_predictions_loss: 0.2062 54/2498 [..............................] - ETA: 12:27 - loss: 1054.3182 - logits_profile_predictions_loss: 1043.3642 - logcount_predictions_loss: 0.2063 55/2498 [..............................] - ETA: 12:26 - loss: 1054.6924 - logits_profile_predictions_loss: 1043.7350 - logcount_predictions_loss: 0.2064 56/2498 [..............................] - ETA: 12:26 - loss: 1055.0450 - logits_profile_predictions_loss: 1044.0847 - logcount_predictions_loss: 0.2064 57/2498 [..............................] - ETA: 12:26 - loss: 1055.3320 - logits_profile_predictions_loss: 1044.3691 - logcount_predictions_loss: 0.2065 58/2498 [..............................] - ETA: 12:26 - loss: 1055.6148 - logits_profile_predictions_loss: 1044.6500 - logcount_predictions_loss: 0.2065 59/2498 [..............................] - ETA: 12:25 - loss: 1055.8983 - logits_profile_predictions_loss: 1044.9323 - logcount_predictions_loss: 0.2065 60/2498 [..............................] - ETA: 12:25 - loss: 1056.1807 - logits_profile_predictions_loss: 1045.2137 - logcount_predictions_loss: 0.2065 61/2498 [..............................] - ETA: 12:25 - loss: 1056.4158 - logits_profile_predictions_loss: 1045.4480 - logcount_predictions_loss: 0.2066 62/2498 [..............................] - ETA: 12:24 - loss: 1056.6626 - logits_profile_predictions_loss: 1045.6952 - logcount_predictions_loss: 0.2065 63/2498 [..............................] - ETA: 12:24 - loss: 1056.9277 - logits_profile_predictions_loss: 1045.9607 - logcount_predictions_loss: 0.2065 64/2498 [..............................] - ETA: 12:24 - loss: 1057.1856 - logits_profile_predictions_loss: 1046.2198 - logcount_predictions_loss: 0.2065 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[..............................] - ETA: 12:39 - loss: 1089.9917 - logits_profile_predictions_loss: 1076.5567 - logcount_predictions_loss: 0.2530 4/2498 [..............................] - ETA: 12:41 - loss: 1086.9659 - logits_profile_predictions_loss: 1073.6242 - logcount_predictions_loss: 0.2513 5/2498 [..............................] - ETA: 12:40 - loss: 1084.5857 - logits_profile_predictions_loss: 1071.4794 - logcount_predictions_loss: 0.2468 6/2498 [..............................] - ETA: 12:40 - loss: 1082.4688 - logits_profile_predictions_loss: 1069.5504 - logcount_predictions_loss: 0.2433 7/2498 [..............................] - ETA: 12:40 - loss: 1081.5057 - logits_profile_predictions_loss: 1068.7944 - logcount_predictions_loss: 0.2394 8/2498 [..............................] - ETA: 12:40 - loss: 1082.0024 - logits_profile_predictions_loss: 1069.5200 - logcount_predictions_loss: 0.2351 9/2498 [..............................] - ETA: 12:40 - loss: 1083.0884 - 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16/2498 [..............................] - ETA: 12:38 - loss: 1086.1648 - logits_profile_predictions_loss: 1074.8125 - logcount_predictions_loss: 0.2138 17/2498 [..............................] - ETA: 12:38 - loss: 1086.8507 - logits_profile_predictions_loss: 1075.5697 - logcount_predictions_loss: 0.2124 18/2498 [..............................] - ETA: 12:37 - loss: 1087.3063 - logits_profile_predictions_loss: 1076.0856 - logcount_predictions_loss: 0.2113 19/2498 [..............................] - ETA: 12:37 - loss: 1088.3792 - logits_profile_predictions_loss: 1077.2142 - logcount_predictions_loss: 0.2103 20/2498 [..............................] - ETA: 12:37 - loss: 1089.2007 - logits_profile_predictions_loss: 1078.0821 - logcount_predictions_loss: 0.2094 21/2498 [..............................] - ETA: 12:37 - loss: 1089.9986 - logits_profile_predictions_loss: 1078.9171 - logcount_predictions_loss: 0.2087 22/2498 [..............................] - ETA: 12:36 - loss: 1090.9153 - logits_profile_predictions_loss: 1079.8682 - logcount_predictions_loss: 0.2080 23/2498 [..............................] - ETA: 12:36 - loss: 1091.5891 - logits_profile_predictions_loss: 1080.5698 - logcount_predictions_loss: 0.2075 24/2498 [..............................] - ETA: 12:36 - loss: 1092.0696 - logits_profile_predictions_loss: 1081.0706 - logcount_predictions_loss: 0.2071 25/2498 [..............................] - ETA: 12:35 - loss: 1092.4607 - logits_profile_predictions_loss: 1081.4751 - logcount_predictions_loss: 0.2069 26/2498 [..............................] - ETA: 12:35 - loss: 1092.8181 - logits_profile_predictions_loss: 1081.8396 - logcount_predictions_loss: 0.2067 27/2498 [..............................] - ETA: 12:35 - loss: 1093.1232 - logits_profile_predictions_loss: 1082.1386 - logcount_predictions_loss: 0.2069 28/2498 [..............................] - ETA: 12:35 - loss: 1093.3015 - logits_profile_predictions_loss: 1082.3054 - logcount_predictions_loss: 0.2071 29/2498 [..............................] - ETA: 12:34 - loss: 1093.4470 - logits_profile_predictions_loss: 1082.4402 - logcount_predictions_loss: 0.2073 30/2498 [..............................] - ETA: 12:34 - loss: 1093.6618 - logits_profile_predictions_loss: 1082.6445 - logcount_predictions_loss: 0.2075 31/2498 [..............................] - ETA: 12:34 - loss: 1093.8019 - logits_profile_predictions_loss: 1082.7720 - logcount_predictions_loss: 0.2077 32/2498 [..............................] - ETA: 12:33 - loss: 1093.9588 - logits_profile_predictions_loss: 1082.9164 - logcount_predictions_loss: 0.2080 33/2498 [..............................] - ETA: 12:33 - loss: 1094.1249 - logits_profile_predictions_loss: 1083.0737 - logcount_predictions_loss: 0.2081 34/2498 [..............................] - ETA: 12:33 - loss: 1094.4321 - logits_profile_predictions_loss: 1083.3760 - logcount_predictions_loss: 0.2082 35/2498 [..............................] - ETA: 12:33 - loss: 1094.8318 - 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42/2498 [..............................] - ETA: 12:31 - loss: 1096.8421 - logits_profile_predictions_loss: 1085.7353 - logcount_predictions_loss: 0.2092 43/2498 [..............................] - ETA: 12:30 - loss: 1096.9674 - logits_profile_predictions_loss: 1085.8577 - logcount_predictions_loss: 0.2092 44/2498 [..............................] - ETA: 12:30 - loss: 1097.0606 - logits_profile_predictions_loss: 1085.9487 - logcount_predictions_loss: 0.2093 45/2498 [..............................] - ETA: 12:30 - loss: 1097.1417 - logits_profile_predictions_loss: 1086.0301 - logcount_predictions_loss: 0.2093 46/2498 [..............................] - ETA: 12:29 - loss: 1097.2125 - logits_profile_predictions_loss: 1086.1038 - logcount_predictions_loss: 0.2092 47/2498 [..............................] - ETA: 12:29 - loss: 1097.2731 - logits_profile_predictions_loss: 1086.1679 - logcount_predictions_loss: 0.2091 48/2498 [..............................] - ETA: 12:29 - loss: 1097.3014 - logits_profile_predictions_loss: 1086.2006 - logcount_predictions_loss: 0.2091 49/2498 [..............................] - ETA: 12:29 - loss: 1097.3247 - logits_profile_predictions_loss: 1086.2284 - logcount_predictions_loss: 0.2090 50/2498 [..............................] - ETA: 12:28 - loss: 1097.3521 - logits_profile_predictions_loss: 1086.2609 - logcount_predictions_loss: 0.2089 51/2498 [..............................] - ETA: 12:28 - loss: 1097.3636 - logits_profile_predictions_loss: 1086.2779 - logcount_predictions_loss: 0.2088 52/2498 [..............................] - ETA: 12:28 - loss: 1097.3394 - logits_profile_predictions_loss: 1086.2587 - logcount_predictions_loss: 0.2087 53/2498 [..............................] - ETA: 12:27 - loss: 1097.2924 - logits_profile_predictions_loss: 1086.2166 - logcount_predictions_loss: 0.2086 54/2498 [..............................] - ETA: 12:27 - loss: 1097.2351 - logits_profile_predictions_loss: 1086.1632 - logcount_predictions_loss: 0.2085 55/2498 [..............................] - ETA: 12:27 - loss: 1097.1907 - logits_profile_predictions_loss: 1086.1224 - logcount_predictions_loss: 0.2084 56/2498 [..............................] - ETA: 12:27 - loss: 1097.1477 - logits_profile_predictions_loss: 1086.0839 - logcount_predictions_loss: 0.2084 57/2498 [..............................] - ETA: 12:26 - loss: 1097.1079 - logits_profile_predictions_loss: 1086.0486 - logcount_predictions_loss: 0.2083 58/2498 [..............................] - ETA: 12:26 - loss: 1097.0414 - logits_profile_predictions_loss: 1085.9860 - logcount_predictions_loss: 0.2082 59/2498 [..............................] - ETA: 12:26 - loss: 1096.9812 - logits_profile_predictions_loss: 1085.9304 - logcount_predictions_loss: 0.2081 60/2498 [..............................] - ETA: 12:25 - loss: 1096.9110 - logits_profile_predictions_loss: 1085.8647 - logcount_predictions_loss: 0.2080 61/2498 [..............................] - ETA: 12:25 - loss: 1096.8281 - 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81/2498 [..............................] - ETA: 12:19 - loss: 1095.4340 - logits_profile_predictions_loss: 1084.4712 - logcount_predictions_loss: 0.2065 82/2498 [..............................] - ETA: 12:19 - loss: 1095.3641 - logits_profile_predictions_loss: 1084.4033 - logcount_predictions_loss: 0.2064 83/2498 [..............................] - ETA: 12:19 - loss: 1095.2849 - logits_profile_predictions_loss: 1084.3265 - logcount_predictions_loss: 0.2064 84/2498 [>.............................] - ETA: 12:18 - loss: 1095.2029 - logits_profile_predictions_loss: 1084.2472 - logcount_predictions_loss: 0.2063 85/2498 [>.............................] - ETA: 12:18 - loss: 1095.1155 - logits_profile_predictions_loss: 1084.1620 - logcount_predictions_loss: 0.2063 86/2498 [>.............................] - ETA: 12:18 - loss: 1095.0397 - logits_profile_predictions_loss: 1084.0880 - logcount_predictions_loss: 0.2062 87/2498 [>.............................] - ETA: 12:18 - loss: 1094.9721 - 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[====>.........................] - ETA: 10:13 - loss: 1089.0227 - logits_profile_predictions_loss: 1078.1627 - logcount_predictions_loss: 0.2045 500/2498 [=====>........................] - ETA: 10:13 - loss: 1089.0187 - logits_profile_predictions_loss: 1078.1588 - logcount_predictions_loss: 0.2045 501/2498 [=====>........................] - ETA: 10:12 - loss: 1089.0144 - logits_profile_predictions_loss: 1078.1544 - logcount_predictions_loss: 0.2045 502/2498 [=====>........................] - ETA: 10:12 - loss: 1089.0101 - logits_profile_predictions_loss: 1078.1501 - logcount_predictions_loss: 0.2045 503/2498 [=====>........................] - ETA: 10:12 - loss: 1089.0061 - logits_profile_predictions_loss: 1078.1461 - logcount_predictions_loss: 0.2045 504/2498 [=====>........................] - ETA: 10:12 - loss: 1089.0020 - logits_profile_predictions_loss: 1078.1421 - logcount_predictions_loss: 0.2045 505/2498 [=====>........................] - ETA: 10:11 - loss: 1088.9978 - 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loss: 1086.5219 - logits_profile_predictions_loss: 1075.6707 - logcount_predictions_loss: 0.2044 2488/2498 [============================>.] - ETA: 3s - loss: 1086.5211 - logits_profile_predictions_loss: 1075.6699 - logcount_predictions_loss: 0.2044 2489/2498 [============================>.] - ETA: 2s - loss: 1086.5202 - logits_profile_predictions_loss: 1075.6690 - logcount_predictions_loss: 0.2044 2490/2498 [============================>.] - ETA: 2s - loss: 1086.5193 - logits_profile_predictions_loss: 1075.6681 - logcount_predictions_loss: 0.2044 2491/2498 [============================>.] - ETA: 2s - loss: 1086.5185 - logits_profile_predictions_loss: 1075.6672 - logcount_predictions_loss: 0.2044 2492/2498 [============================>.] - ETA: 1s - loss: 1086.5176 - logits_profile_predictions_loss: 1075.6663 - logcount_predictions_loss: 0.2044 2493/2498 [============================>.] - ETA: 1s - loss: 1086.5167 - logits_profile_predictions_loss: 1075.6654 - logcount_predictions_loss: 0.2044 2494/2498 [============================>.] - ETA: 1s - loss: 1086.5159 - logits_profile_predictions_loss: 1075.6645 - logcount_predictions_loss: 0.2044 2495/2498 [============================>.] - ETA: 0s - loss: 1086.5151 - logits_profile_predictions_loss: 1075.6637 - logcount_predictions_loss: 0.2044 2496/2498 [============================>.] - ETA: 0s - loss: 1086.5143 - logits_profile_predictions_loss: 1075.6629 - logcount_predictions_loss: 0.2044 2497/2498 [============================>.] - ETA: 0s - loss: 1086.5135 - logits_profile_predictions_loss: 1075.6620 - logcount_predictions_loss: 0.2044 2498/2498 [==============================] - ETA: 0s - loss: 1086.5126 - logits_profile_predictions_loss: 1075.6612 - logcount_predictions_loss: 0.2044 2498/2498 [==============================] - 794s 318ms/step - loss: 1086.5118 - logits_profile_predictions_loss: 1075.6603 - logcount_predictions_loss: 0.2044 - val_loss: 1104.0559 - val_logits_profile_predictions_loss: 1088.8811 - val_logcount_predictions_loss: 0.2858 Epoch 00011: val_loss did not improve from 1100.77747 Epoch 12/50 1/2498 [..............................] - ETA: 13:15 - loss: 1088.6188 - logits_profile_predictions_loss: 1078.1670 - logcount_predictions_loss: 0.1968 2/2498 [..............................] - ETA: 12:41 - loss: 1071.5169 - logits_profile_predictions_loss: 1060.3949 - logcount_predictions_loss: 0.2095 3/2498 [..............................] - ETA: 12:40 - loss: 1070.8049 - logits_profile_predictions_loss: 1058.9142 - logcount_predictions_loss: 0.2239 4/2498 [..............................] - ETA: 12:40 - loss: 1077.6630 - logits_profile_predictions_loss: 1065.5466 - logcount_predictions_loss: 0.2282 5/2498 [..............................] - ETA: 12:40 - loss: 1078.3672 - logits_profile_predictions_loss: 1065.9888 - logcount_predictions_loss: 0.2331 6/2498 [..............................] - ETA: 12:40 - loss: 1076.8007 - logits_profile_predictions_loss: 1064.1100 - logcount_predictions_loss: 0.2390 7/2498 [..............................] - ETA: 12:40 - loss: 1077.5266 - logits_profile_predictions_loss: 1064.7316 - logcount_predictions_loss: 0.2410 8/2498 [..............................] - ETA: 12:40 - loss: 1078.8858 - logits_profile_predictions_loss: 1066.0642 - logcount_predictions_loss: 0.2415 9/2498 [..............................] - ETA: 12:39 - loss: 1079.4096 - logits_profile_predictions_loss: 1066.5526 - logcount_predictions_loss: 0.2421 10/2498 [..............................] - ETA: 12:39 - loss: 1080.7363 - logits_profile_predictions_loss: 1067.9119 - logcount_predictions_loss: 0.2415 11/2498 [..............................] - ETA: 12:39 - loss: 1081.7859 - logits_profile_predictions_loss: 1069.0276 - logcount_predictions_loss: 0.2403 12/2498 [..............................] - ETA: 12:38 - loss: 1082.8492 - logits_profile_predictions_loss: 1070.1460 - logcount_predictions_loss: 0.2392 13/2498 [..............................] - ETA: 12:38 - loss: 1083.8174 - logits_profile_predictions_loss: 1071.1287 - logcount_predictions_loss: 0.2390 14/2498 [..............................] - ETA: 12:38 - loss: 1084.9899 - logits_profile_predictions_loss: 1072.3287 - logcount_predictions_loss: 0.2384 15/2498 [..............................] - ETA: 12:38 - loss: 1086.0528 - logits_profile_predictions_loss: 1073.4279 - logcount_predictions_loss: 0.2378 16/2498 [..............................] - ETA: 12:37 - loss: 1086.6166 - logits_profile_predictions_loss: 1074.0182 - logcount_predictions_loss: 0.2373 17/2498 [..............................] - ETA: 12:37 - loss: 1087.1798 - logits_profile_predictions_loss: 1074.6059 - logcount_predictions_loss: 0.2368 18/2498 [..............................] - ETA: 12:37 - loss: 1087.3001 - logits_profile_predictions_loss: 1074.7521 - logcount_predictions_loss: 0.2363 19/2498 [..............................] - ETA: 12:37 - loss: 1087.1843 - logits_profile_predictions_loss: 1074.6609 - logcount_predictions_loss: 0.2358 20/2498 [..............................] - ETA: 12:36 - loss: 1087.1019 - logits_profile_predictions_loss: 1074.6014 - logcount_predictions_loss: 0.2354 21/2498 [..............................] - ETA: 12:36 - loss: 1087.1493 - logits_profile_predictions_loss: 1074.6688 - logcount_predictions_loss: 0.2350 22/2498 [..............................] - ETA: 12:36 - loss: 1087.2994 - logits_profile_predictions_loss: 1074.8428 - logcount_predictions_loss: 0.2346 23/2498 [..............................] - ETA: 12:35 - loss: 1087.4054 - logits_profile_predictions_loss: 1074.9771 - logcount_predictions_loss: 0.2341 24/2498 [..............................] - ETA: 12:35 - loss: 1087.4178 - logits_profile_predictions_loss: 1075.0151 - logcount_predictions_loss: 0.2336 25/2498 [..............................] - ETA: 12:35 - loss: 1087.2598 - logits_profile_predictions_loss: 1074.8790 - logcount_predictions_loss: 0.2332 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loss: 1082.9214 - logits_profile_predictions_loss: 1072.2997 - logcount_predictions_loss: 0.2000 2492/2498 [============================>.] - ETA: 1s - loss: 1082.9212 - logits_profile_predictions_loss: 1072.2995 - logcount_predictions_loss: 0.2000 2493/2498 [============================>.] - ETA: 1s - loss: 1082.9209 - logits_profile_predictions_loss: 1072.2992 - logcount_predictions_loss: 0.2000 2494/2498 [============================>.] - ETA: 1s - loss: 1082.9206 - logits_profile_predictions_loss: 1072.2990 - logcount_predictions_loss: 0.2000 2495/2498 [============================>.] - ETA: 0s - loss: 1082.9204 - logits_profile_predictions_loss: 1072.2987 - logcount_predictions_loss: 0.2000 2496/2498 [============================>.] - ETA: 0s - loss: 1082.9202 - logits_profile_predictions_loss: 1072.2985 - logcount_predictions_loss: 0.2000 2497/2498 [============================>.] - ETA: 0s - loss: 1082.9200 - logits_profile_predictions_loss: 1072.2983 - logcount_predictions_loss: 0.2000 2498/2498 [==============================] - ETA: 0s - loss: 1082.9198 - logits_profile_predictions_loss: 1072.2981 - logcount_predictions_loss: 0.2000 2498/2498 [==============================] - 794s 318ms/step - loss: 1082.9196 - logits_profile_predictions_loss: 1072.2979 - logcount_predictions_loss: 0.2000 - val_loss: 1107.2432 - val_logits_profile_predictions_loss: 1092.8134 - val_logcount_predictions_loss: 0.2717 Epoch 00012: val_loss did not improve from 1100.77747 Epoch 13/50 1/2498 [..............................] - ETA: 13:11 - loss: 1051.5441 - logits_profile_predictions_loss: 1042.0015 - logcount_predictions_loss: 0.1797 2/2498 [..............................] - ETA: 12:40 - loss: 1043.5289 - logits_profile_predictions_loss: 1033.9200 - logcount_predictions_loss: 0.1810 3/2498 [..............................] - ETA: 12:44 - loss: 1049.2373 - logits_profile_predictions_loss: 1038.9981 - logcount_predictions_loss: 0.1928 4/2498 [..............................] - ETA: 12:43 - loss: 1056.6664 - logits_profile_predictions_loss: 1045.8270 - logcount_predictions_loss: 0.2041 5/2498 [..............................] - ETA: 12:42 - loss: 1062.9069 - logits_profile_predictions_loss: 1051.8861 - logcount_predictions_loss: 0.2075 6/2498 [..............................] - ETA: 12:42 - loss: 1069.2238 - logits_profile_predictions_loss: 1058.1131 - logcount_predictions_loss: 0.2092 7/2498 [..............................] - ETA: 12:42 - loss: 1074.2038 - logits_profile_predictions_loss: 1062.9227 - logcount_predictions_loss: 0.2124 8/2498 [..............................] - ETA: 12:41 - loss: 1077.3238 - logits_profile_predictions_loss: 1065.9289 - logcount_predictions_loss: 0.2146 9/2498 [..............................] - ETA: 12:41 - loss: 1080.3637 - logits_profile_predictions_loss: 1068.9154 - logcount_predictions_loss: 0.2156 10/2498 [..............................] - ETA: 12:40 - loss: 1083.8454 - logits_profile_predictions_loss: 1072.3560 - logcount_predictions_loss: 0.2164 11/2498 [..............................] - ETA: 12:40 - loss: 1085.7268 - logits_profile_predictions_loss: 1074.2086 - logcount_predictions_loss: 0.2169 12/2498 [..............................] - ETA: 12:40 - loss: 1086.5430 - logits_profile_predictions_loss: 1074.9963 - logcount_predictions_loss: 0.2175 13/2498 [..............................] - ETA: 12:39 - loss: 1086.5005 - logits_profile_predictions_loss: 1074.9374 - logcount_predictions_loss: 0.2178 14/2498 [..............................] - ETA: 12:39 - loss: 1085.7342 - logits_profile_predictions_loss: 1074.1343 - logcount_predictions_loss: 0.2185 15/2498 [..............................] - ETA: 12:39 - loss: 1084.9979 - logits_profile_predictions_loss: 1073.3760 - logcount_predictions_loss: 0.2189 16/2498 [..............................] - ETA: 12:38 - loss: 1084.7425 - logits_profile_predictions_loss: 1073.1082 - logcount_predictions_loss: 0.2191 17/2498 [..............................] - ETA: 12:38 - loss: 1084.6248 - logits_profile_predictions_loss: 1072.9867 - logcount_predictions_loss: 0.2192 18/2498 [..............................] - ETA: 12:38 - loss: 1084.7668 - logits_profile_predictions_loss: 1073.1236 - logcount_predictions_loss: 0.2193 19/2498 [..............................] - ETA: 12:38 - loss: 1085.0330 - logits_profile_predictions_loss: 1073.3907 - logcount_predictions_loss: 0.2193 20/2498 [..............................] - ETA: 12:37 - loss: 1085.1843 - logits_profile_predictions_loss: 1073.5336 - logcount_predictions_loss: 0.2194 21/2498 [..............................] - ETA: 12:37 - loss: 1084.9673 - logits_profile_predictions_loss: 1073.3057 - logcount_predictions_loss: 0.2196 22/2498 [..............................] - ETA: 12:37 - loss: 1084.9881 - logits_profile_predictions_loss: 1073.3179 - logcount_predictions_loss: 0.2198 23/2498 [..............................] - ETA: 12:36 - loss: 1084.9761 - logits_profile_predictions_loss: 1073.3044 - logcount_predictions_loss: 0.2198 24/2498 [..............................] - ETA: 12:36 - loss: 1085.0155 - logits_profile_predictions_loss: 1073.3394 - logcount_predictions_loss: 0.2199 25/2498 [..............................] - ETA: 12:36 - loss: 1085.0628 - logits_profile_predictions_loss: 1073.3791 - logcount_predictions_loss: 0.2200 26/2498 [..............................] - ETA: 12:35 - loss: 1085.1661 - logits_profile_predictions_loss: 1073.4790 - logcount_predictions_loss: 0.2201 27/2498 [..............................] - ETA: 12:35 - loss: 1085.2440 - logits_profile_predictions_loss: 1073.5539 - logcount_predictions_loss: 0.2201 28/2498 [..............................] - ETA: 12:35 - loss: 1085.2271 - logits_profile_predictions_loss: 1073.5264 - logcount_predictions_loss: 0.2204 29/2498 [..............................] - ETA: 12:35 - loss: 1085.2008 - logits_profile_predictions_loss: 1073.4912 - logcount_predictions_loss: 0.2205 30/2498 [..............................] - ETA: 12:34 - loss: 1085.0301 - logits_profile_predictions_loss: 1073.3128 - logcount_predictions_loss: 0.2207 31/2498 [..............................] - ETA: 12:34 - loss: 1084.8770 - logits_profile_predictions_loss: 1073.1504 - logcount_predictions_loss: 0.2208 32/2498 [..............................] - ETA: 12:34 - loss: 1084.7424 - logits_profile_predictions_loss: 1073.0084 - logcount_predictions_loss: 0.2210 33/2498 [..............................] - ETA: 12:33 - loss: 1084.5628 - logits_profile_predictions_loss: 1072.8205 - logcount_predictions_loss: 0.2211 34/2498 [..............................] - ETA: 12:33 - loss: 1084.3953 - logits_profile_predictions_loss: 1072.6457 - logcount_predictions_loss: 0.2213 35/2498 [..............................] - ETA: 12:33 - loss: 1084.2777 - logits_profile_predictions_loss: 1072.5237 - logcount_predictions_loss: 0.2214 36/2498 [..............................] - ETA: 12:33 - loss: 1084.1259 - logits_profile_predictions_loss: 1072.3664 - logcount_predictions_loss: 0.2215 37/2498 [..............................] - ETA: 12:32 - loss: 1083.9920 - logits_profile_predictions_loss: 1072.2282 - logcount_predictions_loss: 0.2215 38/2498 [..............................] - ETA: 12:32 - loss: 1083.8498 - logits_profile_predictions_loss: 1072.0828 - logcount_predictions_loss: 0.2216 39/2498 [..............................] - ETA: 12:32 - loss: 1083.7436 - logits_profile_predictions_loss: 1071.9749 - logcount_predictions_loss: 0.2216 40/2498 [..............................] - ETA: 12:31 - loss: 1083.6526 - logits_profile_predictions_loss: 1071.8829 - logcount_predictions_loss: 0.2216 41/2498 [..............................] - ETA: 12:31 - loss: 1083.5610 - logits_profile_predictions_loss: 1071.7921 - logcount_predictions_loss: 0.2216 42/2498 [..............................] - ETA: 12:31 - loss: 1083.4779 - logits_profile_predictions_loss: 1071.7124 - logcount_predictions_loss: 0.2216 43/2498 [..............................] - ETA: 12:30 - loss: 1083.4098 - logits_profile_predictions_loss: 1071.6474 - logcount_predictions_loss: 0.2215 44/2498 [..............................] - ETA: 12:30 - loss: 1083.3360 - logits_profile_predictions_loss: 1071.5762 - logcount_predictions_loss: 0.2215 45/2498 [..............................] - ETA: 12:30 - loss: 1083.2364 - logits_profile_predictions_loss: 1071.4807 - logcount_predictions_loss: 0.2214 46/2498 [..............................] - ETA: 12:30 - loss: 1083.1581 - logits_profile_predictions_loss: 1071.4078 - logcount_predictions_loss: 0.2213 47/2498 [..............................] - ETA: 12:29 - loss: 1083.0859 - logits_profile_predictions_loss: 1071.3407 - logcount_predictions_loss: 0.2212 48/2498 [..............................] - ETA: 12:29 - loss: 1083.0248 - logits_profile_predictions_loss: 1071.2859 - logcount_predictions_loss: 0.2211 49/2498 [..............................] - ETA: 12:29 - loss: 1082.9967 - logits_profile_predictions_loss: 1071.2649 - logcount_predictions_loss: 0.2209 50/2498 [..............................] - ETA: 12:28 - loss: 1082.9376 - logits_profile_predictions_loss: 1071.2138 - logcount_predictions_loss: 0.2208 51/2498 [..............................] - ETA: 12:28 - loss: 1082.9189 - logits_profile_predictions_loss: 1071.2035 - logcount_predictions_loss: 0.2206 52/2498 [..............................] - ETA: 12:28 - loss: 1082.8806 - logits_profile_predictions_loss: 1071.1727 - logcount_predictions_loss: 0.2205 53/2498 [..............................] - ETA: 12:28 - loss: 1082.8499 - logits_profile_predictions_loss: 1071.1472 - logcount_predictions_loss: 0.2204 54/2498 [..............................] - ETA: 12:27 - loss: 1082.8011 - logits_profile_predictions_loss: 1071.1035 - logcount_predictions_loss: 0.2203 55/2498 [..............................] - ETA: 12:27 - loss: 1082.7271 - logits_profile_predictions_loss: 1071.0342 - logcount_predictions_loss: 0.2202 56/2498 [..............................] - ETA: 12:27 - loss: 1082.6487 - logits_profile_predictions_loss: 1070.9612 - logcount_predictions_loss: 0.2201 57/2498 [..............................] - ETA: 12:26 - loss: 1082.5712 - logits_profile_predictions_loss: 1070.8900 - logcount_predictions_loss: 0.2200 58/2498 [..............................] - ETA: 12:26 - loss: 1082.4782 - logits_profile_predictions_loss: 1070.8022 - logcount_predictions_loss: 0.2199 59/2498 [..............................] - ETA: 12:26 - loss: 1082.3984 - logits_profile_predictions_loss: 1070.7278 - logcount_predictions_loss: 0.2198 60/2498 [..............................] - ETA: 12:26 - loss: 1082.3137 - logits_profile_predictions_loss: 1070.6483 - logcount_predictions_loss: 0.2197 61/2498 [..............................] - ETA: 12:25 - loss: 1082.2114 - logits_profile_predictions_loss: 1070.5502 - logcount_predictions_loss: 0.2196 62/2498 [..............................] - ETA: 12:25 - loss: 1082.1352 - logits_profile_predictions_loss: 1070.4788 - logcount_predictions_loss: 0.2195 63/2498 [..............................] - ETA: 12:25 - loss: 1082.0838 - logits_profile_predictions_loss: 1070.4325 - logcount_predictions_loss: 0.2194 64/2498 [..............................] - ETA: 12:24 - loss: 1082.0291 - logits_profile_predictions_loss: 1070.3836 - logcount_predictions_loss: 0.2193 65/2498 [..............................] - ETA: 12:24 - loss: 1081.9835 - logits_profile_predictions_loss: 1070.3439 - logcount_predictions_loss: 0.2192 66/2498 [..............................] - ETA: 12:24 - loss: 1081.9331 - logits_profile_predictions_loss: 1070.2991 - logcount_predictions_loss: 0.2191 67/2498 [..............................] - ETA: 12:24 - loss: 1081.8673 - logits_profile_predictions_loss: 1070.2398 - logcount_predictions_loss: 0.2190 68/2498 [..............................] - ETA: 12:23 - loss: 1081.7821 - logits_profile_predictions_loss: 1070.1615 - logcount_predictions_loss: 0.2188 69/2498 [..............................] - ETA: 12:23 - loss: 1081.7192 - logits_profile_predictions_loss: 1070.1060 - logcount_predictions_loss: 0.2187 70/2498 [..............................] - ETA: 12:23 - loss: 1081.6647 - logits_profile_predictions_loss: 1070.0594 - logcount_predictions_loss: 0.2186 71/2498 [..............................] - ETA: 12:22 - loss: 1081.6034 - logits_profile_predictions_loss: 1070.0064 - logcount_predictions_loss: 0.2184 72/2498 [..............................] - ETA: 12:22 - loss: 1081.5272 - logits_profile_predictions_loss: 1069.9387 - logcount_predictions_loss: 0.2182 73/2498 [..............................] - ETA: 12:22 - loss: 1081.4589 - logits_profile_predictions_loss: 1069.8791 - logcount_predictions_loss: 0.2181 74/2498 [..............................] - ETA: 12:21 - loss: 1081.3910 - logits_profile_predictions_loss: 1069.8204 - logcount_predictions_loss: 0.2179 75/2498 [..............................] - ETA: 12:21 - loss: 1081.3362 - logits_profile_predictions_loss: 1069.7750 - logcount_predictions_loss: 0.2177 76/2498 [..............................] - ETA: 12:21 - loss: 1081.2766 - logits_profile_predictions_loss: 1069.7247 - logcount_predictions_loss: 0.2175 77/2498 [..............................] - ETA: 12:21 - loss: 1081.2237 - logits_profile_predictions_loss: 1069.6811 - logcount_predictions_loss: 0.2174 78/2498 [..............................] - ETA: 12:20 - loss: 1081.1633 - logits_profile_predictions_loss: 1069.6298 - logcount_predictions_loss: 0.2172 79/2498 [..............................] - ETA: 12:20 - loss: 1081.1022 - logits_profile_predictions_loss: 1069.5781 - logcount_predictions_loss: 0.2170 80/2498 [..............................] - ETA: 12:20 - loss: 1081.0350 - logits_profile_predictions_loss: 1069.5205 - logcount_predictions_loss: 0.2168 81/2498 [..............................] - ETA: 12:19 - loss: 1080.9710 - logits_profile_predictions_loss: 1069.4665 - logcount_predictions_loss: 0.2167 82/2498 [..............................] - ETA: 12:19 - loss: 1080.9198 - logits_profile_predictions_loss: 1069.4255 - logcount_predictions_loss: 0.2165 83/2498 [..............................] - ETA: 12:19 - loss: 1080.8747 - logits_profile_predictions_loss: 1069.3906 - logcount_predictions_loss: 0.2163 84/2498 [>.............................] - ETA: 12:18 - loss: 1080.8257 - logits_profile_predictions_loss: 1069.3514 - logcount_predictions_loss: 0.2161 85/2498 [>.............................] - ETA: 12:18 - loss: 1080.7859 - logits_profile_predictions_loss: 1069.3213 - logcount_predictions_loss: 0.2159 86/2498 [>.............................] - ETA: 12:18 - loss: 1080.7540 - logits_profile_predictions_loss: 1069.2987 - logcount_predictions_loss: 0.2157 87/2498 [>.............................] - ETA: 12:18 - loss: 1080.7326 - logits_profile_predictions_loss: 1069.2870 - logcount_predictions_loss: 0.2155 88/2498 [>.............................] - ETA: 12:17 - loss: 1080.7116 - logits_profile_predictions_loss: 1069.2753 - logcount_predictions_loss: 0.2154 89/2498 [>.............................] - ETA: 12:17 - loss: 1080.6792 - logits_profile_predictions_loss: 1069.2524 - logcount_predictions_loss: 0.2152 90/2498 [>.............................] - ETA: 12:17 - loss: 1080.6311 - logits_profile_predictions_loss: 1069.2139 - logcount_predictions_loss: 0.2150 91/2498 [>.............................] - ETA: 12:16 - loss: 1080.5859 - logits_profile_predictions_loss: 1069.1777 - logcount_predictions_loss: 0.2148 92/2498 [>.............................] - ETA: 12:16 - loss: 1080.5414 - logits_profile_predictions_loss: 1069.1421 - logcount_predictions_loss: 0.2147 93/2498 [>.............................] - ETA: 12:16 - loss: 1080.5036 - logits_profile_predictions_loss: 1069.1136 - logcount_predictions_loss: 0.2145 94/2498 [>.............................] - ETA: 12:15 - loss: 1080.4592 - logits_profile_predictions_loss: 1069.0784 - logcount_predictions_loss: 0.2143 95/2498 [>.............................] - ETA: 12:15 - loss: 1080.4225 - logits_profile_predictions_loss: 1069.0509 - logcount_predictions_loss: 0.2142 96/2498 [>.............................] - ETA: 12:15 - loss: 1080.3883 - logits_profile_predictions_loss: 1069.0261 - logcount_predictions_loss: 0.2140 97/2498 [>.............................] - ETA: 12:15 - loss: 1080.3493 - logits_profile_predictions_loss: 1068.9966 - logcount_predictions_loss: 0.2138 98/2498 [>.............................] - ETA: 12:14 - loss: 1080.3078 - logits_profile_predictions_loss: 1068.9644 - logcount_predictions_loss: 0.2136 99/2498 [>.............................] - ETA: 12:14 - loss: 1080.2705 - logits_profile_predictions_loss: 1068.9364 - logcount_predictions_loss: 0.2134 100/2498 [>.............................] - ETA: 12:14 - loss: 1080.2363 - logits_profile_predictions_loss: 1068.9117 - logcount_predictions_loss: 0.2133 101/2498 [>.............................] - ETA: 12:14 - loss: 1080.2017 - logits_profile_predictions_loss: 1068.8862 - logcount_predictions_loss: 0.2131 102/2498 [>.............................] - ETA: 12:13 - loss: 1080.1670 - logits_profile_predictions_loss: 1068.8608 - logcount_predictions_loss: 0.2129 103/2498 [>.............................] - ETA: 12:13 - loss: 1080.1317 - logits_profile_predictions_loss: 1068.8347 - logcount_predictions_loss: 0.2127 104/2498 [>.............................] - ETA: 12:13 - loss: 1080.1062 - logits_profile_predictions_loss: 1068.8184 - logcount_predictions_loss: 0.2126 105/2498 [>.............................] - ETA: 12:12 - loss: 1080.0842 - logits_profile_predictions_loss: 1068.8055 - logcount_predictions_loss: 0.2124 106/2498 [>.............................] - ETA: 12:12 - loss: 1080.0512 - logits_profile_predictions_loss: 1068.7813 - logcount_predictions_loss: 0.2122 107/2498 [>.............................] - ETA: 12:12 - loss: 1080.0138 - logits_profile_predictions_loss: 1068.7527 - logcount_predictions_loss: 0.2121 108/2498 [>.............................] - ETA: 12:11 - loss: 1079.9858 - logits_profile_predictions_loss: 1068.7335 - logcount_predictions_loss: 0.2119 109/2498 [>.............................] - ETA: 12:11 - loss: 1079.9576 - logits_profile_predictions_loss: 1068.7138 - logcount_predictions_loss: 0.2117 110/2498 [>.............................] - ETA: 12:11 - loss: 1079.9323 - logits_profile_predictions_loss: 1068.6969 - logcount_predictions_loss: 0.2116 111/2498 [>.............................] - ETA: 12:11 - loss: 1079.9072 - logits_profile_predictions_loss: 1068.6797 - logcount_predictions_loss: 0.2114 112/2498 [>.............................] - ETA: 12:10 - loss: 1079.8837 - logits_profile_predictions_loss: 1068.6633 - logcount_predictions_loss: 0.2113 113/2498 [>.............................] - ETA: 12:10 - loss: 1079.8638 - logits_profile_predictions_loss: 1068.6505 - logcount_predictions_loss: 0.2112 114/2498 [>.............................] - ETA: 12:10 - loss: 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loss: 1078.1887 - logits_profile_predictions_loss: 1067.8481 - logcount_predictions_loss: 0.1947 2483/2498 [============================>.] - ETA: 4s - loss: 1078.1895 - logits_profile_predictions_loss: 1067.8488 - logcount_predictions_loss: 0.1947 2484/2498 [============================>.] - ETA: 4s - loss: 1078.1902 - logits_profile_predictions_loss: 1067.8496 - logcount_predictions_loss: 0.1947 2485/2498 [============================>.] - ETA: 3s - loss: 1078.1910 - logits_profile_predictions_loss: 1067.8503 - logcount_predictions_loss: 0.1947 2486/2498 [============================>.] - ETA: 3s - loss: 1078.1918 - logits_profile_predictions_loss: 1067.8511 - logcount_predictions_loss: 0.1947 2487/2498 [============================>.] - ETA: 3s - loss: 1078.1926 - logits_profile_predictions_loss: 1067.8519 - logcount_predictions_loss: 0.1947 2488/2498 [============================>.] - ETA: 3s - loss: 1078.1934 - logits_profile_predictions_loss: 1067.8526 - logcount_predictions_loss: 0.1947 2489/2498 [============================>.] - ETA: 2s - loss: 1078.1941 - logits_profile_predictions_loss: 1067.8534 - logcount_predictions_loss: 0.1947 2490/2498 [============================>.] - ETA: 2s - loss: 1078.1949 - logits_profile_predictions_loss: 1067.8541 - logcount_predictions_loss: 0.1947 2491/2498 [============================>.] - ETA: 2s - loss: 1078.1957 - logits_profile_predictions_loss: 1067.8549 - logcount_predictions_loss: 0.1947 2492/2498 [============================>.] - ETA: 1s - loss: 1078.1965 - logits_profile_predictions_loss: 1067.8557 - logcount_predictions_loss: 0.1947 2493/2498 [============================>.] - ETA: 1s - loss: 1078.1972 - logits_profile_predictions_loss: 1067.8564 - logcount_predictions_loss: 0.1947 2494/2498 [============================>.] - ETA: 1s - loss: 1078.1980 - logits_profile_predictions_loss: 1067.8572 - logcount_predictions_loss: 0.1947 2495/2498 [============================>.] - ETA: 0s - loss: 1078.1988 - logits_profile_predictions_loss: 1067.8579 - logcount_predictions_loss: 0.1947 2496/2498 [============================>.] - ETA: 0s - loss: 1078.1996 - logits_profile_predictions_loss: 1067.8587 - logcount_predictions_loss: 0.1947 2497/2498 [============================>.] - ETA: 0s - loss: 1078.2003 - logits_profile_predictions_loss: 1067.8595 - logcount_predictions_loss: 0.1947 2498/2498 [==============================] - ETA: 0s - loss: 1078.2011 - logits_profile_predictions_loss: 1067.8602 - logcount_predictions_loss: 0.1947 2498/2498 [==============================] - 794s 318ms/step - loss: 1078.2019 - logits_profile_predictions_loss: 1067.8610 - logcount_predictions_loss: 0.1947 - val_loss: 1103.5428 - val_logits_profile_predictions_loss: 1089.8319 - val_logcount_predictions_loss: 0.2582 Epoch 00013: val_loss did not improve from 1100.77747 Epoch 14/50 1/2498 [..............................] - ETA: 13:07 - loss: 1135.2587 - logits_profile_predictions_loss: 1127.4705 - logcount_predictions_loss: 0.1467 2/2498 [..............................] - ETA: 12:40 - loss: 1114.0539 - logits_profile_predictions_loss: 1105.3168 - logcount_predictions_loss: 0.1645 3/2498 [..............................] - ETA: 12:39 - loss: 1106.8153 - logits_profile_predictions_loss: 1098.1289 - logcount_predictions_loss: 0.1636 4/2498 [..............................] - ETA: 12:41 - loss: 1101.4623 - logits_profile_predictions_loss: 1092.6117 - logcount_predictions_loss: 0.1667 5/2498 [..............................] - ETA: 12:41 - loss: 1098.2060 - logits_profile_predictions_loss: 1089.3150 - logcount_predictions_loss: 0.1674 6/2498 [..............................] - ETA: 12:40 - loss: 1094.6083 - logits_profile_predictions_loss: 1085.6750 - logcount_predictions_loss: 0.1682 7/2498 [..............................] - ETA: 12:40 - loss: 1090.7458 - logits_profile_predictions_loss: 1081.7865 - logcount_predictions_loss: 0.1687 8/2498 [..............................] - ETA: 12:40 - loss: 1087.9528 - logits_profile_predictions_loss: 1078.9723 - logcount_predictions_loss: 0.1691 9/2498 [..............................] - ETA: 12:39 - loss: 1086.2593 - logits_profile_predictions_loss: 1077.2943 - logcount_predictions_loss: 0.1688 10/2498 [..............................] - ETA: 12:39 - loss: 1084.9160 - logits_profile_predictions_loss: 1075.9284 - logcount_predictions_loss: 0.1693 11/2498 [..............................] - ETA: 12:39 - loss: 1083.4035 - logits_profile_predictions_loss: 1074.3180 - logcount_predictions_loss: 0.1711 12/2498 [..............................] - ETA: 12:38 - loss: 1081.8976 - logits_profile_predictions_loss: 1072.7229 - logcount_predictions_loss: 0.1728 13/2498 [..............................] - ETA: 12:38 - loss: 1080.9302 - logits_profile_predictions_loss: 1071.6888 - logcount_predictions_loss: 0.1740 14/2498 [..............................] - ETA: 12:39 - loss: 1080.0151 - logits_profile_predictions_loss: 1070.6943 - logcount_predictions_loss: 0.1755 15/2498 [..............................] - ETA: 12:38 - loss: 1079.0670 - logits_profile_predictions_loss: 1069.6846 - logcount_predictions_loss: 0.1767 16/2498 [..............................] - ETA: 12:38 - loss: 1078.1951 - logits_profile_predictions_loss: 1068.7728 - logcount_predictions_loss: 0.1774 17/2498 [..............................] - ETA: 12:38 - loss: 1077.6928 - logits_profile_predictions_loss: 1068.2390 - logcount_predictions_loss: 0.1780 18/2498 [..............................] - ETA: 12:37 - loss: 1077.3821 - logits_profile_predictions_loss: 1067.8961 - logcount_predictions_loss: 0.1786 19/2498 [..............................] - ETA: 12:37 - loss: 1077.0246 - logits_profile_predictions_loss: 1067.5143 - logcount_predictions_loss: 0.1791 20/2498 [..............................] - ETA: 12:37 - loss: 1076.5804 - logits_profile_predictions_loss: 1067.0561 - logcount_predictions_loss: 0.1794 21/2498 [..............................] - ETA: 12:36 - loss: 1076.1816 - logits_profile_predictions_loss: 1066.6443 - logcount_predictions_loss: 0.1796 22/2498 [..............................] - ETA: 12:36 - loss: 1075.7384 - logits_profile_predictions_loss: 1066.1968 - logcount_predictions_loss: 0.1797 23/2498 [..............................] - ETA: 12:36 - loss: 1075.2701 - logits_profile_predictions_loss: 1065.7275 - logcount_predictions_loss: 0.1797 24/2498 [..............................] - ETA: 12:35 - loss: 1075.1647 - logits_profile_predictions_loss: 1065.6244 - logcount_predictions_loss: 0.1797 25/2498 [..............................] - ETA: 12:35 - loss: 1075.0225 - logits_profile_predictions_loss: 1065.4784 - logcount_predictions_loss: 0.1797 26/2498 [..............................] - ETA: 12:35 - loss: 1074.8464 - logits_profile_predictions_loss: 1065.2926 - logcount_predictions_loss: 0.1799 27/2498 [..............................] - ETA: 12:35 - loss: 1074.6151 - logits_profile_predictions_loss: 1065.0483 - logcount_predictions_loss: 0.1802 28/2498 [..............................] - ETA: 12:34 - loss: 1074.4086 - logits_profile_predictions_loss: 1064.8278 - logcount_predictions_loss: 0.1804 29/2498 [..............................] - ETA: 12:34 - loss: 1074.1141 - logits_profile_predictions_loss: 1064.5213 - logcount_predictions_loss: 0.1807 30/2498 [..............................] - ETA: 12:34 - loss: 1074.0067 - logits_profile_predictions_loss: 1064.4032 - logcount_predictions_loss: 0.1809 31/2498 [..............................] - ETA: 12:33 - loss: 1073.9221 - logits_profile_predictions_loss: 1064.3098 - logcount_predictions_loss: 0.1810 32/2498 [..............................] - ETA: 12:33 - loss: 1073.7599 - logits_profile_predictions_loss: 1064.1387 - logcount_predictions_loss: 0.1812 33/2498 [..............................] - ETA: 12:33 - loss: 1073.6823 - logits_profile_predictions_loss: 1064.0553 - logcount_predictions_loss: 0.1813 34/2498 [..............................] - ETA: 12:33 - loss: 1073.5227 - logits_profile_predictions_loss: 1063.8899 - logcount_predictions_loss: 0.1814 35/2498 [..............................] - ETA: 12:32 - loss: 1073.3512 - logits_profile_predictions_loss: 1063.7146 - logcount_predictions_loss: 0.1815 36/2498 [..............................] - ETA: 12:32 - loss: 1073.1903 - logits_profile_predictions_loss: 1063.5515 - logcount_predictions_loss: 0.1815 37/2498 [..............................] - ETA: 12:32 - loss: 1073.0306 - logits_profile_predictions_loss: 1063.3914 - logcount_predictions_loss: 0.1815 38/2498 [..............................] - ETA: 12:31 - loss: 1072.8678 - logits_profile_predictions_loss: 1063.2276 - logcount_predictions_loss: 0.1815 39/2498 [..............................] - ETA: 12:31 - loss: 1072.7008 - logits_profile_predictions_loss: 1063.0602 - logcount_predictions_loss: 0.1816 40/2498 [..............................] - ETA: 12:31 - loss: 1072.5949 - logits_profile_predictions_loss: 1062.9533 - logcount_predictions_loss: 0.1816 41/2498 [..............................] - ETA: 12:30 - loss: 1072.4963 - logits_profile_predictions_loss: 1062.8530 - logcount_predictions_loss: 0.1816 42/2498 [..............................] - ETA: 12:30 - loss: 1072.4046 - logits_profile_predictions_loss: 1062.7609 - logcount_predictions_loss: 0.1816 43/2498 [..............................] - ETA: 12:30 - loss: 1072.2669 - logits_profile_predictions_loss: 1062.6244 - logcount_predictions_loss: 0.1816 44/2498 [..............................] - ETA: 12:30 - loss: 1072.1779 - logits_profile_predictions_loss: 1062.5355 - logcount_predictions_loss: 0.1816 45/2498 [..............................] - ETA: 12:29 - loss: 1072.0663 - logits_profile_predictions_loss: 1062.4237 - logcount_predictions_loss: 0.1816 46/2498 [..............................] - ETA: 12:29 - loss: 1072.0311 - logits_profile_predictions_loss: 1062.3904 - logcount_predictions_loss: 0.1816 47/2498 [..............................] - ETA: 12:29 - loss: 1071.9961 - logits_profile_predictions_loss: 1062.3572 - logcount_predictions_loss: 0.1815 48/2498 [..............................] - ETA: 12:28 - loss: 1071.9664 - logits_profile_predictions_loss: 1062.3304 - logcount_predictions_loss: 0.1815 49/2498 [..............................] - ETA: 12:28 - loss: 1071.9282 - logits_profile_predictions_loss: 1062.2930 - logcount_predictions_loss: 0.1815 50/2498 [..............................] - ETA: 12:28 - loss: 1071.8923 - logits_profile_predictions_loss: 1062.2583 - logcount_predictions_loss: 0.1814 51/2498 [..............................] - ETA: 12:28 - loss: 1071.8462 - logits_profile_predictions_loss: 1062.2135 - logcount_predictions_loss: 0.1814 52/2498 [..............................] - ETA: 12:27 - loss: 1071.8148 - logits_profile_predictions_loss: 1062.1826 - logcount_predictions_loss: 0.1814 53/2498 [..............................] - ETA: 12:27 - loss: 1071.8058 - logits_profile_predictions_loss: 1062.1731 - logcount_predictions_loss: 0.1814 54/2498 [..............................] - ETA: 12:27 - loss: 1071.7796 - logits_profile_predictions_loss: 1062.1459 - logcount_predictions_loss: 0.1814 55/2498 [..............................] - ETA: 12:26 - loss: 1071.7578 - logits_profile_predictions_loss: 1062.1236 - logcount_predictions_loss: 0.1814 56/2498 [..............................] - ETA: 12:26 - loss: 1071.7394 - logits_profile_predictions_loss: 1062.1057 - logcount_predictions_loss: 0.1814 57/2498 [..............................] - ETA: 12:26 - loss: 1071.7356 - logits_profile_predictions_loss: 1062.1030 - logcount_predictions_loss: 0.1814 58/2498 [..............................] - ETA: 12:25 - loss: 1071.7266 - logits_profile_predictions_loss: 1062.0948 - logcount_predictions_loss: 0.1814 59/2498 [..............................] - ETA: 12:25 - loss: 1071.7044 - logits_profile_predictions_loss: 1062.0743 - logcount_predictions_loss: 0.1814 60/2498 [..............................] - ETA: 12:25 - loss: 1071.6720 - logits_profile_predictions_loss: 1062.0430 - logcount_predictions_loss: 0.1813 61/2498 [..............................] - ETA: 12:25 - loss: 1071.6467 - logits_profile_predictions_loss: 1062.0194 - logcount_predictions_loss: 0.1813 62/2498 [..............................] - ETA: 12:24 - loss: 1071.6144 - logits_profile_predictions_loss: 1061.9891 - logcount_predictions_loss: 0.1813 63/2498 [..............................] - ETA: 12:24 - loss: 1071.5697 - logits_profile_predictions_loss: 1061.9464 - logcount_predictions_loss: 0.1812 64/2498 [..............................] - ETA: 12:24 - loss: 1071.5055 - logits_profile_predictions_loss: 1061.8848 - logcount_predictions_loss: 0.1812 65/2498 [..............................] - ETA: 12:23 - loss: 1071.4273 - logits_profile_predictions_loss: 1061.8097 - logcount_predictions_loss: 0.1811 66/2498 [..............................] - ETA: 12:23 - loss: 1071.3477 - logits_profile_predictions_loss: 1061.7335 - logcount_predictions_loss: 0.1811 67/2498 [..............................] - ETA: 12:23 - loss: 1071.2726 - logits_profile_predictions_loss: 1061.6618 - logcount_predictions_loss: 0.1810 68/2498 [..............................] - ETA: 12:23 - loss: 1071.2082 - logits_profile_predictions_loss: 1061.6010 - logcount_predictions_loss: 0.1809 69/2498 [..............................] - ETA: 12:22 - loss: 1071.1295 - logits_profile_predictions_loss: 1061.5249 - logcount_predictions_loss: 0.1809 70/2498 [..............................] - ETA: 12:22 - loss: 1071.0400 - logits_profile_predictions_loss: 1061.4383 - logcount_predictions_loss: 0.1808 71/2498 [..............................] - ETA: 12:22 - loss: 1070.9497 - logits_profile_predictions_loss: 1061.3515 - logcount_predictions_loss: 0.1808 72/2498 [..............................] - ETA: 12:21 - loss: 1070.8322 - logits_profile_predictions_loss: 1061.2370 - logcount_predictions_loss: 0.1807 73/2498 [..............................] - ETA: 12:21 - loss: 1070.7248 - logits_profile_predictions_loss: 1061.1331 - logcount_predictions_loss: 0.1806 74/2498 [..............................] - ETA: 12:21 - loss: 1070.6252 - logits_profile_predictions_loss: 1061.0370 - logcount_predictions_loss: 0.1806 75/2498 [..............................] - ETA: 12:20 - loss: 1070.5326 - logits_profile_predictions_loss: 1060.9481 - logcount_predictions_loss: 0.1805 76/2498 [..............................] - ETA: 12:20 - loss: 1070.4530 - logits_profile_predictions_loss: 1060.8708 - logcount_predictions_loss: 0.1805 77/2498 [..............................] - ETA: 12:20 - loss: 1070.3866 - logits_profile_predictions_loss: 1060.8067 - logcount_predictions_loss: 0.1804 78/2498 [..............................] - ETA: 12:20 - loss: 1070.3194 - logits_profile_predictions_loss: 1060.7421 - logcount_predictions_loss: 0.1804 79/2498 [..............................] - ETA: 12:19 - loss: 1070.2611 - logits_profile_predictions_loss: 1060.6864 - 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12:20 - loss: 1063.1884 - logits_profile_predictions_loss: 1054.6236 - logcount_predictions_loss: 0.1613 78/2498 [..............................] - ETA: 12:20 - loss: 1063.1245 - logits_profile_predictions_loss: 1054.5603 - logcount_predictions_loss: 0.1613 79/2498 [..............................] - ETA: 12:19 - loss: 1063.0642 - logits_profile_predictions_loss: 1054.5004 - logcount_predictions_loss: 0.1613 80/2498 [..............................] - ETA: 12:19 - loss: 1062.9968 - logits_profile_predictions_loss: 1054.4334 - logcount_predictions_loss: 0.1613 81/2498 [..............................] - ETA: 12:19 - loss: 1062.9067 - logits_profile_predictions_loss: 1054.3438 - logcount_predictions_loss: 0.1613 82/2498 [..............................] - ETA: 12:19 - loss: 1062.8153 - logits_profile_predictions_loss: 1054.2522 - logcount_predictions_loss: 0.1613 83/2498 [..............................] - ETA: 12:18 - loss: 1062.7285 - logits_profile_predictions_loss: 1054.1653 - logcount_predictions_loss: 0.1613 84/2498 [>.............................] - ETA: 12:18 - loss: 1062.6398 - logits_profile_predictions_loss: 1054.0765 - logcount_predictions_loss: 0.1613 85/2498 [>.............................] - ETA: 12:18 - loss: 1062.5514 - logits_profile_predictions_loss: 1053.9882 - logcount_predictions_loss: 0.1613 86/2498 [>.............................] - ETA: 12:17 - loss: 1062.4663 - logits_profile_predictions_loss: 1053.9033 - logcount_predictions_loss: 0.1613 87/2498 [>.............................] - ETA: 12:17 - loss: 1062.3949 - logits_profile_predictions_loss: 1053.8323 - logcount_predictions_loss: 0.1613 88/2498 [>.............................] - ETA: 12:17 - loss: 1062.3319 - logits_profile_predictions_loss: 1053.7695 - logcount_predictions_loss: 0.1613 89/2498 [>.............................] - ETA: 12:17 - loss: 1062.2702 - logits_profile_predictions_loss: 1053.7072 - logcount_predictions_loss: 0.1613 90/2498 [>.............................] - ETA: 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ETA: 12:12 - loss: 1061.3999 - logits_profile_predictions_loss: 1052.8354 - logcount_predictions_loss: 0.1613 104/2498 [>.............................] - ETA: 12:12 - loss: 1061.3485 - logits_profile_predictions_loss: 1052.7839 - logcount_predictions_loss: 0.1613 105/2498 [>.............................] - ETA: 12:12 - loss: 1061.3072 - logits_profile_predictions_loss: 1052.7428 - logcount_predictions_loss: 0.1613 106/2498 [>.............................] - ETA: 12:11 - loss: 1061.2646 - logits_profile_predictions_loss: 1052.7003 - logcount_predictions_loss: 0.1613 107/2498 [>.............................] - ETA: 12:11 - loss: 1061.2306 - logits_profile_predictions_loss: 1052.6663 - logcount_predictions_loss: 0.1613 108/2498 [>.............................] - ETA: 12:11 - loss: 1061.2015 - logits_profile_predictions_loss: 1052.6372 - logcount_predictions_loss: 0.1613 109/2498 [>.............................] - ETA: 12:11 - loss: 1061.1744 - logits_profile_predictions_loss: 1052.6099 - 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- ETA: 12:08 - loss: 1061.0447 - logits_profile_predictions_loss: 1052.4813 - logcount_predictions_loss: 0.1613 117/2498 [>.............................] - ETA: 12:08 - loss: 1061.0148 - logits_profile_predictions_loss: 1052.4517 - logcount_predictions_loss: 0.1613 118/2498 [>.............................] - ETA: 12:08 - loss: 1060.9837 - logits_profile_predictions_loss: 1052.4208 - logcount_predictions_loss: 0.1613 119/2498 [>.............................] - ETA: 12:08 - loss: 1060.9537 - logits_profile_predictions_loss: 1052.3911 - logcount_predictions_loss: 0.1613 120/2498 [>.............................] - ETA: 12:07 - loss: 1060.9217 - logits_profile_predictions_loss: 1052.3593 - logcount_predictions_loss: 0.1613 121/2498 [>.............................] - ETA: 12:07 - loss: 1060.8887 - logits_profile_predictions_loss: 1052.3265 - logcount_predictions_loss: 0.1612 122/2498 [>.............................] - ETA: 12:07 - loss: 1060.8585 - logits_profile_predictions_loss: 1052.2966 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ETA: 26s - loss: 1064.3163 - logits_profile_predictions_loss: 1055.8224 - logcount_predictions_loss: 0.1600 2413/2498 [===========================>..] - ETA: 26s - loss: 1064.3162 - logits_profile_predictions_loss: 1055.8223 - logcount_predictions_loss: 0.1600 2414/2498 [===========================>..] - ETA: 25s - loss: 1064.3161 - logits_profile_predictions_loss: 1055.8223 - logcount_predictions_loss: 0.1600 2415/2498 [============================>.] - ETA: 25s - loss: 1064.3160 - logits_profile_predictions_loss: 1055.8222 - logcount_predictions_loss: 0.1600 2416/2498 [============================>.] - ETA: 25s - loss: 1064.3159 - logits_profile_predictions_loss: 1055.8221 - logcount_predictions_loss: 0.1600 2417/2498 [============================>.] - ETA: 24s - loss: 1064.3158 - logits_profile_predictions_loss: 1055.8220 - logcount_predictions_loss: 0.1600 2418/2498 [============================>.] - ETA: 24s - loss: 1064.3157 - logits_profile_predictions_loss: 1055.8219 - logcount_predictions_loss: 0.1600 2419/2498 [============================>.] - ETA: 24s - loss: 1064.3156 - logits_profile_predictions_loss: 1055.8219 - logcount_predictions_loss: 0.1600 2420/2498 [============================>.] - ETA: 23s - loss: 1064.3155 - logits_profile_predictions_loss: 1055.8218 - logcount_predictions_loss: 0.1600 2421/2498 [============================>.] - ETA: 23s - loss: 1064.3154 - logits_profile_predictions_loss: 1055.8217 - logcount_predictions_loss: 0.1600 2422/2498 [============================>.] - ETA: 23s - loss: 1064.3153 - logits_profile_predictions_loss: 1055.8216 - logcount_predictions_loss: 0.1600 2423/2498 [============================>.] - ETA: 23s - loss: 1064.3152 - logits_profile_predictions_loss: 1055.8215 - logcount_predictions_loss: 0.1600 2424/2498 [============================>.] - ETA: 22s - loss: 1064.3150 - logits_profile_predictions_loss: 1055.8214 - logcount_predictions_loss: 0.1600 2425/2498 [============================>.] - ETA: 22s - loss: 1064.3149 - logits_profile_predictions_loss: 1055.8213 - logcount_predictions_loss: 0.1600 2426/2498 [============================>.] - ETA: 22s - loss: 1064.3148 - logits_profile_predictions_loss: 1055.8212 - logcount_predictions_loss: 0.1600 2427/2498 [============================>.] - ETA: 21s - loss: 1064.3147 - logits_profile_predictions_loss: 1055.8211 - logcount_predictions_loss: 0.1600 2428/2498 [============================>.] - ETA: 21s - loss: 1064.3146 - logits_profile_predictions_loss: 1055.8210 - logcount_predictions_loss: 0.1600 2429/2498 [============================>.] - ETA: 21s - loss: 1064.3144 - logits_profile_predictions_loss: 1055.8209 - logcount_predictions_loss: 0.1600 2430/2498 [============================>.] - ETA: 20s - loss: 1064.3143 - logits_profile_predictions_loss: 1055.8208 - logcount_predictions_loss: 0.1600 2431/2498 [============================>.] - ETA: 20s - loss: 1064.3142 - logits_profile_predictions_loss: 1055.8207 - logcount_predictions_loss: 0.1600 2432/2498 [============================>.] - ETA: 20s - loss: 1064.3141 - logits_profile_predictions_loss: 1055.8206 - logcount_predictions_loss: 0.1600 2433/2498 [============================>.] - ETA: 19s - loss: 1064.3140 - logits_profile_predictions_loss: 1055.8206 - logcount_predictions_loss: 0.1600 2434/2498 [============================>.] - ETA: 19s - loss: 1064.3140 - logits_profile_predictions_loss: 1055.8205 - logcount_predictions_loss: 0.1600 2435/2498 [============================>.] - ETA: 19s - loss: 1064.3139 - logits_profile_predictions_loss: 1055.8204 - logcount_predictions_loss: 0.1600 2436/2498 [============================>.] - ETA: 19s - loss: 1064.3138 - logits_profile_predictions_loss: 1055.8204 - logcount_predictions_loss: 0.1600 2437/2498 [============================>.] - ETA: 18s - loss: 1064.3137 - logits_profile_predictions_loss: 1055.8203 - logcount_predictions_loss: 0.1600 2438/2498 [============================>.] - ETA: 18s - loss: 1064.3136 - logits_profile_predictions_loss: 1055.8202 - logcount_predictions_loss: 0.1600 2439/2498 [============================>.] - ETA: 18s - loss: 1064.3135 - logits_profile_predictions_loss: 1055.8201 - logcount_predictions_loss: 0.1600 2440/2498 [============================>.] - ETA: 17s - loss: 1064.3134 - logits_profile_predictions_loss: 1055.8201 - logcount_predictions_loss: 0.1600 2441/2498 [============================>.] - ETA: 17s - loss: 1064.3133 - logits_profile_predictions_loss: 1055.8200 - logcount_predictions_loss: 0.1600 2442/2498 [============================>.] - ETA: 17s - loss: 1064.3132 - logits_profile_predictions_loss: 1055.8199 - logcount_predictions_loss: 0.1600 2443/2498 [============================>.] - ETA: 16s - loss: 1064.3131 - logits_profile_predictions_loss: 1055.8198 - logcount_predictions_loss: 0.1600 2444/2498 [============================>.] - ETA: 16s - loss: 1064.3130 - logits_profile_predictions_loss: 1055.8197 - logcount_predictions_loss: 0.1600 2445/2498 [============================>.] - ETA: 16s - loss: 1064.3129 - logits_profile_predictions_loss: 1055.8197 - logcount_predictions_loss: 0.1600 2446/2498 [============================>.] - ETA: 15s - loss: 1064.3128 - logits_profile_predictions_loss: 1055.8196 - logcount_predictions_loss: 0.1600 2447/2498 [============================>.] - ETA: 15s - loss: 1064.3127 - logits_profile_predictions_loss: 1055.8195 - logcount_predictions_loss: 0.1600 2448/2498 [============================>.] - ETA: 15s - loss: 1064.3126 - logits_profile_predictions_loss: 1055.8195 - logcount_predictions_loss: 0.1600 2449/2498 [============================>.] - ETA: 15s - loss: 1064.3125 - logits_profile_predictions_loss: 1055.8194 - logcount_predictions_loss: 0.1600 2450/2498 [============================>.] - ETA: 14s - loss: 1064.3125 - logits_profile_predictions_loss: 1055.8193 - logcount_predictions_loss: 0.1600 2451/2498 [============================>.] - ETA: 14s - loss: 1064.3124 - logits_profile_predictions_loss: 1055.8193 - logcount_predictions_loss: 0.1600 2452/2498 [============================>.] - ETA: 14s - loss: 1064.3123 - logits_profile_predictions_loss: 1055.8192 - logcount_predictions_loss: 0.1600 2453/2498 [============================>.] - ETA: 13s - loss: 1064.3122 - logits_profile_predictions_loss: 1055.8191 - logcount_predictions_loss: 0.1600 2454/2498 [============================>.] - ETA: 13s - loss: 1064.3121 - logits_profile_predictions_loss: 1055.8190 - logcount_predictions_loss: 0.1600 2455/2498 [============================>.] - ETA: 13s - loss: 1064.3120 - logits_profile_predictions_loss: 1055.8190 - logcount_predictions_loss: 0.1600 2456/2498 [============================>.] - ETA: 12s - loss: 1064.3119 - logits_profile_predictions_loss: 1055.8189 - logcount_predictions_loss: 0.1600 2457/2498 [============================>.] - ETA: 12s - loss: 1064.3118 - logits_profile_predictions_loss: 1055.8188 - logcount_predictions_loss: 0.1600 2458/2498 [============================>.] - ETA: 12s - loss: 1064.3117 - logits_profile_predictions_loss: 1055.8188 - logcount_predictions_loss: 0.1600 2459/2498 [============================>.] - ETA: 11s - loss: 1064.3116 - logits_profile_predictions_loss: 1055.8187 - logcount_predictions_loss: 0.1600 2460/2498 [============================>.] - ETA: 11s - loss: 1064.3115 - logits_profile_predictions_loss: 1055.8186 - logcount_predictions_loss: 0.1600 2461/2498 [============================>.] - ETA: 11s - loss: 1064.3114 - logits_profile_predictions_loss: 1055.8185 - logcount_predictions_loss: 0.1599 2462/2498 [============================>.] - ETA: 11s - loss: 1064.3113 - logits_profile_predictions_loss: 1055.8185 - logcount_predictions_loss: 0.1599 2463/2498 [============================>.] - ETA: 10s - loss: 1064.3112 - logits_profile_predictions_loss: 1055.8184 - logcount_predictions_loss: 0.1599 2464/2498 [============================>.] - ETA: 10s - loss: 1064.3111 - logits_profile_predictions_loss: 1055.8183 - logcount_predictions_loss: 0.1599 2465/2498 [============================>.] - ETA: 10s - loss: 1064.3110 - logits_profile_predictions_loss: 1055.8183 - logcount_predictions_loss: 0.1599 2466/2498 [============================>.] - ETA: 9s - loss: 1064.3110 - logits_profile_predictions_loss: 1055.8182 - logcount_predictions_loss: 0.1599  2467/2498 [============================>.] - ETA: 9s - loss: 1064.3109 - logits_profile_predictions_loss: 1055.8181 - logcount_predictions_loss: 0.1599 2468/2498 [============================>.] - ETA: 9s - loss: 1064.3108 - logits_profile_predictions_loss: 1055.8180 - logcount_predictions_loss: 0.1599 2469/2498 [============================>.] - ETA: 8s - loss: 1064.3107 - logits_profile_predictions_loss: 1055.8180 - logcount_predictions_loss: 0.1599 2470/2498 [============================>.] - ETA: 8s - loss: 1064.3106 - logits_profile_predictions_loss: 1055.8179 - logcount_predictions_loss: 0.1599 2471/2498 [============================>.] - ETA: 8s - loss: 1064.3105 - logits_profile_predictions_loss: 1055.8178 - logcount_predictions_loss: 0.1599 2472/2498 [============================>.] - ETA: 7s - loss: 1064.3104 - logits_profile_predictions_loss: 1055.8178 - logcount_predictions_loss: 0.1599 2473/2498 [============================>.] - ETA: 7s - loss: 1064.3103 - logits_profile_predictions_loss: 1055.8177 - logcount_predictions_loss: 0.1599 2474/2498 [============================>.] - ETA: 7s - loss: 1064.3102 - logits_profile_predictions_loss: 1055.8176 - logcount_predictions_loss: 0.1599 2475/2498 [============================>.] - ETA: 7s - loss: 1064.3101 - logits_profile_predictions_loss: 1055.8175 - logcount_predictions_loss: 0.1599 2476/2498 [============================>.] - ETA: 6s - loss: 1064.3099 - logits_profile_predictions_loss: 1055.8174 - logcount_predictions_loss: 0.1599 2477/2498 [============================>.] - ETA: 6s - loss: 1064.3098 - logits_profile_predictions_loss: 1055.8173 - logcount_predictions_loss: 0.1599 2478/2498 [============================>.] - ETA: 6s - loss: 1064.3097 - logits_profile_predictions_loss: 1055.8172 - logcount_predictions_loss: 0.1599 2479/2498 [============================>.] - ETA: 5s - loss: 1064.3096 - logits_profile_predictions_loss: 1055.8171 - logcount_predictions_loss: 0.1599 2480/2498 [============================>.] - ETA: 5s - loss: 1064.3094 - logits_profile_predictions_loss: 1055.8170 - logcount_predictions_loss: 0.1599 2481/2498 [============================>.] - ETA: 5s - loss: 1064.3093 - logits_profile_predictions_loss: 1055.8169 - logcount_predictions_loss: 0.1599 2482/2498 [============================>.] - ETA: 4s - loss: 1064.3092 - logits_profile_predictions_loss: 1055.8168 - logcount_predictions_loss: 0.1599 2483/2498 [============================>.] - ETA: 4s - loss: 1064.3090 - logits_profile_predictions_loss: 1055.8166 - logcount_predictions_loss: 0.1599 2484/2498 [============================>.] - ETA: 4s - loss: 1064.3089 - logits_profile_predictions_loss: 1055.8165 - logcount_predictions_loss: 0.1599 2485/2498 [============================>.] - ETA: 3s - loss: 1064.3087 - logits_profile_predictions_loss: 1055.8164 - logcount_predictions_loss: 0.1599 2486/2498 [============================>.] - ETA: 3s - loss: 1064.3085 - logits_profile_predictions_loss: 1055.8162 - logcount_predictions_loss: 0.1599 2487/2498 [============================>.] - ETA: 3s - loss: 1064.3084 - logits_profile_predictions_loss: 1055.8161 - logcount_predictions_loss: 0.1599 2488/2498 [============================>.] - ETA: 3s - loss: 1064.3083 - logits_profile_predictions_loss: 1055.8160 - logcount_predictions_loss: 0.1599 2489/2498 [============================>.] - ETA: 2s - loss: 1064.3082 - logits_profile_predictions_loss: 1055.8159 - logcount_predictions_loss: 0.1599 2490/2498 [============================>.] - ETA: 2s - loss: 1064.3080 - logits_profile_predictions_loss: 1055.8158 - logcount_predictions_loss: 0.1599 2491/2498 [============================>.] - ETA: 2s - loss: 1064.3079 - logits_profile_predictions_loss: 1055.8157 - logcount_predictions_loss: 0.1599 2492/2498 [============================>.] - ETA: 1s - loss: 1064.3078 - logits_profile_predictions_loss: 1055.8156 - logcount_predictions_loss: 0.1599 2493/2498 [============================>.] - ETA: 1s - loss: 1064.3076 - logits_profile_predictions_loss: 1055.8155 - logcount_predictions_loss: 0.1599 2494/2498 [============================>.] - ETA: 1s - loss: 1064.3075 - logits_profile_predictions_loss: 1055.8154 - logcount_predictions_loss: 0.1599 2495/2498 [============================>.] - ETA: 0s - loss: 1064.3074 - logits_profile_predictions_loss: 1055.8153 - logcount_predictions_loss: 0.1599 2496/2498 [============================>.] - ETA: 0s - loss: 1064.3073 - logits_profile_predictions_loss: 1055.8152 - logcount_predictions_loss: 0.1599 2497/2498 [============================>.] - ETA: 0s - loss: 1064.3072 - logits_profile_predictions_loss: 1055.8151 - logcount_predictions_loss: 0.1599 2498/2498 [==============================] - ETA: 0s - loss: 1064.3071 - logits_profile_predictions_loss: 1055.8150 - logcount_predictions_loss: 0.1599 2498/2498 [==============================] - 794s 318ms/step - loss: 1064.3069 - logits_profile_predictions_loss: 1055.8149 - logcount_predictions_loss: 0.1599 - val_loss: 1105.0582 - val_logits_profile_predictions_loss: 1089.9434 - val_logcount_predictions_loss: 0.2847 Epoch 00015: val_loss did not improve from 1100.77747 Restoring model weights from the end of the best epoch. Epoch 00015: early stopping save model save model without bias 2023-01-18_12-04-06: 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//ENCSR964WHY//preprocessing/bigWigs/ENCSR964WHY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(39973, 10) loading nonpeaks... got split:test for bed regions:(43046, 10) 0/325 100/325 200/325 300/325 2023-01-18_12-11-57: 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//ENCSR964WHY//preprocessing/bigWigs/ENCSR964WHY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(39973, 10) loading nonpeaks... got split:test for bed regions:(43046, 10) 0/325 100/325 200/325 300/325 2023-01-18_12-18-40: 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//ENCSR964WHY//preprocessing/bigWigs/ENCSR964WHY.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(39973, 10) loading nonpeaks... got split:test for bed regions:(43046, 10) 0/325 100/325 200/325 300/325 2023-01-18_12-22-16: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//footprints 2023-01-18_12-22-16: 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/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 11:21 3/35 [=>............................] - ETA: 15s  4/35 [==>...........................] - ETA: 19s 5/35 [===>..........................] - ETA: 21s 6/35 [====>.........................] - ETA: 22s 7/35 [=====>........................] - ETA: 22s 8/35 [=====>........................] - ETA: 21s 9/35 [======>.......................] - ETA: 21s 10/35 [=======>......................] - ETA: 21s 11/35 [========>.....................] - ETA: 20s 12/35 [=========>....................] - ETA: 19s 13/35 [==========>...................] - ETA: 19s 14/35 [===========>..................] - ETA: 18s 15/35 [===========>..................] - ETA: 17s 16/35 [============>.................] - ETA: 16s 17/35 [=============>................] - ETA: 15s 18/35 [==============>...............] - ETA: 15s 19/35 [===============>..............] - ETA: 14s 20/35 [================>.............] - ETA: 13s 21/35 [=================>............] - ETA: 12s 22/35 [=================>............] - ETA: 11s 23/35 [==================>...........] - ETA: 10s 24/35 [===================>..........] - ETA: 9s  25/35 [====================>.........] - ETA: 9s 26/35 [=====================>........] - ETA: 8s 27/35 [======================>.......] - ETA: 7s 28/35 [=======================>......] - ETA: 6s 29/35 [=======================>......] - ETA: 5s 30/35 [========================>.....] - ETA: 4s 31/35 [=========================>....] - ETA: 3s 32/35 [==========================>...] - ETA: 2s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 73s 2s/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 31s 3/35 [=>............................] - ETA: 30s 4/35 [==>...........................] - ETA: 29s 5/35 [===>..........................] - ETA: 28s 6/35 [====>.........................] - ETA: 27s 7/35 [=====>........................] - ETA: 26s 8/35 [=====>........................] - ETA: 25s 9/35 [======>.......................] - ETA: 24s 10/35 [=======>......................] - ETA: 23s 11/35 [========>.....................] - ETA: 22s 12/35 [=========>....................] - ETA: 21s 13/35 [==========>...................] - ETA: 20s 14/35 [===========>..................] - ETA: 19s 15/35 [===========>..................] - ETA: 18s 16/35 [============>.................] - ETA: 18s 17/35 [=============>................] - ETA: 17s 18/35 [==============>...............] - ETA: 16s 19/35 [===============>..............] - ETA: 15s 20/35 [================>.............] - ETA: 14s 21/35 [=================>............] - ETA: 13s 22/35 [=================>............] - ETA: 12s 23/35 [==================>...........] - ETA: 11s 24/35 [===================>..........] - ETA: 10s 25/35 [====================>.........] - ETA: 9s  26/35 [=====================>........] - ETA: 8s 27/35 [======================>.......] - ETA: 7s 28/35 [=======================>......] - ETA: 6s 29/35 [=======================>......] - ETA: 5s 30/35 [========================>.....] - ETA: 4s 31/35 [=========================>....] - ETA: 3s 32/35 [==========================>...] - ETA: 2s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 33s 970ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 31s 3/35 [=>............................] - ETA: 30s 4/35 [==>...........................] - ETA: 29s 5/35 [===>..........................] - ETA: 28s 6/35 [====>.........................] - ETA: 27s 7/35 [=====>........................] - ETA: 26s 8/35 [=====>........................] - ETA: 25s 9/35 [======>.......................] - ETA: 24s 10/35 [=======>......................] - ETA: 23s 11/35 [========>.....................] - ETA: 22s 12/35 [=========>....................] - ETA: 21s 13/35 [==========>...................] - ETA: 20s 14/35 [===========>..................] - ETA: 20s 15/35 [===========>..................] - ETA: 19s 16/35 [============>.................] - ETA: 18s 17/35 [=============>................] - ETA: 17s 18/35 [==============>...............] - ETA: 16s 19/35 [===============>..............] - ETA: 15s 20/35 [================>.............] - ETA: 14s 21/35 [=================>............] - ETA: 13s 22/35 [=================>............] - ETA: 12s 23/35 [==================>...........] - ETA: 11s 24/35 [===================>..........] - ETA: 10s 25/35 [====================>.........] - ETA: 9s  26/35 [=====================>........] - ETA: 8s 27/35 [======================>.......] - ETA: 7s 28/35 [=======================>......] - ETA: 6s 29/35 [=======================>......] - ETA: 5s 30/35 [========================>.....] - ETA: 4s 31/35 [=========================>....] - ETA: 3s 32/35 [==========================>...] - ETA: 2s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 33s 977ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 31s 3/35 [=>............................] - ETA: 30s 4/35 [==>...........................] - ETA: 29s 5/35 [===>..........................] - ETA: 28s 6/35 [====>.........................] - ETA: 27s 7/35 [=====>........................] - ETA: 26s 8/35 [=====>........................] - ETA: 25s 9/35 [======>.......................] - ETA: 24s 10/35 [=======>......................] - ETA: 23s 11/35 [========>.....................] - ETA: 23s 12/35 [=========>....................] - ETA: 22s 13/35 [==========>...................] - ETA: 21s 14/35 [===========>..................] - ETA: 20s 15/35 [===========>..................] - ETA: 19s 16/35 [============>.................] - ETA: 18s 17/35 [=============>................] - ETA: 17s 18/35 [==============>...............] - ETA: 16s 19/35 [===============>..............] - ETA: 15s 20/35 [================>.............] - ETA: 14s 21/35 [=================>............] - ETA: 13s 22/35 [=================>............] - ETA: 12s 23/35 [==================>...........] - ETA: 11s 24/35 [===================>..........] - ETA: 10s 25/35 [====================>.........] - ETA: 9s  26/35 [=====================>........] - ETA: 8s 27/35 [======================>.......] - ETA: 7s 28/35 [=======================>......] - ETA: 6s 29/35 [=======================>......] - ETA: 5s 30/35 [========================>.....] - ETA: 4s 31/35 [=========================>....] - ETA: 3s 32/35 [==========================>...] - ETA: 2s 33/35 [===========================>..] - ETA: 1s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 33s 979ms/step Saving marginal footprints 2023-01-18_12-25-28: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//footprints 2023-01-18_12-25-28: 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/ENCSR964WHY//chrombpnet_model_feb15_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964WHY//chrombpnet_model_feb15_fold_4//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/35 [..............................] - ETA: 9:56 3/35 [=>............................] - ETA: 1s  4/35 [==>...........................] - ETA: 1s 5/35 [===>..........................] - ETA: 2s 6/35 [====>.........................] - ETA: 2s 7/35 [=====>........................] - ETA: 2s 8/35 [=====>........................] - ETA: 2s 9/35 [======>.......................] - ETA: 2s 10/35 [=======>......................] - ETA: 1s 11/35 [========>.....................] - ETA: 1s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 1s 18/35 [==============>...............] - ETA: 1s 19/35 [===============>..............] - ETA: 1s 20/35 [================>.............] - ETA: 1s 21/35 [=================>............] - ETA: 1s 22/35 [=================>............] - ETA: 1s 23/35 [==================>...........] - ETA: 0s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 34s 487ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 2s 3/35 [=>............................] - ETA: 2s 4/35 [==>...........................] - ETA: 2s 5/35 [===>..........................] - ETA: 2s 6/35 [====>.........................] - ETA: 2s 7/35 [=====>........................] - ETA: 2s 8/35 [=====>........................] - ETA: 2s 9/35 [======>.......................] - ETA: 2s 10/35 [=======>......................] - ETA: 2s 11/35 [========>.....................] - ETA: 2s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 1s 18/35 [==============>...............] - ETA: 1s 19/35 [===============>..............] - ETA: 1s 20/35 [================>.............] - ETA: 1s 21/35 [=================>............] - ETA: 1s 22/35 [=================>............] - ETA: 1s 23/35 [==================>...........] - ETA: 1s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 3s 88ms/step inserting motif: dnase_2 TGTACTTACGAA 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 2s 3/35 [=>............................] - ETA: 2s 4/35 [==>...........................] - ETA: 2s 5/35 [===>..........................] - ETA: 2s 6/35 [====>.........................] - ETA: 2s 7/35 [=====>........................] - ETA: 2s 8/35 [=====>........................] - ETA: 2s 9/35 [======>.......................] - ETA: 2s 10/35 [=======>......................] - ETA: 2s 11/35 [========>.....................] - ETA: 2s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 1s 18/35 [==============>...............] - ETA: 1s 19/35 [===============>..............] - ETA: 1s 20/35 [================>.............] - ETA: 1s 21/35 [=================>............] - ETA: 1s 22/35 [=================>............] - ETA: 1s 23/35 [==================>...........] - ETA: 1s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 3s 87ms/step 1/35 [..............................] - ETA: 0s 2/35 [>.............................] - ETA: 2s 3/35 [=>............................] - ETA: 2s 4/35 [==>...........................] - ETA: 2s 5/35 [===>..........................] - ETA: 2s 6/35 [====>.........................] - ETA: 2s 7/35 [=====>........................] - ETA: 2s 8/35 [=====>........................] - ETA: 2s 9/35 [======>.......................] - ETA: 2s 10/35 [=======>......................] - ETA: 2s 11/35 [========>.....................] - ETA: 2s 12/35 [=========>....................] - ETA: 1s 13/35 [==========>...................] - ETA: 1s 14/35 [===========>..................] - ETA: 1s 15/35 [===========>..................] - ETA: 1s 16/35 [============>.................] - ETA: 1s 17/35 [=============>................] - ETA: 1s 18/35 [==============>...............] - ETA: 1s 19/35 [===============>..............] - ETA: 1s 20/35 [================>.............] - ETA: 1s 21/35 [=================>............] - ETA: 1s 22/35 [=================>............] - ETA: 1s 23/35 [==================>...........] - ETA: 1s 24/35 [===================>..........] - ETA: 0s 25/35 [====================>.........] - ETA: 0s 26/35 [=====================>........] - ETA: 0s 27/35 [======================>.......] - ETA: 0s 28/35 [=======================>......] - ETA: 0s 29/35 [=======================>......] - ETA: 0s 30/35 [========================>.....] - ETA: 0s 31/35 [=========================>....] - ETA: 0s 32/35 [==========================>...] - ETA: 0s 33/35 [===========================>..] - ETA: 0s 34/35 [============================>.] - ETA: 0s 35/35 [==============================] - ETA: 0s 35/35 [==============================] - 3s 88ms/step Saving marginal footprints