Live Found logdir. Deleting previous model Estimating enzyme shift in input file Current estimated shift: +4/-4 awk -v OFS="\t" '{if ($6=="+"){print $1,$2+0,$3,$4,$5,$6} else if ($6=="-") {print $1,$2,$3+0,$4,$5,$6}}' | sort -k1,1 | bedtools genomecov -bg -5 -i stdin -g /oak/stanford/groups/akundaje/soumyak/refs/hg38/GRCh38_EBV.chrom.sizes.tsv | LC_COLLATE="C" sort -k1,1 -k2,2n Making BedGraph (Filter chromosomes not in reference fasta) Making Bigwig non zero bigwig entries in the given chromosome: 28476252 evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr4', 'chr7', 'chr8', 'chr9', 'chr11', 'chr12', 'chr13', 'chr15', 'chr16', 'chr17', 'chr19', 'chrX', 'chrY', 'chr6', 'chr21'] Number of peaks input: 222913 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 222913 Number of peaks input: 58108 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 58108 Number of non peaks input: 445826 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 445826 Number of non peaks input: 58108 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 58108 Number of peaks after removing outliers: 222888 Number of nonpeaks after removing outliers: 439253 got the model Model: "functional_1" __________________________________________________________________________________________________ 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_pre (None, 1000, 1) 0 ['prof_out_precrop[0][0]'] flatten (Cropping1D) gap (GlobalAveragePooling1D) (None, 128) 0 ['add_3[0][0]'] logits_profile_predictions (Fl (None, 1000) 0 ['logits_profile_predictions_pref atten) latten[0][0]'] 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 1/13727 [..............................] - ETA: 11:47:57 10/13727 [..............................] - ETA: 1:19  19/13727 [..............................] - ETA: 1:21 27/13727 [..............................] - ETA: 1:23 35/13727 [..............................] - ETA: 1:24 44/13727 [..............................] - ETA: 1:24 53/13727 [..............................] - ETA: 1:23 62/13727 [..............................] - ETA: 1:23 71/13727 [..............................] - ETA: 1:22 80/13727 [..............................] - ETA: 1:22 89/13727 [..............................] - ETA: 1:22 98/13727 [..............................] - ETA: 1:22 107/13727 [..............................] - 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[============================>.] - ETA: 0s 13684/13727 [============================>.] - ETA: 0s 13692/13727 [============================>.] - ETA: 0s 13700/13727 [============================>.] - ETA: 0s 13708/13727 [============================>.] - ETA: 0s 13716/13727 [============================>.] - ETA: 0s 13724/13727 [============================>.] - ETA: 0s 13727/13727 [==============================] - ETA: 0s 13727/13727 [==============================] - 89s 6ms/step got the model loading peaks... got split:test for bed regions:(58108, 10) 0/908 100/908 200/908 300/908 400/908 500/908 600/908 700/908 800/908 900/908 Bias model pearsonr performance in peaks is: -0.03 {'counts_loss_weight': '167.3', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/oak/stanford/groups/akundaje/soumyak/refs/hg38/splits/fold_3.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(203199, 10) loading nonpeaks... got split:train for bed regions:(203325, 10) loading peaks... got split:valid for bed regions:(19689, 10) loading nonpeaks... got split:valid for bed regions:(19563, 10) Epoch 1/50 1/3493 [..............................] - ETA: 4:58:46 - loss: 3033.6714 - logits_profile_predictions_loss: 2240.7529 - logcount_predictions_loss: 4.7395 2/3493 [..............................] - ETA: 17:36 - loss: 3136.8867 - logits_profile_predictions_loss: 2295.2739 - logcount_predictions_loss: 5.0306  3/3493 [..............................] - ETA: 17:31 - loss: 23811.9629 - logits_profile_predictions_loss: 2843.6233 - logcount_predictions_loss: 125.3338 4/3493 [..............................] - ETA: 17:28 - loss: 18644.2520 - logits_profile_predictions_loss: 2711.1021 - logcount_predictions_loss: 95.2370  5/3493 [..............................] - ETA: 17:25 - loss: 15719.3613 - logits_profile_predictions_loss: 2757.6323 - logcount_predictions_loss: 77.4760 6/3493 [..............................] - ETA: 17:24 - loss: 13683.1084 - logits_profile_predictions_loss: 2724.4382 - logcount_predictions_loss: 65.5031 7/3493 [..............................] - ETA: 17:23 - loss: 12113.3105 - logits_profile_predictions_loss: 2609.1040 - logcount_predictions_loss: 56.8094 8/3493 [..............................] - ETA: 17:23 - loss: 11082.1416 - logits_profile_predictions_loss: 2633.8208 - logcount_predictions_loss: 50.4980 9/3493 [..............................] - ETA: 17:23 - loss: 10171.6318 - logits_profile_predictions_loss: 2573.3164 - logcount_predictions_loss: 45.4173 10/3493 [..............................] - ETA: 17:22 - loss: 9460.5449 - logits_profile_predictions_loss: 2529.9194 - logcount_predictions_loss: 41.4263  11/3493 [..............................] - ETA: 17:21 - loss: 8874.1133 - logits_profile_predictions_loss: 2498.9026 - logcount_predictions_loss: 38.1065 12/3493 [..............................] - ETA: 17:19 - loss: 8402.0771 - logits_profile_predictions_loss: 2483.3809 - logcount_predictions_loss: 35.3777 13/3493 [..............................] - ETA: 17:18 - loss: 7983.6528 - logits_profile_predictions_loss: 2456.7290 - logcount_predictions_loss: 33.0360 14/3493 [..............................] - ETA: 17:18 - loss: 7676.0005 - logits_profile_predictions_loss: 2474.8069 - logcount_predictions_loss: 31.0890 15/3493 [..............................] - ETA: 17:17 - loss: 7380.3589 - logits_profile_predictions_loss: 2461.7490 - logcount_predictions_loss: 29.3999 16/3493 [..............................] - ETA: 17:16 - loss: 7118.6782 - logits_profile_predictions_loss: 2452.1533 - logcount_predictions_loss: 27.8932 17/3493 [..............................] - ETA: 17:16 - loss: 6930.2046 - 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logcount_predictions_loss: 2.8483 3488/3493 [============================>.] - ETA: 1s - loss: 2268.2395 - logits_profile_predictions_loss: 1791.8102 - logcount_predictions_loss: 2.8478 3489/3493 [============================>.] - ETA: 1s - loss: 2268.1670 - logits_profile_predictions_loss: 1791.8147 - logcount_predictions_loss: 2.8473 3490/3493 [============================>.] - ETA: 1s - loss: 2268.0798 - logits_profile_predictions_loss: 1791.8079 - logcount_predictions_loss: 2.8468 3491/3493 [============================>.] - ETA: 0s - loss: 2267.9751 - logits_profile_predictions_loss: 1791.7866 - logcount_predictions_loss: 2.8463 3492/3493 [============================>.] - ETA: 0s - loss: 2267.7527 - logits_profile_predictions_loss: 1791.6689 - logcount_predictions_loss: 2.8457 3493/3493 [==============================] - ETA: 0s - loss: 2267.6118 - logits_profile_predictions_loss: 1791.6232 - logcount_predictions_loss: 2.8451 Epoch 1: val_loss improved from inf to 1753.16040, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1370s 391ms/step - loss: 2267.6118 - logits_profile_predictions_loss: 1791.6232 - logcount_predictions_loss: 2.8451 - val_loss: 1753.1604 - val_logits_profile_predictions_loss: 1611.0052 - val_logcount_predictions_loss: 0.8497 Epoch 2/50 1/3493 [..............................] - ETA: 18:38 - loss: 1861.4447 - logits_profile_predictions_loss: 1736.7816 - logcount_predictions_loss: 0.7451 2/3493 [..............................] - ETA: 17:24 - loss: 1760.6912 - logits_profile_predictions_loss: 1640.2529 - logcount_predictions_loss: 0.7199 3/3493 [..............................] - ETA: 17:26 - loss: 1695.6719 - logits_profile_predictions_loss: 1568.5879 - logcount_predictions_loss: 0.7596 4/3493 [..............................] - ETA: 17:25 - loss: 1763.2446 - logits_profile_predictions_loss: 1592.1431 - logcount_predictions_loss: 1.0227 5/3493 [..............................] - ETA: 17:26 - loss: 1708.8219 - logits_profile_predictions_loss: 1545.7952 - logcount_predictions_loss: 0.9745 6/3493 [..............................] - ETA: 17:27 - loss: 1721.4728 - logits_profile_predictions_loss: 1563.4404 - logcount_predictions_loss: 0.9446 7/3493 [..............................] - ETA: 17:27 - loss: 1777.5638 - logits_profile_predictions_loss: 1609.9786 - logcount_predictions_loss: 1.0017 8/3493 [..............................] - ETA: 17:26 - loss: 1814.2605 - logits_profile_predictions_loss: 1642.7791 - logcount_predictions_loss: 1.0250 9/3493 [..............................] - ETA: 17:26 - loss: 1805.5707 - logits_profile_predictions_loss: 1633.7163 - logcount_predictions_loss: 1.0272 10/3493 [..............................] - ETA: 17:26 - loss: 1820.0951 - logits_profile_predictions_loss: 1650.4915 - logcount_predictions_loss: 1.0138 11/3493 [..............................] - ETA: 17:26 - loss: 1790.0554 - logits_profile_predictions_loss: 1620.3120 - logcount_predictions_loss: 1.0146 12/3493 [..............................] - ETA: 17:27 - loss: 1797.4653 - logits_profile_predictions_loss: 1630.9760 - logcount_predictions_loss: 0.9952 13/3493 [..............................] - ETA: 17:33 - loss: 1799.9414 - logits_profile_predictions_loss: 1634.6239 - logcount_predictions_loss: 0.9881 14/3493 [..............................] - ETA: 17:37 - loss: 1802.3571 - logits_profile_predictions_loss: 1634.4170 - logcount_predictions_loss: 1.0038 15/3493 [..............................] - ETA: 17:40 - loss: 1790.0780 - logits_profile_predictions_loss: 1625.0526 - logcount_predictions_loss: 0.9864 16/3493 [..............................] - ETA: 17:42 - loss: 1796.4471 - logits_profile_predictions_loss: 1635.0282 - logcount_predictions_loss: 0.9648 17/3493 [..............................] - ETA: 17:44 - loss: 1795.3762 - logits_profile_predictions_loss: 1635.4779 - logcount_predictions_loss: 0.9558 18/3493 [..............................] - ETA: 17:46 - loss: 1790.1826 - logits_profile_predictions_loss: 1631.6830 - logcount_predictions_loss: 0.9474 19/3493 [..............................] - ETA: 17:48 - loss: 1779.8239 - logits_profile_predictions_loss: 1620.2559 - logcount_predictions_loss: 0.9538 20/3493 [..............................] - ETA: 17:49 - loss: 1771.2576 - logits_profile_predictions_loss: 1612.2214 - logcount_predictions_loss: 0.9506 21/3493 [..............................] - ETA: 17:51 - loss: 1764.6360 - logits_profile_predictions_loss: 1607.8458 - logcount_predictions_loss: 0.9372 22/3493 [..............................] - ETA: 17:57 - loss: 1778.5370 - logits_profile_predictions_loss: 1622.6232 - logcount_predictions_loss: 0.9319 23/3493 [..............................] - ETA: 18:02 - loss: 1763.0547 - logits_profile_predictions_loss: 1607.4471 - logcount_predictions_loss: 0.9301 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loss: 1718.2838 - logits_profile_predictions_loss: 1579.2513 - logcount_predictions_loss: 0.8310 3488/3493 [============================>.] - ETA: 1s - loss: 1718.2568 - logits_profile_predictions_loss: 1579.2303 - logcount_predictions_loss: 0.8310 3489/3493 [============================>.] - ETA: 1s - loss: 1718.2880 - logits_profile_predictions_loss: 1579.2596 - logcount_predictions_loss: 0.8310 3490/3493 [============================>.] - ETA: 1s - loss: 1718.2167 - logits_profile_predictions_loss: 1579.1880 - logcount_predictions_loss: 0.8310 3491/3493 [============================>.] - ETA: 0s - loss: 1718.2781 - logits_profile_predictions_loss: 1579.2488 - logcount_predictions_loss: 0.8310 3492/3493 [============================>.] - ETA: 0s - loss: 1718.2406 - logits_profile_predictions_loss: 1579.2235 - logcount_predictions_loss: 0.8309 3493/3493 [==============================] - ETA: 0s - loss: 1718.1842 - logits_profile_predictions_loss: 1579.1820 - logcount_predictions_loss: 0.8309 Epoch 2: val_loss improved from 1753.16040 to 1661.81396, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1377s 394ms/step - loss: 1718.1842 - logits_profile_predictions_loss: 1579.1820 - logcount_predictions_loss: 0.8309 - val_loss: 1661.8140 - val_logits_profile_predictions_loss: 1537.6543 - val_logcount_predictions_loss: 0.7421 Epoch 3/50 1/3493 [..............................] - ETA: 18:23 - loss: 1682.8970 - logits_profile_predictions_loss: 1563.1907 - logcount_predictions_loss: 0.7155 2/3493 [..............................] - ETA: 17:29 - loss: 1634.4653 - logits_profile_predictions_loss: 1519.7731 - logcount_predictions_loss: 0.6855 3/3493 [..............................] - ETA: 17:26 - loss: 1778.5651 - logits_profile_predictions_loss: 1675.9957 - logcount_predictions_loss: 0.6131 4/3493 [..............................] - ETA: 17:27 - loss: 1752.0402 - logits_profile_predictions_loss: 1640.8945 - logcount_predictions_loss: 0.6643 5/3493 [..............................] - ETA: 17:27 - loss: 1736.7347 - logits_profile_predictions_loss: 1622.7722 - logcount_predictions_loss: 0.6812 6/3493 [..............................] - ETA: 17:27 - loss: 1704.3551 - logits_profile_predictions_loss: 1587.9635 - logcount_predictions_loss: 0.6957 7/3493 [..............................] - ETA: 17:26 - loss: 1691.7152 - logits_profile_predictions_loss: 1575.8265 - logcount_predictions_loss: 0.6927 8/3493 [..............................] - ETA: 17:26 - loss: 1682.3040 - logits_profile_predictions_loss: 1565.9066 - logcount_predictions_loss: 0.6957 9/3493 [..............................] - ETA: 17:26 - loss: 1674.4918 - logits_profile_predictions_loss: 1554.1693 - logcount_predictions_loss: 0.7192 10/3493 [..............................] - ETA: 17:26 - loss: 1693.3826 - 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logcount_predictions_loss: 0.7713 3486/3493 [============================>.] - ETA: 2s - loss: 1634.5000 - logits_profile_predictions_loss: 1505.4652 - logcount_predictions_loss: 0.7713 3487/3493 [============================>.] - ETA: 2s - loss: 1634.4961 - logits_profile_predictions_loss: 1505.4635 - logcount_predictions_loss: 0.7713 3488/3493 [============================>.] - ETA: 1s - loss: 1634.4633 - logits_profile_predictions_loss: 1505.4398 - logcount_predictions_loss: 0.7712 3489/3493 [============================>.] - ETA: 1s - loss: 1634.4507 - logits_profile_predictions_loss: 1505.4303 - logcount_predictions_loss: 0.7712 3490/3493 [============================>.] - ETA: 1s - loss: 1634.4177 - logits_profile_predictions_loss: 1505.4054 - logcount_predictions_loss: 0.7711 3491/3493 [============================>.] - ETA: 0s - loss: 1634.3853 - logits_profile_predictions_loss: 1505.3688 - logcount_predictions_loss: 0.7712 3492/3493 [============================>.] - ETA: 0s - loss: 1634.4175 - logits_profile_predictions_loss: 1505.4045 - logcount_predictions_loss: 0.7711 3493/3493 [==============================] - ETA: 0s - loss: 1634.4423 - logits_profile_predictions_loss: 1505.4263 - logcount_predictions_loss: 0.7712 Epoch 3: val_loss improved from 1661.81396 to 1622.68530, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1444s 414ms/step - loss: 1634.4423 - logits_profile_predictions_loss: 1505.4263 - logcount_predictions_loss: 0.7712 - val_loss: 1622.6853 - val_logits_profile_predictions_loss: 1502.5000 - val_logcount_predictions_loss: 0.7184 Epoch 4/50 1/3493 [..............................] - ETA: 18:20 - loss: 1739.8159 - logits_profile_predictions_loss: 1659.4595 - logcount_predictions_loss: 0.4803 2/3493 [..............................] - ETA: 17:16 - loss: 1613.8815 - logits_profile_predictions_loss: 1482.9899 - logcount_predictions_loss: 0.7824 3/3493 [..............................] - ETA: 17:17 - loss: 1599.7905 - logits_profile_predictions_loss: 1480.8101 - logcount_predictions_loss: 0.7112 4/3493 [..............................] - ETA: 17:17 - loss: 1592.5730 - logits_profile_predictions_loss: 1483.1841 - logcount_predictions_loss: 0.6538 5/3493 [..............................] - ETA: 17:18 - loss: 1604.7024 - logits_profile_predictions_loss: 1486.4606 - logcount_predictions_loss: 0.7068 6/3493 [..............................] - ETA: 17:18 - loss: 1583.1495 - logits_profile_predictions_loss: 1472.5328 - logcount_predictions_loss: 0.6612 7/3493 [..............................] - ETA: 17:18 - loss: 1563.8639 - logits_profile_predictions_loss: 1452.3737 - logcount_predictions_loss: 0.6664 8/3493 [..............................] - ETA: 17:19 - loss: 1551.2097 - logits_profile_predictions_loss: 1438.6414 - logcount_predictions_loss: 0.6729 9/3493 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logcount_predictions_loss: 0.7152 3490/3493 [============================>.] - ETA: 1s - loss: 1578.8788 - logits_profile_predictions_loss: 1459.2126 - logcount_predictions_loss: 0.7153 3491/3493 [============================>.] - ETA: 0s - loss: 1578.8795 - logits_profile_predictions_loss: 1459.2120 - logcount_predictions_loss: 0.7153 3492/3493 [============================>.] - ETA: 0s - loss: 1578.8588 - logits_profile_predictions_loss: 1459.1958 - logcount_predictions_loss: 0.7153 3493/3493 [==============================] - ETA: 0s - loss: 1578.8331 - logits_profile_predictions_loss: 1459.1740 - logcount_predictions_loss: 0.7152 Epoch 4: val_loss improved from 1622.68530 to 1601.16748, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1495s 428ms/step - loss: 1578.8331 - logits_profile_predictions_loss: 1459.1740 - logcount_predictions_loss: 0.7152 - val_loss: 1601.1675 - val_logits_profile_predictions_loss: 1488.2646 - val_logcount_predictions_loss: 0.6749 Epoch 5/50 1/3493 [..............................] - ETA: 18:35 - loss: 1627.5234 - logits_profile_predictions_loss: 1538.9268 - logcount_predictions_loss: 0.5296 2/3493 [..............................] - ETA: 17:28 - loss: 1473.6667 - logits_profile_predictions_loss: 1385.3784 - logcount_predictions_loss: 0.5277 3/3493 [..............................] - ETA: 17:26 - loss: 1540.5547 - logits_profile_predictions_loss: 1457.7731 - logcount_predictions_loss: 0.4948 4/3493 [..............................] - ETA: 17:26 - loss: 1566.3027 - logits_profile_predictions_loss: 1486.9634 - logcount_predictions_loss: 0.4742 5/3493 [..............................] - ETA: 17:27 - loss: 1612.6527 - logits_profile_predictions_loss: 1526.5410 - logcount_predictions_loss: 0.5147 6/3493 [..............................] - ETA: 17:27 - loss: 1593.2260 - 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logcount_predictions_loss: 0.6808 3478/3493 [============================>.] - ETA: 6s - loss: 1542.9625 - logits_profile_predictions_loss: 1429.0682 - logcount_predictions_loss: 0.6808 3479/3493 [============================>.] - ETA: 6s - loss: 1543.0016 - logits_profile_predictions_loss: 1429.1139 - logcount_predictions_loss: 0.6807 3480/3493 [============================>.] - ETA: 5s - loss: 1542.9735 - logits_profile_predictions_loss: 1429.0891 - logcount_predictions_loss: 0.6807 3481/3493 [============================>.] - ETA: 5s - loss: 1542.9624 - logits_profile_predictions_loss: 1429.0769 - logcount_predictions_loss: 0.6807 3482/3493 [============================>.] - ETA: 4s - loss: 1542.9424 - logits_profile_predictions_loss: 1429.0625 - logcount_predictions_loss: 0.6807 3483/3493 [============================>.] - ETA: 4s - loss: 1542.8888 - logits_profile_predictions_loss: 1429.0153 - logcount_predictions_loss: 0.6806 3484/3493 [============================>.] - ETA: 3s - 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logcount_predictions_loss: 0.6805 3491/3493 [============================>.] - ETA: 0s - loss: 1542.8607 - logits_profile_predictions_loss: 1429.0131 - logcount_predictions_loss: 0.6805 3492/3493 [============================>.] - ETA: 0s - loss: 1542.8560 - logits_profile_predictions_loss: 1429.0039 - logcount_predictions_loss: 0.6805 3493/3493 [==============================] - ETA: 0s - loss: 1542.8684 - logits_profile_predictions_loss: 1429.0236 - logcount_predictions_loss: 0.6805 Epoch 5: val_loss did not improve from 1601.16748  3493/3493 [==============================] - 1576s 451ms/step - loss: 1542.8684 - logits_profile_predictions_loss: 1429.0236 - logcount_predictions_loss: 0.6805 - val_loss: 1604.3463 - val_logits_profile_predictions_loss: 1483.8700 - val_logcount_predictions_loss: 0.7201 Epoch 6/50 1/3493 [..............................] - ETA: 18:16 - loss: 1637.9453 - logits_profile_predictions_loss: 1524.9924 - logcount_predictions_loss: 0.6752 2/3493 [..............................] - ETA: 17:15 - loss: 1533.7025 - logits_profile_predictions_loss: 1427.2618 - logcount_predictions_loss: 0.6362 3/3493 [..............................] - ETA: 17:17 - loss: 1571.5996 - logits_profile_predictions_loss: 1458.7384 - logcount_predictions_loss: 0.6746 4/3493 [..............................] - ETA: 17:18 - loss: 1574.6089 - logits_profile_predictions_loss: 1458.6119 - logcount_predictions_loss: 0.6933 5/3493 [..............................] - ETA: 17:19 - loss: 1566.8561 - logits_profile_predictions_loss: 1452.6630 - logcount_predictions_loss: 0.6826 6/3493 [..............................] - ETA: 17:20 - loss: 1573.3099 - logits_profile_predictions_loss: 1456.2838 - logcount_predictions_loss: 0.6995 7/3493 [..............................] - ETA: 17:20 - loss: 1544.4863 - logits_profile_predictions_loss: 1431.6912 - logcount_predictions_loss: 0.6742 8/3493 [..............................] - ETA: 17:20 - loss: 1569.4950 - logits_profile_predictions_loss: 1455.0366 - logcount_predictions_loss: 0.6842 9/3493 [..............................] - ETA: 17:19 - loss: 1560.6560 - logits_profile_predictions_loss: 1448.2961 - logcount_predictions_loss: 0.6716 10/3493 [..............................] - ETA: 17:20 - loss: 1563.4938 - logits_profile_predictions_loss: 1451.6819 - logcount_predictions_loss: 0.6683 11/3493 [..............................] - ETA: 17:20 - loss: 1560.4702 - logits_profile_predictions_loss: 1450.3516 - logcount_predictions_loss: 0.6582 12/3493 [..............................] - ETA: 17:20 - loss: 1547.0314 - logits_profile_predictions_loss: 1439.1074 - logcount_predictions_loss: 0.6451 13/3493 [..............................] - ETA: 17:20 - loss: 1532.6788 - logits_profile_predictions_loss: 1426.0475 - logcount_predictions_loss: 0.6374 14/3493 [..............................] - ETA: 17:20 - loss: 1525.5424 - logits_profile_predictions_loss: 1418.8708 - logcount_predictions_loss: 0.6376 15/3493 [..............................] - ETA: 17:22 - loss: 1537.3853 - logits_profile_predictions_loss: 1431.6926 - logcount_predictions_loss: 0.6318 16/3493 [..............................] - ETA: 17:27 - loss: 1534.6298 - logits_profile_predictions_loss: 1428.4019 - logcount_predictions_loss: 0.6350 17/3493 [..............................] - ETA: 17:30 - loss: 1533.3096 - logits_profile_predictions_loss: 1426.6572 - logcount_predictions_loss: 0.6375 18/3493 [..............................] - ETA: 17:33 - loss: 1530.3676 - logits_profile_predictions_loss: 1423.9807 - logcount_predictions_loss: 0.6359 19/3493 [..............................] - ETA: 17:34 - loss: 1526.7482 - logits_profile_predictions_loss: 1421.3254 - logcount_predictions_loss: 0.6301 20/3493 [..............................] - ETA: 17:35 - loss: 1528.9895 - logits_profile_predictions_loss: 1425.5870 - logcount_predictions_loss: 0.6181 21/3493 [..............................] - ETA: 17:36 - loss: 1531.6068 - logits_profile_predictions_loss: 1429.6127 - logcount_predictions_loss: 0.6096 22/3493 [..............................] - ETA: 17:37 - loss: 1520.9707 - logits_profile_predictions_loss: 1420.0795 - logcount_predictions_loss: 0.6031 23/3493 [..............................] - ETA: 17:39 - loss: 1523.1133 - logits_profile_predictions_loss: 1419.0836 - logcount_predictions_loss: 0.6218 24/3493 [..............................] - ETA: 17:43 - loss: 1535.0791 - logits_profile_predictions_loss: 1427.7422 - logcount_predictions_loss: 0.6416 25/3493 [..............................] - ETA: 17:45 - loss: 1525.3867 - logits_profile_predictions_loss: 1417.3259 - logcount_predictions_loss: 0.6459 26/3493 [..............................] - ETA: 17:46 - loss: 1525.6497 - logits_profile_predictions_loss: 1419.0541 - logcount_predictions_loss: 0.6372 27/3493 [..............................] - ETA: 17:47 - loss: 1522.7858 - logits_profile_predictions_loss: 1415.8466 - logcount_predictions_loss: 0.6392 28/3493 [..............................] - ETA: 17:48 - loss: 1523.3790 - logits_profile_predictions_loss: 1417.1029 - logcount_predictions_loss: 0.6352 29/3493 [..............................] - ETA: 17:49 - loss: 1519.4609 - logits_profile_predictions_loss: 1410.4818 - logcount_predictions_loss: 0.6514 30/3493 [..............................] - ETA: 17:49 - loss: 1525.5748 - logits_profile_predictions_loss: 1418.0853 - logcount_predictions_loss: 0.6425 31/3493 [..............................] - ETA: 17:50 - loss: 1525.3517 - logits_profile_predictions_loss: 1418.5226 - logcount_predictions_loss: 0.6385 32/3493 [..............................] - ETA: 17:53 - loss: 1521.5438 - logits_profile_predictions_loss: 1414.4510 - logcount_predictions_loss: 0.6401 33/3493 [..............................] - ETA: 17:54 - loss: 1521.4512 - logits_profile_predictions_loss: 1414.4371 - logcount_predictions_loss: 0.6397 34/3493 [..............................] - ETA: 17:56 - loss: 1524.7809 - logits_profile_predictions_loss: 1417.0308 - logcount_predictions_loss: 0.6441 35/3493 [..............................] - ETA: 17:56 - loss: 1521.2522 - logits_profile_predictions_loss: 1413.8651 - logcount_predictions_loss: 0.6419 36/3493 [..............................] - ETA: 17:57 - loss: 1526.7463 - logits_profile_predictions_loss: 1419.1780 - logcount_predictions_loss: 0.6430 37/3493 [..............................] - ETA: 17:58 - loss: 1524.7620 - logits_profile_predictions_loss: 1417.6433 - logcount_predictions_loss: 0.6403 38/3493 [..............................] - ETA: 17:59 - loss: 1519.7488 - logits_profile_predictions_loss: 1413.1398 - logcount_predictions_loss: 0.6372 39/3493 [..............................] - ETA: 18:03 - loss: 1519.6375 - logits_profile_predictions_loss: 1413.1962 - logcount_predictions_loss: 0.6362 40/3493 [..............................] - ETA: 18:04 - loss: 1519.6941 - logits_profile_predictions_loss: 1413.2385 - logcount_predictions_loss: 0.6363 41/3493 [..............................] - ETA: 18:06 - loss: 1517.2546 - logits_profile_predictions_loss: 1411.5707 - logcount_predictions_loss: 0.6317 42/3493 [..............................] - ETA: 18:06 - loss: 1518.9395 - logits_profile_predictions_loss: 1412.9143 - logcount_predictions_loss: 0.6337 43/3493 [..............................] - ETA: 18:07 - loss: 1514.1450 - logits_profile_predictions_loss: 1408.4058 - logcount_predictions_loss: 0.6320 44/3493 [..............................] - ETA: 18:08 - loss: 1512.0760 - logits_profile_predictions_loss: 1406.2726 - logcount_predictions_loss: 0.6324 45/3493 [..............................] - ETA: 18:09 - loss: 1510.3597 - logits_profile_predictions_loss: 1404.4681 - logcount_predictions_loss: 0.6329 46/3493 [..............................] - ETA: 18:09 - loss: 1510.5282 - logits_profile_predictions_loss: 1404.7487 - logcount_predictions_loss: 0.6323 47/3493 [..............................] - ETA: 18:10 - loss: 1511.9741 - logits_profile_predictions_loss: 1406.2349 - logcount_predictions_loss: 0.6320 48/3493 [..............................] - ETA: 18:10 - loss: 1511.5967 - logits_profile_predictions_loss: 1406.3969 - logcount_predictions_loss: 0.6288 49/3493 [..............................] - ETA: 18:11 - loss: 1512.8793 - logits_profile_predictions_loss: 1407.3313 - logcount_predictions_loss: 0.6309 50/3493 [..............................] - ETA: 18:11 - loss: 1510.8625 - logits_profile_predictions_loss: 1405.4390 - logcount_predictions_loss: 0.6301 51/3493 [..............................] - ETA: 18:12 - loss: 1514.2964 - logits_profile_predictions_loss: 1408.0308 - logcount_predictions_loss: 0.6352 52/3493 [..............................] - ETA: 18:16 - loss: 1516.8457 - logits_profile_predictions_loss: 1410.3837 - logcount_predictions_loss: 0.6364 53/3493 [..............................] - ETA: 18:18 - loss: 1514.9841 - logits_profile_predictions_loss: 1408.0317 - logcount_predictions_loss: 0.6393 54/3493 [..............................] - ETA: 18:19 - loss: 1512.2114 - logits_profile_predictions_loss: 1405.0233 - logcount_predictions_loss: 0.6407 55/3493 [..............................] - ETA: 18:19 - loss: 1512.5808 - logits_profile_predictions_loss: 1405.5844 - logcount_predictions_loss: 0.6395 56/3493 [..............................] - ETA: 18:20 - loss: 1514.5116 - logits_profile_predictions_loss: 1406.9346 - logcount_predictions_loss: 0.6430 57/3493 [..............................] - ETA: 18:20 - loss: 1518.3944 - logits_profile_predictions_loss: 1411.1962 - logcount_predictions_loss: 0.6408 58/3493 [..............................] - ETA: 18:20 - loss: 1516.4044 - logits_profile_predictions_loss: 1409.3915 - logcount_predictions_loss: 0.6396 59/3493 [..............................] - ETA: 18:21 - loss: 1518.7705 - logits_profile_predictions_loss: 1411.7487 - logcount_predictions_loss: 0.6397 60/3493 [..............................] - ETA: 18:22 - loss: 1516.1635 - logits_profile_predictions_loss: 1409.2573 - logcount_predictions_loss: 0.6390 61/3493 [..............................] - ETA: 18:22 - loss: 1519.6748 - logits_profile_predictions_loss: 1413.0955 - logcount_predictions_loss: 0.6371 62/3493 [..............................] - ETA: 18:23 - loss: 1521.8322 - logits_profile_predictions_loss: 1412.0066 - logcount_predictions_loss: 0.6565 63/3493 [..............................] - ETA: 18:23 - loss: 1520.6313 - logits_profile_predictions_loss: 1410.8666 - logcount_predictions_loss: 0.6561 64/3493 [..............................] - ETA: 18:24 - loss: 1520.2137 - logits_profile_predictions_loss: 1410.3582 - logcount_predictions_loss: 0.6566 65/3493 [..............................] - ETA: 18:24 - loss: 1521.2867 - logits_profile_predictions_loss: 1411.9152 - logcount_predictions_loss: 0.6537 66/3493 [..............................] - ETA: 18:25 - loss: 1521.4736 - logits_profile_predictions_loss: 1410.7908 - logcount_predictions_loss: 0.6616 67/3493 [..............................] - ETA: 18:25 - loss: 1522.3353 - logits_profile_predictions_loss: 1411.7170 - logcount_predictions_loss: 0.6612 68/3493 [..............................] - ETA: 18:25 - loss: 1522.9454 - logits_profile_predictions_loss: 1412.7728 - logcount_predictions_loss: 0.6585 69/3493 [..............................] - ETA: 18:26 - loss: 1522.7356 - logits_profile_predictions_loss: 1412.8390 - logcount_predictions_loss: 0.6569 70/3493 [..............................] - ETA: 18:26 - loss: 1522.9047 - logits_profile_predictions_loss: 1413.3774 - logcount_predictions_loss: 0.6547 71/3493 [..............................] - ETA: 18:26 - loss: 1524.6884 - logits_profile_predictions_loss: 1415.3497 - logcount_predictions_loss: 0.6535 72/3493 [..............................] - ETA: 18:27 - loss: 1523.0513 - logits_profile_predictions_loss: 1414.2195 - logcount_predictions_loss: 0.6505 73/3493 [..............................] - ETA: 18:28 - loss: 1524.8932 - logits_profile_predictions_loss: 1416.6880 - logcount_predictions_loss: 0.6468 74/3493 [..............................] - ETA: 18:28 - loss: 1524.8658 - logits_profile_predictions_loss: 1416.6970 - logcount_predictions_loss: 0.6466 75/3493 [..............................] - ETA: 18:29 - loss: 1524.1331 - logits_profile_predictions_loss: 1416.0133 - logcount_predictions_loss: 0.6463 76/3493 [..............................] - ETA: 18:30 - loss: 1525.0781 - logits_profile_predictions_loss: 1416.7410 - logcount_predictions_loss: 0.6476 77/3493 [..............................] - ETA: 18:30 - loss: 1522.9984 - logits_profile_predictions_loss: 1414.5905 - logcount_predictions_loss: 0.6480 78/3493 [..............................] - ETA: 18:30 - loss: 1523.8490 - logits_profile_predictions_loss: 1415.4210 - logcount_predictions_loss: 0.6481 79/3493 [..............................] - ETA: 18:31 - loss: 1526.1100 - logits_profile_predictions_loss: 1418.0129 - logcount_predictions_loss: 0.6461 80/3493 [..............................] - ETA: 18:31 - loss: 1524.7832 - logits_profile_predictions_loss: 1416.5839 - logcount_predictions_loss: 0.6467 81/3493 [..............................] - ETA: 18:31 - loss: 1523.8774 - logits_profile_predictions_loss: 1415.4529 - logcount_predictions_loss: 0.6481 82/3493 [..............................] - ETA: 18:31 - loss: 1527.1595 - logits_profile_predictions_loss: 1419.1691 - logcount_predictions_loss: 0.6455 83/3493 [..............................] - ETA: 18:32 - loss: 1524.6769 - logits_profile_predictions_loss: 1416.9435 - logcount_predictions_loss: 0.6440 84/3493 [..............................] - ETA: 18:32 - loss: 1524.1796 - logits_profile_predictions_loss: 1416.6049 - logcount_predictions_loss: 0.6430 85/3493 [..............................] - ETA: 18:32 - loss: 1524.3280 - logits_profile_predictions_loss: 1416.7725 - logcount_predictions_loss: 0.6429 86/3493 [..............................] - ETA: 18:32 - loss: 1525.7816 - logits_profile_predictions_loss: 1418.1345 - logcount_predictions_loss: 0.6434 87/3493 [..............................] - ETA: 18:33 - loss: 1525.8497 - logits_profile_predictions_loss: 1417.3311 - logcount_predictions_loss: 0.6486 88/3493 [..............................] - ETA: 18:34 - loss: 1522.3234 - logits_profile_predictions_loss: 1414.1360 - logcount_predictions_loss: 0.6467 89/3493 [..............................] - ETA: 18:34 - loss: 1522.7479 - logits_profile_predictions_loss: 1414.8073 - logcount_predictions_loss: 0.6452 90/3493 [..............................] - ETA: 18:35 - loss: 1525.1987 - logits_profile_predictions_loss: 1416.6356 - logcount_predictions_loss: 0.6489 91/3493 [..............................] - ETA: 18:36 - loss: 1524.2297 - logits_profile_predictions_loss: 1415.9655 - logcount_predictions_loss: 0.6471 92/3493 [..............................] - ETA: 18:36 - loss: 1522.2242 - logits_profile_predictions_loss: 1414.0459 - logcount_predictions_loss: 0.6466 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logits_profile_predictions_loss: 1417.5001 - logcount_predictions_loss: 0.6426 100/3493 [..............................] - ETA: 18:40 - loss: 1523.7517 - logits_profile_predictions_loss: 1416.2650 - logcount_predictions_loss: 0.6425 101/3493 [..............................] - ETA: 18:40 - loss: 1525.4159 - logits_profile_predictions_loss: 1417.7130 - logcount_predictions_loss: 0.6438 102/3493 [..............................] - ETA: 18:41 - loss: 1525.1931 - logits_profile_predictions_loss: 1417.5431 - logcount_predictions_loss: 0.6435 103/3493 [..............................] - ETA: 18:41 - loss: 1523.7062 - logits_profile_predictions_loss: 1415.8544 - logcount_predictions_loss: 0.6447 104/3493 [..............................] - ETA: 18:42 - loss: 1522.4944 - logits_profile_predictions_loss: 1414.6119 - logcount_predictions_loss: 0.6448 105/3493 [..............................] - ETA: 18:42 - loss: 1519.9810 - logits_profile_predictions_loss: 1412.0864 - logcount_predictions_loss: 0.6449 106/3493 [..............................] - ETA: 18:42 - loss: 1519.2274 - logits_profile_predictions_loss: 1411.1870 - logcount_predictions_loss: 0.6458 107/3493 [..............................] - ETA: 18:43 - loss: 1518.5293 - logits_profile_predictions_loss: 1410.3870 - logcount_predictions_loss: 0.6464 108/3493 [..............................] - ETA: 18:43 - loss: 1519.1995 - logits_profile_predictions_loss: 1411.0461 - logcount_predictions_loss: 0.6465 109/3493 [..............................] - ETA: 18:43 - loss: 1518.9690 - logits_profile_predictions_loss: 1410.7544 - logcount_predictions_loss: 0.6468 110/3493 [..............................] - ETA: 18:44 - loss: 1520.8322 - logits_profile_predictions_loss: 1411.7228 - logcount_predictions_loss: 0.6522 111/3493 [..............................] - ETA: 18:44 - loss: 1520.0868 - logits_profile_predictions_loss: 1411.2324 - logcount_predictions_loss: 0.6507 112/3493 [..............................] - ETA: 18:44 - loss: 1518.9098 - logits_profile_predictions_loss: 1409.7908 - logcount_predictions_loss: 0.6522 113/3493 [..............................] - ETA: 18:45 - loss: 1519.1978 - logits_profile_predictions_loss: 1409.9756 - logcount_predictions_loss: 0.6529 114/3493 [..............................] - ETA: 18:45 - loss: 1518.9728 - logits_profile_predictions_loss: 1409.9543 - logcount_predictions_loss: 0.6516 115/3493 [..............................] - ETA: 18:45 - loss: 1519.6936 - logits_profile_predictions_loss: 1410.4645 - logcount_predictions_loss: 0.6529 116/3493 [..............................] - ETA: 18:46 - loss: 1518.5841 - logits_profile_predictions_loss: 1409.4646 - logcount_predictions_loss: 0.6522 117/3493 [>.............................] - ETA: 18:46 - loss: 1517.4175 - logits_profile_predictions_loss: 1408.2588 - logcount_predictions_loss: 0.6525 118/3493 [>.............................] - ETA: 18:47 - loss: 1516.7307 - logits_profile_predictions_loss: 1407.8650 - logcount_predictions_loss: 0.6507 119/3493 [>.............................] - ETA: 18:47 - loss: 1518.2025 - logits_profile_predictions_loss: 1409.2921 - logcount_predictions_loss: 0.6510 120/3493 [>.............................] - ETA: 18:47 - loss: 1517.6855 - logits_profile_predictions_loss: 1408.8442 - logcount_predictions_loss: 0.6506 121/3493 [>.............................] - ETA: 18:48 - loss: 1518.7115 - logits_profile_predictions_loss: 1409.8752 - logcount_predictions_loss: 0.6505 122/3493 [>.............................] - ETA: 18:48 - loss: 1521.1241 - logits_profile_predictions_loss: 1412.4417 - logcount_predictions_loss: 0.6496 123/3493 [>.............................] - ETA: 18:49 - loss: 1519.0166 - logits_profile_predictions_loss: 1410.6289 - logcount_predictions_loss: 0.6479 124/3493 [>.............................] - ETA: 18:49 - loss: 1518.1111 - logits_profile_predictions_loss: 1409.7797 - logcount_predictions_loss: 0.6475 125/3493 [>.............................] - ETA: 18:49 - loss: 1516.6128 - logits_profile_predictions_loss: 1408.3939 - logcount_predictions_loss: 0.6469 126/3493 [>.............................] - ETA: 18:50 - loss: 1516.2626 - logits_profile_predictions_loss: 1408.0857 - logcount_predictions_loss: 0.6466 127/3493 [>.............................] - ETA: 18:50 - loss: 1518.0142 - logits_profile_predictions_loss: 1409.6648 - logcount_predictions_loss: 0.6476 128/3493 [>.............................] - ETA: 18:51 - loss: 1517.6310 - logits_profile_predictions_loss: 1408.8605 - logcount_predictions_loss: 0.6502 129/3493 [>.............................] - ETA: 18:53 - loss: 1516.9443 - logits_profile_predictions_loss: 1408.0248 - logcount_predictions_loss: 0.6510 130/3493 [>.............................] - ETA: 18:53 - loss: 1515.5558 - logits_profile_predictions_loss: 1406.9592 - logcount_predictions_loss: 0.6491 131/3493 [>.............................] - ETA: 18:54 - loss: 1516.6688 - logits_profile_predictions_loss: 1407.5696 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loss: 1511.0424 - logits_profile_predictions_loss: 1402.7520 - logcount_predictions_loss: 0.6473 3486/3493 [============================>.] - ETA: 3s - loss: 1511.0665 - logits_profile_predictions_loss: 1402.7806 - logcount_predictions_loss: 0.6473 3487/3493 [============================>.] - ETA: 2s - loss: 1511.0898 - logits_profile_predictions_loss: 1402.8090 - logcount_predictions_loss: 0.6472 3488/3493 [============================>.] - ETA: 2s - loss: 1511.0552 - logits_profile_predictions_loss: 1402.7577 - logcount_predictions_loss: 0.6473 3489/3493 [============================>.] - ETA: 1s - loss: 1511.0693 - logits_profile_predictions_loss: 1402.7551 - logcount_predictions_loss: 0.6474 3490/3493 [============================>.] - ETA: 1s - loss: 1511.0508 - logits_profile_predictions_loss: 1402.7250 - logcount_predictions_loss: 0.6475 3491/3493 [============================>.] - ETA: 0s - loss: 1511.0665 - logits_profile_predictions_loss: 1402.7394 - logcount_predictions_loss: 0.6475 3492/3493 [============================>.] - ETA: 0s - loss: 1511.0088 - logits_profile_predictions_loss: 1402.6858 - logcount_predictions_loss: 0.6475 3493/3493 [==============================] - ETA: 0s - loss: 1510.9786 - logits_profile_predictions_loss: 1402.6650 - logcount_predictions_loss: 0.6474 Epoch 6: val_loss improved from 1601.16748 to 1580.49829, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1608s 460ms/step - loss: 1510.9786 - logits_profile_predictions_loss: 1402.6650 - logcount_predictions_loss: 0.6474 - val_loss: 1580.4983 - val_logits_profile_predictions_loss: 1474.0176 - val_logcount_predictions_loss: 0.6365 Epoch 7/50 1/3493 [..............................] - ETA: 18:30 - loss: 1692.2992 - logits_profile_predictions_loss: 1615.8348 - logcount_predictions_loss: 0.4570 2/3493 [..............................] - ETA: 17:23 - loss: 1593.8066 - logits_profile_predictions_loss: 1498.5592 - logcount_predictions_loss: 0.5693 3/3493 [..............................] - ETA: 17:23 - loss: 1517.7241 - logits_profile_predictions_loss: 1413.6302 - logcount_predictions_loss: 0.6222 4/3493 [..............................] - ETA: 17:24 - loss: 1556.2189 - logits_profile_predictions_loss: 1435.9149 - logcount_predictions_loss: 0.7191 5/3493 [..............................] - ETA: 17:24 - loss: 1555.7935 - logits_profile_predictions_loss: 1437.7063 - logcount_predictions_loss: 0.7058 6/3493 [..............................] - ETA: 17:24 - loss: 1578.0450 - logits_profile_predictions_loss: 1461.5562 - logcount_predictions_loss: 0.6963 7/3493 [..............................] - ETA: 17:23 - loss: 1544.5039 - logits_profile_predictions_loss: 1433.0966 - logcount_predictions_loss: 0.6659 8/3493 [..............................] - ETA: 17:25 - loss: 1539.3438 - logits_profile_predictions_loss: 1428.7114 - logcount_predictions_loss: 0.6613 9/3493 [..............................] - ETA: 17:33 - loss: 1520.9106 - logits_profile_predictions_loss: 1414.3149 - logcount_predictions_loss: 0.6372 10/3493 [..............................] - ETA: 17:39 - loss: 1496.8215 - logits_profile_predictions_loss: 1390.2203 - logcount_predictions_loss: 0.6372 11/3493 [..............................] - ETA: 17:44 - loss: 1503.4128 - logits_profile_predictions_loss: 1393.4464 - logcount_predictions_loss: 0.6573 12/3493 [..............................] - ETA: 17:47 - loss: 1499.3862 - logits_profile_predictions_loss: 1388.2272 - logcount_predictions_loss: 0.6644 13/3493 [..............................] - ETA: 17:52 - loss: 1532.7922 - logits_profile_predictions_loss: 1422.0773 - logcount_predictions_loss: 0.6618 14/3493 [..............................] - ETA: 17:56 - loss: 1516.9364 - logits_profile_predictions_loss: 1407.9424 - logcount_predictions_loss: 0.6515 15/3493 [..............................] - ETA: 18:00 - loss: 1505.0441 - logits_profile_predictions_loss: 1397.8032 - logcount_predictions_loss: 0.6410 16/3493 [..............................] - ETA: 18:03 - loss: 1498.5470 - logits_profile_predictions_loss: 1393.8055 - logcount_predictions_loss: 0.6261 17/3493 [..............................] - ETA: 18:10 - loss: 1492.6285 - logits_profile_predictions_loss: 1387.5618 - logcount_predictions_loss: 0.6280 18/3493 [..............................] - ETA: 18:27 - loss: 1491.1562 - logits_profile_predictions_loss: 1388.0967 - logcount_predictions_loss: 0.6160 19/3493 [..............................] - ETA: 18:35 - loss: 1490.6733 - logits_profile_predictions_loss: 1387.9503 - logcount_predictions_loss: 0.6140 20/3493 [..............................] - ETA: 18:39 - loss: 1484.8240 - logits_profile_predictions_loss: 1381.4370 - logcount_predictions_loss: 0.6180 21/3493 [..............................] - ETA: 18:41 - loss: 1484.9767 - logits_profile_predictions_loss: 1378.8057 - logcount_predictions_loss: 0.6346 22/3493 [..............................] - ETA: 18:43 - loss: 1482.5311 - logits_profile_predictions_loss: 1375.6954 - logcount_predictions_loss: 0.6386 23/3493 [..............................] - ETA: 18:44 - loss: 1477.9547 - logits_profile_predictions_loss: 1371.6456 - logcount_predictions_loss: 0.6354 24/3493 [..............................] - ETA: 18:48 - loss: 1482.8043 - logits_profile_predictions_loss: 1378.1440 - logcount_predictions_loss: 0.6256 25/3493 [..............................] - ETA: 19:04 - loss: 1482.4689 - logits_profile_predictions_loss: 1378.1921 - logcount_predictions_loss: 0.6233 26/3493 [..............................] - ETA: 19:13 - loss: 1479.9519 - logits_profile_predictions_loss: 1376.4604 - logcount_predictions_loss: 0.6186 27/3493 [..............................] - ETA: 19:16 - loss: 1489.4468 - logits_profile_predictions_loss: 1385.8868 - logcount_predictions_loss: 0.6190 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logcount_predictions_loss: 0.6215 3491/3493 [============================>.] - ETA: 0s - loss: 1490.1368 - logits_profile_predictions_loss: 1386.1622 - logcount_predictions_loss: 0.6215 3492/3493 [============================>.] - ETA: 0s - loss: 1490.1504 - logits_profile_predictions_loss: 1386.1765 - logcount_predictions_loss: 0.6215 3493/3493 [==============================] - ETA: 0s - loss: 1490.2188 - logits_profile_predictions_loss: 1386.2328 - logcount_predictions_loss: 0.6215 Epoch 7: val_loss improved from 1580.49829 to 1576.89111, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1635s 468ms/step - loss: 1490.2188 - logits_profile_predictions_loss: 1386.2328 - logcount_predictions_loss: 0.6215 - val_loss: 1576.8911 - val_logits_profile_predictions_loss: 1469.3611 - val_logcount_predictions_loss: 0.6427 Epoch 8/50 1/3493 [..............................] - ETA: 18:18 - loss: 1570.9677 - logits_profile_predictions_loss: 1479.8655 - logcount_predictions_loss: 0.5445 2/3493 [..............................] - ETA: 17:20 - loss: 1517.7174 - logits_profile_predictions_loss: 1430.7928 - logcount_predictions_loss: 0.5196 3/3493 [..............................] - ETA: 17:20 - loss: 1495.5225 - logits_profile_predictions_loss: 1409.7396 - logcount_predictions_loss: 0.5127 4/3493 [..............................] - ETA: 17:20 - loss: 1516.0221 - logits_profile_predictions_loss: 1422.7593 - logcount_predictions_loss: 0.5575 5/3493 [..............................] - ETA: 17:20 - loss: 1520.1265 - logits_profile_predictions_loss: 1432.7065 - logcount_predictions_loss: 0.5225 6/3493 [..............................] - ETA: 17:20 - loss: 1466.7158 - logits_profile_predictions_loss: 1377.5200 - logcount_predictions_loss: 0.5331 7/3493 [..............................] - ETA: 17:20 - loss: 1458.6755 - 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logcount_predictions_loss: 0.6012 3479/3493 [============================>.] - ETA: 6s - loss: 1471.7756 - logits_profile_predictions_loss: 1371.1919 - logcount_predictions_loss: 0.6012 3480/3493 [============================>.] - ETA: 5s - loss: 1471.6973 - logits_profile_predictions_loss: 1371.1259 - logcount_predictions_loss: 0.6011 3481/3493 [============================>.] - ETA: 5s - loss: 1471.7417 - logits_profile_predictions_loss: 1371.1675 - logcount_predictions_loss: 0.6011 3482/3493 [============================>.] - ETA: 4s - loss: 1471.6902 - logits_profile_predictions_loss: 1371.1132 - logcount_predictions_loss: 0.6012 3483/3493 [============================>.] - ETA: 4s - loss: 1471.6976 - logits_profile_predictions_loss: 1371.1216 - logcount_predictions_loss: 0.6012 3484/3493 [============================>.] - ETA: 3s - loss: 1471.6749 - logits_profile_predictions_loss: 1371.1064 - logcount_predictions_loss: 0.6011 3485/3493 [============================>.] - ETA: 3s - loss: 1471.6843 - logits_profile_predictions_loss: 1371.1140 - logcount_predictions_loss: 0.6011 3486/3493 [============================>.] - ETA: 3s - loss: 1471.6904 - logits_profile_predictions_loss: 1371.1005 - logcount_predictions_loss: 0.6012 3487/3493 [============================>.] - ETA: 2s - loss: 1471.6204 - logits_profile_predictions_loss: 1371.0360 - logcount_predictions_loss: 0.6012 3488/3493 [============================>.] - ETA: 2s - loss: 1471.6073 - logits_profile_predictions_loss: 1371.0231 - logcount_predictions_loss: 0.6012 3489/3493 [============================>.] - ETA: 1s - loss: 1471.6385 - logits_profile_predictions_loss: 1371.0511 - logcount_predictions_loss: 0.6012 3490/3493 [============================>.] - ETA: 1s - loss: 1471.6416 - logits_profile_predictions_loss: 1371.0406 - logcount_predictions_loss: 0.6013 3491/3493 [============================>.] - ETA: 0s - loss: 1471.6510 - logits_profile_predictions_loss: 1371.0481 - logcount_predictions_loss: 0.6013 3492/3493 [============================>.] - ETA: 0s - loss: 1471.6602 - logits_profile_predictions_loss: 1371.0508 - logcount_predictions_loss: 0.6014 3493/3493 [==============================] - ETA: 0s - loss: 1471.7032 - logits_profile_predictions_loss: 1371.1002 - logcount_predictions_loss: 0.6013 Epoch 8: val_loss improved from 1576.89111 to 1572.59253, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1567s 449ms/step - loss: 1471.7032 - logits_profile_predictions_loss: 1371.1002 - logcount_predictions_loss: 0.6013 - val_loss: 1572.5925 - val_logits_profile_predictions_loss: 1468.8398 - val_logcount_predictions_loss: 0.6202 Epoch 9/50 1/3493 [..............................] - ETA: 18:28 - loss: 1388.4626 - logits_profile_predictions_loss: 1273.8580 - logcount_predictions_loss: 0.6850 2/3493 [..............................] - ETA: 17:42 - loss: 1381.6299 - logits_profile_predictions_loss: 1255.3784 - logcount_predictions_loss: 0.7546 3/3493 [..............................] - ETA: 17:49 - loss: 1384.8512 - logits_profile_predictions_loss: 1272.8478 - logcount_predictions_loss: 0.6695 4/3493 [..............................] - ETA: 17:58 - loss: 1389.2606 - logits_profile_predictions_loss: 1285.7750 - logcount_predictions_loss: 0.6186 5/3493 [..............................] - ETA: 18:02 - loss: 1385.4843 - logits_profile_predictions_loss: 1282.7118 - logcount_predictions_loss: 0.6143 6/3493 [..............................] - ETA: 18:26 - loss: 1391.3666 - logits_profile_predictions_loss: 1293.9424 - logcount_predictions_loss: 0.5823 7/3493 [..............................] - ETA: 18:46 - loss: 1408.4414 - logits_profile_predictions_loss: 1310.0363 - logcount_predictions_loss: 0.5882 8/3493 [..............................] - ETA: 18:55 - loss: 1397.9431 - logits_profile_predictions_loss: 1301.8402 - logcount_predictions_loss: 0.5744 9/3493 [..............................] - ETA: 18:59 - loss: 1416.4995 - logits_profile_predictions_loss: 1320.3153 - logcount_predictions_loss: 0.5749 10/3493 [..............................] - ETA: 19:02 - loss: 1420.5935 - logits_profile_predictions_loss: 1323.7225 - logcount_predictions_loss: 0.5790 11/3493 [..............................] - ETA: 19:05 - loss: 1407.5302 - logits_profile_predictions_loss: 1310.1327 - logcount_predictions_loss: 0.5822 12/3493 [..............................] - ETA: 19:08 - loss: 1400.3961 - logits_profile_predictions_loss: 1305.1302 - logcount_predictions_loss: 0.5694 13/3493 [..............................] - ETA: 19:14 - loss: 1393.7488 - logits_profile_predictions_loss: 1301.1451 - logcount_predictions_loss: 0.5535 14/3493 [..............................] - ETA: 19:19 - loss: 1413.3397 - logits_profile_predictions_loss: 1320.9846 - logcount_predictions_loss: 0.5520 15/3493 [..............................] - ETA: 19:23 - loss: 1410.2209 - logits_profile_predictions_loss: 1319.0190 - logcount_predictions_loss: 0.5451 16/3493 [..............................] - ETA: 19:27 - loss: 1412.1132 - logits_profile_predictions_loss: 1320.3102 - logcount_predictions_loss: 0.5487 17/3493 [..............................] - ETA: 19:29 - loss: 1419.5034 - logits_profile_predictions_loss: 1327.7578 - logcount_predictions_loss: 0.5484 18/3493 [..............................] - ETA: 19:36 - loss: 1424.9883 - logits_profile_predictions_loss: 1331.5447 - logcount_predictions_loss: 0.5585 19/3493 [..............................] - ETA: 19:43 - loss: 1426.1375 - logits_profile_predictions_loss: 1331.4092 - logcount_predictions_loss: 0.5662 20/3493 [..............................] - ETA: 19:49 - loss: 1418.4329 - logits_profile_predictions_loss: 1324.4711 - logcount_predictions_loss: 0.5616 21/3493 [..............................] - ETA: 19:55 - loss: 1434.9344 - logits_profile_predictions_loss: 1338.3806 - logcount_predictions_loss: 0.5771 22/3493 [..............................] - ETA: 20:00 - loss: 1432.5396 - logits_profile_predictions_loss: 1336.4323 - logcount_predictions_loss: 0.5745 23/3493 [..............................] - ETA: 20:05 - loss: 1423.3656 - logits_profile_predictions_loss: 1328.4904 - logcount_predictions_loss: 0.5671 24/3493 [..............................] - ETA: 20:10 - loss: 1421.6445 - logits_profile_predictions_loss: 1327.4258 - logcount_predictions_loss: 0.5632 25/3493 [..............................] - ETA: 20:14 - loss: 1420.1512 - logits_profile_predictions_loss: 1326.1216 - logcount_predictions_loss: 0.5620 26/3493 [..............................] - ETA: 20:18 - loss: 1419.7579 - logits_profile_predictions_loss: 1325.6819 - logcount_predictions_loss: 0.5623 27/3493 [..............................] - ETA: 20:21 - loss: 1424.9292 - logits_profile_predictions_loss: 1328.5239 - logcount_predictions_loss: 0.5762 28/3493 [..............................] - ETA: 20:22 - loss: 1425.3748 - logits_profile_predictions_loss: 1328.6471 - logcount_predictions_loss: 0.5782 29/3493 [..............................] - ETA: 20:23 - loss: 1424.3999 - logits_profile_predictions_loss: 1328.1843 - logcount_predictions_loss: 0.5751 30/3493 [..............................] - ETA: 20:24 - loss: 1423.2017 - logits_profile_predictions_loss: 1328.1914 - logcount_predictions_loss: 0.5679 31/3493 [..............................] - ETA: 20:26 - loss: 1420.1263 - logits_profile_predictions_loss: 1325.5609 - logcount_predictions_loss: 0.5652 32/3493 [..............................] - ETA: 20:28 - loss: 1422.7906 - logits_profile_predictions_loss: 1328.7629 - logcount_predictions_loss: 0.5620 33/3493 [..............................] - ETA: 20:30 - loss: 1421.4357 - logits_profile_predictions_loss: 1328.5862 - logcount_predictions_loss: 0.5550 34/3493 [..............................] - ETA: 20:36 - loss: 1419.8104 - logits_profile_predictions_loss: 1326.7937 - logcount_predictions_loss: 0.5560 35/3493 [..............................] - ETA: 20:41 - loss: 1421.3115 - logits_profile_predictions_loss: 1326.0809 - logcount_predictions_loss: 0.5692 36/3493 [..............................] - ETA: 20:44 - loss: 1424.5825 - logits_profile_predictions_loss: 1329.8445 - logcount_predictions_loss: 0.5663 37/3493 [..............................] - ETA: 20:47 - loss: 1427.5928 - logits_profile_predictions_loss: 1333.3358 - logcount_predictions_loss: 0.5634 38/3493 [..............................] - ETA: 20:49 - loss: 1426.4037 - logits_profile_predictions_loss: 1332.3727 - logcount_predictions_loss: 0.5620 39/3493 [..............................] - ETA: 20:52 - loss: 1428.6879 - logits_profile_predictions_loss: 1335.5399 - logcount_predictions_loss: 0.5568 40/3493 [..............................] - ETA: 20:54 - loss: 1425.0261 - logits_profile_predictions_loss: 1332.5642 - logcount_predictions_loss: 0.5527 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logits_profile_predictions_loss: 1342.9912 - logcount_predictions_loss: 0.5784 48/3493 [..............................] - ETA: 21:09 - loss: 1439.4191 - logits_profile_predictions_loss: 1343.1476 - logcount_predictions_loss: 0.5754 49/3493 [..............................] - ETA: 21:11 - loss: 1438.5817 - logits_profile_predictions_loss: 1342.2698 - logcount_predictions_loss: 0.5757 50/3493 [..............................] - ETA: 21:12 - loss: 1434.1646 - logits_profile_predictions_loss: 1338.3386 - logcount_predictions_loss: 0.5728 51/3493 [..............................] - ETA: 21:13 - loss: 1433.4349 - logits_profile_predictions_loss: 1336.5414 - logcount_predictions_loss: 0.5792 52/3493 [..............................] - ETA: 21:15 - loss: 1431.8616 - logits_profile_predictions_loss: 1335.3263 - logcount_predictions_loss: 0.5770 53/3493 [..............................] - ETA: 21:16 - loss: 1431.5784 - logits_profile_predictions_loss: 1334.9503 - logcount_predictions_loss: 0.5776 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logits_profile_predictions_loss: 1347.2742 - logcount_predictions_loss: 0.5722 61/3493 [..............................] - ETA: 21:24 - loss: 1444.1345 - logits_profile_predictions_loss: 1348.3386 - logcount_predictions_loss: 0.5726 62/3493 [..............................] - ETA: 21:25 - loss: 1444.3075 - logits_profile_predictions_loss: 1348.8198 - logcount_predictions_loss: 0.5708 63/3493 [..............................] - ETA: 21:26 - loss: 1445.4467 - logits_profile_predictions_loss: 1350.4158 - logcount_predictions_loss: 0.5680 64/3493 [..............................] - ETA: 21:27 - loss: 1445.4408 - logits_profile_predictions_loss: 1350.0410 - logcount_predictions_loss: 0.5702 65/3493 [..............................] - ETA: 21:28 - loss: 1444.2957 - logits_profile_predictions_loss: 1349.2627 - logcount_predictions_loss: 0.5680 66/3493 [..............................] - ETA: 21:29 - loss: 1441.7040 - logits_profile_predictions_loss: 1346.2496 - logcount_predictions_loss: 0.5706 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logits_profile_predictions_loss: 1344.3361 - logcount_predictions_loss: 0.5722 74/3493 [..............................] - ETA: 21:40 - loss: 1436.6147 - logits_profile_predictions_loss: 1340.8993 - logcount_predictions_loss: 0.5721 75/3493 [..............................] - ETA: 21:41 - loss: 1435.3876 - logits_profile_predictions_loss: 1339.7649 - logcount_predictions_loss: 0.5716 76/3493 [..............................] - ETA: 21:42 - loss: 1434.2887 - logits_profile_predictions_loss: 1338.4430 - logcount_predictions_loss: 0.5729 77/3493 [..............................] - ETA: 21:43 - loss: 1434.7831 - logits_profile_predictions_loss: 1339.3311 - logcount_predictions_loss: 0.5705 78/3493 [..............................] - ETA: 21:44 - loss: 1434.8196 - logits_profile_predictions_loss: 1339.4651 - logcount_predictions_loss: 0.5700 79/3493 [..............................] - ETA: 21:45 - loss: 1433.7612 - logits_profile_predictions_loss: 1338.7195 - logcount_predictions_loss: 0.5681 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logits_profile_predictions_loss: 1345.5077 - logcount_predictions_loss: 0.5743 87/3493 [..............................] - ETA: 21:54 - loss: 1441.5186 - logits_profile_predictions_loss: 1345.3632 - logcount_predictions_loss: 0.5747 88/3493 [..............................] - ETA: 21:55 - loss: 1443.2456 - logits_profile_predictions_loss: 1347.1465 - logcount_predictions_loss: 0.5744 89/3493 [..............................] - ETA: 21:56 - loss: 1445.0944 - logits_profile_predictions_loss: 1349.0773 - logcount_predictions_loss: 0.5739 90/3493 [..............................] - ETA: 21:57 - loss: 1445.4249 - logits_profile_predictions_loss: 1349.2943 - logcount_predictions_loss: 0.5746 91/3493 [..............................] - ETA: 21:59 - loss: 1445.3010 - logits_profile_predictions_loss: 1349.1328 - logcount_predictions_loss: 0.5748 92/3493 [..............................] - ETA: 22:02 - loss: 1445.2218 - logits_profile_predictions_loss: 1348.6464 - logcount_predictions_loss: 0.5773 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ETA: 9s - loss: 1455.4515 - logits_profile_predictions_loss: 1359.8297 - logcount_predictions_loss: 0.5716  3472/3493 [============================>.] - ETA: 9s - loss: 1455.4490 - logits_profile_predictions_loss: 1359.8324 - logcount_predictions_loss: 0.5716 3473/3493 [============================>.] - ETA: 9s - loss: 1455.3892 - logits_profile_predictions_loss: 1359.7772 - logcount_predictions_loss: 0.5715 3474/3493 [============================>.] - ETA: 8s - loss: 1455.4242 - logits_profile_predictions_loss: 1359.8185 - logcount_predictions_loss: 0.5715 3475/3493 [============================>.] - ETA: 8s - loss: 1455.4197 - logits_profile_predictions_loss: 1359.8143 - logcount_predictions_loss: 0.5715 3476/3493 [============================>.] - ETA: 7s - loss: 1455.3676 - logits_profile_predictions_loss: 1359.7666 - logcount_predictions_loss: 0.5715 3477/3493 [============================>.] - ETA: 7s - loss: 1455.3669 - logits_profile_predictions_loss: 1359.7600 - logcount_predictions_loss: 0.5715 3478/3493 [============================>.] - ETA: 6s - loss: 1455.4061 - logits_profile_predictions_loss: 1359.8011 - logcount_predictions_loss: 0.5715 3479/3493 [============================>.] - ETA: 6s - loss: 1455.3890 - logits_profile_predictions_loss: 1359.7856 - logcount_predictions_loss: 0.5715 3480/3493 [============================>.] - ETA: 5s - loss: 1455.4183 - logits_profile_predictions_loss: 1359.8257 - logcount_predictions_loss: 0.5714 3481/3493 [============================>.] - ETA: 5s - loss: 1455.3870 - logits_profile_predictions_loss: 1359.7988 - logcount_predictions_loss: 0.5714 3482/3493 [============================>.] - ETA: 4s - loss: 1455.4039 - logits_profile_predictions_loss: 1359.8081 - logcount_predictions_loss: 0.5714 3483/3493 [============================>.] - ETA: 4s - loss: 1455.3896 - logits_profile_predictions_loss: 1359.7860 - logcount_predictions_loss: 0.5715 3484/3493 [============================>.] - ETA: 4s - loss: 1455.3671 - logits_profile_predictions_loss: 1359.7705 - logcount_predictions_loss: 0.5714 3485/3493 [============================>.] - ETA: 3s - loss: 1455.3091 - logits_profile_predictions_loss: 1359.7164 - logcount_predictions_loss: 0.5714 3486/3493 [============================>.] - ETA: 3s - loss: 1455.2889 - logits_profile_predictions_loss: 1359.6960 - logcount_predictions_loss: 0.5714 3487/3493 [============================>.] - ETA: 2s - loss: 1455.2369 - logits_profile_predictions_loss: 1359.6473 - logcount_predictions_loss: 0.5714 3488/3493 [============================>.] - ETA: 2s - loss: 1455.2761 - logits_profile_predictions_loss: 1359.6732 - logcount_predictions_loss: 0.5715 3489/3493 [============================>.] - ETA: 1s - loss: 1455.2979 - logits_profile_predictions_loss: 1359.6842 - logcount_predictions_loss: 0.5715 3490/3493 [============================>.] - ETA: 1s - loss: 1455.2917 - logits_profile_predictions_loss: 1359.6879 - logcount_predictions_loss: 0.5715 3491/3493 [============================>.] - ETA: 0s - loss: 1455.3436 - logits_profile_predictions_loss: 1359.7314 - logcount_predictions_loss: 0.5715 3492/3493 [============================>.] - ETA: 0s - loss: 1455.3516 - logits_profile_predictions_loss: 1359.7461 - logcount_predictions_loss: 0.5715 3493/3493 [==============================] - ETA: 0s - loss: 1455.3588 - logits_profile_predictions_loss: 1359.7533 - logcount_predictions_loss: 0.5715 Epoch 9: val_loss did not improve from 1572.59253  3493/3493 [==============================] - 1655s 474ms/step - loss: 1455.3588 - logits_profile_predictions_loss: 1359.7533 - logcount_predictions_loss: 0.5715 - val_loss: 1575.5868 - val_logits_profile_predictions_loss: 1472.2399 - val_logcount_predictions_loss: 0.6177 Epoch 10/50 1/3493 [..............................] - ETA: 18:15 - loss: 1390.3252 - logits_profile_predictions_loss: 1318.3982 - logcount_predictions_loss: 0.4299 2/3493 [..............................] - ETA: 17:16 - loss: 1359.6404 - logits_profile_predictions_loss: 1289.4427 - logcount_predictions_loss: 0.4196 3/3493 [..............................] - ETA: 17:17 - loss: 1344.5326 - logits_profile_predictions_loss: 1273.3483 - logcount_predictions_loss: 0.4255 4/3493 [..............................] - ETA: 17:18 - loss: 1374.3672 - logits_profile_predictions_loss: 1302.4871 - logcount_predictions_loss: 0.4296 5/3493 [..............................] - ETA: 17:18 - loss: 1342.8503 - logits_profile_predictions_loss: 1272.6991 - logcount_predictions_loss: 0.4193 6/3493 [..............................] - ETA: 17:18 - loss: 1373.2809 - logits_profile_predictions_loss: 1299.3198 - logcount_predictions_loss: 0.4421 7/3493 [..............................] - ETA: 17:17 - loss: 1362.9788 - logits_profile_predictions_loss: 1280.2931 - logcount_predictions_loss: 0.4942 8/3493 [..............................] - ETA: 17:18 - loss: 1357.8730 - logits_profile_predictions_loss: 1273.9297 - logcount_predictions_loss: 0.5018 9/3493 [..............................] - ETA: 17:18 - loss: 1361.2474 - logits_profile_predictions_loss: 1277.8068 - logcount_predictions_loss: 0.4987 10/3493 [..............................] - ETA: 17:18 - loss: 1360.3522 - logits_profile_predictions_loss: 1276.2988 - logcount_predictions_loss: 0.5024 11/3493 [..............................] - ETA: 17:18 - loss: 1364.2823 - logits_profile_predictions_loss: 1279.7751 - logcount_predictions_loss: 0.5051 12/3493 [..............................] - ETA: 17:18 - loss: 1371.8754 - logits_profile_predictions_loss: 1287.6102 - logcount_predictions_loss: 0.5037 13/3493 [..............................] - ETA: 17:18 - loss: 1364.1809 - logits_profile_predictions_loss: 1281.8511 - logcount_predictions_loss: 0.4921 14/3493 [..............................] - ETA: 17:18 - loss: 1371.0455 - logits_profile_predictions_loss: 1287.8131 - logcount_predictions_loss: 0.4975 15/3493 [..............................] - ETA: 17:18 - loss: 1373.3607 - logits_profile_predictions_loss: 1289.6490 - logcount_predictions_loss: 0.5004 16/3493 [..............................] - ETA: 17:18 - loss: 1378.3009 - logits_profile_predictions_loss: 1295.3849 - logcount_predictions_loss: 0.4956 17/3493 [..............................] - ETA: 17:18 - loss: 1381.3232 - logits_profile_predictions_loss: 1295.8273 - logcount_predictions_loss: 0.5110 18/3493 [..............................] - ETA: 17:19 - loss: 1382.4358 - logits_profile_predictions_loss: 1296.9873 - logcount_predictions_loss: 0.5107 19/3493 [..............................] - ETA: 17:20 - loss: 1393.3551 - logits_profile_predictions_loss: 1307.3933 - logcount_predictions_loss: 0.5138 20/3493 [..............................] - ETA: 17:21 - loss: 1385.9086 - logits_profile_predictions_loss: 1300.0957 - logcount_predictions_loss: 0.5129 21/3493 [..............................] - ETA: 17:23 - loss: 1384.2507 - logits_profile_predictions_loss: 1299.0803 - logcount_predictions_loss: 0.5091 22/3493 [..............................] - ETA: 17:26 - loss: 1379.4595 - logits_profile_predictions_loss: 1294.5228 - logcount_predictions_loss: 0.5077 23/3493 [..............................] - ETA: 17:27 - loss: 1374.0752 - logits_profile_predictions_loss: 1290.2719 - logcount_predictions_loss: 0.5009 24/3493 [..............................] - ETA: 17:29 - loss: 1379.4325 - logits_profile_predictions_loss: 1295.7861 - logcount_predictions_loss: 0.5000 25/3493 [..............................] - ETA: 17:30 - loss: 1373.4315 - logits_profile_predictions_loss: 1289.5669 - logcount_predictions_loss: 0.5013 26/3493 [..............................] - ETA: 17:31 - loss: 1377.1543 - logits_profile_predictions_loss: 1293.3221 - logcount_predictions_loss: 0.5011 27/3493 [..............................] - ETA: 17:31 - loss: 1384.6198 - logits_profile_predictions_loss: 1298.9255 - logcount_predictions_loss: 0.5122 28/3493 [..............................] - ETA: 17:33 - loss: 1388.3287 - logits_profile_predictions_loss: 1302.2365 - logcount_predictions_loss: 0.5146 29/3493 [..............................] - ETA: 17:37 - loss: 1384.1486 - logits_profile_predictions_loss: 1298.7271 - logcount_predictions_loss: 0.5106 30/3493 [..............................] - ETA: 17:40 - loss: 1385.3116 - logits_profile_predictions_loss: 1300.0250 - logcount_predictions_loss: 0.5098 31/3493 [..............................] - ETA: 17:42 - loss: 1383.0317 - logits_profile_predictions_loss: 1298.1031 - logcount_predictions_loss: 0.5076 32/3493 [..............................] - ETA: 17:44 - loss: 1380.9696 - logits_profile_predictions_loss: 1296.2244 - logcount_predictions_loss: 0.5065 33/3493 [..............................] - ETA: 17:45 - loss: 1380.6323 - logits_profile_predictions_loss: 1295.8903 - logcount_predictions_loss: 0.5065 34/3493 [..............................] - ETA: 17:45 - loss: 1376.0266 - logits_profile_predictions_loss: 1291.6807 - logcount_predictions_loss: 0.5042 35/3493 [..............................] - ETA: 17:45 - loss: 1375.4409 - logits_profile_predictions_loss: 1290.5667 - logcount_predictions_loss: 0.5073 36/3493 [..............................] - ETA: 17:46 - loss: 1375.3043 - logits_profile_predictions_loss: 1290.8999 - logcount_predictions_loss: 0.5045 37/3493 [..............................] - ETA: 17:46 - loss: 1379.1177 - logits_profile_predictions_loss: 1294.1443 - logcount_predictions_loss: 0.5079 38/3493 [..............................] - ETA: 17:47 - loss: 1383.6235 - logits_profile_predictions_loss: 1298.5098 - logcount_predictions_loss: 0.5087 39/3493 [..............................] - ETA: 17:47 - loss: 1385.8898 - logits_profile_predictions_loss: 1300.5834 - logcount_predictions_loss: 0.5099 40/3493 [..............................] - ETA: 17:48 - loss: 1388.3009 - logits_profile_predictions_loss: 1303.4740 - logcount_predictions_loss: 0.5070 41/3493 [..............................] - ETA: 17:48 - loss: 1386.9673 - logits_profile_predictions_loss: 1301.8470 - logcount_predictions_loss: 0.5088 42/3493 [..............................] - ETA: 17:49 - loss: 1384.0210 - logits_profile_predictions_loss: 1298.1914 - logcount_predictions_loss: 0.5130 43/3493 [..............................] - ETA: 17:49 - loss: 1387.5323 - logits_profile_predictions_loss: 1301.9902 - logcount_predictions_loss: 0.5113 44/3493 [..............................] - ETA: 17:49 - loss: 1388.7665 - logits_profile_predictions_loss: 1303.4926 - logcount_predictions_loss: 0.5097 45/3493 [..............................] - ETA: 17:50 - loss: 1387.2471 - logits_profile_predictions_loss: 1302.2128 - logcount_predictions_loss: 0.5083 46/3493 [..............................] - ETA: 17:50 - loss: 1391.2972 - logits_profile_predictions_loss: 1307.0732 - logcount_predictions_loss: 0.5034 47/3493 [..............................] - ETA: 17:51 - loss: 1393.6831 - logits_profile_predictions_loss: 1309.7418 - logcount_predictions_loss: 0.5017 48/3493 [..............................] - ETA: 17:52 - loss: 1396.4746 - logits_profile_predictions_loss: 1312.1458 - logcount_predictions_loss: 0.5041 49/3493 [..............................] - ETA: 17:53 - loss: 1395.9183 - logits_profile_predictions_loss: 1311.7465 - logcount_predictions_loss: 0.5031 50/3493 [..............................] - ETA: 17:53 - loss: 1403.9144 - logits_profile_predictions_loss: 1319.9331 - logcount_predictions_loss: 0.5020 51/3493 [..............................] - ETA: 17:54 - loss: 1403.1041 - logits_profile_predictions_loss: 1319.1609 - logcount_predictions_loss: 0.5018 52/3493 [..............................] - ETA: 17:54 - loss: 1403.5966 - logits_profile_predictions_loss: 1319.9928 - logcount_predictions_loss: 0.4997 53/3493 [..............................] - ETA: 17:55 - loss: 1405.2048 - logits_profile_predictions_loss: 1321.7571 - logcount_predictions_loss: 0.4988 54/3493 [..............................] - ETA: 17:55 - loss: 1410.2905 - logits_profile_predictions_loss: 1326.9954 - logcount_predictions_loss: 0.4979 55/3493 [..............................] - ETA: 17:56 - loss: 1408.9222 - logits_profile_predictions_loss: 1326.0750 - logcount_predictions_loss: 0.4952 56/3493 [..............................] - ETA: 17:56 - loss: 1408.6080 - logits_profile_predictions_loss: 1325.8660 - logcount_predictions_loss: 0.4946 57/3493 [..............................] - ETA: 17:57 - loss: 1407.4501 - logits_profile_predictions_loss: 1324.7532 - logcount_predictions_loss: 0.4943 58/3493 [..............................] - ETA: 17:58 - loss: 1404.7216 - logits_profile_predictions_loss: 1322.2512 - logcount_predictions_loss: 0.4929 59/3493 [..............................] - ETA: 18:00 - loss: 1407.2745 - logits_profile_predictions_loss: 1324.6154 - logcount_predictions_loss: 0.4941 60/3493 [..............................] - ETA: 18:00 - loss: 1408.1921 - logits_profile_predictions_loss: 1326.0846 - logcount_predictions_loss: 0.4908 61/3493 [..............................] - ETA: 18:01 - loss: 1408.4811 - logits_profile_predictions_loss: 1326.1686 - logcount_predictions_loss: 0.4920 62/3493 [..............................] - ETA: 18:01 - loss: 1407.1168 - logits_profile_predictions_loss: 1324.4697 - logcount_predictions_loss: 0.4940 63/3493 [..............................] - ETA: 18:02 - loss: 1405.5551 - logits_profile_predictions_loss: 1322.6835 - logcount_predictions_loss: 0.4953 64/3493 [..............................] - ETA: 18:02 - loss: 1404.8356 - logits_profile_predictions_loss: 1321.1970 - logcount_predictions_loss: 0.4999 65/3493 [..............................] - ETA: 18:02 - loss: 1407.2361 - logits_profile_predictions_loss: 1322.9108 - logcount_predictions_loss: 0.5040 66/3493 [..............................] - ETA: 18:02 - loss: 1405.4583 - logits_profile_predictions_loss: 1321.0679 - logcount_predictions_loss: 0.5044 67/3493 [..............................] - ETA: 18:03 - loss: 1405.6549 - logits_profile_predictions_loss: 1321.0726 - logcount_predictions_loss: 0.5056 68/3493 [..............................] - ETA: 18:03 - loss: 1405.9635 - logits_profile_predictions_loss: 1321.5504 - logcount_predictions_loss: 0.5046 69/3493 [..............................] - ETA: 18:03 - loss: 1404.6383 - logits_profile_predictions_loss: 1319.7034 - logcount_predictions_loss: 0.5077 70/3493 [..............................] - ETA: 18:04 - loss: 1404.9237 - logits_profile_predictions_loss: 1319.9623 - logcount_predictions_loss: 0.5078 71/3493 [..............................] - ETA: 18:04 - loss: 1406.3323 - logits_profile_predictions_loss: 1321.4492 - logcount_predictions_loss: 0.5074 72/3493 [..............................] - ETA: 18:04 - loss: 1408.3798 - logits_profile_predictions_loss: 1323.3267 - logcount_predictions_loss: 0.5084 73/3493 [..............................] - ETA: 18:04 - loss: 1408.5763 - logits_profile_predictions_loss: 1323.7313 - logcount_predictions_loss: 0.5071 74/3493 [..............................] - ETA: 18:05 - loss: 1410.5610 - logits_profile_predictions_loss: 1325.8033 - logcount_predictions_loss: 0.5066 75/3493 [..............................] - ETA: 18:05 - loss: 1411.9797 - logits_profile_predictions_loss: 1327.1661 - logcount_predictions_loss: 0.5070 76/3493 [..............................] - ETA: 18:05 - loss: 1412.4563 - logits_profile_predictions_loss: 1327.5079 - logcount_predictions_loss: 0.5078 77/3493 [..............................] - ETA: 18:06 - loss: 1411.9268 - logits_profile_predictions_loss: 1326.8411 - logcount_predictions_loss: 0.5086 78/3493 [..............................] - ETA: 18:06 - loss: 1413.8937 - logits_profile_predictions_loss: 1328.7491 - logcount_predictions_loss: 0.5089 79/3493 [..............................] - ETA: 18:06 - loss: 1415.0258 - logits_profile_predictions_loss: 1329.9640 - logcount_predictions_loss: 0.5084 80/3493 [..............................] - ETA: 18:07 - loss: 1413.3821 - logits_profile_predictions_loss: 1328.4104 - logcount_predictions_loss: 0.5079 81/3493 [..............................] - ETA: 18:07 - loss: 1414.7943 - logits_profile_predictions_loss: 1329.8254 - logcount_predictions_loss: 0.5079 82/3493 [..............................] - ETA: 18:08 - loss: 1414.2852 - logits_profile_predictions_loss: 1329.5734 - logcount_predictions_loss: 0.5063 83/3493 [..............................] - ETA: 18:08 - loss: 1413.8268 - logits_profile_predictions_loss: 1328.9447 - logcount_predictions_loss: 0.5074 84/3493 [..............................] - ETA: 18:08 - loss: 1413.2303 - logits_profile_predictions_loss: 1328.5673 - logcount_predictions_loss: 0.5061 85/3493 [..............................] - ETA: 18:08 - loss: 1414.3533 - logits_profile_predictions_loss: 1329.5709 - logcount_predictions_loss: 0.5068 86/3493 [..............................] - ETA: 18:09 - loss: 1414.3253 - logits_profile_predictions_loss: 1329.7329 - logcount_predictions_loss: 0.5056 87/3493 [..............................] - ETA: 18:09 - loss: 1414.8519 - logits_profile_predictions_loss: 1330.4948 - logcount_predictions_loss: 0.5042 88/3493 [..............................] - ETA: 18:09 - loss: 1415.4301 - logits_profile_predictions_loss: 1331.2437 - logcount_predictions_loss: 0.5032 89/3493 [..............................] - ETA: 18:09 - loss: 1417.1335 - logits_profile_predictions_loss: 1333.2365 - logcount_predictions_loss: 0.5015 90/3493 [..............................] - ETA: 18:09 - loss: 1417.8479 - logits_profile_predictions_loss: 1333.9354 - logcount_predictions_loss: 0.5016 91/3493 [..............................] - ETA: 18:09 - loss: 1417.7634 - logits_profile_predictions_loss: 1333.6202 - logcount_predictions_loss: 0.5030 92/3493 [..............................] - ETA: 18:10 - loss: 1417.0818 - logits_profile_predictions_loss: 1332.7263 - logcount_predictions_loss: 0.5042 93/3493 [..............................] - ETA: 18:10 - loss: 1417.4736 - logits_profile_predictions_loss: 1333.0532 - logcount_predictions_loss: 0.5046 94/3493 [..............................] - ETA: 18:10 - loss: 1416.7141 - logits_profile_predictions_loss: 1332.4821 - logcount_predictions_loss: 0.5035 95/3493 [..............................] - ETA: 18:11 - loss: 1414.2678 - logits_profile_predictions_loss: 1329.9388 - logcount_predictions_loss: 0.5041 96/3493 [..............................] - ETA: 18:11 - loss: 1413.7163 - logits_profile_predictions_loss: 1329.0696 - logcount_predictions_loss: 0.5060 97/3493 [..............................] - ETA: 18:12 - loss: 1413.4364 - logits_profile_predictions_loss: 1328.8890 - logcount_predictions_loss: 0.5054 98/3493 [..............................] - ETA: 18:12 - loss: 1412.5135 - logits_profile_predictions_loss: 1327.8683 - logcount_predictions_loss: 0.5060 99/3493 [..............................] - ETA: 18:12 - loss: 1413.3671 - 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logcount_predictions_loss: 0.5473 614/3493 [====>.........................] - ETA: 18:45 - loss: 1436.0358 - logits_profile_predictions_loss: 1344.5107 - logcount_predictions_loss: 0.5471 615/3493 [====>.........................] - ETA: 18:45 - loss: 1435.9735 - logits_profile_predictions_loss: 1344.4576 - logcount_predictions_loss: 0.5470 616/3493 [====>.........................] - ETA: 18:45 - loss: 1435.6571 - logits_profile_predictions_loss: 1344.1730 - logcount_predictions_loss: 0.5468 617/3493 [====>.........................] - ETA: 18:45 - loss: 1435.4938 - logits_profile_predictions_loss: 1344.0052 - logcount_predictions_loss: 0.5469 618/3493 [====>.........................] - ETA: 18:44 - loss: 1435.4618 - logits_profile_predictions_loss: 1343.9576 - logcount_predictions_loss: 0.5470 619/3493 [====>.........................] - ETA: 18:44 - loss: 1435.3428 - logits_profile_predictions_loss: 1343.8413 - logcount_predictions_loss: 0.5469 620/3493 [====>.........................] 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ETA: 10s - loss: 1442.5554 - logits_profile_predictions_loss: 1349.4487 - logcount_predictions_loss: 0.5565 3469/3493 [============================>.] - ETA: 9s - loss: 1442.5311 - logits_profile_predictions_loss: 1349.4247 - logcount_predictions_loss: 0.5565  3470/3493 [============================>.] - ETA: 9s - loss: 1442.4535 - logits_profile_predictions_loss: 1349.3472 - logcount_predictions_loss: 0.5565 3471/3493 [============================>.] - ETA: 9s - loss: 1442.4508 - logits_profile_predictions_loss: 1349.3441 - logcount_predictions_loss: 0.5565 3472/3493 [============================>.] - ETA: 8s - loss: 1442.4132 - logits_profile_predictions_loss: 1349.2942 - logcount_predictions_loss: 0.5566 3473/3493 [============================>.] - ETA: 8s - loss: 1442.4041 - logits_profile_predictions_loss: 1349.2931 - logcount_predictions_loss: 0.5566 3474/3493 [============================>.] - ETA: 7s - loss: 1442.4338 - logits_profile_predictions_loss: 1349.3236 - logcount_predictions_loss: 0.5565 3475/3493 [============================>.] - ETA: 7s - loss: 1442.4274 - logits_profile_predictions_loss: 1349.3169 - logcount_predictions_loss: 0.5565 3476/3493 [============================>.] - ETA: 7s - loss: 1442.4147 - logits_profile_predictions_loss: 1349.3116 - logcount_predictions_loss: 0.5565 3477/3493 [============================>.] - ETA: 6s - loss: 1442.4515 - logits_profile_predictions_loss: 1349.3474 - logcount_predictions_loss: 0.5565 3478/3493 [============================>.] - ETA: 6s - loss: 1442.4410 - logits_profile_predictions_loss: 1349.3458 - logcount_predictions_loss: 0.5565 3479/3493 [============================>.] - ETA: 5s - loss: 1442.4070 - logits_profile_predictions_loss: 1349.3107 - logcount_predictions_loss: 0.5565 3480/3493 [============================>.] - ETA: 5s - loss: 1442.3907 - logits_profile_predictions_loss: 1349.2941 - logcount_predictions_loss: 0.5565 3481/3493 [============================>.] - ETA: 4s - loss: 1442.3828 - logits_profile_predictions_loss: 1349.2838 - logcount_predictions_loss: 0.5565 3482/3493 [============================>.] - ETA: 4s - loss: 1442.4132 - logits_profile_predictions_loss: 1349.3157 - logcount_predictions_loss: 0.5565 3483/3493 [============================>.] - ETA: 4s - loss: 1442.3771 - logits_profile_predictions_loss: 1349.2877 - logcount_predictions_loss: 0.5564 3484/3493 [============================>.] - ETA: 3s - loss: 1442.3732 - logits_profile_predictions_loss: 1349.2885 - logcount_predictions_loss: 0.5564 3485/3493 [============================>.] - ETA: 3s - loss: 1442.3776 - logits_profile_predictions_loss: 1349.2750 - logcount_predictions_loss: 0.5565 3486/3493 [============================>.] - ETA: 2s - loss: 1442.3750 - logits_profile_predictions_loss: 1349.2700 - logcount_predictions_loss: 0.5565 3487/3493 [============================>.] - ETA: 2s - loss: 1442.3518 - logits_profile_predictions_loss: 1349.2517 - logcount_predictions_loss: 0.5565 3488/3493 [============================>.] - ETA: 2s - loss: 1442.3113 - logits_profile_predictions_loss: 1349.2173 - logcount_predictions_loss: 0.5564 3489/3493 [============================>.] - ETA: 1s - loss: 1442.2993 - logits_profile_predictions_loss: 1349.2010 - logcount_predictions_loss: 0.5565 3490/3493 [============================>.] - ETA: 1s - loss: 1442.3098 - logits_profile_predictions_loss: 1349.2114 - logcount_predictions_loss: 0.5565 3491/3493 [============================>.] - ETA: 0s - loss: 1442.2623 - logits_profile_predictions_loss: 1349.1665 - logcount_predictions_loss: 0.5565 3492/3493 [============================>.] - ETA: 0s - loss: 1442.2267 - logits_profile_predictions_loss: 1349.1361 - logcount_predictions_loss: 0.5564 3493/3493 [==============================] - ETA: 0s - loss: 1442.2205 - logits_profile_predictions_loss: 1349.1399 - logcount_predictions_loss: 0.5564 Epoch 10: val_loss improved from 1572.59253 to 1571.59399, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1509s 432ms/step - loss: 1442.2205 - logits_profile_predictions_loss: 1349.1399 - logcount_predictions_loss: 0.5564 - val_loss: 1571.5940 - val_logits_profile_predictions_loss: 1464.8043 - val_logcount_predictions_loss: 0.6383 Epoch 11/50 1/3493 [..............................] - ETA: 18:25 - loss: 1318.4365 - logits_profile_predictions_loss: 1196.2393 - logcount_predictions_loss: 0.7304 2/3493 [..............................] - ETA: 17:25 - loss: 1408.0056 - logits_profile_predictions_loss: 1309.7842 - logcount_predictions_loss: 0.5871 3/3493 [..............................] - ETA: 17:21 - loss: 1403.4745 - logits_profile_predictions_loss: 1304.1627 - logcount_predictions_loss: 0.5936 4/3493 [..............................] - ETA: 17:20 - loss: 1384.7703 - logits_profile_predictions_loss: 1285.5652 - logcount_predictions_loss: 0.5930 5/3493 [..............................] - ETA: 17:19 - loss: 1376.9634 - logits_profile_predictions_loss: 1278.7859 - logcount_predictions_loss: 0.5868 6/3493 [..............................] - ETA: 17:18 - loss: 1404.1880 - logits_profile_predictions_loss: 1304.2948 - logcount_predictions_loss: 0.5971 7/3493 [..............................] - ETA: 17:18 - loss: 1404.7009 - logits_profile_predictions_loss: 1307.9208 - logcount_predictions_loss: 0.5785 8/3493 [..............................] - ETA: 17:18 - loss: 1415.6147 - logits_profile_predictions_loss: 1319.8708 - logcount_predictions_loss: 0.5723 9/3493 [..............................] - ETA: 17:18 - loss: 1400.1725 - logits_profile_predictions_loss: 1304.3867 - logcount_predictions_loss: 0.5725 10/3493 [..............................] - ETA: 17:18 - loss: 1385.8693 - logits_profile_predictions_loss: 1293.8431 - logcount_predictions_loss: 0.5501 11/3493 [..............................] - ETA: 17:18 - loss: 1399.6544 - logits_profile_predictions_loss: 1308.1346 - logcount_predictions_loss: 0.5470 12/3493 [..............................] - ETA: 17:18 - loss: 1414.6005 - logits_profile_predictions_loss: 1319.1907 - logcount_predictions_loss: 0.5703 13/3493 [..............................] - ETA: 17:18 - loss: 1422.0753 - logits_profile_predictions_loss: 1329.2238 - logcount_predictions_loss: 0.5550 14/3493 [..............................] - ETA: 17:18 - loss: 1422.2878 - logits_profile_predictions_loss: 1329.5205 - logcount_predictions_loss: 0.5545 15/3493 [..............................] - ETA: 17:18 - loss: 1419.2115 - logits_profile_predictions_loss: 1327.0750 - logcount_predictions_loss: 0.5507 16/3493 [..............................] - ETA: 17:18 - loss: 1425.6829 - logits_profile_predictions_loss: 1333.6678 - logcount_predictions_loss: 0.5500 17/3493 [..............................] - ETA: 17:19 - loss: 1433.7255 - logits_profile_predictions_loss: 1341.7687 - logcount_predictions_loss: 0.5497 18/3493 [..............................] - ETA: 17:20 - loss: 1431.9565 - logits_profile_predictions_loss: 1339.6678 - logcount_predictions_loss: 0.5516 19/3493 [..............................] - ETA: 17:21 - loss: 1433.6295 - logits_profile_predictions_loss: 1342.4889 - logcount_predictions_loss: 0.5448 20/3493 [..............................] - ETA: 17:22 - loss: 1433.3572 - logits_profile_predictions_loss: 1343.2004 - logcount_predictions_loss: 0.5389 21/3493 [..............................] - ETA: 17:22 - loss: 1428.1556 - logits_profile_predictions_loss: 1338.4983 - logcount_predictions_loss: 0.5359 22/3493 [..............................] - ETA: 17:24 - loss: 1433.0485 - logits_profile_predictions_loss: 1342.5907 - logcount_predictions_loss: 0.5407 23/3493 [..............................] - ETA: 17:28 - loss: 1431.2408 - logits_profile_predictions_loss: 1339.3788 - logcount_predictions_loss: 0.5491 24/3493 [..............................] - ETA: 17:30 - loss: 1438.4164 - logits_profile_predictions_loss: 1346.6166 - logcount_predictions_loss: 0.5487 25/3493 [..............................] - ETA: 17:32 - loss: 1450.0526 - logits_profile_predictions_loss: 1353.9642 - logcount_predictions_loss: 0.5743 26/3493 [..............................] - ETA: 17:33 - loss: 1448.4701 - logits_profile_predictions_loss: 1352.2954 - logcount_predictions_loss: 0.5749 27/3493 [..............................] - ETA: 17:34 - loss: 1448.5104 - logits_profile_predictions_loss: 1353.4370 - logcount_predictions_loss: 0.5683 28/3493 [..............................] - ETA: 17:35 - loss: 1452.3352 - logits_profile_predictions_loss: 1352.1569 - logcount_predictions_loss: 0.5988 29/3493 [..............................] - ETA: 17:35 - loss: 1451.1090 - logits_profile_predictions_loss: 1349.2739 - logcount_predictions_loss: 0.6087 30/3493 [..............................] - ETA: 17:37 - loss: 1444.3496 - logits_profile_predictions_loss: 1343.5603 - logcount_predictions_loss: 0.6024 31/3493 [..............................] - ETA: 17:38 - loss: 1448.1156 - logits_profile_predictions_loss: 1348.1754 - logcount_predictions_loss: 0.5974 32/3493 [..............................] - ETA: 17:39 - loss: 1443.5919 - logits_profile_predictions_loss: 1343.2347 - logcount_predictions_loss: 0.5999 33/3493 [..............................] - ETA: 17:40 - loss: 1446.6281 - logits_profile_predictions_loss: 1345.2122 - logcount_predictions_loss: 0.6062 34/3493 [..............................] - ETA: 17:41 - loss: 1454.1666 - logits_profile_predictions_loss: 1353.3815 - logcount_predictions_loss: 0.6024 35/3493 [..............................] - ETA: 17:42 - loss: 1449.6917 - logits_profile_predictions_loss: 1349.1296 - logcount_predictions_loss: 0.6011 36/3493 [..............................] - ETA: 17:43 - loss: 1450.5651 - logits_profile_predictions_loss: 1350.4183 - logcount_predictions_loss: 0.5986 37/3493 [..............................] - ETA: 17:43 - loss: 1451.5768 - logits_profile_predictions_loss: 1351.9071 - logcount_predictions_loss: 0.5958 38/3493 [..............................] - ETA: 17:44 - loss: 1450.4749 - logits_profile_predictions_loss: 1352.2789 - logcount_predictions_loss: 0.5869 39/3493 [..............................] - ETA: 17:45 - loss: 1450.1492 - logits_profile_predictions_loss: 1352.4916 - logcount_predictions_loss: 0.5837 40/3493 [..............................] - ETA: 17:45 - loss: 1448.9539 - logits_profile_predictions_loss: 1352.4280 - logcount_predictions_loss: 0.5770 41/3493 [..............................] - ETA: 17:45 - loss: 1445.5115 - logits_profile_predictions_loss: 1348.8857 - logcount_predictions_loss: 0.5776 42/3493 [..............................] - ETA: 17:47 - loss: 1442.7218 - logits_profile_predictions_loss: 1346.9395 - logcount_predictions_loss: 0.5725 43/3493 [..............................] - ETA: 17:48 - loss: 1440.5929 - logits_profile_predictions_loss: 1345.0385 - logcount_predictions_loss: 0.5712 44/3493 [..............................] - ETA: 17:49 - loss: 1440.0272 - logits_profile_predictions_loss: 1344.0248 - logcount_predictions_loss: 0.5738 45/3493 [..............................] - ETA: 17:50 - loss: 1439.7838 - logits_profile_predictions_loss: 1344.3962 - logcount_predictions_loss: 0.5702 46/3493 [..............................] - ETA: 17:51 - loss: 1437.8003 - logits_profile_predictions_loss: 1342.9457 - logcount_predictions_loss: 0.5670 47/3493 [..............................] - ETA: 17:51 - loss: 1433.6838 - logits_profile_predictions_loss: 1339.3147 - logcount_predictions_loss: 0.5641 48/3493 [..............................] - ETA: 17:52 - loss: 1435.9071 - logits_profile_predictions_loss: 1341.3781 - logcount_predictions_loss: 0.5650 49/3493 [..............................] - ETA: 17:53 - loss: 1436.4523 - logits_profile_predictions_loss: 1342.5127 - logcount_predictions_loss: 0.5615 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logits_profile_predictions_loss: 1338.3430 - logcount_predictions_loss: 0.5500 57/3493 [..............................] - ETA: 17:58 - loss: 1429.8414 - logits_profile_predictions_loss: 1336.7675 - logcount_predictions_loss: 0.5563 58/3493 [..............................] - ETA: 17:59 - loss: 1429.0232 - logits_profile_predictions_loss: 1336.2083 - logcount_predictions_loss: 0.5548 59/3493 [..............................] - ETA: 17:59 - loss: 1429.4567 - logits_profile_predictions_loss: 1336.9276 - logcount_predictions_loss: 0.5531 60/3493 [..............................] - ETA: 17:59 - loss: 1432.6320 - logits_profile_predictions_loss: 1340.5208 - logcount_predictions_loss: 0.5506 61/3493 [..............................] - ETA: 18:00 - loss: 1432.1980 - logits_profile_predictions_loss: 1339.8175 - logcount_predictions_loss: 0.5522 62/3493 [..............................] - ETA: 18:00 - loss: 1431.9667 - logits_profile_predictions_loss: 1339.0621 - logcount_predictions_loss: 0.5553 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logcount_predictions_loss: 0.5353 3469/3493 [============================>.] - ETA: 10s - loss: 1430.7014 - logits_profile_predictions_loss: 1341.1422 - logcount_predictions_loss: 0.5353 3470/3493 [============================>.] - ETA: 10s - loss: 1430.7253 - logits_profile_predictions_loss: 1341.1630 - logcount_predictions_loss: 0.5353 3471/3493 [============================>.] - ETA: 9s - loss: 1430.6798 - logits_profile_predictions_loss: 1341.1223 - logcount_predictions_loss: 0.5353  3472/3493 [============================>.] - ETA: 9s - loss: 1430.6532 - logits_profile_predictions_loss: 1341.0941 - logcount_predictions_loss: 0.5353 3473/3493 [============================>.] - ETA: 8s - loss: 1430.6509 - logits_profile_predictions_loss: 1341.0979 - logcount_predictions_loss: 0.5353 3474/3493 [============================>.] - ETA: 8s - loss: 1430.6174 - logits_profile_predictions_loss: 1341.0638 - logcount_predictions_loss: 0.5353 3475/3493 [============================>.] - ETA: 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logcount_predictions_loss: 0.5356 3482/3493 [============================>.] - ETA: 4s - loss: 1430.5651 - logits_profile_predictions_loss: 1340.9677 - logcount_predictions_loss: 0.5355 3483/3493 [============================>.] - ETA: 4s - loss: 1430.5548 - logits_profile_predictions_loss: 1340.9564 - logcount_predictions_loss: 0.5356 3484/3493 [============================>.] - ETA: 3s - loss: 1430.5520 - logits_profile_predictions_loss: 1340.9424 - logcount_predictions_loss: 0.5356 3485/3493 [============================>.] - ETA: 3s - loss: 1430.5457 - logits_profile_predictions_loss: 1340.9490 - logcount_predictions_loss: 0.5355 3486/3493 [============================>.] - ETA: 3s - loss: 1430.6082 - logits_profile_predictions_loss: 1341.0178 - logcount_predictions_loss: 0.5355 3487/3493 [============================>.] - ETA: 2s - loss: 1430.6486 - logits_profile_predictions_loss: 1341.0612 - logcount_predictions_loss: 0.5355 3488/3493 [============================>.] - ETA: 2s - loss: 1430.5977 - logits_profile_predictions_loss: 1341.0164 - logcount_predictions_loss: 0.5355 3489/3493 [============================>.] - ETA: 1s - loss: 1430.6482 - logits_profile_predictions_loss: 1341.0684 - logcount_predictions_loss: 0.5354 3490/3493 [============================>.] - ETA: 1s - loss: 1430.5996 - logits_profile_predictions_loss: 1341.0245 - logcount_predictions_loss: 0.5354 3491/3493 [============================>.] - ETA: 0s - loss: 1430.6232 - logits_profile_predictions_loss: 1341.0376 - logcount_predictions_loss: 0.5355 3492/3493 [============================>.] - ETA: 0s - loss: 1430.5730 - logits_profile_predictions_loss: 1340.9949 - logcount_predictions_loss: 0.5354 3493/3493 [==============================] - ETA: 0s - loss: 1430.5380 - logits_profile_predictions_loss: 1340.9647 - logcount_predictions_loss: 0.5354 Epoch 11: val_loss improved from 1571.59399 to 1571.06799, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1615s 462ms/step - loss: 1430.5380 - logits_profile_predictions_loss: 1340.9647 - logcount_predictions_loss: 0.5354 - val_loss: 1571.0680 - val_logits_profile_predictions_loss: 1467.5955 - val_logcount_predictions_loss: 0.6185 Epoch 12/50 1/3493 [..............................] - ETA: 18:32 - loss: 1413.1820 - logits_profile_predictions_loss: 1355.5448 - logcount_predictions_loss: 0.3445 2/3493 [..............................] - ETA: 17:30 - loss: 1386.4485 - logits_profile_predictions_loss: 1317.1357 - logcount_predictions_loss: 0.4143 3/3493 [..............................] - ETA: 17:33 - loss: 1380.1949 - logits_profile_predictions_loss: 1295.8301 - logcount_predictions_loss: 0.5043 4/3493 [..............................] - ETA: 17:41 - loss: 1374.9058 - logits_profile_predictions_loss: 1291.1725 - logcount_predictions_loss: 0.5005 5/3493 [..............................] - ETA: 17:54 - loss: 1389.4652 - logits_profile_predictions_loss: 1310.6621 - logcount_predictions_loss: 0.4710 6/3493 [..............................] - ETA: 18:16 - loss: 1415.1586 - logits_profile_predictions_loss: 1327.1532 - logcount_predictions_loss: 0.5260 7/3493 [..............................] - ETA: 18:25 - loss: 1447.9410 - logits_profile_predictions_loss: 1361.5654 - logcount_predictions_loss: 0.5163 8/3493 [..............................] - ETA: 18:31 - loss: 1431.8524 - logits_profile_predictions_loss: 1340.9056 - logcount_predictions_loss: 0.5436 9/3493 [..............................] - ETA: 18:34 - loss: 1427.1636 - logits_profile_predictions_loss: 1339.5822 - logcount_predictions_loss: 0.5235 10/3493 [..............................] - ETA: 18:36 - loss: 1433.6729 - logits_profile_predictions_loss: 1347.7834 - logcount_predictions_loss: 0.5134 11/3493 [..............................] - ETA: 18:40 - loss: 1434.6074 - logits_profile_predictions_loss: 1350.3735 - logcount_predictions_loss: 0.5035 12/3493 [..............................] - ETA: 18:44 - loss: 1427.7687 - logits_profile_predictions_loss: 1343.1118 - logcount_predictions_loss: 0.5060 13/3493 [..............................] - ETA: 18:47 - loss: 1410.3997 - logits_profile_predictions_loss: 1326.7799 - logcount_predictions_loss: 0.4998 14/3493 [..............................] - ETA: 18:52 - loss: 1397.3445 - logits_profile_predictions_loss: 1314.4633 - logcount_predictions_loss: 0.4954 15/3493 [..............................] - ETA: 18:58 - loss: 1393.1818 - logits_profile_predictions_loss: 1309.5570 - logcount_predictions_loss: 0.4998 16/3493 [..............................] - ETA: 19:01 - loss: 1376.3121 - logits_profile_predictions_loss: 1294.1829 - logcount_predictions_loss: 0.4909 17/3493 [..............................] - ETA: 19:04 - loss: 1380.9620 - logits_profile_predictions_loss: 1299.1658 - logcount_predictions_loss: 0.4889 18/3493 [..............................] - ETA: 19:06 - loss: 1394.9369 - logits_profile_predictions_loss: 1307.7830 - logcount_predictions_loss: 0.5209 19/3493 [..............................] - ETA: 19:08 - loss: 1384.5042 - logits_profile_predictions_loss: 1298.0823 - logcount_predictions_loss: 0.5166 20/3493 [..............................] - ETA: 19:13 - loss: 1384.0139 - logits_profile_predictions_loss: 1296.7999 - logcount_predictions_loss: 0.5213 21/3493 [..............................] - ETA: 19:19 - loss: 1378.8253 - logits_profile_predictions_loss: 1292.1079 - logcount_predictions_loss: 0.5183 22/3493 [..............................] - ETA: 19:23 - loss: 1382.1769 - logits_profile_predictions_loss: 1291.2424 - logcount_predictions_loss: 0.5435 23/3493 [..............................] - ETA: 19:25 - loss: 1384.8184 - logits_profile_predictions_loss: 1293.2091 - logcount_predictions_loss: 0.5476 24/3493 [..............................] - ETA: 19:28 - loss: 1383.2919 - logits_profile_predictions_loss: 1291.2285 - logcount_predictions_loss: 0.5503 25/3493 [..............................] - ETA: 19:30 - loss: 1388.9669 - logits_profile_predictions_loss: 1296.7672 - logcount_predictions_loss: 0.5511 26/3493 [..............................] - ETA: 19:32 - loss: 1387.9282 - logits_profile_predictions_loss: 1295.0447 - logcount_predictions_loss: 0.5552 27/3493 [..............................] - ETA: 19:34 - loss: 1390.9552 - logits_profile_predictions_loss: 1298.9417 - logcount_predictions_loss: 0.5500 28/3493 [..............................] - ETA: 19:38 - loss: 1393.0850 - logits_profile_predictions_loss: 1302.1493 - logcount_predictions_loss: 0.5435 29/3493 [..............................] - ETA: 19:44 - loss: 1389.7448 - logits_profile_predictions_loss: 1298.7743 - logcount_predictions_loss: 0.5438 30/3493 [..............................] - ETA: 19:47 - loss: 1388.2560 - logits_profile_predictions_loss: 1298.1261 - logcount_predictions_loss: 0.5387 31/3493 [..............................] - ETA: 19:49 - loss: 1385.2096 - logits_profile_predictions_loss: 1295.6987 - logcount_predictions_loss: 0.5350 32/3493 [..............................] - ETA: 19:49 - loss: 1381.3551 - logits_profile_predictions_loss: 1292.0194 - logcount_predictions_loss: 0.5340 33/3493 [..............................] - ETA: 19:50 - loss: 1380.5455 - logits_profile_predictions_loss: 1291.0629 - logcount_predictions_loss: 0.5349 34/3493 [..............................] - ETA: 19:53 - loss: 1386.4055 - logits_profile_predictions_loss: 1297.2255 - logcount_predictions_loss: 0.5331 35/3493 [..............................] - ETA: 19:56 - loss: 1384.1608 - logits_profile_predictions_loss: 1295.2013 - logcount_predictions_loss: 0.5317 36/3493 [..............................] - ETA: 19:59 - loss: 1387.2788 - logits_profile_predictions_loss: 1298.1897 - logcount_predictions_loss: 0.5325 37/3493 [..............................] - ETA: 20:01 - loss: 1383.9301 - logits_profile_predictions_loss: 1295.0487 - logcount_predictions_loss: 0.5313 38/3493 [..............................] - ETA: 20:04 - loss: 1383.2771 - logits_profile_predictions_loss: 1293.0516 - logcount_predictions_loss: 0.5393 39/3493 [..............................] - ETA: 20:06 - loss: 1382.1649 - logits_profile_predictions_loss: 1292.5229 - logcount_predictions_loss: 0.5358 40/3493 [..............................] - ETA: 20:08 - loss: 1382.0243 - logits_profile_predictions_loss: 1292.7593 - logcount_predictions_loss: 0.5336 41/3493 [..............................] - ETA: 20:10 - loss: 1382.0164 - logits_profile_predictions_loss: 1292.6431 - logcount_predictions_loss: 0.5342 42/3493 [..............................] - ETA: 20:12 - loss: 1383.0530 - logits_profile_predictions_loss: 1293.8901 - logcount_predictions_loss: 0.5330 43/3493 [..............................] - ETA: 20:13 - loss: 1386.5961 - logits_profile_predictions_loss: 1297.5366 - logcount_predictions_loss: 0.5323 44/3493 [..............................] - ETA: 20:15 - loss: 1389.4340 - logits_profile_predictions_loss: 1300.5093 - logcount_predictions_loss: 0.5315 45/3493 [..............................] - ETA: 20:17 - loss: 1386.8545 - logits_profile_predictions_loss: 1297.3613 - logcount_predictions_loss: 0.5349 46/3493 [..............................] - ETA: 20:18 - loss: 1385.8551 - logits_profile_predictions_loss: 1296.7993 - logcount_predictions_loss: 0.5323 47/3493 [..............................] - ETA: 20:20 - loss: 1385.5256 - logits_profile_predictions_loss: 1296.6516 - logcount_predictions_loss: 0.5312 48/3493 [..............................] - ETA: 20:22 - loss: 1387.9904 - logits_profile_predictions_loss: 1299.2660 - logcount_predictions_loss: 0.5303 49/3493 [..............................] - ETA: 20:23 - loss: 1389.1652 - logits_profile_predictions_loss: 1300.3236 - logcount_predictions_loss: 0.5310 50/3493 [..............................] - ETA: 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logcount_predictions_loss: 0.5417 57/3493 [..............................] - ETA: 20:33 - loss: 1398.5254 - logits_profile_predictions_loss: 1308.2672 - logcount_predictions_loss: 0.5395 58/3493 [..............................] - ETA: 20:34 - loss: 1400.5850 - logits_profile_predictions_loss: 1310.1001 - logcount_predictions_loss: 0.5409 59/3493 [..............................] - ETA: 20:36 - loss: 1404.3317 - logits_profile_predictions_loss: 1313.1295 - logcount_predictions_loss: 0.5451 60/3493 [..............................] - ETA: 20:37 - loss: 1403.2599 - logits_profile_predictions_loss: 1312.0549 - logcount_predictions_loss: 0.5452 61/3493 [..............................] - ETA: 20:38 - loss: 1402.7249 - logits_profile_predictions_loss: 1311.7758 - logcount_predictions_loss: 0.5436 62/3493 [..............................] - ETA: 20:39 - loss: 1403.5911 - logits_profile_predictions_loss: 1312.8695 - logcount_predictions_loss: 0.5423 63/3493 [..............................] - ETA: 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ETA: 22s - loss: 1423.0121 - logits_profile_predictions_loss: 1335.2380 - logcount_predictions_loss: 0.5247 3443/3493 [============================>.] - ETA: 22s - loss: 1423.0391 - logits_profile_predictions_loss: 1335.2582 - logcount_predictions_loss: 0.5247 3444/3493 [============================>.] - ETA: 21s - loss: 1423.1311 - logits_profile_predictions_loss: 1335.3450 - logcount_predictions_loss: 0.5247 3445/3493 [============================>.] - ETA: 21s - loss: 1423.1438 - logits_profile_predictions_loss: 1335.3501 - logcount_predictions_loss: 0.5248 3446/3493 [============================>.] - ETA: 20s - loss: 1423.1455 - logits_profile_predictions_loss: 1335.3324 - logcount_predictions_loss: 0.5249 3447/3493 [============================>.] - ETA: 20s - loss: 1423.1893 - logits_profile_predictions_loss: 1335.3646 - logcount_predictions_loss: 0.5250 3448/3493 [============================>.] - ETA: 20s - loss: 1423.1758 - logits_profile_predictions_loss: 1335.3433 - logcount_predictions_loss: 0.5250 3449/3493 [============================>.] - ETA: 19s - loss: 1423.1576 - logits_profile_predictions_loss: 1335.3254 - logcount_predictions_loss: 0.5250 3450/3493 [============================>.] - ETA: 19s - loss: 1423.1316 - logits_profile_predictions_loss: 1335.3027 - logcount_predictions_loss: 0.5250 3451/3493 [============================>.] - ETA: 18s - loss: 1423.1038 - logits_profile_predictions_loss: 1335.2705 - logcount_predictions_loss: 0.5250 3452/3493 [============================>.] - ETA: 18s - loss: 1423.1202 - logits_profile_predictions_loss: 1335.2915 - logcount_predictions_loss: 0.5250 3453/3493 [============================>.] - ETA: 17s - loss: 1423.1219 - logits_profile_predictions_loss: 1335.2968 - logcount_predictions_loss: 0.5250 3454/3493 [============================>.] - ETA: 17s - loss: 1423.1289 - logits_profile_predictions_loss: 1335.3080 - logcount_predictions_loss: 0.5249 3455/3493 [============================>.] - ETA: 16s - loss: 1423.0619 - logits_profile_predictions_loss: 1335.2418 - logcount_predictions_loss: 0.5249 3456/3493 [============================>.] - ETA: 16s - loss: 1423.0736 - logits_profile_predictions_loss: 1335.2589 - logcount_predictions_loss: 0.5249 3457/3493 [============================>.] - ETA: 16s - loss: 1423.1268 - logits_profile_predictions_loss: 1335.3114 - logcount_predictions_loss: 0.5249 3458/3493 [============================>.] - ETA: 15s - loss: 1423.1079 - logits_profile_predictions_loss: 1335.2964 - logcount_predictions_loss: 0.5249 3459/3493 [============================>.] - ETA: 15s - loss: 1423.1100 - logits_profile_predictions_loss: 1335.3073 - logcount_predictions_loss: 0.5248 3460/3493 [============================>.] - ETA: 14s - loss: 1423.1006 - logits_profile_predictions_loss: 1335.2972 - logcount_predictions_loss: 0.5248 3461/3493 [============================>.] - ETA: 14s - loss: 1423.0424 - logits_profile_predictions_loss: 1335.2318 - logcount_predictions_loss: 0.5249 3462/3493 [============================>.] - ETA: 13s - loss: 1423.0885 - logits_profile_predictions_loss: 1335.2559 - logcount_predictions_loss: 0.5250 3463/3493 [============================>.] - ETA: 13s - loss: 1423.0728 - logits_profile_predictions_loss: 1335.2371 - logcount_predictions_loss: 0.5250 3464/3493 [============================>.] - ETA: 12s - loss: 1423.1150 - logits_profile_predictions_loss: 1335.2839 - logcount_predictions_loss: 0.5250 3465/3493 [============================>.] - ETA: 12s - loss: 1423.1118 - logits_profile_predictions_loss: 1335.2745 - logcount_predictions_loss: 0.5250 3466/3493 [============================>.] - ETA: 12s - loss: 1423.1230 - logits_profile_predictions_loss: 1335.2799 - logcount_predictions_loss: 0.5251 3467/3493 [============================>.] - ETA: 11s - loss: 1423.0872 - logits_profile_predictions_loss: 1335.2461 - logcount_predictions_loss: 0.5251 3468/3493 [============================>.] - ETA: 11s - loss: 1423.1167 - logits_profile_predictions_loss: 1335.2810 - logcount_predictions_loss: 0.5250 3469/3493 [============================>.] - ETA: 10s - loss: 1423.1368 - logits_profile_predictions_loss: 1335.2980 - logcount_predictions_loss: 0.5250 3470/3493 [============================>.] - ETA: 10s - loss: 1423.2739 - logits_profile_predictions_loss: 1335.4336 - logcount_predictions_loss: 0.5250 3471/3493 [============================>.] - ETA: 9s - loss: 1423.2419 - logits_profile_predictions_loss: 1335.4127 - logcount_predictions_loss: 0.5250  3472/3493 [============================>.] - ETA: 9s - loss: 1423.2213 - logits_profile_predictions_loss: 1335.3837 - logcount_predictions_loss: 0.5250 3473/3493 [============================>.] - ETA: 8s - loss: 1423.1863 - logits_profile_predictions_loss: 1335.3507 - logcount_predictions_loss: 0.5250 3474/3493 [============================>.] - ETA: 8s - loss: 1423.1757 - logits_profile_predictions_loss: 1335.3469 - logcount_predictions_loss: 0.5250 3475/3493 [============================>.] - ETA: 8s - loss: 1423.1901 - logits_profile_predictions_loss: 1335.3668 - logcount_predictions_loss: 0.5249 3476/3493 [============================>.] - ETA: 7s - loss: 1423.1644 - logits_profile_predictions_loss: 1335.3444 - logcount_predictions_loss: 0.5249 3477/3493 [============================>.] - ETA: 7s - loss: 1423.1177 - logits_profile_predictions_loss: 1335.2985 - logcount_predictions_loss: 0.5249 3478/3493 [============================>.] - ETA: 6s - loss: 1423.1224 - logits_profile_predictions_loss: 1335.2921 - logcount_predictions_loss: 0.5250 3479/3493 [============================>.] - ETA: 6s - loss: 1423.1119 - logits_profile_predictions_loss: 1335.2831 - logcount_predictions_loss: 0.5250 3480/3493 [============================>.] - ETA: 5s - loss: 1423.1260 - logits_profile_predictions_loss: 1335.2975 - logcount_predictions_loss: 0.5250 3481/3493 [============================>.] - ETA: 5s - loss: 1423.1320 - logits_profile_predictions_loss: 1335.3013 - logcount_predictions_loss: 0.5250 3482/3493 [============================>.] - ETA: 4s - loss: 1423.1033 - logits_profile_predictions_loss: 1335.2794 - logcount_predictions_loss: 0.5249 3483/3493 [============================>.] - ETA: 4s - loss: 1423.0947 - logits_profile_predictions_loss: 1335.2700 - logcount_predictions_loss: 0.5250 3484/3493 [============================>.] - ETA: 4s - loss: 1423.1162 - logits_profile_predictions_loss: 1335.2892 - logcount_predictions_loss: 0.5250 3485/3493 [============================>.] - ETA: 3s - loss: 1423.0989 - logits_profile_predictions_loss: 1335.2656 - logcount_predictions_loss: 0.5250 3486/3493 [============================>.] - ETA: 3s - loss: 1423.0591 - logits_profile_predictions_loss: 1335.2311 - logcount_predictions_loss: 0.5250 3487/3493 [============================>.] - ETA: 2s - loss: 1423.1080 - logits_profile_predictions_loss: 1335.2808 - logcount_predictions_loss: 0.5250 3488/3493 [============================>.] - ETA: 2s - loss: 1423.1569 - logits_profile_predictions_loss: 1335.3306 - logcount_predictions_loss: 0.5250 3489/3493 [============================>.] - ETA: 1s - loss: 1423.1333 - logits_profile_predictions_loss: 1335.3090 - logcount_predictions_loss: 0.5250 3490/3493 [============================>.] - ETA: 1s - loss: 1423.1494 - logits_profile_predictions_loss: 1335.3318 - logcount_predictions_loss: 0.5249 3491/3493 [============================>.] - ETA: 0s - loss: 1423.1106 - logits_profile_predictions_loss: 1335.2930 - logcount_predictions_loss: 0.5249 3492/3493 [============================>.] - ETA: 0s - loss: 1423.0659 - logits_profile_predictions_loss: 1335.2545 - logcount_predictions_loss: 0.5249 3493/3493 [==============================] - ETA: 0s - loss: 1423.0946 - logits_profile_predictions_loss: 1335.2727 - logcount_predictions_loss: 0.5249 Epoch 12: val_loss did not improve from 1571.06799  3493/3493 [==============================] - 1634s 468ms/step - loss: 1423.0946 - logits_profile_predictions_loss: 1335.2727 - logcount_predictions_loss: 0.5249 - val_loss: 1587.0778 - val_logits_profile_predictions_loss: 1471.4011 - val_logcount_predictions_loss: 0.6914 Epoch 13/50 1/3493 [..............................] - ETA: 18:18 - loss: 1197.6112 - logits_profile_predictions_loss: 1131.8059 - logcount_predictions_loss: 0.3933 2/3493 [..............................] - ETA: 17:14 - loss: 1229.8840 - logits_profile_predictions_loss: 1151.2449 - logcount_predictions_loss: 0.4700 3/3493 [..............................] - ETA: 17:16 - loss: 1342.8959 - logits_profile_predictions_loss: 1265.0387 - logcount_predictions_loss: 0.4654 4/3493 [..............................] - ETA: 17:17 - loss: 1322.3693 - logits_profile_predictions_loss: 1243.4130 - logcount_predictions_loss: 0.4719 5/3493 [..............................] - ETA: 17:18 - loss: 1310.9431 - logits_profile_predictions_loss: 1228.7383 - logcount_predictions_loss: 0.4914 6/3493 [..............................] - ETA: 17:18 - loss: 1319.3102 - logits_profile_predictions_loss: 1227.5522 - logcount_predictions_loss: 0.5485 7/3493 [..............................] - ETA: 17:18 - loss: 1316.0729 - logits_profile_predictions_loss: 1228.5900 - logcount_predictions_loss: 0.5229 8/3493 [..............................] - ETA: 17:18 - loss: 1302.0973 - logits_profile_predictions_loss: 1217.0739 - logcount_predictions_loss: 0.5082 9/3493 [..............................] - ETA: 17:18 - loss: 1318.4965 - logits_profile_predictions_loss: 1234.0913 - logcount_predictions_loss: 0.5045 10/3493 [..............................] - ETA: 17:18 - loss: 1350.8986 - logits_profile_predictions_loss: 1267.1764 - logcount_predictions_loss: 0.5004 11/3493 [..............................] - ETA: 17:18 - loss: 1356.7876 - logits_profile_predictions_loss: 1273.6110 - logcount_predictions_loss: 0.4972 12/3493 [..............................] - ETA: 17:18 - loss: 1362.5331 - logits_profile_predictions_loss: 1280.0615 - logcount_predictions_loss: 0.4930 13/3493 [..............................] - ETA: 17:18 - loss: 1370.7017 - logits_profile_predictions_loss: 1289.2974 - logcount_predictions_loss: 0.4866 14/3493 [..............................] - ETA: 17:18 - loss: 1364.8585 - logits_profile_predictions_loss: 1283.9707 - logcount_predictions_loss: 0.4835 15/3493 [..............................] - ETA: 17:18 - loss: 1368.8119 - logits_profile_predictions_loss: 1289.6949 - logcount_predictions_loss: 0.4729 16/3493 [..............................] - ETA: 17:18 - loss: 1364.3921 - logits_profile_predictions_loss: 1285.9376 - logcount_predictions_loss: 0.4689 17/3493 [..............................] - ETA: 17:18 - loss: 1361.9375 - logits_profile_predictions_loss: 1283.1605 - logcount_predictions_loss: 0.4709 18/3493 [..............................] - ETA: 17:18 - loss: 1360.4623 - logits_profile_predictions_loss: 1281.6272 - logcount_predictions_loss: 0.4712 19/3493 [..............................] - ETA: 17:18 - loss: 1375.2410 - logits_profile_predictions_loss: 1296.5212 - logcount_predictions_loss: 0.4705 20/3493 [..............................] - ETA: 17:18 - loss: 1392.6534 - logits_profile_predictions_loss: 1313.6963 - logcount_predictions_loss: 0.4719 21/3493 [..............................] - ETA: 17:18 - loss: 1404.0576 - logits_profile_predictions_loss: 1324.2384 - logcount_predictions_loss: 0.4771 22/3493 [..............................] - ETA: 17:18 - loss: 1393.7723 - logits_profile_predictions_loss: 1314.2595 - logcount_predictions_loss: 0.4753 23/3493 [..............................] - ETA: 17:21 - loss: 1396.0294 - logits_profile_predictions_loss: 1316.1643 - logcount_predictions_loss: 0.4774 24/3493 [..............................] - ETA: 17:23 - loss: 1393.5009 - logits_profile_predictions_loss: 1314.5504 - logcount_predictions_loss: 0.4719 25/3493 [..............................] - ETA: 17:25 - loss: 1398.8403 - logits_profile_predictions_loss: 1321.0103 - logcount_predictions_loss: 0.4652 26/3493 [..............................] - ETA: 17:25 - loss: 1402.0912 - logits_profile_predictions_loss: 1324.0198 - logcount_predictions_loss: 0.4667 27/3493 [..............................] - ETA: 17:26 - loss: 1401.1476 - logits_profile_predictions_loss: 1323.6522 - logcount_predictions_loss: 0.4632 28/3493 [..............................] - ETA: 17:27 - loss: 1404.9238 - logits_profile_predictions_loss: 1326.0466 - logcount_predictions_loss: 0.4715 29/3493 [..............................] - ETA: 17:27 - loss: 1399.2000 - logits_profile_predictions_loss: 1320.6318 - logcount_predictions_loss: 0.4696 30/3493 [..............................] - ETA: 17:28 - loss: 1404.7888 - logits_profile_predictions_loss: 1326.2765 - logcount_predictions_loss: 0.4693 31/3493 [..............................] - ETA: 17:32 - loss: 1400.6560 - logits_profile_predictions_loss: 1323.0260 - logcount_predictions_loss: 0.4640 32/3493 [..............................] - ETA: 17:33 - loss: 1401.1106 - logits_profile_predictions_loss: 1323.2385 - logcount_predictions_loss: 0.4655 33/3493 [..............................] - ETA: 17:32 - loss: 1399.1985 - logits_profile_predictions_loss: 1320.5918 - logcount_predictions_loss: 0.4699 34/3493 [..............................] - ETA: 17:33 - loss: 1404.1353 - logits_profile_predictions_loss: 1325.9860 - logcount_predictions_loss: 0.4671 35/3493 [..............................] - ETA: 17:33 - loss: 1406.2537 - logits_profile_predictions_loss: 1327.8666 - logcount_predictions_loss: 0.4685 36/3493 [..............................] - ETA: 17:34 - loss: 1406.5408 - logits_profile_predictions_loss: 1328.1035 - logcount_predictions_loss: 0.4688 37/3493 [..............................] - ETA: 17:34 - loss: 1401.7753 - logits_profile_predictions_loss: 1323.5186 - logcount_predictions_loss: 0.4678 38/3493 [..............................] - ETA: 17:35 - loss: 1402.6038 - logits_profile_predictions_loss: 1324.1470 - logcount_predictions_loss: 0.4690 39/3493 [..............................] - ETA: 17:36 - loss: 1407.0837 - logits_profile_predictions_loss: 1328.1719 - logcount_predictions_loss: 0.4717 40/3493 [..............................] - ETA: 17:37 - loss: 1407.4353 - logits_profile_predictions_loss: 1328.5294 - logcount_predictions_loss: 0.4716 41/3493 [..............................] - ETA: 17:38 - loss: 1407.5875 - logits_profile_predictions_loss: 1328.3713 - logcount_predictions_loss: 0.4735 42/3493 [..............................] - ETA: 17:38 - loss: 1404.5480 - logits_profile_predictions_loss: 1325.2019 - logcount_predictions_loss: 0.4743 43/3493 [..............................] - ETA: 17:39 - loss: 1404.0664 - logits_profile_predictions_loss: 1324.7401 - logcount_predictions_loss: 0.4742 44/3493 [..............................] - ETA: 17:40 - loss: 1404.0293 - logits_profile_predictions_loss: 1323.3713 - logcount_predictions_loss: 0.4821 45/3493 [..............................] - ETA: 17:41 - loss: 1399.6323 - logits_profile_predictions_loss: 1319.0104 - logcount_predictions_loss: 0.4819 46/3493 [..............................] - ETA: 17:42 - loss: 1399.4521 - logits_profile_predictions_loss: 1318.8722 - logcount_predictions_loss: 0.4816 47/3493 [..............................] - ETA: 17:42 - loss: 1400.4480 - logits_profile_predictions_loss: 1319.7106 - logcount_predictions_loss: 0.4826 48/3493 [..............................] - ETA: 17:43 - loss: 1399.9503 - logits_profile_predictions_loss: 1319.4359 - logcount_predictions_loss: 0.4813 49/3493 [..............................] - ETA: 17:43 - loss: 1399.8000 - logits_profile_predictions_loss: 1319.9363 - logcount_predictions_loss: 0.4774 50/3493 [..............................] - ETA: 17:44 - loss: 1403.0035 - logits_profile_predictions_loss: 1322.3795 - logcount_predictions_loss: 0.4819 51/3493 [..............................] - ETA: 17:46 - loss: 1401.2698 - logits_profile_predictions_loss: 1320.4093 - logcount_predictions_loss: 0.4833 52/3493 [..............................] - ETA: 17:48 - loss: 1401.9108 - logits_profile_predictions_loss: 1321.3101 - logcount_predictions_loss: 0.4818 53/3493 [..............................] - ETA: 17:49 - loss: 1401.4196 - logits_profile_predictions_loss: 1321.0577 - logcount_predictions_loss: 0.4803 54/3493 [..............................] - ETA: 17:50 - loss: 1402.3075 - logits_profile_predictions_loss: 1321.5547 - logcount_predictions_loss: 0.4827 55/3493 [..............................] - ETA: 17:50 - loss: 1400.2206 - logits_profile_predictions_loss: 1319.5674 - logcount_predictions_loss: 0.4821 56/3493 [..............................] - ETA: 17:51 - loss: 1400.9833 - logits_profile_predictions_loss: 1320.7411 - logcount_predictions_loss: 0.4796 57/3493 [..............................] - ETA: 17:51 - loss: 1402.0211 - logits_profile_predictions_loss: 1321.7982 - 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logcount_predictions_loss: 0.5056 3424/3493 [============================>.] - ETA: 30s - loss: 1414.3464 - logits_profile_predictions_loss: 1329.7539 - logcount_predictions_loss: 0.5056 3425/3493 [============================>.] - ETA: 30s - loss: 1414.3020 - logits_profile_predictions_loss: 1329.7039 - logcount_predictions_loss: 0.5057 3426/3493 [============================>.] - ETA: 29s - loss: 1414.3728 - logits_profile_predictions_loss: 1329.7792 - logcount_predictions_loss: 0.5056 3427/3493 [============================>.] - ETA: 29s - loss: 1414.3627 - logits_profile_predictions_loss: 1329.7676 - logcount_predictions_loss: 0.5056 3428/3493 [============================>.] - ETA: 28s - loss: 1414.3118 - logits_profile_predictions_loss: 1329.7163 - logcount_predictions_loss: 0.5056 3429/3493 [============================>.] - ETA: 28s - loss: 1414.3090 - logits_profile_predictions_loss: 1329.7153 - logcount_predictions_loss: 0.5056 3430/3493 [============================>.] - ETA: 27s - loss: 1414.2802 - logits_profile_predictions_loss: 1329.6908 - logcount_predictions_loss: 0.5056 3431/3493 [============================>.] - ETA: 27s - loss: 1414.2416 - logits_profile_predictions_loss: 1329.6534 - logcount_predictions_loss: 0.5056 3432/3493 [============================>.] - ETA: 27s - loss: 1414.2074 - logits_profile_predictions_loss: 1329.6184 - logcount_predictions_loss: 0.5056 3433/3493 [============================>.] - ETA: 26s - loss: 1414.1384 - logits_profile_predictions_loss: 1329.5522 - logcount_predictions_loss: 0.5056 3434/3493 [============================>.] - ETA: 26s - loss: 1414.1781 - logits_profile_predictions_loss: 1329.5901 - logcount_predictions_loss: 0.5056 3435/3493 [============================>.] - ETA: 25s - loss: 1414.1389 - logits_profile_predictions_loss: 1329.5549 - logcount_predictions_loss: 0.5056 3436/3493 [============================>.] - ETA: 25s - loss: 1414.1592 - logits_profile_predictions_loss: 1329.5776 - logcount_predictions_loss: 0.5056 3437/3493 [============================>.] - ETA: 24s - loss: 1414.0967 - logits_profile_predictions_loss: 1329.5154 - logcount_predictions_loss: 0.5056 3438/3493 [============================>.] - ETA: 24s - loss: 1414.0629 - logits_profile_predictions_loss: 1329.4869 - logcount_predictions_loss: 0.5055 3439/3493 [============================>.] - ETA: 23s - loss: 1414.0791 - logits_profile_predictions_loss: 1329.4973 - logcount_predictions_loss: 0.5056 3440/3493 [============================>.] - ETA: 23s - loss: 1414.0673 - logits_profile_predictions_loss: 1329.4886 - logcount_predictions_loss: 0.5055 3441/3493 [============================>.] - ETA: 23s - loss: 1414.0986 - logits_profile_predictions_loss: 1329.5156 - logcount_predictions_loss: 0.5056 3442/3493 [============================>.] - ETA: 22s - loss: 1414.0730 - logits_profile_predictions_loss: 1329.4822 - logcount_predictions_loss: 0.5056 3443/3493 [============================>.] - ETA: 22s - loss: 1414.1311 - logits_profile_predictions_loss: 1329.5394 - logcount_predictions_loss: 0.5056 3444/3493 [============================>.] - ETA: 21s - loss: 1414.1165 - logits_profile_predictions_loss: 1329.5354 - logcount_predictions_loss: 0.5056 3445/3493 [============================>.] - ETA: 21s - loss: 1414.1434 - logits_profile_predictions_loss: 1329.5673 - logcount_predictions_loss: 0.5055 3446/3493 [============================>.] - ETA: 20s - loss: 1414.1824 - logits_profile_predictions_loss: 1329.6073 - logcount_predictions_loss: 0.5055 3447/3493 [============================>.] - ETA: 20s - loss: 1414.2366 - logits_profile_predictions_loss: 1329.6572 - logcount_predictions_loss: 0.5055 3448/3493 [============================>.] - ETA: 19s - loss: 1414.2207 - logits_profile_predictions_loss: 1329.6312 - logcount_predictions_loss: 0.5056 3449/3493 [============================>.] - ETA: 19s - loss: 1414.1986 - logits_profile_predictions_loss: 1329.6128 - logcount_predictions_loss: 0.5056 3450/3493 [============================>.] - ETA: 19s - loss: 1414.1830 - logits_profile_predictions_loss: 1329.5806 - logcount_predictions_loss: 0.5057 3451/3493 [============================>.] - ETA: 18s - loss: 1414.1951 - logits_profile_predictions_loss: 1329.5989 - logcount_predictions_loss: 0.5056 3452/3493 [============================>.] - ETA: 18s - loss: 1414.1748 - logits_profile_predictions_loss: 1329.5869 - logcount_predictions_loss: 0.5056 3453/3493 [============================>.] - ETA: 17s - loss: 1414.2133 - logits_profile_predictions_loss: 1329.6223 - logcount_predictions_loss: 0.5056 3454/3493 [============================>.] - ETA: 17s - loss: 1414.2045 - logits_profile_predictions_loss: 1329.6146 - logcount_predictions_loss: 0.5056 3455/3493 [============================>.] - ETA: 16s - loss: 1414.2203 - logits_profile_predictions_loss: 1329.6383 - logcount_predictions_loss: 0.5056 3456/3493 [============================>.] - ETA: 16s - loss: 1414.2938 - logits_profile_predictions_loss: 1329.7144 - logcount_predictions_loss: 0.5055 3457/3493 [============================>.] - ETA: 15s - loss: 1414.3430 - logits_profile_predictions_loss: 1329.7550 - logcount_predictions_loss: 0.5056 3458/3493 [============================>.] - ETA: 15s - loss: 1414.2915 - logits_profile_predictions_loss: 1329.7042 - logcount_predictions_loss: 0.5056 3459/3493 [============================>.] - ETA: 15s - loss: 1414.2966 - logits_profile_predictions_loss: 1329.7126 - logcount_predictions_loss: 0.5056 3460/3493 [============================>.] - ETA: 14s - loss: 1414.2937 - logits_profile_predictions_loss: 1329.6844 - logcount_predictions_loss: 0.5057 3461/3493 [============================>.] - ETA: 14s - loss: 1414.3129 - logits_profile_predictions_loss: 1329.6976 - logcount_predictions_loss: 0.5058 3462/3493 [============================>.] - ETA: 13s - loss: 1414.2994 - logits_profile_predictions_loss: 1329.6847 - logcount_predictions_loss: 0.5058 3463/3493 [============================>.] - ETA: 13s - loss: 1414.3701 - logits_profile_predictions_loss: 1329.7433 - logcount_predictions_loss: 0.5058 3464/3493 [============================>.] - ETA: 12s - loss: 1414.3936 - logits_profile_predictions_loss: 1329.7610 - logcount_predictions_loss: 0.5059 3465/3493 [============================>.] - ETA: 12s - loss: 1414.3459 - logits_profile_predictions_loss: 1329.7206 - logcount_predictions_loss: 0.5058 3466/3493 [============================>.] - ETA: 11s - loss: 1414.2981 - logits_profile_predictions_loss: 1329.6807 - logcount_predictions_loss: 0.5058 3467/3493 [============================>.] - ETA: 11s - loss: 1414.3412 - logits_profile_predictions_loss: 1329.6869 - logcount_predictions_loss: 0.5060 3468/3493 [============================>.] - ETA: 11s - loss: 1414.4025 - logits_profile_predictions_loss: 1329.7477 - logcount_predictions_loss: 0.5060 3469/3493 [============================>.] - ETA: 10s - loss: 1414.3840 - logits_profile_predictions_loss: 1329.7292 - logcount_predictions_loss: 0.5060 3470/3493 [============================>.] - ETA: 10s - loss: 1414.3555 - logits_profile_predictions_loss: 1329.7039 - logcount_predictions_loss: 0.5060 3471/3493 [============================>.] - ETA: 9s - loss: 1414.3779 - logits_profile_predictions_loss: 1329.7240 - logcount_predictions_loss: 0.5060  3472/3493 [============================>.] - ETA: 9s - loss: 1414.4037 - logits_profile_predictions_loss: 1329.7448 - logcount_predictions_loss: 0.5060 3473/3493 [============================>.] - ETA: 8s - loss: 1414.4718 - logits_profile_predictions_loss: 1329.8137 - logcount_predictions_loss: 0.5060 3474/3493 [============================>.] - ETA: 8s - loss: 1414.4697 - logits_profile_predictions_loss: 1329.8191 - logcount_predictions_loss: 0.5060 3475/3493 [============================>.] - ETA: 7s - loss: 1414.4749 - logits_profile_predictions_loss: 1329.8280 - logcount_predictions_loss: 0.5059 3476/3493 [============================>.] - ETA: 7s - loss: 1414.4912 - logits_profile_predictions_loss: 1329.8423 - logcount_predictions_loss: 0.5060 3477/3493 [============================>.] - ETA: 7s - loss: 1414.4670 - logits_profile_predictions_loss: 1329.8241 - logcount_predictions_loss: 0.5059 3478/3493 [============================>.] - ETA: 6s - loss: 1414.5011 - logits_profile_predictions_loss: 1329.8502 - logcount_predictions_loss: 0.5060 3479/3493 [============================>.] - ETA: 6s - loss: 1414.4846 - logits_profile_predictions_loss: 1329.8345 - logcount_predictions_loss: 0.5060 3480/3493 [============================>.] - ETA: 5s - loss: 1414.4331 - logits_profile_predictions_loss: 1329.7798 - logcount_predictions_loss: 0.5060 3481/3493 [============================>.] - ETA: 5s - loss: 1414.4291 - logits_profile_predictions_loss: 1329.7759 - logcount_predictions_loss: 0.5060 3482/3493 [============================>.] - ETA: 4s - loss: 1414.4333 - logits_profile_predictions_loss: 1329.7715 - logcount_predictions_loss: 0.5060 3483/3493 [============================>.] - ETA: 4s - loss: 1414.4105 - logits_profile_predictions_loss: 1329.7377 - logcount_predictions_loss: 0.5061 3484/3493 [============================>.] - ETA: 3s - loss: 1414.4309 - logits_profile_predictions_loss: 1329.7551 - logcount_predictions_loss: 0.5061 3485/3493 [============================>.] - ETA: 3s - loss: 1414.4846 - logits_profile_predictions_loss: 1329.8086 - logcount_predictions_loss: 0.5061 3486/3493 [============================>.] - ETA: 3s - loss: 1414.4232 - logits_profile_predictions_loss: 1329.7466 - logcount_predictions_loss: 0.5061 3487/3493 [============================>.] - ETA: 2s - loss: 1414.4575 - logits_profile_predictions_loss: 1329.7609 - logcount_predictions_loss: 0.5062 3488/3493 [============================>.] - ETA: 2s - loss: 1414.4640 - logits_profile_predictions_loss: 1329.7627 - logcount_predictions_loss: 0.5063 3489/3493 [============================>.] - ETA: 1s - loss: 1414.4707 - logits_profile_predictions_loss: 1329.7777 - logcount_predictions_loss: 0.5062 3490/3493 [============================>.] - ETA: 1s - loss: 1414.4862 - logits_profile_predictions_loss: 1329.7939 - logcount_predictions_loss: 0.5062 3491/3493 [============================>.] - ETA: 0s - loss: 1414.4800 - logits_profile_predictions_loss: 1329.7969 - logcount_predictions_loss: 0.5062 3492/3493 [============================>.] - ETA: 0s - loss: 1414.4858 - logits_profile_predictions_loss: 1329.7947 - logcount_predictions_loss: 0.5062 3493/3493 [==============================] - ETA: 0s - loss: 1414.5103 - logits_profile_predictions_loss: 1329.8203 - logcount_predictions_loss: 0.5062 Epoch 13: val_loss did not improve from 1571.06799  3493/3493 [==============================] - 1605s 460ms/step - loss: 1414.5103 - logits_profile_predictions_loss: 1329.8203 - logcount_predictions_loss: 0.5062 - val_loss: 1576.6782 - val_logits_profile_predictions_loss: 1470.8467 - val_logcount_predictions_loss: 0.6326 Epoch 14/50 1/3493 [..............................] - ETA: 18:19 - loss: 1410.2672 - logits_profile_predictions_loss: 1313.8804 - logcount_predictions_loss: 0.5761 2/3493 [..............................] - ETA: 17:20 - loss: 1398.4434 - logits_profile_predictions_loss: 1324.4316 - logcount_predictions_loss: 0.4424 3/3493 [..............................] - ETA: 17:21 - loss: 1364.1732 - logits_profile_predictions_loss: 1295.5853 - logcount_predictions_loss: 0.4100 4/3493 [..............................] - ETA: 17:22 - loss: 1381.3945 - logits_profile_predictions_loss: 1312.9700 - logcount_predictions_loss: 0.4090 5/3493 [..............................] - ETA: 17:23 - loss: 1369.1991 - logits_profile_predictions_loss: 1296.3411 - logcount_predictions_loss: 0.4355 6/3493 [..............................] - ETA: 17:25 - loss: 1373.5044 - logits_profile_predictions_loss: 1303.3240 - logcount_predictions_loss: 0.4195 7/3493 [..............................] - ETA: 17:26 - loss: 1378.0426 - logits_profile_predictions_loss: 1308.7712 - logcount_predictions_loss: 0.4141 8/3493 [..............................] - ETA: 17:26 - loss: 1384.1233 - logits_profile_predictions_loss: 1315.4114 - logcount_predictions_loss: 0.4107 9/3493 [..............................] - ETA: 17:27 - loss: 1374.0413 - logits_profile_predictions_loss: 1304.3300 - logcount_predictions_loss: 0.4167 10/3493 [..............................] - ETA: 17:34 - loss: 1377.8784 - logits_profile_predictions_loss: 1307.9504 - logcount_predictions_loss: 0.4180 11/3493 [..............................] - ETA: 17:37 - loss: 1386.8195 - logits_profile_predictions_loss: 1316.2354 - logcount_predictions_loss: 0.4219 12/3493 [..............................] - ETA: 17:40 - loss: 1380.3574 - logits_profile_predictions_loss: 1301.5223 - logcount_predictions_loss: 0.4712 13/3493 [..............................] - ETA: 17:43 - loss: 1383.7177 - logits_profile_predictions_loss: 1303.8882 - logcount_predictions_loss: 0.4772 14/3493 [..............................] - ETA: 17:46 - loss: 1388.3414 - logits_profile_predictions_loss: 1302.1327 - logcount_predictions_loss: 0.5153 15/3493 [..............................] - ETA: 17:50 - loss: 1393.2937 - logits_profile_predictions_loss: 1306.9781 - logcount_predictions_loss: 0.5159 16/3493 [..............................] - ETA: 17:53 - loss: 1393.2333 - logits_profile_predictions_loss: 1305.7891 - logcount_predictions_loss: 0.5227 17/3493 [..............................] - ETA: 17:55 - loss: 1390.6530 - logits_profile_predictions_loss: 1304.1991 - logcount_predictions_loss: 0.5168 18/3493 [..............................] - ETA: 17:57 - loss: 1394.9683 - logits_profile_predictions_loss: 1305.8888 - logcount_predictions_loss: 0.5325 19/3493 [..............................] - ETA: 17:59 - loss: 1394.1133 - logits_profile_predictions_loss: 1304.4174 - logcount_predictions_loss: 0.5361 20/3493 [..............................] - ETA: 18:01 - loss: 1390.0974 - logits_profile_predictions_loss: 1299.7400 - logcount_predictions_loss: 0.5401 21/3493 [..............................] - ETA: 18:03 - loss: 1390.9360 - logits_profile_predictions_loss: 1299.9218 - logcount_predictions_loss: 0.5440 22/3493 [..............................] - ETA: 18:08 - loss: 1386.8071 - logits_profile_predictions_loss: 1296.2554 - logcount_predictions_loss: 0.5413 23/3493 [..............................] - ETA: 18:13 - loss: 1391.0654 - logits_profile_predictions_loss: 1300.4985 - logcount_predictions_loss: 0.5413 24/3493 [..............................] - ETA: 18:18 - loss: 1395.7772 - logits_profile_predictions_loss: 1300.2985 - logcount_predictions_loss: 0.5707 25/3493 [..............................] - ETA: 18:20 - loss: 1390.8884 - logits_profile_predictions_loss: 1294.7389 - logcount_predictions_loss: 0.5747 26/3493 [..............................] - ETA: 18:22 - loss: 1385.4576 - logits_profile_predictions_loss: 1290.2023 - logcount_predictions_loss: 0.5694 27/3493 [..............................] - ETA: 18:23 - loss: 1383.9821 - logits_profile_predictions_loss: 1289.9326 - logcount_predictions_loss: 0.5622 28/3493 [..............................] - ETA: 18:27 - loss: 1383.6862 - logits_profile_predictions_loss: 1290.4144 - logcount_predictions_loss: 0.5575 29/3493 [..............................] - ETA: 18:32 - loss: 1389.5848 - logits_profile_predictions_loss: 1295.9784 - logcount_predictions_loss: 0.5595 30/3493 [..............................] - ETA: 18:36 - loss: 1386.9449 - logits_profile_predictions_loss: 1293.1550 - logcount_predictions_loss: 0.5606 31/3493 [..............................] - ETA: 18:38 - loss: 1385.1252 - logits_profile_predictions_loss: 1290.1766 - logcount_predictions_loss: 0.5675 32/3493 [..............................] - ETA: 18:39 - loss: 1387.2977 - logits_profile_predictions_loss: 1292.6306 - logcount_predictions_loss: 0.5659 33/3493 [..............................] - ETA: 18:41 - loss: 1384.5240 - logits_profile_predictions_loss: 1290.8561 - logcount_predictions_loss: 0.5599 34/3493 [..............................] - ETA: 18:42 - loss: 1391.5175 - logits_profile_predictions_loss: 1298.9587 - logcount_predictions_loss: 0.5532 35/3493 [..............................] - ETA: 18:43 - loss: 1392.4801 - logits_profile_predictions_loss: 1300.7100 - logcount_predictions_loss: 0.5485 36/3493 [..............................] - ETA: 18:44 - loss: 1396.4545 - logits_profile_predictions_loss: 1305.3989 - logcount_predictions_loss: 0.5443 37/3493 [..............................] - ETA: 18:46 - loss: 1398.2175 - logits_profile_predictions_loss: 1307.9791 - logcount_predictions_loss: 0.5394 38/3493 [..............................] - ETA: 18:47 - loss: 1402.0304 - logits_profile_predictions_loss: 1311.6018 - logcount_predictions_loss: 0.5405 39/3493 [..............................] - ETA: 18:48 - loss: 1399.7388 - logits_profile_predictions_loss: 1309.4987 - logcount_predictions_loss: 0.5394 40/3493 [..............................] - ETA: 18:49 - loss: 1398.6074 - logits_profile_predictions_loss: 1309.2220 - logcount_predictions_loss: 0.5343 41/3493 [..............................] - ETA: 18:50 - loss: 1393.7158 - logits_profile_predictions_loss: 1304.4686 - logcount_predictions_loss: 0.5335 42/3493 [..............................] - ETA: 18:51 - loss: 1391.0082 - logits_profile_predictions_loss: 1302.2858 - logcount_predictions_loss: 0.5303 43/3493 [..............................] - ETA: 18:53 - loss: 1390.2687 - logits_profile_predictions_loss: 1302.0449 - logcount_predictions_loss: 0.5273 44/3493 [..............................] - ETA: 18:54 - loss: 1391.3994 - logits_profile_predictions_loss: 1302.8127 - logcount_predictions_loss: 0.5295 45/3493 [..............................] - ETA: 18:56 - loss: 1392.2410 - logits_profile_predictions_loss: 1303.1832 - logcount_predictions_loss: 0.5323 46/3493 [..............................] - ETA: 18:57 - loss: 1392.7928 - logits_profile_predictions_loss: 1303.7001 - logcount_predictions_loss: 0.5325 47/3493 [..............................] - ETA: 18:58 - loss: 1389.8329 - logits_profile_predictions_loss: 1301.3898 - logcount_predictions_loss: 0.5287 48/3493 [..............................] - ETA: 18:59 - loss: 1387.5990 - logits_profile_predictions_loss: 1299.3052 - logcount_predictions_loss: 0.5278 49/3493 [..............................] - ETA: 19:00 - loss: 1386.8335 - logits_profile_predictions_loss: 1298.9213 - logcount_predictions_loss: 0.5255 50/3493 [..............................] - ETA: 19:00 - loss: 1384.7457 - logits_profile_predictions_loss: 1297.2471 - logcount_predictions_loss: 0.5230 51/3493 [..............................] - ETA: 19:01 - loss: 1385.0465 - logits_profile_predictions_loss: 1297.4819 - logcount_predictions_loss: 0.5234 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logcount_predictions_loss: 0.4893 3439/3493 [============================>.] - ETA: 23s - loss: 1405.8094 - logits_profile_predictions_loss: 1323.9608 - logcount_predictions_loss: 0.4892 3440/3493 [============================>.] - ETA: 23s - loss: 1405.8202 - logits_profile_predictions_loss: 1323.9723 - logcount_predictions_loss: 0.4892 3441/3493 [============================>.] - ETA: 22s - loss: 1405.8180 - logits_profile_predictions_loss: 1323.9684 - logcount_predictions_loss: 0.4892 3442/3493 [============================>.] - ETA: 22s - loss: 1405.7739 - logits_profile_predictions_loss: 1323.9347 - logcount_predictions_loss: 0.4892 3443/3493 [============================>.] - ETA: 21s - loss: 1405.7781 - logits_profile_predictions_loss: 1323.9369 - logcount_predictions_loss: 0.4892 3444/3493 [============================>.] - ETA: 21s - loss: 1405.7689 - logits_profile_predictions_loss: 1323.9285 - logcount_predictions_loss: 0.4892 3445/3493 [============================>.] - 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logcount_predictions_loss: 0.4894 3465/3493 [============================>.] - ETA: 12s - loss: 1405.8284 - logits_profile_predictions_loss: 1323.9553 - logcount_predictions_loss: 0.4894 3466/3493 [============================>.] - ETA: 11s - loss: 1405.8535 - logits_profile_predictions_loss: 1323.9690 - logcount_predictions_loss: 0.4895 3467/3493 [============================>.] - ETA: 11s - loss: 1405.8221 - logits_profile_predictions_loss: 1323.9371 - logcount_predictions_loss: 0.4895 3468/3493 [============================>.] - ETA: 10s - loss: 1405.8298 - logits_profile_predictions_loss: 1323.9528 - logcount_predictions_loss: 0.4894 3469/3493 [============================>.] - ETA: 10s - loss: 1405.8446 - logits_profile_predictions_loss: 1323.9515 - logcount_predictions_loss: 0.4895 3470/3493 [============================>.] - ETA: 10s - loss: 1405.8663 - logits_profile_predictions_loss: 1323.9657 - logcount_predictions_loss: 0.4895 3471/3493 [============================>.] - ETA: 9s - loss: 1405.8108 - logits_profile_predictions_loss: 1323.9149 - logcount_predictions_loss: 0.4895  3472/3493 [============================>.] - ETA: 9s - loss: 1405.8779 - logits_profile_predictions_loss: 1323.9526 - logcount_predictions_loss: 0.4897 3473/3493 [============================>.] - ETA: 8s - loss: 1405.9113 - logits_profile_predictions_loss: 1323.9871 - logcount_predictions_loss: 0.4897 3474/3493 [============================>.] - ETA: 8s - loss: 1405.8727 - logits_profile_predictions_loss: 1323.9552 - logcount_predictions_loss: 0.4896 3475/3493 [============================>.] - ETA: 7s - loss: 1405.8510 - logits_profile_predictions_loss: 1323.9351 - logcount_predictions_loss: 0.4896 3476/3493 [============================>.] - ETA: 7s - loss: 1405.8069 - logits_profile_predictions_loss: 1323.8951 - logcount_predictions_loss: 0.4896 3477/3493 [============================>.] - ETA: 6s - loss: 1405.8124 - logits_profile_predictions_loss: 1323.9036 - logcount_predictions_loss: 0.4896 3478/3493 [============================>.] - ETA: 6s - loss: 1405.8383 - logits_profile_predictions_loss: 1323.9280 - logcount_predictions_loss: 0.4896 3479/3493 [============================>.] - ETA: 6s - loss: 1405.8330 - logits_profile_predictions_loss: 1323.9276 - logcount_predictions_loss: 0.4896 3480/3493 [============================>.] - ETA: 5s - loss: 1405.7939 - logits_profile_predictions_loss: 1323.8929 - logcount_predictions_loss: 0.4896 3481/3493 [============================>.] - ETA: 5s - loss: 1405.8042 - logits_profile_predictions_loss: 1323.9083 - logcount_predictions_loss: 0.4895 3482/3493 [============================>.] - ETA: 4s - loss: 1405.8330 - logits_profile_predictions_loss: 1323.9441 - logcount_predictions_loss: 0.4895 3483/3493 [============================>.] - ETA: 4s - loss: 1405.8217 - logits_profile_predictions_loss: 1323.9351 - logcount_predictions_loss: 0.4895 3484/3493 [============================>.] - ETA: 3s - loss: 1405.8254 - logits_profile_predictions_loss: 1323.9403 - logcount_predictions_loss: 0.4895 3485/3493 [============================>.] - ETA: 3s - loss: 1405.7745 - logits_profile_predictions_loss: 1323.8914 - logcount_predictions_loss: 0.4894 3486/3493 [============================>.] - ETA: 3s - loss: 1405.8658 - logits_profile_predictions_loss: 1323.9656 - logcount_predictions_loss: 0.4895 3487/3493 [============================>.] - ETA: 2s - loss: 1405.8441 - logits_profile_predictions_loss: 1323.9496 - logcount_predictions_loss: 0.4895 3488/3493 [============================>.] - ETA: 2s - loss: 1405.8229 - logits_profile_predictions_loss: 1323.9355 - logcount_predictions_loss: 0.4895 3489/3493 [============================>.] - ETA: 1s - loss: 1405.8405 - logits_profile_predictions_loss: 1323.9561 - logcount_predictions_loss: 0.4895 3490/3493 [============================>.] - ETA: 1s - loss: 1405.8402 - logits_profile_predictions_loss: 1323.9507 - logcount_predictions_loss: 0.4895 3491/3493 [============================>.] - ETA: 0s - loss: 1405.8063 - logits_profile_predictions_loss: 1323.9037 - logcount_predictions_loss: 0.4896 3492/3493 [============================>.] - ETA: 0s - loss: 1405.7875 - logits_profile_predictions_loss: 1323.8826 - logcount_predictions_loss: 0.4896 3493/3493 [==============================] - ETA: 0s - loss: 1405.7982 - logits_profile_predictions_loss: 1323.8934 - logcount_predictions_loss: 0.4896 Epoch 14: val_loss did not improve from 1571.06799  3493/3493 [==============================] - 1608s 460ms/step - loss: 1405.7982 - logits_profile_predictions_loss: 1323.8934 - logcount_predictions_loss: 0.4896 - val_loss: 1588.8385 - val_logits_profile_predictions_loss: 1474.1260 - val_logcount_predictions_loss: 0.6857 Epoch 15/50 1/3493 [..............................] - ETA: 18:35 - loss: 1350.9043 - logits_profile_predictions_loss: 1283.7454 - logcount_predictions_loss: 0.4014 2/3493 [..............................] - ETA: 17:23 - loss: 1367.2371 - logits_profile_predictions_loss: 1285.8794 - logcount_predictions_loss: 0.4863 3/3493 [..............................] - ETA: 17:25 - loss: 1346.4282 - logits_profile_predictions_loss: 1269.0245 - logcount_predictions_loss: 0.4627 4/3493 [..............................] - ETA: 17:24 - loss: 1357.6187 - logits_profile_predictions_loss: 1259.1598 - logcount_predictions_loss: 0.5885 5/3493 [..............................] - ETA: 17:23 - loss: 1320.7261 - logits_profile_predictions_loss: 1229.0319 - logcount_predictions_loss: 0.5481 6/3493 [..............................] - ETA: 17:24 - loss: 1322.7288 - logits_profile_predictions_loss: 1238.9698 - logcount_predictions_loss: 0.5007 7/3493 [..............................] - ETA: 17:24 - loss: 1332.6351 - logits_profile_predictions_loss: 1251.9591 - logcount_predictions_loss: 0.4822 8/3493 [..............................] - ETA: 17:23 - loss: 1351.5184 - logits_profile_predictions_loss: 1268.8643 - logcount_predictions_loss: 0.4940 9/3493 [..............................] - ETA: 17:23 - loss: 1343.8204 - logits_profile_predictions_loss: 1263.8330 - logcount_predictions_loss: 0.4781 10/3493 [..............................] - ETA: 17:23 - loss: 1343.3204 - logits_profile_predictions_loss: 1264.4702 - logcount_predictions_loss: 0.4713 11/3493 [..............................] - ETA: 17:23 - loss: 1345.6007 - logits_profile_predictions_loss: 1268.6699 - logcount_predictions_loss: 0.4598 12/3493 [..............................] - ETA: 17:23 - loss: 1344.9069 - logits_profile_predictions_loss: 1269.5021 - logcount_predictions_loss: 0.4507 13/3493 [..............................] - ETA: 17:25 - loss: 1347.2996 - logits_profile_predictions_loss: 1272.6642 - logcount_predictions_loss: 0.4461 14/3493 [..............................] - ETA: 17:30 - loss: 1351.4150 - logits_profile_predictions_loss: 1276.6377 - logcount_predictions_loss: 0.4470 15/3493 [..............................] - ETA: 17:34 - loss: 1369.3724 - logits_profile_predictions_loss: 1293.1030 - logcount_predictions_loss: 0.4559 16/3493 [..............................] - ETA: 17:36 - loss: 1381.2781 - logits_profile_predictions_loss: 1303.5425 - logcount_predictions_loss: 0.4646 17/3493 [..............................] - ETA: 17:37 - loss: 1376.9050 - logits_profile_predictions_loss: 1299.5361 - logcount_predictions_loss: 0.4625 18/3493 [..............................] - ETA: 17:39 - loss: 1381.3390 - logits_profile_predictions_loss: 1300.2534 - logcount_predictions_loss: 0.4847 19/3493 [..............................] - ETA: 17:40 - loss: 1382.4507 - logits_profile_predictions_loss: 1296.6295 - logcount_predictions_loss: 0.5130 20/3493 [..............................] - ETA: 17:41 - loss: 1377.7579 - logits_profile_predictions_loss: 1293.0198 - logcount_predictions_loss: 0.5065 21/3493 [..............................] - ETA: 17:43 - loss: 1382.5258 - logits_profile_predictions_loss: 1298.8365 - logcount_predictions_loss: 0.5002 22/3493 [..............................] - ETA: 17:46 - loss: 1392.8599 - logits_profile_predictions_loss: 1308.8969 - logcount_predictions_loss: 0.5019 23/3493 [..............................] - ETA: 17:49 - loss: 1396.9578 - logits_profile_predictions_loss: 1313.8905 - logcount_predictions_loss: 0.4965 24/3493 [..............................] - ETA: 17:51 - loss: 1402.2286 - logits_profile_predictions_loss: 1317.0100 - logcount_predictions_loss: 0.5094 25/3493 [..............................] - ETA: 17:53 - loss: 1398.3729 - logits_profile_predictions_loss: 1309.3860 - logcount_predictions_loss: 0.5319 26/3493 [..............................] - ETA: 17:54 - loss: 1396.4875 - logits_profile_predictions_loss: 1308.3468 - logcount_predictions_loss: 0.5268 27/3493 [..............................] - ETA: 17:56 - loss: 1396.6763 - logits_profile_predictions_loss: 1309.0110 - logcount_predictions_loss: 0.5240 28/3493 [..............................] - ETA: 17:57 - loss: 1394.4425 - logits_profile_predictions_loss: 1306.7130 - logcount_predictions_loss: 0.5244 29/3493 [..............................] - ETA: 17:58 - loss: 1391.7694 - logits_profile_predictions_loss: 1304.5028 - logcount_predictions_loss: 0.5216 30/3493 [..............................] - ETA: 18:00 - loss: 1389.1777 - logits_profile_predictions_loss: 1302.6985 - logcount_predictions_loss: 0.5169 31/3493 [..............................] - ETA: 18:02 - loss: 1395.9401 - logits_profile_predictions_loss: 1308.6365 - logcount_predictions_loss: 0.5218 32/3493 [..............................] - ETA: 18:03 - loss: 1398.4996 - logits_profile_predictions_loss: 1311.8357 - logcount_predictions_loss: 0.5180 33/3493 [..............................] - ETA: 18:05 - loss: 1396.1038 - logits_profile_predictions_loss: 1309.4055 - logcount_predictions_loss: 0.5182 34/3493 [..............................] - ETA: 18:06 - loss: 1394.9425 - logits_profile_predictions_loss: 1308.5739 - logcount_predictions_loss: 0.5163 35/3493 [..............................] - ETA: 18:07 - loss: 1391.8818 - logits_profile_predictions_loss: 1306.3169 - logcount_predictions_loss: 0.5114 36/3493 [..............................] - ETA: 18:08 - loss: 1392.7321 - logits_profile_predictions_loss: 1307.3042 - logcount_predictions_loss: 0.5106 37/3493 [..............................] - ETA: 18:09 - loss: 1387.2778 - logits_profile_predictions_loss: 1302.2435 - logcount_predictions_loss: 0.5083 38/3493 [..............................] - ETA: 18:10 - loss: 1392.0717 - logits_profile_predictions_loss: 1307.8975 - logcount_predictions_loss: 0.5031 39/3493 [..............................] - ETA: 18:11 - loss: 1391.3354 - logits_profile_predictions_loss: 1307.0272 - logcount_predictions_loss: 0.5039 40/3493 [..............................] - ETA: 18:13 - loss: 1391.5438 - logits_profile_predictions_loss: 1308.0024 - logcount_predictions_loss: 0.4994 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logcount_predictions_loss: 0.4825 3473/3493 [============================>.] - ETA: 8s - loss: 1400.1320 - logits_profile_predictions_loss: 1319.3972 - logcount_predictions_loss: 0.4826 3474/3493 [============================>.] - ETA: 8s - loss: 1400.1288 - logits_profile_predictions_loss: 1319.3971 - logcount_predictions_loss: 0.4826 3475/3493 [============================>.] - ETA: 7s - loss: 1400.1119 - logits_profile_predictions_loss: 1319.3837 - logcount_predictions_loss: 0.4825 3476/3493 [============================>.] - ETA: 7s - loss: 1400.1519 - logits_profile_predictions_loss: 1319.3872 - logcount_predictions_loss: 0.4827 3477/3493 [============================>.] - ETA: 6s - loss: 1400.1407 - logits_profile_predictions_loss: 1319.3726 - logcount_predictions_loss: 0.4828 3478/3493 [============================>.] - ETA: 6s - loss: 1400.1703 - logits_profile_predictions_loss: 1319.4009 - logcount_predictions_loss: 0.4828 3479/3493 [============================>.] - ETA: 6s - 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logcount_predictions_loss: 0.4828 3486/3493 [============================>.] - ETA: 3s - loss: 1400.2302 - logits_profile_predictions_loss: 1319.4541 - logcount_predictions_loss: 0.4828 3487/3493 [============================>.] - ETA: 2s - loss: 1400.1724 - logits_profile_predictions_loss: 1319.3999 - logcount_predictions_loss: 0.4828 3488/3493 [============================>.] - ETA: 2s - loss: 1400.1354 - logits_profile_predictions_loss: 1319.3644 - logcount_predictions_loss: 0.4828 3489/3493 [============================>.] - ETA: 1s - loss: 1400.1511 - logits_profile_predictions_loss: 1319.3801 - logcount_predictions_loss: 0.4828 3490/3493 [============================>.] - ETA: 1s - loss: 1400.0912 - logits_profile_predictions_loss: 1319.3193 - logcount_predictions_loss: 0.4828 3491/3493 [============================>.] - ETA: 0s - loss: 1400.0914 - logits_profile_predictions_loss: 1319.2960 - logcount_predictions_loss: 0.4829 3492/3493 [============================>.] - ETA: 0s - loss: 1400.0669 - logits_profile_predictions_loss: 1319.2777 - logcount_predictions_loss: 0.4829 3493/3493 [==============================] - ETA: 0s - loss: 1400.1021 - logits_profile_predictions_loss: 1319.3051 - logcount_predictions_loss: 0.4829 Epoch 15: val_loss improved from 1571.06799 to 1570.20398, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1603s 459ms/step - loss: 1400.1021 - logits_profile_predictions_loss: 1319.3051 - logcount_predictions_loss: 0.4829 - val_loss: 1570.2040 - val_logits_profile_predictions_loss: 1470.1118 - val_logcount_predictions_loss: 0.5983 Epoch 16/50 1/3493 [..............................] - ETA: 18:29 - loss: 1433.8412 - logits_profile_predictions_loss: 1344.3284 - logcount_predictions_loss: 0.5350 2/3493 [..............................] - ETA: 17:16 - loss: 1490.1233 - logits_profile_predictions_loss: 1402.7804 - logcount_predictions_loss: 0.5221 3/3493 [..............................] - ETA: 17:21 - loss: 1452.4894 - logits_profile_predictions_loss: 1369.5609 - logcount_predictions_loss: 0.4957 4/3493 [..............................] - ETA: 17:21 - loss: 1430.2861 - logits_profile_predictions_loss: 1351.8865 - logcount_predictions_loss: 0.4686 5/3493 [..............................] - ETA: 17:21 - loss: 1504.2789 - logits_profile_predictions_loss: 1427.7029 - logcount_predictions_loss: 0.4577 6/3493 [..............................] - ETA: 17:22 - loss: 1481.8237 - logits_profile_predictions_loss: 1407.0258 - logcount_predictions_loss: 0.4471 7/3493 [..............................] - ETA: 17:23 - loss: 1450.9056 - logits_profile_predictions_loss: 1376.9896 - logcount_predictions_loss: 0.4418 8/3493 [..............................] - ETA: 17:24 - loss: 1454.2714 - logits_profile_predictions_loss: 1379.8286 - logcount_predictions_loss: 0.4450 9/3493 [..............................] - ETA: 17:24 - loss: 1436.8201 - logits_profile_predictions_loss: 1365.6095 - logcount_predictions_loss: 0.4256 10/3493 [..............................] - ETA: 17:24 - loss: 1424.5842 - logits_profile_predictions_loss: 1352.2277 - logcount_predictions_loss: 0.4325 11/3493 [..............................] - ETA: 17:26 - loss: 1410.8344 - logits_profile_predictions_loss: 1337.5897 - logcount_predictions_loss: 0.4378 12/3493 [..............................] - ETA: 17:29 - loss: 1405.9591 - logits_profile_predictions_loss: 1333.7290 - logcount_predictions_loss: 0.4317 13/3493 [..............................] - ETA: 17:33 - loss: 1407.9238 - logits_profile_predictions_loss: 1335.1125 - logcount_predictions_loss: 0.4352 14/3493 [..............................] - ETA: 17:38 - loss: 1417.2488 - logits_profile_predictions_loss: 1345.2151 - logcount_predictions_loss: 0.4306 15/3493 [..............................] - ETA: 17:41 - loss: 1416.1252 - logits_profile_predictions_loss: 1344.4161 - logcount_predictions_loss: 0.4286 16/3493 [..............................] - ETA: 17:43 - loss: 1405.7478 - logits_profile_predictions_loss: 1333.7867 - logcount_predictions_loss: 0.4301 17/3493 [..............................] - ETA: 17:45 - loss: 1402.5560 - logits_profile_predictions_loss: 1330.0687 - logcount_predictions_loss: 0.4333 18/3493 [..............................] - ETA: 17:47 - loss: 1401.5813 - logits_profile_predictions_loss: 1328.9644 - logcount_predictions_loss: 0.4341 19/3493 [..............................] - ETA: 17:48 - loss: 1402.0680 - logits_profile_predictions_loss: 1329.4746 - logcount_predictions_loss: 0.4339 20/3493 [..............................] - ETA: 17:51 - loss: 1402.9723 - logits_profile_predictions_loss: 1330.2107 - logcount_predictions_loss: 0.4349 21/3493 [..............................] - ETA: 17:54 - loss: 1401.5908 - logits_profile_predictions_loss: 1329.8568 - logcount_predictions_loss: 0.4288 22/3493 [..............................] - ETA: 17:57 - loss: 1400.2150 - logits_profile_predictions_loss: 1327.7603 - logcount_predictions_loss: 0.4331 23/3493 [..............................] - ETA: 17:59 - loss: 1397.5002 - logits_profile_predictions_loss: 1325.1263 - logcount_predictions_loss: 0.4326 24/3493 [..............................] - ETA: 18:00 - loss: 1399.4611 - logits_profile_predictions_loss: 1327.2759 - logcount_predictions_loss: 0.4315 25/3493 [..............................] - ETA: 18:02 - loss: 1391.4706 - logits_profile_predictions_loss: 1319.6830 - logcount_predictions_loss: 0.4291 26/3493 [..............................] - ETA: 18:04 - loss: 1388.3521 - logits_profile_predictions_loss: 1316.8906 - logcount_predictions_loss: 0.4271 27/3493 [..............................] - ETA: 18:05 - loss: 1390.0646 - logits_profile_predictions_loss: 1317.9686 - logcount_predictions_loss: 0.4309 28/3493 [..............................] - ETA: 18:06 - loss: 1381.5507 - logits_profile_predictions_loss: 1310.4601 - logcount_predictions_loss: 0.4249 29/3493 [..............................] - ETA: 18:09 - loss: 1386.3916 - logits_profile_predictions_loss: 1315.0593 - logcount_predictions_loss: 0.4264 30/3493 [..............................] - ETA: 18:11 - loss: 1392.7428 - logits_profile_predictions_loss: 1320.6057 - logcount_predictions_loss: 0.4312 31/3493 [..............................] - ETA: 18:14 - loss: 1389.5894 - logits_profile_predictions_loss: 1317.2389 - logcount_predictions_loss: 0.4325 32/3493 [..............................] - ETA: 18:16 - loss: 1388.1710 - logits_profile_predictions_loss: 1315.8757 - logcount_predictions_loss: 0.4321 33/3493 [..............................] - ETA: 18:17 - loss: 1387.4727 - logits_profile_predictions_loss: 1315.6266 - logcount_predictions_loss: 0.4294 34/3493 [..............................] - ETA: 18:19 - loss: 1384.0454 - logits_profile_predictions_loss: 1312.7253 - logcount_predictions_loss: 0.4263 35/3493 [..............................] - ETA: 18:20 - loss: 1383.5278 - logits_profile_predictions_loss: 1312.4351 - logcount_predictions_loss: 0.4249 36/3493 [..............................] - ETA: 18:21 - loss: 1386.3374 - logits_profile_predictions_loss: 1315.0076 - logcount_predictions_loss: 0.4264 37/3493 [..............................] - ETA: 18:23 - loss: 1379.9652 - logits_profile_predictions_loss: 1309.0930 - logcount_predictions_loss: 0.4236 38/3493 [..............................] - ETA: 18:24 - loss: 1380.5809 - logits_profile_predictions_loss: 1309.4807 - logcount_predictions_loss: 0.4250 39/3493 [..............................] - ETA: 18:25 - loss: 1386.6090 - logits_profile_predictions_loss: 1315.8340 - logcount_predictions_loss: 0.4230 40/3493 [..............................] - ETA: 18:26 - loss: 1389.7291 - logits_profile_predictions_loss: 1319.3639 - logcount_predictions_loss: 0.4206 41/3493 [..............................] - ETA: 18:27 - loss: 1387.5972 - 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logcount_predictions_loss: 0.4565 576/3493 [===>..........................] - ETA: 20:19 - loss: 1386.5579 - logits_profile_predictions_loss: 1310.1949 - logcount_predictions_loss: 0.4564 577/3493 [===>..........................] - ETA: 20:19 - loss: 1386.7190 - logits_profile_predictions_loss: 1310.3901 - logcount_predictions_loss: 0.4562 578/3493 [===>..........................] - ETA: 20:19 - loss: 1386.5868 - logits_profile_predictions_loss: 1310.3005 - logcount_predictions_loss: 0.4560 579/3493 [===>..........................] - ETA: 20:19 - loss: 1386.7756 - logits_profile_predictions_loss: 1310.5037 - logcount_predictions_loss: 0.4559 580/3493 [===>..........................] - ETA: 20:18 - loss: 1387.1156 - logits_profile_predictions_loss: 1310.8545 - logcount_predictions_loss: 0.4558 581/3493 [===>..........................] - ETA: 20:18 - loss: 1386.9839 - logits_profile_predictions_loss: 1310.7639 - logcount_predictions_loss: 0.4556 582/3493 [===>..........................] 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logcount_predictions_loss: 0.4689 3492/3493 [============================>.] - ETA: 0s - loss: 1395.0444 - logits_profile_predictions_loss: 1316.6042 - logcount_predictions_loss: 0.4688 3493/3493 [==============================] - ETA: 0s - loss: 1395.0575 - logits_profile_predictions_loss: 1316.6173 - logcount_predictions_loss: 0.4688 Epoch 16: val_loss improved from 1570.20398 to 1569.65137, saving model to /oak/stanford/groups/akundaje/projects/neuro-variants/chrombpnet_models/encode_2024/K562_bias/encode_2024.LV.cardiomyocyte.I/fold_3/models/chrombpnet.h5  3493/3493 [==============================] - 1636s 468ms/step - loss: 1395.0575 - logits_profile_predictions_loss: 1316.6173 - logcount_predictions_loss: 0.4688 - val_loss: 1569.6514 - val_logits_profile_predictions_loss: 1467.9955 - val_logcount_predictions_loss: 0.6076 Epoch 17/50 1/3493 [..............................] - ETA: 18:12 - loss: 1270.0444 - logits_profile_predictions_loss: 1194.6024 - logcount_predictions_loss: 0.4509 2/3493 [..............................] - ETA: 17:33 - loss: 1294.2222 - logits_profile_predictions_loss: 1216.5752 - logcount_predictions_loss: 0.4641 3/3493 [..............................] - ETA: 17:34 - loss: 1302.6168 - logits_profile_predictions_loss: 1229.9747 - logcount_predictions_loss: 0.4342 4/3493 [..............................] - ETA: 17:46 - loss: 1310.6873 - logits_profile_predictions_loss: 1240.0602 - logcount_predictions_loss: 0.4222 5/3493 [..............................] - ETA: 18:07 - loss: 1325.2386 - logits_profile_predictions_loss: 1257.2278 - logcount_predictions_loss: 0.4065 6/3493 [..............................] - ETA: 18:15 - loss: 1326.3304 - logits_profile_predictions_loss: 1254.5322 - logcount_predictions_loss: 0.4292 7/3493 [..............................] - ETA: 18:20 - loss: 1345.8771 - logits_profile_predictions_loss: 1271.3232 - logcount_predictions_loss: 0.4456 8/3493 [..............................] - ETA: 18:23 - loss: 1332.3878 - logits_profile_predictions_loss: 1255.7917 - logcount_predictions_loss: 0.4578 9/3493 [..............................] - ETA: 18:28 - loss: 1325.6295 - logits_profile_predictions_loss: 1250.2251 - logcount_predictions_loss: 0.4507 10/3493 [..............................] - ETA: 18:32 - loss: 1326.6440 - logits_profile_predictions_loss: 1251.2378 - logcount_predictions_loss: 0.4507 11/3493 [..............................] - ETA: 18:36 - loss: 1332.6564 - logits_profile_predictions_loss: 1256.0900 - logcount_predictions_loss: 0.4577 12/3493 [..............................] - ETA: 18:38 - loss: 1333.3948 - logits_profile_predictions_loss: 1255.9803 - logcount_predictions_loss: 0.4627 13/3493 [..............................] - ETA: 18:44 - loss: 1335.2723 - logits_profile_predictions_loss: 1256.6456 - logcount_predictions_loss: 0.4700 14/3493 [..............................] - ETA: 18:49 - loss: 1350.2089 - logits_profile_predictions_loss: 1273.6671 - logcount_predictions_loss: 0.4575 15/3493 [..............................] - ETA: 18:56 - loss: 1338.5970 - logits_profile_predictions_loss: 1262.9850 - logcount_predictions_loss: 0.4520 16/3493 [..............................] - ETA: 19:03 - loss: 1343.1934 - logits_profile_predictions_loss: 1267.2168 - logcount_predictions_loss: 0.4541 17/3493 [..............................] - ETA: 19:09 - loss: 1345.1067 - logits_profile_predictions_loss: 1268.3868 - logcount_predictions_loss: 0.4586 18/3493 [..............................] - ETA: 19:14 - loss: 1345.8418 - logits_profile_predictions_loss: 1269.8608 - logcount_predictions_loss: 0.4542 19/3493 [..............................] - ETA: 19:17 - loss: 1346.4468 - logits_profile_predictions_loss: 1270.1041 - logcount_predictions_loss: 0.4563 20/3493 [..............................] - ETA: 19:18 - loss: 1357.2274 - logits_profile_predictions_loss: 1281.5189 - logcount_predictions_loss: 0.4525 21/3493 [..............................] - ETA: 19:19 - loss: 1357.0608 - logits_profile_predictions_loss: 1281.5709 - logcount_predictions_loss: 0.4512 22/3493 [..............................] - ETA: 19:22 - loss: 1362.4707 - logits_profile_predictions_loss: 1287.4471 - logcount_predictions_loss: 0.4484 23/3493 [..............................] - ETA: 19:25 - loss: 1360.3070 - logits_profile_predictions_loss: 1285.4088 - logcount_predictions_loss: 0.4477 24/3493 [..............................] - ETA: 19:29 - loss: 1363.1583 - logits_profile_predictions_loss: 1288.0264 - logcount_predictions_loss: 0.4491 25/3493 [..............................] - ETA: 19:32 - loss: 1363.2008 - logits_profile_predictions_loss: 1286.4620 - logcount_predictions_loss: 0.4587 26/3493 [..............................] - ETA: 19:34 - loss: 1363.2024 - logits_profile_predictions_loss: 1287.5533 - logcount_predictions_loss: 0.4522 27/3493 [..............................] - ETA: 19:37 - loss: 1364.6381 - logits_profile_predictions_loss: 1289.6311 - logcount_predictions_loss: 0.4483 28/3493 [..............................] - ETA: 19:39 - loss: 1367.4808 - logits_profile_predictions_loss: 1291.5950 - logcount_predictions_loss: 0.4536 29/3493 [..............................] - ETA: 19:41 - loss: 1372.7374 - logits_profile_predictions_loss: 1297.5494 - logcount_predictions_loss: 0.4494 30/3493 [..............................] - ETA: 19:43 - loss: 1373.6671 - logits_profile_predictions_loss: 1298.0111 - logcount_predictions_loss: 0.4522 31/3493 [..............................] - ETA: 19:45 - loss: 1376.4901 - logits_profile_predictions_loss: 1300.2745 - logcount_predictions_loss: 0.4556 32/3493 [..............................] - ETA: 19:46 - loss: 1378.9778 - logits_profile_predictions_loss: 1302.7505 - logcount_predictions_loss: 0.4556 33/3493 [..............................] - ETA: 19:48 - loss: 1381.5259 - logits_profile_predictions_loss: 1304.6390 - logcount_predictions_loss: 0.4596 34/3493 [..............................] - ETA: 19:49 - loss: 1381.0925 - 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1386.8363 - logits_profile_predictions_loss: 1309.9214 - logcount_predictions_loss: 0.4597 563/3493 [===>..........................] - ETA: 21:14 - loss: 1386.6088 - logits_profile_predictions_loss: 1309.6550 - logcount_predictions_loss: 0.4600 564/3493 [===>..........................] - ETA: 21:14 - loss: 1386.6216 - logits_profile_predictions_loss: 1309.6841 - logcount_predictions_loss: 0.4599 565/3493 [===>..........................] - ETA: 21:14 - loss: 1386.5782 - logits_profile_predictions_loss: 1309.6710 - logcount_predictions_loss: 0.4597 566/3493 [===>..........................] - ETA: 21:13 - loss: 1386.6072 - logits_profile_predictions_loss: 1309.6163 - logcount_predictions_loss: 0.4602 567/3493 [===>..........................] - ETA: 21:13 - loss: 1386.7999 - logits_profile_predictions_loss: 1309.8004 - logcount_predictions_loss: 0.4602 568/3493 [===>..........................] - ETA: 21:13 - loss: 1386.7789 - logits_profile_predictions_loss: 1309.7214 - logcount_predictions_loss: 0.4606 569/3493 [===>..........................] - ETA: 21:13 - loss: 1386.7510 - logits_profile_predictions_loss: 1309.6985 - logcount_predictions_loss: 0.4606 570/3493 [===>..........................] - ETA: 21:12 - loss: 1386.6277 - logits_profile_predictions_loss: 1309.6277 - logcount_predictions_loss: 0.4603 571/3493 [===>..........................] - ETA: 21:12 - loss: 1386.4221 - logits_profile_predictions_loss: 1309.4250 - logcount_predictions_loss: 0.4602 572/3493 [===>..........................] - ETA: 21:12 - loss: 1386.5875 - logits_profile_predictions_loss: 1309.5630 - logcount_predictions_loss: 0.4604 573/3493 [===>..........................] - ETA: 21:11 - loss: 1386.5126 - logits_profile_predictions_loss: 1309.5262 - logcount_predictions_loss: 0.4602 574/3493 [===>..........................] - ETA: 21:11 - loss: 1386.4083 - logits_profile_predictions_loss: 1309.4458 - logcount_predictions_loss: 0.4600 575/3493 [===>..........................] 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logcount_predictions_loss: 0.4585 3407/3493 [============================>.] - ETA: 38s - loss: 1387.2198 - logits_profile_predictions_loss: 1310.5096 - logcount_predictions_loss: 0.4585 3408/3493 [============================>.] - ETA: 37s - loss: 1387.2357 - logits_profile_predictions_loss: 1310.5281 - logcount_predictions_loss: 0.4585 3409/3493 [============================>.] - ETA: 37s - loss: 1387.1959 - logits_profile_predictions_loss: 1310.4941 - logcount_predictions_loss: 0.4585 3410/3493 [============================>.] - ETA: 37s - loss: 1387.2332 - logits_profile_predictions_loss: 1310.5229 - logcount_predictions_loss: 0.4585 3411/3493 [============================>.] - ETA: 36s - loss: 1387.2458 - logits_profile_predictions_loss: 1310.5396 - logcount_predictions_loss: 0.4585 3412/3493 [============================>.] - ETA: 36s - loss: 1387.2455 - logits_profile_predictions_loss: 1310.5460 - logcount_predictions_loss: 0.4584 3413/3493 [============================>.] - ETA: 35s - loss: 1387.2751 - logits_profile_predictions_loss: 1310.5809 - logcount_predictions_loss: 0.4584 3414/3493 [============================>.] - ETA: 35s - loss: 1387.3203 - logits_profile_predictions_loss: 1310.6271 - logcount_predictions_loss: 0.4584 3415/3493 [============================>.] - ETA: 34s - loss: 1387.3378 - logits_profile_predictions_loss: 1310.6382 - logcount_predictions_loss: 0.4584 3416/3493 [============================>.] - ETA: 34s - loss: 1387.3391 - logits_profile_predictions_loss: 1310.6456 - logcount_predictions_loss: 0.4584 3417/3493 [============================>.] - ETA: 33s - loss: 1387.3335 - logits_profile_predictions_loss: 1310.6429 - logcount_predictions_loss: 0.4584 3418/3493 [============================>.] - ETA: 33s - loss: 1387.3628 - logits_profile_predictions_loss: 1310.6613 - logcount_predictions_loss: 0.4585 3419/3493 [============================>.] - ETA: 33s - loss: 1387.3591 - logits_profile_predictions_loss: 1310.6586 - logcount_predictions_loss: 0.4585 3420/3493 [============================>.] - ETA: 32s - loss: 1387.3770 - logits_profile_predictions_loss: 1310.6704 - logcount_predictions_loss: 0.4585 3421/3493 [============================>.] - ETA: 32s - loss: 1387.3535 - logits_profile_predictions_loss: 1310.6462 - logcount_predictions_loss: 0.4585 3422/3493 [============================>.] - ETA: 31s - loss: 1387.3859 - logits_profile_predictions_loss: 1310.6749 - logcount_predictions_loss: 0.4585 3423/3493 [============================>.] - ETA: 31s - loss: 1387.3534 - logits_profile_predictions_loss: 1310.6467 - logcount_predictions_loss: 0.4585 3424/3493 [============================>.] - ETA: 30s - loss: 1387.2982 - logits_profile_predictions_loss: 1310.5684 - logcount_predictions_loss: 0.4586 3425/3493 [============================>.] - ETA: 30s - loss: 1387.2727 - logits_profile_predictions_loss: 1310.5389 - logcount_predictions_loss: 0.4587 3426/3493 [============================>.] - 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logcount_predictions_loss: 0.4586 3433/3493 [============================>.] - ETA: 26s - loss: 1387.4205 - logits_profile_predictions_loss: 1310.7009 - logcount_predictions_loss: 0.4586 3434/3493 [============================>.] - ETA: 26s - loss: 1387.4091 - logits_profile_predictions_loss: 1310.6875 - logcount_predictions_loss: 0.4586 3435/3493 [============================>.] - ETA: 25s - loss: 1387.4403 - logits_profile_predictions_loss: 1310.7195 - logcount_predictions_loss: 0.4586 3436/3493 [============================>.] - ETA: 25s - loss: 1387.3966 - logits_profile_predictions_loss: 1310.6786 - logcount_predictions_loss: 0.4586 3437/3493 [============================>.] - ETA: 24s - loss: 1387.3689 - logits_profile_predictions_loss: 1310.6566 - logcount_predictions_loss: 0.4585 3438/3493 [============================>.] - ETA: 24s - loss: 1387.3550 - logits_profile_predictions_loss: 1310.6453 - logcount_predictions_loss: 0.4585 3439/3493 [============================>.] - 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logcount_predictions_loss: 0.4584 3446/3493 [============================>.] - ETA: 20s - loss: 1387.4004 - logits_profile_predictions_loss: 1310.7080 - logcount_predictions_loss: 0.4584 3447/3493 [============================>.] - ETA: 20s - loss: 1387.3674 - logits_profile_predictions_loss: 1310.6772 - logcount_predictions_loss: 0.4584 3448/3493 [============================>.] - ETA: 20s - loss: 1387.4255 - logits_profile_predictions_loss: 1310.7208 - logcount_predictions_loss: 0.4585 3449/3493 [============================>.] - ETA: 19s - loss: 1387.4434 - logits_profile_predictions_loss: 1310.7421 - logcount_predictions_loss: 0.4585 3450/3493 [============================>.] - ETA: 19s - loss: 1387.4242 - logits_profile_predictions_loss: 1310.7264 - logcount_predictions_loss: 0.4584 3451/3493 [============================>.] - ETA: 18s - loss: 1387.4410 - logits_profile_predictions_loss: 1310.7498 - logcount_predictions_loss: 0.4584 3452/3493 [============================>.] - ETA: 18s - loss: 1387.4204 - logits_profile_predictions_loss: 1310.7239 - logcount_predictions_loss: 0.4584 3453/3493 [============================>.] - ETA: 17s - loss: 1387.4696 - logits_profile_predictions_loss: 1310.7489 - logcount_predictions_loss: 0.4586 3454/3493 [============================>.] - ETA: 17s - loss: 1387.4109 - logits_profile_predictions_loss: 1310.6890 - logcount_predictions_loss: 0.4586 3455/3493 [============================>.] - ETA: 16s - loss: 1387.4797 - logits_profile_predictions_loss: 1310.7379 - logcount_predictions_loss: 0.4587 3456/3493 [============================>.] - ETA: 16s - loss: 1387.4867 - logits_profile_predictions_loss: 1310.7510 - logcount_predictions_loss: 0.4587 3457/3493 [============================>.] - ETA: 16s - loss: 1387.4988 - logits_profile_predictions_loss: 1310.7664 - logcount_predictions_loss: 0.4586 3458/3493 [============================>.] - ETA: 15s - loss: 1387.4952 - logits_profile_predictions_loss: 1310.7656 - logcount_predictions_loss: 0.4586 3459/3493 [============================>.] - ETA: 15s - loss: 1387.4834 - logits_profile_predictions_loss: 1310.7622 - logcount_predictions_loss: 0.4586 3460/3493 [============================>.] - ETA: 14s - loss: 1387.4886 - logits_profile_predictions_loss: 1310.7692 - logcount_predictions_loss: 0.4586 3461/3493 [============================>.] - ETA: 14s - loss: 1387.4976 - logits_profile_predictions_loss: 1310.7773 - logcount_predictions_loss: 0.4586 3462/3493 [============================>.] - ETA: 13s - loss: 1387.4602 - logits_profile_predictions_loss: 1310.7443 - logcount_predictions_loss: 0.4585 3463/3493 [============================>.] - ETA: 13s - loss: 1387.4778 - logits_profile_predictions_loss: 1310.7698 - logcount_predictions_loss: 0.4585 3464/3493 [============================>.] - ETA: 12s - loss: 1387.4717 - logits_profile_predictions_loss: 1310.7540 - logcount_predictions_loss: 0.4586 3465/3493 [============================>.] - ETA: 12s - loss: 1387.4325 - logits_profile_predictions_loss: 1310.7200 - logcount_predictions_loss: 0.4585 3466/3493 [============================>.] - ETA: 12s - loss: 1387.4221 - logits_profile_predictions_loss: 1310.7167 - logcount_predictions_loss: 0.4585 3467/3493 [============================>.] - ETA: 11s - loss: 1387.3853 - logits_profile_predictions_loss: 1310.6799 - logcount_predictions_loss: 0.4585 3468/3493 [============================>.] - ETA: 11s - loss: 1387.3604 - logits_profile_predictions_loss: 1310.6595 - logcount_predictions_loss: 0.4585 3469/3493 [============================>.] - ETA: 10s - loss: 1387.3195 - logits_profile_predictions_loss: 1310.6230 - logcount_predictions_loss: 0.4584 3470/3493 [============================>.] - ETA: 10s - loss: 1387.3275 - logits_profile_predictions_loss: 1310.6324 - logcount_predictions_loss: 0.4584 3471/3493 [============================>.] - ETA: 9s - loss: 1387.3519 - logits_profile_predictions_loss: 1310.6521 - logcount_predictions_loss: 0.4585  3472/3493 [============================>.] - ETA: 9s - loss: 1387.3390 - logits_profile_predictions_loss: 1310.6454 - logcount_predictions_loss: 0.4584 3473/3493 [============================>.] - ETA: 8s - loss: 1387.3153 - logits_profile_predictions_loss: 1310.6162 - logcount_predictions_loss: 0.4584 3474/3493 [============================>.] - ETA: 8s - loss: 1387.2781 - logits_profile_predictions_loss: 1310.5848 - logcount_predictions_loss: 0.4584 3475/3493 [============================>.] - ETA: 8s - loss: 1387.2535 - logits_profile_predictions_loss: 1310.5619 - logcount_predictions_loss: 0.4584 3476/3493 [============================>.] - ETA: 7s - loss: 1387.2760 - logits_profile_predictions_loss: 1310.5768 - logcount_predictions_loss: 0.4584 3477/3493 [============================>.] - ETA: 7s - loss: 1387.2935 - logits_profile_predictions_loss: 1310.6016 - logcount_predictions_loss: 0.4584 3478/3493 [============================>.] - ETA: 6s - loss: 1387.2698 - logits_profile_predictions_loss: 1310.5844 - logcount_predictions_loss: 0.4584 3479/3493 [============================>.] - ETA: 6s - loss: 1387.2852 - logits_profile_predictions_loss: 1310.5981 - logcount_predictions_loss: 0.4584 3480/3493 [============================>.] - ETA: 5s - loss: 1387.2809 - logits_profile_predictions_loss: 1310.5963 - logcount_predictions_loss: 0.4584 3481/3493 [============================>.] - ETA: 5s - loss: 1387.2579 - logits_profile_predictions_loss: 1310.5741 - logcount_predictions_loss: 0.4584 3482/3493 [============================>.] - ETA: 4s - loss: 1387.2391 - logits_profile_predictions_loss: 1310.5623 - logcount_predictions_loss: 0.4583 3483/3493 [============================>.] - ETA: 4s - loss: 1387.2567 - logits_profile_predictions_loss: 1310.5797 - logcount_predictions_loss: 0.4583 3484/3493 [============================>.] - ETA: 4s - loss: 1387.2457 - logits_profile_predictions_loss: 1310.5753 - logcount_predictions_loss: 0.4583 3485/3493 [============================>.] - ETA: 3s - loss: 1387.2261 - logits_profile_predictions_loss: 1310.5520 - logcount_predictions_loss: 0.4583 3486/3493 [============================>.] - ETA: 3s - loss: 1387.2800 - logits_profile_predictions_loss: 1310.6067 - logcount_predictions_loss: 0.4583 3487/3493 [============================>.] - ETA: 2s - loss: 1387.2422 - logits_profile_predictions_loss: 1310.5602 - logcount_predictions_loss: 0.4583 3488/3493 [============================>.] - ETA: 2s - loss: 1387.2380 - logits_profile_predictions_loss: 1310.5525 - logcount_predictions_loss: 0.4584 3489/3493 [============================>.] - ETA: 1s - loss: 1387.2661 - logits_profile_predictions_loss: 1310.5850 - logcount_predictions_loss: 0.4583 3490/3493 [============================>.] - ETA: 1s - loss: 1387.2990 - logits_profile_predictions_loss: 1310.6090 - logcount_predictions_loss: 0.4584 3491/3493 [============================>.] - ETA: 0s - loss: 1387.3792 - logits_profile_predictions_loss: 1310.6846 - logcount_predictions_loss: 0.4584 3492/3493 [============================>.] - ETA: 0s - loss: 1387.3938 - logits_profile_predictions_loss: 1310.7059 - logcount_predictions_loss: 0.4584 3493/3493 [==============================] - ETA: 0s - loss: 1387.4261 - logits_profile_predictions_loss: 1310.7301 - logcount_predictions_loss: 0.4584 Epoch 17: val_loss did not improve from 1569.65137  3493/3493 [==============================] - 1620s 464ms/step - loss: 1387.4261 - logits_profile_predictions_loss: 1310.7301 - logcount_predictions_loss: 0.4584 - val_loss: 1583.8877 - val_logits_profile_predictions_loss: 1469.0748 - val_logcount_predictions_loss: 0.6863 Epoch 18/50 1/3493 [..............................] - ETA: 18:27 - loss: 1531.4788 - logits_profile_predictions_loss: 1470.8376 - logcount_predictions_loss: 0.3625 2/3493 [..............................] - ETA: 17:32 - loss: 1434.6753 - logits_profile_predictions_loss: 1374.8435 - logcount_predictions_loss: 0.3576 3/3493 [..............................] - ETA: 17:31 - loss: 1407.5031 - logits_profile_predictions_loss: 1343.5747 - logcount_predictions_loss: 0.3821 4/3493 [..............................] - ETA: 17:30 - loss: 1452.3794 - logits_profile_predictions_loss: 1380.4800 - logcount_predictions_loss: 0.4298 5/3493 [..............................] - ETA: 17:29 - loss: 1408.0308 - logits_profile_predictions_loss: 1334.9023 - logcount_predictions_loss: 0.4371 6/3493 [..............................] - ETA: 17:31 - loss: 1416.6791 - logits_profile_predictions_loss: 1346.0547 - logcount_predictions_loss: 0.4221 7/3493 [..............................] - ETA: 17:40 - loss: 1410.1754 - logits_profile_predictions_loss: 1339.5137 - logcount_predictions_loss: 0.4224 8/3493 [..............................] - ETA: 17:46 - loss: 1420.5055 - logits_profile_predictions_loss: 1351.3447 - logcount_predictions_loss: 0.4134 9/3493 [..............................] - ETA: 17:50 - loss: 1420.2084 - logits_profile_predictions_loss: 1349.6947 - logcount_predictions_loss: 0.4215 10/3493 [..............................] - ETA: 17:53 - loss: 1410.3347 - logits_profile_predictions_loss: 1340.5244 - logcount_predictions_loss: 0.4173 11/3493 [..............................] - ETA: 17:55 - loss: 1403.0070 - logits_profile_predictions_loss: 1335.3960 - logcount_predictions_loss: 0.4041 12/3493 [..............................] - ETA: 18:03 - loss: 1390.5907 - logits_profile_predictions_loss: 1324.8486 - logcount_predictions_loss: 0.3930 13/3493 [..............................] - ETA: 18:11 - loss: 1413.3833 - logits_profile_predictions_loss: 1339.7865 - logcount_predictions_loss: 0.4399 14/3493 [..............................] - ETA: 18:18 - loss: 1414.2408 - logits_profile_predictions_loss: 1338.1672 - logcount_predictions_loss: 0.4547 15/3493 [..............................] - ETA: 18:24 - loss: 1422.3966 - logits_profile_predictions_loss: 1341.8901 - logcount_predictions_loss: 0.4812 16/3493 [..............................] - ETA: 18:29 - loss: 1424.6512 - logits_profile_predictions_loss: 1346.6780 - logcount_predictions_loss: 0.4661 17/3493 [..............................] - ETA: 18:34 - loss: 1423.0419 - logits_profile_predictions_loss: 1345.8059 - logcount_predictions_loss: 0.4617 18/3493 [..............................] - ETA: 18:39 - loss: 1420.5739 - logits_profile_predictions_loss: 1343.6909 - logcount_predictions_loss: 0.4596 19/3493 [..............................] - ETA: 18:46 - loss: 1417.6932 - logits_profile_predictions_loss: 1339.8008 - logcount_predictions_loss: 0.4656 20/3493 [..............................] - ETA: 18:52 - loss: 1412.3097 - logits_profile_predictions_loss: 1334.9117 - logcount_predictions_loss: 0.4626 21/3493 [..............................] - ETA: 18:56 - loss: 1410.4681 - logits_profile_predictions_loss: 1333.1056 - logcount_predictions_loss: 0.4624 22/3493 [..............................] - ETA: 18:59 - loss: 1405.4897 - logits_profile_predictions_loss: 1328.2002 - logcount_predictions_loss: 0.4620 23/3493 [..............................] - ETA: 19:02 - loss: 1406.5187 - logits_profile_predictions_loss: 1328.8450 - logcount_predictions_loss: 0.4643 24/3493 [..............................] - ETA: 19:08 - loss: 1403.5438 - logits_profile_predictions_loss: 1322.8361 - logcount_predictions_loss: 0.4824 25/3493 [..............................] - ETA: 19:15 - loss: 1396.0238 - logits_profile_predictions_loss: 1315.3140 - logcount_predictions_loss: 0.4824 26/3493 [..............................] - ETA: 19:22 - loss: 1394.1671 - logits_profile_predictions_loss: 1314.0416 - logcount_predictions_loss: 0.4789 27/3493 [..............................] - ETA: 19:25 - loss: 1392.0217 - logits_profile_predictions_loss: 1312.7834 - logcount_predictions_loss: 0.4736 28/3493 [..............................] - ETA: 19:28 - loss: 1394.4026 - logits_profile_predictions_loss: 1314.9307 - logcount_predictions_loss: 0.4750 29/3493 [..............................] - ETA: 19:32 - loss: 1397.8859 - logits_profile_predictions_loss: 1318.7502 - logcount_predictions_loss: 0.4730 30/3493 [..............................] - ETA: 19:35 - loss: 1391.8370 - logits_profile_predictions_loss: 1312.5460 - logcount_predictions_loss: 0.4739 31/3493 [..............................] - ETA: 19:37 - loss: 1390.0811 - logits_profile_predictions_loss: 1311.3595 - logcount_predictions_loss: 0.4705 32/3493 [..............................] - ETA: 19:39 - loss: 1394.1145 - logits_profile_predictions_loss: 1309.4594 - logcount_predictions_loss: 0.5060 33/3493 [..............................] - ETA: 19:42 - loss: 1394.2271 - logits_profile_predictions_loss: 1309.4561 - logcount_predictions_loss: 0.5067 34/3493 [..............................] - ETA: 19:44 - loss: 1394.4115 - logits_profile_predictions_loss: 1310.0186 - logcount_predictions_loss: 0.5044 35/3493 [..............................] - ETA: 19:46 - loss: 1394.8149 - logits_profile_predictions_loss: 1311.1622 - logcount_predictions_loss: 0.5000 36/3493 [..............................] - ETA: 19:48 - loss: 1394.4292 - logits_profile_predictions_loss: 1310.8799 - logcount_predictions_loss: 0.4994 37/3493 [..............................] - ETA: 19:50 - loss: 1394.6356 - logits_profile_predictions_loss: 1311.4056 - logcount_predictions_loss: 0.4975 38/3493 [..............................] - ETA: 19:51 - loss: 1392.7919 - logits_profile_predictions_loss: 1309.0923 - logcount_predictions_loss: 0.5003 39/3493 [..............................] - ETA: 19:59 - loss: 1392.1383 - logits_profile_predictions_loss: 1307.7732 - logcount_predictions_loss: 0.5043 40/3493 [..............................] - ETA: 20:07 - loss: 1390.7662 - logits_profile_predictions_loss: 1306.7627 - logcount_predictions_loss: 0.5021 41/3493 [..............................] - ETA: 20:12 - loss: 1388.7096 - logits_profile_predictions_loss: 1305.3535 - 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[====>.........................] - ETA: 20:36 - loss: 1382.3486 - logits_profile_predictions_loss: 1307.9026 - logcount_predictions_loss: 0.4450 667/3493 [====>.........................] - ETA: 20:35 - loss: 1382.7487 - logits_profile_predictions_loss: 1308.3038 - logcount_predictions_loss: 0.4450 668/3493 [====>.........................] - ETA: 20:35 - loss: 1382.3193 - logits_profile_predictions_loss: 1307.8981 - logcount_predictions_loss: 0.4448 669/3493 [====>.........................] - ETA: 20:35 - loss: 1382.4272 - logits_profile_predictions_loss: 1307.9950 - logcount_predictions_loss: 0.4449 670/3493 [====>.........................] - ETA: 20:34 - loss: 1382.4402 - logits_profile_predictions_loss: 1308.0297 - logcount_predictions_loss: 0.4448 671/3493 [====>.........................] - ETA: 20:34 - loss: 1382.5844 - logits_profile_predictions_loss: 1308.2266 - logcount_predictions_loss: 0.4444 672/3493 [====>.........................] - ETA: 20:33 - loss: 1382.5604 - 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logcount_predictions_loss: 0.4510 3414/3493 [============================>.] - ETA: 34s - loss: 1384.6013 - logits_profile_predictions_loss: 1309.1266 - logcount_predictions_loss: 0.4511 3415/3493 [============================>.] - ETA: 34s - loss: 1384.6146 - logits_profile_predictions_loss: 1309.1373 - logcount_predictions_loss: 0.4511 3416/3493 [============================>.] - ETA: 34s - loss: 1384.5930 - logits_profile_predictions_loss: 1309.1179 - logcount_predictions_loss: 0.4511 3417/3493 [============================>.] - ETA: 33s - loss: 1384.6610 - logits_profile_predictions_loss: 1309.1886 - logcount_predictions_loss: 0.4511 3418/3493 [============================>.] - ETA: 33s - loss: 1384.7090 - logits_profile_predictions_loss: 1309.2307 - logcount_predictions_loss: 0.4512 3419/3493 [============================>.] - ETA: 32s - loss: 1384.6979 - logits_profile_predictions_loss: 1309.2239 - logcount_predictions_loss: 0.4511 3420/3493 [============================>.] - 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logcount_predictions_loss: 0.4511 3427/3493 [============================>.] - ETA: 29s - loss: 1384.6406 - logits_profile_predictions_loss: 1309.1669 - logcount_predictions_loss: 0.4511 3428/3493 [============================>.] - ETA: 28s - loss: 1384.6508 - logits_profile_predictions_loss: 1309.1746 - logcount_predictions_loss: 0.4511 3429/3493 [============================>.] - ETA: 28s - loss: 1384.6373 - logits_profile_predictions_loss: 1309.1633 - logcount_predictions_loss: 0.4511 3430/3493 [============================>.] - ETA: 27s - loss: 1384.6060 - logits_profile_predictions_loss: 1309.1294 - logcount_predictions_loss: 0.4511 3431/3493 [============================>.] - ETA: 27s - loss: 1384.6178 - logits_profile_predictions_loss: 1309.1407 - logcount_predictions_loss: 0.4511 3432/3493 [============================>.] - ETA: 26s - loss: 1384.6111 - logits_profile_predictions_loss: 1309.1399 - logcount_predictions_loss: 0.4511 3433/3493 [============================>.] - 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logcount_predictions_loss: 0.4513 3440/3493 [============================>.] - ETA: 23s - loss: 1384.6251 - logits_profile_predictions_loss: 1309.1228 - logcount_predictions_loss: 0.4513 3441/3493 [============================>.] - ETA: 22s - loss: 1384.6494 - logits_profile_predictions_loss: 1309.1407 - logcount_predictions_loss: 0.4513 3442/3493 [============================>.] - ETA: 22s - loss: 1384.6763 - logits_profile_predictions_loss: 1309.1714 - logcount_predictions_loss: 0.4513 3443/3493 [============================>.] - ETA: 22s - loss: 1384.6642 - logits_profile_predictions_loss: 1309.1504 - logcount_predictions_loss: 0.4514 3444/3493 [============================>.] - ETA: 21s - loss: 1384.6754 - logits_profile_predictions_loss: 1309.1580 - logcount_predictions_loss: 0.4514 3445/3493 [============================>.] - ETA: 21s - loss: 1384.6533 - logits_profile_predictions_loss: 1309.1388 - logcount_predictions_loss: 0.4514 3446/3493 [============================>.] - ETA: 20s - loss: 1384.6515 - logits_profile_predictions_loss: 1309.1378 - logcount_predictions_loss: 0.4514 3447/3493 [============================>.] - ETA: 20s - loss: 1384.6198 - logits_profile_predictions_loss: 1309.1095 - logcount_predictions_loss: 0.4513 3448/3493 [============================>.] - ETA: 19s - loss: 1384.6130 - logits_profile_predictions_loss: 1309.0979 - logcount_predictions_loss: 0.4514 3449/3493 [============================>.] - ETA: 19s - loss: 1384.5740 - logits_profile_predictions_loss: 1309.0367 - logcount_predictions_loss: 0.4515 3450/3493 [============================>.] - ETA: 18s - loss: 1384.5712 - logits_profile_predictions_loss: 1309.0421 - logcount_predictions_loss: 0.4515 3451/3493 [============================>.] - ETA: 18s - loss: 1384.5822 - logits_profile_predictions_loss: 1309.0520 - logcount_predictions_loss: 0.4515 3452/3493 [============================>.] - ETA: 18s - loss: 1384.6232 - logits_profile_predictions_loss: 1309.0951 - logcount_predictions_loss: 0.4515 3453/3493 [============================>.] - ETA: 17s - loss: 1384.5869 - logits_profile_predictions_loss: 1309.0560 - logcount_predictions_loss: 0.4515 3454/3493 [============================>.] - ETA: 17s - loss: 1384.5884 - logits_profile_predictions_loss: 1309.0585 - logcount_predictions_loss: 0.4515 3455/3493 [============================>.] - ETA: 16s - loss: 1384.5992 - logits_profile_predictions_loss: 1309.0698 - logcount_predictions_loss: 0.4515 3456/3493 [============================>.] - ETA: 16s - loss: 1384.5469 - logits_profile_predictions_loss: 1309.0244 - logcount_predictions_loss: 0.4514 3457/3493 [============================>.] - ETA: 15s - loss: 1384.5087 - logits_profile_predictions_loss: 1308.9905 - logcount_predictions_loss: 0.4514 3458/3493 [============================>.] - ETA: 15s - loss: 1384.5212 - logits_profile_predictions_loss: 1308.9995 - logcount_predictions_loss: 0.4514 3459/3493 [============================>.] - 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logcount_predictions_loss: 0.4514 3466/3493 [============================>.] - ETA: 11s - loss: 1384.3518 - logits_profile_predictions_loss: 1308.8424 - logcount_predictions_loss: 0.4513 3467/3493 [============================>.] - ETA: 11s - loss: 1384.3430 - logits_profile_predictions_loss: 1308.8376 - logcount_predictions_loss: 0.4513 3468/3493 [============================>.] - ETA: 11s - loss: 1384.3760 - logits_profile_predictions_loss: 1308.8766 - logcount_predictions_loss: 0.4513 3469/3493 [============================>.] - ETA: 10s - loss: 1384.3684 - logits_profile_predictions_loss: 1308.8693 - logcount_predictions_loss: 0.4513 3470/3493 [============================>.] - ETA: 10s - loss: 1384.3545 - logits_profile_predictions_loss: 1308.8549 - logcount_predictions_loss: 0.4513 3471/3493 [============================>.] - ETA: 9s - loss: 1384.3171 - logits_profile_predictions_loss: 1308.8203 - logcount_predictions_loss: 0.4513  3472/3493 [============================>.] - ETA: 9s - loss: 1384.4125 - logits_profile_predictions_loss: 1308.9083 - logcount_predictions_loss: 0.4513 3473/3493 [============================>.] - ETA: 8s - loss: 1384.3774 - logits_profile_predictions_loss: 1308.8752 - logcount_predictions_loss: 0.4513 3474/3493 [============================>.] - ETA: 8s - loss: 1384.3817 - logits_profile_predictions_loss: 1308.8695 - logcount_predictions_loss: 0.4514 3475/3493 [============================>.] - ETA: 7s - loss: 1384.3560 - logits_profile_predictions_loss: 1308.8495 - logcount_predictions_loss: 0.4513 3476/3493 [============================>.] - ETA: 7s - loss: 1384.3622 - logits_profile_predictions_loss: 1308.8627 - logcount_predictions_loss: 0.4513 3477/3493 [============================>.] - ETA: 7s - loss: 1384.4072 - logits_profile_predictions_loss: 1308.9066 - logcount_predictions_loss: 0.4513 3478/3493 [============================>.] - ETA: 6s - loss: 1384.3667 - logits_profile_predictions_loss: 1308.8643 - logcount_predictions_loss: 0.4513 3479/3493 [============================>.] - ETA: 6s - loss: 1384.3594 - logits_profile_predictions_loss: 1308.8569 - logcount_predictions_loss: 0.4513 3480/3493 [============================>.] - ETA: 5s - loss: 1384.3694 - logits_profile_predictions_loss: 1308.8662 - logcount_predictions_loss: 0.4513 3481/3493 [============================>.] - ETA: 5s - loss: 1384.4067 - logits_profile_predictions_loss: 1308.9119 - logcount_predictions_loss: 0.4513 3482/3493 [============================>.] - ETA: 4s - loss: 1384.4236 - logits_profile_predictions_loss: 1308.9310 - logcount_predictions_loss: 0.4512 3483/3493 [============================>.] - ETA: 4s - loss: 1384.4078 - logits_profile_predictions_loss: 1308.9165 - logcount_predictions_loss: 0.4512 3484/3493 [============================>.] - ETA: 3s - loss: 1384.4257 - logits_profile_predictions_loss: 1308.9357 - logcount_predictions_loss: 0.4512 3485/3493 [============================>.] - ETA: 3s - loss: 1384.4363 - logits_profile_predictions_loss: 1308.9490 - logcount_predictions_loss: 0.4512 3486/3493 [============================>.] - ETA: 3s - loss: 1384.4441 - logits_profile_predictions_loss: 1308.9598 - logcount_predictions_loss: 0.4512 3487/3493 [============================>.] - ETA: 2s - loss: 1384.5260 - logits_profile_predictions_loss: 1309.0370 - logcount_predictions_loss: 0.4512 3488/3493 [============================>.] - ETA: 2s - loss: 1384.5345 - logits_profile_predictions_loss: 1309.0378 - logcount_predictions_loss: 0.4513 3489/3493 [============================>.] - ETA: 1s - loss: 1384.4966 - logits_profile_predictions_loss: 1309.0023 - logcount_predictions_loss: 0.4512 3490/3493 [============================>.] - ETA: 1s - loss: 1384.5148 - logits_profile_predictions_loss: 1309.0236 - logcount_predictions_loss: 0.4512 3491/3493 [============================>.] - ETA: 0s - loss: 1384.5239 - logits_profile_predictions_loss: 1309.0262 - logcount_predictions_loss: 0.4513 3492/3493 [============================>.] - ETA: 0s - loss: 1384.5510 - logits_profile_predictions_loss: 1309.0588 - logcount_predictions_loss: 0.4512 3493/3493 [==============================] - ETA: 0s - loss: 1384.5341 - logits_profile_predictions_loss: 1309.0460 - logcount_predictions_loss: 0.4512 Epoch 18: val_loss did not improve from 1569.65137  3493/3493 [==============================] - 1600s 458ms/step - loss: 1384.5341 - logits_profile_predictions_loss: 1309.0460 - logcount_predictions_loss: 0.4512 - val_loss: 1584.2798 - val_logits_profile_predictions_loss: 1469.4749 - val_logcount_predictions_loss: 0.6862 Epoch 19/50 1/3493 [..............................] - ETA: 18:33 - loss: 1612.0885 - logits_profile_predictions_loss: 1524.0504 - logcount_predictions_loss: 0.5262 2/3493 [..............................] - ETA: 17:42 - loss: 1569.1819 - logits_profile_predictions_loss: 1482.7664 - logcount_predictions_loss: 0.5165 3/3493 [..............................] - ETA: 17:51 - loss: 1511.0397 - logits_profile_predictions_loss: 1435.5986 - logcount_predictions_loss: 0.4509 4/3493 [..............................] - ETA: 17:59 - loss: 1505.9391 - logits_profile_predictions_loss: 1433.4100 - logcount_predictions_loss: 0.4335 5/3493 [..............................] - ETA: 18:04 - loss: 1485.0660 - logits_profile_predictions_loss: 1414.2312 - logcount_predictions_loss: 0.4234 6/3493 [..............................] - ETA: 18:11 - loss: 1465.0150 - logits_profile_predictions_loss: 1395.8685 - logcount_predictions_loss: 0.4133 7/3493 [..............................] - ETA: 18:20 - loss: 1440.1433 - logits_profile_predictions_loss: 1371.5514 - logcount_predictions_loss: 0.4100 8/3493 [..............................] - ETA: 18:40 - loss: 1430.4343 - logits_profile_predictions_loss: 1361.5602 - logcount_predictions_loss: 0.4117 9/3493 [..............................] - ETA: 18:51 - loss: 1401.3337 - logits_profile_predictions_loss: 1330.0337 - logcount_predictions_loss: 0.4262 10/3493 [..............................] - ETA: 19:00 - loss: 1412.1794 - logits_profile_predictions_loss: 1342.3376 - logcount_predictions_loss: 0.4175 11/3493 [..............................] - ETA: 19:07 - loss: 1408.9597 - logits_profile_predictions_loss: 1338.2749 - logcount_predictions_loss: 0.4225 12/3493 [..............................] - ETA: 19:10 - loss: 1398.9161 - logits_profile_predictions_loss: 1327.1195 - logcount_predictions_loss: 0.4291 13/3493 [..............................] - ETA: 19:13 - loss: 1386.8179 - logits_profile_predictions_loss: 1316.2645 - logcount_predictions_loss: 0.4217 14/3493 [..............................] - ETA: 19:15 - loss: 1388.0975 - logits_profile_predictions_loss: 1312.9847 - logcount_predictions_loss: 0.4490 15/3493 [..............................] - ETA: 19:17 - loss: 1381.7802 - logits_profile_predictions_loss: 1307.8959 - logcount_predictions_loss: 0.4416 16/3493 [..............................] - ETA: 19:19 - loss: 1374.4935 - logits_profile_predictions_loss: 1302.6787 - logcount_predictions_loss: 0.4293 17/3493 [..............................] - ETA: 19:21 - loss: 1368.0181 - logits_profile_predictions_loss: 1297.0236 - logcount_predictions_loss: 0.4244 18/3493 [..............................] - ETA: 19:23 - loss: 1372.9281 - logits_profile_predictions_loss: 1301.9924 - logcount_predictions_loss: 0.4240 19/3493 [..............................] - ETA: 19:24 - loss: 1379.5479 - logits_profile_predictions_loss: 1308.8776 - logcount_predictions_loss: 0.4224 20/3493 [..............................] - ETA: 19:30 - loss: 1374.5182 - logits_profile_predictions_loss: 1302.9749 - logcount_predictions_loss: 0.4276 21/3493 [..............................] - ETA: 19:36 - loss: 1377.9408 - logits_profile_predictions_loss: 1306.0896 - logcount_predictions_loss: 0.4295 22/3493 [..............................] - ETA: 19:39 - loss: 1377.8099 - logits_profile_predictions_loss: 1305.9530 - logcount_predictions_loss: 0.4295 23/3493 [..............................] - ETA: 19:42 - loss: 1382.4338 - logits_profile_predictions_loss: 1310.3706 - logcount_predictions_loss: 0.4307 24/3493 [..............................] - ETA: 19:45 - loss: 1395.4883 - logits_profile_predictions_loss: 1319.6328 - logcount_predictions_loss: 0.4534 25/3493 [..............................] - ETA: 19:45 - loss: 1400.3945 - logits_profile_predictions_loss: 1324.6215 - logcount_predictions_loss: 0.4529 26/3493 [..............................] - ETA: 19:46 - loss: 1399.4108 - logits_profile_predictions_loss: 1323.7134 - logcount_predictions_loss: 0.4525 27/3493 [..............................] - ETA: 19:46 - loss: 1398.0466 - logits_profile_predictions_loss: 1320.8615 - logcount_predictions_loss: 0.4614 28/3493 [..............................] - ETA: 19:52 - loss: 1394.7668 - logits_profile_predictions_loss: 1317.7205 - logcount_predictions_loss: 0.4605 29/3493 [..............................] - ETA: 19:57 - loss: 1398.2140 - logits_profile_predictions_loss: 1320.5505 - logcount_predictions_loss: 0.4642 30/3493 [..............................] - ETA: 20:02 - loss: 1400.1176 - logits_profile_predictions_loss: 1323.2969 - logcount_predictions_loss: 0.4592 31/3493 [..............................] - ETA: 20:04 - loss: 1397.2917 - logits_profile_predictions_loss: 1318.5823 - logcount_predictions_loss: 0.4705 32/3493 [..............................] - ETA: 20:06 - loss: 1390.1201 - logits_profile_predictions_loss: 1312.1360 - logcount_predictions_loss: 0.4661 33/3493 [..............................] - ETA: 20:08 - loss: 1391.2388 - logits_profile_predictions_loss: 1313.9761 - logcount_predictions_loss: 0.4618 34/3493 [..............................] - ETA: 20:09 - loss: 1388.7965 - logits_profile_predictions_loss: 1311.1744 - logcount_predictions_loss: 0.4640 35/3493 [..............................] - ETA: 20:11 - loss: 1389.6571 - 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logcount_predictions_loss: 0.4335 480/3493 [===>..........................] - ETA: 20:49 - loss: 1372.0007 - logits_profile_predictions_loss: 1299.5074 - logcount_predictions_loss: 0.4333 481/3493 [===>..........................] - ETA: 20:49 - loss: 1371.9778 - logits_profile_predictions_loss: 1299.4847 - logcount_predictions_loss: 0.4333 482/3493 [===>..........................] - ETA: 20:49 - loss: 1371.9357 - logits_profile_predictions_loss: 1299.4537 - logcount_predictions_loss: 0.4332 483/3493 [===>..........................] - ETA: 20:48 - loss: 1371.6486 - logits_profile_predictions_loss: 1299.1935 - logcount_predictions_loss: 0.4331 484/3493 [===>..........................] - ETA: 20:48 - loss: 1371.7386 - logits_profile_predictions_loss: 1299.3116 - logcount_predictions_loss: 0.4329 485/3493 [===>..........................] - ETA: 20:47 - loss: 1371.7004 - logits_profile_predictions_loss: 1299.2914 - logcount_predictions_loss: 0.4328 486/3493 [===>..........................] 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logits_profile_predictions_loss: 1300.4308 - logcount_predictions_loss: 0.4320 506/3493 [===>..........................] - ETA: 20:39 - loss: 1372.9998 - logits_profile_predictions_loss: 1300.7498 - logcount_predictions_loss: 0.4319 507/3493 [===>..........................] - ETA: 20:39 - loss: 1373.1042 - logits_profile_predictions_loss: 1300.8080 - logcount_predictions_loss: 0.4321 508/3493 [===>..........................] - ETA: 20:39 - loss: 1373.2988 - logits_profile_predictions_loss: 1301.0332 - logcount_predictions_loss: 0.4319 509/3493 [===>..........................] - ETA: 20:38 - loss: 1373.2340 - logits_profile_predictions_loss: 1300.9821 - logcount_predictions_loss: 0.4319 510/3493 [===>..........................] - ETA: 20:38 - loss: 1373.2047 - logits_profile_predictions_loss: 1300.9810 - logcount_predictions_loss: 0.4317 511/3493 [===>..........................] - ETA: 20:38 - loss: 1373.1893 - logits_profile_predictions_loss: 1300.9773 - logcount_predictions_loss: 0.4316 512/3493 [===>..........................] - ETA: 20:37 - loss: 1373.0298 - logits_profile_predictions_loss: 1300.8402 - logcount_predictions_loss: 0.4315 513/3493 [===>..........................] - ETA: 20:37 - loss: 1372.8779 - logits_profile_predictions_loss: 1300.7207 - logcount_predictions_loss: 0.4313 514/3493 [===>..........................] - ETA: 20:36 - loss: 1372.8120 - logits_profile_predictions_loss: 1300.6500 - logcount_predictions_loss: 0.4313 515/3493 [===>..........................] - ETA: 20:36 - loss: 1372.9094 - logits_profile_predictions_loss: 1300.7645 - logcount_predictions_loss: 0.4312 516/3493 [===>..........................] - ETA: 20:36 - loss: 1372.7128 - logits_profile_predictions_loss: 1300.6090 - logcount_predictions_loss: 0.4310 517/3493 [===>..........................] - ETA: 20:35 - loss: 1372.4553 - logits_profile_predictions_loss: 1300.3984 - logcount_predictions_loss: 0.4307 518/3493 [===>..........................] - ETA: 20:35 - loss: 1372.5487 - logits_profile_predictions_loss: 1300.5291 - logcount_predictions_loss: 0.4305 519/3493 [===>..........................] - ETA: 20:35 - loss: 1372.6572 - logits_profile_predictions_loss: 1300.6427 - logcount_predictions_loss: 0.4304 520/3493 [===>..........................] - ETA: 20:34 - loss: 1372.8282 - logits_profile_predictions_loss: 1300.7806 - logcount_predictions_loss: 0.4306 521/3493 [===>..........................] - ETA: 20:34 - loss: 1372.4399 - logits_profile_predictions_loss: 1300.4248 - logcount_predictions_loss: 0.4304 522/3493 [===>..........................] - ETA: 20:34 - loss: 1372.1895 - logits_profile_predictions_loss: 1300.1670 - logcount_predictions_loss: 0.4305 523/3493 [===>..........................] - ETA: 20:33 - loss: 1372.1600 - logits_profile_predictions_loss: 1300.1586 - logcount_predictions_loss: 0.4304 524/3493 [===>..........................] - ETA: 20:33 - loss: 1372.0259 - logits_profile_predictions_loss: 1300.0029 - logcount_predictions_loss: 0.4305 525/3493 [===>..........................] - ETA: 20:33 - loss: 1371.7484 - logits_profile_predictions_loss: 1299.7501 - logcount_predictions_loss: 0.4303 526/3493 [===>..........................] - ETA: 20:32 - loss: 1371.5295 - logits_profile_predictions_loss: 1299.5227 - logcount_predictions_loss: 0.4304 527/3493 [===>..........................] - ETA: 20:32 - loss: 1371.8986 - logits_profile_predictions_loss: 1299.9329 - logcount_predictions_loss: 0.4302 528/3493 [===>..........................] - ETA: 20:32 - loss: 1371.9270 - logits_profile_predictions_loss: 1299.9515 - logcount_predictions_loss: 0.4302 529/3493 [===>..........................] - ETA: 20:31 - loss: 1372.0464 - logits_profile_predictions_loss: 1300.0895 - logcount_predictions_loss: 0.4301 530/3493 [===>..........................] - ETA: 20:31 - loss: 1371.9110 - logits_profile_predictions_loss: 1300.0067 - logcount_predictions_loss: 0.4298 531/3493 [===>..........................] - ETA: 20:30 - loss: 1372.0829 - logits_profile_predictions_loss: 1300.2192 - logcount_predictions_loss: 0.4295 532/3493 [===>..........................] - ETA: 20:30 - loss: 1372.3505 - logits_profile_predictions_loss: 1300.4904 - logcount_predictions_loss: 0.4295 533/3493 [===>..........................] - ETA: 20:30 - loss: 1372.7640 - logits_profile_predictions_loss: 1300.9309 - logcount_predictions_loss: 0.4294 534/3493 [===>..........................] - ETA: 20:30 - loss: 1372.4313 - logits_profile_predictions_loss: 1300.6412 - logcount_predictions_loss: 0.4291 535/3493 [===>..........................] - ETA: 20:29 - loss: 1372.3949 - logits_profile_predictions_loss: 1300.6327 - logcount_predictions_loss: 0.4289 536/3493 [===>..........................] - ETA: 20:29 - loss: 1372.3591 - logits_profile_predictions_loss: 1300.6356 - logcount_predictions_loss: 0.4287 537/3493 [===>..........................] - ETA: 20:29 - loss: 1372.1559 - logits_profile_predictions_loss: 1300.4126 - logcount_predictions_loss: 0.4288 538/3493 [===>..........................] - ETA: 20:28 - loss: 1372.3975 - logits_profile_predictions_loss: 1300.6587 - logcount_predictions_loss: 0.4288 539/3493 [===>..........................] - ETA: 20:28 - loss: 1372.1997 - logits_profile_predictions_loss: 1300.4677 - logcount_predictions_loss: 0.4288 540/3493 [===>..........................] - ETA: 20:27 - loss: 1371.9890 - logits_profile_predictions_loss: 1300.2725 - logcount_predictions_loss: 0.4287 541/3493 [===>..........................] - ETA: 20:27 - loss: 1371.8622 - logits_profile_predictions_loss: 1300.1381 - logcount_predictions_loss: 0.4287 542/3493 [===>..........................] - ETA: 20:27 - loss: 1372.0459 - logits_profile_predictions_loss: 1300.3177 - logcount_predictions_loss: 0.4287 543/3493 [===>..........................] - ETA: 20:26 - loss: 1372.2999 - logits_profile_predictions_loss: 1300.5955 - logcount_predictions_loss: 0.4286 544/3493 [===>..........................] - ETA: 20:26 - loss: 1372.7224 - logits_profile_predictions_loss: 1300.9979 - logcount_predictions_loss: 0.4287 545/3493 [===>..........................] - ETA: 20:26 - loss: 1372.8909 - logits_profile_predictions_loss: 1301.1857 - logcount_predictions_loss: 0.4286 546/3493 [===>..........................] - ETA: 20:25 - loss: 1372.8729 - logits_profile_predictions_loss: 1301.1490 - logcount_predictions_loss: 0.4287 547/3493 [===>..........................] - ETA: 20:25 - loss: 1373.1971 - logits_profile_predictions_loss: 1301.4609 - logcount_predictions_loss: 0.4288 548/3493 [===>..........................] - ETA: 20:25 - loss: 1373.2601 - logits_profile_predictions_loss: 1301.4846 - logcount_predictions_loss: 0.4290 549/3493 [===>..........................] - ETA: 20:24 - loss: 1373.3784 - logits_profile_predictions_loss: 1301.6056 - logcount_predictions_loss: 0.4290 550/3493 [===>..........................] - ETA: 20:24 - loss: 1373.1260 - logits_profile_predictions_loss: 1301.3729 - logcount_predictions_loss: 0.4289 551/3493 [===>..........................] - ETA: 20:24 - loss: 1372.8932 - logits_profile_predictions_loss: 1301.1521 - logcount_predictions_loss: 0.4288 552/3493 [===>..........................] - ETA: 20:23 - loss: 1372.7456 - logits_profile_predictions_loss: 1301.0417 - logcount_predictions_loss: 0.4286 553/3493 [===>..........................] - ETA: 20:23 - loss: 1373.0704 - logits_profile_predictions_loss: 1301.3281 - logcount_predictions_loss: 0.4288 554/3493 [===>..........................] - ETA: 20:22 - loss: 1373.0598 - logits_profile_predictions_loss: 1301.2764 - logcount_predictions_loss: 0.4291 555/3493 [===>..........................] - ETA: 20:22 - loss: 1373.1136 - logits_profile_predictions_loss: 1301.3582 - logcount_predictions_loss: 0.4289 556/3493 [===>..........................] - ETA: 20:22 - loss: 1373.1797 - logits_profile_predictions_loss: 1301.4080 - logcount_predictions_loss: 0.4290 557/3493 [===>..........................] - ETA: 20:21 - loss: 1372.7930 - logits_profile_predictions_loss: 1301.0331 - logcount_predictions_loss: 0.4289 558/3493 [===>..........................] - ETA: 20:21 - loss: 1372.9735 - logits_profile_predictions_loss: 1301.1875 - logcount_predictions_loss: 0.4291 559/3493 [===>..........................] - ETA: 20:21 - loss: 1373.1440 - logits_profile_predictions_loss: 1301.3427 - logcount_predictions_loss: 0.4292 560/3493 [===>..........................] - ETA: 20:20 - loss: 1373.3427 - logits_profile_predictions_loss: 1301.5817 - logcount_predictions_loss: 0.4289 561/3493 [===>..........................] - ETA: 20:20 - loss: 1373.2124 - logits_profile_predictions_loss: 1301.4486 - logcount_predictions_loss: 0.4289 562/3493 [===>..........................] - ETA: 20:19 - loss: 1373.0581 - logits_profile_predictions_loss: 1301.3076 - logcount_predictions_loss: 0.4289 563/3493 [===>..........................] - ETA: 20:19 - loss: 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logcount_predictions_loss: 0.4366 3390/3493 [============================>.] - ETA: 44s - loss: 1378.0457 - logits_profile_predictions_loss: 1305.0066 - logcount_predictions_loss: 0.4366 3391/3493 [============================>.] - ETA: 43s - loss: 1378.1255 - logits_profile_predictions_loss: 1305.0841 - logcount_predictions_loss: 0.4366 3392/3493 [============================>.] - ETA: 43s - loss: 1378.1439 - logits_profile_predictions_loss: 1305.1060 - logcount_predictions_loss: 0.4366 3393/3493 [============================>.] - ETA: 42s - loss: 1378.1198 - logits_profile_predictions_loss: 1305.0856 - logcount_predictions_loss: 0.4366 3394/3493 [============================>.] - ETA: 42s - loss: 1378.0924 - logits_profile_predictions_loss: 1305.0555 - logcount_predictions_loss: 0.4366 3395/3493 [============================>.] - ETA: 41s - loss: 1378.0925 - logits_profile_predictions_loss: 1305.0575 - logcount_predictions_loss: 0.4366 3396/3493 [============================>.] - 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logcount_predictions_loss: 0.4366 3403/3493 [============================>.] - ETA: 38s - loss: 1378.0548 - logits_profile_predictions_loss: 1305.0175 - logcount_predictions_loss: 0.4366 3404/3493 [============================>.] - ETA: 38s - loss: 1378.0221 - logits_profile_predictions_loss: 1304.9908 - logcount_predictions_loss: 0.4365 3405/3493 [============================>.] - ETA: 37s - loss: 1378.0723 - logits_profile_predictions_loss: 1305.0374 - logcount_predictions_loss: 0.4366 3406/3493 [============================>.] - ETA: 37s - loss: 1378.1116 - logits_profile_predictions_loss: 1305.0677 - logcount_predictions_loss: 0.4366 3407/3493 [============================>.] - ETA: 36s - loss: 1378.1146 - logits_profile_predictions_loss: 1305.0776 - logcount_predictions_loss: 0.4366 3408/3493 [============================>.] - ETA: 36s - loss: 1378.1217 - logits_profile_predictions_loss: 1305.0928 - logcount_predictions_loss: 0.4365 3409/3493 [============================>.] - 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logcount_predictions_loss: 0.4365 3416/3493 [============================>.] - ETA: 32s - loss: 1378.2235 - logits_profile_predictions_loss: 1305.1945 - logcount_predictions_loss: 0.4365 3417/3493 [============================>.] - ETA: 32s - loss: 1378.2361 - logits_profile_predictions_loss: 1305.1940 - logcount_predictions_loss: 0.4366 3418/3493 [============================>.] - ETA: 32s - loss: 1378.2358 - logits_profile_predictions_loss: 1305.1991 - logcount_predictions_loss: 0.4366 3419/3493 [============================>.] - ETA: 31s - loss: 1378.2397 - logits_profile_predictions_loss: 1305.1931 - logcount_predictions_loss: 0.4366 3420/3493 [============================>.] - ETA: 31s - loss: 1378.2629 - logits_profile_predictions_loss: 1305.2201 - logcount_predictions_loss: 0.4366 3421/3493 [============================>.] - ETA: 30s - loss: 1378.2246 - logits_profile_predictions_loss: 1305.1884 - logcount_predictions_loss: 0.4366 3422/3493 [============================>.] - 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logcount_predictions_loss: 0.4366 3429/3493 [============================>.] - ETA: 27s - loss: 1378.0841 - logits_profile_predictions_loss: 1305.0294 - logcount_predictions_loss: 0.4367 3430/3493 [============================>.] - ETA: 26s - loss: 1378.1486 - logits_profile_predictions_loss: 1305.0973 - logcount_predictions_loss: 0.4367 3431/3493 [============================>.] - ETA: 26s - loss: 1378.1726 - logits_profile_predictions_loss: 1305.1157 - logcount_predictions_loss: 0.4367 3432/3493 [============================>.] - ETA: 26s - loss: 1378.1927 - logits_profile_predictions_loss: 1305.1219 - logcount_predictions_loss: 0.4368 3433/3493 [============================>.] - ETA: 25s - loss: 1378.2485 - logits_profile_predictions_loss: 1305.1757 - logcount_predictions_loss: 0.4368 3434/3493 [============================>.] - ETA: 25s - loss: 1378.3069 - logits_profile_predictions_loss: 1305.2311 - logcount_predictions_loss: 0.4368 3435/3493 [============================>.] - 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logcount_predictions_loss: 0.4368 3442/3493 [============================>.] - ETA: 21s - loss: 1378.2787 - logits_profile_predictions_loss: 1305.2104 - logcount_predictions_loss: 0.4368 3443/3493 [============================>.] - ETA: 21s - loss: 1378.2471 - logits_profile_predictions_loss: 1305.1794 - logcount_predictions_loss: 0.4368 3444/3493 [============================>.] - ETA: 20s - loss: 1378.2557 - logits_profile_predictions_loss: 1305.1843 - logcount_predictions_loss: 0.4368 3445/3493 [============================>.] - ETA: 20s - loss: 1378.2816 - logits_profile_predictions_loss: 1305.2052 - logcount_predictions_loss: 0.4368 3446/3493 [============================>.] - ETA: 20s - loss: 1378.2335 - logits_profile_predictions_loss: 1305.1542 - logcount_predictions_loss: 0.4368 3447/3493 [============================>.] - ETA: 19s - loss: 1378.2067 - logits_profile_predictions_loss: 1305.1344 - logcount_predictions_loss: 0.4368 3448/3493 [============================>.] - ETA: 19s - loss: 1378.2191 - logits_profile_predictions_loss: 1305.1532 - logcount_predictions_loss: 0.4367 3449/3493 [============================>.] - ETA: 18s - loss: 1378.2427 - logits_profile_predictions_loss: 1305.1769 - logcount_predictions_loss: 0.4367 3450/3493 [============================>.] - ETA: 18s - loss: 1378.2534 - logits_profile_predictions_loss: 1305.1842 - logcount_predictions_loss: 0.4368 3451/3493 [============================>.] - ETA: 17s - loss: 1378.1969 - logits_profile_predictions_loss: 1305.1267 - logcount_predictions_loss: 0.4368 3452/3493 [============================>.] - ETA: 17s - loss: 1378.2466 - logits_profile_predictions_loss: 1305.1429 - logcount_predictions_loss: 0.4370 3453/3493 [============================>.] - ETA: 17s - loss: 1378.2166 - logits_profile_predictions_loss: 1305.1158 - logcount_predictions_loss: 0.4370 3454/3493 [============================>.] - ETA: 16s - loss: 1378.2257 - logits_profile_predictions_loss: 1305.1295 - logcount_predictions_loss: 0.4369 3455/3493 [============================>.] - ETA: 16s - loss: 1378.1964 - logits_profile_predictions_loss: 1305.1053 - logcount_predictions_loss: 0.4369 3456/3493 [============================>.] - ETA: 15s - loss: 1378.1569 - logits_profile_predictions_loss: 1305.0652 - logcount_predictions_loss: 0.4369 3457/3493 [============================>.] - ETA: 15s - loss: 1378.1587 - logits_profile_predictions_loss: 1305.0715 - logcount_predictions_loss: 0.4369 3458/3493 [============================>.] - ETA: 14s - loss: 1378.1586 - logits_profile_predictions_loss: 1305.0741 - logcount_predictions_loss: 0.4369 3459/3493 [============================>.] - ETA: 14s - loss: 1378.1329 - logits_profile_predictions_loss: 1305.0530 - logcount_predictions_loss: 0.4368 3460/3493 [============================>.] - ETA: 14s - loss: 1378.1069 - logits_profile_predictions_loss: 1305.0272 - logcount_predictions_loss: 0.4368 3461/3493 [============================>.] - 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logcount_predictions_loss: 0.4368 3468/3493 [============================>.] - ETA: 10s - loss: 1378.1593 - logits_profile_predictions_loss: 1305.0782 - logcount_predictions_loss: 0.4368 3469/3493 [============================>.] - ETA: 10s - loss: 1378.1268 - logits_profile_predictions_loss: 1305.0417 - logcount_predictions_loss: 0.4369 3470/3493 [============================>.] - ETA: 9s - loss: 1378.1251 - logits_profile_predictions_loss: 1305.0381 - logcount_predictions_loss: 0.4369  3471/3493 [============================>.] - ETA: 9s - loss: 1378.1311 - logits_profile_predictions_loss: 1305.0464 - logcount_predictions_loss: 0.4369 3472/3493 [============================>.] - ETA: 8s - loss: 1378.1438 - logits_profile_predictions_loss: 1305.0574 - logcount_predictions_loss: 0.4369 3473/3493 [============================>.] - ETA: 8s - loss: 1378.1586 - logits_profile_predictions_loss: 1305.0646 - logcount_predictions_loss: 0.4369 3474/3493 [============================>.] - ETA: 8s - loss: 1378.1322 - logits_profile_predictions_loss: 1305.0464 - logcount_predictions_loss: 0.4369 3475/3493 [============================>.] - ETA: 7s - loss: 1378.1807 - logits_profile_predictions_loss: 1305.0968 - logcount_predictions_loss: 0.4369 3476/3493 [============================>.] - ETA: 7s - loss: 1378.1624 - logits_profile_predictions_loss: 1305.0793 - logcount_predictions_loss: 0.4368 3477/3493 [============================>.] - ETA: 6s - loss: 1378.1592 - logits_profile_predictions_loss: 1305.0731 - logcount_predictions_loss: 0.4369 3478/3493 [============================>.] - ETA: 6s - loss: 1378.1691 - logits_profile_predictions_loss: 1305.0817 - logcount_predictions_loss: 0.4369 3479/3493 [============================>.] - ETA: 5s - loss: 1378.1393 - logits_profile_predictions_loss: 1305.0529 - logcount_predictions_loss: 0.4369 3480/3493 [============================>.] - ETA: 5s - loss: 1378.1021 - logits_profile_predictions_loss: 1305.0197 - logcount_predictions_loss: 0.4368 3481/3493 [============================>.] - ETA: 5s - loss: 1378.1056 - logits_profile_predictions_loss: 1305.0186 - logcount_predictions_loss: 0.4369 3482/3493 [============================>.] - ETA: 4s - loss: 1378.1031 - logits_profile_predictions_loss: 1305.0210 - logcount_predictions_loss: 0.4368 3483/3493 [============================>.] - ETA: 4s - loss: 1378.1320 - logits_profile_predictions_loss: 1305.0525 - logcount_predictions_loss: 0.4368 3484/3493 [============================>.] - ETA: 3s - loss: 1378.1598 - logits_profile_predictions_loss: 1305.0806 - logcount_predictions_loss: 0.4368 3485/3493 [============================>.] - ETA: 3s - loss: 1378.1582 - logits_profile_predictions_loss: 1305.0854 - logcount_predictions_loss: 0.4368 3486/3493 [============================>.] - ETA: 2s - loss: 1378.1848 - logits_profile_predictions_loss: 1305.1157 - logcount_predictions_loss: 0.4368 3487/3493 [============================>.] - ETA: 2s - loss: 1378.1927 - logits_profile_predictions_loss: 1305.1250 - logcount_predictions_loss: 0.4368 3488/3493 [============================>.] - ETA: 2s - loss: 1378.1390 - logits_profile_predictions_loss: 1305.0710 - logcount_predictions_loss: 0.4368 3489/3493 [============================>.] - ETA: 1s - loss: 1378.1198 - logits_profile_predictions_loss: 1305.0580 - logcount_predictions_loss: 0.4367 3490/3493 [============================>.] - ETA: 1s - loss: 1378.1039 - logits_profile_predictions_loss: 1305.0392 - logcount_predictions_loss: 0.4367 3491/3493 [============================>.] - ETA: 0s - loss: 1378.0718 - logits_profile_predictions_loss: 1304.9979 - logcount_predictions_loss: 0.4368 3492/3493 [============================>.] - ETA: 0s - loss: 1378.0879 - logits_profile_predictions_loss: 1305.0181 - logcount_predictions_loss: 0.4368 3493/3493 [==============================] - ETA: 0s - loss: 1378.0386 - logits_profile_predictions_loss: 1304.9706 - logcount_predictions_loss: 0.4368 Epoch 19: val_loss did not improve from 1569.65137  3493/3493 [==============================] - 1556s 446ms/step - loss: 1378.0386 - logits_profile_predictions_loss: 1304.9706 - logcount_predictions_loss: 0.4368 - val_loss: 1572.8842 - val_logits_profile_predictions_loss: 1467.1230 - val_logcount_predictions_loss: 0.6322 Epoch 20/50 1/3493 [..............................] - ETA: 18:51 - loss: 1399.2550 - logits_profile_predictions_loss: 1330.1953 - logcount_predictions_loss: 0.4128 2/3493 [..............................] - ETA: 17:29 - loss: 1330.3667 - logits_profile_predictions_loss: 1215.2117 - logcount_predictions_loss: 0.6883 3/3493 [..............................] - ETA: 17:28 - loss: 1385.6754 - logits_profile_predictions_loss: 1288.2545 - logcount_predictions_loss: 0.5823 4/3493 [..............................] - ETA: 17:28 - loss: 1340.2444 - logits_profile_predictions_loss: 1253.8564 - logcount_predictions_loss: 0.5164 5/3493 [..............................] - ETA: 17:27 - loss: 1368.7292 - logits_profile_predictions_loss: 1284.2865 - logcount_predictions_loss: 0.5047 6/3493 [..............................] - ETA: 17:28 - loss: 1386.5057 - logits_profile_predictions_loss: 1287.8329 - logcount_predictions_loss: 0.5898 7/3493 [..............................] - ETA: 17:28 - loss: 1384.7109 - logits_profile_predictions_loss: 1289.8040 - logcount_predictions_loss: 0.5673 8/3493 [..............................] - ETA: 17:31 - loss: 1371.1580 - logits_profile_predictions_loss: 1282.4470 - logcount_predictions_loss: 0.5303 9/3493 [..............................] - ETA: 17:36 - loss: 1377.9636 - logits_profile_predictions_loss: 1293.8920 - logcount_predictions_loss: 0.5025 10/3493 [..............................] - ETA: 17:40 - loss: 1379.9944 - logits_profile_predictions_loss: 1295.1765 - logcount_predictions_loss: 0.5070 11/3493 [..............................] - ETA: 17:45 - loss: 1369.2435 - logits_profile_predictions_loss: 1283.8690 - logcount_predictions_loss: 0.5103 12/3493 [..............................] - ETA: 17:49 - loss: 1367.9277 - logits_profile_predictions_loss: 1284.5509 - logcount_predictions_loss: 0.4984 13/3493 [..............................] - ETA: 17:53 - loss: 1356.2483 - logits_profile_predictions_loss: 1272.1167 - logcount_predictions_loss: 0.5029 14/3493 [..............................] - ETA: 18:00 - loss: 1346.7877 - logits_profile_predictions_loss: 1264.1836 - logcount_predictions_loss: 0.4937 15/3493 [..............................] - ETA: 18:07 - loss: 1340.6559 - logits_profile_predictions_loss: 1259.8690 - logcount_predictions_loss: 0.4829 16/3493 [..............................] - ETA: 18:14 - loss: 1345.1155 - logits_profile_predictions_loss: 1265.6527 - logcount_predictions_loss: 0.4750 17/3493 [..............................] - ETA: 18:19 - loss: 1346.8466 - logits_profile_predictions_loss: 1268.2063 - logcount_predictions_loss: 0.4701 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logcount_predictions_loss: 0.4337 3403/3493 [============================>.] - ETA: 40s - loss: 1373.0686 - logits_profile_predictions_loss: 1300.5046 - logcount_predictions_loss: 0.4337 3404/3493 [============================>.] - ETA: 40s - loss: 1373.0535 - logits_profile_predictions_loss: 1300.4805 - logcount_predictions_loss: 0.4338 3405/3493 [============================>.] - ETA: 39s - loss: 1373.1067 - logits_profile_predictions_loss: 1300.5352 - logcount_predictions_loss: 0.4338 3406/3493 [============================>.] - ETA: 39s - loss: 1373.1353 - logits_profile_predictions_loss: 1300.5658 - logcount_predictions_loss: 0.4338 3407/3493 [============================>.] - ETA: 38s - loss: 1373.0840 - logits_profile_predictions_loss: 1300.5161 - logcount_predictions_loss: 0.4338 3408/3493 [============================>.] - ETA: 38s - loss: 1373.0813 - logits_profile_predictions_loss: 1300.5153 - logcount_predictions_loss: 0.4337 3409/3493 [============================>.] - 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logcount_predictions_loss: 0.4337 3416/3493 [============================>.] - ETA: 34s - loss: 1373.1395 - logits_profile_predictions_loss: 1300.5845 - logcount_predictions_loss: 0.4337 3417/3493 [============================>.] - ETA: 34s - loss: 1373.1564 - logits_profile_predictions_loss: 1300.6040 - logcount_predictions_loss: 0.4337 3418/3493 [============================>.] - ETA: 33s - loss: 1373.1455 - logits_profile_predictions_loss: 1300.5955 - logcount_predictions_loss: 0.4336 3419/3493 [============================>.] - ETA: 33s - loss: 1373.1486 - logits_profile_predictions_loss: 1300.5956 - logcount_predictions_loss: 0.4337 3420/3493 [============================>.] - ETA: 33s - loss: 1373.1741 - logits_profile_predictions_loss: 1300.6245 - logcount_predictions_loss: 0.4336 3421/3493 [============================>.] - ETA: 32s - loss: 1373.1783 - logits_profile_predictions_loss: 1300.6252 - logcount_predictions_loss: 0.4337 3422/3493 [============================>.] - ETA: 32s - loss: 1373.1309 - logits_profile_predictions_loss: 1300.5796 - logcount_predictions_loss: 0.4337 3423/3493 [============================>.] - ETA: 31s - loss: 1373.1006 - logits_profile_predictions_loss: 1300.5491 - logcount_predictions_loss: 0.4337 3424/3493 [============================>.] - ETA: 31s - loss: 1373.0752 - logits_profile_predictions_loss: 1300.5245 - logcount_predictions_loss: 0.4336 3425/3493 [============================>.] - ETA: 30s - loss: 1373.0909 - logits_profile_predictions_loss: 1300.5460 - logcount_predictions_loss: 0.4336 3426/3493 [============================>.] - ETA: 30s - loss: 1373.0570 - logits_profile_predictions_loss: 1300.5153 - logcount_predictions_loss: 0.4336 3427/3493 [============================>.] - ETA: 29s - loss: 1373.0693 - logits_profile_predictions_loss: 1300.5317 - logcount_predictions_loss: 0.4336 3428/3493 [============================>.] - ETA: 29s - loss: 1373.0786 - logits_profile_predictions_loss: 1300.5450 - logcount_predictions_loss: 0.4335 3429/3493 [============================>.] - ETA: 28s - loss: 1373.1073 - logits_profile_predictions_loss: 1300.5730 - logcount_predictions_loss: 0.4336 3430/3493 [============================>.] - ETA: 28s - loss: 1373.0884 - logits_profile_predictions_loss: 1300.5590 - logcount_predictions_loss: 0.4335 3431/3493 [============================>.] - ETA: 28s - loss: 1373.0756 - logits_profile_predictions_loss: 1300.5463 - logcount_predictions_loss: 0.4335 3432/3493 [============================>.] - ETA: 27s - loss: 1373.1128 - logits_profile_predictions_loss: 1300.5801 - logcount_predictions_loss: 0.4335 3433/3493 [============================>.] - ETA: 27s - loss: 1373.0852 - logits_profile_predictions_loss: 1300.5594 - logcount_predictions_loss: 0.4335 3434/3493 [============================>.] - ETA: 26s - loss: 1373.0955 - logits_profile_predictions_loss: 1300.5675 - logcount_predictions_loss: 0.4335 3435/3493 [============================>.] - ETA: 26s - loss: 1373.0676 - logits_profile_predictions_loss: 1300.5361 - logcount_predictions_loss: 0.4335 3436/3493 [============================>.] - ETA: 25s - loss: 1373.0347 - logits_profile_predictions_loss: 1300.5039 - logcount_predictions_loss: 0.4335 3437/3493 [============================>.] - ETA: 25s - loss: 1373.0432 - logits_profile_predictions_loss: 1300.5128 - logcount_predictions_loss: 0.4335 3438/3493 [============================>.] - ETA: 24s - loss: 1373.0526 - logits_profile_predictions_loss: 1300.5214 - logcount_predictions_loss: 0.4335 3439/3493 [============================>.] - ETA: 24s - loss: 1373.0289 - logits_profile_predictions_loss: 1300.5002 - logcount_predictions_loss: 0.4335 3440/3493 [============================>.] - ETA: 23s - loss: 1372.9968 - logits_profile_predictions_loss: 1300.4666 - logcount_predictions_loss: 0.4335 3441/3493 [============================>.] - ETA: 23s - loss: 1372.9338 - logits_profile_predictions_loss: 1300.4020 - logcount_predictions_loss: 0.4335 3442/3493 [============================>.] - ETA: 23s - loss: 1372.9133 - logits_profile_predictions_loss: 1300.3887 - logcount_predictions_loss: 0.4335 3443/3493 [============================>.] - ETA: 22s - loss: 1372.9304 - logits_profile_predictions_loss: 1300.3861 - logcount_predictions_loss: 0.4336 3444/3493 [============================>.] - ETA: 22s - loss: 1372.9535 - logits_profile_predictions_loss: 1300.4130 - logcount_predictions_loss: 0.4336 3445/3493 [============================>.] - ETA: 21s - loss: 1372.9565 - logits_profile_predictions_loss: 1300.4211 - logcount_predictions_loss: 0.4336 3446/3493 [============================>.] - ETA: 21s - loss: 1372.9493 - logits_profile_predictions_loss: 1300.4132 - logcount_predictions_loss: 0.4336 3447/3493 [============================>.] - ETA: 20s - loss: 1372.9106 - logits_profile_predictions_loss: 1300.3665 - logcount_predictions_loss: 0.4336 3448/3493 [============================>.] - ETA: 20s - loss: 1372.9147 - logits_profile_predictions_loss: 1300.3740 - logcount_predictions_loss: 0.4336 3449/3493 [============================>.] - ETA: 19s - loss: 1372.9355 - logits_profile_predictions_loss: 1300.3977 - logcount_predictions_loss: 0.4336 3450/3493 [============================>.] - ETA: 19s - loss: 1372.8965 - logits_profile_predictions_loss: 1300.3589 - logcount_predictions_loss: 0.4336 3451/3493 [============================>.] - ETA: 19s - loss: 1372.9147 - logits_profile_predictions_loss: 1300.3801 - logcount_predictions_loss: 0.4336 3452/3493 [============================>.] - ETA: 18s - loss: 1372.9954 - logits_profile_predictions_loss: 1300.4666 - logcount_predictions_loss: 0.4335 3453/3493 [============================>.] - ETA: 18s - loss: 1373.0431 - logits_profile_predictions_loss: 1300.5189 - logcount_predictions_loss: 0.4335 3454/3493 [============================>.] - ETA: 17s - loss: 1373.0577 - logits_profile_predictions_loss: 1300.5331 - logcount_predictions_loss: 0.4335 3455/3493 [============================>.] - ETA: 17s - loss: 1373.0555 - logits_profile_predictions_loss: 1300.5284 - logcount_predictions_loss: 0.4335 3456/3493 [============================>.] - ETA: 16s - loss: 1373.1116 - logits_profile_predictions_loss: 1300.5839 - logcount_predictions_loss: 0.4335 3457/3493 [============================>.] - ETA: 16s - loss: 1373.1246 - logits_profile_predictions_loss: 1300.6031 - logcount_predictions_loss: 0.4335 3458/3493 [============================>.] - ETA: 15s - loss: 1373.0952 - logits_profile_predictions_loss: 1300.5767 - logcount_predictions_loss: 0.4335 3459/3493 [============================>.] - ETA: 15s - loss: 1373.0947 - logits_profile_predictions_loss: 1300.5763 - logcount_predictions_loss: 0.4335 3460/3493 [============================>.] - ETA: 14s - loss: 1373.0966 - logits_profile_predictions_loss: 1300.5828 - logcount_predictions_loss: 0.4334 3461/3493 [============================>.] - ETA: 14s - loss: 1373.1113 - logits_profile_predictions_loss: 1300.5969 - logcount_predictions_loss: 0.4334 3462/3493 [============================>.] - ETA: 14s - loss: 1373.1080 - logits_profile_predictions_loss: 1300.5953 - logcount_predictions_loss: 0.4334 3463/3493 [============================>.] - ETA: 13s - loss: 1373.1306 - logits_profile_predictions_loss: 1300.6202 - logcount_predictions_loss: 0.4334 3464/3493 [============================>.] - ETA: 13s - loss: 1373.0929 - logits_profile_predictions_loss: 1300.5815 - logcount_predictions_loss: 0.4334 3465/3493 [============================>.] - ETA: 12s - loss: 1373.0989 - logits_profile_predictions_loss: 1300.5900 - logcount_predictions_loss: 0.4334 3466/3493 [============================>.] - ETA: 12s - loss: 1373.1073 - logits_profile_predictions_loss: 1300.6028 - logcount_predictions_loss: 0.4334 3467/3493 [============================>.] - ETA: 11s - loss: 1373.0841 - logits_profile_predictions_loss: 1300.5754 - logcount_predictions_loss: 0.4334 3468/3493 [============================>.] - ETA: 11s - loss: 1373.0941 - logits_profile_predictions_loss: 1300.5712 - logcount_predictions_loss: 0.4335 3469/3493 [============================>.] - ETA: 10s - loss: 1373.0825 - logits_profile_predictions_loss: 1300.5641 - logcount_predictions_loss: 0.4335 3470/3493 [============================>.] - ETA: 10s - loss: 1373.0648 - logits_profile_predictions_loss: 1300.5454 - logcount_predictions_loss: 0.4335 3471/3493 [============================>.] - ETA: 9s - loss: 1373.0378 - logits_profile_predictions_loss: 1300.5139 - logcount_predictions_loss: 0.4335  3472/3493 [============================>.] - ETA: 9s - loss: 1373.0525 - logits_profile_predictions_loss: 1300.5049 - logcount_predictions_loss: 0.4336 3473/3493 [============================>.] - ETA: 9s - loss: 1373.0540 - logits_profile_predictions_loss: 1300.5089 - logcount_predictions_loss: 0.4336 3474/3493 [============================>.] - ETA: 8s - loss: 1372.9960 - logits_profile_predictions_loss: 1300.4478 - logcount_predictions_loss: 0.4336 3475/3493 [============================>.] - ETA: 8s - loss: 1373.0165 - logits_profile_predictions_loss: 1300.4735 - logcount_predictions_loss: 0.4336 3476/3493 [============================>.] - ETA: 7s - loss: 1373.0619 - logits_profile_predictions_loss: 1300.5146 - logcount_predictions_loss: 0.4336 3477/3493 [============================>.] - ETA: 7s - loss: 1373.0322 - logits_profile_predictions_loss: 1300.4878 - logcount_predictions_loss: 0.4336 3478/3493 [============================>.] - ETA: 6s - loss: 1373.0752 - logits_profile_predictions_loss: 1300.5247 - logcount_predictions_loss: 0.4336 3479/3493 [============================>.] - ETA: 6s - loss: 1373.0385 - logits_profile_predictions_loss: 1300.4869 - logcount_predictions_loss: 0.4337 3480/3493 [============================>.] - ETA: 5s - loss: 1373.0469 - logits_profile_predictions_loss: 1300.4934 - logcount_predictions_loss: 0.4337 3481/3493 [============================>.] - ETA: 5s - loss: 1373.0508 - logits_profile_predictions_loss: 1300.4890 - logcount_predictions_loss: 0.4337 3482/3493 [============================>.] - ETA: 4s - loss: 1373.0734 - logits_profile_predictions_loss: 1300.5148 - logcount_predictions_loss: 0.4337 3483/3493 [============================>.] - ETA: 4s - loss: 1373.0913 - logits_profile_predictions_loss: 1300.5317 - logcount_predictions_loss: 0.4337 3484/3493 [============================>.] - ETA: 4s - loss: 1373.1239 - logits_profile_predictions_loss: 1300.5632 - logcount_predictions_loss: 0.4337 3485/3493 [============================>.] - ETA: 3s - loss: 1373.1296 - logits_profile_predictions_loss: 1300.5721 - logcount_predictions_loss: 0.4337 3486/3493 [============================>.] - ETA: 3s - loss: 1373.1039 - logits_profile_predictions_loss: 1300.5491 - logcount_predictions_loss: 0.4337 3487/3493 [============================>.] - ETA: 2s - loss: 1373.0740 - logits_profile_predictions_loss: 1300.5228 - logcount_predictions_loss: 0.4337 3488/3493 [============================>.] - ETA: 2s - loss: 1373.1302 - logits_profile_predictions_loss: 1300.5808 - logcount_predictions_loss: 0.4336 3489/3493 [============================>.] - ETA: 1s - loss: 1373.1090 - logits_profile_predictions_loss: 1300.5645 - logcount_predictions_loss: 0.4336 3490/3493 [============================>.] - ETA: 1s - loss: 1373.0857 - logits_profile_predictions_loss: 1300.5464 - logcount_predictions_loss: 0.4336 3491/3493 [============================>.] - ETA: 0s - loss: 1373.0731 - logits_profile_predictions_loss: 1300.5411 - logcount_predictions_loss: 0.4335 3492/3493 [============================>.] - ETA: 0s - loss: 1373.0485 - logits_profile_predictions_loss: 1300.5195 - logcount_predictions_loss: 0.4335 3493/3493 [==============================] - ETA: 0s - loss: 1372.9984 - logits_profile_predictions_loss: 1300.4728 - logcount_predictions_loss: 0.4335 Epoch 20: val_loss did not improve from 1569.65137  3493/3493 [==============================] - 1662s 476ms/step - loss: 1372.9984 - logits_profile_predictions_loss: 1300.4728 - logcount_predictions_loss: 0.4335 - val_loss: 1582.0714 - val_logits_profile_predictions_loss: 1471.4119 - val_logcount_predictions_loss: 0.6614 Epoch 21/50 1/3493 [..............................] - ETA: 18:13 - loss: 1362.2328 - logits_profile_predictions_loss: 1266.6604 - logcount_predictions_loss: 0.5713 2/3493 [..............................] - ETA: 17:13 - loss: 1406.6887 - logits_profile_predictions_loss: 1325.8015 - logcount_predictions_loss: 0.4835 3/3493 [..............................] - ETA: 17:13 - loss: 1443.2006 - logits_profile_predictions_loss: 1363.3768 - logcount_predictions_loss: 0.4771 4/3493 [..............................] - ETA: 17:14 - loss: 1416.0427 - logits_profile_predictions_loss: 1339.3313 - logcount_predictions_loss: 0.4585 5/3493 [..............................] - ETA: 17:15 - loss: 1379.7600 - logits_profile_predictions_loss: 1307.2441 - logcount_predictions_loss: 0.4334 6/3493 [..............................] - ETA: 17:15 - loss: 1363.7272 - logits_profile_predictions_loss: 1292.2606 - logcount_predictions_loss: 0.4272 7/3493 [..............................] - ETA: 17:15 - loss: 1352.6523 - logits_profile_predictions_loss: 1279.5869 - logcount_predictions_loss: 0.4367 8/3493 [..............................] - ETA: 17:15 - loss: 1344.6787 - logits_profile_predictions_loss: 1271.8519 - logcount_predictions_loss: 0.4353 9/3493 [..............................] - ETA: 17:16 - loss: 1323.8254 - logits_profile_predictions_loss: 1250.6213 - logcount_predictions_loss: 0.4376 10/3493 [..............................] - ETA: 17:16 - loss: 1338.1467 - logits_profile_predictions_loss: 1265.4530 - logcount_predictions_loss: 0.4345 11/3493 [..............................] - ETA: 17:16 - loss: 1336.2638 - logits_profile_predictions_loss: 1264.9203 - logcount_predictions_loss: 0.4264 12/3493 [..............................] - ETA: 17:16 - loss: 1348.2338 - logits_profile_predictions_loss: 1272.0625 - logcount_predictions_loss: 0.4553 13/3493 [..............................] - ETA: 17:16 - loss: 1351.1189 - logits_profile_predictions_loss: 1275.9440 - logcount_predictions_loss: 0.4493 14/3493 [..............................] - ETA: 17:17 - loss: 1359.3890 - logits_profile_predictions_loss: 1285.1324 - logcount_predictions_loss: 0.4439 15/3493 [..............................] - ETA: 17:17 - loss: 1366.2034 - logits_profile_predictions_loss: 1291.9133 - logcount_predictions_loss: 0.4441 16/3493 [..............................] - ETA: 17:18 - loss: 1367.2980 - logits_profile_predictions_loss: 1292.9846 - logcount_predictions_loss: 0.4442 17/3493 [..............................] - ETA: 17:21 - loss: 1368.1243 - logits_profile_predictions_loss: 1295.1976 - logcount_predictions_loss: 0.4359 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logcount_predictions_loss: 0.4229 3411/3493 [============================>.] - ETA: 36s - loss: 1370.9463 - logits_profile_predictions_loss: 1300.1956 - logcount_predictions_loss: 0.4229 3412/3493 [============================>.] - ETA: 35s - loss: 1370.9529 - logits_profile_predictions_loss: 1300.2072 - logcount_predictions_loss: 0.4229 3413/3493 [============================>.] - ETA: 35s - loss: 1370.9551 - logits_profile_predictions_loss: 1300.2097 - logcount_predictions_loss: 0.4229 3414/3493 [============================>.] - ETA: 34s - loss: 1370.9082 - logits_profile_predictions_loss: 1300.1730 - logcount_predictions_loss: 0.4228 3415/3493 [============================>.] - ETA: 34s - loss: 1370.9557 - logits_profile_predictions_loss: 1300.2183 - logcount_predictions_loss: 0.4228 3416/3493 [============================>.] - ETA: 33s - loss: 1370.9392 - logits_profile_predictions_loss: 1300.2009 - logcount_predictions_loss: 0.4228 3417/3493 [============================>.] - ETA: 33s - loss: 1370.9473 - logits_profile_predictions_loss: 1300.1827 - logcount_predictions_loss: 0.4230 3418/3493 [============================>.] - ETA: 33s - loss: 1370.9258 - logits_profile_predictions_loss: 1300.1630 - logcount_predictions_loss: 0.4230 3419/3493 [============================>.] - ETA: 32s - loss: 1370.9270 - logits_profile_predictions_loss: 1300.1676 - logcount_predictions_loss: 0.4230 3420/3493 [============================>.] - ETA: 32s - loss: 1370.9419 - logits_profile_predictions_loss: 1300.1810 - logcount_predictions_loss: 0.4230 3421/3493 [============================>.] - ETA: 31s - loss: 1370.8716 - logits_profile_predictions_loss: 1300.1051 - logcount_predictions_loss: 0.4230 3422/3493 [============================>.] - ETA: 31s - loss: 1370.8569 - logits_profile_predictions_loss: 1300.0912 - logcount_predictions_loss: 0.4230 3423/3493 [============================>.] - ETA: 30s - loss: 1370.8480 - logits_profile_predictions_loss: 1300.0873 - logcount_predictions_loss: 0.4230 3424/3493 [============================>.] - ETA: 30s - loss: 1370.8912 - logits_profile_predictions_loss: 1300.1394 - logcount_predictions_loss: 0.4229 3425/3493 [============================>.] - ETA: 29s - loss: 1370.8477 - logits_profile_predictions_loss: 1300.1017 - logcount_predictions_loss: 0.4229 3426/3493 [============================>.] - ETA: 29s - loss: 1370.9019 - logits_profile_predictions_loss: 1300.1632 - logcount_predictions_loss: 0.4228 3427/3493 [============================>.] - ETA: 29s - loss: 1370.8816 - logits_profile_predictions_loss: 1300.1448 - logcount_predictions_loss: 0.4228 3428/3493 [============================>.] - ETA: 28s - loss: 1370.8755 - logits_profile_predictions_loss: 1300.1399 - logcount_predictions_loss: 0.4228 3429/3493 [============================>.] - ETA: 28s - loss: 1370.8993 - logits_profile_predictions_loss: 1300.1660 - logcount_predictions_loss: 0.4228 3430/3493 [============================>.] - ETA: 27s - loss: 1370.9141 - logits_profile_predictions_loss: 1300.1587 - logcount_predictions_loss: 0.4229 3431/3493 [============================>.] - ETA: 27s - loss: 1370.9456 - logits_profile_predictions_loss: 1300.1909 - logcount_predictions_loss: 0.4229 3432/3493 [============================>.] - ETA: 26s - loss: 1370.9385 - logits_profile_predictions_loss: 1300.1902 - logcount_predictions_loss: 0.4229 3433/3493 [============================>.] - ETA: 26s - loss: 1370.9485 - logits_profile_predictions_loss: 1300.1987 - logcount_predictions_loss: 0.4229 3434/3493 [============================>.] - ETA: 25s - loss: 1370.9557 - logits_profile_predictions_loss: 1300.2087 - logcount_predictions_loss: 0.4229 3435/3493 [============================>.] - ETA: 25s - loss: 1370.9669 - logits_profile_predictions_loss: 1300.2263 - logcount_predictions_loss: 0.4228 3436/3493 [============================>.] - ETA: 25s - loss: 1371.0109 - logits_profile_predictions_loss: 1300.2722 - logcount_predictions_loss: 0.4228 3437/3493 [============================>.] - ETA: 24s - loss: 1371.0538 - logits_profile_predictions_loss: 1300.3210 - logcount_predictions_loss: 0.4228 3438/3493 [============================>.] - ETA: 24s - loss: 1371.0695 - logits_profile_predictions_loss: 1300.3383 - logcount_predictions_loss: 0.4228 3439/3493 [============================>.] - ETA: 23s - loss: 1371.0350 - logits_profile_predictions_loss: 1300.3070 - logcount_predictions_loss: 0.4228 3440/3493 [============================>.] - ETA: 23s - loss: 1370.9902 - logits_profile_predictions_loss: 1300.2590 - logcount_predictions_loss: 0.4228 3441/3493 [============================>.] - ETA: 22s - loss: 1370.9756 - logits_profile_predictions_loss: 1300.2509 - logcount_predictions_loss: 0.4227 3442/3493 [============================>.] - ETA: 22s - loss: 1370.9274 - logits_profile_predictions_loss: 1300.2028 - logcount_predictions_loss: 0.4227 3443/3493 [============================>.] - ETA: 22s - loss: 1370.9763 - logits_profile_predictions_loss: 1300.2482 - logcount_predictions_loss: 0.4228 3444/3493 [============================>.] - ETA: 21s - loss: 1370.9390 - logits_profile_predictions_loss: 1300.2144 - logcount_predictions_loss: 0.4227 3445/3493 [============================>.] - ETA: 21s - loss: 1370.9517 - logits_profile_predictions_loss: 1300.2299 - logcount_predictions_loss: 0.4227 3446/3493 [============================>.] - ETA: 20s - loss: 1370.9723 - logits_profile_predictions_loss: 1300.2544 - logcount_predictions_loss: 0.4227 3447/3493 [============================>.] - ETA: 20s - loss: 1370.9523 - logits_profile_predictions_loss: 1300.2358 - logcount_predictions_loss: 0.4227 3448/3493 [============================>.] - ETA: 19s - loss: 1370.9464 - logits_profile_predictions_loss: 1300.2378 - logcount_predictions_loss: 0.4226 3449/3493 [============================>.] - ETA: 19s - loss: 1370.9236 - logits_profile_predictions_loss: 1300.2181 - logcount_predictions_loss: 0.4226 3450/3493 [============================>.] - ETA: 18s - loss: 1370.9282 - logits_profile_predictions_loss: 1300.2207 - logcount_predictions_loss: 0.4226 3451/3493 [============================>.] - ETA: 18s - loss: 1370.9458 - logits_profile_predictions_loss: 1300.2415 - logcount_predictions_loss: 0.4226 3452/3493 [============================>.] - ETA: 18s - loss: 1370.9537 - logits_profile_predictions_loss: 1300.2474 - logcount_predictions_loss: 0.4226 3453/3493 [============================>.] - ETA: 17s - loss: 1370.9432 - logits_profile_predictions_loss: 1300.2416 - logcount_predictions_loss: 0.4226 3454/3493 [============================>.] - ETA: 17s - loss: 1370.9712 - logits_profile_predictions_loss: 1300.2738 - logcount_predictions_loss: 0.4226 3455/3493 [============================>.] - ETA: 16s - loss: 1370.9639 - logits_profile_predictions_loss: 1300.2668 - logcount_predictions_loss: 0.4226 3456/3493 [============================>.] - ETA: 16s - loss: 1370.9519 - logits_profile_predictions_loss: 1300.2551 - logcount_predictions_loss: 0.4226 3457/3493 [============================>.] - ETA: 15s - loss: 1370.9231 - logits_profile_predictions_loss: 1300.2284 - logcount_predictions_loss: 0.4226 3458/3493 [============================>.] - ETA: 15s - loss: 1370.8916 - logits_profile_predictions_loss: 1300.1907 - logcount_predictions_loss: 0.4226 3459/3493 [============================>.] - ETA: 15s - loss: 1370.8953 - logits_profile_predictions_loss: 1300.1826 - logcount_predictions_loss: 0.4227 3460/3493 [============================>.] - ETA: 14s - loss: 1370.8784 - logits_profile_predictions_loss: 1300.1627 - logcount_predictions_loss: 0.4227 3461/3493 [============================>.] - ETA: 14s - loss: 1370.8541 - logits_profile_predictions_loss: 1300.1398 - logcount_predictions_loss: 0.4227 3462/3493 [============================>.] - ETA: 13s - loss: 1370.8318 - logits_profile_predictions_loss: 1300.1185 - logcount_predictions_loss: 0.4227 3463/3493 [============================>.] - ETA: 13s - loss: 1370.8208 - logits_profile_predictions_loss: 1300.1084 - logcount_predictions_loss: 0.4227 3464/3493 [============================>.] - ETA: 12s - loss: 1370.7932 - logits_profile_predictions_loss: 1300.0847 - logcount_predictions_loss: 0.4226 3465/3493 [============================>.] - ETA: 12s - loss: 1370.7968 - logits_profile_predictions_loss: 1300.0851 - logcount_predictions_loss: 0.4227 3466/3493 [============================>.] - ETA: 11s - loss: 1370.7521 - logits_profile_predictions_loss: 1300.0353 - logcount_predictions_loss: 0.4227 3467/3493 [============================>.] - ETA: 11s - loss: 1370.7925 - logits_profile_predictions_loss: 1300.0754 - logcount_predictions_loss: 0.4227 3468/3493 [============================>.] - ETA: 11s - loss: 1370.7817 - logits_profile_predictions_loss: 1300.0677 - logcount_predictions_loss: 0.4227 3469/3493 [============================>.] - ETA: 10s - loss: 1370.7527 - logits_profile_predictions_loss: 1300.0361 - logcount_predictions_loss: 0.4227 3470/3493 [============================>.] - ETA: 10s - loss: 1370.7548 - logits_profile_predictions_loss: 1300.0432 - logcount_predictions_loss: 0.4227 3471/3493 [============================>.] - ETA: 9s - loss: 1370.8179 - logits_profile_predictions_loss: 1300.1119 - logcount_predictions_loss: 0.4226  3472/3493 [============================>.] - ETA: 9s - loss: 1370.7971 - logits_profile_predictions_loss: 1300.0801 - logcount_predictions_loss: 0.4227 3473/3493 [============================>.] - ETA: 8s - loss: 1370.7628 - logits_profile_predictions_loss: 1300.0430 - logcount_predictions_loss: 0.4227 3474/3493 [============================>.] - ETA: 8s - loss: 1370.7266 - logits_profile_predictions_loss: 1300.0076 - logcount_predictions_loss: 0.4227 3475/3493 [============================>.] - ETA: 7s - loss: 1370.7356 - logits_profile_predictions_loss: 1300.0221 - logcount_predictions_loss: 0.4227 3476/3493 [============================>.] - ETA: 7s - loss: 1370.7303 - logits_profile_predictions_loss: 1300.0209 - logcount_predictions_loss: 0.4227 3477/3493 [============================>.] - ETA: 7s - loss: 1370.7167 - logits_profile_predictions_loss: 1300.0096 - logcount_predictions_loss: 0.4226 3478/3493 [============================>.] - ETA: 6s - loss: 1370.7136 - logits_profile_predictions_loss: 1300.0022 - logcount_predictions_loss: 0.4227 3479/3493 [============================>.] - ETA: 6s - loss: 1370.7090 - logits_profile_predictions_loss: 1299.9764 - logcount_predictions_loss: 0.4228 3480/3493 [============================>.] - ETA: 5s - loss: 1370.7067 - logits_profile_predictions_loss: 1299.9673 - logcount_predictions_loss: 0.4228 3481/3493 [============================>.] - ETA: 5s - loss: 1370.7271 - logits_profile_predictions_loss: 1299.9630 - logcount_predictions_loss: 0.4230 3482/3493 [============================>.] - ETA: 4s - loss: 1370.7561 - logits_profile_predictions_loss: 1299.9796 - logcount_predictions_loss: 0.4231 3483/3493 [============================>.] - ETA: 4s - loss: 1370.7478 - logits_profile_predictions_loss: 1299.9719 - logcount_predictions_loss: 0.4231 3484/3493 [============================>.] - ETA: 3s - loss: 1370.7458 - logits_profile_predictions_loss: 1299.9606 - logcount_predictions_loss: 0.4231 3485/3493 [============================>.] - ETA: 3s - loss: 1370.7574 - logits_profile_predictions_loss: 1299.9635 - logcount_predictions_loss: 0.4232 3486/3493 [============================>.] - ETA: 3s - loss: 1370.6990 - logits_profile_predictions_loss: 1299.9062 - logcount_predictions_loss: 0.4232 3487/3493 [============================>.] - ETA: 2s - loss: 1370.7151 - logits_profile_predictions_loss: 1299.9152 - logcount_predictions_loss: 0.4232 3488/3493 [============================>.] - ETA: 2s - loss: 1370.7141 - logits_profile_predictions_loss: 1299.9208 - logcount_predictions_loss: 0.4232 3489/3493 [============================>.] - ETA: 1s - loss: 1370.6942 - logits_profile_predictions_loss: 1299.8977 - logcount_predictions_loss: 0.4232 3490/3493 [============================>.] - ETA: 1s - loss: 1370.7129 - logits_profile_predictions_loss: 1299.9248 - logcount_predictions_loss: 0.4231 3491/3493 [============================>.] - ETA: 0s - loss: 1370.6951 - logits_profile_predictions_loss: 1299.9080 - logcount_predictions_loss: 0.4231 3492/3493 [============================>.] - ETA: 0s - loss: 1370.7124 - logits_profile_predictions_loss: 1299.9302 - logcount_predictions_loss: 0.4231 3493/3493 [==============================] - ETA: 0s - loss: 1370.7168 - logits_profile_predictions_loss: 1299.9177 - logcount_predictions_loss: 0.4232 Epoch 21: val_loss did not improve from 1569.65137 Restoring model weights from the end of the best epoch: 16.  3493/3493 [==============================] - 1623s 465ms/step - loss: 1370.7168 - logits_profile_predictions_loss: 1299.9177 - logcount_predictions_loss: 0.4232 - val_loss: 1582.0563 - val_logits_profile_predictions_loss: 1476.6198 - val_logcount_predictions_loss: 0.6302 Epoch 21: early stopping save model save model without bias got the model loading peaks... got split:test for bed regions:(58108, 10) 0/908 100/908 200/908 300/908 400/908 500/908 600/908 700/908 800/908 900/908 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 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 (Cropping1 (None, 2090, 512) 0 ['wo_bias_bpnet_1st_conv[0][0]'] D) 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 (Cropping1 (None, 2082, 512) 0 ['add[0][0]'] D) 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 (Cropping1 (None, 2066, 512) 0 ['add_1[0][0]'] D) 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 (Cropping1 (None, 2034, 512) 0 ['add_2[0][0]'] D) 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 (Cropping1 (None, 1970, 512) 0 ['add_3[0][0]'] D) 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 (Cropping1 (None, 1842, 512) 0 ['add_4[0][0]'] D) 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 (Cropping1 (None, 1586, 512) 0 ['add_5[0][0]'] D) 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 (Cropping1 (None, 1074, 512) 0 ['add_6[0][0]'] D) 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]'] (Conv1D) wo_bias_bpnet_logitt_before_fl (None, 1000, 1) 0 ['wo_bias_bpnet_prof_out_precrop[ atten (Cropping1D) 0][0]'] gap (GlobalAveragePooling1D) (None, 512) 0 ['add_7[0][0]'] wo_bias_bpnet_logits_profile_p (None, 1000) 0 ['wo_bias_bpnet_logitt_before_fla redictions (Flatten) tten[0][0]'] wo_bias_bpnet_logcount_predict (None, 1) 513 ['gap[0][0]'] ions (Dense) ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: control 1/908 [..............................] - ETA: 3:32 2/908 [..............................] - ETA: 1:32 3/908 [..............................] - ETA: 1:32 4/908 [..............................] - ETA: 1:31 5/908 [..............................] - ETA: 1:31 6/908 [..............................] - ETA: 1:31 7/908 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[==============================] - 130s 144ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/908 [..............................] - ETA: 15s 2/908 [..............................] - ETA: 1:34 3/908 [..............................] - ETA: 1:32 4/908 [..............................] - ETA: 1:32 5/908 [..............................] - ETA: 1:32 6/908 [..............................] - ETA: 1:32 7/908 [..............................] - ETA: 1:32 8/908 [..............................] - ETA: 1:32 9/908 [..............................] - ETA: 1:32 10/908 [..............................] - ETA: 1:33 11/908 [..............................] - ETA: 1:33 12/908 [..............................] - ETA: 1:33 13/908 [..............................] - ETA: 1:33 14/908 [..............................] - ETA: 1:33 15/908 [..............................] - ETA: 1:33 16/908 [..............................] - ETA: 1:34 17/908 [..............................] - ETA: 1:34 18/908 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================================================================================================== 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 (Cropping1 (None, 2090, 512) 0 ['wo_bias_bpnet_1st_conv[0][0]'] D) 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 (Cropping1 (None, 2082, 512) 0 ['add[0][0]'] D) 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 (Cropping1 (None, 2066, 512) 0 ['add_1[0][0]'] D) 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 (Cropping1 (None, 2034, 512) 0 ['add_2[0][0]'] D) 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 (Cropping1 (None, 1970, 512) 0 ['add_3[0][0]'] D) 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 (Cropping1 (None, 1842, 512) 0 ['add_4[0][0]'] D) 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 (Cropping1 (None, 1586, 512) 0 ['add_5[0][0]'] D) 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 (Cropping1 (None, 1074, 512) 0 ['add_6[0][0]'] D) 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]'] (Conv1D) wo_bias_bpnet_logitt_before_fl (None, 1000, 1) 0 ['wo_bias_bpnet_prof_out_precrop[ atten (Cropping1D) 0][0]'] gap (GlobalAveragePooling1D) (None, 512) 0 ['add_7[0][0]'] wo_bias_bpnet_logits_profile_p (None, 1000) 0 ['wo_bias_bpnet_logitt_before_fla redictions (Flatten) tten[0][0]'] wo_bias_bpnet_logcount_predict (None, 1) 513 ['gap[0][0]'] ions (Dense) ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 Seqs dimension : (30000, 2114, 4) Warning: AddV2 used in model but handling of op is not specified by shap; will use original gradients Warning: AddV2 used in model but handling of op is not specified by shap; will use original gradients Warning: AddV2 used in model but handling of op is not specified by shap; will use original gradients Warning: AddV2 used in model but handling of op is not specified by shap; will use original gradients Warning: AddV2 used in model but handling of op is not specified by shap; will use original gradients Warning: AddV2 used in model but handling of op is not specified by shap; will use original gradients Warning: AddV2 used in model but handling of op is not specified by shap; will use original gradients Warning: AddV2 used in model but handling of op is not specified by shap; will use original gradients Warning: StopGradient used in model but handling of op is not specified by shap; will use original gradients Warning: SpaceToBatchND used in model but handling of op is not specified by shap; will use original gradients Warning: BatchToSpaceND used in model but handling of op is not specified by shap; will use original gradients Warning: SpaceToBatchND used in model but handling of op is not specified by shap; will use original gradients Warning: BatchToSpaceND used in model but handling of op is not specified by shap; will use original gradients Warning: SpaceToBatchND used in model but handling of op is not specified by shap; will use original gradients Warning: BatchToSpaceND used in model but handling of op is not specified by shap; will use original gradients Warning: SpaceToBatchND used in model but handling of op is not specified by shap; will use original gradients Warning: BatchToSpaceND used in model but handling of op is not specified by shap; will use original gradients Warning: SpaceToBatchND used in model but handling of op is not specified by shap; will use original gradients Warning: BatchToSpaceND used in model but handling of op is not specified by shap; will use original gradients Warning: SpaceToBatchND used in model but handling of op is not specified by shap; will use original gradients Warning: BatchToSpaceND used in model but handling of op is not specified by shap; will use original gradients Warning: SpaceToBatchND used in model but handling of op is not specified by shap; will use original gradients Warning: BatchToSpaceND used in model but handling of op is not specified by shap; will use original gradients Warning: SpaceToBatchND used in model but handling of op is not specified by shap; will use original gradients Warning: BatchToSpaceND used in model but handling of op is not specified by shap; will use original gradients Generating 'profile' shap scores Done 0 examples of 30000 Done 100 examples of 30000 Done 200 examples of 30000 Done 300 examples of 30000 Done 400 examples of 30000 Done 500 examples of 30000 Done 600 examples of 30000 Done 700 examples of 30000 Done 800 examples of 30000 Done 900 examples of 30000 Done 1000 examples of 30000 Done 1100 examples of 30000 Done 1200 examples of 30000 Done 1300 examples of 30000 Done 1400 examples of 30000 Done 1500 examples of 30000 Done 1600 examples of 30000 Done 1700 examples of 30000 Done 1800 examples of 30000 Done 1900 examples of 30000 Done 2000 examples of 30000 Done 2100 examples of 30000 Done 2200 examples of 30000 Done 2300 examples of 30000 Done 2400 examples of 30000 Done 2500 examples of 30000 Done 2600 examples of 30000 Done 2700 examples of 30000 Done 2800 examples of 30000 Done 2900 examples of 30000 Done 3000 examples of 30000 Done 3100 examples of 30000 Done 3200 examples of 30000 Done 3300 examples of 30000 Done 3400 examples of 30000 Done 3500 examples of 30000 Done 3600 examples of 30000 Done 3700 examples of 30000 Done 3800 examples of 30000 Done 3900 examples of 30000 Done 4000 examples of 30000 Done 4100 examples of 30000 Done 4200 examples of 30000 Done 4300 examples of 30000 Done 4400 examples of 30000 Done 4500 examples of 30000 Done 4600 examples of 30000 Done 4700 examples of 30000 Done 4800 examples of 30000 Done 4900 examples of 30000 Done 5000 examples of 30000 Done 5100 examples of 30000 Done 5200 examples of 30000 Done 5300 examples of 30000 Done 5400 examples of 30000 Done 5500 examples of 30000 Done 5600 examples of 30000 Done 5700 examples of 30000 Done 5800 examples of 30000 Done 5900 examples of 30000 Done 6000 examples of 30000 Done 6100 examples of 30000 Done 6200 examples of 30000 Done 6300 examples of 30000 Done 6400 examples of 30000 Done 6500 examples of 30000 Done 6600 examples of 30000 Done 6700 examples of 30000 Done 6800 examples of 30000 Done 6900 examples of 30000 Done 7000 examples of 30000 Done 7100 examples of 30000 Done 7200 examples of 30000 Done 7300 examples of 30000 Done 7400 examples of 30000 Done 7500 examples of 30000 Done 7600 examples of 30000 Done 7700 examples of 30000 Done 7800 examples of 30000 Done 7900 examples of 30000 Done 8000 examples of 30000 Done 8100 examples of 30000 Done 8200 examples of 30000 Done 8300 examples of 30000 Done 8400 examples of 30000 Done 8500 examples of 30000 Done 8600 examples of 30000 Done 8700 examples of 30000 Done 8800 examples of 30000 Done 8900 examples of 30000 Done 9000 examples of 30000 Done 9100 examples of 30000 Done 9200 examples of 30000 Done 9300 examples of 30000 Done 9400 examples of 30000 Done 9500 examples of 30000 Done 9600 examples of 30000 Done 9700 examples of 30000 Done 9800 examples of 30000 Done 9900 examples of 30000 Done 10000 examples of 30000 Done 10100 examples of 30000 Done 10200 examples of 30000 Done 10300 examples of 30000 Done 10400 examples of 30000 Done 10500 examples of 30000 Done 10600 examples of 30000 Done 10700 examples of 30000 Done 10800 examples of 30000 Done 10900 examples of 30000 Done 11000 examples of 30000 Done 11100 examples of 30000 Done 11200 examples of 30000 Done 11300 examples of 30000 Done 11400 examples of 30000 Done 11500 examples of 30000 Done 11600 examples of 30000 Done 11700 examples of 30000 Done 11800 examples of 30000 Done 11900 examples of 30000 Done 12000 examples of 30000 Done 12100 examples of 30000 Done 12200 examples of 30000 Done 12300 examples of 30000 Done 12400 examples of 30000 Done 12500 examples of 30000 Done 12600 examples of 30000 Done 12700 examples of 30000 Done 12800 examples of 30000 Done 12900 examples of 30000 Done 13000 examples of 30000 Done 13100 examples of 30000 Done 13200 examples of 30000 Done 13300 examples of 30000 Done 13400 examples of 30000 Done 13500 examples of 30000 Done 13600 examples of 30000 Done 13700 examples of 30000 Done 13800 examples of 30000 Done 13900 examples of 30000 Done 14000 examples of 30000 Done 14100 examples of 30000 Done 14200 examples of 30000 Done 14300 examples of 30000 Done 14400 examples of 30000 Done 14500 examples of 30000 Done 14600 examples of 30000 Done 14700 examples of 30000 Done 14800 examples of 30000 Done 14900 examples of 30000 Done 15000 examples of 30000 Done 15100 examples of 30000 Done 15200 examples of 30000 Done 15300 examples of 30000 Done 15400 examples of 30000 Done 15500 examples of 30000 Done 15600 examples of 30000 Done 15700 examples of 30000 Done 15800 examples of 30000 Done 15900 examples of 30000 Done 16000 examples of 30000 Done 16100 examples of 30000 Done 16200 examples of 30000 Done 16300 examples of 30000 Done 16400 examples of 30000 Done 16500 examples of 30000 Done 16600 examples of 30000 Done 16700 examples of 30000 Done 16800 examples of 30000 Done 16900 examples of 30000 Done 17000 examples of 30000 Done 17100 examples of 30000 Done 17200 examples of 30000 Done 17300 examples of 30000 Done 17400 examples of 30000 Done 17500 examples of 30000 Done 17600 examples of 30000 Done 17700 examples of 30000 Done 17800 examples of 30000 Done 17900 examples of 30000 Done 18000 examples of 30000 Done 18100 examples of 30000 Done 18200 examples of 30000 Done 18300 examples of 30000 Done 18400 examples of 30000 Done 18500 examples of 30000 Done 18600 examples of 30000 Done 18700 examples of 30000 Done 18800 examples of 30000 Done 18900 examples of 30000 Done 19000 examples of 30000 Done 19100 examples of 30000 Done 19200 examples of 30000 Done 19300 examples of 30000 Done 19400 examples of 30000 Done 19500 examples of 30000 Done 19600 examples of 30000 Done 19700 examples of 30000 Done 19800 examples of 30000 Done 19900 examples of 30000 Done 20000 examples of 30000 Done 20100 examples of 30000 Done 20200 examples of 30000 Done 20300 examples of 30000 Done 20400 examples of 30000 Done 20500 examples of 30000 Done 20600 examples of 30000 Done 20700 examples of 30000 Done 20800 examples of 30000 Done 20900 examples of 30000 Done 21000 examples of 30000 Done 21100 examples of 30000 Done 21200 examples of 30000 Done 21300 examples of 30000 Done 21400 examples of 30000 Done 21500 examples of 30000 Done 21600 examples of 30000 Done 21700 examples of 30000 Done 21800 examples of 30000 Done 21900 examples of 30000 Done 22000 examples of 30000 Done 22100 examples of 30000 Done 22200 examples of 30000 Done 22300 examples of 30000 Done 22400 examples of 30000 Done 22500 examples of 30000 Done 22600 examples of 30000 Done 22700 examples of 30000 Done 22800 examples of 30000 Done 22900 examples of 30000 Done 23000 examples of 30000 Done 23100 examples of 30000 Done 23200 examples of 30000 Done 23300 examples of 30000 Done 23400 examples of 30000 Done 23500 examples of 30000 Done 23600 examples of 30000 Done 23700 examples of 30000 Done 23800 examples of 30000 Done 23900 examples of 30000 Done 24000 examples of 30000 Done 24100 examples of 30000 Done 24200 examples of 30000 Done 24300 examples of 30000 Done 24400 examples of 30000 Done 24500 examples of 30000 Done 24600 examples of 30000 Done 24700 examples of 30000 Done 24800 examples of 30000 Done 24900 examples of 30000 Done 25000 examples of 30000 Done 25100 examples of 30000 Done 25200 examples of 30000 Done 25300 examples of 30000 Done 25400 examples of 30000 Done 25500 examples of 30000 Done 25600 examples of 30000 Done 25700 examples of 30000 Done 25800 examples of 30000 Done 25900 examples of 30000 Done 26000 examples of 30000 Done 26100 examples of 30000 Done 26200 examples of 30000 Done 26300 examples of 30000 Done 26400 examples of 30000 Done 26500 examples of 30000 Done 26600 examples of 30000 Done 26700 examples of 30000 Done 26800 examples of 30000 Done 26900 examples of 30000 Done 27000 examples of 30000 Done 27100 examples of 30000 Done 27200 examples of 30000 Done 27300 examples of 30000 Done 27400 examples of 30000 Done 27500 examples of 30000 Done 27600 examples of 30000 Done 27700 examples of 30000 Done 27800 examples of 30000 Done 27900 examples of 30000 Done 28000 examples of 30000 Done 28100 examples of 30000 Done 28200 examples of 30000 Done 28300 examples of 30000 Done 28400 examples of 30000 Done 28500 examples of 30000 Done 28600 examples of 30000 Done 28700 examples of 30000 Done 28800 examples of 30000 Done 28900 examples of 30000 Done 29000 examples of 30000 Done 29100 examples of 30000 Done 29200 examples of 30000 Done 29300 examples of 30000 Done 29400 examples of 30000 Done 29500 examples of 30000 Done 29600 examples of 30000 Done 29700 examples of 30000 Done 29800 examples of 30000 Done 29900 examples of 30000 Saving 'profile' scores