2022-10-05_12-12-29: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR000EQF//preprocessing/bigWigs/ENCSR000EQF.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR000EQF//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR000EQF//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR283TME/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 163776 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 163776 Number of peaks input: 36224 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 36224 Number of non peaks input: 165372 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 165372 Number of non peaks input: 34627 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 34627 Number of peaks after removing outliers: 161973 Number of nonpeaks after removing outliers: 145784 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ Predicting within adjust counts 1/4556 [..............................] - ETA: 10:50:59 12/4556 [..............................] - ETA: 22s  22/4556 [..............................] - ETA: 23s 32/4556 [..............................] - ETA: 22s 43/4556 [..............................] - ETA: 22s 54/4556 [..............................] - ETA: 22s 65/4556 [..............................] - ETA: 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[============================>.] - ETA: 0s 4552/4556 [============================>.] - ETA: 0s 4556/4556 [==============================] - ETA: 0s 4556/4556 [==============================] - 30s 5ms/step 2022-10-05_12-20-20: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR000EQF//preprocessing/bigWigs/ENCSR000EQF.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --batch_size=64 \ --architecture_from_file=/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py \ --trackables logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss {'counts_loss_weight': '12.3', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(148739, 10) loading nonpeaks... got split:train for bed regions:(133093, 10) loading peaks... got split:valid for bed regions:(13234, 10) loading nonpeaks... got split:valid for bed regions:(12691, 10) Epoch 1/50 1/2557 [..............................] - ETA: 5:11:07 - loss: 668.2917 - logits_profile_predictions_loss: 650.5437 - logcount_predictions_loss: 1.4429 2/2557 [..............................] - ETA: 5:58 - loss: 738.1337 - logits_profile_predictions_loss: 676.0574 - logcount_predictions_loss: 5.0469  3/2557 [..............................] - ETA: 5:57 - loss: 762.0144 - logits_profile_predictions_loss: 694.2293 - logcount_predictions_loss: 5.5110 4/2557 [..............................] - ETA: 5:57 - loss: 780.0827 - logits_profile_predictions_loss: 712.4608 - logcount_predictions_loss: 5.4977 5/2557 [..............................] - ETA: 5:57 - loss: 787.5759 - logits_profile_predictions_loss: 721.7919 - logcount_predictions_loss: 5.3483 6/2557 [..............................] - ETA: 5:57 - loss: 791.7627 - logits_profile_predictions_loss: 728.2128 - logcount_predictions_loss: 5.1667 7/2557 [..............................] - ETA: 5:56 - loss: 796.4296 - logits_profile_predictions_loss: 734.9781 - logcount_predictions_loss: 4.9961 8/2557 [..............................] - ETA: 5:56 - loss: 800.3263 - logits_profile_predictions_loss: 740.7996 - logcount_predictions_loss: 4.8396 9/2557 [..............................] - ETA: 5:56 - loss: 803.6566 - logits_profile_predictions_loss: 745.8568 - logcount_predictions_loss: 4.6992 10/2557 [..............................] - ETA: 5:56 - loss: 805.8384 - logits_profile_predictions_loss: 749.6160 - logcount_predictions_loss: 4.5709 11/2557 [..............................] - ETA: 5:56 - loss: 808.0703 - logits_profile_predictions_loss: 753.2478 - logcount_predictions_loss: 4.4571 12/2557 [..............................] - ETA: 5:55 - loss: 809.3344 - logits_profile_predictions_loss: 755.7933 - logcount_predictions_loss: 4.3529 13/2557 [..............................] - ETA: 5:55 - loss: 810.1673 - logits_profile_predictions_loss: 757.7951 - logcount_predictions_loss: 4.2579 14/2557 [..............................] - ETA: 5:55 - loss: 810.9529 - logits_profile_predictions_loss: 759.6337 - logcount_predictions_loss: 4.1723 15/2557 [..............................] - ETA: 5:55 - loss: 811.1693 - logits_profile_predictions_loss: 760.8293 - logcount_predictions_loss: 4.0927 16/2557 [..............................] - ETA: 5:55 - loss: 811.2041 - logits_profile_predictions_loss: 761.7718 - logcount_predictions_loss: 4.0189 17/2557 [..............................] - ETA: 5:55 - loss: 811.1071 - logits_profile_predictions_loss: 762.5115 - logcount_predictions_loss: 3.9509 18/2557 [..............................] - ETA: 5:54 - loss: 811.4510 - logits_profile_predictions_loss: 763.6187 - logcount_predictions_loss: 3.8888 19/2557 [..............................] - ETA: 5:54 - loss: 812.2159 - logits_profile_predictions_loss: 765.0743 - logcount_predictions_loss: 3.8326 20/2557 [..............................] - ETA: 5:54 - loss: 812.8353 - logits_profile_predictions_loss: 766.3351 - logcount_predictions_loss: 3.7805 21/2557 [..............................] - ETA: 5:54 - loss: 812.9721 - logits_profile_predictions_loss: 767.0822 - logcount_predictions_loss: 3.7309 22/2557 [..............................] - ETA: 5:54 - loss: 812.9858 - logits_profile_predictions_loss: 767.6696 - logcount_predictions_loss: 3.6842 23/2557 [..............................] - ETA: 5:54 - loss: 812.7377 - logits_profile_predictions_loss: 767.9708 - logcount_predictions_loss: 3.6396 24/2557 [..............................] - ETA: 5:53 - loss: 812.3940 - logits_profile_predictions_loss: 768.1474 - logcount_predictions_loss: 3.5973 25/2557 [..............................] - ETA: 5:53 - loss: 812.4987 - logits_profile_predictions_loss: 768.7238 - logcount_predictions_loss: 3.5589 26/2557 [..............................] - ETA: 5:53 - loss: 812.3375 - logits_profile_predictions_loss: 769.0170 - logcount_predictions_loss: 3.5220 27/2557 [..............................] - ETA: 5:53 - loss: 812.0613 - logits_profile_predictions_loss: 769.1732 - logcount_predictions_loss: 3.4868 28/2557 [..............................] - ETA: 5:53 - loss: 811.5656 - logits_profile_predictions_loss: 769.0974 - logcount_predictions_loss: 3.4527 29/2557 [..............................] - ETA: 5:52 - loss: 810.9972 - logits_profile_predictions_loss: 768.9345 - logcount_predictions_loss: 3.4197 30/2557 [..............................] - ETA: 5:52 - loss: 810.2775 - logits_profile_predictions_loss: 768.6095 - logcount_predictions_loss: 3.3876 31/2557 [..............................] - ETA: 5:52 - loss: 809.5044 - logits_profile_predictions_loss: 768.2140 - logcount_predictions_loss: 3.3569 32/2557 [..............................] - ETA: 5:52 - loss: 808.6652 - logits_profile_predictions_loss: 767.7389 - logcount_predictions_loss: 3.3273 33/2557 [..............................] - ETA: 5:52 - loss: 807.9259 - logits_profile_predictions_loss: 767.3443 - logcount_predictions_loss: 3.2993 34/2557 [..............................] - ETA: 5:52 - loss: 807.2256 - logits_profile_predictions_loss: 766.9716 - logcount_predictions_loss: 3.2727 35/2557 [..............................] - ETA: 5:52 - loss: 806.7503 - logits_profile_predictions_loss: 766.8034 - logcount_predictions_loss: 3.2477 36/2557 [..............................] - ETA: 5:52 - loss: 806.4098 - logits_profile_predictions_loss: 766.7513 - logcount_predictions_loss: 3.2243 37/2557 [..............................] - ETA: 5:51 - loss: 806.1045 - logits_profile_predictions_loss: 766.7204 - logcount_predictions_loss: 3.2020 38/2557 [..............................] - ETA: 5:51 - loss: 805.6853 - logits_profile_predictions_loss: 766.5701 - logcount_predictions_loss: 3.1801 39/2557 [..............................] - ETA: 5:51 - loss: 805.2446 - logits_profile_predictions_loss: 766.3896 - logcount_predictions_loss: 3.1589 40/2557 [..............................] - ETA: 5:51 - loss: 804.8516 - logits_profile_predictions_loss: 766.2446 - logcount_predictions_loss: 3.1388 41/2557 [..............................] - ETA: 5:51 - loss: 804.5556 - logits_profile_predictions_loss: 766.1830 - logcount_predictions_loss: 3.1197 42/2557 [..............................] - ETA: 5:51 - loss: 804.2128 - logits_profile_predictions_loss: 766.0679 - logcount_predictions_loss: 3.1012 43/2557 [..............................] - ETA: 5:50 - loss: 803.8873 - logits_profile_predictions_loss: 765.9614 - logcount_predictions_loss: 3.0834 44/2557 [..............................] - ETA: 5:50 - loss: 803.5380 - logits_profile_predictions_loss: 765.8227 - logcount_predictions_loss: 3.0663 45/2557 [..............................] - ETA: 5:50 - loss: 803.1658 - logits_profile_predictions_loss: 765.6541 - logcount_predictions_loss: 3.0497 46/2557 [..............................] - ETA: 5:50 - loss: 802.7668 - logits_profile_predictions_loss: 765.4531 - logcount_predictions_loss: 3.0336 47/2557 [..............................] - ETA: 5:50 - loss: 802.3444 - logits_profile_predictions_loss: 765.2232 - logcount_predictions_loss: 3.0180 48/2557 [..............................] - ETA: 5:50 - loss: 801.9271 - logits_profile_predictions_loss: 764.9923 - logcount_predictions_loss: 3.0028 49/2557 [..............................] - ETA: 5:50 - loss: 801.5210 - logits_profile_predictions_loss: 764.7665 - logcount_predictions_loss: 2.9882 50/2557 [..............................] - ETA: 5:49 - loss: 801.0663 - logits_profile_predictions_loss: 764.4874 - logcount_predictions_loss: 2.9739 51/2557 [..............................] - ETA: 5:49 - loss: 800.6342 - logits_profile_predictions_loss: 764.2248 - logcount_predictions_loss: 2.9601 52/2557 [..............................] - ETA: 5:49 - loss: 800.1548 - logits_profile_predictions_loss: 763.9116 - logcount_predictions_loss: 2.9466 53/2557 [..............................] - ETA: 5:49 - loss: 799.6693 - logits_profile_predictions_loss: 763.5876 - logcount_predictions_loss: 2.9335 54/2557 [..............................] - ETA: 5:49 - loss: 799.1575 - logits_profile_predictions_loss: 763.2338 - logcount_predictions_loss: 2.9206 55/2557 [..............................] - ETA: 5:49 - loss: 798.6191 - logits_profile_predictions_loss: 762.8496 - logcount_predictions_loss: 2.9081 56/2557 [..............................] - ETA: 5:49 - loss: 798.1957 - logits_profile_predictions_loss: 762.5726 - logcount_predictions_loss: 2.8962 57/2557 [..............................] - ETA: 5:48 - loss: 797.7343 - logits_profile_predictions_loss: 762.2554 - logcount_predictions_loss: 2.8845 58/2557 [..............................] - ETA: 5:48 - loss: 797.2856 - logits_profile_predictions_loss: 761.9461 - logcount_predictions_loss: 2.8731 59/2557 [..............................] - ETA: 5:48 - loss: 796.8859 - logits_profile_predictions_loss: 761.6809 - logcount_predictions_loss: 2.8622 60/2557 [..............................] - ETA: 5:48 - loss: 796.5077 - logits_profile_predictions_loss: 761.4324 - logcount_predictions_loss: 2.8517 61/2557 [..............................] - ETA: 5:48 - loss: 796.1689 - logits_profile_predictions_loss: 761.2186 - logcount_predictions_loss: 2.8415 62/2557 [..............................] - ETA: 5:48 - loss: 795.8605 - logits_profile_predictions_loss: 761.0313 - logcount_predictions_loss: 2.8316 63/2557 [..............................] - ETA: 5:48 - loss: 795.6298 - logits_profile_predictions_loss: 760.9143 - logcount_predictions_loss: 2.8224 64/2557 [..............................] - ETA: 5:47 - loss: 795.3929 - logits_profile_predictions_loss: 760.7883 - logcount_predictions_loss: 2.8134 65/2557 [..............................] - ETA: 5:47 - loss: 795.1376 - logits_profile_predictions_loss: 760.6416 - logcount_predictions_loss: 2.8046 66/2557 [..............................] - ETA: 5:47 - loss: 794.8977 - logits_profile_predictions_loss: 760.5074 - logcount_predictions_loss: 2.7960 67/2557 [..............................] - ETA: 5:47 - loss: 794.6651 - logits_profile_predictions_loss: 760.3774 - logcount_predictions_loss: 2.7876 68/2557 [..............................] - ETA: 5:47 - loss: 794.4407 - logits_profile_predictions_loss: 760.2521 - logcount_predictions_loss: 2.7796 69/2557 [..............................] - ETA: 5:47 - loss: 794.2181 - logits_profile_predictions_loss: 760.1263 - logcount_predictions_loss: 2.7717 70/2557 [..............................] - ETA: 5:47 - loss: 793.9546 - logits_profile_predictions_loss: 759.9590 - logcount_predictions_loss: 2.7639 71/2557 [..............................] - ETA: 5:46 - loss: 793.7136 - logits_profile_predictions_loss: 759.8119 - logcount_predictions_loss: 2.7562 72/2557 [..............................] - ETA: 5:46 - loss: 793.4682 - logits_profile_predictions_loss: 759.6588 - logcount_predictions_loss: 2.7487 73/2557 [..............................] - ETA: 5:46 - loss: 793.2065 - logits_profile_predictions_loss: 759.4879 - logcount_predictions_loss: 2.7414 74/2557 [..............................] - ETA: 5:46 - loss: 792.9659 - logits_profile_predictions_loss: 759.3358 - logcount_predictions_loss: 2.7342 75/2557 [..............................] - ETA: 5:46 - loss: 792.7085 - logits_profile_predictions_loss: 759.1657 - logcount_predictions_loss: 2.7271 76/2557 [..............................] - ETA: 5:46 - loss: 792.4204 - logits_profile_predictions_loss: 758.9643 - logcount_predictions_loss: 2.7200 77/2557 [..............................] - ETA: 5:46 - loss: 792.1557 - logits_profile_predictions_loss: 758.7834 - logcount_predictions_loss: 2.7132 78/2557 [..............................] - ETA: 5:46 - loss: 791.8789 - logits_profile_predictions_loss: 758.5890 - logcount_predictions_loss: 2.7065 79/2557 [..............................] - ETA: 5:45 - loss: 791.5923 - logits_profile_predictions_loss: 758.3838 - logcount_predictions_loss: 2.6999 80/2557 [..............................] - ETA: 5:45 - loss: 791.3236 - logits_profile_predictions_loss: 758.1941 - logcount_predictions_loss: 2.6935 81/2557 [..............................] - ETA: 5:45 - loss: 791.0782 - logits_profile_predictions_loss: 758.0256 - logcount_predictions_loss: 2.6872 82/2557 [..............................] - ETA: 5:45 - loss: 790.8402 - logits_profile_predictions_loss: 757.8627 - logcount_predictions_loss: 2.6811 83/2557 [..............................] - ETA: 5:45 - loss: 790.5891 - logits_profile_predictions_loss: 757.6858 - logcount_predictions_loss: 2.6751 84/2557 [..............................] - ETA: 5:45 - loss: 790.3446 - logits_profile_predictions_loss: 757.5137 - logcount_predictions_loss: 2.6692 85/2557 [..............................] - ETA: 5:45 - loss: 790.1407 - logits_profile_predictions_loss: 757.3791 - logcount_predictions_loss: 2.6635 86/2557 [>.............................] - ETA: 5:44 - loss: 789.9501 - logits_profile_predictions_loss: 757.2560 - logcount_predictions_loss: 2.6581 87/2557 [>.............................] - ETA: 5:44 - loss: 789.7540 - logits_profile_predictions_loss: 757.1265 - logcount_predictions_loss: 2.6526 88/2557 [>.............................] - ETA: 5:44 - loss: 789.5612 - logits_profile_predictions_loss: 756.9990 - logcount_predictions_loss: 2.6473 89/2557 [>.............................] - ETA: 5:44 - loss: 789.3550 - logits_profile_predictions_loss: 756.8574 - logcount_predictions_loss: 2.6421 90/2557 [>.............................] - ETA: 5:44 - loss: 789.1484 - logits_profile_predictions_loss: 756.7145 - logcount_predictions_loss: 2.6369 91/2557 [>.............................] - ETA: 5:44 - loss: 788.9439 - logits_profile_predictions_loss: 756.5726 - logcount_predictions_loss: 2.6318 92/2557 [>.............................] - ETA: 5:44 - loss: 788.7593 - logits_profile_predictions_loss: 756.4487 - logcount_predictions_loss: 2.6269 93/2557 [>.............................] - ETA: 5:44 - loss: 788.5568 - logits_profile_predictions_loss: 756.3066 - logcount_predictions_loss: 2.6220 94/2557 [>.............................] - ETA: 5:43 - loss: 788.3506 - logits_profile_predictions_loss: 756.1597 - logcount_predictions_loss: 2.6171 95/2557 [>.............................] - ETA: 5:43 - loss: 788.1274 - logits_profile_predictions_loss: 755.9958 - logcount_predictions_loss: 2.6123 96/2557 [>.............................] - ETA: 5:43 - loss: 787.8981 - logits_profile_predictions_loss: 755.8249 - logcount_predictions_loss: 2.6076 97/2557 [>.............................] - ETA: 5:43 - loss: 787.6826 - logits_profile_predictions_loss: 755.6661 - logcount_predictions_loss: 2.6030 98/2557 [>.............................] - ETA: 5:43 - loss: 787.4626 - logits_profile_predictions_loss: 755.5021 - logcount_predictions_loss: 2.5984 99/2557 [>.............................] - ETA: 5:43 - loss: 787.2536 - logits_profile_predictions_loss: 755.3475 - logcount_predictions_loss: 2.5940 100/2557 [>.............................] - ETA: 5:43 - loss: 787.0392 - logits_profile_predictions_loss: 755.1868 - logcount_predictions_loss: 2.5896 101/2557 [>.............................] - ETA: 5:42 - loss: 786.8153 - logits_profile_predictions_loss: 755.0165 - logcount_predictions_loss: 2.5853 102/2557 [>.............................] - ETA: 5:42 - loss: 786.5897 - logits_profile_predictions_loss: 754.8434 - logcount_predictions_loss: 2.5810 103/2557 [>.............................] - ETA: 5:42 - loss: 786.3754 - logits_profile_predictions_loss: 754.6806 - logcount_predictions_loss: 2.5768 104/2557 [>.............................] - ETA: 5:42 - loss: 786.1605 - logits_profile_predictions_loss: 754.5167 - logcount_predictions_loss: 2.5727 105/2557 [>.............................] - ETA: 5:42 - loss: 785.9671 - logits_profile_predictions_loss: 754.3726 - logcount_predictions_loss: 2.5687 106/2557 [>.............................] - ETA: 5:42 - loss: 785.7744 - logits_profile_predictions_loss: 754.2284 - logcount_predictions_loss: 2.5647 107/2557 [>.............................] - ETA: 5:42 - loss: 785.5780 - logits_profile_predictions_loss: 754.0799 - logcount_predictions_loss: 2.5608 108/2557 [>.............................] - ETA: 5:42 - loss: 785.3780 - logits_profile_predictions_loss: 753.9274 - logcount_predictions_loss: 2.5570 109/2557 [>.............................] - ETA: 5:41 - loss: 785.1854 - logits_profile_predictions_loss: 753.7814 - logcount_predictions_loss: 2.5532 110/2557 [>.............................] - ETA: 5:41 - loss: 784.9980 - logits_profile_predictions_loss: 753.6398 - logcount_predictions_loss: 2.5494 111/2557 [>.............................] - ETA: 5:41 - loss: 784.8141 - logits_profile_predictions_loss: 753.5009 - logcount_predictions_loss: 2.5458 112/2557 [>.............................] - ETA: 5:41 - loss: 784.6471 - logits_profile_predictions_loss: 753.3778 - logcount_predictions_loss: 2.5422 113/2557 [>.............................] - ETA: 5:41 - loss: 784.4857 - logits_profile_predictions_loss: 753.2594 - logcount_predictions_loss: 2.5387 114/2557 [>.............................] - ETA: 5:41 - loss: 784.3214 - logits_profile_predictions_loss: 753.1377 - logcount_predictions_loss: 2.5353 115/2557 [>.............................] - ETA: 5:41 - loss: 784.1628 - logits_profile_predictions_loss: 753.0211 - logcount_predictions_loss: 2.5319 116/2557 [>.............................] - ETA: 5:40 - loss: 784.0028 - logits_profile_predictions_loss: 752.9026 - logcount_predictions_loss: 2.5285 117/2557 [>.............................] - ETA: 5:40 - loss: 783.8496 - logits_profile_predictions_loss: 752.7902 - logcount_predictions_loss: 2.5252 118/2557 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[===>..........................] - ETA: 4:58 - loss: 762.4958 - logits_profile_predictions_loss: 734.9917 - logcount_predictions_loss: 2.2361 418/2557 [===>..........................] - ETA: 4:58 - loss: 762.4458 - logits_profile_predictions_loss: 734.9453 - logcount_predictions_loss: 2.2358 419/2557 [===>..........................] - ETA: 4:58 - loss: 762.3955 - logits_profile_predictions_loss: 734.8986 - logcount_predictions_loss: 2.2355 420/2557 [===>..........................] - ETA: 4:58 - loss: 762.3470 - logits_profile_predictions_loss: 734.8536 - logcount_predictions_loss: 2.2352 421/2557 [===>..........................] - ETA: 4:58 - loss: 762.2984 - logits_profile_predictions_loss: 734.8085 - logcount_predictions_loss: 2.2350 422/2557 [===>..........................] - ETA: 4:58 - loss: 762.2495 - logits_profile_predictions_loss: 734.7631 - logcount_predictions_loss: 2.2347 423/2557 [===>..........................] - ETA: 4:57 - loss: 762.2007 - 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[====>.........................] - ETA: 4:57 - loss: 761.8646 - logits_profile_predictions_loss: 734.4054 - logcount_predictions_loss: 2.2325 431/2557 [====>.........................] - ETA: 4:56 - loss: 761.8171 - logits_profile_predictions_loss: 734.3611 - logcount_predictions_loss: 2.2322 432/2557 [====>.........................] - ETA: 4:56 - loss: 761.7694 - logits_profile_predictions_loss: 734.3167 - logcount_predictions_loss: 2.2319 433/2557 [====>.........................] - ETA: 4:56 - loss: 761.7220 - logits_profile_predictions_loss: 734.2726 - logcount_predictions_loss: 2.2317 434/2557 [====>.........................] - ETA: 4:56 - loss: 761.6745 - logits_profile_predictions_loss: 734.2284 - logcount_predictions_loss: 2.2314 435/2557 [====>.........................] - ETA: 4:56 - loss: 761.6275 - logits_profile_predictions_loss: 734.1846 - logcount_predictions_loss: 2.2311 436/2557 [====>.........................] - ETA: 4:56 - loss: 761.5802 - 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[====>.........................] - ETA: 4:55 - loss: 761.2508 - logits_profile_predictions_loss: 733.8335 - logcount_predictions_loss: 2.2290 444/2557 [====>.........................] - ETA: 4:55 - loss: 761.2036 - logits_profile_predictions_loss: 733.7895 - logcount_predictions_loss: 2.2288 445/2557 [====>.........................] - ETA: 4:54 - loss: 761.1564 - logits_profile_predictions_loss: 733.7454 - logcount_predictions_loss: 2.2285 446/2557 [====>.........................] - ETA: 4:54 - loss: 761.1097 - logits_profile_predictions_loss: 733.7019 - logcount_predictions_loss: 2.2283 447/2557 [====>.........................] - ETA: 4:54 - loss: 761.0626 - logits_profile_predictions_loss: 733.6578 - logcount_predictions_loss: 2.2280 448/2557 [====>.........................] - ETA: 4:54 - loss: 761.0147 - logits_profile_predictions_loss: 733.6131 - logcount_predictions_loss: 2.2278 449/2557 [====>.........................] - ETA: 4:54 - loss: 760.9671 - 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[====>.........................] - ETA: 4:53 - loss: 760.6350 - logits_profile_predictions_loss: 733.2582 - logcount_predictions_loss: 2.2258 457/2557 [====>.........................] - ETA: 4:53 - loss: 760.5883 - logits_profile_predictions_loss: 733.2146 - logcount_predictions_loss: 2.2255 458/2557 [====>.........................] - ETA: 4:53 - loss: 760.5421 - logits_profile_predictions_loss: 733.1714 - logcount_predictions_loss: 2.2253 459/2557 [====>.........................] - ETA: 4:52 - loss: 760.4968 - logits_profile_predictions_loss: 733.1290 - logcount_predictions_loss: 2.2250 460/2557 [====>.........................] - ETA: 4:52 - loss: 760.4512 - logits_profile_predictions_loss: 733.0864 - logcount_predictions_loss: 2.2248 461/2557 [====>.........................] - ETA: 4:52 - loss: 760.4056 - logits_profile_predictions_loss: 733.0438 - logcount_predictions_loss: 2.2245 462/2557 [====>.........................] - ETA: 4:52 - loss: 760.3598 - 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[====>.........................] - ETA: 4:49 - loss: 759.4515 - logits_profile_predictions_loss: 732.1489 - logcount_predictions_loss: 2.2197 483/2557 [====>.........................] - ETA: 4:49 - loss: 759.4067 - logits_profile_predictions_loss: 732.1068 - logcount_predictions_loss: 2.2195 484/2557 [====>.........................] - ETA: 4:49 - loss: 759.3625 - logits_profile_predictions_loss: 732.0652 - logcount_predictions_loss: 2.2193 485/2557 [====>.........................] - ETA: 4:49 - loss: 759.3189 - logits_profile_predictions_loss: 732.0242 - logcount_predictions_loss: 2.2191 486/2557 [====>.........................] - ETA: 4:49 - loss: 759.2752 - logits_profile_predictions_loss: 731.9831 - logcount_predictions_loss: 2.2189 487/2557 [====>.........................] - ETA: 4:49 - loss: 759.2312 - logits_profile_predictions_loss: 731.9417 - logcount_predictions_loss: 2.2187 488/2557 [====>.........................] - ETA: 4:48 - loss: 759.1872 - 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[..............................] - ETA: 6:06 - loss: 558.5780 - logits_profile_predictions_loss: 549.5376 - logcount_predictions_loss: 0.7350 4/2557 [..............................] - ETA: 6:03 - loss: 560.9833 - logits_profile_predictions_loss: 552.2176 - logcount_predictions_loss: 0.7127 5/2557 [..............................] - ETA: 6:00 - loss: 566.7279 - logits_profile_predictions_loss: 558.0151 - logcount_predictions_loss: 0.7083 6/2557 [..............................] - ETA: 5:59 - loss: 567.9715 - logits_profile_predictions_loss: 559.3754 - logcount_predictions_loss: 0.6989 7/2557 [..............................] - ETA: 5:58 - loss: 568.2149 - logits_profile_predictions_loss: 559.7251 - logcount_predictions_loss: 0.6902 8/2557 [..............................] - ETA: 5:57 - loss: 568.0872 - logits_profile_predictions_loss: 559.7174 - logcount_predictions_loss: 0.6805 9/2557 [..............................] - ETA: 5:57 - loss: 570.3452 - logits_profile_predictions_loss: 562.0001 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[..............................] - ETA: 5:54 - loss: 607.1794 - logits_profile_predictions_loss: 598.4578 - logcount_predictions_loss: 0.7091 24/2557 [..............................] - ETA: 5:54 - loss: 608.3199 - logits_profile_predictions_loss: 599.5962 - logcount_predictions_loss: 0.7092 25/2557 [..............................] - ETA: 5:53 - loss: 609.0408 - logits_profile_predictions_loss: 600.3206 - logcount_predictions_loss: 0.7090 26/2557 [..............................] - ETA: 5:53 - loss: 609.6399 - logits_profile_predictions_loss: 600.9250 - logcount_predictions_loss: 0.7085 27/2557 [..............................] - ETA: 5:53 - loss: 610.0537 - logits_profile_predictions_loss: 601.3478 - logcount_predictions_loss: 0.7078 28/2557 [..............................] - ETA: 5:53 - loss: 610.4041 - logits_profile_predictions_loss: 601.7082 - logcount_predictions_loss: 0.7070 29/2557 [..............................] - ETA: 5:53 - loss: 610.7771 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:48 - loss: 615.3936 - logits_profile_predictions_loss: 606.7834 - logcount_predictions_loss: 0.7000 57/2557 [..............................] - ETA: 5:48 - loss: 615.4089 - logits_profile_predictions_loss: 606.8018 - logcount_predictions_loss: 0.6998 58/2557 [..............................] - ETA: 5:48 - loss: 615.4464 - logits_profile_predictions_loss: 606.8423 - logcount_predictions_loss: 0.6995 59/2557 [..............................] - ETA: 5:48 - loss: 615.4605 - logits_profile_predictions_loss: 606.8596 - logcount_predictions_loss: 0.6993 60/2557 [..............................] - ETA: 5:48 - loss: 615.4735 - logits_profile_predictions_loss: 606.8758 - logcount_predictions_loss: 0.6990 61/2557 [..............................] - ETA: 5:48 - loss: 615.5012 - logits_profile_predictions_loss: 606.9069 - logcount_predictions_loss: 0.6987 62/2557 [..............................] - ETA: 5:48 - loss: 615.5139 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:44 - loss: 616.1688 - logits_profile_predictions_loss: 607.6435 - logcount_predictions_loss: 0.6931 90/2557 [>.............................] - ETA: 5:44 - loss: 616.1905 - logits_profile_predictions_loss: 607.6660 - logcount_predictions_loss: 0.6931 91/2557 [>.............................] - ETA: 5:44 - loss: 616.2106 - logits_profile_predictions_loss: 607.6872 - logcount_predictions_loss: 0.6930 92/2557 [>.............................] - ETA: 5:43 - loss: 616.2328 - logits_profile_predictions_loss: 607.7106 - logcount_predictions_loss: 0.6929 93/2557 [>.............................] - ETA: 5:43 - loss: 616.2502 - logits_profile_predictions_loss: 607.7293 - logcount_predictions_loss: 0.6928 94/2557 [>.............................] - ETA: 5:43 - loss: 616.2860 - logits_profile_predictions_loss: 607.7660 - logcount_predictions_loss: 0.6927 95/2557 [>.............................] - ETA: 5:43 - loss: 616.3222 - logits_profile_predictions_loss: 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- loss: 616.5640 - logits_profile_predictions_loss: 608.0507 - logcount_predictions_loss: 0.6921 103/2557 [>.............................] - ETA: 5:42 - loss: 616.6030 - logits_profile_predictions_loss: 608.0901 - logcount_predictions_loss: 0.6921 104/2557 [>.............................] - ETA: 5:42 - loss: 616.6336 - logits_profile_predictions_loss: 608.1214 - logcount_predictions_loss: 0.6921 105/2557 [>.............................] - ETA: 5:42 - loss: 616.6592 - logits_profile_predictions_loss: 608.1476 - logcount_predictions_loss: 0.6920 106/2557 [>.............................] - ETA: 5:42 - loss: 616.6784 - logits_profile_predictions_loss: 608.1677 - logcount_predictions_loss: 0.6919 107/2557 [>.............................] - ETA: 5:41 - loss: 616.6966 - logits_profile_predictions_loss: 608.1869 - logcount_predictions_loss: 0.6919 108/2557 [>.............................] - ETA: 5:41 - loss: 616.7128 - logits_profile_predictions_loss: 608.2042 - logcount_predictions_loss: 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[============================>.] - ETA: 5s - loss: 612.2246 - logits_profile_predictions_loss: 604.1665 - logcount_predictions_loss: 0.6552 2522/2557 [============================>.] - ETA: 4s - loss: 612.2232 - logits_profile_predictions_loss: 604.1652 - logcount_predictions_loss: 0.6552 2523/2557 [============================>.] - ETA: 4s - loss: 612.2217 - logits_profile_predictions_loss: 604.1638 - logcount_predictions_loss: 0.6552 2524/2557 [============================>.] - ETA: 4s - loss: 612.2203 - logits_profile_predictions_loss: 604.1624 - logcount_predictions_loss: 0.6551 2525/2557 [============================>.] - ETA: 4s - loss: 612.2189 - logits_profile_predictions_loss: 604.1611 - logcount_predictions_loss: 0.6551 2526/2557 [============================>.] - ETA: 4s - loss: 612.2174 - logits_profile_predictions_loss: 604.1597 - logcount_predictions_loss: 0.6551 2527/2557 [============================>.] - ETA: 4s - loss: 612.2160 - logits_profile_predictions_loss: 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2541/2557 [============================>.] - ETA: 2s - loss: 612.1963 - logits_profile_predictions_loss: 604.1397 - logcount_predictions_loss: 0.6550 2542/2557 [============================>.] - ETA: 2s - loss: 612.1948 - logits_profile_predictions_loss: 604.1384 - logcount_predictions_loss: 0.6550 2543/2557 [============================>.] - ETA: 1s - loss: 612.1934 - logits_profile_predictions_loss: 604.1370 - logcount_predictions_loss: 0.6550 2544/2557 [============================>.] - ETA: 1s - loss: 612.1920 - logits_profile_predictions_loss: 604.1356 - logcount_predictions_loss: 0.6550 2545/2557 [============================>.] - ETA: 1s - loss: 612.1905 - logits_profile_predictions_loss: 604.1343 - logcount_predictions_loss: 0.6550 2546/2557 [============================>.] - ETA: 1s - loss: 612.1890 - logits_profile_predictions_loss: 604.1329 - logcount_predictions_loss: 0.6550 2547/2557 [============================>.] - ETA: 1s - loss: 612.1876 - 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[============================>.] - ETA: 0s - loss: 612.1773 - logits_profile_predictions_loss: 604.1218 - logcount_predictions_loss: 0.6550 2555/2557 [============================>.] - ETA: 0s - loss: 612.1758 - logits_profile_predictions_loss: 604.1204 - logcount_predictions_loss: 0.6550 2556/2557 [============================>.] - ETA: 0s - loss: 612.1744 - logits_profile_predictions_loss: 604.1190 - logcount_predictions_loss: 0.6549 2557/2557 [==============================] - ETA: 0s - loss: 612.1729 - logits_profile_predictions_loss: 604.1176 - logcount_predictions_loss: 0.6549 2557/2557 [==============================] - 371s 145ms/step - loss: 612.1715 - logits_profile_predictions_loss: 604.1163 - logcount_predictions_loss: 0.6549 - val_loss: 613.6033 - val_logits_profile_predictions_loss: 606.1910 - val_logcount_predictions_loss: 0.6026 Epoch 00002: val_loss improved from 628.30212 to 613.60327, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2/chrombpnet.h5 Epoch 3/50 1/2557 [..............................] - ETA: 12:45 - loss: 577.4454 - logits_profile_predictions_loss: 569.8556 - logcount_predictions_loss: 0.6171 2/2557 [..............................] - ETA: 6:07 - loss: 568.2582 - logits_profile_predictions_loss: 560.5600 - logcount_predictions_loss: 0.6259  3/2557 [..............................] - ETA: 6:00 - loss: 572.9402 - logits_profile_predictions_loss: 564.9961 - logcount_predictions_loss: 0.6459 4/2557 [..............................] - ETA: 5:59 - loss: 574.5020 - logits_profile_predictions_loss: 566.5402 - logcount_predictions_loss: 0.6473 5/2557 [..............................] - ETA: 5:58 - loss: 572.2203 - logits_profile_predictions_loss: 564.2904 - logcount_predictions_loss: 0.6447 6/2557 [..............................] - ETA: 5:57 - loss: 571.0806 - logits_profile_predictions_loss: 563.1526 - 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- logits_profile_predictions_loss: 577.7078 - logcount_predictions_loss: 0.6531 14/2557 [..............................] - ETA: 5:55 - loss: 588.4167 - logits_profile_predictions_loss: 580.3832 - logcount_predictions_loss: 0.6531 15/2557 [..............................] - ETA: 5:55 - loss: 590.4748 - logits_profile_predictions_loss: 582.4473 - logcount_predictions_loss: 0.6526 16/2557 [..............................] - ETA: 5:55 - loss: 592.1549 - logits_profile_predictions_loss: 584.1399 - logcount_predictions_loss: 0.6516 17/2557 [..............................] - ETA: 5:55 - loss: 593.3053 - logits_profile_predictions_loss: 585.3055 - logcount_predictions_loss: 0.6504 18/2557 [..............................] - ETA: 5:55 - loss: 594.1579 - logits_profile_predictions_loss: 586.1797 - logcount_predictions_loss: 0.6486 19/2557 [..............................] - ETA: 5:54 - loss: 595.1015 - logits_profile_predictions_loss: 587.1304 - logcount_predictions_loss: 0.6481 20/2557 [..............................] - ETA: 5:54 - loss: 596.0677 - logits_profile_predictions_loss: 588.1050 - logcount_predictions_loss: 0.6474 21/2557 [..............................] - ETA: 5:54 - loss: 596.8090 - logits_profile_predictions_loss: 588.8520 - logcount_predictions_loss: 0.6469 22/2557 [..............................] - ETA: 5:54 - loss: 597.3823 - logits_profile_predictions_loss: 589.4321 - logcount_predictions_loss: 0.6464 23/2557 [..............................] - ETA: 5:53 - loss: 598.0372 - logits_profile_predictions_loss: 590.0894 - logcount_predictions_loss: 0.6462 24/2557 [..............................] - ETA: 5:53 - loss: 598.7549 - logits_profile_predictions_loss: 590.8076 - logcount_predictions_loss: 0.6461 25/2557 [..............................] - ETA: 5:53 - loss: 599.3667 - logits_profile_predictions_loss: 591.4211 - logcount_predictions_loss: 0.6460 26/2557 [..............................] - ETA: 5:53 - loss: 599.9569 - logits_profile_predictions_loss: 592.0158 - logcount_predictions_loss: 0.6456 27/2557 [..............................] - ETA: 5:53 - loss: 600.4956 - logits_profile_predictions_loss: 592.5611 - logcount_predictions_loss: 0.6451 28/2557 [..............................] - ETA: 5:53 - loss: 600.9069 - logits_profile_predictions_loss: 592.9794 - logcount_predictions_loss: 0.6445 29/2557 [..............................] - ETA: 5:52 - loss: 601.3218 - logits_profile_predictions_loss: 593.3993 - logcount_predictions_loss: 0.6441 30/2557 [..............................] - ETA: 5:52 - loss: 601.6768 - logits_profile_predictions_loss: 593.7601 - logcount_predictions_loss: 0.6436 31/2557 [..............................] - ETA: 5:52 - loss: 601.9769 - logits_profile_predictions_loss: 594.0661 - logcount_predictions_loss: 0.6432 32/2557 [..............................] - ETA: 5:52 - loss: 602.1790 - logits_profile_predictions_loss: 594.2742 - logcount_predictions_loss: 0.6427 33/2557 [..............................] - ETA: 5:52 - 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40/2557 [..............................] - ETA: 5:51 - loss: 604.6270 - logits_profile_predictions_loss: 596.6978 - logcount_predictions_loss: 0.6446 41/2557 [..............................] - ETA: 5:50 - loss: 604.8489 - logits_profile_predictions_loss: 596.9182 - logcount_predictions_loss: 0.6448 42/2557 [..............................] - ETA: 5:50 - loss: 604.9891 - logits_profile_predictions_loss: 597.0585 - logcount_predictions_loss: 0.6448 43/2557 [..............................] - ETA: 5:50 - loss: 605.1276 - logits_profile_predictions_loss: 597.1976 - logcount_predictions_loss: 0.6447 44/2557 [..............................] - ETA: 5:50 - loss: 605.2880 - logits_profile_predictions_loss: 597.3577 - logcount_predictions_loss: 0.6447 45/2557 [..............................] - ETA: 5:50 - loss: 605.4009 - logits_profile_predictions_loss: 597.4706 - logcount_predictions_loss: 0.6447 46/2557 [..............................] - ETA: 5:50 - loss: 605.4498 - 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[..............................] - ETA: 5:49 - loss: 605.7548 - logits_profile_predictions_loss: 597.8461 - logcount_predictions_loss: 0.6430 54/2557 [..............................] - ETA: 5:49 - loss: 605.7306 - logits_profile_predictions_loss: 597.8274 - logcount_predictions_loss: 0.6425 55/2557 [..............................] - ETA: 5:48 - loss: 605.7269 - logits_profile_predictions_loss: 597.8286 - logcount_predictions_loss: 0.6421 56/2557 [..............................] - ETA: 5:48 - loss: 605.7224 - logits_profile_predictions_loss: 597.8288 - logcount_predictions_loss: 0.6418 57/2557 [..............................] - ETA: 5:48 - loss: 605.6930 - logits_profile_predictions_loss: 597.8045 - logcount_predictions_loss: 0.6413 58/2557 [..............................] - ETA: 5:48 - loss: 605.6662 - logits_profile_predictions_loss: 597.7824 - logcount_predictions_loss: 0.6409 59/2557 [..............................] - ETA: 5:48 - loss: 605.6301 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 592.3696 - logcount_predictions_loss: 0.6109 386/2557 [===>..........................] - ETA: 5:02 - loss: 599.8783 - logits_profile_predictions_loss: 592.3640 - logcount_predictions_loss: 0.6109 387/2557 [===>..........................] - ETA: 5:02 - loss: 599.8726 - logits_profile_predictions_loss: 592.3586 - logcount_predictions_loss: 0.6109 388/2557 [===>..........................] - ETA: 5:02 - loss: 599.8671 - logits_profile_predictions_loss: 592.3534 - logcount_predictions_loss: 0.6108 389/2557 [===>..........................] - ETA: 5:02 - loss: 599.8611 - logits_profile_predictions_loss: 592.3477 - logcount_predictions_loss: 0.6108 390/2557 [===>..........................] - ETA: 5:02 - loss: 599.8552 - logits_profile_predictions_loss: 592.3421 - logcount_predictions_loss: 0.6108 391/2557 [===>..........................] - ETA: 5:02 - loss: 599.8489 - logits_profile_predictions_loss: 592.3360 - logcount_predictions_loss: 0.6108 392/2557 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logits_profile_predictions_loss: 592.2879 - logcount_predictions_loss: 0.6106 399/2557 [===>..........................] - ETA: 5:01 - loss: 599.7911 - logits_profile_predictions_loss: 592.2805 - logcount_predictions_loss: 0.6106 400/2557 [===>..........................] - ETA: 5:00 - loss: 599.7834 - logits_profile_predictions_loss: 592.2730 - logcount_predictions_loss: 0.6106 401/2557 [===>..........................] - ETA: 5:00 - loss: 599.7758 - logits_profile_predictions_loss: 592.2658 - logcount_predictions_loss: 0.6105 402/2557 [===>..........................] - ETA: 5:00 - loss: 599.7680 - logits_profile_predictions_loss: 592.2583 - logcount_predictions_loss: 0.6105 403/2557 [===>..........................] - ETA: 5:00 - loss: 599.7607 - logits_profile_predictions_loss: 592.2513 - logcount_predictions_loss: 0.6105 404/2557 [===>..........................] - ETA: 5:00 - loss: 599.7533 - logits_profile_predictions_loss: 592.2442 - logcount_predictions_loss: 0.6105 405/2557 [===>..........................] - ETA: 5:00 - loss: 599.7463 - logits_profile_predictions_loss: 592.2375 - logcount_predictions_loss: 0.6105 406/2557 [===>..........................] - ETA: 5:00 - loss: 599.7398 - logits_profile_predictions_loss: 592.2311 - logcount_predictions_loss: 0.6104 407/2557 [===>..........................] - ETA: 4:59 - loss: 599.7336 - logits_profile_predictions_loss: 592.2252 - logcount_predictions_loss: 0.6104 408/2557 [===>..........................] - ETA: 4:59 - loss: 599.7273 - logits_profile_predictions_loss: 592.2192 - logcount_predictions_loss: 0.6104 409/2557 [===>..........................] - ETA: 4:59 - loss: 599.7216 - logits_profile_predictions_loss: 592.2138 - logcount_predictions_loss: 0.6104 410/2557 [===>..........................] - ETA: 4:59 - loss: 599.7159 - logits_profile_predictions_loss: 592.2083 - logcount_predictions_loss: 0.6103 411/2557 [===>..........................] - ETA: 4:59 - loss: 599.7101 - logits_profile_predictions_loss: 592.2028 - logcount_predictions_loss: 0.6103 412/2557 [===>..........................] - ETA: 4:59 - loss: 599.7042 - logits_profile_predictions_loss: 592.1972 - logcount_predictions_loss: 0.6103 413/2557 [===>..........................] - ETA: 4:59 - loss: 599.6982 - logits_profile_predictions_loss: 592.1915 - logcount_predictions_loss: 0.6103 414/2557 [===>..........................] - ETA: 4:58 - loss: 599.6917 - logits_profile_predictions_loss: 592.1853 - logcount_predictions_loss: 0.6103 415/2557 [===>..........................] - ETA: 4:58 - loss: 599.6853 - logits_profile_predictions_loss: 592.1791 - logcount_predictions_loss: 0.6102 416/2557 [===>..........................] - ETA: 4:58 - loss: 599.6783 - logits_profile_predictions_loss: 592.1724 - logcount_predictions_loss: 0.6102 417/2557 [===>..........................] - ETA: 4:58 - loss: 599.6715 - logits_profile_predictions_loss: 592.1659 - logcount_predictions_loss: 0.6102 418/2557 [===>..........................] - ETA: 4:58 - loss: 599.6649 - logits_profile_predictions_loss: 592.1596 - logcount_predictions_loss: 0.6102 419/2557 [===>..........................] - ETA: 4:58 - loss: 599.6587 - logits_profile_predictions_loss: 592.1537 - logcount_predictions_loss: 0.6101 420/2557 [===>..........................] - ETA: 4:58 - loss: 599.6527 - logits_profile_predictions_loss: 592.1479 - logcount_predictions_loss: 0.6101 421/2557 [===>..........................] - ETA: 4:57 - loss: 599.6468 - logits_profile_predictions_loss: 592.1422 - logcount_predictions_loss: 0.6101 422/2557 [===>..........................] - ETA: 4:57 - loss: 599.6407 - logits_profile_predictions_loss: 592.1364 - logcount_predictions_loss: 0.6101 423/2557 [===>..........................] - ETA: 4:57 - loss: 599.6348 - logits_profile_predictions_loss: 592.1308 - logcount_predictions_loss: 0.6100 424/2557 [===>..........................] - ETA: 4:57 - loss: 599.6288 - 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[====>.........................] - ETA: 4:56 - loss: 599.5874 - logits_profile_predictions_loss: 592.0859 - logcount_predictions_loss: 0.6099 432/2557 [====>.........................] - ETA: 4:56 - loss: 599.5814 - logits_profile_predictions_loss: 592.0802 - logcount_predictions_loss: 0.6098 433/2557 [====>.........................] - ETA: 4:56 - loss: 599.5751 - logits_profile_predictions_loss: 592.0742 - logcount_predictions_loss: 0.6098 434/2557 [====>.........................] - ETA: 4:56 - loss: 599.5685 - logits_profile_predictions_loss: 592.0679 - logcount_predictions_loss: 0.6098 435/2557 [====>.........................] - ETA: 4:56 - loss: 599.5617 - logits_profile_predictions_loss: 592.0615 - logcount_predictions_loss: 0.6097 436/2557 [====>.........................] - ETA: 4:55 - loss: 599.5549 - logits_profile_predictions_loss: 592.0549 - logcount_predictions_loss: 0.6097 437/2557 [====>.........................] - ETA: 4:55 - loss: 599.5483 - logits_profile_predictions_loss: 592.0487 - logcount_predictions_loss: 0.6097 438/2557 [====>.........................] - ETA: 4:55 - loss: 599.5421 - logits_profile_predictions_loss: 592.0428 - logcount_predictions_loss: 0.6097 439/2557 [====>.........................] - ETA: 4:55 - loss: 599.5354 - logits_profile_predictions_loss: 592.0364 - logcount_predictions_loss: 0.6096 440/2557 [====>.........................] - ETA: 4:55 - loss: 599.5286 - logits_profile_predictions_loss: 592.0300 - logcount_predictions_loss: 0.6096 441/2557 [====>.........................] - ETA: 4:55 - loss: 599.5219 - logits_profile_predictions_loss: 592.0236 - logcount_predictions_loss: 0.6096 442/2557 [====>.........................] - ETA: 4:55 - loss: 599.5151 - logits_profile_predictions_loss: 592.0172 - logcount_predictions_loss: 0.6096 443/2557 [====>.........................] - ETA: 4:54 - loss: 599.5090 - logits_profile_predictions_loss: 592.0114 - logcount_predictions_loss: 0.6095 444/2557 [====>.........................] - ETA: 4:54 - loss: 599.5025 - logits_profile_predictions_loss: 592.0053 - logcount_predictions_loss: 0.6095 445/2557 [====>.........................] - ETA: 4:54 - loss: 599.4953 - logits_profile_predictions_loss: 591.9984 - logcount_predictions_loss: 0.6095 446/2557 [====>.........................] - ETA: 4:54 - loss: 599.4880 - logits_profile_predictions_loss: 591.9915 - logcount_predictions_loss: 0.6094 447/2557 [====>.........................] - ETA: 4:54 - loss: 599.4813 - logits_profile_predictions_loss: 591.9851 - logcount_predictions_loss: 0.6094 448/2557 [====>.........................] - ETA: 4:54 - loss: 599.4749 - logits_profile_predictions_loss: 591.9791 - logcount_predictions_loss: 0.6094 449/2557 [====>.........................] - ETA: 4:54 - loss: 599.4689 - logits_profile_predictions_loss: 591.9733 - logcount_predictions_loss: 0.6094 450/2557 [====>.........................] - ETA: 4:53 - loss: 599.4630 - logits_profile_predictions_loss: 591.9678 - logcount_predictions_loss: 0.6093 451/2557 [====>.........................] - ETA: 4:53 - loss: 599.4574 - logits_profile_predictions_loss: 591.9625 - logcount_predictions_loss: 0.6093 452/2557 [====>.........................] - ETA: 4:53 - loss: 599.4520 - logits_profile_predictions_loss: 591.9574 - logcount_predictions_loss: 0.6093 453/2557 [====>.........................] - ETA: 4:53 - loss: 599.4465 - logits_profile_predictions_loss: 591.9523 - logcount_predictions_loss: 0.6093 454/2557 [====>.........................] - ETA: 4:53 - loss: 599.4411 - logits_profile_predictions_loss: 591.9472 - logcount_predictions_loss: 0.6092 455/2557 [====>.........................] - ETA: 4:53 - loss: 599.4359 - logits_profile_predictions_loss: 591.9423 - logcount_predictions_loss: 0.6092 456/2557 [====>.........................] - ETA: 4:53 - loss: 599.4307 - logits_profile_predictions_loss: 591.9373 - logcount_predictions_loss: 0.6092 457/2557 [====>.........................] - ETA: 4:52 - loss: 599.4262 - logits_profile_predictions_loss: 591.9331 - logcount_predictions_loss: 0.6092 458/2557 [====>.........................] - ETA: 4:52 - loss: 599.4212 - logits_profile_predictions_loss: 591.9284 - logcount_predictions_loss: 0.6091 459/2557 [====>.........................] - ETA: 4:52 - loss: 599.4165 - logits_profile_predictions_loss: 591.9240 - logcount_predictions_loss: 0.6091 460/2557 [====>.........................] - ETA: 4:52 - loss: 599.4118 - logits_profile_predictions_loss: 591.9195 - logcount_predictions_loss: 0.6091 461/2557 [====>.........................] - ETA: 4:52 - loss: 599.4069 - logits_profile_predictions_loss: 591.9149 - logcount_predictions_loss: 0.6091 462/2557 [====>.........................] - ETA: 4:52 - loss: 599.4021 - logits_profile_predictions_loss: 591.9104 - logcount_predictions_loss: 0.6091 463/2557 [====>.........................] - ETA: 4:52 - loss: 599.3970 - logits_profile_predictions_loss: 591.9056 - logcount_predictions_loss: 0.6090 464/2557 [====>.........................] - ETA: 4:51 - loss: 599.3920 - logits_profile_predictions_loss: 591.9008 - logcount_predictions_loss: 0.6090 465/2557 [====>.........................] - ETA: 4:51 - loss: 599.3871 - logits_profile_predictions_loss: 591.8962 - logcount_predictions_loss: 0.6090 466/2557 [====>.........................] - ETA: 4:51 - loss: 599.3824 - logits_profile_predictions_loss: 591.8918 - logcount_predictions_loss: 0.6090 467/2557 [====>.........................] - ETA: 4:51 - loss: 599.3784 - logits_profile_predictions_loss: 591.8881 - logcount_predictions_loss: 0.6089 468/2557 [====>.........................] - ETA: 4:51 - loss: 599.3751 - logits_profile_predictions_loss: 591.8850 - logcount_predictions_loss: 0.6089 469/2557 [====>.........................] - ETA: 4:51 - loss: 599.3717 - logits_profile_predictions_loss: 591.8818 - logcount_predictions_loss: 0.6089 470/2557 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[============================>.] - ETA: 0s - loss: 597.5462 - logits_profile_predictions_loss: 590.2330 - logcount_predictions_loss: 0.5945 2552/2557 [============================>.] - ETA: 0s - loss: 597.5458 - logits_profile_predictions_loss: 590.2327 - logcount_predictions_loss: 0.5945 2553/2557 [============================>.] - ETA: 0s - loss: 597.5455 - logits_profile_predictions_loss: 590.2325 - logcount_predictions_loss: 0.5945 2554/2557 [============================>.] - ETA: 0s - loss: 597.5452 - logits_profile_predictions_loss: 590.2322 - logcount_predictions_loss: 0.5945 2555/2557 [============================>.] - ETA: 0s - loss: 597.5448 - logits_profile_predictions_loss: 590.2319 - logcount_predictions_loss: 0.5945 2556/2557 [============================>.] - ETA: 0s - loss: 597.5445 - logits_profile_predictions_loss: 590.2316 - logcount_predictions_loss: 0.5945 2557/2557 [==============================] - ETA: 0s - loss: 597.5442 - logits_profile_predictions_loss: 590.2313 - logcount_predictions_loss: 0.5945 2557/2557 [==============================] - 371s 145ms/step - loss: 597.5438 - logits_profile_predictions_loss: 590.2310 - logcount_predictions_loss: 0.5945 - val_loss: 608.5349 - val_logits_profile_predictions_loss: 602.0733 - val_logcount_predictions_loss: 0.5253 Epoch 00003: val_loss improved from 613.60327 to 608.53491, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2/chrombpnet.h5 Epoch 4/50 1/2557 [..............................] - ETA: 7:10 - loss: 695.1244 - logits_profile_predictions_loss: 685.1572 - logcount_predictions_loss: 0.8103 2/2557 [..............................] - ETA: 5:56 - loss: 638.7251 - logits_profile_predictions_loss: 630.1514 - logcount_predictions_loss: 0.6970 3/2557 [..............................] - ETA: 5:56 - loss: 616.7075 - logits_profile_predictions_loss: 608.5674 - logcount_predictions_loss: 0.6618 4/2557 [..............................] - ETA: 5:55 - loss: 604.7713 - logits_profile_predictions_loss: 596.7737 - logcount_predictions_loss: 0.6502 5/2557 [..............................] - ETA: 5:55 - loss: 598.4286 - logits_profile_predictions_loss: 590.5306 - logcount_predictions_loss: 0.6421 6/2557 [..............................] - ETA: 5:55 - loss: 595.0150 - logits_profile_predictions_loss: 587.1457 - logcount_predictions_loss: 0.6398 7/2557 [..............................] - ETA: 5:55 - loss: 592.7003 - logits_profile_predictions_loss: 584.8959 - logcount_predictions_loss: 0.6345 8/2557 [..............................] - ETA: 5:55 - loss: 591.0495 - logits_profile_predictions_loss: 583.2804 - logcount_predictions_loss: 0.6316 9/2557 [..............................] - ETA: 5:55 - loss: 590.2036 - logits_profile_predictions_loss: 582.4685 - logcount_predictions_loss: 0.6289 10/2557 [..............................] - ETA: 5:54 - loss: 590.2061 - logits_profile_predictions_loss: 582.4899 - logcount_predictions_loss: 0.6273 11/2557 [..............................] - ETA: 5:54 - loss: 590.2083 - logits_profile_predictions_loss: 582.5211 - logcount_predictions_loss: 0.6250 12/2557 [..............................] - ETA: 5:54 - loss: 589.6351 - logits_profile_predictions_loss: 581.9884 - logcount_predictions_loss: 0.6217 13/2557 [..............................] - ETA: 5:54 - loss: 589.7939 - logits_profile_predictions_loss: 582.1830 - logcount_predictions_loss: 0.6188 14/2557 [..............................] - ETA: 5:54 - loss: 589.5054 - logits_profile_predictions_loss: 581.9293 - logcount_predictions_loss: 0.6159 15/2557 [..............................] - ETA: 5:54 - loss: 589.0782 - logits_profile_predictions_loss: 581.5362 - logcount_predictions_loss: 0.6132 16/2557 [..............................] - ETA: 5:54 - loss: 589.0092 - logits_profile_predictions_loss: 581.4978 - logcount_predictions_loss: 0.6107 17/2557 [..............................] - ETA: 5:54 - loss: 589.2800 - logits_profile_predictions_loss: 581.7939 - logcount_predictions_loss: 0.6086 18/2557 [..............................] - ETA: 5:54 - loss: 589.4790 - logits_profile_predictions_loss: 582.0156 - logcount_predictions_loss: 0.6068 19/2557 [..............................] - ETA: 5:53 - loss: 590.0837 - logits_profile_predictions_loss: 582.6315 - logcount_predictions_loss: 0.6059 20/2557 [..............................] - ETA: 5:53 - loss: 590.3323 - logits_profile_predictions_loss: 582.8979 - logcount_predictions_loss: 0.6044 21/2557 [..............................] - ETA: 5:53 - loss: 590.7639 - logits_profile_predictions_loss: 583.3435 - logcount_predictions_loss: 0.6033 22/2557 [..............................] - ETA: 5:53 - loss: 591.1801 - logits_profile_predictions_loss: 583.7763 - logcount_predictions_loss: 0.6019 23/2557 [..............................] - ETA: 5:53 - loss: 591.6418 - logits_profile_predictions_loss: 584.2560 - logcount_predictions_loss: 0.6005 24/2557 [..............................] - ETA: 5:52 - loss: 592.0959 - logits_profile_predictions_loss: 584.7275 - logcount_predictions_loss: 0.5991 25/2557 [..............................] - ETA: 5:52 - loss: 592.4722 - logits_profile_predictions_loss: 585.1206 - logcount_predictions_loss: 0.5977 26/2557 [..............................] - ETA: 5:52 - loss: 592.6463 - logits_profile_predictions_loss: 585.3135 - logcount_predictions_loss: 0.5962 27/2557 [..............................] - ETA: 5:52 - loss: 592.7971 - logits_profile_predictions_loss: 585.4806 - logcount_predictions_loss: 0.5948 28/2557 [..............................] - ETA: 5:52 - loss: 592.9455 - logits_profile_predictions_loss: 585.6452 - logcount_predictions_loss: 0.5935 29/2557 [..............................] - ETA: 5:52 - loss: 593.1786 - logits_profile_predictions_loss: 585.8887 - logcount_predictions_loss: 0.5927 30/2557 [..............................] - ETA: 5:52 - loss: 593.4036 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:48 - loss: 593.6211 - logits_profile_predictions_loss: 586.4527 - logcount_predictions_loss: 0.5828 58/2557 [..............................] - ETA: 5:48 - loss: 593.6051 - logits_profile_predictions_loss: 586.4360 - logcount_predictions_loss: 0.5829 59/2557 [..............................] - ETA: 5:48 - loss: 593.6044 - logits_profile_predictions_loss: 586.4339 - logcount_predictions_loss: 0.5830 60/2557 [..............................] - ETA: 5:48 - loss: 593.5798 - logits_profile_predictions_loss: 586.4090 - logcount_predictions_loss: 0.5830 61/2557 [..............................] - ETA: 5:48 - loss: 593.5501 - logits_profile_predictions_loss: 586.3789 - logcount_predictions_loss: 0.5830 62/2557 [..............................] - ETA: 5:47 - loss: 593.5033 - logits_profile_predictions_loss: 586.3320 - logcount_predictions_loss: 0.5830 63/2557 [..............................] - ETA: 5:47 - loss: 593.4630 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:44 - loss: 591.9883 - logits_profile_predictions_loss: 584.8426 - logcount_predictions_loss: 0.5810 91/2557 [>.............................] - ETA: 5:44 - loss: 591.9206 - logits_profile_predictions_loss: 584.7764 - logcount_predictions_loss: 0.5808 92/2557 [>.............................] - ETA: 5:44 - loss: 591.8581 - logits_profile_predictions_loss: 584.7154 - logcount_predictions_loss: 0.5807 93/2557 [>.............................] - ETA: 5:43 - loss: 591.8221 - logits_profile_predictions_loss: 584.6806 - logcount_predictions_loss: 0.5806 94/2557 [>.............................] - ETA: 5:43 - loss: 591.7892 - logits_profile_predictions_loss: 584.6487 - logcount_predictions_loss: 0.5805 95/2557 [>.............................] - ETA: 5:43 - loss: 591.7632 - logits_profile_predictions_loss: 584.6236 - logcount_predictions_loss: 0.5805 96/2557 [>.............................] - ETA: 5:43 - loss: 591.7331 - logits_profile_predictions_loss: 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0.5791 110/2557 [>.............................] - ETA: 5:41 - loss: 591.2013 - logits_profile_predictions_loss: 584.0796 - logcount_predictions_loss: 0.5790 111/2557 [>.............................] - ETA: 5:41 - loss: 591.1530 - logits_profile_predictions_loss: 584.0326 - logcount_predictions_loss: 0.5789 112/2557 [>.............................] - ETA: 5:41 - loss: 591.1068 - logits_profile_predictions_loss: 583.9875 - logcount_predictions_loss: 0.5788 113/2557 [>.............................] - ETA: 5:41 - loss: 591.0676 - logits_profile_predictions_loss: 583.9495 - logcount_predictions_loss: 0.5787 114/2557 [>.............................] - ETA: 5:41 - loss: 591.0316 - logits_profile_predictions_loss: 583.9146 - logcount_predictions_loss: 0.5786 115/2557 [>.............................] - ETA: 5:40 - loss: 590.9962 - logits_profile_predictions_loss: 583.8804 - logcount_predictions_loss: 0.5785 116/2557 [>.............................] - ETA: 5:40 - loss: 590.9558 - 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logits_profile_predictions_loss: 583.0946 - logcount_predictions_loss: 0.5650 403/2557 [===>..........................] - ETA: 5:00 - loss: 590.0493 - logits_profile_predictions_loss: 583.0998 - logcount_predictions_loss: 0.5650 404/2557 [===>..........................] - ETA: 5:00 - loss: 590.0541 - logits_profile_predictions_loss: 583.1048 - logcount_predictions_loss: 0.5650 405/2557 [===>..........................] - ETA: 5:00 - loss: 590.0590 - logits_profile_predictions_loss: 583.1099 - logcount_predictions_loss: 0.5650 406/2557 [===>..........................] - ETA: 5:00 - loss: 590.0638 - logits_profile_predictions_loss: 583.1149 - logcount_predictions_loss: 0.5650 407/2557 [===>..........................] - ETA: 5:00 - loss: 590.0681 - logits_profile_predictions_loss: 583.1194 - logcount_predictions_loss: 0.5649 408/2557 [===>..........................] - ETA: 4:59 - loss: 590.0723 - logits_profile_predictions_loss: 583.1238 - logcount_predictions_loss: 0.5649 409/2557 [===>..........................] - ETA: 4:59 - loss: 590.0769 - logits_profile_predictions_loss: 583.1286 - logcount_predictions_loss: 0.5649 410/2557 [===>..........................] - ETA: 4:59 - loss: 590.0819 - logits_profile_predictions_loss: 583.1338 - logcount_predictions_loss: 0.5649 411/2557 [===>..........................] - ETA: 4:59 - loss: 590.0873 - logits_profile_predictions_loss: 583.1394 - logcount_predictions_loss: 0.5649 412/2557 [===>..........................] - ETA: 4:59 - loss: 590.0928 - logits_profile_predictions_loss: 583.1450 - logcount_predictions_loss: 0.5649 413/2557 [===>..........................] - ETA: 4:59 - loss: 590.0979 - logits_profile_predictions_loss: 583.1502 - logcount_predictions_loss: 0.5649 414/2557 [===>..........................] - ETA: 4:59 - loss: 590.1025 - logits_profile_predictions_loss: 583.1551 - logcount_predictions_loss: 0.5648 415/2557 [===>..........................] - ETA: 4:58 - loss: 590.1073 - logits_profile_predictions_loss: 583.1600 - logcount_predictions_loss: 0.5648 416/2557 [===>..........................] - ETA: 4:58 - loss: 590.1120 - logits_profile_predictions_loss: 583.1649 - logcount_predictions_loss: 0.5648 417/2557 [===>..........................] - ETA: 4:58 - loss: 590.1166 - logits_profile_predictions_loss: 583.1696 - logcount_predictions_loss: 0.5648 418/2557 [===>..........................] - ETA: 4:58 - loss: 590.1208 - logits_profile_predictions_loss: 583.1741 - logcount_predictions_loss: 0.5648 419/2557 [===>..........................] - ETA: 4:58 - loss: 590.1248 - logits_profile_predictions_loss: 583.1782 - logcount_predictions_loss: 0.5648 420/2557 [===>..........................] - ETA: 4:58 - loss: 590.1288 - logits_profile_predictions_loss: 583.1825 - logcount_predictions_loss: 0.5648 421/2557 [===>..........................] - ETA: 4:58 - loss: 590.1327 - logits_profile_predictions_loss: 583.1865 - logcount_predictions_loss: 0.5647 422/2557 [===>..........................] - ETA: 4:57 - loss: 590.1360 - logits_profile_predictions_loss: 583.1900 - logcount_predictions_loss: 0.5647 423/2557 [===>..........................] - ETA: 4:57 - loss: 590.1401 - logits_profile_predictions_loss: 583.1943 - logcount_predictions_loss: 0.5647 424/2557 [===>..........................] - ETA: 4:57 - loss: 590.1440 - logits_profile_predictions_loss: 583.1985 - logcount_predictions_loss: 0.5647 425/2557 [===>..........................] - ETA: 4:57 - loss: 590.1482 - logits_profile_predictions_loss: 583.2029 - logcount_predictions_loss: 0.5647 426/2557 [===>..........................] - ETA: 4:57 - loss: 590.1522 - logits_profile_predictions_loss: 583.2071 - logcount_predictions_loss: 0.5647 427/2557 [====>.........................] - ETA: 4:57 - loss: 590.1562 - logits_profile_predictions_loss: 583.2112 - logcount_predictions_loss: 0.5646 428/2557 [====>.........................] - ETA: 4:57 - loss: 590.1596 - 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[====>.........................] - ETA: 4:56 - loss: 590.1787 - logits_profile_predictions_loss: 583.2356 - logcount_predictions_loss: 0.5645 436/2557 [====>.........................] - ETA: 4:55 - loss: 590.1810 - logits_profile_predictions_loss: 583.2382 - logcount_predictions_loss: 0.5645 437/2557 [====>.........................] - ETA: 4:55 - loss: 590.1833 - logits_profile_predictions_loss: 583.2407 - logcount_predictions_loss: 0.5644 438/2557 [====>.........................] - ETA: 4:55 - loss: 590.1854 - logits_profile_predictions_loss: 583.2430 - logcount_predictions_loss: 0.5644 439/2557 [====>.........................] - ETA: 4:55 - loss: 590.1876 - logits_profile_predictions_loss: 583.2455 - logcount_predictions_loss: 0.5644 440/2557 [====>.........................] - ETA: 4:55 - loss: 590.1898 - logits_profile_predictions_loss: 583.2480 - logcount_predictions_loss: 0.5644 441/2557 [====>.........................] - ETA: 4:55 - loss: 590.1921 - logits_profile_predictions_loss: 583.2505 - logcount_predictions_loss: 0.5644 442/2557 [====>.........................] - ETA: 4:55 - loss: 590.1944 - logits_profile_predictions_loss: 583.2531 - logcount_predictions_loss: 0.5643 443/2557 [====>.........................] - ETA: 4:55 - loss: 590.1961 - logits_profile_predictions_loss: 583.2550 - logcount_predictions_loss: 0.5643 444/2557 [====>.........................] - ETA: 4:54 - loss: 590.1978 - logits_profile_predictions_loss: 583.2570 - logcount_predictions_loss: 0.5643 445/2557 [====>.........................] - ETA: 4:54 - loss: 590.1993 - logits_profile_predictions_loss: 583.2588 - logcount_predictions_loss: 0.5643 446/2557 [====>.........................] - ETA: 4:54 - loss: 590.2007 - logits_profile_predictions_loss: 583.2606 - logcount_predictions_loss: 0.5643 447/2557 [====>.........................] - ETA: 4:54 - loss: 590.2022 - logits_profile_predictions_loss: 583.2623 - logcount_predictions_loss: 0.5642 448/2557 [====>.........................] - ETA: 4:54 - loss: 590.2037 - logits_profile_predictions_loss: 583.2641 - logcount_predictions_loss: 0.5642 449/2557 [====>.........................] - ETA: 4:54 - loss: 590.2054 - logits_profile_predictions_loss: 583.2661 - logcount_predictions_loss: 0.5642 450/2557 [====>.........................] - ETA: 4:54 - loss: 590.2072 - logits_profile_predictions_loss: 583.2681 - logcount_predictions_loss: 0.5642 451/2557 [====>.........................] - ETA: 4:53 - loss: 590.2089 - logits_profile_predictions_loss: 583.2702 - logcount_predictions_loss: 0.5641 452/2557 [====>.........................] - ETA: 4:53 - loss: 590.2106 - logits_profile_predictions_loss: 583.2721 - logcount_predictions_loss: 0.5641 453/2557 [====>.........................] - ETA: 4:53 - loss: 590.2121 - logits_profile_predictions_loss: 583.2739 - logcount_predictions_loss: 0.5641 454/2557 [====>.........................] - ETA: 4:53 - loss: 590.2133 - 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[====>.........................] - ETA: 4:52 - loss: 590.2290 - logits_profile_predictions_loss: 583.2929 - logcount_predictions_loss: 0.5639 462/2557 [====>.........................] - ETA: 4:52 - loss: 590.2317 - logits_profile_predictions_loss: 583.2958 - logcount_predictions_loss: 0.5639 463/2557 [====>.........................] - ETA: 4:52 - loss: 590.2338 - logits_profile_predictions_loss: 583.2982 - logcount_predictions_loss: 0.5639 464/2557 [====>.........................] - ETA: 4:52 - loss: 590.2360 - logits_profile_predictions_loss: 583.3006 - logcount_predictions_loss: 0.5639 465/2557 [====>.........................] - ETA: 4:51 - loss: 590.2384 - logits_profile_predictions_loss: 583.3032 - logcount_predictions_loss: 0.5638 466/2557 [====>.........................] - ETA: 4:51 - loss: 590.2408 - logits_profile_predictions_loss: 583.3058 - logcount_predictions_loss: 0.5638 467/2557 [====>.........................] - ETA: 4:51 - loss: 590.2436 - logits_profile_predictions_loss: 583.3087 - logcount_predictions_loss: 0.5638 468/2557 [====>.........................] - ETA: 4:51 - loss: 590.2464 - logits_profile_predictions_loss: 583.3117 - logcount_predictions_loss: 0.5638 469/2557 [====>.........................] - ETA: 4:51 - loss: 590.2489 - logits_profile_predictions_loss: 583.3143 - logcount_predictions_loss: 0.5638 470/2557 [====>.........................] - ETA: 4:51 - loss: 590.2516 - logits_profile_predictions_loss: 583.3172 - logcount_predictions_loss: 0.5638 471/2557 [====>.........................] - ETA: 4:51 - loss: 590.2550 - logits_profile_predictions_loss: 583.3207 - logcount_predictions_loss: 0.5638 472/2557 [====>.........................] - ETA: 4:50 - loss: 590.2584 - logits_profile_predictions_loss: 583.3242 - logcount_predictions_loss: 0.5638 473/2557 [====>.........................] - ETA: 4:50 - loss: 590.2615 - logits_profile_predictions_loss: 583.3275 - logcount_predictions_loss: 0.5638 474/2557 [====>.........................] - ETA: 4:50 - loss: 590.2641 - logits_profile_predictions_loss: 583.3302 - logcount_predictions_loss: 0.5637 475/2557 [====>.........................] - ETA: 4:50 - loss: 590.2670 - logits_profile_predictions_loss: 583.3332 - logcount_predictions_loss: 0.5637 476/2557 [====>.........................] - ETA: 4:50 - loss: 590.2702 - logits_profile_predictions_loss: 583.3366 - logcount_predictions_loss: 0.5637 477/2557 [====>.........................] - ETA: 4:50 - loss: 590.2730 - logits_profile_predictions_loss: 583.3396 - logcount_predictions_loss: 0.5637 478/2557 [====>.........................] - ETA: 4:50 - loss: 590.2760 - logits_profile_predictions_loss: 583.3427 - logcount_predictions_loss: 0.5637 479/2557 [====>.........................] - ETA: 4:50 - loss: 590.2794 - logits_profile_predictions_loss: 583.3462 - logcount_predictions_loss: 0.5637 480/2557 [====>.........................] - ETA: 4:49 - loss: 590.2830 - logits_profile_predictions_loss: 583.3499 - logcount_predictions_loss: 0.5637 481/2557 [====>.........................] - ETA: 4:49 - loss: 590.2868 - logits_profile_predictions_loss: 583.3538 - logcount_predictions_loss: 0.5637 482/2557 [====>.........................] - ETA: 4:49 - loss: 590.2909 - logits_profile_predictions_loss: 583.3580 - logcount_predictions_loss: 0.5637 483/2557 [====>.........................] - ETA: 4:49 - loss: 590.2955 - logits_profile_predictions_loss: 583.3627 - logcount_predictions_loss: 0.5637 484/2557 [====>.........................] - ETA: 4:49 - loss: 590.3003 - logits_profile_predictions_loss: 583.3676 - logcount_predictions_loss: 0.5636 485/2557 [====>.........................] - ETA: 4:49 - loss: 590.3052 - logits_profile_predictions_loss: 583.3725 - logcount_predictions_loss: 0.5636 486/2557 [====>.........................] - ETA: 4:49 - loss: 590.3099 - logits_profile_predictions_loss: 583.3772 - logcount_predictions_loss: 0.5636 487/2557 [====>.........................] - ETA: 4:48 - loss: 590.3143 - logits_profile_predictions_loss: 583.3817 - logcount_predictions_loss: 0.5636 488/2557 [====>.........................] - ETA: 4:48 - loss: 590.3188 - logits_profile_predictions_loss: 583.3863 - logcount_predictions_loss: 0.5636 489/2557 [====>.........................] - ETA: 4:48 - loss: 590.3233 - logits_profile_predictions_loss: 583.3908 - logcount_predictions_loss: 0.5636 490/2557 [====>.........................] - ETA: 4:48 - loss: 590.3279 - logits_profile_predictions_loss: 583.3955 - logcount_predictions_loss: 0.5636 491/2557 [====>.........................] - ETA: 4:48 - loss: 590.3324 - logits_profile_predictions_loss: 583.4000 - logcount_predictions_loss: 0.5636 492/2557 [====>.........................] - ETA: 4:48 - loss: 590.3369 - logits_profile_predictions_loss: 583.4045 - logcount_predictions_loss: 0.5636 493/2557 [====>.........................] - ETA: 4:48 - loss: 590.3410 - logits_profile_predictions_loss: 583.4087 - logcount_predictions_loss: 0.5636 494/2557 [====>.........................] - ETA: 4:47 - loss: 590.3447 - logits_profile_predictions_loss: 583.4123 - logcount_predictions_loss: 0.5636 495/2557 [====>.........................] - ETA: 4:47 - loss: 590.3483 - logits_profile_predictions_loss: 583.4159 - logcount_predictions_loss: 0.5636 496/2557 [====>.........................] - ETA: 4:47 - loss: 590.3523 - logits_profile_predictions_loss: 583.4200 - logcount_predictions_loss: 0.5636 497/2557 [====>.........................] - ETA: 4:47 - loss: 590.3565 - logits_profile_predictions_loss: 583.4243 - logcount_predictions_loss: 0.5636 498/2557 [====>.........................] - ETA: 4:47 - loss: 590.3607 - logits_profile_predictions_loss: 583.4284 - logcount_predictions_loss: 0.5636 499/2557 [====>.........................] - ETA: 4:47 - loss: 590.3649 - logits_profile_predictions_loss: 583.4327 - logcount_predictions_loss: 0.5636 500/2557 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loss: 590.5261 - logits_profile_predictions_loss: 583.6770 - logcount_predictions_loss: 0.5569 2536/2557 [============================>.] - ETA: 2s - loss: 590.5253 - logits_profile_predictions_loss: 583.6762 - logcount_predictions_loss: 0.5569 2537/2557 [============================>.] - ETA: 2s - loss: 590.5245 - logits_profile_predictions_loss: 583.6754 - logcount_predictions_loss: 0.5569 2538/2557 [============================>.] - ETA: 2s - loss: 590.5237 - logits_profile_predictions_loss: 583.6746 - logcount_predictions_loss: 0.5569 2539/2557 [============================>.] - ETA: 2s - loss: 590.5228 - logits_profile_predictions_loss: 583.6738 - logcount_predictions_loss: 0.5569 2540/2557 [============================>.] - ETA: 2s - loss: 590.5220 - logits_profile_predictions_loss: 583.6730 - logcount_predictions_loss: 0.5569 2541/2557 [============================>.] - ETA: 2s - loss: 590.5212 - logits_profile_predictions_loss: 583.6722 - logcount_predictions_loss: 0.5569 2542/2557 [============================>.] - ETA: 2s - loss: 590.5203 - logits_profile_predictions_loss: 583.6714 - logcount_predictions_loss: 0.5569 2543/2557 [============================>.] - ETA: 1s - loss: 590.5195 - logits_profile_predictions_loss: 583.6706 - logcount_predictions_loss: 0.5569 2544/2557 [============================>.] - ETA: 1s - loss: 590.5187 - logits_profile_predictions_loss: 583.6698 - logcount_predictions_loss: 0.5569 2545/2557 [============================>.] - ETA: 1s - loss: 590.5178 - logits_profile_predictions_loss: 583.6690 - logcount_predictions_loss: 0.5569 2546/2557 [============================>.] - ETA: 1s - loss: 590.5170 - logits_profile_predictions_loss: 583.6682 - logcount_predictions_loss: 0.5569 2547/2557 [============================>.] - ETA: 1s - loss: 590.5161 - logits_profile_predictions_loss: 583.6674 - logcount_predictions_loss: 0.5569 2548/2557 [============================>.] - ETA: 1s - loss: 590.5153 - logits_profile_predictions_loss: 583.6666 - logcount_predictions_loss: 0.5569 2549/2557 [============================>.] - ETA: 1s - loss: 590.5144 - logits_profile_predictions_loss: 583.6658 - logcount_predictions_loss: 0.5569 2550/2557 [============================>.] - ETA: 0s - loss: 590.5136 - logits_profile_predictions_loss: 583.6650 - logcount_predictions_loss: 0.5569 2551/2557 [============================>.] - ETA: 0s - loss: 590.5127 - logits_profile_predictions_loss: 583.6642 - logcount_predictions_loss: 0.5569 2552/2557 [============================>.] - ETA: 0s - loss: 590.5119 - logits_profile_predictions_loss: 583.6634 - logcount_predictions_loss: 0.5569 2553/2557 [============================>.] - ETA: 0s - loss: 590.5111 - logits_profile_predictions_loss: 583.6625 - logcount_predictions_loss: 0.5568 2554/2557 [============================>.] - ETA: 0s - loss: 590.5102 - logits_profile_predictions_loss: 583.6617 - logcount_predictions_loss: 0.5568 2555/2557 [============================>.] - ETA: 0s - loss: 590.5094 - logits_profile_predictions_loss: 583.6609 - logcount_predictions_loss: 0.5568 2556/2557 [============================>.] - ETA: 0s - loss: 590.5086 - logits_profile_predictions_loss: 583.6601 - logcount_predictions_loss: 0.5568 2557/2557 [==============================] - ETA: 0s - loss: 590.5077 - logits_profile_predictions_loss: 583.6594 - logcount_predictions_loss: 0.5568 2557/2557 [==============================] - 371s 145ms/step - loss: 590.5069 - logits_profile_predictions_loss: 583.6586 - logcount_predictions_loss: 0.5568 - val_loss: 616.4166 - val_logits_profile_predictions_loss: 609.6259 - val_logcount_predictions_loss: 0.5521 Epoch 00004: val_loss did not improve from 608.53491 Epoch 5/50 1/2557 [..............................] - ETA: 7:10 - loss: 579.4213 - logits_profile_predictions_loss: 571.9038 - logcount_predictions_loss: 0.6112 2/2557 [..............................] - ETA: 6:28 - loss: 589.8171 - logits_profile_predictions_loss: 582.4092 - logcount_predictions_loss: 0.6023 3/2557 [..............................] - ETA: 6:12 - loss: 584.7940 - logits_profile_predictions_loss: 577.4702 - logcount_predictions_loss: 0.5954 4/2557 [..............................] - ETA: 6:06 - loss: 576.7382 - logits_profile_predictions_loss: 569.6667 - logcount_predictions_loss: 0.5749 5/2557 [..............................] - ETA: 6:04 - loss: 572.7652 - logits_profile_predictions_loss: 565.8778 - logcount_predictions_loss: 0.5600 6/2557 [..............................] - ETA: 6:02 - loss: 568.8706 - logits_profile_predictions_loss: 562.0626 - logcount_predictions_loss: 0.5535 7/2557 [..............................] - ETA: 6:01 - loss: 570.0784 - logits_profile_predictions_loss: 563.3119 - logcount_predictions_loss: 0.5501 8/2557 [..............................] - ETA: 6:00 - loss: 570.8745 - logits_profile_predictions_loss: 564.1447 - logcount_predictions_loss: 0.5471 9/2557 [..............................] - ETA: 5:59 - loss: 572.1604 - logits_profile_predictions_loss: 565.4633 - logcount_predictions_loss: 0.5445 10/2557 [..............................] - ETA: 5:58 - loss: 574.1104 - logits_profile_predictions_loss: 567.4286 - logcount_predictions_loss: 0.5432 11/2557 [..............................] - ETA: 5:58 - loss: 575.9881 - logits_profile_predictions_loss: 569.3258 - logcount_predictions_loss: 0.5417 12/2557 [..............................] - ETA: 5:58 - loss: 577.4686 - logits_profile_predictions_loss: 570.8191 - logcount_predictions_loss: 0.5406 13/2557 [..............................] - ETA: 5:57 - loss: 578.3306 - logits_profile_predictions_loss: 571.6968 - logcount_predictions_loss: 0.5393 14/2557 [..............................] - ETA: 5:57 - loss: 579.0919 - logits_profile_predictions_loss: 572.4659 - logcount_predictions_loss: 0.5387 15/2557 [..............................] - ETA: 5:56 - loss: 580.0925 - logits_profile_predictions_loss: 573.4635 - logcount_predictions_loss: 0.5389 16/2557 [..............................] - ETA: 5:56 - loss: 580.6257 - logits_profile_predictions_loss: 574.0049 - logcount_predictions_loss: 0.5383 17/2557 [..............................] - ETA: 5:56 - loss: 581.0587 - logits_profile_predictions_loss: 574.4491 - logcount_predictions_loss: 0.5374 18/2557 [..............................] - ETA: 5:56 - loss: 581.2987 - logits_profile_predictions_loss: 574.6974 - logcount_predictions_loss: 0.5367 19/2557 [..............................] - ETA: 5:55 - loss: 581.4158 - logits_profile_predictions_loss: 574.8180 - logcount_predictions_loss: 0.5364 20/2557 [..............................] - ETA: 5:55 - loss: 581.5739 - logits_profile_predictions_loss: 574.9839 - logcount_predictions_loss: 0.5358 21/2557 [..............................] - ETA: 5:55 - loss: 581.6267 - logits_profile_predictions_loss: 575.0468 - logcount_predictions_loss: 0.5350 22/2557 [..............................] - ETA: 5:55 - loss: 581.5008 - logits_profile_predictions_loss: 574.9304 - logcount_predictions_loss: 0.5342 23/2557 [..............................] - ETA: 5:55 - loss: 581.2628 - logits_profile_predictions_loss: 574.7041 - logcount_predictions_loss: 0.5332 24/2557 [..............................] - ETA: 5:55 - loss: 581.2623 - logits_profile_predictions_loss: 574.7104 - logcount_predictions_loss: 0.5327 25/2557 [..............................] - ETA: 5:54 - loss: 581.3113 - logits_profile_predictions_loss: 574.7675 - logcount_predictions_loss: 0.5320 26/2557 [..............................] - ETA: 5:54 - loss: 581.2657 - logits_profile_predictions_loss: 574.7314 - logcount_predictions_loss: 0.5312 27/2557 [..............................] - ETA: 5:54 - loss: 581.0912 - logits_profile_predictions_loss: 574.5669 - logcount_predictions_loss: 0.5304 28/2557 [..............................] - ETA: 5:54 - loss: 580.8461 - logits_profile_predictions_loss: 574.3303 - logcount_predictions_loss: 0.5297 29/2557 [..............................] - ETA: 5:54 - loss: 580.6852 - logits_profile_predictions_loss: 574.1775 - logcount_predictions_loss: 0.5291 30/2557 [..............................] - ETA: 5:53 - loss: 580.4594 - logits_profile_predictions_loss: 573.9599 - logcount_predictions_loss: 0.5284 31/2557 [..............................] - ETA: 5:53 - loss: 580.3008 - logits_profile_predictions_loss: 573.8086 - logcount_predictions_loss: 0.5278 32/2557 [..............................] - ETA: 5:53 - loss: 580.2358 - logits_profile_predictions_loss: 573.7498 - logcount_predictions_loss: 0.5273 33/2557 [..............................] - ETA: 5:53 - loss: 580.2585 - logits_profile_predictions_loss: 573.7752 - logcount_predictions_loss: 0.5271 34/2557 [..............................] - ETA: 5:53 - loss: 580.2842 - logits_profile_predictions_loss: 573.8019 - logcount_predictions_loss: 0.5270 35/2557 [..............................] - ETA: 5:53 - loss: 580.2805 - logits_profile_predictions_loss: 573.7990 - logcount_predictions_loss: 0.5269 36/2557 [..............................] - ETA: 5:52 - loss: 580.2940 - logits_profile_predictions_loss: 573.8135 - logcount_predictions_loss: 0.5269 37/2557 [..............................] - ETA: 5:52 - loss: 580.4072 - logits_profile_predictions_loss: 573.9273 - logcount_predictions_loss: 0.5268 38/2557 [..............................] - ETA: 5:52 - loss: 580.5012 - logits_profile_predictions_loss: 574.0229 - logcount_predictions_loss: 0.5267 39/2557 [..............................] - ETA: 5:52 - loss: 580.5940 - logits_profile_predictions_loss: 574.1181 - logcount_predictions_loss: 0.5265 40/2557 [..............................] - ETA: 5:52 - loss: 580.6893 - logits_profile_predictions_loss: 574.2167 - logcount_predictions_loss: 0.5262 41/2557 [..............................] - ETA: 5:51 - loss: 580.8655 - logits_profile_predictions_loss: 574.3940 - logcount_predictions_loss: 0.5261 42/2557 [..............................] - ETA: 5:51 - loss: 581.1120 - logits_profile_predictions_loss: 574.6397 - logcount_predictions_loss: 0.5262 43/2557 [..............................] - ETA: 5:51 - loss: 581.3704 - logits_profile_predictions_loss: 574.8972 - logcount_predictions_loss: 0.5263 44/2557 [..............................] - ETA: 5:51 - loss: 581.6020 - logits_profile_predictions_loss: 575.1273 - logcount_predictions_loss: 0.5264 45/2557 [..............................] - ETA: 5:51 - loss: 581.8448 - logits_profile_predictions_loss: 575.3690 - logcount_predictions_loss: 0.5265 46/2557 [..............................] - ETA: 5:51 - loss: 582.0462 - logits_profile_predictions_loss: 575.5691 - logcount_predictions_loss: 0.5266 47/2557 [..............................] - ETA: 5:50 - loss: 582.2408 - logits_profile_predictions_loss: 575.7631 - logcount_predictions_loss: 0.5266 48/2557 [..............................] - ETA: 5:50 - loss: 582.3983 - logits_profile_predictions_loss: 575.9207 - logcount_predictions_loss: 0.5266 49/2557 [..............................] - ETA: 5:50 - loss: 582.5209 - logits_profile_predictions_loss: 576.0444 - logcount_predictions_loss: 0.5265 50/2557 [..............................] - ETA: 5:50 - loss: 582.6780 - logits_profile_predictions_loss: 576.2010 - logcount_predictions_loss: 0.5266 51/2557 [..............................] - ETA: 5:50 - loss: 582.7981 - logits_profile_predictions_loss: 576.3212 - logcount_predictions_loss: 0.5266 52/2557 [..............................] - ETA: 5:50 - loss: 582.8879 - logits_profile_predictions_loss: 576.4119 - logcount_predictions_loss: 0.5265 53/2557 [..............................] - ETA: 5:50 - loss: 582.9742 - logits_profile_predictions_loss: 576.4989 - logcount_predictions_loss: 0.5264 54/2557 [..............................] - ETA: 5:49 - loss: 583.0278 - logits_profile_predictions_loss: 576.5538 - logcount_predictions_loss: 0.5263 55/2557 [..............................] - ETA: 5:49 - loss: 583.0759 - logits_profile_predictions_loss: 576.6036 - logcount_predictions_loss: 0.5262 56/2557 [..............................] - ETA: 5:49 - loss: 583.1288 - logits_profile_predictions_loss: 576.6583 - logcount_predictions_loss: 0.5261 57/2557 [..............................] - ETA: 5:49 - loss: 583.2326 - logits_profile_predictions_loss: 576.7621 - logcount_predictions_loss: 0.5261 58/2557 [..............................] - ETA: 5:49 - loss: 583.3248 - logits_profile_predictions_loss: 576.8547 - logcount_predictions_loss: 0.5260 59/2557 [..............................] - ETA: 5:49 - loss: 583.4078 - logits_profile_predictions_loss: 576.9388 - logcount_predictions_loss: 0.5259 60/2557 [..............................] - ETA: 5:48 - loss: 583.4941 - logits_profile_predictions_loss: 577.0254 - logcount_predictions_loss: 0.5259 61/2557 [..............................] - ETA: 5:48 - loss: 583.6044 - logits_profile_predictions_loss: 577.1352 - logcount_predictions_loss: 0.5260 62/2557 [..............................] - ETA: 5:48 - loss: 583.7029 - logits_profile_predictions_loss: 577.2336 - logcount_predictions_loss: 0.5260 63/2557 [..............................] - ETA: 5:48 - loss: 583.7811 - logits_profile_predictions_loss: 577.3120 - logcount_predictions_loss: 0.5259 64/2557 [..............................] - ETA: 5:48 - loss: 583.8397 - logits_profile_predictions_loss: 577.3710 - logcount_predictions_loss: 0.5259 65/2557 [..............................] - ETA: 5:48 - loss: 583.9093 - logits_profile_predictions_loss: 577.4411 - logcount_predictions_loss: 0.5259 66/2557 [..............................] - ETA: 5:47 - loss: 583.9502 - logits_profile_predictions_loss: 577.4832 - logcount_predictions_loss: 0.5258 67/2557 [..............................] - ETA: 5:47 - loss: 584.0331 - logits_profile_predictions_loss: 577.5668 - logcount_predictions_loss: 0.5257 68/2557 [..............................] - ETA: 5:47 - loss: 584.1161 - logits_profile_predictions_loss: 577.6503 - logcount_predictions_loss: 0.5257 69/2557 [..............................] - ETA: 5:47 - loss: 584.2110 - logits_profile_predictions_loss: 577.7457 - logcount_predictions_loss: 0.5256 70/2557 [..............................] - ETA: 5:47 - loss: 584.2807 - logits_profile_predictions_loss: 577.8153 - logcount_predictions_loss: 0.5256 71/2557 [..............................] - ETA: 5:47 - loss: 584.3272 - logits_profile_predictions_loss: 577.8616 - logcount_predictions_loss: 0.5257 72/2557 [..............................] - ETA: 5:47 - loss: 584.3874 - logits_profile_predictions_loss: 577.9216 - logcount_predictions_loss: 0.5257 73/2557 [..............................] - ETA: 5:46 - loss: 584.4380 - logits_profile_predictions_loss: 577.9723 - logcount_predictions_loss: 0.5257 74/2557 [..............................] - ETA: 5:46 - loss: 584.4790 - logits_profile_predictions_loss: 578.0139 - logcount_predictions_loss: 0.5256 75/2557 [..............................] - ETA: 5:46 - loss: 584.5214 - logits_profile_predictions_loss: 578.0570 - logcount_predictions_loss: 0.5256 76/2557 [..............................] - ETA: 5:46 - loss: 584.5634 - logits_profile_predictions_loss: 578.0998 - logcount_predictions_loss: 0.5255 77/2557 [..............................] - ETA: 5:46 - loss: 584.6013 - logits_profile_predictions_loss: 578.1385 - logcount_predictions_loss: 0.5254 78/2557 [..............................] - ETA: 5:46 - loss: 584.6417 - logits_profile_predictions_loss: 578.1796 - logcount_predictions_loss: 0.5254 79/2557 [..............................] - ETA: 5:45 - loss: 584.6759 - logits_profile_predictions_loss: 578.2145 - logcount_predictions_loss: 0.5253 80/2557 [..............................] - ETA: 5:45 - loss: 584.6992 - logits_profile_predictions_loss: 578.2388 - logcount_predictions_loss: 0.5252 81/2557 [..............................] - ETA: 5:45 - loss: 584.7181 - logits_profile_predictions_loss: 578.2585 - logcount_predictions_loss: 0.5252 82/2557 [..............................] - ETA: 5:45 - loss: 584.7451 - logits_profile_predictions_loss: 578.2858 - logcount_predictions_loss: 0.5251 83/2557 [..............................] - ETA: 5:45 - loss: 584.7698 - logits_profile_predictions_loss: 578.3110 - logcount_predictions_loss: 0.5251 84/2557 [..............................] - ETA: 5:45 - loss: 584.8009 - logits_profile_predictions_loss: 578.3427 - logcount_predictions_loss: 0.5251 85/2557 [..............................] - ETA: 5:45 - loss: 584.8279 - logits_profile_predictions_loss: 578.3702 - logcount_predictions_loss: 0.5250 86/2557 [>.............................] - ETA: 5:45 - loss: 584.8500 - logits_profile_predictions_loss: 578.3929 - logcount_predictions_loss: 0.5250 87/2557 [>.............................] - ETA: 5:44 - loss: 584.8693 - logits_profile_predictions_loss: 578.4128 - logcount_predictions_loss: 0.5249 88/2557 [>.............................] - ETA: 5:44 - 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0.5207 Epoch 00005: val_loss improved from 608.53491 to 600.02460, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2/chrombpnet.h5 Epoch 6/50 1/2557 [..............................] - ETA: 7:12 - loss: 612.2883 - logits_profile_predictions_loss: 606.1832 - logcount_predictions_loss: 0.4963 2/2557 [..............................] - ETA: 6:35 - loss: 629.3218 - logits_profile_predictions_loss: 622.7598 - logcount_predictions_loss: 0.5335 3/2557 [..............................] - ETA: 6:16 - loss: 625.8747 - logits_profile_predictions_loss: 619.2658 - logcount_predictions_loss: 0.5373 4/2557 [..............................] - ETA: 6:09 - loss: 618.6165 - logits_profile_predictions_loss: 612.1193 - logcount_predictions_loss: 0.5282 5/2557 [..............................] - ETA: 6:06 - loss: 617.6142 - logits_profile_predictions_loss: 611.0366 - logcount_predictions_loss: 0.5348 6/2557 [..............................] - ETA: 6:04 - loss: 618.5586 - logits_profile_predictions_loss: 611.9605 - logcount_predictions_loss: 0.5364 7/2557 [..............................] - ETA: 6:03 - loss: 619.3698 - logits_profile_predictions_loss: 612.8051 - logcount_predictions_loss: 0.5337 8/2557 [..............................] - ETA: 6:01 - loss: 619.6157 - logits_profile_predictions_loss: 613.0721 - logcount_predictions_loss: 0.5320 9/2557 [..............................] - ETA: 6:01 - loss: 619.1643 - logits_profile_predictions_loss: 612.6432 - logcount_predictions_loss: 0.5302 10/2557 [..............................] - ETA: 6:00 - loss: 618.2802 - logits_profile_predictions_loss: 611.7775 - logcount_predictions_loss: 0.5287 11/2557 [..............................] - ETA: 5:59 - loss: 616.5942 - logits_profile_predictions_loss: 610.1182 - logcount_predictions_loss: 0.5265 12/2557 [..............................] - ETA: 5:59 - loss: 615.2860 - logits_profile_predictions_loss: 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2504/2557 [============================>.] - ETA: 7s - loss: 581.9020 - logits_profile_predictions_loss: 575.7719 - logcount_predictions_loss: 0.4984 2505/2557 [============================>.] - ETA: 7s - loss: 581.9016 - logits_profile_predictions_loss: 575.7714 - logcount_predictions_loss: 0.4984 2506/2557 [============================>.] - ETA: 7s - loss: 581.9011 - logits_profile_predictions_loss: 575.7710 - logcount_predictions_loss: 0.4984 2507/2557 [============================>.] - ETA: 6s - loss: 581.9006 - logits_profile_predictions_loss: 575.7705 - logcount_predictions_loss: 0.4984 2508/2557 [============================>.] - ETA: 6s - loss: 581.9001 - logits_profile_predictions_loss: 575.7701 - logcount_predictions_loss: 0.4984 2509/2557 [============================>.] - ETA: 6s - loss: 581.8997 - logits_profile_predictions_loss: 575.7696 - logcount_predictions_loss: 0.4984 2510/2557 [============================>.] - ETA: 6s - loss: 581.8992 - logits_profile_predictions_loss: 575.7692 - logcount_predictions_loss: 0.4984 2511/2557 [============================>.] - ETA: 6s - loss: 581.8987 - logits_profile_predictions_loss: 575.7687 - logcount_predictions_loss: 0.4984 2512/2557 [============================>.] - ETA: 6s - loss: 581.8982 - logits_profile_predictions_loss: 575.7682 - logcount_predictions_loss: 0.4984 2513/2557 [============================>.] - ETA: 6s - loss: 581.8978 - logits_profile_predictions_loss: 575.7677 - logcount_predictions_loss: 0.4984 2514/2557 [============================>.] - ETA: 6s - loss: 581.8973 - logits_profile_predictions_loss: 575.7673 - logcount_predictions_loss: 0.4984 2515/2557 [============================>.] - ETA: 5s - loss: 581.8968 - logits_profile_predictions_loss: 575.7668 - logcount_predictions_loss: 0.4984 2516/2557 [============================>.] - ETA: 5s - loss: 581.8963 - logits_profile_predictions_loss: 575.7664 - logcount_predictions_loss: 0.4984 2517/2557 [============================>.] - ETA: 5s - loss: 581.8959 - logits_profile_predictions_loss: 575.7659 - logcount_predictions_loss: 0.4984 2518/2557 [============================>.] - ETA: 5s - loss: 581.8954 - logits_profile_predictions_loss: 575.7654 - logcount_predictions_loss: 0.4984 2519/2557 [============================>.] - ETA: 5s - loss: 581.8949 - logits_profile_predictions_loss: 575.7650 - logcount_predictions_loss: 0.4984 2520/2557 [============================>.] - ETA: 5s - loss: 581.8945 - logits_profile_predictions_loss: 575.7645 - logcount_predictions_loss: 0.4984 2521/2557 [============================>.] - ETA: 5s - loss: 581.8940 - logits_profile_predictions_loss: 575.7641 - logcount_predictions_loss: 0.4984 2522/2557 [============================>.] - ETA: 4s - loss: 581.8936 - logits_profile_predictions_loss: 575.7636 - logcount_predictions_loss: 0.4984 2523/2557 [============================>.] - ETA: 4s - loss: 581.8931 - logits_profile_predictions_loss: 575.7632 - logcount_predictions_loss: 0.4984 2524/2557 [============================>.] - ETA: 4s - loss: 581.8927 - logits_profile_predictions_loss: 575.7628 - logcount_predictions_loss: 0.4984 2525/2557 [============================>.] - ETA: 4s - loss: 581.8923 - logits_profile_predictions_loss: 575.7624 - logcount_predictions_loss: 0.4984 2526/2557 [============================>.] - ETA: 4s - loss: 581.8919 - logits_profile_predictions_loss: 575.7620 - logcount_predictions_loss: 0.4984 2527/2557 [============================>.] - ETA: 4s - loss: 581.8915 - logits_profile_predictions_loss: 575.7616 - logcount_predictions_loss: 0.4984 2528/2557 [============================>.] - ETA: 4s - loss: 581.8911 - logits_profile_predictions_loss: 575.7612 - logcount_predictions_loss: 0.4984 2529/2557 [============================>.] - ETA: 3s - loss: 581.8907 - logits_profile_predictions_loss: 575.7608 - logcount_predictions_loss: 0.4984 2530/2557 [============================>.] - ETA: 3s - loss: 581.8903 - logits_profile_predictions_loss: 575.7604 - logcount_predictions_loss: 0.4984 2531/2557 [============================>.] - ETA: 3s - loss: 581.8899 - logits_profile_predictions_loss: 575.7601 - logcount_predictions_loss: 0.4984 2532/2557 [============================>.] - ETA: 3s - loss: 581.8895 - logits_profile_predictions_loss: 575.7597 - logcount_predictions_loss: 0.4984 2533/2557 [============================>.] - ETA: 3s - loss: 581.8891 - logits_profile_predictions_loss: 575.7593 - logcount_predictions_loss: 0.4984 2534/2557 [============================>.] - ETA: 3s - loss: 581.8887 - logits_profile_predictions_loss: 575.7589 - logcount_predictions_loss: 0.4984 2535/2557 [============================>.] - ETA: 3s - loss: 581.8883 - logits_profile_predictions_loss: 575.7585 - logcount_predictions_loss: 0.4984 2536/2557 [============================>.] - ETA: 2s - loss: 581.8878 - logits_profile_predictions_loss: 575.7581 - logcount_predictions_loss: 0.4984 2537/2557 [============================>.] - ETA: 2s - loss: 581.8874 - logits_profile_predictions_loss: 575.7576 - logcount_predictions_loss: 0.4984 2538/2557 [============================>.] - ETA: 2s - loss: 581.8870 - logits_profile_predictions_loss: 575.7572 - logcount_predictions_loss: 0.4984 2539/2557 [============================>.] - ETA: 2s - loss: 581.8866 - logits_profile_predictions_loss: 575.7568 - logcount_predictions_loss: 0.4984 2540/2557 [============================>.] - ETA: 2s - loss: 581.8861 - logits_profile_predictions_loss: 575.7564 - logcount_predictions_loss: 0.4984 2541/2557 [============================>.] - ETA: 2s - loss: 581.8857 - logits_profile_predictions_loss: 575.7560 - logcount_predictions_loss: 0.4984 2542/2557 [============================>.] - ETA: 2s - loss: 581.8853 - logits_profile_predictions_loss: 575.7556 - logcount_predictions_loss: 0.4984 2543/2557 [============================>.] - ETA: 1s - loss: 581.8849 - logits_profile_predictions_loss: 575.7552 - logcount_predictions_loss: 0.4984 2544/2557 [============================>.] - ETA: 1s - loss: 581.8845 - logits_profile_predictions_loss: 575.7548 - logcount_predictions_loss: 0.4983 2545/2557 [============================>.] - ETA: 1s - loss: 581.8841 - logits_profile_predictions_loss: 575.7544 - logcount_predictions_loss: 0.4983 2546/2557 [============================>.] - ETA: 1s - loss: 581.8836 - logits_profile_predictions_loss: 575.7540 - logcount_predictions_loss: 0.4983 2547/2557 [============================>.] - ETA: 1s - loss: 581.8832 - logits_profile_predictions_loss: 575.7536 - logcount_predictions_loss: 0.4983 2548/2557 [============================>.] - ETA: 1s - loss: 581.8828 - logits_profile_predictions_loss: 575.7531 - logcount_predictions_loss: 0.4983 2549/2557 [============================>.] - ETA: 1s - loss: 581.8824 - logits_profile_predictions_loss: 575.7527 - logcount_predictions_loss: 0.4983 2550/2557 [============================>.] - ETA: 0s - loss: 581.8819 - logits_profile_predictions_loss: 575.7523 - logcount_predictions_loss: 0.4983 2551/2557 [============================>.] - ETA: 0s - loss: 581.8815 - logits_profile_predictions_loss: 575.7518 - logcount_predictions_loss: 0.4983 2552/2557 [============================>.] - ETA: 0s - loss: 581.8810 - logits_profile_predictions_loss: 575.7514 - logcount_predictions_loss: 0.4983 2553/2557 [============================>.] - ETA: 0s - loss: 581.8805 - logits_profile_predictions_loss: 575.7509 - logcount_predictions_loss: 0.4983 2554/2557 [============================>.] - ETA: 0s - loss: 581.8801 - logits_profile_predictions_loss: 575.7505 - logcount_predictions_loss: 0.4983 2555/2557 [============================>.] - ETA: 0s - loss: 581.8796 - logits_profile_predictions_loss: 575.7500 - logcount_predictions_loss: 0.4983 2556/2557 [============================>.] - ETA: 0s - loss: 581.8791 - logits_profile_predictions_loss: 575.7496 - logcount_predictions_loss: 0.4983 2557/2557 [==============================] - ETA: 0s - loss: 581.8786 - logits_profile_predictions_loss: 575.7491 - logcount_predictions_loss: 0.4983 2557/2557 [==============================] - 371s 145ms/step - loss: 581.8782 - logits_profile_predictions_loss: 575.7486 - logcount_predictions_loss: 0.4983 - val_loss: 606.2601 - val_logits_profile_predictions_loss: 599.9261 - val_logcount_predictions_loss: 0.5150 Epoch 00006: val_loss did not improve from 600.02460 Epoch 7/50 1/2557 [..............................] - ETA: 7:14 - loss: 532.3185 - logits_profile_predictions_loss: 526.5211 - logcount_predictions_loss: 0.4713 2/2557 [..............................] - ETA: 6:13 - loss: 552.8361 - logits_profile_predictions_loss: 546.7274 - logcount_predictions_loss: 0.4966 3/2557 [..............................] - ETA: 6:04 - loss: 567.8080 - logits_profile_predictions_loss: 561.4810 - logcount_predictions_loss: 0.5144 4/2557 [..............................] - ETA: 6:01 - loss: 571.0476 - logits_profile_predictions_loss: 564.7539 - logcount_predictions_loss: 0.5117 5/2557 [..............................] - ETA: 6:00 - loss: 574.2520 - logits_profile_predictions_loss: 567.9757 - logcount_predictions_loss: 0.5103 6/2557 [..............................] - ETA: 5:58 - loss: 575.2923 - logits_profile_predictions_loss: 568.9906 - logcount_predictions_loss: 0.5123 7/2557 [..............................] - ETA: 5:58 - loss: 577.8868 - logits_profile_predictions_loss: 571.5329 - logcount_predictions_loss: 0.5166 8/2557 [..............................] - ETA: 5:58 - loss: 579.0850 - logits_profile_predictions_loss: 572.7080 - logcount_predictions_loss: 0.5185 9/2557 [..............................] - ETA: 5:57 - loss: 580.7660 - logits_profile_predictions_loss: 574.3437 - logcount_predictions_loss: 0.5221 10/2557 [..............................] - ETA: 5:57 - loss: 583.0056 - logits_profile_predictions_loss: 576.5391 - logcount_predictions_loss: 0.5257 11/2557 [..............................] - ETA: 5:57 - loss: 584.0090 - logits_profile_predictions_loss: 577.5236 - logcount_predictions_loss: 0.5273 12/2557 [..............................] - ETA: 5:56 - loss: 584.9141 - logits_profile_predictions_loss: 578.4084 - logcount_predictions_loss: 0.5289 13/2557 [..............................] - ETA: 5:56 - loss: 585.5453 - logits_profile_predictions_loss: 579.0309 - logcount_predictions_loss: 0.5296 14/2557 [..............................] - ETA: 5:56 - loss: 585.7059 - logits_profile_predictions_loss: 579.1887 - logcount_predictions_loss: 0.5299 15/2557 [..............................] - ETA: 5:55 - loss: 585.6048 - logits_profile_predictions_loss: 579.0847 - logcount_predictions_loss: 0.5301 16/2557 [..............................] - ETA: 5:55 - loss: 585.3930 - logits_profile_predictions_loss: 578.8757 - logcount_predictions_loss: 0.5299 17/2557 [..............................] - ETA: 5:55 - loss: 585.0285 - logits_profile_predictions_loss: 578.5182 - logcount_predictions_loss: 0.5293 18/2557 [..............................] - ETA: 5:55 - loss: 584.7353 - logits_profile_predictions_loss: 578.2320 - logcount_predictions_loss: 0.5287 19/2557 [..............................] - ETA: 5:54 - loss: 584.3728 - logits_profile_predictions_loss: 577.8774 - logcount_predictions_loss: 0.5281 20/2557 [..............................] - ETA: 5:54 - loss: 583.9970 - logits_profile_predictions_loss: 577.5078 - logcount_predictions_loss: 0.5276 21/2557 [..............................] - ETA: 5:54 - loss: 583.5745 - logits_profile_predictions_loss: 577.0973 - logcount_predictions_loss: 0.5266 22/2557 [..............................] - ETA: 5:54 - loss: 583.2119 - logits_profile_predictions_loss: 576.7487 - logcount_predictions_loss: 0.5255 23/2557 [..............................] - ETA: 5:54 - loss: 582.9818 - logits_profile_predictions_loss: 576.5297 - logcount_predictions_loss: 0.5246 24/2557 [..............................] - ETA: 5:54 - loss: 582.7932 - logits_profile_predictions_loss: 576.3504 - logcount_predictions_loss: 0.5238 25/2557 [..............................] - ETA: 5:53 - loss: 582.5666 - logits_profile_predictions_loss: 576.1321 - logcount_predictions_loss: 0.5231 26/2557 [..............................] - ETA: 5:53 - loss: 582.3295 - logits_profile_predictions_loss: 575.9061 - logcount_predictions_loss: 0.5222 27/2557 [..............................] - ETA: 5:53 - loss: 582.1800 - logits_profile_predictions_loss: 575.7688 - logcount_predictions_loss: 0.5212 28/2557 [..............................] - ETA: 5:53 - loss: 582.0200 - logits_profile_predictions_loss: 575.6185 - logcount_predictions_loss: 0.5204 29/2557 [..............................] - ETA: 5:53 - loss: 581.8003 - logits_profile_predictions_loss: 575.4101 - logcount_predictions_loss: 0.5195 30/2557 [..............................] - ETA: 5:53 - loss: 581.7245 - logits_profile_predictions_loss: 575.3444 - logcount_predictions_loss: 0.5187 31/2557 [..............................] - ETA: 5:53 - loss: 581.6176 - logits_profile_predictions_loss: 575.2478 - logcount_predictions_loss: 0.5179 32/2557 [..............................] - ETA: 5:52 - loss: 581.4331 - logits_profile_predictions_loss: 575.0714 - logcount_predictions_loss: 0.5172 33/2557 [..............................] - ETA: 5:52 - loss: 581.2265 - logits_profile_predictions_loss: 574.8739 - logcount_predictions_loss: 0.5165 34/2557 [..............................] - ETA: 5:52 - loss: 581.0652 - logits_profile_predictions_loss: 574.7208 - logcount_predictions_loss: 0.5158 35/2557 [..............................] - ETA: 5:52 - loss: 581.0326 - logits_profile_predictions_loss: 574.6975 - logcount_predictions_loss: 0.5151 36/2557 [..............................] - ETA: 5:52 - loss: 581.0391 - logits_profile_predictions_loss: 574.7116 - logcount_predictions_loss: 0.5144 37/2557 [..............................] - ETA: 5:52 - loss: 581.0104 - logits_profile_predictions_loss: 574.6919 - logcount_predictions_loss: 0.5137 38/2557 [..............................] - ETA: 5:51 - loss: 580.9337 - logits_profile_predictions_loss: 574.6251 - logcount_predictions_loss: 0.5129 39/2557 [..............................] - ETA: 5:51 - loss: 580.8554 - logits_profile_predictions_loss: 574.5557 - logcount_predictions_loss: 0.5122 40/2557 [..............................] - ETA: 5:51 - loss: 580.8530 - logits_profile_predictions_loss: 574.5596 - logcount_predictions_loss: 0.5117 41/2557 [..............................] - ETA: 5:51 - loss: 580.8755 - logits_profile_predictions_loss: 574.5888 - logcount_predictions_loss: 0.5111 42/2557 [..............................] - ETA: 5:51 - loss: 580.8676 - logits_profile_predictions_loss: 574.5886 - logcount_predictions_loss: 0.5105 43/2557 [..............................] - ETA: 5:51 - loss: 580.8431 - logits_profile_predictions_loss: 574.5708 - logcount_predictions_loss: 0.5099 44/2557 [..............................] - ETA: 5:51 - loss: 580.8250 - logits_profile_predictions_loss: 574.5598 - logcount_predictions_loss: 0.5094 45/2557 [..............................] - ETA: 5:50 - loss: 580.7931 - logits_profile_predictions_loss: 574.5351 - logcount_predictions_loss: 0.5088 46/2557 [..............................] - ETA: 5:50 - loss: 580.7723 - logits_profile_predictions_loss: 574.5212 - logcount_predictions_loss: 0.5082 47/2557 [..............................] - ETA: 5:50 - loss: 580.7537 - logits_profile_predictions_loss: 574.5095 - logcount_predictions_loss: 0.5077 48/2557 [..............................] - ETA: 5:50 - loss: 580.7129 - logits_profile_predictions_loss: 574.4759 - logcount_predictions_loss: 0.5071 49/2557 [..............................] - ETA: 5:50 - loss: 580.6681 - logits_profile_predictions_loss: 574.4392 - logcount_predictions_loss: 0.5064 50/2557 [..............................] - ETA: 5:50 - loss: 580.6144 - logits_profile_predictions_loss: 574.3933 - logcount_predictions_loss: 0.5058 51/2557 [..............................] - ETA: 5:50 - loss: 580.5775 - logits_profile_predictions_loss: 574.3629 - logcount_predictions_loss: 0.5053 52/2557 [..............................] - ETA: 5:49 - loss: 580.5287 - logits_profile_predictions_loss: 574.3204 - logcount_predictions_loss: 0.5047 53/2557 [..............................] - ETA: 5:49 - loss: 580.4698 - logits_profile_predictions_loss: 574.2675 - logcount_predictions_loss: 0.5043 54/2557 [..............................] - ETA: 5:49 - loss: 580.3824 - logits_profile_predictions_loss: 574.1860 - logcount_predictions_loss: 0.5038 55/2557 [..............................] - ETA: 5:49 - loss: 580.2892 - logits_profile_predictions_loss: 574.0991 - logcount_predictions_loss: 0.5033 56/2557 [..............................] - ETA: 5:49 - loss: 580.2415 - logits_profile_predictions_loss: 574.0573 - logcount_predictions_loss: 0.5028 57/2557 [..............................] - ETA: 5:48 - loss: 580.1666 - logits_profile_predictions_loss: 573.9884 - logcount_predictions_loss: 0.5023 58/2557 [..............................] - ETA: 5:48 - loss: 580.1029 - logits_profile_predictions_loss: 573.9304 - logcount_predictions_loss: 0.5018 59/2557 [..............................] - ETA: 5:48 - loss: 580.0230 - logits_profile_predictions_loss: 573.8566 - logcount_predictions_loss: 0.5013 60/2557 [..............................] - ETA: 5:48 - loss: 579.9526 - logits_profile_predictions_loss: 573.7919 - logcount_predictions_loss: 0.5009 61/2557 [..............................] - ETA: 5:48 - loss: 579.8781 - logits_profile_predictions_loss: 573.7226 - logcount_predictions_loss: 0.5005 62/2557 [..............................] - ETA: 5:48 - loss: 579.8040 - logits_profile_predictions_loss: 573.6536 - logcount_predictions_loss: 0.5000 63/2557 [..............................] - ETA: 5:48 - loss: 579.7391 - logits_profile_predictions_loss: 573.5941 - logcount_predictions_loss: 0.4996 64/2557 [..............................] - ETA: 5:47 - loss: 579.6778 - logits_profile_predictions_loss: 573.5383 - logcount_predictions_loss: 0.4991 65/2557 [..............................] - ETA: 5:47 - loss: 579.6231 - logits_profile_predictions_loss: 573.4885 - logcount_predictions_loss: 0.4987 66/2557 [..............................] - ETA: 5:47 - loss: 579.5684 - logits_profile_predictions_loss: 573.4388 - logcount_predictions_loss: 0.4983 67/2557 [..............................] - ETA: 5:47 - loss: 579.5046 - logits_profile_predictions_loss: 573.3796 - logcount_predictions_loss: 0.4980 68/2557 [..............................] - ETA: 5:47 - loss: 579.4273 - logits_profile_predictions_loss: 573.3069 - logcount_predictions_loss: 0.4976 69/2557 [..............................] - ETA: 5:47 - loss: 579.3462 - logits_profile_predictions_loss: 573.2306 - logcount_predictions_loss: 0.4972 70/2557 [..............................] - ETA: 5:46 - 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77/2557 [..............................] - ETA: 5:45 - loss: 578.8836 - logits_profile_predictions_loss: 572.7960 - logcount_predictions_loss: 0.4949 78/2557 [..............................] - ETA: 5:45 - loss: 578.8488 - logits_profile_predictions_loss: 572.7640 - logcount_predictions_loss: 0.4947 79/2557 [..............................] - ETA: 5:45 - loss: 578.8219 - logits_profile_predictions_loss: 572.7394 - logcount_predictions_loss: 0.4945 80/2557 [..............................] - ETA: 5:45 - loss: 578.7997 - logits_profile_predictions_loss: 572.7192 - logcount_predictions_loss: 0.4944 81/2557 [..............................] - ETA: 5:45 - loss: 578.7910 - logits_profile_predictions_loss: 572.7118 - logcount_predictions_loss: 0.4942 82/2557 [..............................] - ETA: 5:45 - loss: 578.7802 - logits_profile_predictions_loss: 572.7025 - logcount_predictions_loss: 0.4941 83/2557 [..............................] - ETA: 5:45 - loss: 578.7843 - 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[============================>.] - ETA: 0s - loss: 577.2479 - logits_profile_predictions_loss: 571.2574 - logcount_predictions_loss: 0.4870 2556/2557 [============================>.] - ETA: 0s - loss: 577.2482 - logits_profile_predictions_loss: 571.2577 - logcount_predictions_loss: 0.4870 2557/2557 [==============================] - ETA: 0s - loss: 577.2484 - logits_profile_predictions_loss: 571.2579 - logcount_predictions_loss: 0.4870 2557/2557 [==============================] - 371s 145ms/step - loss: 577.2487 - logits_profile_predictions_loss: 571.2582 - logcount_predictions_loss: 0.4870 - val_loss: 599.4236 - val_logits_profile_predictions_loss: 593.6694 - val_logcount_predictions_loss: 0.4678 Epoch 00007: val_loss improved from 600.02460 to 599.42358, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2/chrombpnet.h5 Epoch 8/50 1/2557 [..............................] - ETA: 7:14 - loss: 687.3781 - 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577.7486 - logcount_predictions_loss: 0.4935 15/2557 [..............................] - ETA: 5:55 - loss: 583.6218 - logits_profile_predictions_loss: 577.5607 - logcount_predictions_loss: 0.4928 16/2557 [..............................] - ETA: 5:55 - loss: 583.0725 - logits_profile_predictions_loss: 577.0157 - logcount_predictions_loss: 0.4924 17/2557 [..............................] - ETA: 5:55 - loss: 583.2099 - logits_profile_predictions_loss: 577.1511 - logcount_predictions_loss: 0.4926 18/2557 [..............................] - ETA: 5:54 - loss: 583.5091 - logits_profile_predictions_loss: 577.4514 - logcount_predictions_loss: 0.4925 19/2557 [..............................] - ETA: 5:54 - loss: 583.6756 - logits_profile_predictions_loss: 577.6176 - logcount_predictions_loss: 0.4925 20/2557 [..............................] - ETA: 5:54 - loss: 583.9102 - logits_profile_predictions_loss: 577.8468 - logcount_predictions_loss: 0.4930 21/2557 [..............................] - ETA: 5:54 - 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logits_profile_predictions_loss: 565.7609 - logcount_predictions_loss: 0.4668 2480/2557 [============================>.] - ETA: 10s - loss: 571.5042 - logits_profile_predictions_loss: 565.7619 - logcount_predictions_loss: 0.4668 2481/2557 [============================>.] - ETA: 10s - loss: 571.5051 - logits_profile_predictions_loss: 565.7628 - logcount_predictions_loss: 0.4668 2482/2557 [============================>.] - ETA: 10s - loss: 571.5061 - logits_profile_predictions_loss: 565.7638 - logcount_predictions_loss: 0.4668 2483/2557 [============================>.] - ETA: 10s - loss: 571.5071 - logits_profile_predictions_loss: 565.7648 - logcount_predictions_loss: 0.4668 2484/2557 [============================>.] - ETA: 10s - loss: 571.5081 - logits_profile_predictions_loss: 565.7658 - logcount_predictions_loss: 0.4668 2485/2557 [============================>.] - ETA: 10s - loss: 571.5090 - logits_profile_predictions_loss: 565.7667 - logcount_predictions_loss: 0.4668 2486/2557 [============================>.] - ETA: 9s - loss: 571.5100 - logits_profile_predictions_loss: 565.7677 - logcount_predictions_loss: 0.4668  2487/2557 [============================>.] - ETA: 9s - loss: 571.5110 - logits_profile_predictions_loss: 565.7687 - logcount_predictions_loss: 0.4668 2488/2557 [============================>.] - ETA: 9s - loss: 571.5120 - logits_profile_predictions_loss: 565.7697 - logcount_predictions_loss: 0.4668 2489/2557 [============================>.] - ETA: 9s - loss: 571.5130 - logits_profile_predictions_loss: 565.7706 - logcount_predictions_loss: 0.4668 2490/2557 [============================>.] - ETA: 9s - loss: 571.5140 - logits_profile_predictions_loss: 565.7716 - logcount_predictions_loss: 0.4668 2491/2557 [============================>.] - ETA: 9s - loss: 571.5150 - logits_profile_predictions_loss: 565.7726 - logcount_predictions_loss: 0.4668 2492/2557 [============================>.] - ETA: 9s - loss: 571.5159 - logits_profile_predictions_loss: 565.7735 - logcount_predictions_loss: 0.4668 2493/2557 [============================>.] - ETA: 8s - loss: 571.5169 - logits_profile_predictions_loss: 565.7745 - logcount_predictions_loss: 0.4668 2494/2557 [============================>.] - ETA: 8s - loss: 571.5179 - logits_profile_predictions_loss: 565.7755 - logcount_predictions_loss: 0.4668 2495/2557 [============================>.] - ETA: 8s - loss: 571.5189 - logits_profile_predictions_loss: 565.7764 - logcount_predictions_loss: 0.4668 2496/2557 [============================>.] - ETA: 8s - loss: 571.5199 - logits_profile_predictions_loss: 565.7774 - logcount_predictions_loss: 0.4668 2497/2557 [============================>.] - ETA: 8s - loss: 571.5208 - logits_profile_predictions_loss: 565.7784 - logcount_predictions_loss: 0.4668 2498/2557 [============================>.] - ETA: 8s - loss: 571.5218 - logits_profile_predictions_loss: 565.7793 - logcount_predictions_loss: 0.4668 2499/2557 [============================>.] - ETA: 8s - loss: 571.5228 - logits_profile_predictions_loss: 565.7803 - logcount_predictions_loss: 0.4668 2500/2557 [============================>.] - ETA: 7s - loss: 571.5238 - logits_profile_predictions_loss: 565.7813 - logcount_predictions_loss: 0.4668 2501/2557 [============================>.] - ETA: 7s - loss: 571.5247 - logits_profile_predictions_loss: 565.7822 - logcount_predictions_loss: 0.4668 2502/2557 [============================>.] - ETA: 7s - loss: 571.5257 - logits_profile_predictions_loss: 565.7832 - logcount_predictions_loss: 0.4668 2503/2557 [============================>.] - ETA: 7s - loss: 571.5267 - logits_profile_predictions_loss: 565.7841 - logcount_predictions_loss: 0.4668 2504/2557 [============================>.] - ETA: 7s - loss: 571.5276 - logits_profile_predictions_loss: 565.7851 - logcount_predictions_loss: 0.4668 2505/2557 [============================>.] - ETA: 7s - loss: 571.5286 - logits_profile_predictions_loss: 565.7860 - logcount_predictions_loss: 0.4668 2506/2557 [============================>.] - ETA: 7s - loss: 571.5296 - logits_profile_predictions_loss: 565.7870 - logcount_predictions_loss: 0.4668 2507/2557 [============================>.] - ETA: 6s - loss: 571.5306 - logits_profile_predictions_loss: 565.7880 - logcount_predictions_loss: 0.4668 2508/2557 [============================>.] - ETA: 6s - loss: 571.5315 - logits_profile_predictions_loss: 565.7889 - logcount_predictions_loss: 0.4668 2509/2557 [============================>.] - ETA: 6s - loss: 571.5325 - logits_profile_predictions_loss: 565.7899 - logcount_predictions_loss: 0.4668 2510/2557 [============================>.] - ETA: 6s - loss: 571.5335 - logits_profile_predictions_loss: 565.7909 - logcount_predictions_loss: 0.4668 2511/2557 [============================>.] - ETA: 6s - loss: 571.5344 - logits_profile_predictions_loss: 565.7918 - logcount_predictions_loss: 0.4668 2512/2557 [============================>.] - ETA: 6s - loss: 571.5354 - logits_profile_predictions_loss: 565.7928 - logcount_predictions_loss: 0.4668 2513/2557 [============================>.] - ETA: 6s - loss: 571.5364 - logits_profile_predictions_loss: 565.7937 - logcount_predictions_loss: 0.4668 2514/2557 [============================>.] - ETA: 5s - loss: 571.5374 - logits_profile_predictions_loss: 565.7947 - logcount_predictions_loss: 0.4668 2515/2557 [============================>.] - ETA: 5s - loss: 571.5384 - logits_profile_predictions_loss: 565.7957 - logcount_predictions_loss: 0.4668 2516/2557 [============================>.] - ETA: 5s - loss: 571.5394 - logits_profile_predictions_loss: 565.7967 - logcount_predictions_loss: 0.4669 2517/2557 [============================>.] - ETA: 5s - loss: 571.5404 - logits_profile_predictions_loss: 565.7977 - logcount_predictions_loss: 0.4669 2518/2557 [============================>.] - ETA: 5s - loss: 571.5414 - logits_profile_predictions_loss: 565.7986 - logcount_predictions_loss: 0.4669 2519/2557 [============================>.] - ETA: 5s - loss: 571.5424 - logits_profile_predictions_loss: 565.7996 - logcount_predictions_loss: 0.4669 2520/2557 [============================>.] - ETA: 5s - loss: 571.5434 - logits_profile_predictions_loss: 565.8006 - logcount_predictions_loss: 0.4669 2521/2557 [============================>.] - ETA: 5s - loss: 571.5443 - logits_profile_predictions_loss: 565.8016 - logcount_predictions_loss: 0.4669 2522/2557 [============================>.] - ETA: 4s - loss: 571.5453 - logits_profile_predictions_loss: 565.8025 - logcount_predictions_loss: 0.4669 2523/2557 [============================>.] - ETA: 4s - loss: 571.5463 - logits_profile_predictions_loss: 565.8035 - logcount_predictions_loss: 0.4669 2524/2557 [============================>.] - ETA: 4s - loss: 571.5472 - logits_profile_predictions_loss: 565.8044 - logcount_predictions_loss: 0.4669 2525/2557 [============================>.] - ETA: 4s - loss: 571.5482 - logits_profile_predictions_loss: 565.8054 - logcount_predictions_loss: 0.4669 2526/2557 [============================>.] - ETA: 4s - loss: 571.5491 - logits_profile_predictions_loss: 565.8063 - logcount_predictions_loss: 0.4669 2527/2557 [============================>.] - ETA: 4s - loss: 571.5501 - logits_profile_predictions_loss: 565.8072 - logcount_predictions_loss: 0.4669 2528/2557 [============================>.] - ETA: 4s - loss: 571.5510 - logits_profile_predictions_loss: 565.8082 - logcount_predictions_loss: 0.4669 2529/2557 [============================>.] - ETA: 3s - loss: 571.5519 - logits_profile_predictions_loss: 565.8091 - logcount_predictions_loss: 0.4669 2530/2557 [============================>.] - ETA: 3s - loss: 571.5528 - logits_profile_predictions_loss: 565.8100 - logcount_predictions_loss: 0.4669 2531/2557 [============================>.] - ETA: 3s - loss: 571.5537 - logits_profile_predictions_loss: 565.8109 - logcount_predictions_loss: 0.4669 2532/2557 [============================>.] - ETA: 3s - loss: 571.5546 - logits_profile_predictions_loss: 565.8118 - logcount_predictions_loss: 0.4669 2533/2557 [============================>.] - ETA: 3s - loss: 571.5555 - logits_profile_predictions_loss: 565.8127 - logcount_predictions_loss: 0.4669 2534/2557 [============================>.] - ETA: 3s - loss: 571.5564 - logits_profile_predictions_loss: 565.8136 - logcount_predictions_loss: 0.4669 2535/2557 [============================>.] - ETA: 3s - loss: 571.5574 - logits_profile_predictions_loss: 565.8145 - logcount_predictions_loss: 0.4669 2536/2557 [============================>.] - ETA: 2s - loss: 571.5583 - logits_profile_predictions_loss: 565.8154 - logcount_predictions_loss: 0.4669 2537/2557 [============================>.] - ETA: 2s - loss: 571.5592 - logits_profile_predictions_loss: 565.8162 - logcount_predictions_loss: 0.4669 2538/2557 [============================>.] - ETA: 2s - loss: 571.5601 - logits_profile_predictions_loss: 565.8171 - logcount_predictions_loss: 0.4669 2539/2557 [============================>.] - ETA: 2s - loss: 571.5610 - logits_profile_predictions_loss: 565.8180 - logcount_predictions_loss: 0.4669 2540/2557 [============================>.] - ETA: 2s - loss: 571.5618 - logits_profile_predictions_loss: 565.8189 - logcount_predictions_loss: 0.4669 2541/2557 [============================>.] - ETA: 2s - loss: 571.5627 - logits_profile_predictions_loss: 565.8198 - logcount_predictions_loss: 0.4669 2542/2557 [============================>.] - ETA: 2s - loss: 571.5636 - logits_profile_predictions_loss: 565.8206 - logcount_predictions_loss: 0.4669 2543/2557 [============================>.] - ETA: 1s - loss: 571.5645 - logits_profile_predictions_loss: 565.8215 - logcount_predictions_loss: 0.4669 2544/2557 [============================>.] - ETA: 1s - loss: 571.5654 - logits_profile_predictions_loss: 565.8224 - logcount_predictions_loss: 0.4669 2545/2557 [============================>.] - ETA: 1s - loss: 571.5662 - logits_profile_predictions_loss: 565.8232 - logcount_predictions_loss: 0.4669 2546/2557 [============================>.] - ETA: 1s - loss: 571.5671 - logits_profile_predictions_loss: 565.8241 - logcount_predictions_loss: 0.4669 2547/2557 [============================>.] - ETA: 1s - loss: 571.5680 - logits_profile_predictions_loss: 565.8249 - logcount_predictions_loss: 0.4669 2548/2557 [============================>.] - ETA: 1s - loss: 571.5688 - logits_profile_predictions_loss: 565.8258 - logcount_predictions_loss: 0.4669 2549/2557 [============================>.] - ETA: 1s - loss: 571.5697 - logits_profile_predictions_loss: 565.8267 - logcount_predictions_loss: 0.4669 2550/2557 [============================>.] - ETA: 0s - loss: 571.5706 - logits_profile_predictions_loss: 565.8275 - logcount_predictions_loss: 0.4669 2551/2557 [============================>.] - ETA: 0s - loss: 571.5715 - logits_profile_predictions_loss: 565.8284 - logcount_predictions_loss: 0.4669 2552/2557 [============================>.] - ETA: 0s - loss: 571.5723 - logits_profile_predictions_loss: 565.8293 - logcount_predictions_loss: 0.4669 2553/2557 [============================>.] - ETA: 0s - loss: 571.5732 - logits_profile_predictions_loss: 565.8301 - logcount_predictions_loss: 0.4669 2554/2557 [============================>.] - ETA: 0s - loss: 571.5741 - logits_profile_predictions_loss: 565.8310 - logcount_predictions_loss: 0.4669 2555/2557 [============================>.] - ETA: 0s - loss: 571.5750 - logits_profile_predictions_loss: 565.8319 - logcount_predictions_loss: 0.4669 2556/2557 [============================>.] - ETA: 0s - loss: 571.5759 - logits_profile_predictions_loss: 565.8328 - logcount_predictions_loss: 0.4669 2557/2557 [==============================] - ETA: 0s - loss: 571.5768 - logits_profile_predictions_loss: 565.8336 - logcount_predictions_loss: 0.4669 2557/2557 [==============================] - 371s 145ms/step - loss: 571.5776 - logits_profile_predictions_loss: 565.8345 - logcount_predictions_loss: 0.4669 - val_loss: 600.4112 - val_logits_profile_predictions_loss: 594.8096 - val_logcount_predictions_loss: 0.4554 Epoch 00008: val_loss did not improve from 599.42358 Epoch 9/50 1/2557 [..............................] - ETA: 7:12 - loss: 521.1772 - logits_profile_predictions_loss: 516.8670 - logcount_predictions_loss: 0.3504 2/2557 [..............................] - ETA: 6:12 - loss: 536.8343 - logits_profile_predictions_loss: 532.3315 - logcount_predictions_loss: 0.3661 3/2557 [..............................] - ETA: 6:03 - loss: 544.7168 - logits_profile_predictions_loss: 540.1263 - logcount_predictions_loss: 0.3732 4/2557 [..............................] - ETA: 6:00 - loss: 552.3503 - logits_profile_predictions_loss: 547.6580 - logcount_predictions_loss: 0.3815 5/2557 [..............................] - ETA: 5:59 - loss: 555.4272 - logits_profile_predictions_loss: 550.7425 - logcount_predictions_loss: 0.3809 6/2557 [..............................] - ETA: 5:59 - loss: 557.5718 - logits_profile_predictions_loss: 552.9090 - logcount_predictions_loss: 0.3791 7/2557 [..............................] - ETA: 5:58 - loss: 562.0614 - logits_profile_predictions_loss: 557.3556 - logcount_predictions_loss: 0.3826 8/2557 [..............................] - ETA: 5:58 - loss: 565.1377 - logits_profile_predictions_loss: 560.4132 - logcount_predictions_loss: 0.3841 9/2557 [..............................] - ETA: 5:57 - loss: 566.4335 - logits_profile_predictions_loss: 561.6808 - logcount_predictions_loss: 0.3864 10/2557 [..............................] - ETA: 5:57 - loss: 566.7818 - logits_profile_predictions_loss: 562.0016 - logcount_predictions_loss: 0.3886 11/2557 [..............................] - ETA: 5:56 - loss: 567.2275 - logits_profile_predictions_loss: 562.4288 - logcount_predictions_loss: 0.3901 12/2557 [..............................] - ETA: 5:56 - loss: 567.8472 - logits_profile_predictions_loss: 563.0295 - logcount_predictions_loss: 0.3917 13/2557 [..............................] - ETA: 5:56 - loss: 568.1811 - logits_profile_predictions_loss: 563.3474 - logcount_predictions_loss: 0.3930 14/2557 [..............................] - ETA: 5:56 - loss: 568.5706 - logits_profile_predictions_loss: 563.7082 - logcount_predictions_loss: 0.3953 15/2557 [..............................] - ETA: 5:56 - loss: 569.0123 - logits_profile_predictions_loss: 564.1189 - logcount_predictions_loss: 0.3978 16/2557 [..............................] - ETA: 5:55 - loss: 569.4064 - logits_profile_predictions_loss: 564.4848 - logcount_predictions_loss: 0.4001 17/2557 [..............................] - ETA: 5:55 - loss: 569.6706 - logits_profile_predictions_loss: 564.7251 - logcount_predictions_loss: 0.4021 18/2557 [..............................] - ETA: 5:55 - loss: 569.8102 - logits_profile_predictions_loss: 564.8519 - logcount_predictions_loss: 0.4031 19/2557 [..............................] - ETA: 5:55 - loss: 569.8265 - logits_profile_predictions_loss: 564.8578 - logcount_predictions_loss: 0.4040 20/2557 [..............................] - ETA: 5:54 - loss: 569.8811 - logits_profile_predictions_loss: 564.9084 - logcount_predictions_loss: 0.4043 21/2557 [..............................] - ETA: 5:54 - loss: 569.9402 - logits_profile_predictions_loss: 564.9655 - logcount_predictions_loss: 0.4044 22/2557 [..............................] - ETA: 5:54 - loss: 570.0526 - logits_profile_predictions_loss: 565.0738 - logcount_predictions_loss: 0.4048 23/2557 [..............................] - ETA: 5:54 - loss: 570.2081 - logits_profile_predictions_loss: 565.2253 - logcount_predictions_loss: 0.4051 24/2557 [..............................] - ETA: 5:54 - loss: 570.2685 - logits_profile_predictions_loss: 565.2831 - logcount_predictions_loss: 0.4053 25/2557 [..............................] - ETA: 5:53 - loss: 570.4335 - logits_profile_predictions_loss: 565.4434 - logcount_predictions_loss: 0.4057 26/2557 [..............................] - ETA: 5:53 - loss: 570.5256 - logits_profile_predictions_loss: 565.5322 - logcount_predictions_loss: 0.4060 27/2557 [..............................] - ETA: 5:53 - loss: 570.5525 - logits_profile_predictions_loss: 565.5582 - logcount_predictions_loss: 0.4060 28/2557 [..............................] - ETA: 5:53 - loss: 570.6902 - logits_profile_predictions_loss: 565.6931 - logcount_predictions_loss: 0.4063 29/2557 [..............................] - ETA: 5:53 - loss: 570.8215 - logits_profile_predictions_loss: 565.8191 - logcount_predictions_loss: 0.4067 30/2557 [..............................] - ETA: 5:53 - loss: 570.8696 - logits_profile_predictions_loss: 565.8626 - logcount_predictions_loss: 0.4071 31/2557 [..............................] - ETA: 5:52 - loss: 571.0270 - logits_profile_predictions_loss: 566.0149 - logcount_predictions_loss: 0.4075 32/2557 [..............................] - ETA: 5:52 - loss: 571.0935 - logits_profile_predictions_loss: 566.0778 - logcount_predictions_loss: 0.4078 33/2557 [..............................] - ETA: 5:52 - loss: 571.2496 - logits_profile_predictions_loss: 566.2303 - logcount_predictions_loss: 0.4081 34/2557 [..............................] - ETA: 5:52 - loss: 571.5115 - logits_profile_predictions_loss: 566.4858 - logcount_predictions_loss: 0.4086 35/2557 [..............................] - ETA: 5:52 - loss: 571.6572 - logits_profile_predictions_loss: 566.6269 - logcount_predictions_loss: 0.4090 36/2557 [..............................] - ETA: 5:52 - loss: 571.7291 - logits_profile_predictions_loss: 566.6955 - logcount_predictions_loss: 0.4092 37/2557 [..............................] - ETA: 5:52 - loss: 571.8190 - logits_profile_predictions_loss: 566.7811 - logcount_predictions_loss: 0.4096 38/2557 [..............................] - ETA: 5:51 - loss: 571.8903 - logits_profile_predictions_loss: 566.8491 - logcount_predictions_loss: 0.4099 39/2557 [..............................] - ETA: 5:51 - loss: 571.8878 - logits_profile_predictions_loss: 566.8442 - logcount_predictions_loss: 0.4100 40/2557 [..............................] - ETA: 5:51 - loss: 571.8647 - logits_profile_predictions_loss: 566.8191 - logcount_predictions_loss: 0.4102 41/2557 [..............................] - ETA: 5:51 - loss: 571.8617 - logits_profile_predictions_loss: 566.8138 - logcount_predictions_loss: 0.4104 42/2557 [..............................] - ETA: 5:51 - loss: 571.8335 - logits_profile_predictions_loss: 566.7841 - logcount_predictions_loss: 0.4105 43/2557 [..............................] - ETA: 5:51 - loss: 571.7808 - logits_profile_predictions_loss: 566.7302 - logcount_predictions_loss: 0.4106 44/2557 [..............................] - ETA: 5:51 - loss: 571.7487 - logits_profile_predictions_loss: 566.6957 - logcount_predictions_loss: 0.4108 45/2557 [..............................] - ETA: 5:50 - loss: 571.6885 - logits_profile_predictions_loss: 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loss: 571.2282 - logits_profile_predictions_loss: 565.5969 - logcount_predictions_loss: 0.4578 2531/2557 [============================>.] - ETA: 3s - loss: 571.2283 - logits_profile_predictions_loss: 565.5969 - logcount_predictions_loss: 0.4579 2532/2557 [============================>.] - ETA: 3s - loss: 571.2284 - logits_profile_predictions_loss: 565.5970 - logcount_predictions_loss: 0.4579 2533/2557 [============================>.] - ETA: 3s - loss: 571.2285 - logits_profile_predictions_loss: 565.5971 - logcount_predictions_loss: 0.4579 2534/2557 [============================>.] - ETA: 3s - loss: 571.2286 - logits_profile_predictions_loss: 565.5972 - logcount_predictions_loss: 0.4579 2535/2557 [============================>.] - ETA: 3s - loss: 571.2287 - logits_profile_predictions_loss: 565.5973 - logcount_predictions_loss: 0.4579 2536/2557 [============================>.] - ETA: 2s - loss: 571.2288 - logits_profile_predictions_loss: 565.5974 - logcount_predictions_loss: 0.4579 2537/2557 [============================>.] - ETA: 2s - loss: 571.2289 - logits_profile_predictions_loss: 565.5974 - logcount_predictions_loss: 0.4579 2538/2557 [============================>.] - ETA: 2s - loss: 571.2290 - logits_profile_predictions_loss: 565.5975 - logcount_predictions_loss: 0.4579 2539/2557 [============================>.] - ETA: 2s - loss: 571.2291 - logits_profile_predictions_loss: 565.5976 - logcount_predictions_loss: 0.4579 2540/2557 [============================>.] - ETA: 2s - loss: 571.2292 - logits_profile_predictions_loss: 565.5976 - logcount_predictions_loss: 0.4579 2541/2557 [============================>.] - ETA: 2s - loss: 571.2292 - logits_profile_predictions_loss: 565.5977 - logcount_predictions_loss: 0.4579 2542/2557 [============================>.] - ETA: 2s - loss: 571.2293 - logits_profile_predictions_loss: 565.5977 - logcount_predictions_loss: 0.4579 2543/2557 [============================>.] - ETA: 1s - loss: 571.2294 - logits_profile_predictions_loss: 565.5978 - logcount_predictions_loss: 0.4579 2544/2557 [============================>.] - ETA: 1s - loss: 571.2295 - logits_profile_predictions_loss: 565.5979 - logcount_predictions_loss: 0.4579 2545/2557 [============================>.] - ETA: 1s - loss: 571.2297 - logits_profile_predictions_loss: 565.5980 - logcount_predictions_loss: 0.4579 2546/2557 [============================>.] - ETA: 1s - loss: 571.2298 - logits_profile_predictions_loss: 565.5981 - logcount_predictions_loss: 0.4579 2547/2557 [============================>.] - ETA: 1s - loss: 571.2299 - logits_profile_predictions_loss: 565.5982 - logcount_predictions_loss: 0.4579 2548/2557 [============================>.] - ETA: 1s - loss: 571.2300 - logits_profile_predictions_loss: 565.5983 - logcount_predictions_loss: 0.4579 2549/2557 [============================>.] - ETA: 1s - loss: 571.2301 - logits_profile_predictions_loss: 565.5983 - logcount_predictions_loss: 0.4579 2550/2557 [============================>.] - ETA: 0s - loss: 571.2301 - logits_profile_predictions_loss: 565.5984 - logcount_predictions_loss: 0.4579 2551/2557 [============================>.] - ETA: 0s - loss: 571.2302 - logits_profile_predictions_loss: 565.5985 - logcount_predictions_loss: 0.4579 2552/2557 [============================>.] - ETA: 0s - loss: 571.2303 - logits_profile_predictions_loss: 565.5985 - logcount_predictions_loss: 0.4579 2553/2557 [============================>.] - ETA: 0s - loss: 571.2304 - logits_profile_predictions_loss: 565.5986 - logcount_predictions_loss: 0.4579 2554/2557 [============================>.] - ETA: 0s - loss: 571.2305 - logits_profile_predictions_loss: 565.5987 - logcount_predictions_loss: 0.4579 2555/2557 [============================>.] - ETA: 0s - loss: 571.2306 - logits_profile_predictions_loss: 565.5988 - logcount_predictions_loss: 0.4579 2556/2557 [============================>.] - ETA: 0s - loss: 571.2307 - logits_profile_predictions_loss: 565.5988 - logcount_predictions_loss: 0.4579 2557/2557 [==============================] - ETA: 0s - loss: 571.2308 - logits_profile_predictions_loss: 565.5989 - logcount_predictions_loss: 0.4579 2557/2557 [==============================] - 371s 145ms/step - loss: 571.2308 - logits_profile_predictions_loss: 565.5989 - logcount_predictions_loss: 0.4579 - val_loss: 599.8041 - val_logits_profile_predictions_loss: 593.9655 - val_logcount_predictions_loss: 0.4747 Epoch 00009: val_loss did not improve from 599.42358 Epoch 10/50 1/2557 [..............................] - ETA: 7:12 - loss: 535.8043 - logits_profile_predictions_loss: 528.9583 - logcount_predictions_loss: 0.5566 2/2557 [..............................] - ETA: 6:33 - loss: 530.5138 - logits_profile_predictions_loss: 524.0805 - logcount_predictions_loss: 0.5230 3/2557 [..............................] - ETA: 6:15 - loss: 530.8734 - logits_profile_predictions_loss: 524.7069 - logcount_predictions_loss: 0.5013 4/2557 [..............................] - ETA: 6:10 - loss: 534.3992 - logits_profile_predictions_loss: 528.3743 - logcount_predictions_loss: 0.4898 5/2557 [..............................] - ETA: 6:06 - loss: 537.9001 - logits_profile_predictions_loss: 531.9332 - logcount_predictions_loss: 0.4851 6/2557 [..............................] - ETA: 6:04 - loss: 540.1172 - logits_profile_predictions_loss: 534.1916 - logcount_predictions_loss: 0.4818 7/2557 [..............................] - ETA: 6:02 - loss: 543.5882 - logits_profile_predictions_loss: 537.6808 - logcount_predictions_loss: 0.4803 8/2557 [..............................] - ETA: 6:01 - loss: 544.8201 - logits_profile_predictions_loss: 538.9444 - logcount_predictions_loss: 0.4777 9/2557 [..............................] - ETA: 6:00 - loss: 546.3451 - logits_profile_predictions_loss: 540.5111 - logcount_predictions_loss: 0.4743 10/2557 [..............................] - ETA: 5:59 - loss: 547.5575 - logits_profile_predictions_loss: 541.7578 - logcount_predictions_loss: 0.4715 11/2557 [..............................] - ETA: 5:59 - loss: 549.3644 - logits_profile_predictions_loss: 543.5854 - logcount_predictions_loss: 0.4698 12/2557 [..............................] - ETA: 5:58 - loss: 550.8881 - logits_profile_predictions_loss: 545.1237 - logcount_predictions_loss: 0.4686 13/2557 [..............................] - ETA: 5:58 - loss: 551.9331 - logits_profile_predictions_loss: 546.1768 - logcount_predictions_loss: 0.4680 14/2557 [..............................] - ETA: 5:57 - loss: 552.5092 - logits_profile_predictions_loss: 546.7674 - logcount_predictions_loss: 0.4668 15/2557 [..............................] - ETA: 5:57 - loss: 553.2667 - logits_profile_predictions_loss: 547.5391 - logcount_predictions_loss: 0.4657 16/2557 [..............................] - ETA: 5:56 - loss: 553.7373 - logits_profile_predictions_loss: 548.0200 - logcount_predictions_loss: 0.4648 17/2557 [..............................] - ETA: 5:56 - loss: 554.5922 - logits_profile_predictions_loss: 548.8849 - logcount_predictions_loss: 0.4640 18/2557 [..............................] - ETA: 5:56 - loss: 555.4815 - logits_profile_predictions_loss: 549.7777 - logcount_predictions_loss: 0.4637 19/2557 [..............................] - ETA: 5:56 - loss: 555.9701 - logits_profile_predictions_loss: 550.2708 - logcount_predictions_loss: 0.4634 20/2557 [..............................] - ETA: 5:56 - loss: 556.6037 - logits_profile_predictions_loss: 550.9069 - logcount_predictions_loss: 0.4632 21/2557 [..............................] - ETA: 5:55 - loss: 557.2182 - logits_profile_predictions_loss: 551.5231 - logcount_predictions_loss: 0.4630 22/2557 [..............................] - ETA: 5:55 - loss: 557.7882 - logits_profile_predictions_loss: 552.0940 - logcount_predictions_loss: 0.4629 23/2557 [..............................] - ETA: 5:55 - loss: 558.1830 - logits_profile_predictions_loss: 552.4927 - logcount_predictions_loss: 0.4626 24/2557 [..............................] - ETA: 5:54 - loss: 558.8199 - logits_profile_predictions_loss: 553.1311 - logcount_predictions_loss: 0.4625 25/2557 [..............................] - ETA: 5:54 - loss: 559.2958 - logits_profile_predictions_loss: 553.6084 - logcount_predictions_loss: 0.4624 26/2557 [..............................] - ETA: 5:54 - loss: 559.5983 - logits_profile_predictions_loss: 553.9134 - logcount_predictions_loss: 0.4622 27/2557 [..............................] - ETA: 5:54 - loss: 559.9911 - logits_profile_predictions_loss: 554.3090 - logcount_predictions_loss: 0.4620 28/2557 [..............................] - ETA: 5:54 - loss: 560.1478 - logits_profile_predictions_loss: 554.4697 - logcount_predictions_loss: 0.4616 29/2557 [..............................] - ETA: 5:53 - loss: 560.1863 - logits_profile_predictions_loss: 554.5129 - logcount_predictions_loss: 0.4613 30/2557 [..............................] - ETA: 5:53 - loss: 560.2336 - logits_profile_predictions_loss: 554.5630 - logcount_predictions_loss: 0.4610 31/2557 [..............................] - ETA: 5:53 - loss: 560.2633 - logits_profile_predictions_loss: 554.5953 - logcount_predictions_loss: 0.4608 32/2557 [..............................] - ETA: 5:53 - loss: 560.1943 - logits_profile_predictions_loss: 554.5304 - logcount_predictions_loss: 0.4605 33/2557 [..............................] - ETA: 5:53 - loss: 560.1447 - logits_profile_predictions_loss: 554.4863 - logcount_predictions_loss: 0.4600 34/2557 [..............................] - ETA: 5:52 - loss: 560.0268 - logits_profile_predictions_loss: 554.3734 - logcount_predictions_loss: 0.4596 35/2557 [..............................] - ETA: 5:52 - loss: 559.9337 - logits_profile_predictions_loss: 554.2840 - logcount_predictions_loss: 0.4593 36/2557 [..............................] - ETA: 5:52 - loss: 559.7701 - logits_profile_predictions_loss: 554.1250 - logcount_predictions_loss: 0.4589 37/2557 [..............................] - ETA: 5:52 - loss: 559.5688 - logits_profile_predictions_loss: 553.9294 - logcount_predictions_loss: 0.4585 38/2557 [..............................] - ETA: 5:52 - loss: 559.3424 - logits_profile_predictions_loss: 553.7090 - logcount_predictions_loss: 0.4580 39/2557 [..............................] - ETA: 5:51 - loss: 559.1800 - logits_profile_predictions_loss: 553.5519 - logcount_predictions_loss: 0.4576 40/2557 [..............................] - ETA: 5:51 - loss: 559.0578 - logits_profile_predictions_loss: 553.4329 - logcount_predictions_loss: 0.4573 41/2557 [..............................] - ETA: 5:51 - loss: 558.9458 - logits_profile_predictions_loss: 553.3238 - logcount_predictions_loss: 0.4571 42/2557 [..............................] - ETA: 5:51 - loss: 558.8406 - logits_profile_predictions_loss: 553.2209 - logcount_predictions_loss: 0.4569 43/2557 [..............................] - ETA: 5:51 - loss: 558.7198 - logits_profile_predictions_loss: 553.1034 - logcount_predictions_loss: 0.4566 44/2557 [..............................] - ETA: 5:50 - loss: 558.6475 - logits_profile_predictions_loss: 553.0322 - logcount_predictions_loss: 0.4565 45/2557 [..............................] - ETA: 5:50 - loss: 558.5814 - logits_profile_predictions_loss: 552.9666 - logcount_predictions_loss: 0.4565 46/2557 [..............................] - ETA: 5:50 - loss: 558.5293 - logits_profile_predictions_loss: 552.9156 - logcount_predictions_loss: 0.4564 47/2557 [..............................] - ETA: 5:50 - loss: 558.4723 - logits_profile_predictions_loss: 552.8588 - logcount_predictions_loss: 0.4564 48/2557 [..............................] - ETA: 5:50 - loss: 558.4458 - logits_profile_predictions_loss: 552.8327 - logcount_predictions_loss: 0.4563 49/2557 [..............................] - ETA: 5:50 - loss: 558.4307 - logits_profile_predictions_loss: 552.8174 - logcount_predictions_loss: 0.4564 50/2557 [..............................] - ETA: 5:49 - loss: 558.3916 - logits_profile_predictions_loss: 552.7794 - logcount_predictions_loss: 0.4563 51/2557 [..............................] - ETA: 5:49 - loss: 558.3885 - logits_profile_predictions_loss: 552.7766 - logcount_predictions_loss: 0.4562 52/2557 [..............................] - ETA: 5:49 - loss: 558.3940 - logits_profile_predictions_loss: 552.7829 - logcount_predictions_loss: 0.4562 53/2557 [..............................] - ETA: 5:49 - loss: 558.4137 - logits_profile_predictions_loss: 552.8035 - logcount_predictions_loss: 0.4561 54/2557 [..............................] - ETA: 5:49 - loss: 558.4477 - logits_profile_predictions_loss: 552.8378 - logcount_predictions_loss: 0.4561 55/2557 [..............................] - ETA: 5:49 - loss: 558.4740 - logits_profile_predictions_loss: 552.8646 - logcount_predictions_loss: 0.4561 56/2557 [..............................] - ETA: 5:49 - loss: 558.4937 - logits_profile_predictions_loss: 552.8848 - logcount_predictions_loss: 0.4560 57/2557 [..............................] - ETA: 5:48 - loss: 558.5135 - logits_profile_predictions_loss: 552.9054 - logcount_predictions_loss: 0.4559 58/2557 [..............................] - ETA: 5:48 - loss: 558.5412 - logits_profile_predictions_loss: 552.9339 - logcount_predictions_loss: 0.4559 59/2557 [..............................] - ETA: 5:48 - loss: 558.6029 - logits_profile_predictions_loss: 552.9962 - logcount_predictions_loss: 0.4558 60/2557 [..............................] - ETA: 5:48 - loss: 558.6672 - logits_profile_predictions_loss: 553.0610 - logcount_predictions_loss: 0.4558 61/2557 [..............................] - ETA: 5:48 - loss: 558.7212 - logits_profile_predictions_loss: 553.1157 - logcount_predictions_loss: 0.4557 62/2557 [..............................] - ETA: 5:48 - loss: 558.7708 - logits_profile_predictions_loss: 553.1660 - logcount_predictions_loss: 0.4557 63/2557 [..............................] - ETA: 5:47 - loss: 558.8189 - logits_profile_predictions_loss: 553.2149 - logcount_predictions_loss: 0.4556 64/2557 [..............................] - ETA: 5:47 - loss: 558.8608 - logits_profile_predictions_loss: 553.2577 - logcount_predictions_loss: 0.4555 65/2557 [..............................] - ETA: 5:47 - loss: 558.8901 - logits_profile_predictions_loss: 553.2880 - logcount_predictions_loss: 0.4555 66/2557 [..............................] - ETA: 5:47 - loss: 558.9338 - logits_profile_predictions_loss: 553.3325 - logcount_predictions_loss: 0.4554 67/2557 [..............................] - ETA: 5:47 - loss: 558.9656 - logits_profile_predictions_loss: 553.3648 - logcount_predictions_loss: 0.4554 68/2557 [..............................] - ETA: 5:47 - loss: 559.0243 - logits_profile_predictions_loss: 553.4238 - logcount_predictions_loss: 0.4553 69/2557 [..............................] - ETA: 5:47 - loss: 559.0795 - logits_profile_predictions_loss: 553.4793 - logcount_predictions_loss: 0.4553 70/2557 [..............................] - ETA: 5:47 - loss: 559.1152 - logits_profile_predictions_loss: 553.5156 - logcount_predictions_loss: 0.4553 71/2557 [..............................] - ETA: 5:47 - loss: 559.1392 - logits_profile_predictions_loss: 553.5400 - logcount_predictions_loss: 0.4552 72/2557 [..............................] - ETA: 5:46 - loss: 559.1583 - logits_profile_predictions_loss: 553.5593 - logcount_predictions_loss: 0.4552 73/2557 [..............................] - ETA: 5:46 - loss: 559.1801 - logits_profile_predictions_loss: 553.5814 - logcount_predictions_loss: 0.4552 74/2557 [..............................] - ETA: 5:46 - loss: 559.1937 - logits_profile_predictions_loss: 553.5956 - logcount_predictions_loss: 0.4551 75/2557 [..............................] - ETA: 5:46 - loss: 559.2217 - logits_profile_predictions_loss: 553.6240 - logcount_predictions_loss: 0.4551 76/2557 [..............................] - ETA: 5:46 - loss: 559.2354 - logits_profile_predictions_loss: 553.6384 - logcount_predictions_loss: 0.4550 77/2557 [..............................] - ETA: 5:46 - loss: 559.2536 - logits_profile_predictions_loss: 553.6571 - logcount_predictions_loss: 0.4550 78/2557 [..............................] - ETA: 5:45 - loss: 559.2703 - logits_profile_predictions_loss: 553.6745 - logcount_predictions_loss: 0.4549 79/2557 [..............................] - ETA: 5:45 - loss: 559.2913 - logits_profile_predictions_loss: 553.6964 - logcount_predictions_loss: 0.4549 80/2557 [..............................] - ETA: 5:45 - loss: 559.3143 - logits_profile_predictions_loss: 553.7203 - logcount_predictions_loss: 0.4548 81/2557 [..............................] - ETA: 5:45 - loss: 559.3646 - logits_profile_predictions_loss: 553.7713 - logcount_predictions_loss: 0.4547 82/2557 [..............................] - ETA: 5:45 - loss: 559.4134 - logits_profile_predictions_loss: 553.8207 - logcount_predictions_loss: 0.4547 83/2557 [..............................] - ETA: 5:45 - loss: 559.4739 - logits_profile_predictions_loss: 553.8818 - logcount_predictions_loss: 0.4546 84/2557 [..............................] - ETA: 5:45 - loss: 559.5509 - logits_profile_predictions_loss: 553.9593 - logcount_predictions_loss: 0.4546 85/2557 [..............................] - ETA: 5:45 - loss: 559.6190 - logits_profile_predictions_loss: 554.0278 - logcount_predictions_loss: 0.4546 86/2557 [>.............................] - ETA: 5:44 - loss: 559.7010 - logits_profile_predictions_loss: 554.1098 - logcount_predictions_loss: 0.4546 87/2557 [>.............................] - ETA: 5:44 - loss: 559.7776 - logits_profile_predictions_loss: 554.1864 - logcount_predictions_loss: 0.4546 88/2557 [>.............................] - ETA: 5:44 - loss: 559.8452 - logits_profile_predictions_loss: 554.2539 - logcount_predictions_loss: 0.4546 89/2557 [>.............................] - ETA: 5:44 - loss: 559.9094 - logits_profile_predictions_loss: 554.3182 - logcount_predictions_loss: 0.4546 90/2557 [>.............................] - ETA: 5:44 - loss: 559.9697 - logits_profile_predictions_loss: 554.3783 - logcount_predictions_loss: 0.4546 91/2557 [>.............................] - ETA: 5:44 - loss: 560.0381 - logits_profile_predictions_loss: 554.4465 - logcount_predictions_loss: 0.4546 92/2557 [>.............................] - ETA: 5:44 - loss: 560.1149 - logits_profile_predictions_loss: 554.5229 - logcount_predictions_loss: 0.4546 93/2557 [>.............................] - ETA: 5:43 - loss: 560.1895 - logits_profile_predictions_loss: 554.5970 - logcount_predictions_loss: 0.4547 94/2557 [>.............................] - ETA: 5:43 - loss: 560.2530 - logits_profile_predictions_loss: 554.6599 - logcount_predictions_loss: 0.4547 95/2557 [>.............................] - ETA: 5:43 - loss: 560.3203 - logits_profile_predictions_loss: 554.7266 - logcount_predictions_loss: 0.4548 96/2557 [>.............................] - ETA: 5:43 - loss: 560.3854 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 566.8540 - logits_profile_predictions_loss: 561.3389 - logcount_predictions_loss: 0.4484 2556/2557 [============================>.] - ETA: 0s - loss: 566.8548 - logits_profile_predictions_loss: 561.3397 - logcount_predictions_loss: 0.4484 2557/2557 [==============================] - ETA: 0s - loss: 566.8556 - logits_profile_predictions_loss: 561.3406 - logcount_predictions_loss: 0.4484 2557/2557 [==============================] - 371s 145ms/step - loss: 566.8565 - logits_profile_predictions_loss: 561.3414 - logcount_predictions_loss: 0.4484 - val_loss: 604.1718 - val_logits_profile_predictions_loss: 598.5571 - val_logcount_predictions_loss: 0.4565 Epoch 00010: val_loss did not improve from 599.42358 Epoch 11/50 1/2557 [..............................] - ETA: 7:16 - loss: 602.0721 - logits_profile_predictions_loss: 595.5168 - logcount_predictions_loss: 0.5330 2/2557 [..............................] - ETA: 6:31 - loss: 582.4216 - 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[..............................] - ETA: 6:00 - loss: 579.1624 - logits_profile_predictions_loss: 573.6734 - logcount_predictions_loss: 0.4463 10/2557 [..............................] - ETA: 6:00 - loss: 577.6744 - logits_profile_predictions_loss: 572.2286 - logcount_predictions_loss: 0.4427 11/2557 [..............................] - ETA: 5:59 - loss: 576.2958 - logits_profile_predictions_loss: 570.8837 - logcount_predictions_loss: 0.4400 12/2557 [..............................] - ETA: 5:59 - loss: 574.4543 - logits_profile_predictions_loss: 569.0904 - logcount_predictions_loss: 0.4361 13/2557 [..............................] - ETA: 5:58 - loss: 572.8266 - logits_profile_predictions_loss: 567.4978 - logcount_predictions_loss: 0.4332 14/2557 [..............................] - ETA: 5:58 - loss: 571.3548 - logits_profile_predictions_loss: 566.0459 - logcount_predictions_loss: 0.4316 15/2557 [..............................] - ETA: 5:57 - loss: 570.4503 - logits_profile_predictions_loss: 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2541/2557 [============================>.] - ETA: 2s - loss: 549.8411 - logits_profile_predictions_loss: 545.2183 - logcount_predictions_loss: 0.3758 2542/2557 [============================>.] - ETA: 2s - loss: 549.8412 - logits_profile_predictions_loss: 545.2184 - logcount_predictions_loss: 0.3758 2543/2557 [============================>.] - ETA: 1s - loss: 549.8414 - logits_profile_predictions_loss: 545.2186 - logcount_predictions_loss: 0.3758 2544/2557 [============================>.] - ETA: 1s - loss: 549.8415 - logits_profile_predictions_loss: 545.2187 - logcount_predictions_loss: 0.3758 2545/2557 [============================>.] - ETA: 1s - loss: 549.8417 - logits_profile_predictions_loss: 545.2188 - logcount_predictions_loss: 0.3758 2546/2557 [============================>.] - ETA: 1s - loss: 549.8418 - logits_profile_predictions_loss: 545.2190 - logcount_predictions_loss: 0.3758 2547/2557 [============================>.] - ETA: 1s - loss: 549.8419 - logits_profile_predictions_loss: 545.2191 - logcount_predictions_loss: 0.3758 2548/2557 [============================>.] - ETA: 1s - loss: 549.8420 - logits_profile_predictions_loss: 545.2192 - logcount_predictions_loss: 0.3758 2549/2557 [============================>.] - ETA: 1s - loss: 549.8422 - logits_profile_predictions_loss: 545.2193 - logcount_predictions_loss: 0.3758 2550/2557 [============================>.] - ETA: 0s - loss: 549.8423 - logits_profile_predictions_loss: 545.2194 - logcount_predictions_loss: 0.3758 2551/2557 [============================>.] - ETA: 0s - loss: 549.8424 - logits_profile_predictions_loss: 545.2195 - logcount_predictions_loss: 0.3758 2552/2557 [============================>.] - ETA: 0s - loss: 549.8425 - logits_profile_predictions_loss: 545.2197 - logcount_predictions_loss: 0.3758 2553/2557 [============================>.] - ETA: 0s - loss: 549.8426 - logits_profile_predictions_loss: 545.2198 - logcount_predictions_loss: 0.3758 2554/2557 [============================>.] - ETA: 0s - loss: 549.8428 - logits_profile_predictions_loss: 545.2199 - logcount_predictions_loss: 0.3758 2555/2557 [============================>.] - ETA: 0s - loss: 549.8429 - logits_profile_predictions_loss: 545.2200 - logcount_predictions_loss: 0.3758 2556/2557 [============================>.] - ETA: 0s - loss: 549.8430 - logits_profile_predictions_loss: 545.2201 - logcount_predictions_loss: 0.3758 2557/2557 [==============================] - ETA: 0s - loss: 549.8431 - logits_profile_predictions_loss: 545.2202 - logcount_predictions_loss: 0.3758 2557/2557 [==============================] - 371s 145ms/step - loss: 549.8432 - logits_profile_predictions_loss: 545.2203 - logcount_predictions_loss: 0.3758 - val_loss: 595.5940 - val_logits_profile_predictions_loss: 590.1829 - val_logcount_predictions_loss: 0.4399 Epoch 00013: val_loss did not improve from 595.35052 Epoch 14/50 1/2557 [..............................] - ETA: 7:06 - loss: 613.8442 - logits_profile_predictions_loss: 608.3557 - logcount_predictions_loss: 0.4462 2/2557 [..............................] - ETA: 6:27 - loss: 593.5360 - logits_profile_predictions_loss: 587.7728 - logcount_predictions_loss: 0.4686 3/2557 [..............................] - ETA: 6:12 - loss: 583.3538 - logits_profile_predictions_loss: 577.6259 - logcount_predictions_loss: 0.4657 4/2557 [..............................] - ETA: 6:07 - loss: 575.4761 - logits_profile_predictions_loss: 569.9212 - logcount_predictions_loss: 0.4516 5/2557 [..............................] - ETA: 6:04 - loss: 575.2343 - logits_profile_predictions_loss: 569.7926 - logcount_predictions_loss: 0.4424 6/2557 [..............................] - ETA: 6:03 - loss: 575.1005 - logits_profile_predictions_loss: 569.7492 - logcount_predictions_loss: 0.4351 7/2557 [..............................] - ETA: 6:01 - loss: 574.3693 - logits_profile_predictions_loss: 569.1119 - logcount_predictions_loss: 0.4274 8/2557 [..............................] - ETA: 6:01 - loss: 572.9602 - logits_profile_predictions_loss: 567.7768 - logcount_predictions_loss: 0.4214 9/2557 [..............................] - ETA: 6:00 - loss: 571.0021 - logits_profile_predictions_loss: 565.8844 - logcount_predictions_loss: 0.4161 10/2557 [..............................] - ETA: 5:59 - loss: 570.6532 - logits_profile_predictions_loss: 565.5812 - logcount_predictions_loss: 0.4124 11/2557 [..............................] - ETA: 5:59 - loss: 570.5488 - logits_profile_predictions_loss: 565.5132 - logcount_predictions_loss: 0.4094 12/2557 [..............................] - ETA: 5:58 - loss: 570.8199 - logits_profile_predictions_loss: 565.8084 - logcount_predictions_loss: 0.4074 13/2557 [..............................] - ETA: 5:58 - loss: 570.8290 - logits_profile_predictions_loss: 565.8344 - logcount_predictions_loss: 0.4061 14/2557 [..............................] - ETA: 5:58 - loss: 571.0771 - logits_profile_predictions_loss: 566.0965 - logcount_predictions_loss: 0.4049 15/2557 [..............................] - ETA: 5:57 - loss: 570.6582 - logits_profile_predictions_loss: 565.6985 - logcount_predictions_loss: 0.4032 16/2557 [..............................] - ETA: 5:57 - loss: 569.7846 - logits_profile_predictions_loss: 564.8459 - logcount_predictions_loss: 0.4015 17/2557 [..............................] - ETA: 5:57 - loss: 569.1081 - logits_profile_predictions_loss: 564.1894 - logcount_predictions_loss: 0.3999 18/2557 [..............................] - ETA: 5:56 - loss: 568.6564 - logits_profile_predictions_loss: 563.7582 - logcount_predictions_loss: 0.3982 19/2557 [..............................] - ETA: 5:56 - loss: 568.1242 - logits_profile_predictions_loss: 563.2447 - logcount_predictions_loss: 0.3967 20/2557 [..............................] - ETA: 5:56 - loss: 567.5321 - logits_profile_predictions_loss: 562.6729 - logcount_predictions_loss: 0.3951 21/2557 [..............................] - ETA: 5:55 - loss: 566.8518 - logits_profile_predictions_loss: 562.0120 - logcount_predictions_loss: 0.3935 22/2557 [..............................] - ETA: 5:55 - loss: 566.2539 - logits_profile_predictions_loss: 561.4336 - logcount_predictions_loss: 0.3919 23/2557 [..............................] - ETA: 5:55 - loss: 565.7002 - logits_profile_predictions_loss: 560.8975 - logcount_predictions_loss: 0.3905 24/2557 [..............................] - ETA: 5:55 - loss: 565.4326 - logits_profile_predictions_loss: 560.6458 - logcount_predictions_loss: 0.3892 25/2557 [..............................] - ETA: 5:55 - loss: 565.3043 - logits_profile_predictions_loss: 560.5322 - logcount_predictions_loss: 0.3880 26/2557 [..............................] - ETA: 5:54 - loss: 565.1050 - logits_profile_predictions_loss: 560.3464 - logcount_predictions_loss: 0.3869 27/2557 [..............................] - ETA: 5:54 - loss: 565.0211 - logits_profile_predictions_loss: 560.2726 - logcount_predictions_loss: 0.3861 28/2557 [..............................] - ETA: 5:54 - loss: 564.9421 - logits_profile_predictions_loss: 560.2035 - logcount_predictions_loss: 0.3853 29/2557 [..............................] - ETA: 5:54 - loss: 565.0373 - logits_profile_predictions_loss: 560.3055 - logcount_predictions_loss: 0.3847 30/2557 [..............................] - ETA: 5:53 - loss: 565.1597 - logits_profile_predictions_loss: 560.4339 - logcount_predictions_loss: 0.3842 31/2557 [..............................] - ETA: 5:53 - loss: 565.2295 - logits_profile_predictions_loss: 560.5090 - logcount_predictions_loss: 0.3838 32/2557 [..............................] - ETA: 5:53 - loss: 565.2428 - logits_profile_predictions_loss: 560.5284 - logcount_predictions_loss: 0.3833 33/2557 [..............................] - ETA: 5:53 - loss: 565.1907 - logits_profile_predictions_loss: 560.4829 - logcount_predictions_loss: 0.3828 34/2557 [..............................] - ETA: 5:53 - loss: 565.1240 - logits_profile_predictions_loss: 560.4237 - logcount_predictions_loss: 0.3821 35/2557 [..............................] - ETA: 5:53 - loss: 564.9886 - logits_profile_predictions_loss: 560.2963 - logcount_predictions_loss: 0.3815 36/2557 [..............................] - ETA: 5:52 - loss: 564.8471 - logits_profile_predictions_loss: 560.1627 - logcount_predictions_loss: 0.3809 37/2557 [..............................] - ETA: 5:52 - loss: 564.6780 - logits_profile_predictions_loss: 560.0017 - logcount_predictions_loss: 0.3802 38/2557 [..............................] - ETA: 5:52 - loss: 564.5798 - logits_profile_predictions_loss: 559.9118 - logcount_predictions_loss: 0.3795 39/2557 [..............................] - ETA: 5:52 - loss: 564.4211 - logits_profile_predictions_loss: 559.7606 - logcount_predictions_loss: 0.3789 40/2557 [..............................] - ETA: 5:52 - loss: 564.2480 - logits_profile_predictions_loss: 559.5944 - logcount_predictions_loss: 0.3783 41/2557 [..............................] - ETA: 5:51 - loss: 564.0997 - logits_profile_predictions_loss: 559.4527 - logcount_predictions_loss: 0.3778 42/2557 [..............................] - ETA: 5:51 - loss: 563.8944 - logits_profile_predictions_loss: 559.2541 - logcount_predictions_loss: 0.3773 43/2557 [..............................] - ETA: 5:51 - loss: 563.6907 - logits_profile_predictions_loss: 559.0565 - logcount_predictions_loss: 0.3768 44/2557 [..............................] - ETA: 5:51 - loss: 563.4745 - logits_profile_predictions_loss: 558.8457 - logcount_predictions_loss: 0.3763 45/2557 [..............................] - ETA: 5:51 - loss: 563.2328 - logits_profile_predictions_loss: 558.6102 - logcount_predictions_loss: 0.3758 46/2557 [..............................] - ETA: 5:51 - loss: 563.0340 - logits_profile_predictions_loss: 558.4159 - logcount_predictions_loss: 0.3755 47/2557 [..............................] - ETA: 5:51 - loss: 562.8683 - logits_profile_predictions_loss: 558.2541 - logcount_predictions_loss: 0.3751 48/2557 [..............................] - ETA: 5:51 - loss: 562.6914 - logits_profile_predictions_loss: 558.0811 - logcount_predictions_loss: 0.3748 49/2557 [..............................] - ETA: 5:50 - loss: 562.5252 - logits_profile_predictions_loss: 557.9179 - logcount_predictions_loss: 0.3746 50/2557 [..............................] - ETA: 5:50 - loss: 562.3852 - logits_profile_predictions_loss: 557.7812 - logcount_predictions_loss: 0.3743 51/2557 [..............................] - ETA: 5:50 - loss: 562.2661 - logits_profile_predictions_loss: 557.6653 - logcount_predictions_loss: 0.3740 52/2557 [..............................] - ETA: 5:50 - loss: 562.1106 - logits_profile_predictions_loss: 557.5137 - logcount_predictions_loss: 0.3737 53/2557 [..............................] - ETA: 5:50 - loss: 561.9402 - logits_profile_predictions_loss: 557.3476 - logcount_predictions_loss: 0.3734 54/2557 [..............................] - ETA: 5:50 - loss: 561.7497 - logits_profile_predictions_loss: 557.1614 - logcount_predictions_loss: 0.3730 55/2557 [..............................] - ETA: 5:50 - loss: 561.5947 - logits_profile_predictions_loss: 557.0101 - logcount_predictions_loss: 0.3727 56/2557 [..............................] - ETA: 5:49 - loss: 561.4557 - logits_profile_predictions_loss: 556.8738 - logcount_predictions_loss: 0.3725 57/2557 [..............................] - ETA: 5:49 - loss: 561.2955 - logits_profile_predictions_loss: 556.7162 - logcount_predictions_loss: 0.3723 58/2557 [..............................] - ETA: 5:49 - loss: 561.1410 - logits_profile_predictions_loss: 556.5643 - logcount_predictions_loss: 0.3721 59/2557 [..............................] - ETA: 5:49 - loss: 560.9512 - logits_profile_predictions_loss: 556.3776 - logcount_predictions_loss: 0.3718 60/2557 [..............................] - ETA: 5:49 - loss: 560.7875 - logits_profile_predictions_loss: 556.2172 - logcount_predictions_loss: 0.3716 61/2557 [..............................] - ETA: 5:49 - loss: 560.6240 - logits_profile_predictions_loss: 556.0568 - logcount_predictions_loss: 0.3713 62/2557 [..............................] - ETA: 5:49 - loss: 560.4676 - logits_profile_predictions_loss: 555.9036 - logcount_predictions_loss: 0.3711 63/2557 [..............................] - ETA: 5:48 - loss: 560.3240 - logits_profile_predictions_loss: 555.7627 - logcount_predictions_loss: 0.3708 64/2557 [..............................] - ETA: 5:48 - loss: 560.1881 - logits_profile_predictions_loss: 555.6292 - logcount_predictions_loss: 0.3706 65/2557 [..............................] - ETA: 5:48 - loss: 560.0540 - logits_profile_predictions_loss: 555.4975 - logcount_predictions_loss: 0.3704 66/2557 [..............................] - ETA: 5:48 - loss: 559.9024 - logits_profile_predictions_loss: 555.3486 - logcount_predictions_loss: 0.3702 67/2557 [..............................] - ETA: 5:48 - loss: 559.7558 - logits_profile_predictions_loss: 555.2048 - logcount_predictions_loss: 0.3700 68/2557 [..............................] - ETA: 5:48 - loss: 559.6191 - logits_profile_predictions_loss: 555.0706 - logcount_predictions_loss: 0.3698 69/2557 [..............................] - ETA: 5:47 - loss: 559.4788 - logits_profile_predictions_loss: 554.9328 - logcount_predictions_loss: 0.3696 70/2557 [..............................] - ETA: 5:47 - loss: 559.3359 - logits_profile_predictions_loss: 554.7923 - logcount_predictions_loss: 0.3694 71/2557 [..............................] - ETA: 5:47 - loss: 559.2006 - logits_profile_predictions_loss: 554.6590 - logcount_predictions_loss: 0.3692 72/2557 [..............................] - ETA: 5:47 - loss: 559.0699 - logits_profile_predictions_loss: 554.5302 - logcount_predictions_loss: 0.3691 73/2557 [..............................] - ETA: 5:47 - loss: 558.9331 - logits_profile_predictions_loss: 554.3952 - logcount_predictions_loss: 0.3689 74/2557 [..............................] - ETA: 5:47 - loss: 558.8146 - logits_profile_predictions_loss: 554.2786 - logcount_predictions_loss: 0.3688 75/2557 [..............................] - ETA: 5:46 - loss: 558.6967 - logits_profile_predictions_loss: 554.1626 - logcount_predictions_loss: 0.3686 76/2557 [..............................] - ETA: 5:46 - loss: 558.5759 - logits_profile_predictions_loss: 554.0437 - logcount_predictions_loss: 0.3685 77/2557 [..............................] - ETA: 5:46 - loss: 558.4552 - logits_profile_predictions_loss: 553.9248 - logcount_predictions_loss: 0.3683 78/2557 [..............................] - ETA: 5:46 - loss: 558.3500 - logits_profile_predictions_loss: 553.8212 - logcount_predictions_loss: 0.3682 79/2557 [..............................] - ETA: 5:46 - loss: 558.2347 - logits_profile_predictions_loss: 553.7077 - logcount_predictions_loss: 0.3681 80/2557 [..............................] - ETA: 5:46 - loss: 558.1163 - logits_profile_predictions_loss: 553.5912 - logcount_predictions_loss: 0.3679 81/2557 [..............................] - ETA: 5:46 - loss: 557.9906 - logits_profile_predictions_loss: 553.4673 - logcount_predictions_loss: 0.3677 82/2557 [..............................] - ETA: 5:45 - loss: 557.8712 - logits_profile_predictions_loss: 553.3497 - logcount_predictions_loss: 0.3676 83/2557 [..............................] - ETA: 5:45 - loss: 557.7621 - logits_profile_predictions_loss: 553.2424 - logcount_predictions_loss: 0.3675 84/2557 [..............................] - ETA: 5:45 - loss: 557.6525 - logits_profile_predictions_loss: 553.1346 - logcount_predictions_loss: 0.3673 85/2557 [..............................] - ETA: 5:45 - loss: 557.5426 - logits_profile_predictions_loss: 553.0265 - logcount_predictions_loss: 0.3672 86/2557 [>.............................] - ETA: 5:45 - loss: 557.4342 - logits_profile_predictions_loss: 552.9200 - logcount_predictions_loss: 0.3670 87/2557 [>.............................] - ETA: 5:45 - loss: 557.3296 - logits_profile_predictions_loss: 552.8174 - logcount_predictions_loss: 0.3668 88/2557 [>.............................] - ETA: 5:44 - loss: 557.2342 - logits_profile_predictions_loss: 552.7238 - logcount_predictions_loss: 0.3667 89/2557 [>.............................] - ETA: 5:44 - loss: 557.1380 - logits_profile_predictions_loss: 552.6291 - logcount_predictions_loss: 0.3666 90/2557 [>.............................] - ETA: 5:44 - loss: 557.0453 - logits_profile_predictions_loss: 552.5380 - logcount_predictions_loss: 0.3664 91/2557 [>.............................] - ETA: 5:44 - loss: 556.9572 - logits_profile_predictions_loss: 552.4513 - logcount_predictions_loss: 0.3663 92/2557 [>.............................] - ETA: 5:44 - loss: 556.8687 - logits_profile_predictions_loss: 552.3642 - logcount_predictions_loss: 0.3662 93/2557 [>.............................] - ETA: 5:44 - loss: 556.7793 - logits_profile_predictions_loss: 552.2760 - logcount_predictions_loss: 0.3661 94/2557 [>.............................] - ETA: 5:44 - loss: 556.6925 - logits_profile_predictions_loss: 552.1902 - logcount_predictions_loss: 0.3660 95/2557 [>.............................] - ETA: 5:43 - loss: 556.6098 - logits_profile_predictions_loss: 552.1083 - logcount_predictions_loss: 0.3660 96/2557 [>.............................] - ETA: 5:43 - loss: 556.5237 - logits_profile_predictions_loss: 552.0234 - logcount_predictions_loss: 0.3659 97/2557 [>.............................] - ETA: 5:43 - loss: 556.4362 - logits_profile_predictions_loss: 551.9368 - logcount_predictions_loss: 0.3658 98/2557 [>.............................] - ETA: 5:43 - loss: 556.3478 - logits_profile_predictions_loss: 551.8495 - logcount_predictions_loss: 0.3657 99/2557 [>.............................] - ETA: 5:43 - loss: 556.2554 - logits_profile_predictions_loss: 551.7581 - logcount_predictions_loss: 0.3656 100/2557 [>.............................] - ETA: 5:43 - loss: 556.1679 - logits_profile_predictions_loss: 551.6716 - logcount_predictions_loss: 0.3656 101/2557 [>.............................] - ETA: 5:43 - loss: 556.0790 - logits_profile_predictions_loss: 551.5837 - logcount_predictions_loss: 0.3655 102/2557 [>.............................] - ETA: 5:42 - loss: 555.9918 - logits_profile_predictions_loss: 551.4975 - logcount_predictions_loss: 0.3654 103/2557 [>.............................] - ETA: 5:42 - loss: 555.9050 - logits_profile_predictions_loss: 551.4116 - logcount_predictions_loss: 0.3653 104/2557 [>.............................] - ETA: 5:42 - loss: 555.8192 - logits_profile_predictions_loss: 551.3267 - logcount_predictions_loss: 0.3652 105/2557 [>.............................] - ETA: 5:42 - loss: 555.7276 - logits_profile_predictions_loss: 551.2360 - logcount_predictions_loss: 0.3652 106/2557 [>.............................] - ETA: 5:42 - loss: 555.6475 - logits_profile_predictions_loss: 551.1566 - logcount_predictions_loss: 0.3651 107/2557 [>.............................] - ETA: 5:42 - loss: 555.5629 - logits_profile_predictions_loss: 551.0728 - logcount_predictions_loss: 0.3650 108/2557 [>.............................] - ETA: 5:42 - loss: 555.4779 - logits_profile_predictions_loss: 550.9885 - logcount_predictions_loss: 0.3650 109/2557 [>.............................] - ETA: 5:41 - loss: 555.3885 - logits_profile_predictions_loss: 550.8999 - logcount_predictions_loss: 0.3649 110/2557 [>.............................] - ETA: 5:41 - loss: 555.3036 - logits_profile_predictions_loss: 550.8157 - logcount_predictions_loss: 0.3649 111/2557 [>.............................] - ETA: 5:41 - loss: 555.2138 - logits_profile_predictions_loss: 550.7267 - logcount_predictions_loss: 0.3648 112/2557 [>.............................] - ETA: 5:41 - loss: 555.1268 - logits_profile_predictions_loss: 550.6404 - logcount_predictions_loss: 0.3647 113/2557 [>.............................] - ETA: 5:41 - loss: 555.0455 - logits_profile_predictions_loss: 550.5598 - logcount_predictions_loss: 0.3647 114/2557 [>.............................] - ETA: 5:41 - loss: 554.9627 - logits_profile_predictions_loss: 550.4778 - logcount_predictions_loss: 0.3646 115/2557 [>.............................] - ETA: 5:40 - loss: 554.8819 - logits_profile_predictions_loss: 550.3977 - logcount_predictions_loss: 0.3646 116/2557 [>.............................] - ETA: 5:40 - loss: 554.8099 - logits_profile_predictions_loss: 550.3265 - logcount_predictions_loss: 0.3645 117/2557 [>.............................] - ETA: 5:40 - loss: 554.7374 - logits_profile_predictions_loss: 550.2548 - logcount_predictions_loss: 0.3644 118/2557 [>.............................] - ETA: 5:40 - loss: 554.6680 - logits_profile_predictions_loss: 550.1863 - logcount_predictions_loss: 0.3644 119/2557 [>.............................] - ETA: 5:40 - loss: 554.5998 - logits_profile_predictions_loss: 550.1190 - logcount_predictions_loss: 0.3643 120/2557 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[============================>.] - ETA: 9s - loss: 547.1475 - logits_profile_predictions_loss: 542.7091 - logcount_predictions_loss: 0.3608  2487/2557 [============================>.] - ETA: 9s - loss: 547.1476 - logits_profile_predictions_loss: 542.7092 - logcount_predictions_loss: 0.3608 2488/2557 [============================>.] - ETA: 9s - loss: 547.1476 - logits_profile_predictions_loss: 542.7093 - logcount_predictions_loss: 0.3608 2489/2557 [============================>.] - ETA: 9s - loss: 547.1477 - logits_profile_predictions_loss: 542.7094 - logcount_predictions_loss: 0.3608 2490/2557 [============================>.] - ETA: 9s - loss: 547.1478 - logits_profile_predictions_loss: 542.7094 - logcount_predictions_loss: 0.3608 2491/2557 [============================>.] - ETA: 9s - loss: 547.1479 - logits_profile_predictions_loss: 542.7095 - logcount_predictions_loss: 0.3608 2492/2557 [============================>.] - ETA: 9s - loss: 547.1480 - logits_profile_predictions_loss: 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[============================>.] - ETA: 5s - loss: 547.1484 - logits_profile_predictions_loss: 542.7098 - logcount_predictions_loss: 0.3608 2520/2557 [============================>.] - ETA: 5s - loss: 547.1484 - logits_profile_predictions_loss: 542.7098 - logcount_predictions_loss: 0.3608 2521/2557 [============================>.] - ETA: 5s - loss: 547.1484 - logits_profile_predictions_loss: 542.7098 - logcount_predictions_loss: 0.3608 2522/2557 [============================>.] - ETA: 4s - loss: 547.1484 - logits_profile_predictions_loss: 542.7097 - logcount_predictions_loss: 0.3608 2523/2557 [============================>.] - ETA: 4s - loss: 547.1484 - logits_profile_predictions_loss: 542.7097 - logcount_predictions_loss: 0.3608 2524/2557 [============================>.] - ETA: 4s - loss: 547.1484 - logits_profile_predictions_loss: 542.7097 - logcount_predictions_loss: 0.3608 2525/2557 [============================>.] - ETA: 4s - loss: 547.1483 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 547.1470 - logits_profile_predictions_loss: 542.7080 - logcount_predictions_loss: 0.3608 2553/2557 [============================>.] - ETA: 0s - loss: 547.1469 - logits_profile_predictions_loss: 542.7079 - logcount_predictions_loss: 0.3608 2554/2557 [============================>.] - ETA: 0s - loss: 547.1469 - logits_profile_predictions_loss: 542.7079 - logcount_predictions_loss: 0.3608 2555/2557 [============================>.] - ETA: 0s - loss: 547.1469 - logits_profile_predictions_loss: 542.7079 - logcount_predictions_loss: 0.3608 2556/2557 [============================>.] - ETA: 0s - loss: 547.1468 - logits_profile_predictions_loss: 542.7078 - logcount_predictions_loss: 0.3608 2557/2557 [==============================] - ETA: 0s - loss: 547.1468 - logits_profile_predictions_loss: 542.7078 - logcount_predictions_loss: 0.3608 2557/2557 [==============================] - 371s 145ms/step - loss: 547.1468 - logits_profile_predictions_loss: 542.7077 - logcount_predictions_loss: 0.3608 - val_loss: 603.2539 - val_logits_profile_predictions_loss: 597.7276 - val_logcount_predictions_loss: 0.4493 Epoch 00014: val_loss did not improve from 595.35052 Epoch 15/50 1/2557 [..............................] - ETA: 7:13 - loss: 549.2525 - logits_profile_predictions_loss: 544.3125 - logcount_predictions_loss: 0.4016 2/2557 [..............................] - ETA: 6:05 - loss: 551.6250 - logits_profile_predictions_loss: 546.9569 - logcount_predictions_loss: 0.3795 3/2557 [..............................] - ETA: 6:00 - loss: 553.5194 - logits_profile_predictions_loss: 549.0662 - logcount_predictions_loss: 0.3621 4/2557 [..............................] - ETA: 5:58 - loss: 555.2975 - logits_profile_predictions_loss: 551.0084 - logcount_predictions_loss: 0.3487 5/2557 [..............................] - ETA: 5:58 - loss: 555.3777 - logits_profile_predictions_loss: 551.1597 - logcount_predictions_loss: 0.3429 6/2557 [..............................] - ETA: 5:58 - loss: 553.4533 - logits_profile_predictions_loss: 549.2634 - logcount_predictions_loss: 0.3406 7/2557 [..............................] - ETA: 5:57 - loss: 551.8508 - logits_profile_predictions_loss: 547.6932 - logcount_predictions_loss: 0.3380 8/2557 [..............................] - ETA: 5:57 - loss: 550.5130 - logits_profile_predictions_loss: 546.3965 - logcount_predictions_loss: 0.3347 9/2557 [..............................] - ETA: 5:57 - loss: 551.1590 - logits_profile_predictions_loss: 547.0638 - logcount_predictions_loss: 0.3329 10/2557 [..............................] - ETA: 5:56 - loss: 551.1854 - logits_profile_predictions_loss: 547.1175 - logcount_predictions_loss: 0.3307 11/2557 [..............................] - ETA: 5:56 - loss: 550.8761 - logits_profile_predictions_loss: 546.8387 - logcount_predictions_loss: 0.3282 12/2557 [..............................] - ETA: 5:56 - loss: 550.3848 - logits_profile_predictions_loss: 546.3734 - logcount_predictions_loss: 0.3261 13/2557 [..............................] - ETA: 5:56 - loss: 549.9014 - logits_profile_predictions_loss: 545.9078 - logcount_predictions_loss: 0.3247 14/2557 [..............................] - ETA: 5:56 - loss: 549.8265 - logits_profile_predictions_loss: 545.8370 - logcount_predictions_loss: 0.3244 15/2557 [..............................] - ETA: 5:56 - loss: 549.6429 - logits_profile_predictions_loss: 545.6552 - logcount_predictions_loss: 0.3242 16/2557 [..............................] - ETA: 5:56 - loss: 549.4595 - logits_profile_predictions_loss: 545.4745 - logcount_predictions_loss: 0.3240 17/2557 [..............................] - ETA: 5:55 - loss: 549.0468 - logits_profile_predictions_loss: 545.0675 - logcount_predictions_loss: 0.3235 18/2557 [..............................] - ETA: 5:55 - loss: 548.6303 - logits_profile_predictions_loss: 544.6560 - logcount_predictions_loss: 0.3231 19/2557 [..............................] - ETA: 5:55 - loss: 548.0398 - logits_profile_predictions_loss: 544.0710 - logcount_predictions_loss: 0.3227 20/2557 [..............................] - ETA: 5:55 - loss: 547.4666 - logits_profile_predictions_loss: 543.5027 - logcount_predictions_loss: 0.3223 21/2557 [..............................] - ETA: 5:55 - loss: 546.9602 - logits_profile_predictions_loss: 542.9982 - logcount_predictions_loss: 0.3221 22/2557 [..............................] - ETA: 5:54 - loss: 546.5314 - logits_profile_predictions_loss: 542.5716 - logcount_predictions_loss: 0.3219 23/2557 [..............................] - ETA: 5:54 - loss: 546.1840 - logits_profile_predictions_loss: 542.2254 - logcount_predictions_loss: 0.3218 24/2557 [..............................] - ETA: 5:54 - loss: 545.8473 - logits_profile_predictions_loss: 541.8894 - logcount_predictions_loss: 0.3218 25/2557 [..............................] - ETA: 5:54 - loss: 545.4882 - logits_profile_predictions_loss: 541.5288 - logcount_predictions_loss: 0.3219 26/2557 [..............................] - ETA: 5:54 - loss: 545.1841 - logits_profile_predictions_loss: 541.2223 - logcount_predictions_loss: 0.3221 27/2557 [..............................] - ETA: 5:54 - loss: 544.8900 - logits_profile_predictions_loss: 540.9247 - logcount_predictions_loss: 0.3224 28/2557 [..............................] - ETA: 5:53 - loss: 544.5421 - logits_profile_predictions_loss: 540.5753 - logcount_predictions_loss: 0.3225 29/2557 [..............................] - ETA: 5:53 - loss: 544.2754 - logits_profile_predictions_loss: 540.3067 - logcount_predictions_loss: 0.3227 30/2557 [..............................] - ETA: 5:53 - loss: 544.0171 - logits_profile_predictions_loss: 540.0463 - logcount_predictions_loss: 0.3228 31/2557 [..............................] - ETA: 5:53 - loss: 543.8346 - logits_profile_predictions_loss: 539.8621 - logcount_predictions_loss: 0.3230 32/2557 [..............................] - ETA: 5:53 - loss: 543.7231 - logits_profile_predictions_loss: 539.7482 - logcount_predictions_loss: 0.3232 33/2557 [..............................] - ETA: 5:53 - loss: 543.6015 - logits_profile_predictions_loss: 539.6243 - logcount_predictions_loss: 0.3234 34/2557 [..............................] - ETA: 5:52 - loss: 543.4786 - logits_profile_predictions_loss: 539.4990 - logcount_predictions_loss: 0.3235 35/2557 [..............................] - ETA: 5:52 - loss: 543.3666 - logits_profile_predictions_loss: 539.3841 - logcount_predictions_loss: 0.3238 36/2557 [..............................] - ETA: 5:52 - loss: 543.2882 - logits_profile_predictions_loss: 539.3024 - logcount_predictions_loss: 0.3240 37/2557 [..............................] - ETA: 5:52 - loss: 543.2887 - logits_profile_predictions_loss: 539.3010 - logcount_predictions_loss: 0.3242 38/2557 [..............................] - ETA: 5:52 - loss: 543.2839 - logits_profile_predictions_loss: 539.2942 - logcount_predictions_loss: 0.3244 39/2557 [..............................] - ETA: 5:52 - loss: 543.2359 - logits_profile_predictions_loss: 539.2454 - logcount_predictions_loss: 0.3244 40/2557 [..............................] - ETA: 5:51 - loss: 543.1433 - logits_profile_predictions_loss: 539.1522 - logcount_predictions_loss: 0.3245 41/2557 [..............................] - ETA: 5:51 - loss: 543.0965 - logits_profile_predictions_loss: 539.1048 - logcount_predictions_loss: 0.3245 42/2557 [..............................] - ETA: 5:51 - loss: 543.0813 - logits_profile_predictions_loss: 539.0879 - logcount_predictions_loss: 0.3247 43/2557 [..............................] - ETA: 5:51 - loss: 543.0837 - logits_profile_predictions_loss: 539.0887 - logcount_predictions_loss: 0.3248 44/2557 [..............................] - ETA: 5:51 - loss: 543.1081 - logits_profile_predictions_loss: 539.1117 - logcount_predictions_loss: 0.3249 45/2557 [..............................] - ETA: 5:51 - loss: 543.0906 - logits_profile_predictions_loss: 539.0930 - logcount_predictions_loss: 0.3250 46/2557 [..............................] - ETA: 5:50 - loss: 543.0705 - logits_profile_predictions_loss: 539.0711 - logcount_predictions_loss: 0.3252 47/2557 [..............................] - ETA: 5:50 - loss: 543.0820 - logits_profile_predictions_loss: 539.0802 - logcount_predictions_loss: 0.3254 48/2557 [..............................] - ETA: 5:50 - loss: 543.1763 - logits_profile_predictions_loss: 539.1713 - logcount_predictions_loss: 0.3256 49/2557 [..............................] - ETA: 5:50 - loss: 543.2546 - logits_profile_predictions_loss: 539.2464 - logcount_predictions_loss: 0.3259 50/2557 [..............................] - ETA: 5:50 - loss: 543.3006 - logits_profile_predictions_loss: 539.2893 - logcount_predictions_loss: 0.3261 51/2557 [..............................] - ETA: 5:50 - loss: 543.3456 - logits_profile_predictions_loss: 539.3310 - logcount_predictions_loss: 0.3264 52/2557 [..............................] - ETA: 5:49 - 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[====>.........................] - ETA: 4:51 - loss: 542.7709 - logits_profile_predictions_loss: 538.5426 - logcount_predictions_loss: 0.3438 470/2557 [====>.........................] - ETA: 4:51 - loss: 542.7749 - logits_profile_predictions_loss: 538.5465 - logcount_predictions_loss: 0.3438 471/2557 [====>.........................] - ETA: 4:51 - loss: 542.7791 - logits_profile_predictions_loss: 538.5506 - logcount_predictions_loss: 0.3438 472/2557 [====>.........................] - ETA: 4:50 - loss: 542.7831 - logits_profile_predictions_loss: 538.5545 - logcount_predictions_loss: 0.3438 473/2557 [====>.........................] - ETA: 4:50 - loss: 542.7873 - logits_profile_predictions_loss: 538.5586 - logcount_predictions_loss: 0.3438 474/2557 [====>.........................] - ETA: 4:50 - loss: 542.7919 - logits_profile_predictions_loss: 538.5630 - logcount_predictions_loss: 0.3438 475/2557 [====>.........................] - ETA: 4:50 - loss: 542.7969 - 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- logcount_predictions_loss: 0.3181 11/2557 [..............................] - ETA: 5:55 - loss: 546.7946 - logits_profile_predictions_loss: 542.8658 - logcount_predictions_loss: 0.3194 12/2557 [..............................] - ETA: 5:55 - loss: 547.8432 - logits_profile_predictions_loss: 543.8969 - logcount_predictions_loss: 0.3208 13/2557 [..............................] - ETA: 5:55 - loss: 548.6513 - logits_profile_predictions_loss: 544.6917 - logcount_predictions_loss: 0.3219 14/2557 [..............................] - ETA: 5:55 - loss: 549.9279 - logits_profile_predictions_loss: 545.9559 - logcount_predictions_loss: 0.3229 15/2557 [..............................] - ETA: 5:55 - loss: 551.0815 - logits_profile_predictions_loss: 547.0945 - logcount_predictions_loss: 0.3241 16/2557 [..............................] - ETA: 5:54 - loss: 551.7180 - logits_profile_predictions_loss: 547.7181 - logcount_predictions_loss: 0.3252 17/2557 [..............................] - ETA: 5:54 - loss: 552.6870 - logits_profile_predictions_loss: 548.6725 - logcount_predictions_loss: 0.3264 18/2557 [..............................] - ETA: 5:54 - loss: 553.3428 - logits_profile_predictions_loss: 549.3185 - logcount_predictions_loss: 0.3272 19/2557 [..............................] - ETA: 5:54 - loss: 553.8369 - logits_profile_predictions_loss: 549.8032 - logcount_predictions_loss: 0.3279 20/2557 [..............................] - ETA: 5:54 - loss: 554.3015 - logits_profile_predictions_loss: 550.2553 - logcount_predictions_loss: 0.3290 21/2557 [..............................] - ETA: 5:54 - loss: 554.6014 - logits_profile_predictions_loss: 550.5453 - logcount_predictions_loss: 0.3298 22/2557 [..............................] - ETA: 5:53 - loss: 554.8910 - logits_profile_predictions_loss: 550.8232 - logcount_predictions_loss: 0.3307 23/2557 [..............................] - ETA: 5:53 - loss: 555.0640 - logits_profile_predictions_loss: 550.9863 - logcount_predictions_loss: 0.3315 24/2557 [..............................] - ETA: 5:53 - loss: 555.1657 - logits_profile_predictions_loss: 551.0785 - logcount_predictions_loss: 0.3323 25/2557 [..............................] - ETA: 5:53 - loss: 555.2502 - logits_profile_predictions_loss: 551.1500 - logcount_predictions_loss: 0.3333 26/2557 [..............................] - ETA: 5:53 - loss: 555.2003 - logits_profile_predictions_loss: 551.0886 - logcount_predictions_loss: 0.3343 27/2557 [..............................] - ETA: 5:52 - loss: 555.1761 - logits_profile_predictions_loss: 551.0534 - logcount_predictions_loss: 0.3352 28/2557 [..............................] - ETA: 5:52 - loss: 555.0739 - logits_profile_predictions_loss: 550.9406 - logcount_predictions_loss: 0.3360 29/2557 [..............................] - ETA: 5:52 - loss: 555.0185 - logits_profile_predictions_loss: 550.8772 - logcount_predictions_loss: 0.3367 30/2557 [..............................] - ETA: 5:52 - loss: 554.9997 - logits_profile_predictions_loss: 550.8494 - logcount_predictions_loss: 0.3374 31/2557 [..............................] - ETA: 5:52 - loss: 554.9106 - logits_profile_predictions_loss: 550.7535 - logcount_predictions_loss: 0.3380 32/2557 [..............................] - ETA: 5:52 - loss: 554.8389 - logits_profile_predictions_loss: 550.6757 - logcount_predictions_loss: 0.3385 33/2557 [..............................] - ETA: 5:52 - loss: 554.7294 - logits_profile_predictions_loss: 550.5616 - logcount_predictions_loss: 0.3388 34/2557 [..............................] - ETA: 5:51 - loss: 554.5780 - logits_profile_predictions_loss: 550.4065 - logcount_predictions_loss: 0.3391 35/2557 [..............................] - ETA: 5:51 - loss: 554.4572 - logits_profile_predictions_loss: 550.2829 - logcount_predictions_loss: 0.3394 36/2557 [..............................] - ETA: 5:51 - loss: 554.3050 - logits_profile_predictions_loss: 550.1286 - logcount_predictions_loss: 0.3395 37/2557 [..............................] - ETA: 5:51 - loss: 554.1935 - logits_profile_predictions_loss: 550.0156 - logcount_predictions_loss: 0.3397 38/2557 [..............................] - ETA: 5:51 - loss: 554.1139 - logits_profile_predictions_loss: 549.9346 - logcount_predictions_loss: 0.3398 39/2557 [..............................] - ETA: 5:51 - loss: 554.0715 - logits_profile_predictions_loss: 549.8904 - logcount_predictions_loss: 0.3399 40/2557 [..............................] - ETA: 5:51 - loss: 554.0181 - logits_profile_predictions_loss: 549.8360 - logcount_predictions_loss: 0.3400 41/2557 [..............................] - ETA: 5:50 - loss: 553.9611 - logits_profile_predictions_loss: 549.7787 - logcount_predictions_loss: 0.3400 42/2557 [..............................] - ETA: 5:50 - loss: 553.8739 - logits_profile_predictions_loss: 549.6916 - logcount_predictions_loss: 0.3400 43/2557 [..............................] - ETA: 5:50 - loss: 553.7603 - logits_profile_predictions_loss: 549.5779 - logcount_predictions_loss: 0.3400 44/2557 [..............................] - ETA: 5:50 - loss: 553.6574 - logits_profile_predictions_loss: 549.4756 - logcount_predictions_loss: 0.3400 45/2557 [..............................] - ETA: 5:50 - loss: 553.5518 - logits_profile_predictions_loss: 549.3705 - logcount_predictions_loss: 0.3399 46/2557 [..............................] - ETA: 5:50 - loss: 553.4793 - logits_profile_predictions_loss: 549.2988 - logcount_predictions_loss: 0.3399 47/2557 [..............................] - ETA: 5:50 - loss: 553.4091 - logits_profile_predictions_loss: 549.2294 - logcount_predictions_loss: 0.3398 48/2557 [..............................] - ETA: 5:49 - loss: 553.3346 - logits_profile_predictions_loss: 549.1557 - logcount_predictions_loss: 0.3398 49/2557 [..............................] - ETA: 5:49 - loss: 553.2830 - logits_profile_predictions_loss: 549.1048 - logcount_predictions_loss: 0.3397 50/2557 [..............................] - ETA: 5:49 - loss: 553.2417 - logits_profile_predictions_loss: 549.0639 - logcount_predictions_loss: 0.3397 51/2557 [..............................] - ETA: 5:49 - loss: 553.1874 - logits_profile_predictions_loss: 549.0101 - logcount_predictions_loss: 0.3396 52/2557 [..............................] - ETA: 5:49 - loss: 553.1088 - logits_profile_predictions_loss: 548.9326 - logcount_predictions_loss: 0.3395 53/2557 [..............................] - ETA: 5:49 - loss: 553.0356 - logits_profile_predictions_loss: 548.8607 - logcount_predictions_loss: 0.3394 54/2557 [..............................] - ETA: 5:49 - loss: 552.9877 - logits_profile_predictions_loss: 548.8144 - logcount_predictions_loss: 0.3393 55/2557 [..............................] - ETA: 5:48 - loss: 552.9402 - logits_profile_predictions_loss: 548.7686 - logcount_predictions_loss: 0.3391 56/2557 [..............................] - ETA: 5:48 - loss: 552.8868 - logits_profile_predictions_loss: 548.7171 - logcount_predictions_loss: 0.3390 57/2557 [..............................] - ETA: 5:48 - loss: 552.8378 - logits_profile_predictions_loss: 548.6698 - logcount_predictions_loss: 0.3389 58/2557 [..............................] - ETA: 5:48 - loss: 552.8009 - logits_profile_predictions_loss: 548.6342 - logcount_predictions_loss: 0.3388 59/2557 [..............................] - ETA: 5:48 - loss: 552.7642 - logits_profile_predictions_loss: 548.5984 - logcount_predictions_loss: 0.3387 60/2557 [..............................] - ETA: 5:48 - loss: 552.7173 - logits_profile_predictions_loss: 548.5528 - logcount_predictions_loss: 0.3386 61/2557 [..............................] - ETA: 5:48 - loss: 552.6481 - logits_profile_predictions_loss: 548.4850 - logcount_predictions_loss: 0.3385 62/2557 [..............................] - ETA: 5:47 - loss: 552.5682 - logits_profile_predictions_loss: 548.4066 - logcount_predictions_loss: 0.3383 63/2557 [..............................] - ETA: 5:47 - loss: 552.4956 - logits_profile_predictions_loss: 548.3357 - logcount_predictions_loss: 0.3382 64/2557 [..............................] - ETA: 5:47 - loss: 552.4050 - logits_profile_predictions_loss: 548.2467 - logcount_predictions_loss: 0.3381 65/2557 [..............................] - ETA: 5:47 - loss: 552.2982 - logits_profile_predictions_loss: 548.1414 - logcount_predictions_loss: 0.3380 66/2557 [..............................] - ETA: 5:47 - loss: 552.2045 - logits_profile_predictions_loss: 548.0491 - logcount_predictions_loss: 0.3378 67/2557 [..............................] - ETA: 5:47 - loss: 552.1180 - logits_profile_predictions_loss: 547.9639 - logcount_predictions_loss: 0.3377 68/2557 [..............................] - ETA: 5:47 - loss: 552.0190 - logits_profile_predictions_loss: 547.8663 - logcount_predictions_loss: 0.3376 69/2557 [..............................] - ETA: 5:46 - loss: 551.9092 - logits_profile_predictions_loss: 547.7580 - logcount_predictions_loss: 0.3375 70/2557 [..............................] - ETA: 5:46 - loss: 551.8161 - logits_profile_predictions_loss: 547.6659 - logcount_predictions_loss: 0.3374 71/2557 [..............................] - ETA: 5:46 - loss: 551.7292 - logits_profile_predictions_loss: 547.5802 - logcount_predictions_loss: 0.3373 72/2557 [..............................] - ETA: 5:46 - loss: 551.6540 - logits_profile_predictions_loss: 547.5062 - logcount_predictions_loss: 0.3372 73/2557 [..............................] - ETA: 5:46 - loss: 551.5818 - logits_profile_predictions_loss: 547.4353 - logcount_predictions_loss: 0.3371 74/2557 [..............................] - ETA: 5:46 - loss: 551.5079 - logits_profile_predictions_loss: 547.3626 - logcount_predictions_loss: 0.3370 75/2557 [..............................] - ETA: 5:46 - loss: 551.4341 - logits_profile_predictions_loss: 547.2901 - logcount_predictions_loss: 0.3369 76/2557 [..............................] - ETA: 5:45 - loss: 551.3721 - logits_profile_predictions_loss: 547.2291 - logcount_predictions_loss: 0.3368 77/2557 [..............................] - ETA: 5:45 - loss: 551.3228 - logits_profile_predictions_loss: 547.1806 - logcount_predictions_loss: 0.3368 78/2557 [..............................] - ETA: 5:45 - loss: 551.2717 - logits_profile_predictions_loss: 547.1302 - logcount_predictions_loss: 0.3367 79/2557 [..............................] - ETA: 5:45 - loss: 551.2189 - logits_profile_predictions_loss: 547.0784 - logcount_predictions_loss: 0.3366 80/2557 [..............................] - ETA: 5:45 - loss: 551.1536 - logits_profile_predictions_loss: 547.0139 - logcount_predictions_loss: 0.3366 81/2557 [..............................] - ETA: 5:45 - loss: 551.0901 - logits_profile_predictions_loss: 546.9512 - logcount_predictions_loss: 0.3365 82/2557 [..............................] - ETA: 5:45 - loss: 551.0434 - logits_profile_predictions_loss: 546.9052 - logcount_predictions_loss: 0.3364 83/2557 [..............................] - ETA: 5:45 - loss: 550.9936 - logits_profile_predictions_loss: 546.8560 - logcount_predictions_loss: 0.3364 84/2557 [..............................] - ETA: 5:44 - loss: 550.9431 - logits_profile_predictions_loss: 546.8062 - logcount_predictions_loss: 0.3363 85/2557 [..............................] - ETA: 5:44 - loss: 550.8912 - logits_profile_predictions_loss: 546.7549 - logcount_predictions_loss: 0.3363 86/2557 [>.............................] - ETA: 5:44 - loss: 550.8418 - logits_profile_predictions_loss: 546.7061 - logcount_predictions_loss: 0.3362 87/2557 [>.............................] - ETA: 5:44 - loss: 550.7935 - logits_profile_predictions_loss: 546.6583 - logcount_predictions_loss: 0.3362 88/2557 [>.............................] - ETA: 5:44 - loss: 550.7371 - logits_profile_predictions_loss: 546.6026 - logcount_predictions_loss: 0.3361 89/2557 [>.............................] - ETA: 5:44 - loss: 550.6790 - logits_profile_predictions_loss: 546.5453 - logcount_predictions_loss: 0.3361 90/2557 [>.............................] - ETA: 5:44 - loss: 550.6285 - logits_profile_predictions_loss: 546.4957 - logcount_predictions_loss: 0.3360 91/2557 [>.............................] - ETA: 5:43 - loss: 550.5805 - logits_profile_predictions_loss: 546.4482 - logcount_predictions_loss: 0.3360 92/2557 [>.............................] - ETA: 5:43 - loss: 550.5359 - logits_profile_predictions_loss: 546.4041 - logcount_predictions_loss: 0.3359 93/2557 [>.............................] - ETA: 5:43 - loss: 550.4901 - logits_profile_predictions_loss: 546.3587 - logcount_predictions_loss: 0.3359 94/2557 [>.............................] - ETA: 5:43 - loss: 550.4429 - logits_profile_predictions_loss: 546.3118 - logcount_predictions_loss: 0.3359 95/2557 [>.............................] - ETA: 5:43 - loss: 550.3890 - logits_profile_predictions_loss: 546.2582 - logcount_predictions_loss: 0.3358 96/2557 [>.............................] - ETA: 5:43 - loss: 550.3320 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 545.3992 - logcount_predictions_loss: 0.3349 117/2557 [>.............................] - ETA: 5:40 - loss: 549.4730 - logits_profile_predictions_loss: 545.3539 - logcount_predictions_loss: 0.3349 118/2557 [>.............................] - ETA: 5:40 - loss: 549.4279 - logits_profile_predictions_loss: 545.3095 - logcount_predictions_loss: 0.3348 119/2557 [>.............................] - ETA: 5:40 - loss: 549.3812 - logits_profile_predictions_loss: 545.2634 - logcount_predictions_loss: 0.3348 120/2557 [>.............................] - ETA: 5:40 - loss: 549.3312 - logits_profile_predictions_loss: 545.2141 - logcount_predictions_loss: 0.3347 121/2557 [>.............................] - ETA: 5:39 - loss: 549.2817 - logits_profile_predictions_loss: 545.1654 - logcount_predictions_loss: 0.3347 122/2557 [>.............................] - ETA: 5:39 - loss: 549.2320 - logits_profile_predictions_loss: 545.1164 - logcount_predictions_loss: 0.3346 123/2557 [>.............................] - ETA: 5:39 - loss: 549.1888 - logits_profile_predictions_loss: 545.0736 - logcount_predictions_loss: 0.3346 124/2557 [>.............................] - ETA: 5:39 - loss: 549.1444 - logits_profile_predictions_loss: 545.0299 - logcount_predictions_loss: 0.3345 125/2557 [>.............................] - ETA: 5:39 - loss: 549.0969 - logits_profile_predictions_loss: 544.9830 - logcount_predictions_loss: 0.3345 126/2557 [>.............................] - ETA: 5:39 - loss: 549.0543 - logits_profile_predictions_loss: 544.9411 - logcount_predictions_loss: 0.3344 127/2557 [>.............................] - ETA: 5:39 - loss: 549.0091 - logits_profile_predictions_loss: 544.8965 - logcount_predictions_loss: 0.3344 128/2557 [>.............................] - ETA: 5:38 - loss: 548.9658 - logits_profile_predictions_loss: 544.8539 - logcount_predictions_loss: 0.3343 129/2557 [>.............................] - ETA: 5:38 - loss: 548.9229 - 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[>.............................] - ETA: 5:37 - loss: 548.6353 - logits_profile_predictions_loss: 544.5273 - logcount_predictions_loss: 0.3340 137/2557 [>.............................] - ETA: 5:37 - loss: 548.5919 - logits_profile_predictions_loss: 544.4844 - logcount_predictions_loss: 0.3339 138/2557 [>.............................] - ETA: 5:37 - loss: 548.5479 - logits_profile_predictions_loss: 544.4408 - logcount_predictions_loss: 0.3339 139/2557 [>.............................] - ETA: 5:37 - loss: 548.5047 - logits_profile_predictions_loss: 544.3982 - logcount_predictions_loss: 0.3339 140/2557 [>.............................] - ETA: 5:37 - loss: 548.4609 - logits_profile_predictions_loss: 544.3549 - logcount_predictions_loss: 0.3338 141/2557 [>.............................] - ETA: 5:37 - loss: 548.4150 - logits_profile_predictions_loss: 544.3096 - logcount_predictions_loss: 0.3338 142/2557 [>.............................] - ETA: 5:36 - loss: 548.3705 - 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[============================>.] - ETA: 4s - loss: 540.6431 - logits_profile_predictions_loss: 536.6054 - logcount_predictions_loss: 0.3282 2523/2557 [============================>.] - ETA: 4s - loss: 540.6425 - logits_profile_predictions_loss: 536.6048 - logcount_predictions_loss: 0.3282 2524/2557 [============================>.] - ETA: 4s - loss: 540.6419 - logits_profile_predictions_loss: 536.6042 - logcount_predictions_loss: 0.3282 2525/2557 [============================>.] - ETA: 4s - loss: 540.6412 - logits_profile_predictions_loss: 536.6035 - logcount_predictions_loss: 0.3282 2526/2557 [============================>.] - ETA: 4s - loss: 540.6406 - logits_profile_predictions_loss: 536.6029 - logcount_predictions_loss: 0.3282 2527/2557 [============================>.] - ETA: 4s - loss: 540.6399 - logits_profile_predictions_loss: 536.6022 - logcount_predictions_loss: 0.3282 2528/2557 [============================>.] - ETA: 4s - loss: 540.6393 - logits_profile_predictions_loss: 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2542/2557 [============================>.] - ETA: 2s - loss: 540.6303 - logits_profile_predictions_loss: 536.5926 - logcount_predictions_loss: 0.3282 2543/2557 [============================>.] - ETA: 1s - loss: 540.6297 - logits_profile_predictions_loss: 536.5920 - logcount_predictions_loss: 0.3282 2544/2557 [============================>.] - ETA: 1s - loss: 540.6291 - logits_profile_predictions_loss: 536.5914 - logcount_predictions_loss: 0.3282 2545/2557 [============================>.] - ETA: 1s - loss: 540.6285 - logits_profile_predictions_loss: 536.5908 - logcount_predictions_loss: 0.3282 2546/2557 [============================>.] - ETA: 1s - loss: 540.6279 - logits_profile_predictions_loss: 536.5902 - logcount_predictions_loss: 0.3282 2547/2557 [============================>.] - ETA: 1s - loss: 540.6273 - logits_profile_predictions_loss: 536.5897 - logcount_predictions_loss: 0.3282 2548/2557 [============================>.] - ETA: 1s - loss: 540.6267 - 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[============================>.] - ETA: 0s - loss: 540.6227 - logits_profile_predictions_loss: 536.5851 - logcount_predictions_loss: 0.3282 2556/2557 [============================>.] - ETA: 0s - loss: 540.6222 - logits_profile_predictions_loss: 536.5845 - logcount_predictions_loss: 0.3282 2557/2557 [==============================] - ETA: 0s - loss: 540.6216 - logits_profile_predictions_loss: 536.5839 - logcount_predictions_loss: 0.3282 2557/2557 [==============================] - 371s 145ms/step - loss: 540.6210 - logits_profile_predictions_loss: 536.5834 - logcount_predictions_loss: 0.3282 - val_loss: 601.6168 - val_logits_profile_predictions_loss: 596.2441 - val_logcount_predictions_loss: 0.4368 Epoch 00016: val_loss did not improve from 595.35052 Epoch 17/50 1/2557 [..............................] - ETA: 7:08 - loss: 594.8951 - logits_profile_predictions_loss: 591.2678 - logcount_predictions_loss: 0.2949 2/2557 [..............................] - ETA: 6:03 - loss: 571.7761 - logits_profile_predictions_loss: 567.9576 - logcount_predictions_loss: 0.3104 3/2557 [..............................] - ETA: 6:01 - loss: 567.8469 - logits_profile_predictions_loss: 563.9410 - logcount_predictions_loss: 0.3176 4/2557 [..............................] - ETA: 5:59 - loss: 562.6531 - logits_profile_predictions_loss: 558.7687 - logcount_predictions_loss: 0.3158 5/2557 [..............................] - ETA: 5:58 - loss: 558.9361 - logits_profile_predictions_loss: 555.0664 - logcount_predictions_loss: 0.3146 6/2557 [..............................] - ETA: 5:58 - loss: 555.3382 - logits_profile_predictions_loss: 551.4803 - logcount_predictions_loss: 0.3136 7/2557 [..............................] - ETA: 5:57 - loss: 552.4743 - logits_profile_predictions_loss: 548.6313 - logcount_predictions_loss: 0.3124 8/2557 [..............................] - ETA: 5:56 - loss: 550.1941 - logits_profile_predictions_loss: 546.3604 - logcount_predictions_loss: 0.3117 9/2557 [..............................] - ETA: 5:56 - loss: 549.6354 - logits_profile_predictions_loss: 545.7920 - logcount_predictions_loss: 0.3125 10/2557 [..............................] - ETA: 5:56 - loss: 549.0983 - logits_profile_predictions_loss: 545.2503 - logcount_predictions_loss: 0.3128 11/2557 [..............................] - ETA: 5:55 - loss: 549.2177 - logits_profile_predictions_loss: 545.3657 - logcount_predictions_loss: 0.3132 12/2557 [..............................] - ETA: 5:55 - loss: 549.8333 - logits_profile_predictions_loss: 545.9659 - logcount_predictions_loss: 0.3144 13/2557 [..............................] - ETA: 5:55 - loss: 550.3132 - logits_profile_predictions_loss: 546.4414 - logcount_predictions_loss: 0.3148 14/2557 [..............................] - ETA: 5:55 - loss: 550.5113 - logits_profile_predictions_loss: 546.6392 - logcount_predictions_loss: 0.3148 15/2557 [..............................] - ETA: 5:55 - loss: 550.5351 - logits_profile_predictions_loss: 546.6661 - logcount_predictions_loss: 0.3146 16/2557 [..............................] - ETA: 5:55 - loss: 550.4005 - logits_profile_predictions_loss: 546.5360 - logcount_predictions_loss: 0.3142 17/2557 [..............................] - ETA: 5:54 - loss: 549.9806 - logits_profile_predictions_loss: 546.1182 - logcount_predictions_loss: 0.3140 18/2557 [..............................] - ETA: 5:54 - loss: 549.9787 - logits_profile_predictions_loss: 546.1171 - logcount_predictions_loss: 0.3140 19/2557 [..............................] - ETA: 5:54 - loss: 549.9386 - logits_profile_predictions_loss: 546.0743 - logcount_predictions_loss: 0.3142 20/2557 [..............................] - ETA: 5:54 - loss: 550.0406 - logits_profile_predictions_loss: 546.1728 - logcount_predictions_loss: 0.3145 21/2557 [..............................] - ETA: 5:54 - loss: 550.1021 - logits_profile_predictions_loss: 546.2321 - logcount_predictions_loss: 0.3146 22/2557 [..............................] - ETA: 5:54 - 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29/2557 [..............................] - ETA: 5:53 - loss: 549.5214 - logits_profile_predictions_loss: 545.6419 - logcount_predictions_loss: 0.3154 30/2557 [..............................] - ETA: 5:53 - loss: 549.3704 - logits_profile_predictions_loss: 545.4858 - logcount_predictions_loss: 0.3158 31/2557 [..............................] - ETA: 5:52 - loss: 549.2044 - logits_profile_predictions_loss: 545.3169 - logcount_predictions_loss: 0.3161 32/2557 [..............................] - ETA: 5:52 - loss: 549.1090 - logits_profile_predictions_loss: 545.2182 - logcount_predictions_loss: 0.3163 33/2557 [..............................] - ETA: 5:52 - loss: 548.9326 - logits_profile_predictions_loss: 545.0391 - logcount_predictions_loss: 0.3165 34/2557 [..............................] - ETA: 5:52 - loss: 548.7414 - logits_profile_predictions_loss: 544.8458 - logcount_predictions_loss: 0.3167 35/2557 [..............................] - ETA: 5:52 - loss: 548.5294 - 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[..............................] - ETA: 5:51 - loss: 546.5764 - logits_profile_predictions_loss: 542.6820 - logcount_predictions_loss: 0.3166 43/2557 [..............................] - ETA: 5:51 - loss: 546.3011 - logits_profile_predictions_loss: 542.4081 - logcount_predictions_loss: 0.3165 44/2557 [..............................] - ETA: 5:51 - loss: 546.0893 - logits_profile_predictions_loss: 542.1970 - logcount_predictions_loss: 0.3165 45/2557 [..............................] - ETA: 5:50 - loss: 545.9000 - logits_profile_predictions_loss: 542.0080 - logcount_predictions_loss: 0.3164 46/2557 [..............................] - ETA: 5:50 - loss: 545.6987 - logits_profile_predictions_loss: 541.8071 - logcount_predictions_loss: 0.3164 47/2557 [..............................] - ETA: 5:50 - loss: 545.5077 - logits_profile_predictions_loss: 541.6164 - logcount_predictions_loss: 0.3164 48/2557 [..............................] - ETA: 5:50 - loss: 545.3253 - logits_profile_predictions_loss: 541.4343 - logcount_predictions_loss: 0.3163 49/2557 [..............................] - ETA: 5:50 - loss: 545.1431 - logits_profile_predictions_loss: 541.2523 - logcount_predictions_loss: 0.3163 50/2557 [..............................] - ETA: 5:50 - loss: 544.9482 - logits_profile_predictions_loss: 541.0580 - logcount_predictions_loss: 0.3163 51/2557 [..............................] - ETA: 5:49 - loss: 544.7713 - logits_profile_predictions_loss: 540.8820 - logcount_predictions_loss: 0.3162 52/2557 [..............................] - ETA: 5:49 - loss: 544.5794 - logits_profile_predictions_loss: 540.6916 - logcount_predictions_loss: 0.3161 53/2557 [..............................] - ETA: 5:49 - loss: 544.4125 - logits_profile_predictions_loss: 540.5259 - logcount_predictions_loss: 0.3160 54/2557 [..............................] - ETA: 5:49 - loss: 544.2819 - logits_profile_predictions_loss: 540.3964 - logcount_predictions_loss: 0.3159 55/2557 [..............................] - ETA: 5:49 - loss: 544.1666 - logits_profile_predictions_loss: 540.2819 - logcount_predictions_loss: 0.3158 56/2557 [..............................] - ETA: 5:49 - loss: 544.0587 - logits_profile_predictions_loss: 540.1747 - logcount_predictions_loss: 0.3158 57/2557 [..............................] - ETA: 5:48 - loss: 543.9676 - logits_profile_predictions_loss: 540.0837 - logcount_predictions_loss: 0.3158 58/2557 [..............................] - ETA: 5:48 - loss: 543.8819 - logits_profile_predictions_loss: 539.9980 - logcount_predictions_loss: 0.3158 59/2557 [..............................] - ETA: 5:48 - loss: 543.7999 - logits_profile_predictions_loss: 539.9162 - logcount_predictions_loss: 0.3158 60/2557 [..............................] - ETA: 5:48 - loss: 543.7064 - logits_profile_predictions_loss: 539.8230 - logcount_predictions_loss: 0.3157 61/2557 [..............................] - ETA: 5:48 - loss: 543.6213 - logits_profile_predictions_loss: 539.7384 - logcount_predictions_loss: 0.3157 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logits_profile_predictions_loss: 539.2614 - logcount_predictions_loss: 0.3156 69/2557 [..............................] - ETA: 5:47 - loss: 543.0745 - logits_profile_predictions_loss: 539.1929 - logcount_predictions_loss: 0.3156 70/2557 [..............................] - ETA: 5:47 - loss: 543.0073 - logits_profile_predictions_loss: 539.1258 - logcount_predictions_loss: 0.3156 71/2557 [..............................] - ETA: 5:46 - loss: 542.9505 - logits_profile_predictions_loss: 539.0688 - logcount_predictions_loss: 0.3156 72/2557 [..............................] - ETA: 5:46 - loss: 542.8903 - logits_profile_predictions_loss: 539.0085 - logcount_predictions_loss: 0.3156 73/2557 [..............................] - ETA: 5:46 - loss: 542.8259 - logits_profile_predictions_loss: 538.9442 - logcount_predictions_loss: 0.3156 74/2557 [..............................] - ETA: 5:46 - loss: 542.7589 - logits_profile_predictions_loss: 538.8773 - logcount_predictions_loss: 0.3156 75/2557 [..............................] - ETA: 5:46 - loss: 542.6959 - logits_profile_predictions_loss: 538.8143 - logcount_predictions_loss: 0.3156 76/2557 [..............................] - ETA: 5:46 - loss: 542.6540 - logits_profile_predictions_loss: 538.7720 - logcount_predictions_loss: 0.3156 77/2557 [..............................] - ETA: 5:46 - loss: 542.6104 - logits_profile_predictions_loss: 538.7282 - logcount_predictions_loss: 0.3156 78/2557 [..............................] - ETA: 5:45 - loss: 542.5693 - logits_profile_predictions_loss: 538.6868 - logcount_predictions_loss: 0.3156 79/2557 [..............................] - ETA: 5:45 - loss: 542.5352 - logits_profile_predictions_loss: 538.6527 - logcount_predictions_loss: 0.3157 80/2557 [..............................] - ETA: 5:45 - loss: 542.4939 - logits_profile_predictions_loss: 538.6110 - logcount_predictions_loss: 0.3157 81/2557 [..............................] - ETA: 5:45 - loss: 542.4548 - logits_profile_predictions_loss: 538.5717 - logcount_predictions_loss: 0.3157 82/2557 [..............................] - ETA: 5:45 - loss: 542.4128 - logits_profile_predictions_loss: 538.5296 - logcount_predictions_loss: 0.3157 83/2557 [..............................] - ETA: 5:45 - loss: 542.3771 - logits_profile_predictions_loss: 538.4937 - logcount_predictions_loss: 0.3157 84/2557 [..............................] - ETA: 5:45 - loss: 542.3393 - logits_profile_predictions_loss: 538.4557 - logcount_predictions_loss: 0.3157 85/2557 [..............................] - ETA: 5:44 - loss: 542.2980 - logits_profile_predictions_loss: 538.4141 - logcount_predictions_loss: 0.3158 86/2557 [>.............................] - ETA: 5:44 - loss: 542.2492 - logits_profile_predictions_loss: 538.3651 - logcount_predictions_loss: 0.3158 87/2557 [>.............................] - ETA: 5:44 - loss: 542.2069 - logits_profile_predictions_loss: 538.3224 - logcount_predictions_loss: 0.3158 88/2557 [>.............................] - ETA: 5:44 - 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[============================>.] - ETA: 0s - loss: 535.8027 - logits_profile_predictions_loss: 531.8859 - logcount_predictions_loss: 0.3184 2554/2557 [============================>.] - ETA: 0s - loss: 535.8027 - logits_profile_predictions_loss: 531.8859 - logcount_predictions_loss: 0.3184 2555/2557 [============================>.] - ETA: 0s - loss: 535.8027 - logits_profile_predictions_loss: 531.8860 - logcount_predictions_loss: 0.3184 2556/2557 [============================>.] - ETA: 0s - loss: 535.8027 - logits_profile_predictions_loss: 531.8860 - logcount_predictions_loss: 0.3184 2557/2557 [==============================] - ETA: 0s - loss: 535.8027 - logits_profile_predictions_loss: 531.8860 - logcount_predictions_loss: 0.3184 2557/2557 [==============================] - 371s 145ms/step - loss: 535.8028 - logits_profile_predictions_loss: 531.8860 - logcount_predictions_loss: 0.3184 - val_loss: 601.8830 - val_logits_profile_predictions_loss: 596.5031 - val_logcount_predictions_loss: 0.4374 Epoch 00017: val_loss did not improve from 595.35052 Restoring model weights from the end of the best epoch. Epoch 00017: early stopping save model save model without bias 2022-10-05_14-15-34: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR000EQF//preprocessing/bigWigs/ENCSR000EQF.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(36224, 10) loading nonpeaks... got split:test for bed regions:(34627, 10) 0/277 100/277 200/277 2022-10-05_14-19-17: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR000EQF//preprocessing/bigWigs/ENCSR000EQF.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(36224, 10) loading nonpeaks... got split:test for bed regions:(34627, 10) 0/277 100/277 200/277 2022-10-05_14-22-36: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR000EQF//preprocessing/bigWigs/ENCSR000EQF.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(36224, 10) loading nonpeaks... got split:test for bed regions:(34627, 10) 0/277 100/277 200/277 2022-10-05_14-25-01: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//footprints 2022-10-05_14-25-01: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/34 [..............................] - ETA: 3:43 3/34 [=>............................] - ETA: 9s  4/34 [==>...........................] - ETA: 12s 5/34 [===>..........................] - ETA: 13s 6/34 [====>.........................] - ETA: 14s 7/34 [=====>........................] - ETA: 14s 8/34 [======>.......................] - ETA: 13s 9/34 [======>.......................] - ETA: 13s 10/34 [=======>......................] - ETA: 13s 11/34 [========>.....................] - ETA: 12s 12/34 [=========>....................] - ETA: 12s 13/34 [==========>...................] - ETA: 12s 14/34 [===========>..................] - ETA: 11s 15/34 [============>.................] - ETA: 11s 16/34 [=============>................] - ETA: 10s 17/34 [==============>...............] - ETA: 9s  18/34 [==============>...............] - ETA: 9s 19/34 [===============>..............] - ETA: 8s 20/34 [================>.............] - ETA: 8s 21/34 [=================>............] - ETA: 7s 22/34 [==================>...........] - ETA: 7s 23/34 [===================>..........] - ETA: 6s 24/34 [====================>.........] - ETA: 5s 25/34 [=====================>........] - ETA: 5s 26/34 [=====================>........] - ETA: 4s 27/34 [======================>.......] - ETA: 4s 28/34 [=======================>......] - ETA: 3s 29/34 [========================>.....] - ETA: 3s 30/34 [=========================>....] - ETA: 2s 31/34 [==========================>...] - ETA: 1s 32/34 [===========================>..] - ETA: 1s 33/34 [============================>.] - ETA: 0s 34/34 [==============================] - ETA: 0s 34/34 [==============================] - 29s 668ms/step 1/34 [..............................] - ETA: 2s 2/34 [>.............................] - ETA: 19s 3/34 [=>............................] - ETA: 19s 4/34 [==>...........................] - ETA: 18s 5/34 [===>..........................] - ETA: 18s 6/34 [====>.........................] - ETA: 17s 7/34 [=====>........................] - ETA: 16s 8/34 [======>.......................] - ETA: 16s 9/34 [======>.......................] - ETA: 15s 10/34 [=======>......................] - ETA: 14s 11/34 [========>.....................] - ETA: 14s 12/34 [=========>....................] - ETA: 13s 13/34 [==========>...................] - ETA: 13s 14/34 [===========>..................] - ETA: 12s 15/34 [============>.................] - ETA: 11s 16/34 [=============>................] - ETA: 11s 17/34 [==============>...............] - ETA: 10s 18/34 [==============>...............] - ETA: 9s  19/34 [===============>..............] - ETA: 9s 20/34 [================>.............] - ETA: 8s 21/34 [=================>............] - ETA: 8s 22/34 [==================>...........] - ETA: 7s 23/34 [===================>..........] - ETA: 6s 24/34 [====================>.........] - ETA: 6s 25/34 [=====================>........] - ETA: 5s 26/34 [=====================>........] - ETA: 4s 27/34 [======================>.......] - ETA: 4s 28/34 [=======================>......] - ETA: 3s 29/34 [========================>.....] - ETA: 3s 30/34 [=========================>....] - ETA: 2s 31/34 [==========================>...] - ETA: 1s 32/34 [===========================>..] - ETA: 1s 33/34 [============================>.] - ETA: 0s 34/34 [==============================] - ETA: 0s 34/34 [==============================] - 21s 629ms/step inserting motif: dnase_2 TGTACTTACGAA 1/34 [..............................] - ETA: 0s 2/34 [>.............................] - ETA: 20s 3/34 [=>............................] - ETA: 19s 4/34 [==>...........................] - ETA: 18s 5/34 [===>..........................] - ETA: 18s 6/34 [====>.........................] - ETA: 17s 7/34 [=====>........................] - ETA: 16s 8/34 [======>.......................] - ETA: 16s 9/34 [======>.......................] - ETA: 15s 10/34 [=======>......................] - ETA: 15s 11/34 [========>.....................] - ETA: 14s 12/34 [=========>....................] - ETA: 13s 13/34 [==========>...................] - ETA: 13s 14/34 [===========>..................] - ETA: 12s 15/34 [============>.................] - ETA: 11s 16/34 [=============>................] - ETA: 11s 17/34 [==============>...............] - ETA: 10s 18/34 [==============>...............] - ETA: 9s  19/34 [===============>..............] - ETA: 9s 20/34 [================>.............] - ETA: 8s 21/34 [=================>............] - ETA: 8s 22/34 [==================>...........] - ETA: 7s 23/34 [===================>..........] - ETA: 6s 24/34 [====================>.........] - ETA: 6s 25/34 [=====================>........] - ETA: 5s 26/34 [=====================>........] - ETA: 4s 27/34 [======================>.......] - ETA: 4s 28/34 [=======================>......] - ETA: 3s 29/34 [========================>.....] - ETA: 3s 30/34 [=========================>....] - ETA: 2s 31/34 [==========================>...] - ETA: 1s 32/34 [===========================>..] - ETA: 1s 33/34 [============================>.] - ETA: 0s 34/34 [==============================] - ETA: 0s 34/34 [==============================] - 21s 629ms/step 1/34 [..............................] - ETA: 0s 2/34 [>.............................] - ETA: 19s 3/34 [=>............................] - ETA: 19s 4/34 [==>...........................] - ETA: 18s 5/34 [===>..........................] - ETA: 18s 6/34 [====>.........................] - ETA: 17s 7/34 [=====>........................] - ETA: 16s 8/34 [======>.......................] - ETA: 16s 9/34 [======>.......................] - ETA: 15s 10/34 [=======>......................] - ETA: 14s 11/34 [========>.....................] - ETA: 14s 12/34 [=========>....................] - ETA: 13s 13/34 [==========>...................] - ETA: 13s 14/34 [===========>..................] - ETA: 12s 15/34 [============>.................] - ETA: 11s 16/34 [=============>................] - ETA: 11s 17/34 [==============>...............] - ETA: 10s 18/34 [==============>...............] - ETA: 9s  19/34 [===============>..............] - ETA: 9s 20/34 [================>.............] - ETA: 8s 21/34 [=================>............] - ETA: 8s 22/34 [==================>...........] - ETA: 7s 23/34 [===================>..........] - ETA: 6s 24/34 [====================>.........] - ETA: 6s 25/34 [=====================>........] - ETA: 5s 26/34 [=====================>........] - ETA: 4s 27/34 [======================>.......] - ETA: 4s 28/34 [=======================>......] - ETA: 3s 29/34 [========================>.....] - ETA: 3s 30/34 [=========================>....] - ETA: 2s 31/34 [==========================>...] - ETA: 1s 32/34 [===========================>..] - ETA: 1s 33/34 [============================>.] - ETA: 0s 34/34 [==============================] - ETA: 0s 34/34 [==============================] - 21s 629ms/step Saving marginal footprints 2022-10-05_14-26-54: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//footprints 2022-10-05_14-26-54: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR000EQF//chrombppnet_model_encsr283tme_bias_fold_2//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/34 [..............................] - ETA: 1:47 3/34 [=>............................] - ETA: 0s  4/34 [==>...........................] - ETA: 1s 6/34 [====>.........................] - ETA: 1s 8/34 [======>.......................] - ETA: 1s 10/34 [=======>......................] - ETA: 1s 12/34 [=========>....................] - ETA: 1s 14/34 [===========>..................] - ETA: 0s 16/34 [=============>................] - ETA: 0s 18/34 [==============>...............] - ETA: 0s 19/34 [===============>..............] - ETA: 0s 21/34 [=================>............] - ETA: 0s 23/34 [===================>..........] - ETA: 0s 24/34 [====================>.........] - ETA: 0s 25/34 [=====================>........] - ETA: 0s 27/34 [======================>.......] - ETA: 0s 28/34 [=======================>......] - ETA: 0s 29/34 [========================>.....] - ETA: 0s 30/34 [=========================>....] - ETA: 0s 32/34 [===========================>..] - ETA: 0s 33/34 [============================>.] - ETA: 0s 34/34 [==============================] - ETA: 0s 34/34 [==============================] - 5s 55ms/step 1/34 [..............................] - ETA: 0s 2/34 [>.............................] - ETA: 1s 4/34 [==>...........................] - ETA: 1s 6/34 [====>.........................] - ETA: 1s 8/34 [======>.......................] - ETA: 1s 10/34 [=======>......................] - ETA: 1s 11/34 [========>.....................] - ETA: 1s 13/34 [==========>...................] - ETA: 1s 15/34 [============>.................] - ETA: 0s 17/34 [==============>...............] - ETA: 0s 19/34 [===============>..............] - ETA: 0s 20/34 [================>.............] - ETA: 0s 21/34 [=================>............] - ETA: 0s 23/34 [===================>..........] - ETA: 0s 24/34 [====================>.........] - ETA: 0s 25/34 [=====================>........] - ETA: 0s 26/34 [=====================>........] - ETA: 0s 28/34 [=======================>......] - ETA: 0s 29/34 [========================>.....] - ETA: 0s 31/34 [==========================>...] - ETA: 0s 33/34 [============================>.] - ETA: 0s 34/34 [==============================] - 2s 50ms/step inserting motif: dnase_2 TGTACTTACGAA 1/34 [..............................] - ETA: 0s 3/34 [=>............................] - ETA: 1s 5/34 [===>..........................] - ETA: 1s 7/34 [=====>........................] - ETA: 1s 9/34 [======>.......................] - ETA: 1s 11/34 [========>.....................] - ETA: 1s 13/34 [==========>...................] - ETA: 1s 15/34 [============>.................] - ETA: 0s 17/34 [==============>...............] - ETA: 0s 19/34 [===============>..............] - ETA: 0s 20/34 [================>.............] - ETA: 0s 22/34 [==================>...........] - ETA: 0s 23/34 [===================>..........] - ETA: 0s 24/34 [====================>.........] - ETA: 0s 26/34 [=====================>........] - ETA: 0s 28/34 [=======================>......] - ETA: 0s 30/34 [=========================>....] - ETA: 0s 32/34 [===========================>..] - ETA: 0s 34/34 [==============================] - ETA: 0s 34/34 [==============================] - 2s 50ms/step 1/34 [..............................] - ETA: 0s 3/34 [=>............................] - ETA: 1s 5/34 [===>..........................] - ETA: 1s 6/34 [====>.........................] - ETA: 1s 8/34 [======>.......................] - ETA: 1s 10/34 [=======>......................] - ETA: 1s 12/34 [=========>....................] - ETA: 1s 14/34 [===========>..................] - ETA: 0s 16/34 [=============>................] - ETA: 0s 18/34 [==============>...............] - ETA: 0s 20/34 [================>.............] - ETA: 0s 22/34 [==================>...........] - ETA: 0s 24/34 [====================>.........] - ETA: 0s 26/34 [=====================>........] - ETA: 0s 28/34 [=======================>......] - ETA: 0s 29/34 [========================>.....] - ETA: 0s 31/34 [==========================>...] - ETA: 0s 33/34 [============================>.] - ETA: 0s 34/34 [==============================] - 2s 50ms/step Saving marginal footprints