diff --git "a/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stdout_v1.txt" "b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stdout_v1.txt" new file mode 100644--- /dev/null +++ "b/fold_0/logs.models.fold_0.ENCSR484UAU/logfile.modelling.fold_0.ENCSR484UAU.stdout_v1.txt" @@ -0,0 +1,440 @@ +2022-03-24_01-13-20: 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=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/downloads/peaks.bed.gz \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//negatives_data/negatives_with_summit.bed \ + --outlier_threshold=0.99 \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ + --negative_sampling_ratio=0.1 \ + --inputlen=2114 \ + --outputlen=1000 \ + --max_jitter=500 \ + --filters=512 \ + --n_dilation_layers=8 \ + --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR880CUB_bias_0.9.h5 \ + --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias/ +evaluating hyperparameters on the following chromosomes ['chr2', 'chr4', 'chr5', 'chr7', 'chr9', 'chr10', 'chr11', 'chr12', 'chr13', 'chr14', 'chr15', 'chr16', 'chr17', 'chr18', 'chr19', 'chr21', 'chr22', 'chrX', 'chrY', 'chr8', 'chr20'] +Number of peaks input: 156264 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 156264 +Number of peaks input: 43736 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 43736 +Number of non peaks input: 156263 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 156263 +Number of non peaks input: 43736 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 43736 +Number of peaks after removing outliers: 154545 +Number of nonpeaks after removing outliers: 138230 +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 + 1/4320 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4320/4320 [==============================] - ETA: 0s 4320/4320 [==============================] - 28s 5ms/step +2022-03-24_01-19-51: 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=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_model_params.tsv \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.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': '17.8', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json', 'negative_sampling_ratio': '0.1'} +got the model +loading peaks... +got split:train for bed regions:(139475, 10) +loading nonpeaks... +got split:train for bed regions:(124162, 10) +loading peaks... +got split:valid for bed regions:(15070, 10) +loading nonpeaks... +got split:valid for bed regions:(14068, 10) +Epoch 1/50 + 1/2398 [..............................] - ETA: 4:27:02 - loss: 688.4444 - logits_profile_predictions_loss: 652.8745 - logcount_predictions_loss: 1.9983 2/2398 [..............................] - ETA: 6:25 - loss: 715.6750 - logits_profile_predictions_loss: 677.2505 - logcount_predictions_loss: 2.1587  3/2398 [..............................] - ETA: 6:23 - loss: 790.6281 - logits_profile_predictions_loss: 683.6173 - logcount_predictions_loss: 6.0118 4/2398 [..............................] - ETA: 6:22 - loss: 815.7499 - logits_profile_predictions_loss: 686.9112 - logcount_predictions_loss: 7.2381 5/2398 [..............................] - ETA: 6:21 - loss: 823.6560 - logits_profile_predictions_loss: 687.9129 - logcount_predictions_loss: 7.6260 6/2398 [..............................] - ETA: 6:20 - loss: 828.2794 - logits_profile_predictions_loss: 691.0627 - logcount_predictions_loss: 7.7088 7/2398 [..............................] - ETA: 6:20 - loss: 828.4151 - logits_profile_predictions_loss: 692.3127 - logcount_predictions_loss: 7.6462 8/2398 [..............................] - ETA: 6:19 - loss: 827.2195 - logits_profile_predictions_loss: 693.3136 - logcount_predictions_loss: 7.5228 9/2398 [..............................] - ETA: 6:19 - loss: 824.4253 - logits_profile_predictions_loss: 693.2505 - logcount_predictions_loss: 7.3694 10/2398 [..............................] - ETA: 6:18 - loss: 820.6184 - logits_profile_predictions_loss: 692.3665 - logcount_predictions_loss: 7.2052 11/2398 [..............................] - ETA: 6:17 - loss: 817.4208 - logits_profile_predictions_loss: 692.0473 - logcount_predictions_loss: 7.0435 12/2398 [..............................] - ETA: 6:17 - loss: 814.5695 - logits_profile_predictions_loss: 691.9615 - logcount_predictions_loss: 6.8881 13/2398 [..............................] - ETA: 6:17 - loss: 812.1789 - logits_profile_predictions_loss: 692.1718 - logcount_predictions_loss: 6.7420 14/2398 [..............................] - ETA: 6:17 - loss: 810.3397 - logits_profile_predictions_loss: 692.7593 - logcount_predictions_loss: 6.6056 15/2398 [..............................] - ETA: 6:16 - loss: 808.3427 - logits_profile_predictions_loss: 693.0938 - logcount_predictions_loss: 6.4747 16/2398 [..............................] - ETA: 6:16 - loss: 805.9274 - logits_profile_predictions_loss: 692.9059 - logcount_predictions_loss: 6.3495 17/2398 [..............................] - ETA: 6:16 - loss: 803.4640 - logits_profile_predictions_loss: 692.5585 - logcount_predictions_loss: 6.2306 18/2398 [..............................] - ETA: 6:15 - loss: 801.0639 - logits_profile_predictions_loss: 692.1605 - logcount_predictions_loss: 6.1182 19/2398 [..............................] - ETA: 6:15 - loss: 798.9161 - logits_profile_predictions_loss: 691.8893 - logcount_predictions_loss: 6.0127 20/2398 [..............................] - ETA: 6:15 - loss: 796.8438 - logits_profile_predictions_loss: 691.5952 - logcount_predictions_loss: 5.9128 21/2398 [..............................] - ETA: 6:14 - loss: 795.0715 - logits_profile_predictions_loss: 691.4912 - logcount_predictions_loss: 5.8191 22/2398 [..............................] - ETA: 6:14 - loss: 793.1554 - logits_profile_predictions_loss: 691.1690 - logcount_predictions_loss: 5.7296 23/2398 [..............................] - ETA: 6:14 - loss: 791.4938 - logits_profile_predictions_loss: 691.0098 - logcount_predictions_loss: 5.6452 24/2398 [..............................] - ETA: 6:14 - loss: 789.9281 - logits_profile_predictions_loss: 690.8702 - logcount_predictions_loss: 5.5650 25/2398 [..............................] - ETA: 6:13 - loss: 788.4533 - logits_profile_predictions_loss: 690.7498 - logcount_predictions_loss: 5.4890 26/2398 [..............................] - ETA: 6:13 - loss: 787.0231 - logits_profile_predictions_loss: 690.6083 - logcount_predictions_loss: 5.4166 27/2398 [..............................] - ETA: 6:13 - loss: 785.6727 - logits_profile_predictions_loss: 690.4793 - logcount_predictions_loss: 5.3479 28/2398 [..............................] - ETA: 6:13 - loss: 784.5018 - logits_profile_predictions_loss: 690.4615 - logcount_predictions_loss: 5.2832 29/2398 [..............................] - ETA: 6:12 - loss: 783.3539 - logits_profile_predictions_loss: 690.4183 - logcount_predictions_loss: 5.2211 30/2398 [..............................] - ETA: 6:12 - loss: 782.2444 - logits_profile_predictions_loss: 690.3628 - logcount_predictions_loss: 5.1619 31/2398 [..............................] - ETA: 6:12 - loss: 781.2141 - logits_profile_predictions_loss: 690.3389 - logcount_predictions_loss: 5.1053 32/2398 [..............................] - ETA: 6:12 - loss: 780.1341 - logits_profile_predictions_loss: 690.2310 - logcount_predictions_loss: 5.0507 33/2398 [..............................] - ETA: 6:11 - loss: 779.1011 - logits_profile_predictions_loss: 690.1272 - logcount_predictions_loss: 4.9985 34/2398 [..............................] - ETA: 6:12 - loss: 778.0795 - logits_profile_predictions_loss: 689.9995 - logcount_predictions_loss: 4.9483 35/2398 [..............................] - ETA: 6:11 - loss: 777.0816 - logits_profile_predictions_loss: 689.8635 - logcount_predictions_loss: 4.8999 36/2398 [..............................] - ETA: 6:11 - loss: 776.1177 - logits_profile_predictions_loss: 689.7287 - logcount_predictions_loss: 4.8533 37/2398 [..............................] - ETA: 6:11 - loss: 775.2168 - logits_profile_predictions_loss: 689.6220 - logcount_predictions_loss: 4.8087 38/2398 [..............................] - ETA: 6:11 - loss: 774.3478 - logits_profile_predictions_loss: 689.5166 - logcount_predictions_loss: 4.7658 39/2398 [..............................] - ETA: 6:11 - loss: 773.6260 - logits_profile_predictions_loss: 689.5206 - logcount_predictions_loss: 4.7250 40/2398 [..............................] - ETA: 6:10 - loss: 772.8892 - logits_profile_predictions_loss: 689.4864 - logcount_predictions_loss: 4.6856 41/2398 [..............................] - ETA: 6:10 - loss: 772.1862 - logits_profile_predictions_loss: 689.4612 - logcount_predictions_loss: 4.6475 42/2398 [..............................] - ETA: 6:10 - loss: 771.4297 - logits_profile_predictions_loss: 689.3634 - logcount_predictions_loss: 4.6105 43/2398 [..............................] - ETA: 6:10 - loss: 770.7223 - logits_profile_predictions_loss: 689.2908 - logcount_predictions_loss: 4.5748 44/2398 [..............................] - ETA: 6:10 - loss: 770.0793 - logits_profile_predictions_loss: 689.2576 - logcount_predictions_loss: 4.5406 45/2398 [..............................] - ETA: 6:09 - loss: 769.3860 - logits_profile_predictions_loss: 689.1611 - logcount_predictions_loss: 4.5070 46/2398 [..............................] - ETA: 6:09 - loss: 768.7532 - logits_profile_predictions_loss: 689.1043 - logcount_predictions_loss: 4.4747 47/2398 [..............................] - ETA: 6:09 - loss: 768.1072 - logits_profile_predictions_loss: 689.0190 - logcount_predictions_loss: 4.4432 48/2398 [..............................] - ETA: 6:09 - loss: 767.4775 - logits_profile_predictions_loss: 688.9321 - logcount_predictions_loss: 4.4127 49/2398 [..............................] - ETA: 6:09 - loss: 766.8108 - logits_profile_predictions_loss: 688.7969 - logcount_predictions_loss: 4.3828 50/2398 [..............................] - ETA: 6:08 - loss: 766.1521 - logits_profile_predictions_loss: 688.6538 - logcount_predictions_loss: 4.3538 51/2398 [..............................] - ETA: 6:08 - loss: 765.5108 - logits_profile_predictions_loss: 688.5129 - logcount_predictions_loss: 4.3257 52/2398 [..............................] - ETA: 6:08 - loss: 764.9093 - logits_profile_predictions_loss: 688.3943 - logcount_predictions_loss: 4.2986 53/2398 [..............................] - ETA: 6:08 - loss: 764.3441 - logits_profile_predictions_loss: 688.2955 - logcount_predictions_loss: 4.2724 54/2398 [..............................] - ETA: 6:08 - loss: 763.8020 - logits_profile_predictions_loss: 688.2046 - logcount_predictions_loss: 4.2471 55/2398 [..............................] - ETA: 6:08 - loss: 763.2916 - logits_profile_predictions_loss: 688.1313 - logcount_predictions_loss: 4.2225 56/2398 [..............................] - ETA: 6:07 - loss: 762.7998 - logits_profile_predictions_loss: 688.0630 - logcount_predictions_loss: 4.1987 57/2398 [..............................] - ETA: 6:07 - loss: 762.3721 - logits_profile_predictions_loss: 688.0418 - logcount_predictions_loss: 4.1759 58/2398 [..............................] - ETA: 6:07 - loss: 761.9638 - logits_profile_predictions_loss: 688.0285 - logcount_predictions_loss: 4.1537 59/2398 [..............................] - ETA: 6:07 - loss: 761.6303 - logits_profile_predictions_loss: 688.0749 - logcount_predictions_loss: 4.1323 60/2398 [..............................] - ETA: 6:07 - loss: 761.2754 - logits_profile_predictions_loss: 688.0925 - logcount_predictions_loss: 4.1114 61/2398 [..............................] - ETA: 6:07 - loss: 760.9195 - logits_profile_predictions_loss: 688.0997 - logcount_predictions_loss: 4.0910 62/2398 [..............................] - ETA: 6:06 - loss: 760.5582 - logits_profile_predictions_loss: 688.0931 - logcount_predictions_loss: 4.0711 63/2398 [..............................] - ETA: 6:06 - loss: 760.1996 - logits_profile_predictions_loss: 688.0817 - logcount_predictions_loss: 4.0516 64/2398 [..............................] - ETA: 6:06 - loss: 759.8072 - logits_profile_predictions_loss: 688.0314 - logcount_predictions_loss: 4.0324 65/2398 [..............................] - ETA: 6:06 - loss: 759.4405 - logits_profile_predictions_loss: 687.9967 - logcount_predictions_loss: 4.0137 66/2398 [..............................] - ETA: 6:06 - loss: 759.0690 - logits_profile_predictions_loss: 687.9511 - logcount_predictions_loss: 3.9954 67/2398 [..............................] - ETA: 6:05 - loss: 758.7169 - logits_profile_predictions_loss: 687.9162 - logcount_predictions_loss: 3.9776 68/2398 [..............................] - ETA: 6:05 - loss: 758.3849 - logits_profile_predictions_loss: 687.8925 - logcount_predictions_loss: 3.9603 69/2398 [..............................] - ETA: 6:05 - loss: 758.0510 - logits_profile_predictions_loss: 687.8608 - logcount_predictions_loss: 3.9433 70/2398 [..............................] - ETA: 6:05 - loss: 757.7269 - logits_profile_predictions_loss: 687.8318 - logcount_predictions_loss: 3.9267 71/2398 [..............................] - ETA: 6:05 - loss: 757.4224 - logits_profile_predictions_loss: 687.8145 - logcount_predictions_loss: 3.9106 72/2398 [..............................] - ETA: 6:05 - loss: 757.1196 - logits_profile_predictions_loss: 687.7925 - logcount_predictions_loss: 3.8948 73/2398 [..............................] - ETA: 6:04 - loss: 756.8164 - logits_profile_predictions_loss: 687.7644 - logcount_predictions_loss: 3.8793 74/2398 [..............................] - ETA: 6:04 - loss: 756.5260 - logits_profile_predictions_loss: 687.7427 - logcount_predictions_loss: 3.8642 75/2398 [..............................] - ETA: 6:04 - loss: 756.2376 - logits_profile_predictions_loss: 687.7176 - logcount_predictions_loss: 3.8494 76/2398 [..............................] - ETA: 6:04 - loss: 755.9483 - logits_profile_predictions_loss: 687.6869 - logcount_predictions_loss: 3.8349 77/2398 [..............................] - ETA: 6:04 - loss: 755.6814 - logits_profile_predictions_loss: 687.6715 - logcount_predictions_loss: 3.8208 78/2398 [..............................] - ETA: 6:04 - loss: 755.4119 - logits_profile_predictions_loss: 687.6486 - logcount_predictions_loss: 3.8069 79/2398 [..............................] - ETA: 6:03 - loss: 755.1374 - logits_profile_predictions_loss: 687.6161 - logcount_predictions_loss: 3.7933 80/2398 [>.............................] - ETA: 6:03 - loss: 754.8500 - logits_profile_predictions_loss: 687.5677 - logcount_predictions_loss: 3.7799 81/2398 [>.............................] - ETA: 6:03 - loss: 754.5754 - logits_profile_predictions_loss: 687.5265 - logcount_predictions_loss: 3.7668 82/2398 [>.............................] - ETA: 6:03 - loss: 754.3301 - logits_profile_predictions_loss: 687.5081 - logcount_predictions_loss: 3.7540 83/2398 [>.............................] - ETA: 6:03 - loss: 754.0895 - logits_profile_predictions_loss: 687.4901 - logcount_predictions_loss: 3.7415 84/2398 [>.............................] - ETA: 6:03 - loss: 753.8561 - logits_profile_predictions_loss: 687.4752 - logcount_predictions_loss: 3.7293 85/2398 [>.............................] - ETA: 6:03 - loss: 753.6267 - logits_profile_predictions_loss: 687.4600 - logcount_predictions_loss: 3.7172 86/2398 [>.............................] - ETA: 6:02 - loss: 753.3907 - logits_profile_predictions_loss: 687.4350 - logcount_predictions_loss: 3.7054 87/2398 [>.............................] - ETA: 6:02 - loss: 753.1444 - logits_profile_predictions_loss: 687.3968 - logcount_predictions_loss: 3.6937 88/2398 [>.............................] - ETA: 6:02 - loss: 752.8960 - logits_profile_predictions_loss: 687.3530 - logcount_predictions_loss: 3.6822 89/2398 [>.............................] - ETA: 6:02 - loss: 752.6374 - logits_profile_predictions_loss: 687.2965 - logcount_predictions_loss: 3.6708 90/2398 [>.............................] - ETA: 6:02 - loss: 752.3817 - logits_profile_predictions_loss: 687.2397 - logcount_predictions_loss: 3.6597 91/2398 [>.............................] - ETA: 6:02 - loss: 752.1231 - logits_profile_predictions_loss: 687.1774 - logcount_predictions_loss: 3.6486 92/2398 [>.............................] - ETA: 6:01 - loss: 751.8699 - logits_profile_predictions_loss: 687.1168 - logcount_predictions_loss: 3.6378 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[>.............................] - ETA: 5:59 - loss: 748.5823 - logits_profile_predictions_loss: 686.2361 - logcount_predictions_loss: 3.5026 107/2398 [>.............................] - ETA: 5:59 - loss: 748.3635 - logits_profile_predictions_loss: 686.1700 - logcount_predictions_loss: 3.4940 108/2398 [>.............................] - ETA: 5:59 - loss: 748.1421 - logits_profile_predictions_loss: 686.0992 - logcount_predictions_loss: 3.4856 109/2398 [>.............................] - ETA: 5:59 - loss: 747.9206 - logits_profile_predictions_loss: 686.0262 - logcount_predictions_loss: 3.4772 110/2398 [>.............................] - ETA: 5:59 - loss: 747.7034 - logits_profile_predictions_loss: 685.9551 - logcount_predictions_loss: 3.4690 111/2398 [>.............................] - ETA: 5:58 - loss: 747.4865 - logits_profile_predictions_loss: 685.8826 - logcount_predictions_loss: 3.4609 112/2398 [>.............................] - ETA: 5:58 - loss: 747.2750 - 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logits_profile_predictions_loss: 581.0038 - logcount_predictions_loss: 0.4128 2391/2398 [============================>.] - ETA: 1s - loss: 588.3516 - logits_profile_predictions_loss: 581.0034 - logcount_predictions_loss: 0.4128 2392/2398 [============================>.] - ETA: 0s - loss: 588.3512 - logits_profile_predictions_loss: 581.0031 - logcount_predictions_loss: 0.4128 2393/2398 [============================>.] - ETA: 0s - loss: 588.3508 - logits_profile_predictions_loss: 581.0027 - logcount_predictions_loss: 0.4128 2394/2398 [============================>.] - ETA: 0s - loss: 588.3505 - logits_profile_predictions_loss: 581.0023 - logcount_predictions_loss: 0.4128 2395/2398 [============================>.] - ETA: 0s - loss: 588.3501 - logits_profile_predictions_loss: 581.0019 - logcount_predictions_loss: 0.4128 2396/2398 [============================>.] - ETA: 0s - loss: 588.3497 - logits_profile_predictions_loss: 581.0016 - logcount_predictions_loss: 0.4128 2397/2398 [============================>.] - ETA: 0s - loss: 588.3493 - logits_profile_predictions_loss: 581.0012 - logcount_predictions_loss: 0.4128 2398/2398 [==============================] - ETA: 0s - loss: 588.3489 - logits_profile_predictions_loss: 581.0008 - logcount_predictions_loss: 0.4128 2398/2398 [==============================] - 393s 164ms/step - loss: 588.3486 - logits_profile_predictions_loss: 581.0005 - logcount_predictions_loss: 0.4128 - val_loss: 593.6097 - val_logits_profile_predictions_loss: 586.8764 - val_logcount_predictions_loss: 0.3783 + +Epoch 00003: val_loss did not improve from 593.42084 +Epoch 4/50 + 1/2398 [..............................] - ETA: 8:29 - loss: 559.3746 - logits_profile_predictions_loss: 553.5638 - logcount_predictions_loss: 0.3264 2/2398 [..............................] - ETA: 6:43 - loss: 582.2962 - logits_profile_predictions_loss: 576.4760 - logcount_predictions_loss: 0.3270 3/2398 [..............................] - ETA: 6:27 - loss: 595.1537 - logits_profile_predictions_loss: 589.0385 - logcount_predictions_loss: 0.3435 4/2398 [..............................] - ETA: 6:22 - loss: 593.6848 - logits_profile_predictions_loss: 587.5394 - logcount_predictions_loss: 0.3452 5/2398 [..............................] - ETA: 6:19 - loss: 593.7998 - logits_profile_predictions_loss: 587.6603 - logcount_predictions_loss: 0.3449 6/2398 [..............................] - ETA: 6:17 - loss: 594.3648 - logits_profile_predictions_loss: 588.1204 - logcount_predictions_loss: 0.3508 7/2398 [..............................] - ETA: 6:16 - loss: 593.5711 - logits_profile_predictions_loss: 587.2875 - logcount_predictions_loss: 0.3530 8/2398 [..............................] - ETA: 6:15 - loss: 592.3398 - logits_profile_predictions_loss: 586.0376 - logcount_predictions_loss: 0.3541 9/2398 [..............................] - ETA: 6:14 - loss: 591.7426 - logits_profile_predictions_loss: 585.4174 - logcount_predictions_loss: 0.3554 10/2398 [..............................] - ETA: 6:14 - loss: 591.1029 - logits_profile_predictions_loss: 584.7523 - logcount_predictions_loss: 0.3568 11/2398 [..............................] - ETA: 6:13 - loss: 590.3930 - logits_profile_predictions_loss: 584.0055 - logcount_predictions_loss: 0.3588 12/2398 [..............................] - ETA: 6:13 - loss: 590.0702 - logits_profile_predictions_loss: 583.6510 - logcount_predictions_loss: 0.3606 13/2398 [..............................] - ETA: 6:13 - loss: 589.5369 - logits_profile_predictions_loss: 583.0479 - logcount_predictions_loss: 0.3646 14/2398 [..............................] - ETA: 6:12 - loss: 588.9503 - logits_profile_predictions_loss: 582.4064 - logcount_predictions_loss: 0.3676 15/2398 [..............................] - ETA: 6:12 - loss: 588.6175 - logits_profile_predictions_loss: 582.0122 - logcount_predictions_loss: 0.3711 16/2398 [..............................] - ETA: 6:12 - loss: 588.8356 - logits_profile_predictions_loss: 582.1597 - logcount_predictions_loss: 0.3750 17/2398 [..............................] - ETA: 6:11 - loss: 588.9283 - logits_profile_predictions_loss: 582.1918 - logcount_predictions_loss: 0.3785 18/2398 [..............................] - ETA: 6:11 - loss: 589.0315 - logits_profile_predictions_loss: 582.2403 - logcount_predictions_loss: 0.3815 19/2398 [..............................] - ETA: 6:11 - loss: 588.9349 - logits_profile_predictions_loss: 582.1004 - logcount_predictions_loss: 0.3840 20/2398 [..............................] - ETA: 6:11 - loss: 588.8505 - logits_profile_predictions_loss: 581.9814 - logcount_predictions_loss: 0.3859 21/2398 [..............................] - ETA: 6:11 - loss: 588.7445 - logits_profile_predictions_loss: 581.8470 - logcount_predictions_loss: 0.3875 22/2398 [..............................] - ETA: 6:10 - loss: 588.4496 - logits_profile_predictions_loss: 581.5276 - logcount_predictions_loss: 0.3889 23/2398 [..............................] - ETA: 6:10 - loss: 588.1433 - logits_profile_predictions_loss: 581.1992 - logcount_predictions_loss: 0.3901 24/2398 [..............................] - ETA: 6:10 - loss: 587.8124 - logits_profile_predictions_loss: 580.8514 - logcount_predictions_loss: 0.3911 25/2398 [..............................] - ETA: 6:10 - loss: 587.3796 - logits_profile_predictions_loss: 580.4054 - logcount_predictions_loss: 0.3918 26/2398 [..............................] - ETA: 6:10 - loss: 587.0109 - logits_profile_predictions_loss: 580.0252 - logcount_predictions_loss: 0.3925 27/2398 [..............................] - ETA: 6:10 - loss: 586.6632 - logits_profile_predictions_loss: 579.6661 - logcount_predictions_loss: 0.3931 28/2398 [..............................] - ETA: 6:09 - loss: 586.4034 - logits_profile_predictions_loss: 579.3981 - logcount_predictions_loss: 0.3936 29/2398 [..............................] - ETA: 6:09 - loss: 586.2881 - logits_profile_predictions_loss: 579.2772 - logcount_predictions_loss: 0.3939 30/2398 [..............................] - ETA: 6:09 - loss: 586.1495 - logits_profile_predictions_loss: 579.1342 - logcount_predictions_loss: 0.3941 31/2398 [..............................] - ETA: 6:09 - loss: 586.0572 - logits_profile_predictions_loss: 579.0352 - logcount_predictions_loss: 0.3945 32/2398 [..............................] - ETA: 6:09 - loss: 585.9793 - logits_profile_predictions_loss: 578.9514 - logcount_predictions_loss: 0.3948 33/2398 [..............................] - ETA: 6:08 - loss: 585.9290 - logits_profile_predictions_loss: 578.8958 - logcount_predictions_loss: 0.3951 34/2398 [..............................] - ETA: 6:08 - loss: 585.8162 - logits_profile_predictions_loss: 578.7789 - logcount_predictions_loss: 0.3954 35/2398 [..............................] - ETA: 6:08 - loss: 585.6649 - logits_profile_predictions_loss: 578.6222 - logcount_predictions_loss: 0.3957 36/2398 [..............................] - ETA: 6:08 - loss: 585.5049 - logits_profile_predictions_loss: 578.4588 - logcount_predictions_loss: 0.3958 37/2398 [..............................] - ETA: 6:08 - loss: 585.3907 - logits_profile_predictions_loss: 578.3425 - logcount_predictions_loss: 0.3960 38/2398 [..............................] - ETA: 6:08 - loss: 585.3307 - logits_profile_predictions_loss: 578.2804 - logcount_predictions_loss: 0.3961 39/2398 [..............................] - ETA: 6:07 - loss: 585.2847 - logits_profile_predictions_loss: 578.2329 - logcount_predictions_loss: 0.3962 40/2398 [..............................] - ETA: 6:07 - loss: 585.2532 - logits_profile_predictions_loss: 578.2000 - logcount_predictions_loss: 0.3962 41/2398 [..............................] - ETA: 6:07 - loss: 585.1715 - logits_profile_predictions_loss: 578.1184 - logcount_predictions_loss: 0.3962 42/2398 [..............................] - ETA: 6:07 - loss: 585.0844 - logits_profile_predictions_loss: 578.0318 - logcount_predictions_loss: 0.3962 43/2398 [..............................] - ETA: 6:07 - loss: 585.0751 - logits_profile_predictions_loss: 578.0211 - logcount_predictions_loss: 0.3963 44/2398 [..............................] - ETA: 6:07 - loss: 585.1089 - logits_profile_predictions_loss: 578.0528 - logcount_predictions_loss: 0.3964 45/2398 [..............................] - ETA: 6:06 - loss: 585.1322 - logits_profile_predictions_loss: 578.0738 - logcount_predictions_loss: 0.3965 46/2398 [..............................] - ETA: 6:06 - loss: 585.1325 - logits_profile_predictions_loss: 578.0717 - logcount_predictions_loss: 0.3967 47/2398 [..............................] - ETA: 6:06 - loss: 585.1468 - logits_profile_predictions_loss: 578.0841 - logcount_predictions_loss: 0.3968 48/2398 [..............................] - ETA: 6:06 - loss: 585.1507 - logits_profile_predictions_loss: 578.0858 - logcount_predictions_loss: 0.3969 49/2398 [..............................] - ETA: 6:06 - loss: 585.1191 - logits_profile_predictions_loss: 578.0525 - logcount_predictions_loss: 0.3970 50/2398 [..............................] - ETA: 6:06 - loss: 585.0874 - logits_profile_predictions_loss: 578.0190 - logcount_predictions_loss: 0.3971 51/2398 [..............................] - ETA: 6:05 - loss: 585.0660 - logits_profile_predictions_loss: 577.9960 - logcount_predictions_loss: 0.3972 52/2398 [..............................] - ETA: 6:05 - loss: 585.0494 - logits_profile_predictions_loss: 577.9772 - logcount_predictions_loss: 0.3973 53/2398 [..............................] - ETA: 6:05 - loss: 585.0431 - logits_profile_predictions_loss: 577.9688 - logcount_predictions_loss: 0.3974 54/2398 [..............................] - ETA: 6:05 - loss: 585.0380 - logits_profile_predictions_loss: 577.9624 - logcount_predictions_loss: 0.3975 55/2398 [..............................] - ETA: 6:05 - loss: 585.0431 - logits_profile_predictions_loss: 577.9645 - logcount_predictions_loss: 0.3977 56/2398 [..............................] - ETA: 6:05 - loss: 585.0514 - logits_profile_predictions_loss: 577.9693 - logcount_predictions_loss: 0.3979 57/2398 [..............................] - ETA: 6:05 - loss: 585.0592 - logits_profile_predictions_loss: 577.9728 - logcount_predictions_loss: 0.3981 58/2398 [..............................] - ETA: 6:04 - loss: 585.0597 - logits_profile_predictions_loss: 577.9692 - logcount_predictions_loss: 0.3983 59/2398 [..............................] - ETA: 6:04 - loss: 585.0457 - logits_profile_predictions_loss: 577.9513 - logcount_predictions_loss: 0.3986 60/2398 [..............................] - ETA: 6:04 - loss: 585.0581 - logits_profile_predictions_loss: 577.9596 - logcount_predictions_loss: 0.3988 61/2398 [..............................] - ETA: 6:04 - loss: 585.0714 - logits_profile_predictions_loss: 577.9691 - logcount_predictions_loss: 0.3990 62/2398 [..............................] - ETA: 6:04 - loss: 585.0727 - logits_profile_predictions_loss: 577.9673 - logcount_predictions_loss: 0.3992 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logits_profile_predictions_loss: 577.8611 - logcount_predictions_loss: 0.4001 70/2398 [..............................] - ETA: 6:02 - loss: 584.9651 - logits_profile_predictions_loss: 577.8405 - logcount_predictions_loss: 0.4003 71/2398 [..............................] - ETA: 6:02 - loss: 584.9454 - logits_profile_predictions_loss: 577.8184 - logcount_predictions_loss: 0.4004 72/2398 [..............................] - ETA: 6:02 - loss: 584.9132 - logits_profile_predictions_loss: 577.7836 - logcount_predictions_loss: 0.4005 73/2398 [..............................] - ETA: 6:02 - loss: 584.8824 - logits_profile_predictions_loss: 577.7501 - logcount_predictions_loss: 0.4007 74/2398 [..............................] - ETA: 6:02 - loss: 584.8704 - logits_profile_predictions_loss: 577.7356 - logcount_predictions_loss: 0.4008 75/2398 [..............................] - ETA: 6:02 - loss: 584.8650 - logits_profile_predictions_loss: 577.7279 - logcount_predictions_loss: 0.4010 76/2398 [..............................] - ETA: 6:01 - loss: 584.8553 - logits_profile_predictions_loss: 577.7160 - logcount_predictions_loss: 0.4011 77/2398 [..............................] - ETA: 6:01 - loss: 584.8511 - logits_profile_predictions_loss: 577.7099 - logcount_predictions_loss: 0.4012 78/2398 [..............................] - ETA: 6:01 - loss: 584.8521 - logits_profile_predictions_loss: 577.7093 - logcount_predictions_loss: 0.4013 79/2398 [..............................] - ETA: 6:01 - loss: 584.8493 - logits_profile_predictions_loss: 577.7050 - logcount_predictions_loss: 0.4014 80/2398 [>.............................] - ETA: 6:01 - loss: 584.8411 - logits_profile_predictions_loss: 577.6956 - logcount_predictions_loss: 0.4014 81/2398 [>.............................] - ETA: 6:01 - loss: 584.8393 - logits_profile_predictions_loss: 577.6928 - logcount_predictions_loss: 0.4015 82/2398 [>.............................] - ETA: 6:01 - loss: 584.8337 - logits_profile_predictions_loss: 577.6865 - logcount_predictions_loss: 0.4015 83/2398 [>.............................] - ETA: 6:00 - loss: 584.8244 - logits_profile_predictions_loss: 577.6764 - logcount_predictions_loss: 0.4016 84/2398 [>.............................] - ETA: 6:00 - loss: 584.8073 - logits_profile_predictions_loss: 577.6587 - logcount_predictions_loss: 0.4016 85/2398 [>.............................] - ETA: 6:00 - loss: 584.7867 - logits_profile_predictions_loss: 577.6374 - logcount_predictions_loss: 0.4016 86/2398 [>.............................] - ETA: 6:00 - loss: 584.7715 - logits_profile_predictions_loss: 577.6216 - logcount_predictions_loss: 0.4017 87/2398 [>.............................] - ETA: 6:00 - loss: 584.7474 - logits_profile_predictions_loss: 577.5972 - logcount_predictions_loss: 0.4017 88/2398 [>.............................] - ETA: 6:00 - loss: 584.7196 - logits_profile_predictions_loss: 577.5691 - logcount_predictions_loss: 0.4017 89/2398 [>.............................] - ETA: 5:59 - loss: 584.6911 - logits_profile_predictions_loss: 577.5404 - logcount_predictions_loss: 0.4017 90/2398 [>.............................] - ETA: 5:59 - loss: 584.6638 - logits_profile_predictions_loss: 577.5130 - logcount_predictions_loss: 0.4017 91/2398 [>.............................] - ETA: 5:59 - loss: 584.6414 - logits_profile_predictions_loss: 577.4906 - logcount_predictions_loss: 0.4017 92/2398 [>.............................] - ETA: 5:59 - loss: 584.6241 - logits_profile_predictions_loss: 577.4735 - logcount_predictions_loss: 0.4017 93/2398 [>.............................] - ETA: 5:59 - loss: 584.6092 - logits_profile_predictions_loss: 577.4591 - logcount_predictions_loss: 0.4017 94/2398 [>.............................] - ETA: 5:59 - loss: 584.5931 - logits_profile_predictions_loss: 577.4435 - logcount_predictions_loss: 0.4017 95/2398 [>.............................] - ETA: 5:59 - loss: 584.5943 - logits_profile_predictions_loss: 577.4452 - logcount_predictions_loss: 0.4016 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logits_profile_predictions_loss: 577.4216 - logcount_predictions_loss: 0.4013 103/2398 [>.............................] - ETA: 5:57 - loss: 584.5516 - logits_profile_predictions_loss: 577.4089 - logcount_predictions_loss: 0.4013 104/2398 [>.............................] - ETA: 5:57 - loss: 584.5465 - logits_profile_predictions_loss: 577.4047 - logcount_predictions_loss: 0.4012 105/2398 [>.............................] - ETA: 5:57 - loss: 584.5422 - logits_profile_predictions_loss: 577.4013 - logcount_predictions_loss: 0.4012 106/2398 [>.............................] - ETA: 5:57 - loss: 584.5332 - logits_profile_predictions_loss: 577.3932 - logcount_predictions_loss: 0.4011 107/2398 [>.............................] - ETA: 5:57 - loss: 584.5240 - logits_profile_predictions_loss: 577.3852 - logcount_predictions_loss: 0.4011 108/2398 [>.............................] - ETA: 5:57 - loss: 584.5194 - logits_profile_predictions_loss: 577.3818 - logcount_predictions_loss: 0.4010 109/2398 [>.............................] - ETA: 5:56 - loss: 584.5071 - logits_profile_predictions_loss: 577.3706 - logcount_predictions_loss: 0.4009 110/2398 [>.............................] - ETA: 5:56 - loss: 584.4927 - logits_profile_predictions_loss: 577.3575 - logcount_predictions_loss: 0.4009 111/2398 [>.............................] - ETA: 5:56 - loss: 584.4791 - logits_profile_predictions_loss: 577.3452 - logcount_predictions_loss: 0.4008 112/2398 [>.............................] - ETA: 5:56 - loss: 584.4670 - logits_profile_predictions_loss: 577.3342 - logcount_predictions_loss: 0.4007 113/2398 [>.............................] - ETA: 5:56 - loss: 584.4551 - logits_profile_predictions_loss: 577.3233 - logcount_predictions_loss: 0.4007 114/2398 [>.............................] - ETA: 5:56 - loss: 584.4450 - logits_profile_predictions_loss: 577.3143 - logcount_predictions_loss: 0.4006 115/2398 [>.............................] - ETA: 5:56 - loss: 584.4383 - 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[..............................] - ETA: 6:11 - loss: 574.7511 - logits_profile_predictions_loss: 568.4176 - logcount_predictions_loss: 0.3558 15/2398 [..............................] - ETA: 6:10 - loss: 576.2856 - logits_profile_predictions_loss: 569.9601 - logcount_predictions_loss: 0.3554 16/2398 [..............................] - ETA: 6:10 - loss: 577.3012 - logits_profile_predictions_loss: 570.9845 - logcount_predictions_loss: 0.3549 17/2398 [..............................] - ETA: 6:10 - loss: 578.3311 - logits_profile_predictions_loss: 572.0218 - logcount_predictions_loss: 0.3545 18/2398 [..............................] - ETA: 6:10 - loss: 579.0863 - logits_profile_predictions_loss: 572.7853 - logcount_predictions_loss: 0.3540 19/2398 [..............................] - ETA: 6:10 - loss: 579.7290 - logits_profile_predictions_loss: 573.4362 - logcount_predictions_loss: 0.3535 20/2398 [..............................] - ETA: 6:10 - loss: 580.2109 - logits_profile_predictions_loss: 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loss: 583.9040 - logits_profile_predictions_loss: 577.6396 - logcount_predictions_loss: 0.3519 28/2398 [..............................] - ETA: 6:09 - loss: 584.3706 - logits_profile_predictions_loss: 578.1100 - logcount_predictions_loss: 0.3517 29/2398 [..............................] - ETA: 6:09 - loss: 584.7640 - logits_profile_predictions_loss: 578.5081 - logcount_predictions_loss: 0.3515 30/2398 [..............................] - ETA: 6:09 - loss: 585.0361 - logits_profile_predictions_loss: 578.7855 - logcount_predictions_loss: 0.3512 31/2398 [..............................] - ETA: 6:09 - loss: 585.2841 - logits_profile_predictions_loss: 579.0359 - logcount_predictions_loss: 0.3510 32/2398 [..............................] - ETA: 6:09 - loss: 585.4857 - logits_profile_predictions_loss: 579.2404 - logcount_predictions_loss: 0.3509 33/2398 [..............................] - ETA: 6:09 - loss: 585.6589 - logits_profile_predictions_loss: 579.4177 - logcount_predictions_loss: 0.3506 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logits_profile_predictions_loss: 580.5855 - logcount_predictions_loss: 0.3489 41/2398 [..............................] - ETA: 6:07 - loss: 586.9252 - logits_profile_predictions_loss: 580.7176 - logcount_predictions_loss: 0.3487 42/2398 [..............................] - ETA: 6:07 - loss: 587.0308 - logits_profile_predictions_loss: 580.8255 - logcount_predictions_loss: 0.3486 43/2398 [..............................] - ETA: 6:07 - loss: 587.1469 - logits_profile_predictions_loss: 580.9438 - logcount_predictions_loss: 0.3485 44/2398 [..............................] - ETA: 6:07 - loss: 587.2828 - logits_profile_predictions_loss: 581.0822 - logcount_predictions_loss: 0.3483 45/2398 [..............................] - ETA: 6:07 - loss: 587.4291 - logits_profile_predictions_loss: 581.2311 - logcount_predictions_loss: 0.3482 46/2398 [..............................] - ETA: 6:07 - loss: 587.5298 - logits_profile_predictions_loss: 581.3350 - logcount_predictions_loss: 0.3480 47/2398 [..............................] - ETA: 6:07 - loss: 587.5858 - logits_profile_predictions_loss: 581.3942 - logcount_predictions_loss: 0.3478 48/2398 [..............................] - ETA: 6:06 - loss: 587.6213 - logits_profile_predictions_loss: 581.4325 - logcount_predictions_loss: 0.3477 49/2398 [..............................] - ETA: 6:06 - loss: 587.6660 - logits_profile_predictions_loss: 581.4792 - logcount_predictions_loss: 0.3476 50/2398 [..............................] - ETA: 6:06 - loss: 587.6703 - logits_profile_predictions_loss: 581.4856 - logcount_predictions_loss: 0.3475 51/2398 [..............................] - ETA: 6:06 - loss: 587.6872 - logits_profile_predictions_loss: 581.5043 - logcount_predictions_loss: 0.3473 52/2398 [..............................] - ETA: 6:06 - loss: 587.6615 - logits_profile_predictions_loss: 581.4805 - logcount_predictions_loss: 0.3472 53/2398 [..............................] - ETA: 6:06 - loss: 587.6437 - logits_profile_predictions_loss: 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[>.............................] - ETA: 6:02 - loss: 586.7309 - logits_profile_predictions_loss: 580.5262 - logcount_predictions_loss: 0.3486 81/2398 [>.............................] - ETA: 6:02 - loss: 586.6766 - logits_profile_predictions_loss: 580.4705 - logcount_predictions_loss: 0.3487 82/2398 [>.............................] - ETA: 6:01 - loss: 586.6239 - logits_profile_predictions_loss: 580.4163 - logcount_predictions_loss: 0.3487 83/2398 [>.............................] - ETA: 6:01 - loss: 586.5654 - logits_profile_predictions_loss: 580.3560 - logcount_predictions_loss: 0.3488 84/2398 [>.............................] - ETA: 6:01 - loss: 586.5012 - logits_profile_predictions_loss: 580.2899 - logcount_predictions_loss: 0.3489 85/2398 [>.............................] - ETA: 6:01 - loss: 586.4340 - logits_profile_predictions_loss: 580.2210 - logcount_predictions_loss: 0.3490 86/2398 [>.............................] - ETA: 6:01 - loss: 586.3709 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:57 - loss: 585.0247 - logits_profile_predictions_loss: 578.7589 - logcount_predictions_loss: 0.3520 114/2398 [>.............................] - ETA: 5:57 - loss: 584.9726 - logits_profile_predictions_loss: 578.7052 - logcount_predictions_loss: 0.3521 115/2398 [>.............................] - ETA: 5:57 - loss: 584.9241 - logits_profile_predictions_loss: 578.6550 - logcount_predictions_loss: 0.3522 116/2398 [>.............................] - ETA: 5:56 - loss: 584.8767 - logits_profile_predictions_loss: 578.6060 - logcount_predictions_loss: 0.3523 117/2398 [>.............................] - ETA: 5:56 - loss: 584.8353 - logits_profile_predictions_loss: 578.5630 - logcount_predictions_loss: 0.3524 118/2398 [>.............................] - ETA: 5:56 - loss: 584.7947 - logits_profile_predictions_loss: 578.5210 - logcount_predictions_loss: 0.3525 119/2398 [>.............................] - ETA: 5:56 - loss: 584.7520 - 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4/2398 [..............................] - ETA: 6:23 - loss: 611.8548 - logits_profile_predictions_loss: 606.0080 - logcount_predictions_loss: 0.3285 5/2398 [..............................] - ETA: 6:20 - loss: 610.4864 - logits_profile_predictions_loss: 604.5554 - logcount_predictions_loss: 0.3332 6/2398 [..............................] - ETA: 6:18 - loss: 607.5525 - logits_profile_predictions_loss: 601.5750 - logcount_predictions_loss: 0.3358 7/2398 [..............................] - ETA: 6:17 - loss: 605.1059 - logits_profile_predictions_loss: 599.1014 - logcount_predictions_loss: 0.3373 8/2398 [..............................] - ETA: 6:17 - loss: 604.3654 - logits_profile_predictions_loss: 598.3357 - logcount_predictions_loss: 0.3387 9/2398 [..............................] - ETA: 6:16 - loss: 602.8330 - logits_profile_predictions_loss: 596.8091 - logcount_predictions_loss: 0.3384 10/2398 [..............................] - ETA: 6:16 - loss: 601.4863 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 533.3656 - logcount_predictions_loss: 0.3149 14/2398 [..............................] - ETA: 6:14 - loss: 539.6888 - logits_profile_predictions_loss: 534.0928 - logcount_predictions_loss: 0.3144 15/2398 [..............................] - ETA: 6:14 - loss: 540.0334 - logits_profile_predictions_loss: 534.4446 - logcount_predictions_loss: 0.3140 16/2398 [..............................] - ETA: 6:13 - loss: 540.6109 - logits_profile_predictions_loss: 535.0235 - logcount_predictions_loss: 0.3139 17/2398 [..............................] - ETA: 6:13 - loss: 541.3644 - logits_profile_predictions_loss: 535.7763 - logcount_predictions_loss: 0.3139 18/2398 [..............................] - ETA: 6:13 - loss: 541.9370 - logits_profile_predictions_loss: 536.3493 - logcount_predictions_loss: 0.3139 19/2398 [..............................] - ETA: 6:13 - loss: 542.3463 - logits_profile_predictions_loss: 536.7641 - logcount_predictions_loss: 0.3136 20/2398 [..............................] - ETA: 6:12 - loss: 542.9040 - logits_profile_predictions_loss: 537.3229 - logcount_predictions_loss: 0.3135 21/2398 [..............................] - ETA: 6:12 - loss: 543.6249 - logits_profile_predictions_loss: 538.0422 - logcount_predictions_loss: 0.3136 22/2398 [..............................] - ETA: 6:12 - loss: 544.2372 - logits_profile_predictions_loss: 538.6529 - logcount_predictions_loss: 0.3137 23/2398 [..............................] - ETA: 6:12 - loss: 544.9339 - logits_profile_predictions_loss: 539.3484 - logcount_predictions_loss: 0.3138 24/2398 [..............................] - ETA: 6:12 - loss: 545.5978 - logits_profile_predictions_loss: 540.0088 - logcount_predictions_loss: 0.3140 25/2398 [..............................] - ETA: 6:12 - loss: 546.1916 - logits_profile_predictions_loss: 540.5987 - logcount_predictions_loss: 0.3142 26/2398 [..............................] - ETA: 6:11 - loss: 546.8328 - logits_profile_predictions_loss: 541.2336 - logcount_predictions_loss: 0.3146 27/2398 [..............................] - ETA: 6:11 - loss: 547.3751 - logits_profile_predictions_loss: 541.7704 - logcount_predictions_loss: 0.3149 28/2398 [..............................] - ETA: 6:11 - loss: 547.9293 - logits_profile_predictions_loss: 542.3198 - logcount_predictions_loss: 0.3151 29/2398 [..............................] - ETA: 6:11 - loss: 548.4200 - logits_profile_predictions_loss: 542.8070 - logcount_predictions_loss: 0.3153 30/2398 [..............................] - ETA: 6:11 - loss: 548.9709 - logits_profile_predictions_loss: 543.3538 - logcount_predictions_loss: 0.3156 31/2398 [..............................] - ETA: 6:10 - loss: 549.4659 - logits_profile_predictions_loss: 543.8427 - logcount_predictions_loss: 0.3159 32/2398 [..............................] - ETA: 6:10 - loss: 549.9500 - logits_profile_predictions_loss: 544.3216 - logcount_predictions_loss: 0.3162 33/2398 [..............................] - ETA: 6:10 - loss: 550.3956 - logits_profile_predictions_loss: 544.7628 - logcount_predictions_loss: 0.3165 34/2398 [..............................] - ETA: 6:10 - loss: 550.8122 - logits_profile_predictions_loss: 545.1736 - logcount_predictions_loss: 0.3168 35/2398 [..............................] - ETA: 6:10 - loss: 551.2563 - logits_profile_predictions_loss: 545.6106 - logcount_predictions_loss: 0.3172 36/2398 [..............................] - ETA: 6:10 - loss: 551.6449 - logits_profile_predictions_loss: 545.9925 - logcount_predictions_loss: 0.3176 37/2398 [..............................] - ETA: 6:09 - loss: 551.9863 - logits_profile_predictions_loss: 546.3278 - logcount_predictions_loss: 0.3179 38/2398 [..............................] - ETA: 6:09 - loss: 552.3384 - logits_profile_predictions_loss: 546.6729 - logcount_predictions_loss: 0.3183 39/2398 [..............................] - ETA: 6:09 - loss: 552.7296 - logits_profile_predictions_loss: 547.0573 - logcount_predictions_loss: 0.3187 40/2398 [..............................] - ETA: 6:09 - loss: 553.1014 - logits_profile_predictions_loss: 547.4232 - logcount_predictions_loss: 0.3190 41/2398 [..............................] - ETA: 6:09 - loss: 553.4917 - logits_profile_predictions_loss: 547.8082 - logcount_predictions_loss: 0.3193 42/2398 [..............................] - ETA: 6:09 - loss: 553.8679 - logits_profile_predictions_loss: 548.1799 - logcount_predictions_loss: 0.3196 43/2398 [..............................] - ETA: 6:08 - loss: 554.1929 - logits_profile_predictions_loss: 548.5008 - logcount_predictions_loss: 0.3198 44/2398 [..............................] - ETA: 6:08 - loss: 554.5272 - logits_profile_predictions_loss: 548.8302 - logcount_predictions_loss: 0.3201 45/2398 [..............................] - ETA: 6:08 - loss: 554.8331 - logits_profile_predictions_loss: 549.1318 - logcount_predictions_loss: 0.3203 46/2398 [..............................] - ETA: 6:08 - loss: 555.1114 - logits_profile_predictions_loss: 549.4057 - logcount_predictions_loss: 0.3206 47/2398 [..............................] - ETA: 6:08 - loss: 555.3597 - logits_profile_predictions_loss: 549.6497 - logcount_predictions_loss: 0.3208 48/2398 [..............................] - ETA: 6:08 - loss: 555.6115 - logits_profile_predictions_loss: 549.8981 - logcount_predictions_loss: 0.3210 49/2398 [..............................] - ETA: 6:07 - loss: 555.8319 - logits_profile_predictions_loss: 550.1154 - logcount_predictions_loss: 0.3212 50/2398 [..............................] - ETA: 6:07 - loss: 556.0505 - logits_profile_predictions_loss: 550.3308 - logcount_predictions_loss: 0.3213 51/2398 [..............................] - ETA: 6:07 - loss: 556.2550 - logits_profile_predictions_loss: 550.5318 - logcount_predictions_loss: 0.3215 52/2398 [..............................] - ETA: 6:07 - loss: 556.4605 - logits_profile_predictions_loss: 550.7340 - logcount_predictions_loss: 0.3217 53/2398 [..............................] - ETA: 6:07 - loss: 556.6417 - logits_profile_predictions_loss: 550.9122 - logcount_predictions_loss: 0.3219 54/2398 [..............................] - ETA: 6:07 - loss: 556.8454 - logits_profile_predictions_loss: 551.1132 - logcount_predictions_loss: 0.3220 55/2398 [..............................] - ETA: 6:06 - loss: 557.0464 - logits_profile_predictions_loss: 551.3117 - logcount_predictions_loss: 0.3222 56/2398 [..............................] - ETA: 6:06 - loss: 557.2204 - logits_profile_predictions_loss: 551.4831 - logcount_predictions_loss: 0.3223 57/2398 [..............................] - ETA: 6:06 - loss: 557.3827 - logits_profile_predictions_loss: 551.6428 - logcount_predictions_loss: 0.3225 58/2398 [..............................] - ETA: 6:06 - loss: 557.5338 - logits_profile_predictions_loss: 551.7918 - logcount_predictions_loss: 0.3226 59/2398 [..............................] - ETA: 6:06 - loss: 557.6714 - logits_profile_predictions_loss: 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loss: 558.5179 - logits_profile_predictions_loss: 552.7631 - logcount_predictions_loss: 0.3233 67/2398 [..............................] - ETA: 6:04 - loss: 558.6316 - logits_profile_predictions_loss: 552.8757 - logcount_predictions_loss: 0.3234 68/2398 [..............................] - ETA: 6:04 - loss: 558.7420 - logits_profile_predictions_loss: 552.9850 - logcount_predictions_loss: 0.3234 69/2398 [..............................] - ETA: 6:04 - loss: 558.8395 - logits_profile_predictions_loss: 553.0815 - logcount_predictions_loss: 0.3235 70/2398 [..............................] - ETA: 6:04 - loss: 558.9257 - logits_profile_predictions_loss: 553.1670 - logcount_predictions_loss: 0.3235 71/2398 [..............................] - ETA: 6:04 - loss: 559.0183 - logits_profile_predictions_loss: 553.2592 - logcount_predictions_loss: 0.3236 72/2398 [..............................] - ETA: 6:04 - loss: 559.1115 - logits_profile_predictions_loss: 553.3520 - logcount_predictions_loss: 0.3236 73/2398 [..............................] - ETA: 6:03 - loss: 559.1953 - logits_profile_predictions_loss: 553.4356 - logcount_predictions_loss: 0.3236 74/2398 [..............................] - ETA: 6:03 - loss: 559.2810 - logits_profile_predictions_loss: 553.5210 - logcount_predictions_loss: 0.3236 75/2398 [..............................] - ETA: 6:03 - loss: 559.3544 - logits_profile_predictions_loss: 553.5943 - logcount_predictions_loss: 0.3236 76/2398 [..............................] - ETA: 6:03 - loss: 559.4262 - logits_profile_predictions_loss: 553.6660 - logcount_predictions_loss: 0.3236 77/2398 [..............................] - ETA: 6:03 - loss: 559.5005 - logits_profile_predictions_loss: 553.7404 - logcount_predictions_loss: 0.3236 78/2398 [..............................] - ETA: 6:03 - loss: 559.5755 - logits_profile_predictions_loss: 553.8156 - logcount_predictions_loss: 0.3236 79/2398 [..............................] - ETA: 6:02 - loss: 559.6473 - logits_profile_predictions_loss: 553.8878 - logcount_predictions_loss: 0.3236 80/2398 [>.............................] - ETA: 6:02 - loss: 559.7233 - logits_profile_predictions_loss: 553.9645 - logcount_predictions_loss: 0.3235 81/2398 [>.............................] - ETA: 6:02 - loss: 559.7974 - logits_profile_predictions_loss: 554.0394 - logcount_predictions_loss: 0.3235 82/2398 [>.............................] - ETA: 6:02 - loss: 559.8714 - logits_profile_predictions_loss: 554.1144 - logcount_predictions_loss: 0.3234 83/2398 [>.............................] - ETA: 6:02 - loss: 559.9312 - logits_profile_predictions_loss: 554.1750 - logcount_predictions_loss: 0.3234 84/2398 [>.............................] - ETA: 6:02 - loss: 559.9824 - logits_profile_predictions_loss: 554.2272 - logcount_predictions_loss: 0.3233 85/2398 [>.............................] - ETA: 6:01 - loss: 560.0392 - logits_profile_predictions_loss: 554.2848 - logcount_predictions_loss: 0.3233 86/2398 [>.............................] - ETA: 6:01 - loss: 560.0890 - logits_profile_predictions_loss: 554.3355 - logcount_predictions_loss: 0.3232 87/2398 [>.............................] - ETA: 6:01 - loss: 560.1394 - logits_profile_predictions_loss: 554.3867 - logcount_predictions_loss: 0.3232 88/2398 [>.............................] - ETA: 6:01 - loss: 560.1859 - logits_profile_predictions_loss: 554.4339 - logcount_predictions_loss: 0.3232 89/2398 [>.............................] - ETA: 6:01 - loss: 560.2230 - logits_profile_predictions_loss: 554.4715 - logcount_predictions_loss: 0.3231 90/2398 [>.............................] - ETA: 6:01 - loss: 560.2718 - logits_profile_predictions_loss: 554.5209 - logcount_predictions_loss: 0.3231 91/2398 [>.............................] - ETA: 6:00 - loss: 560.3283 - logits_profile_predictions_loss: 554.5782 - logcount_predictions_loss: 0.3230 92/2398 [>.............................] - ETA: 6:00 - loss: 560.3866 - logits_profile_predictions_loss: 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loss: 560.8020 - logits_profile_predictions_loss: 555.0561 - logcount_predictions_loss: 0.3228 100/2398 [>.............................] - ETA: 5:59 - loss: 560.8546 - logits_profile_predictions_loss: 555.1092 - logcount_predictions_loss: 0.3228 101/2398 [>.............................] - ETA: 5:59 - loss: 560.9076 - logits_profile_predictions_loss: 555.1627 - logcount_predictions_loss: 0.3228 102/2398 [>.............................] - ETA: 5:59 - loss: 560.9654 - logits_profile_predictions_loss: 555.2210 - logcount_predictions_loss: 0.3227 103/2398 [>.............................] - ETA: 5:58 - loss: 561.0203 - logits_profile_predictions_loss: 555.2763 - logcount_predictions_loss: 0.3227 104/2398 [>.............................] - ETA: 5:58 - loss: 561.0741 - logits_profile_predictions_loss: 555.3306 - logcount_predictions_loss: 0.3227 105/2398 [>.............................] - ETA: 5:58 - loss: 561.1298 - logits_profile_predictions_loss: 555.3869 - logcount_predictions_loss: 0.3226 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logits_profile_predictions_loss: 555.7246 - logcount_predictions_loss: 0.3225 113/2398 [>.............................] - ETA: 5:57 - loss: 561.5039 - logits_profile_predictions_loss: 555.7642 - logcount_predictions_loss: 0.3225 114/2398 [>.............................] - ETA: 5:57 - loss: 561.5456 - logits_profile_predictions_loss: 555.8060 - logcount_predictions_loss: 0.3225 115/2398 [>.............................] - ETA: 5:57 - loss: 561.5868 - logits_profile_predictions_loss: 555.8474 - logcount_predictions_loss: 0.3224 116/2398 [>.............................] - ETA: 5:56 - loss: 561.6278 - logits_profile_predictions_loss: 555.8885 - logcount_predictions_loss: 0.3224 117/2398 [>.............................] - ETA: 5:56 - loss: 561.6654 - logits_profile_predictions_loss: 555.9264 - logcount_predictions_loss: 0.3224 118/2398 [>.............................] - ETA: 5:56 - loss: 561.7042 - logits_profile_predictions_loss: 555.9654 - logcount_predictions_loss: 0.3224 119/2398 [>.............................] - ETA: 5:56 - loss: 561.7421 - logits_profile_predictions_loss: 556.0033 - logcount_predictions_loss: 0.3224 120/2398 [>.............................] - ETA: 5:56 - loss: 561.7801 - logits_profile_predictions_loss: 556.0416 - logcount_predictions_loss: 0.3224 121/2398 [>.............................] - ETA: 5:56 - loss: 561.8165 - logits_profile_predictions_loss: 556.0781 - logcount_predictions_loss: 0.3224 122/2398 [>.............................] - ETA: 5:56 - loss: 561.8553 - logits_profile_predictions_loss: 556.1171 - logcount_predictions_loss: 0.3224 123/2398 [>.............................] - ETA: 5:55 - loss: 561.8924 - logits_profile_predictions_loss: 556.1542 - logcount_predictions_loss: 0.3224 124/2398 [>.............................] - ETA: 5:55 - loss: 561.9338 - logits_profile_predictions_loss: 556.1956 - logcount_predictions_loss: 0.3224 125/2398 [>.............................] - ETA: 5:55 - loss: 561.9703 - logits_profile_predictions_loss: 556.2321 - logcount_predictions_loss: 0.3224 126/2398 [>.............................] - ETA: 5:55 - loss: 562.0050 - logits_profile_predictions_loss: 556.2670 - logcount_predictions_loss: 0.3224 127/2398 [>.............................] - ETA: 5:55 - loss: 562.0364 - logits_profile_predictions_loss: 556.2986 - logcount_predictions_loss: 0.3224 128/2398 [>.............................] - ETA: 5:55 - loss: 562.0679 - logits_profile_predictions_loss: 556.3302 - logcount_predictions_loss: 0.3223 129/2398 [>.............................] - ETA: 5:55 - loss: 562.1008 - logits_profile_predictions_loss: 556.3634 - logcount_predictions_loss: 0.3223 130/2398 [>.............................] - ETA: 5:54 - loss: 562.1383 - logits_profile_predictions_loss: 556.4012 - logcount_predictions_loss: 0.3223 131/2398 [>.............................] - ETA: 5:54 - loss: 562.1764 - logits_profile_predictions_loss: 556.4395 - logcount_predictions_loss: 0.3223 132/2398 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logits_profile_predictions_loss: 532.3441 - logcount_predictions_loss: 0.3106 3/2398 [..............................] - ETA: 6:24 - loss: 546.9620 - logits_profile_predictions_loss: 541.4830 - logcount_predictions_loss: 0.3078 4/2398 [..............................] - ETA: 6:20 - loss: 551.0892 - logits_profile_predictions_loss: 545.5155 - logcount_predictions_loss: 0.3131 5/2398 [..............................] - ETA: 6:18 - loss: 551.5317 - logits_profile_predictions_loss: 545.9324 - logcount_predictions_loss: 0.3146 6/2398 [..............................] - ETA: 6:17 - loss: 554.0279 - logits_profile_predictions_loss: 548.4162 - logcount_predictions_loss: 0.3153 7/2398 [..............................] - ETA: 6:16 - loss: 556.7068 - logits_profile_predictions_loss: 551.0411 - logcount_predictions_loss: 0.3183 8/2398 [..............................] - ETA: 6:15 - loss: 558.2276 - logits_profile_predictions_loss: 552.5263 - logcount_predictions_loss: 0.3203 9/2398 [..............................] - ETA: 6:14 - loss: 559.0143 - logits_profile_predictions_loss: 553.2763 - logcount_predictions_loss: 0.3224 10/2398 [..............................] - ETA: 6:14 - loss: 560.0995 - logits_profile_predictions_loss: 554.3365 - logcount_predictions_loss: 0.3238 11/2398 [..............................] - ETA: 6:14 - loss: 561.4193 - logits_profile_predictions_loss: 555.6301 - logcount_predictions_loss: 0.3252 12/2398 [..............................] - ETA: 6:13 - loss: 562.2288 - logits_profile_predictions_loss: 556.4324 - logcount_predictions_loss: 0.3256 13/2398 [..............................] - ETA: 6:13 - loss: 563.0774 - logits_profile_predictions_loss: 557.2804 - logcount_predictions_loss: 0.3257 14/2398 [..............................] - ETA: 6:13 - loss: 563.9366 - logits_profile_predictions_loss: 558.1426 - logcount_predictions_loss: 0.3255 15/2398 [..............................] - ETA: 6:12 - loss: 564.6465 - logits_profile_predictions_loss: 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loss: 569.8897 - logits_profile_predictions_loss: 564.1515 - logcount_predictions_loss: 0.3224 23/2398 [..............................] - ETA: 6:13 - loss: 570.2005 - logits_profile_predictions_loss: 564.4733 - logcount_predictions_loss: 0.3217 24/2398 [..............................] - ETA: 6:12 - loss: 570.4733 - logits_profile_predictions_loss: 564.7524 - logcount_predictions_loss: 0.3214 25/2398 [..............................] - ETA: 6:12 - loss: 570.6395 - logits_profile_predictions_loss: 564.9257 - logcount_predictions_loss: 0.3210 26/2398 [..............................] - ETA: 6:12 - loss: 570.8920 - logits_profile_predictions_loss: 565.1858 - logcount_predictions_loss: 0.3206 27/2398 [..............................] - ETA: 6:12 - loss: 570.9780 - logits_profile_predictions_loss: 565.2796 - logcount_predictions_loss: 0.3201 28/2398 [..............................] - ETA: 6:11 - loss: 570.9490 - logits_profile_predictions_loss: 565.2564 - logcount_predictions_loss: 0.3198 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[..............................] - ETA: 6:09 - loss: 571.1310 - logits_profile_predictions_loss: 565.5146 - logcount_predictions_loss: 0.3155 43/2398 [..............................] - ETA: 6:09 - loss: 571.2348 - logits_profile_predictions_loss: 565.6223 - logcount_predictions_loss: 0.3153 44/2398 [..............................] - ETA: 6:08 - loss: 571.3568 - logits_profile_predictions_loss: 565.7484 - logcount_predictions_loss: 0.3151 45/2398 [..............................] - ETA: 6:08 - loss: 571.4616 - logits_profile_predictions_loss: 565.8575 - logcount_predictions_loss: 0.3148 46/2398 [..............................] - ETA: 6:08 - loss: 571.5522 - logits_profile_predictions_loss: 565.9532 - logcount_predictions_loss: 0.3145 47/2398 [..............................] - ETA: 6:08 - loss: 571.6301 - logits_profile_predictions_loss: 566.0367 - logcount_predictions_loss: 0.3142 48/2398 [..............................] - ETA: 6:08 - loss: 571.6914 - logits_profile_predictions_loss: 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loss: 572.1130 - logits_profile_predictions_loss: 566.5526 - logcount_predictions_loss: 0.3124 56/2398 [..............................] - ETA: 6:07 - loss: 572.1502 - logits_profile_predictions_loss: 566.5932 - logcount_predictions_loss: 0.3122 57/2398 [..............................] - ETA: 6:06 - loss: 572.1800 - logits_profile_predictions_loss: 566.6265 - logcount_predictions_loss: 0.3120 58/2398 [..............................] - ETA: 6:06 - loss: 572.1903 - logits_profile_predictions_loss: 566.6405 - logcount_predictions_loss: 0.3118 59/2398 [..............................] - ETA: 6:06 - loss: 572.1835 - logits_profile_predictions_loss: 566.6374 - logcount_predictions_loss: 0.3116 60/2398 [..............................] - ETA: 6:06 - loss: 572.1732 - logits_profile_predictions_loss: 566.6309 - logcount_predictions_loss: 0.3114 61/2398 [..............................] - ETA: 6:06 - loss: 572.1814 - logits_profile_predictions_loss: 566.6426 - logcount_predictions_loss: 0.3112 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logits_profile_predictions_loss: 566.6845 - logcount_predictions_loss: 0.3099 69/2398 [..............................] - ETA: 6:04 - loss: 572.1875 - logits_profile_predictions_loss: 566.6752 - logcount_predictions_loss: 0.3097 70/2398 [..............................] - ETA: 6:04 - loss: 572.1769 - logits_profile_predictions_loss: 566.6675 - logcount_predictions_loss: 0.3095 71/2398 [..............................] - ETA: 6:04 - loss: 572.1544 - logits_profile_predictions_loss: 566.6474 - logcount_predictions_loss: 0.3094 72/2398 [..............................] - ETA: 6:04 - loss: 572.1342 - logits_profile_predictions_loss: 566.6293 - logcount_predictions_loss: 0.3093 73/2398 [..............................] - ETA: 6:04 - loss: 572.1105 - logits_profile_predictions_loss: 566.6078 - logcount_predictions_loss: 0.3091 74/2398 [..............................] - ETA: 6:04 - loss: 572.0924 - logits_profile_predictions_loss: 566.5921 - logcount_predictions_loss: 0.3090 75/2398 [..............................] - ETA: 6:03 - loss: 572.0888 - logits_profile_predictions_loss: 566.5909 - logcount_predictions_loss: 0.3089 76/2398 [..............................] - ETA: 6:03 - loss: 572.0992 - logits_profile_predictions_loss: 566.6039 - logcount_predictions_loss: 0.3087 77/2398 [..............................] - ETA: 6:03 - loss: 572.0975 - logits_profile_predictions_loss: 566.6047 - logcount_predictions_loss: 0.3086 78/2398 [..............................] - ETA: 6:03 - loss: 572.0938 - logits_profile_predictions_loss: 566.6035 - logcount_predictions_loss: 0.3084 79/2398 [..............................] - ETA: 6:03 - loss: 572.0910 - logits_profile_predictions_loss: 566.6033 - logcount_predictions_loss: 0.3083 80/2398 [>.............................] - ETA: 6:03 - loss: 572.0916 - logits_profile_predictions_loss: 566.6066 - logcount_predictions_loss: 0.3081 81/2398 [>.............................] - ETA: 6:02 - loss: 572.0921 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 5:17 - loss: 566.2325 - logits_profile_predictions_loss: 561.1353 - logcount_predictions_loss: 0.2864 371/2398 [===>..........................] - ETA: 5:17 - loss: 566.2218 - logits_profile_predictions_loss: 561.1246 - logcount_predictions_loss: 0.2864 372/2398 [===>..........................] - ETA: 5:17 - loss: 566.2109 - logits_profile_predictions_loss: 561.1138 - logcount_predictions_loss: 0.2864 373/2398 [===>..........................] - ETA: 5:17 - loss: 566.1998 - logits_profile_predictions_loss: 561.1026 - logcount_predictions_loss: 0.2864 374/2398 [===>..........................] - ETA: 5:16 - loss: 566.1887 - logits_profile_predictions_loss: 561.0915 - logcount_predictions_loss: 0.2864 375/2398 [===>..........................] - ETA: 5:16 - loss: 566.1780 - logits_profile_predictions_loss: 561.0807 - logcount_predictions_loss: 0.2864 376/2398 [===>..........................] - ETA: 5:16 - loss: 566.1674 - 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[====>.........................] - ETA: 5:07 - loss: 565.6911 - logits_profile_predictions_loss: 560.5975 - logcount_predictions_loss: 0.2862 436/2398 [====>.........................] - ETA: 5:07 - loss: 565.6848 - logits_profile_predictions_loss: 560.5913 - logcount_predictions_loss: 0.2862 437/2398 [====>.........................] - ETA: 5:07 - loss: 565.6783 - logits_profile_predictions_loss: 560.5849 - logcount_predictions_loss: 0.2861 438/2398 [====>.........................] - ETA: 5:06 - loss: 565.6719 - logits_profile_predictions_loss: 560.5785 - logcount_predictions_loss: 0.2861 439/2398 [====>.........................] - ETA: 5:06 - loss: 565.6652 - logits_profile_predictions_loss: 560.5719 - logcount_predictions_loss: 0.2861 440/2398 [====>.........................] - ETA: 5:06 - loss: 565.6583 - logits_profile_predictions_loss: 560.5651 - logcount_predictions_loss: 0.2861 441/2398 [====>.........................] - ETA: 5:06 - loss: 565.6517 - logits_profile_predictions_loss: 560.5585 - logcount_predictions_loss: 0.2861 442/2398 [====>.........................] - ETA: 5:06 - loss: 565.6451 - logits_profile_predictions_loss: 560.5519 - logcount_predictions_loss: 0.2861 443/2398 [====>.........................] - ETA: 5:06 - loss: 565.6384 - logits_profile_predictions_loss: 560.5453 - logcount_predictions_loss: 0.2861 444/2398 [====>.........................] - ETA: 5:06 - loss: 565.6318 - logits_profile_predictions_loss: 560.5388 - logcount_predictions_loss: 0.2861 445/2398 [====>.........................] - ETA: 5:05 - loss: 565.6252 - logits_profile_predictions_loss: 560.5323 - logcount_predictions_loss: 0.2861 446/2398 [====>.........................] - ETA: 5:05 - loss: 565.6186 - logits_profile_predictions_loss: 560.5257 - logcount_predictions_loss: 0.2861 447/2398 [====>.........................] - ETA: 5:05 - loss: 565.6119 - logits_profile_predictions_loss: 560.5191 - logcount_predictions_loss: 0.2861 448/2398 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585.3008 - val_logits_profile_predictions_loss: 579.4798 - val_logcount_predictions_loss: 0.3270 + +Epoch 00013: val_loss did not improve from 581.44598 +Epoch 14/50 + 1/2398 [..............................] - ETA: 8:27 - loss: 545.2047 - logits_profile_predictions_loss: 541.2775 - logcount_predictions_loss: 0.2206 2/2398 [..............................] - ETA: 6:41 - loss: 549.1883 - logits_profile_predictions_loss: 544.8761 - logcount_predictions_loss: 0.2423 3/2398 [..............................] - ETA: 6:26 - loss: 555.0252 - logits_profile_predictions_loss: 550.6430 - logcount_predictions_loss: 0.2462 4/2398 [..............................] - ETA: 6:21 - loss: 560.2679 - logits_profile_predictions_loss: 555.8796 - logcount_predictions_loss: 0.2465 5/2398 [..............................] - ETA: 6:19 - loss: 560.4398 - logits_profile_predictions_loss: 556.0318 - logcount_predictions_loss: 0.2476 6/2398 [..............................] - ETA: 6:17 - loss: 560.9455 - logits_profile_predictions_loss: 556.4788 - logcount_predictions_loss: 0.2509 7/2398 [..............................] - ETA: 6:16 - loss: 561.5961 - logits_profile_predictions_loss: 557.1203 - logcount_predictions_loss: 0.2515 8/2398 [..............................] - ETA: 6:15 - loss: 562.0229 - logits_profile_predictions_loss: 557.5565 - logcount_predictions_loss: 0.2509 9/2398 [..............................] - ETA: 6:15 - loss: 562.0638 - logits_profile_predictions_loss: 557.6098 - logcount_predictions_loss: 0.2502 10/2398 [..............................] - ETA: 6:15 - loss: 562.0489 - logits_profile_predictions_loss: 557.5832 - logcount_predictions_loss: 0.2509 11/2398 [..............................] - ETA: 6:14 - loss: 561.9501 - logits_profile_predictions_loss: 557.4692 - logcount_predictions_loss: 0.2517 12/2398 [..............................] - ETA: 6:14 - loss: 561.4353 - logits_profile_predictions_loss: 556.9543 - logcount_predictions_loss: 0.2517 13/2398 [..............................] - ETA: 6:14 - loss: 561.0411 - logits_profile_predictions_loss: 556.5540 - logcount_predictions_loss: 0.2521 14/2398 [..............................] - ETA: 6:13 - loss: 560.5493 - logits_profile_predictions_loss: 556.0595 - logcount_predictions_loss: 0.2522 15/2398 [..............................] - ETA: 6:13 - loss: 560.1765 - logits_profile_predictions_loss: 555.6772 - logcount_predictions_loss: 0.2528 16/2398 [..............................] - ETA: 6:13 - loss: 559.6939 - logits_profile_predictions_loss: 555.1860 - logcount_predictions_loss: 0.2533 17/2398 [..............................] - ETA: 6:12 - loss: 559.3536 - logits_profile_predictions_loss: 554.8375 - logcount_predictions_loss: 0.2537 18/2398 [..............................] - ETA: 6:12 - loss: 559.1022 - logits_profile_predictions_loss: 554.5801 - logcount_predictions_loss: 0.2540 19/2398 [..............................] - ETA: 6:12 - loss: 558.9546 - logits_profile_predictions_loss: 554.4268 - logcount_predictions_loss: 0.2544 20/2398 [..............................] - ETA: 6:12 - loss: 558.9177 - logits_profile_predictions_loss: 554.3853 - logcount_predictions_loss: 0.2546 21/2398 [..............................] - ETA: 6:12 - loss: 558.6825 - logits_profile_predictions_loss: 554.1487 - logcount_predictions_loss: 0.2547 22/2398 [..............................] - ETA: 6:12 - loss: 558.5561 - logits_profile_predictions_loss: 554.0156 - logcount_predictions_loss: 0.2551 23/2398 [..............................] - ETA: 6:11 - loss: 558.4840 - logits_profile_predictions_loss: 553.9359 - logcount_predictions_loss: 0.2555 24/2398 [..............................] - ETA: 6:11 - loss: 558.3394 - logits_profile_predictions_loss: 553.7840 - logcount_predictions_loss: 0.2559 25/2398 [..............................] - ETA: 6:11 - loss: 558.1068 - logits_profile_predictions_loss: 553.5417 - logcount_predictions_loss: 0.2565 26/2398 [..............................] - ETA: 6:11 - loss: 557.8169 - logits_profile_predictions_loss: 553.2403 - logcount_predictions_loss: 0.2571 27/2398 [..............................] - ETA: 6:11 - loss: 557.6056 - logits_profile_predictions_loss: 553.0171 - logcount_predictions_loss: 0.2578 28/2398 [..............................] - ETA: 6:10 - loss: 557.5187 - logits_profile_predictions_loss: 552.9181 - logcount_predictions_loss: 0.2585 29/2398 [..............................] - ETA: 6:10 - loss: 557.5649 - logits_profile_predictions_loss: 552.9512 - logcount_predictions_loss: 0.2592 30/2398 [..............................] - ETA: 6:10 - loss: 557.7302 - logits_profile_predictions_loss: 553.1045 - logcount_predictions_loss: 0.2599 31/2398 [..............................] - ETA: 6:10 - loss: 557.9254 - logits_profile_predictions_loss: 553.2895 - logcount_predictions_loss: 0.2604 32/2398 [..............................] - ETA: 6:10 - loss: 558.0905 - logits_profile_predictions_loss: 553.4449 - logcount_predictions_loss: 0.2610 33/2398 [..............................] - ETA: 6:09 - loss: 558.2988 - logits_profile_predictions_loss: 553.6438 - logcount_predictions_loss: 0.2615 34/2398 [..............................] - ETA: 6:09 - loss: 558.4799 - logits_profile_predictions_loss: 553.8144 - logcount_predictions_loss: 0.2621 35/2398 [..............................] - ETA: 6:09 - loss: 558.6512 - logits_profile_predictions_loss: 553.9751 - logcount_predictions_loss: 0.2627 36/2398 [..............................] - ETA: 6:09 - loss: 558.8039 - logits_profile_predictions_loss: 554.1183 - logcount_predictions_loss: 0.2632 37/2398 [..............................] - ETA: 6:09 - loss: 558.9702 - logits_profile_predictions_loss: 554.2765 - logcount_predictions_loss: 0.2637 38/2398 [..............................] - ETA: 6:09 - loss: 559.1147 - logits_profile_predictions_loss: 554.4132 - logcount_predictions_loss: 0.2641 39/2398 [..............................] - ETA: 6:09 - loss: 559.2424 - logits_profile_predictions_loss: 554.5317 - logcount_predictions_loss: 0.2646 40/2398 [..............................] - ETA: 6:08 - loss: 559.4241 - logits_profile_predictions_loss: 554.7039 - logcount_predictions_loss: 0.2652 41/2398 [..............................] - ETA: 6:08 - loss: 559.5986 - logits_profile_predictions_loss: 554.8688 - logcount_predictions_loss: 0.2657 42/2398 [..............................] - ETA: 6:08 - loss: 559.7325 - logits_profile_predictions_loss: 554.9936 - logcount_predictions_loss: 0.2662 43/2398 [..............................] - ETA: 6:08 - loss: 559.9140 - logits_profile_predictions_loss: 555.1677 - logcount_predictions_loss: 0.2666 44/2398 [..............................] - ETA: 6:08 - loss: 560.0699 - logits_profile_predictions_loss: 555.3166 - logcount_predictions_loss: 0.2670 45/2398 [..............................] - ETA: 6:08 - loss: 560.2110 - logits_profile_predictions_loss: 555.4508 - logcount_predictions_loss: 0.2674 46/2398 [..............................] - ETA: 6:07 - loss: 560.3694 - logits_profile_predictions_loss: 555.6015 - logcount_predictions_loss: 0.2679 47/2398 [..............................] - ETA: 6:07 - loss: 560.5263 - logits_profile_predictions_loss: 555.7507 - logcount_predictions_loss: 0.2683 48/2398 [..............................] - ETA: 6:07 - loss: 560.6897 - logits_profile_predictions_loss: 555.9072 - logcount_predictions_loss: 0.2687 49/2398 [..............................] - ETA: 6:07 - loss: 560.8466 - logits_profile_predictions_loss: 556.0578 - logcount_predictions_loss: 0.2690 50/2398 [..............................] - ETA: 6:07 - loss: 560.9762 - logits_profile_predictions_loss: 556.1819 - logcount_predictions_loss: 0.2693 51/2398 [..............................] - ETA: 6:07 - loss: 561.1050 - logits_profile_predictions_loss: 556.3047 - logcount_predictions_loss: 0.2697 52/2398 [..............................] - ETA: 6:06 - loss: 561.2450 - logits_profile_predictions_loss: 556.4378 - logcount_predictions_loss: 0.2701 53/2398 [..............................] - ETA: 6:06 - loss: 561.3367 - logits_profile_predictions_loss: 556.5228 - logcount_predictions_loss: 0.2704 54/2398 [..............................] - ETA: 6:06 - loss: 561.4213 - logits_profile_predictions_loss: 556.6012 - logcount_predictions_loss: 0.2708 55/2398 [..............................] - ETA: 6:06 - loss: 561.5113 - logits_profile_predictions_loss: 556.6851 - logcount_predictions_loss: 0.2711 56/2398 [..............................] - ETA: 6:06 - loss: 561.5811 - logits_profile_predictions_loss: 556.7496 - logcount_predictions_loss: 0.2714 57/2398 [..............................] - ETA: 6:06 - loss: 561.6580 - logits_profile_predictions_loss: 556.8208 - logcount_predictions_loss: 0.2717 58/2398 [..............................] - ETA: 6:05 - loss: 561.7438 - logits_profile_predictions_loss: 556.9005 - logcount_predictions_loss: 0.2721 59/2398 [..............................] - ETA: 6:05 - loss: 561.8351 - logits_profile_predictions_loss: 556.9859 - logcount_predictions_loss: 0.2724 60/2398 [..............................] - ETA: 6:05 - loss: 561.9190 - logits_profile_predictions_loss: 557.0643 - logcount_predictions_loss: 0.2727 61/2398 [..............................] - ETA: 6:05 - loss: 562.0054 - logits_profile_predictions_loss: 557.1455 - logcount_predictions_loss: 0.2730 62/2398 [..............................] - ETA: 6:05 - loss: 562.0935 - logits_profile_predictions_loss: 557.2287 - logcount_predictions_loss: 0.2733 63/2398 [..............................] - ETA: 6:05 - loss: 562.1744 - logits_profile_predictions_loss: 557.3049 - logcount_predictions_loss: 0.2736 64/2398 [..............................] - ETA: 6:05 - loss: 562.2469 - logits_profile_predictions_loss: 557.3729 - logcount_predictions_loss: 0.2738 65/2398 [..............................] - ETA: 6:04 - loss: 562.3123 - logits_profile_predictions_loss: 557.4341 - logcount_predictions_loss: 0.2741 66/2398 [..............................] - ETA: 6:04 - loss: 562.3804 - logits_profile_predictions_loss: 557.4983 - logcount_predictions_loss: 0.2743 67/2398 [..............................] - ETA: 6:04 - loss: 562.4485 - logits_profile_predictions_loss: 557.5624 - logcount_predictions_loss: 0.2745 68/2398 [..............................] - ETA: 6:04 - loss: 562.5191 - logits_profile_predictions_loss: 557.6286 - logcount_predictions_loss: 0.2747 69/2398 [..............................] - ETA: 6:04 - loss: 562.5807 - logits_profile_predictions_loss: 557.6862 - logcount_predictions_loss: 0.2750 70/2398 [..............................] - ETA: 6:04 - loss: 562.6475 - logits_profile_predictions_loss: 557.7487 - logcount_predictions_loss: 0.2752 71/2398 [..............................] - ETA: 6:04 - loss: 562.7033 - logits_profile_predictions_loss: 557.8005 - logcount_predictions_loss: 0.2754 72/2398 [..............................] - ETA: 6:03 - loss: 562.7486 - logits_profile_predictions_loss: 557.8420 - logcount_predictions_loss: 0.2756 73/2398 [..............................] - ETA: 6:03 - loss: 562.7867 - logits_profile_predictions_loss: 557.8769 - logcount_predictions_loss: 0.2758 74/2398 [..............................] - ETA: 6:03 - loss: 562.8352 - logits_profile_predictions_loss: 557.9222 - logcount_predictions_loss: 0.2760 75/2398 [..............................] - ETA: 6:03 - loss: 562.8703 - logits_profile_predictions_loss: 557.9545 - logcount_predictions_loss: 0.2762 76/2398 [..............................] - ETA: 6:03 - loss: 562.9020 - logits_profile_predictions_loss: 557.9830 - logcount_predictions_loss: 0.2763 77/2398 [..............................] - ETA: 6:03 - loss: 562.9386 - logits_profile_predictions_loss: 558.0167 - logcount_predictions_loss: 0.2765 78/2398 [..............................] - ETA: 6:02 - loss: 562.9754 - logits_profile_predictions_loss: 558.0509 - logcount_predictions_loss: 0.2767 79/2398 [..............................] - ETA: 6:02 - loss: 563.0061 - logits_profile_predictions_loss: 558.0791 - logcount_predictions_loss: 0.2768 80/2398 [>.............................] - ETA: 6:02 - loss: 563.0364 - logits_profile_predictions_loss: 558.1072 - logcount_predictions_loss: 0.2769 81/2398 [>.............................] - ETA: 6:02 - loss: 563.0687 - logits_profile_predictions_loss: 558.1376 - logcount_predictions_loss: 0.2770 82/2398 [>.............................] - ETA: 6:02 - loss: 563.0957 - logits_profile_predictions_loss: 558.1628 - logcount_predictions_loss: 0.2771 83/2398 [>.............................] - ETA: 6:02 - loss: 563.1208 - logits_profile_predictions_loss: 558.1864 - logcount_predictions_loss: 0.2772 84/2398 [>.............................] - ETA: 6:02 - loss: 563.1402 - logits_profile_predictions_loss: 558.2043 - logcount_predictions_loss: 0.2773 85/2398 [>.............................] - ETA: 6:01 - loss: 563.1519 - logits_profile_predictions_loss: 558.2146 - logcount_predictions_loss: 0.2774 86/2398 [>.............................] - ETA: 6:01 - loss: 563.1596 - logits_profile_predictions_loss: 558.2210 - logcount_predictions_loss: 0.2774 87/2398 [>.............................] - ETA: 6:01 - loss: 563.1677 - logits_profile_predictions_loss: 558.2278 - logcount_predictions_loss: 0.2775 88/2398 [>.............................] - ETA: 6:01 - loss: 563.1731 - logits_profile_predictions_loss: 558.2320 - logcount_predictions_loss: 0.2776 89/2398 [>.............................] - ETA: 6:01 - loss: 563.1822 - logits_profile_predictions_loss: 558.2401 - logcount_predictions_loss: 0.2776 90/2398 [>.............................] - ETA: 6:01 - loss: 563.1971 - logits_profile_predictions_loss: 558.2539 - logcount_predictions_loss: 0.2777 91/2398 [>.............................] - ETA: 6:01 - loss: 563.2035 - logits_profile_predictions_loss: 558.2592 - logcount_predictions_loss: 0.2778 92/2398 [>.............................] - ETA: 6:00 - loss: 563.1993 - logits_profile_predictions_loss: 558.2542 - logcount_predictions_loss: 0.2778 93/2398 [>.............................] - ETA: 6:00 - loss: 563.2008 - logits_profile_predictions_loss: 558.2547 - logcount_predictions_loss: 0.2779 94/2398 [>.............................] - ETA: 6:00 - loss: 563.2086 - logits_profile_predictions_loss: 558.2615 - logcount_predictions_loss: 0.2779 95/2398 [>.............................] - ETA: 6:00 - loss: 563.2163 - logits_profile_predictions_loss: 558.2680 - logcount_predictions_loss: 0.2780 96/2398 [>.............................] - ETA: 6:00 - loss: 563.2156 - logits_profile_predictions_loss: 558.2662 - logcount_predictions_loss: 0.2781 97/2398 [>.............................] - ETA: 6:00 - loss: 563.2104 - logits_profile_predictions_loss: 558.2601 - logcount_predictions_loss: 0.2781 98/2398 [>.............................] - ETA: 6:00 - loss: 563.2036 - logits_profile_predictions_loss: 558.2524 - logcount_predictions_loss: 0.2782 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logits_profile_predictions_loss: 558.1139 - logcount_predictions_loss: 0.2785 106/2398 [>.............................] - ETA: 5:58 - loss: 563.0553 - logits_profile_predictions_loss: 558.0979 - logcount_predictions_loss: 0.2785 107/2398 [>.............................] - ETA: 5:58 - loss: 563.0334 - logits_profile_predictions_loss: 558.0754 - logcount_predictions_loss: 0.2785 108/2398 [>.............................] - ETA: 5:58 - loss: 563.0110 - logits_profile_predictions_loss: 558.0523 - logcount_predictions_loss: 0.2786 109/2398 [>.............................] - ETA: 5:58 - loss: 562.9861 - logits_profile_predictions_loss: 558.0268 - logcount_predictions_loss: 0.2786 110/2398 [>.............................] - ETA: 5:58 - loss: 562.9635 - logits_profile_predictions_loss: 558.0036 - logcount_predictions_loss: 0.2786 111/2398 [>.............................] - ETA: 5:58 - loss: 562.9397 - logits_profile_predictions_loss: 557.9793 - logcount_predictions_loss: 0.2787 112/2398 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552.4710 - logcount_predictions_loss: 0.2694 2343/2398 [============================>.] - ETA: 8s - loss: 557.2649 - logits_profile_predictions_loss: 552.4703 - logcount_predictions_loss: 0.2694 2344/2398 [============================>.] - ETA: 8s - loss: 557.2642 - logits_profile_predictions_loss: 552.4696 - logcount_predictions_loss: 0.2694 2345/2398 [============================>.] - ETA: 8s - loss: 557.2635 - logits_profile_predictions_loss: 552.4690 - logcount_predictions_loss: 0.2694 2346/2398 [============================>.] - ETA: 8s - loss: 557.2629 - logits_profile_predictions_loss: 552.4683 - logcount_predictions_loss: 0.2694 2347/2398 [============================>.] - ETA: 8s - loss: 557.2622 - logits_profile_predictions_loss: 552.4677 - logcount_predictions_loss: 0.2694 2348/2398 [============================>.] - ETA: 7s - loss: 557.2616 - logits_profile_predictions_loss: 552.4670 - logcount_predictions_loss: 0.2694 2349/2398 [============================>.] - ETA: 7s - loss: 557.2609 - logits_profile_predictions_loss: 552.4664 - logcount_predictions_loss: 0.2694 2350/2398 [============================>.] - ETA: 7s - loss: 557.2602 - logits_profile_predictions_loss: 552.4657 - logcount_predictions_loss: 0.2694 2351/2398 [============================>.] - ETA: 7s - loss: 557.2596 - logits_profile_predictions_loss: 552.4651 - logcount_predictions_loss: 0.2694 2352/2398 [============================>.] - ETA: 7s - loss: 557.2589 - logits_profile_predictions_loss: 552.4644 - logcount_predictions_loss: 0.2693 2353/2398 [============================>.] - ETA: 7s - loss: 557.2582 - logits_profile_predictions_loss: 552.4638 - logcount_predictions_loss: 0.2693 2354/2398 [============================>.] - ETA: 6s - loss: 557.2576 - logits_profile_predictions_loss: 552.4631 - logcount_predictions_loss: 0.2693 2355/2398 [============================>.] - ETA: 6s - loss: 557.2569 - logits_profile_predictions_loss: 552.4624 - logcount_predictions_loss: 0.2693 2356/2398 [============================>.] - ETA: 6s - loss: 557.2562 - logits_profile_predictions_loss: 552.4618 - logcount_predictions_loss: 0.2693 2357/2398 [============================>.] - ETA: 6s - loss: 557.2555 - logits_profile_predictions_loss: 552.4611 - logcount_predictions_loss: 0.2693 2358/2398 [============================>.] - ETA: 6s - loss: 557.2548 - logits_profile_predictions_loss: 552.4604 - logcount_predictions_loss: 0.2693 2359/2398 [============================>.] - ETA: 6s - loss: 557.2541 - logits_profile_predictions_loss: 552.4597 - logcount_predictions_loss: 0.2693 2360/2398 [============================>.] - ETA: 5s - loss: 557.2534 - logits_profile_predictions_loss: 552.4590 - logcount_predictions_loss: 0.2693 2361/2398 [============================>.] - ETA: 5s - loss: 557.2527 - logits_profile_predictions_loss: 552.4583 - logcount_predictions_loss: 0.2693 2362/2398 [============================>.] - ETA: 5s - loss: 557.2521 - logits_profile_predictions_loss: 552.4577 - logcount_predictions_loss: 0.2693 2363/2398 [============================>.] - ETA: 5s - loss: 557.2514 - logits_profile_predictions_loss: 552.4570 - logcount_predictions_loss: 0.2693 2364/2398 [============================>.] - ETA: 5s - loss: 557.2507 - logits_profile_predictions_loss: 552.4563 - logcount_predictions_loss: 0.2693 2365/2398 [============================>.] - ETA: 5s - loss: 557.2500 - logits_profile_predictions_loss: 552.4557 - logcount_predictions_loss: 0.2693 2366/2398 [============================>.] - ETA: 5s - loss: 557.2494 - logits_profile_predictions_loss: 552.4550 - logcount_predictions_loss: 0.2693 2367/2398 [============================>.] - ETA: 4s - loss: 557.2487 - logits_profile_predictions_loss: 552.4543 - logcount_predictions_loss: 0.2693 2368/2398 [============================>.] - ETA: 4s - loss: 557.2480 - logits_profile_predictions_loss: 552.4537 - logcount_predictions_loss: 0.2693 2369/2398 [============================>.] - ETA: 4s - loss: 557.2473 - logits_profile_predictions_loss: 552.4530 - logcount_predictions_loss: 0.2693 2370/2398 [============================>.] - ETA: 4s - loss: 557.2466 - logits_profile_predictions_loss: 552.4523 - logcount_predictions_loss: 0.2693 2371/2398 [============================>.] - ETA: 4s - loss: 557.2460 - logits_profile_predictions_loss: 552.4517 - logcount_predictions_loss: 0.2693 2372/2398 [============================>.] - ETA: 4s - loss: 557.2453 - logits_profile_predictions_loss: 552.4510 - logcount_predictions_loss: 0.2693 2373/2398 [============================>.] - ETA: 3s - loss: 557.2446 - logits_profile_predictions_loss: 552.4503 - logcount_predictions_loss: 0.2693 2374/2398 [============================>.] - ETA: 3s - loss: 557.2440 - logits_profile_predictions_loss: 552.4497 - logcount_predictions_loss: 0.2693 2375/2398 [============================>.] - ETA: 3s - loss: 557.2433 - logits_profile_predictions_loss: 552.4490 - logcount_predictions_loss: 0.2693 2376/2398 [============================>.] - ETA: 3s - loss: 557.2426 - logits_profile_predictions_loss: 552.4484 - logcount_predictions_loss: 0.2693 2377/2398 [============================>.] - ETA: 3s - loss: 557.2420 - logits_profile_predictions_loss: 552.4477 - logcount_predictions_loss: 0.2693 2378/2398 [============================>.] - ETA: 3s - loss: 557.2413 - logits_profile_predictions_loss: 552.4471 - logcount_predictions_loss: 0.2693 2379/2398 [============================>.] - ETA: 2s - loss: 557.2407 - logits_profile_predictions_loss: 552.4464 - logcount_predictions_loss: 0.2693 2380/2398 [============================>.] - ETA: 2s - loss: 557.2400 - logits_profile_predictions_loss: 552.4458 - logcount_predictions_loss: 0.2693 2381/2398 [============================>.] - ETA: 2s - loss: 557.2394 - logits_profile_predictions_loss: 552.4451 - logcount_predictions_loss: 0.2693 2382/2398 [============================>.] - ETA: 2s - loss: 557.2387 - logits_profile_predictions_loss: 552.4445 - logcount_predictions_loss: 0.2693 2383/2398 [============================>.] - ETA: 2s - loss: 557.2381 - logits_profile_predictions_loss: 552.4439 - logcount_predictions_loss: 0.2693 2384/2398 [============================>.] - ETA: 2s - loss: 557.2374 - logits_profile_predictions_loss: 552.4432 - logcount_predictions_loss: 0.2693 2385/2398 [============================>.] - ETA: 2s - loss: 557.2368 - logits_profile_predictions_loss: 552.4425 - logcount_predictions_loss: 0.2693 2386/2398 [============================>.] - ETA: 1s - loss: 557.2361 - logits_profile_predictions_loss: 552.4419 - logcount_predictions_loss: 0.2693 2387/2398 [============================>.] - ETA: 1s - loss: 557.2354 - logits_profile_predictions_loss: 552.4412 - logcount_predictions_loss: 0.2693 2388/2398 [============================>.] - ETA: 1s - loss: 557.2347 - logits_profile_predictions_loss: 552.4405 - logcount_predictions_loss: 0.2693 2389/2398 [============================>.] - ETA: 1s - loss: 557.2341 - logits_profile_predictions_loss: 552.4399 - logcount_predictions_loss: 0.2693 2390/2398 [============================>.] - ETA: 1s - loss: 557.2334 - logits_profile_predictions_loss: 552.4392 - logcount_predictions_loss: 0.2693 2391/2398 [============================>.] - ETA: 1s - loss: 557.2327 - logits_profile_predictions_loss: 552.4385 - logcount_predictions_loss: 0.2693 2392/2398 [============================>.] - ETA: 0s - loss: 557.2320 - logits_profile_predictions_loss: 552.4379 - logcount_predictions_loss: 0.2693 2393/2398 [============================>.] - ETA: 0s - loss: 557.2313 - logits_profile_predictions_loss: 552.4372 - logcount_predictions_loss: 0.2693 2394/2398 [============================>.] - ETA: 0s - loss: 557.2306 - logits_profile_predictions_loss: 552.4365 - logcount_predictions_loss: 0.2693 2395/2398 [============================>.] - ETA: 0s - loss: 557.2299 - logits_profile_predictions_loss: 552.4358 - logcount_predictions_loss: 0.2693 2396/2398 [============================>.] - ETA: 0s - loss: 557.2292 - logits_profile_predictions_loss: 552.4351 - logcount_predictions_loss: 0.2693 2397/2398 [============================>.] - ETA: 0s - loss: 557.2285 - logits_profile_predictions_loss: 552.4344 - logcount_predictions_loss: 0.2693 2398/2398 [==============================] - ETA: 0s - loss: 557.2278 - logits_profile_predictions_loss: 552.4337 - logcount_predictions_loss: 0.2693 2398/2398 [==============================] - 395s 165ms/step - loss: 557.2271 - logits_profile_predictions_loss: 552.4330 - logcount_predictions_loss: 0.2693 - val_loss: 581.4467 - val_logits_profile_predictions_loss: 575.6796 - val_logcount_predictions_loss: 0.3240 + +Epoch 00014: val_loss did not improve from 581.44598 +Restoring model weights from the end of the best epoch. +Epoch 00014: early stopping +save model +save model without bias +2022-03-24_02-59-26: 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=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet.h5 +got the model +loading peaks... +got split:test for bed regions:(43736, 10) +loading nonpeaks... +got split:test for bed regions:(43736, 10) +0/342 +100/342 +200/342 +300/342 +2022-03-24_03-03-56: 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=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias.h5 +got the model +loading peaks... +got split:test for bed regions:(43736, 10) +loading nonpeaks... +got split:test for bed regions:(43736, 10) +0/342 +100/342 +200/342 +300/342 +2022-03-24_03-07-46: 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=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//preprocessing/bigWigs/ENCSR484UAU.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//bias_model_scaled.h5 +got the model +loading peaks... +got split:test for bed regions:(43736, 10) +loading nonpeaks... +got split:test for bed regions:(43736, 10) +0/342 +100/342 +200/342 +300/342 +2022-03-24_03-10-25: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//footprints +2022-03-24_03-10-25: 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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//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 + 1/40 [..............................] - ETA: 4:20 3/40 [=>............................] - ETA: 12s  4/40 [==>...........................] - ETA: 16s 5/40 [==>...........................] - ETA: 18s 6/40 [===>..........................] - ETA: 18s 7/40 [====>.........................] - ETA: 18s 8/40 [=====>........................] - ETA: 18s 9/40 [=====>........................] - ETA: 18s 10/40 [======>.......................] - ETA: 18s 11/40 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[======>.......................] - ETA: 20s 11/40 [=======>......................] - ETA: 19s 12/40 [========>.....................] - ETA: 19s 13/40 [========>.....................] - ETA: 18s 14/40 [=========>....................] - ETA: 17s 15/40 [==========>...................] - ETA: 17s 16/40 [===========>..................] - ETA: 16s 17/40 [===========>..................] - ETA: 15s 18/40 [============>.................] - ETA: 15s 19/40 [=============>................] - ETA: 14s 20/40 [==============>...............] - ETA: 13s 21/40 [==============>...............] - ETA: 13s 22/40 [===============>..............] - ETA: 12s 23/40 [================>.............] - ETA: 11s 24/40 [=================>............] - ETA: 11s 25/40 [=================>............] - ETA: 10s 26/40 [==================>...........] - ETA: 9s  27/40 [===================>..........] - ETA: 8s 28/40 [====================>.........] - ETA: 8s 29/40 [====================>.........] - ETA: 7s 30/40 [=====================>........] - ETA: 6s 31/40 [======================>.......] - ETA: 6s 32/40 [=======================>......] - ETA: 5s 33/40 [=======================>......] - ETA: 4s 34/40 [========================>.....] - ETA: 4s 35/40 [=========================>....] - ETA: 3s 36/40 [==========================>...] - ETA: 2s 37/40 [==========================>...] - ETA: 2s 38/40 [===========================>..] - ETA: 1s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 27s 698ms/step +inserting motif: dnase_2 +TGTACTTACGAA + 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 26s 3/40 [=>............................] - ETA: 25s 4/40 [==>...........................] - ETA: 24s 5/40 [==>...........................] - ETA: 24s 6/40 [===>..........................] - ETA: 23s 7/40 [====>.........................] - ETA: 22s 8/40 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[====>.........................] - ETA: 22s 8/40 [=====>........................] - ETA: 22s 9/40 [=====>........................] - ETA: 21s 10/40 [======>.......................] - ETA: 20s 11/40 [=======>......................] - ETA: 20s 12/40 [========>.....................] - ETA: 19s 13/40 [========>.....................] - ETA: 18s 14/40 [=========>....................] - ETA: 17s 15/40 [==========>...................] - ETA: 17s 16/40 [===========>..................] - ETA: 16s 17/40 [===========>..................] - ETA: 15s 18/40 [============>.................] - ETA: 15s 19/40 [=============>................] - ETA: 14s 20/40 [==============>...............] - ETA: 13s 21/40 [==============>...............] - ETA: 13s 22/40 [===============>..............] - ETA: 12s 23/40 [================>.............] - ETA: 11s 24/40 [=================>............] - ETA: 11s 25/40 [=================>............] - ETA: 10s 26/40 [==================>...........] - ETA: 9s  27/40 [===================>..........] - ETA: 8s 28/40 [====================>.........] - ETA: 8s 29/40 [====================>.........] - ETA: 7s 30/40 [=====================>........] - ETA: 6s 31/40 [======================>.......] - ETA: 6s 32/40 [=======================>......] - ETA: 5s 33/40 [=======================>......] - ETA: 4s 34/40 [========================>.....] - ETA: 4s 35/40 [=========================>....] - ETA: 3s 36/40 [==========================>...] - ETA: 2s 37/40 [==========================>...] - ETA: 2s 38/40 [===========================>..] - ETA: 1s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 27s 701ms/step +Saving marginal footprints +2022-03-24_03-12-45: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//footprints +2022-03-24_03-12-45: 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/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//bias_model_scaled.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR484UAU//chrombpnet_model_encsr880cub_bias//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 + 1/40 [..............................] - ETA: 1:54 3/40 [=>............................] - ETA: 1s  4/40 [==>...........................] - ETA: 1s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 [=======>......................] - ETA: 1s 12/40 [========>.....................] - ETA: 1s 13/40 [========>.....................] - ETA: 1s 14/40 [=========>....................] - ETA: 1s 15/40 [==========>...................] - ETA: 1s 16/40 [===========>..................] - ETA: 1s 17/40 [===========>..................] - ETA: 1s 18/40 [============>.................] - ETA: 1s 19/40 [=============>................] - ETA: 1s 20/40 [==============>...............] - ETA: 1s 21/40 [==============>...............] - ETA: 1s 22/40 [===============>..............] - ETA: 0s 23/40 [================>.............] - ETA: 0s 24/40 [=================>............] - ETA: 0s 25/40 [=================>............] - ETA: 0s 26/40 [==================>...........] - ETA: 0s 27/40 [===================>..........] - ETA: 0s 28/40 [====================>.........] - ETA: 0s 29/40 [====================>.........] - ETA: 0s 30/40 [=====================>........] - ETA: 0s 31/40 [======================>.......] - ETA: 0s 32/40 [=======================>......] - ETA: 0s 33/40 [=======================>......] - ETA: 0s 34/40 [========================>.....] - ETA: 0s 35/40 [=========================>....] - ETA: 0s 36/40 [==========================>...] - ETA: 0s 37/40 [==========================>...] - ETA: 0s 38/40 [===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 6s 67ms/step + 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 2s 3/40 [=>............................] - ETA: 2s 4/40 [==>...........................] - ETA: 2s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 [=======>......................] - ETA: 1s 12/40 [========>.....................] - ETA: 1s 13/40 [========>.....................] - ETA: 1s 14/40 [=========>....................] - ETA: 1s 15/40 [==========>...................] - ETA: 1s 16/40 [===========>..................] - ETA: 1s 17/40 [===========>..................] - ETA: 1s 18/40 [============>.................] - ETA: 1s 19/40 [=============>................] - ETA: 1s 20/40 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[==============================] - ETA: 0s 40/40 [==============================] - 2s 58ms/step +inserting motif: dnase_2 +TGTACTTACGAA + 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 2s 3/40 [=>............................] - ETA: 2s 4/40 [==>...........................] - ETA: 2s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 [=======>......................] - ETA: 1s 12/40 [========>.....................] - ETA: 1s 13/40 [========>.....................] - ETA: 1s 14/40 [=========>....................] - ETA: 1s 15/40 [==========>...................] - ETA: 1s 16/40 [===========>..................] - ETA: 1s 17/40 [===========>..................] - ETA: 1s 18/40 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[===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 2s 58ms/step + 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 2s 3/40 [=>............................] - ETA: 2s 4/40 [==>...........................] - ETA: 2s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 [=======>......................] - ETA: 1s 12/40 [========>.....................] - ETA: 1s 13/40 [========>.....................] - ETA: 1s 14/40 [=========>....................] - ETA: 1s 15/40 [==========>...................] - ETA: 1s 16/40 [===========>..................] - ETA: 1s 17/40 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[==========================>...] - ETA: 0s 38/40 [===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 2s 58ms/step +Saving marginal footprints