DNase-seq DNASE_SE Thu Mar 24 01:55:38 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 510.47.03 Driver Version: 510.47.03 CUDA Version: 11.6 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 NVIDIA A100-SXM... On | 00000000:07:00.0 Off | 0 | | N/A 31C P0 54W / 400W | 0MiB / 40960MiB | 0% E. Process | | | | Disabled | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+ No logfile supplied - creating one 2022-03-24_01-55-38: 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/ENCSR822GDF//preprocessing/bigWigs/ENCSR822GDF.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//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/ENCSR822GDF//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: 157320 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 157320 Number of peaks input: 42680 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 42680 Number of non peaks input: 157319 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 157319 Number of non peaks input: 42680 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 42680 Number of peaks after removing outliers: 155588 Number of nonpeaks after removing outliers: 139557 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 1/4362 [..............................] - ETA: 10:28:36 11/4362 [..............................] - ETA: 23s  21/4362 [..............................] - ETA: 23s 31/4362 [..............................] - ETA: 22s 41/4362 [..............................] - ETA: 22s 51/4362 [..............................] - ETA: 22s 62/4362 [..............................] - ETA: 22s 73/4362 [..............................] - ETA: 22s 83/4362 [..............................] - ETA: 22s 93/4362 [..............................] - ETA: 21s 104/4362 [..............................] - ETA: 21s 114/4362 [..............................] - ETA: 21s 125/4362 [..............................] - ETA: 21s 136/4362 [..............................] - ETA: 21s 147/4362 [>.............................] - ETA: 21s 158/4362 [>.............................] - ETA: 21s 169/4362 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4362/4362 [==============================] - 31s 5ms/step 2022-03-24_02-02-07: 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/ENCSR822GDF//preprocessing/bigWigs/ENCSR822GDF.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//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': '18.1', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//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:(140038, 10) loading nonpeaks... got split:train for bed regions:(125178, 10) loading peaks... got split:valid for bed regions:(15550, 10) loading nonpeaks... got split:valid for bed regions:(14379, 10) Epoch 1/50 1/2407 [..............................] - ETA: 4:26:21 - loss: 750.2220 - logits_profile_predictions_loss: 703.1666 - logcount_predictions_loss: 2.5998 2/2407 [..............................] - ETA: 6:07 - loss: 1043.4412 - logits_profile_predictions_loss: 711.7880 - logcount_predictions_loss: 18.3234  3/2407 [..............................] - ETA: 6:06 - loss: 1062.4079 - logits_profile_predictions_loss: 700.3582 - logcount_predictions_loss: 20.0027 4/2407 [..............................] - ETA: 6:05 - loss: 1047.7159 - logits_profile_predictions_loss: 694.4800 - logcount_predictions_loss: 19.5158 5/2407 [..............................] - ETA: 6:05 - loss: 1022.9581 - logits_profile_predictions_loss: 686.8112 - logcount_predictions_loss: 18.5717 6/2407 [..............................] - ETA: 6:05 - loss: 999.3429 - logits_profile_predictions_loss: 680.8519 - logcount_predictions_loss: 17.5962  7/2407 [..............................] - ETA: 6:04 - loss: 978.2233 - logits_profile_predictions_loss: 676.2373 - logcount_predictions_loss: 16.6843 8/2407 [..............................] - ETA: 6:04 - loss: 960.5339 - logits_profile_predictions_loss: 673.4038 - logcount_predictions_loss: 15.8635 9/2407 [..............................] - ETA: 6:04 - loss: 944.9183 - logits_profile_predictions_loss: 671.0897 - logcount_predictions_loss: 15.1287 10/2407 [..............................] - ETA: 6:04 - loss: 931.2660 - logits_profile_predictions_loss: 669.3099 - logcount_predictions_loss: 14.4727 11/2407 [..............................] - ETA: 6:04 - loss: 919.5153 - logits_profile_predictions_loss: 668.1790 - logcount_predictions_loss: 13.8860 12/2407 [..............................] - ETA: 6:03 - loss: 909.5017 - logits_profile_predictions_loss: 667.6893 - logcount_predictions_loss: 13.3598 13/2407 [..............................] - ETA: 6:03 - loss: 899.6833 - logits_profile_predictions_loss: 666.5797 - logcount_predictions_loss: 12.8787 14/2407 [..............................] - ETA: 6:03 - loss: 890.8601 - logits_profile_predictions_loss: 665.6695 - logcount_predictions_loss: 12.4415 15/2407 [..............................] - ETA: 6:03 - loss: 882.6813 - logits_profile_predictions_loss: 664.7361 - logcount_predictions_loss: 12.0412 16/2407 [..............................] - ETA: 6:03 - loss: 875.3541 - logits_profile_predictions_loss: 664.0409 - logcount_predictions_loss: 11.6748 17/2407 [..............................] - ETA: 6:03 - loss: 868.5915 - logits_profile_predictions_loss: 663.3791 - logcount_predictions_loss: 11.3377 18/2407 [..............................] - ETA: 6:02 - loss: 862.5029 - logits_profile_predictions_loss: 662.9008 - logcount_predictions_loss: 11.0277 19/2407 [..............................] - ETA: 6:02 - loss: 856.6902 - logits_profile_predictions_loss: 662.3068 - logcount_predictions_loss: 10.7394 20/2407 [..............................] - ETA: 6:02 - loss: 851.3087 - logits_profile_predictions_loss: 661.7658 - logcount_predictions_loss: 10.4720 21/2407 [..............................] - ETA: 6:02 - loss: 846.3966 - logits_profile_predictions_loss: 661.3546 - logcount_predictions_loss: 10.2233 22/2407 [..............................] - ETA: 6:02 - loss: 841.8716 - logits_profile_predictions_loss: 661.0185 - logcount_predictions_loss: 9.9919  23/2407 [..............................] - ETA: 6:02 - loss: 837.4858 - logits_profile_predictions_loss: 660.5633 - logcount_predictions_loss: 9.7747 24/2407 [..............................] - ETA: 6:01 - loss: 833.3793 - logits_profile_predictions_loss: 660.1396 - logcount_predictions_loss: 9.5713 25/2407 [..............................] - ETA: 6:01 - loss: 829.4060 - logits_profile_predictions_loss: 659.6393 - logcount_predictions_loss: 9.3794 26/2407 [..............................] - ETA: 6:01 - loss: 825.6762 - logits_profile_predictions_loss: 659.1806 - logcount_predictions_loss: 9.1987 27/2407 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656.7079 - logcount_predictions_loss: 8.1740 34/2407 [..............................] - ETA: 6:00 - loss: 802.1212 - logits_profile_predictions_loss: 656.3403 - logcount_predictions_loss: 8.0542 35/2407 [..............................] - ETA: 6:00 - loss: 799.6686 - logits_profile_predictions_loss: 655.9661 - logcount_predictions_loss: 7.9394 36/2407 [..............................] - ETA: 6:00 - loss: 797.2647 - logits_profile_predictions_loss: 655.5557 - logcount_predictions_loss: 7.8292 37/2407 [..............................] - ETA: 5:59 - loss: 795.0031 - logits_profile_predictions_loss: 655.1986 - logcount_predictions_loss: 7.7240 38/2407 [..............................] - ETA: 5:59 - loss: 792.8265 - logits_profile_predictions_loss: 654.8472 - logcount_predictions_loss: 7.6232 39/2407 [..............................] - ETA: 5:59 - loss: 790.8042 - logits_profile_predictions_loss: 654.5693 - logcount_predictions_loss: 7.5268 40/2407 [..............................] - ETA: 5:59 - loss: 788.8583 - logits_profile_predictions_loss: 654.3000 - logcount_predictions_loss: 7.4342 41/2407 [..............................] - ETA: 5:59 - loss: 786.9480 - logits_profile_predictions_loss: 654.0076 - logcount_predictions_loss: 7.3448 42/2407 [..............................] - ETA: 5:59 - loss: 785.0657 - logits_profile_predictions_loss: 653.6862 - logcount_predictions_loss: 7.2585 43/2407 [..............................] - ETA: 5:59 - loss: 783.2424 - logits_profile_predictions_loss: 653.3674 - logcount_predictions_loss: 7.1754 44/2407 [..............................] - ETA: 5:59 - loss: 781.4501 - logits_profile_predictions_loss: 653.0269 - logcount_predictions_loss: 7.0952 45/2407 [..............................] - ETA: 5:59 - loss: 779.7248 - logits_profile_predictions_loss: 652.7012 - logcount_predictions_loss: 7.0179 46/2407 [..............................] - ETA: 5:58 - loss: 778.0266 - logits_profile_predictions_loss: 652.3570 - logcount_predictions_loss: 6.9431 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logits_profile_predictions_loss: 650.3429 - logcount_predictions_loss: 6.4848 54/2407 [..............................] - ETA: 5:57 - loss: 766.4224 - logits_profile_predictions_loss: 650.0877 - logcount_predictions_loss: 6.4273 55/2407 [..............................] - ETA: 5:57 - loss: 765.1934 - logits_profile_predictions_loss: 649.8648 - logcount_predictions_loss: 6.3717 56/2407 [..............................] - ETA: 5:57 - loss: 763.9881 - logits_profile_predictions_loss: 649.6372 - logcount_predictions_loss: 6.3177 57/2407 [..............................] - ETA: 5:57 - loss: 762.8177 - logits_profile_predictions_loss: 649.4155 - logcount_predictions_loss: 6.2653 58/2407 [..............................] - ETA: 5:57 - loss: 761.7102 - logits_profile_predictions_loss: 649.2274 - logcount_predictions_loss: 6.2145 59/2407 [..............................] - ETA: 5:56 - loss: 760.6168 - logits_profile_predictions_loss: 649.0285 - logcount_predictions_loss: 6.1651 60/2407 [..............................] - ETA: 5:56 - loss: 759.5412 - logits_profile_predictions_loss: 648.8251 - logcount_predictions_loss: 6.1169 61/2407 [..............................] - ETA: 5:56 - loss: 758.5014 - logits_profile_predictions_loss: 648.6335 - logcount_predictions_loss: 6.0701 62/2407 [..............................] - ETA: 5:56 - loss: 757.4797 - logits_profile_predictions_loss: 648.4376 - logcount_predictions_loss: 6.0244 63/2407 [..............................] - ETA: 5:56 - loss: 756.4825 - logits_profile_predictions_loss: 648.2451 - logcount_predictions_loss: 5.9800 64/2407 [..............................] - ETA: 5:56 - loss: 755.5073 - logits_profile_predictions_loss: 648.0545 - logcount_predictions_loss: 5.9366 65/2407 [..............................] - ETA: 5:55 - loss: 754.5460 - logits_profile_predictions_loss: 647.8583 - logcount_predictions_loss: 5.8944 66/2407 [..............................] - ETA: 5:55 - loss: 753.6125 - logits_profile_predictions_loss: 647.6701 - logcount_predictions_loss: 5.8532 67/2407 [..............................] - ETA: 5:55 - loss: 752.6898 - logits_profile_predictions_loss: 647.4750 - logcount_predictions_loss: 5.8130 68/2407 [..............................] - ETA: 5:55 - loss: 751.7745 - logits_profile_predictions_loss: 647.2698 - logcount_predictions_loss: 5.7737 69/2407 [..............................] - ETA: 5:55 - loss: 750.8669 - logits_profile_predictions_loss: 647.0560 - logcount_predictions_loss: 5.7354 70/2407 [..............................] - ETA: 5:55 - loss: 749.9721 - logits_profile_predictions_loss: 646.8400 - logcount_predictions_loss: 5.6979 71/2407 [..............................] - ETA: 5:55 - loss: 749.0823 - logits_profile_predictions_loss: 646.6145 - logcount_predictions_loss: 5.6612 72/2407 [..............................] - ETA: 5:54 - loss: 748.2015 - logits_profile_predictions_loss: 646.3839 - logcount_predictions_loss: 5.6253 73/2407 [..............................] - ETA: 5:54 - 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[============================>.] - ETA: 0s - loss: 644.8974 - logits_profile_predictions_loss: 609.6459 - logcount_predictions_loss: 1.9476 2403/2407 [============================>.] - ETA: 0s - loss: 644.8847 - logits_profile_predictions_loss: 609.6394 - logcount_predictions_loss: 1.9472 2404/2407 [============================>.] - ETA: 0s - loss: 644.8720 - logits_profile_predictions_loss: 609.6329 - logcount_predictions_loss: 1.9469 2405/2407 [============================>.] - ETA: 0s - loss: 644.8593 - logits_profile_predictions_loss: 609.6263 - logcount_predictions_loss: 1.9466 2406/2407 [============================>.] - ETA: 0s - loss: 644.8466 - logits_profile_predictions_loss: 609.6198 - logcount_predictions_loss: 1.9462 2407/2407 [==============================] - ETA: 0s - loss: 644.8340 - logits_profile_predictions_loss: 609.6133 - logcount_predictions_loss: 1.9459 2407/2407 [==============================] - 394s 161ms/step - loss: 644.8213 - 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[..............................] - ETA: 6:07 - loss: 581.6842 - logits_profile_predictions_loss: 572.7180 - logcount_predictions_loss: 0.4954 6/2407 [..............................] - ETA: 6:07 - loss: 583.1325 - logits_profile_predictions_loss: 574.2863 - logcount_predictions_loss: 0.4887 7/2407 [..............................] - ETA: 6:06 - loss: 583.7180 - logits_profile_predictions_loss: 574.9426 - logcount_predictions_loss: 0.4848 8/2407 [..............................] - ETA: 6:06 - loss: 584.6742 - logits_profile_predictions_loss: 575.9683 - logcount_predictions_loss: 0.4810 9/2407 [..............................] - ETA: 6:05 - loss: 584.4176 - logits_profile_predictions_loss: 575.7806 - logcount_predictions_loss: 0.4772 10/2407 [..............................] - ETA: 6:05 - loss: 583.3779 - logits_profile_predictions_loss: 574.8047 - logcount_predictions_loss: 0.4737 11/2407 [..............................] - ETA: 6:05 - loss: 582.5235 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 5:00 - loss: 581.9733 - logits_profile_predictions_loss: 574.4512 - logcount_predictions_loss: 0.4156 430/2407 [====>.........................] - ETA: 5:00 - loss: 581.9734 - logits_profile_predictions_loss: 574.4515 - logcount_predictions_loss: 0.4156 431/2407 [====>.........................] - ETA: 5:00 - loss: 581.9733 - logits_profile_predictions_loss: 574.4517 - logcount_predictions_loss: 0.4156 432/2407 [====>.........................] - ETA: 4:59 - loss: 581.9730 - logits_profile_predictions_loss: 574.4517 - logcount_predictions_loss: 0.4155 433/2407 [====>.........................] - ETA: 4:59 - loss: 581.9727 - logits_profile_predictions_loss: 574.4516 - logcount_predictions_loss: 0.4155 434/2407 [====>.........................] - ETA: 4:59 - loss: 581.9725 - logits_profile_predictions_loss: 574.4517 - logcount_predictions_loss: 0.4155 435/2407 [====>.........................] - ETA: 4:59 - loss: 581.9729 - 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[============================>.] - ETA: 0s - loss: 579.7341 - logits_profile_predictions_loss: 572.3739 - logcount_predictions_loss: 0.4066 2407/2407 [==============================] - ETA: 0s - loss: 579.7329 - logits_profile_predictions_loss: 572.3729 - logcount_predictions_loss: 0.4066 2407/2407 [==============================] - 384s 160ms/step - loss: 579.7318 - logits_profile_predictions_loss: 572.3718 - logcount_predictions_loss: 0.4066 - val_loss: 583.6125 - val_logits_profile_predictions_loss: 577.6420 - val_logcount_predictions_loss: 0.3299 Epoch 00002: val_loss improved from 594.82190 to 583.61255, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias/chrombpnet.h5 Epoch 3/50 1/2407 [..............................] - ETA: 7:24 - loss: 640.9653 - logits_profile_predictions_loss: 633.2675 - logcount_predictions_loss: 0.4253 2/2407 [..............................] - ETA: 6:36 - loss: 630.1977 - logits_profile_predictions_loss: 622.7193 - logcount_predictions_loss: 0.4132 3/2407 [..............................] - ETA: 6:20 - loss: 618.4426 - logits_profile_predictions_loss: 611.1252 - logcount_predictions_loss: 0.4043 4/2407 [..............................] - ETA: 6:15 - loss: 607.4820 - logits_profile_predictions_loss: 599.9991 - logcount_predictions_loss: 0.4134 5/2407 [..............................] - ETA: 6:12 - loss: 602.0438 - logits_profile_predictions_loss: 594.5729 - logcount_predictions_loss: 0.4128 6/2407 [..............................] - ETA: 6:10 - loss: 599.6512 - logits_profile_predictions_loss: 592.2196 - logcount_predictions_loss: 0.4106 7/2407 [..............................] - ETA: 6:09 - loss: 598.6090 - logits_profile_predictions_loss: 591.1764 - logcount_predictions_loss: 0.4106 8/2407 [..............................] - ETA: 6:08 - loss: 597.1305 - logits_profile_predictions_loss: 589.6930 - logcount_predictions_loss: 0.4109 9/2407 [..............................] - ETA: 6:07 - loss: 595.2630 - logits_profile_predictions_loss: 587.8571 - logcount_predictions_loss: 0.4092 10/2407 [..............................] - ETA: 6:07 - loss: 593.8689 - logits_profile_predictions_loss: 586.4822 - logcount_predictions_loss: 0.4081 11/2407 [..............................] - ETA: 6:06 - loss: 592.6490 - logits_profile_predictions_loss: 585.2760 - logcount_predictions_loss: 0.4073 12/2407 [..............................] - ETA: 6:06 - loss: 591.6034 - logits_profile_predictions_loss: 584.2246 - logcount_predictions_loss: 0.4077 13/2407 [..............................] - ETA: 6:06 - loss: 590.6410 - logits_profile_predictions_loss: 583.2678 - logcount_predictions_loss: 0.4074 14/2407 [..............................] - ETA: 6:05 - loss: 589.5410 - logits_profile_predictions_loss: 582.1786 - logcount_predictions_loss: 0.4068 15/2407 [..............................] - ETA: 6:05 - loss: 588.5195 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:59 - loss: 574.2582 - logits_profile_predictions_loss: 567.2659 - logcount_predictions_loss: 0.3863 43/2407 [..............................] - ETA: 5:59 - loss: 574.0757 - logits_profile_predictions_loss: 567.0895 - logcount_predictions_loss: 0.3860 44/2407 [..............................] - ETA: 5:59 - loss: 573.8959 - logits_profile_predictions_loss: 566.9155 - logcount_predictions_loss: 0.3857 45/2407 [..............................] - ETA: 5:59 - loss: 573.7232 - logits_profile_predictions_loss: 566.7490 - logcount_predictions_loss: 0.3853 46/2407 [..............................] - ETA: 5:59 - loss: 573.5783 - logits_profile_predictions_loss: 566.6090 - logcount_predictions_loss: 0.3851 47/2407 [..............................] - ETA: 5:58 - loss: 573.4739 - logits_profile_predictions_loss: 566.5095 - logcount_predictions_loss: 0.3848 48/2407 [..............................] - ETA: 5:58 - loss: 573.3902 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:54 - loss: 572.2267 - logits_profile_predictions_loss: 565.3783 - logcount_predictions_loss: 0.3784 76/2407 [..............................] - ETA: 5:54 - loss: 572.1712 - logits_profile_predictions_loss: 565.3260 - logcount_predictions_loss: 0.3782 77/2407 [..............................] - ETA: 5:54 - loss: 572.1280 - logits_profile_predictions_loss: 565.2858 - logcount_predictions_loss: 0.3780 78/2407 [..............................] - ETA: 5:54 - loss: 572.0824 - logits_profile_predictions_loss: 565.2432 - logcount_predictions_loss: 0.3779 79/2407 [..............................] - ETA: 5:53 - loss: 572.0361 - logits_profile_predictions_loss: 565.1999 - logcount_predictions_loss: 0.3777 80/2407 [..............................] - ETA: 5:53 - loss: 571.9894 - logits_profile_predictions_loss: 565.1562 - logcount_predictions_loss: 0.3775 81/2407 [>.............................] - ETA: 5:53 - loss: 571.9403 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 566.0946 - logcount_predictions_loss: 0.3748 2404/2407 [============================>.] - ETA: 0s - loss: 572.8776 - logits_profile_predictions_loss: 566.0938 - logcount_predictions_loss: 0.3748 2405/2407 [============================>.] - ETA: 0s - loss: 572.8769 - logits_profile_predictions_loss: 566.0930 - logcount_predictions_loss: 0.3748 2406/2407 [============================>.] - ETA: 0s - loss: 572.8761 - logits_profile_predictions_loss: 566.0923 - logcount_predictions_loss: 0.3748 2407/2407 [==============================] - ETA: 0s - loss: 572.8752 - logits_profile_predictions_loss: 566.0915 - logcount_predictions_loss: 0.3748 2407/2407 [==============================] - 384s 160ms/step - loss: 572.8744 - logits_profile_predictions_loss: 566.0907 - logcount_predictions_loss: 0.3748 - val_loss: 581.8129 - val_logits_profile_predictions_loss: 574.6381 - val_logcount_predictions_loss: 0.3964 Epoch 00003: val_loss improved from 583.61255 to 581.81287, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias/chrombpnet.h5 Epoch 4/50 1/2407 [..............................] - ETA: 7:25 - loss: 552.4177 - logits_profile_predictions_loss: 544.1780 - logcount_predictions_loss: 0.4552 2/2407 [..............................] - ETA: 6:12 - loss: 562.9115 - logits_profile_predictions_loss: 555.0193 - logcount_predictions_loss: 0.4360 3/2407 [..............................] - ETA: 6:08 - loss: 564.2110 - logits_profile_predictions_loss: 556.6968 - logcount_predictions_loss: 0.4152 4/2407 [..............................] - ETA: 6:07 - loss: 566.4607 - logits_profile_predictions_loss: 559.1562 - logcount_predictions_loss: 0.4036 5/2407 [..............................] - ETA: 6:06 - loss: 568.3358 - logits_profile_predictions_loss: 561.1543 - logcount_predictions_loss: 0.3968 6/2407 [..............................] - ETA: 6:05 - loss: 568.2530 - 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[..............................] - ETA: 6:04 - loss: 572.3900 - logits_profile_predictions_loss: 565.4596 - logcount_predictions_loss: 0.3829 14/2407 [..............................] - ETA: 6:03 - loss: 573.2997 - logits_profile_predictions_loss: 566.3915 - logcount_predictions_loss: 0.3817 15/2407 [..............................] - ETA: 6:03 - loss: 573.8209 - logits_profile_predictions_loss: 566.9324 - logcount_predictions_loss: 0.3806 16/2407 [..............................] - ETA: 6:03 - loss: 574.3582 - logits_profile_predictions_loss: 567.4906 - logcount_predictions_loss: 0.3794 17/2407 [..............................] - ETA: 6:03 - loss: 574.7163 - logits_profile_predictions_loss: 567.8608 - logcount_predictions_loss: 0.3788 18/2407 [..............................] - ETA: 6:03 - loss: 574.8963 - logits_profile_predictions_loss: 568.0516 - logcount_predictions_loss: 0.3782 19/2407 [..............................] - ETA: 6:02 - loss: 575.1819 - logits_profile_predictions_loss: 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560.0655 - logcount_predictions_loss: 0.3548 2388/2407 [============================>.] - ETA: 2s - loss: 566.4881 - logits_profile_predictions_loss: 560.0656 - logcount_predictions_loss: 0.3548 2389/2407 [============================>.] - ETA: 2s - loss: 566.4881 - logits_profile_predictions_loss: 560.0656 - logcount_predictions_loss: 0.3548 2390/2407 [============================>.] - ETA: 2s - loss: 566.4881 - logits_profile_predictions_loss: 560.0657 - logcount_predictions_loss: 0.3548 2391/2407 [============================>.] - ETA: 2s - loss: 566.4881 - logits_profile_predictions_loss: 560.0657 - logcount_predictions_loss: 0.3548 2392/2407 [============================>.] - ETA: 2s - loss: 566.4881 - logits_profile_predictions_loss: 560.0658 - logcount_predictions_loss: 0.3548 2393/2407 [============================>.] - ETA: 2s - loss: 566.4881 - logits_profile_predictions_loss: 560.0658 - logcount_predictions_loss: 0.3548 2394/2407 [============================>.] - ETA: 1s - loss: 566.4881 - logits_profile_predictions_loss: 560.0658 - logcount_predictions_loss: 0.3548 2395/2407 [============================>.] - ETA: 1s - loss: 566.4881 - logits_profile_predictions_loss: 560.0659 - logcount_predictions_loss: 0.3548 2396/2407 [============================>.] - ETA: 1s - loss: 566.4881 - logits_profile_predictions_loss: 560.0659 - logcount_predictions_loss: 0.3548 2397/2407 [============================>.] - ETA: 1s - loss: 566.4881 - logits_profile_predictions_loss: 560.0660 - logcount_predictions_loss: 0.3548 2398/2407 [============================>.] - ETA: 1s - loss: 566.4881 - logits_profile_predictions_loss: 560.0660 - logcount_predictions_loss: 0.3548 2399/2407 [============================>.] - ETA: 1s - loss: 566.4881 - logits_profile_predictions_loss: 560.0661 - logcount_predictions_loss: 0.3548 2400/2407 [============================>.] - ETA: 1s - loss: 566.4881 - logits_profile_predictions_loss: 560.0662 - logcount_predictions_loss: 0.3548 2401/2407 [============================>.] - ETA: 0s - loss: 566.4881 - logits_profile_predictions_loss: 560.0662 - logcount_predictions_loss: 0.3548 2402/2407 [============================>.] - ETA: 0s - loss: 566.4881 - logits_profile_predictions_loss: 560.0663 - logcount_predictions_loss: 0.3548 2403/2407 [============================>.] - ETA: 0s - loss: 566.4881 - logits_profile_predictions_loss: 560.0663 - logcount_predictions_loss: 0.3548 2404/2407 [============================>.] - ETA: 0s - loss: 566.4881 - logits_profile_predictions_loss: 560.0664 - logcount_predictions_loss: 0.3548 2405/2407 [============================>.] - ETA: 0s - loss: 566.4881 - logits_profile_predictions_loss: 560.0664 - logcount_predictions_loss: 0.3548 2406/2407 [============================>.] - ETA: 0s - loss: 566.4881 - logits_profile_predictions_loss: 560.0665 - logcount_predictions_loss: 0.3548 2407/2407 [==============================] - ETA: 0s - loss: 566.4881 - logits_profile_predictions_loss: 560.0665 - logcount_predictions_loss: 0.3548 2407/2407 [==============================] - 384s 160ms/step - loss: 566.4881 - logits_profile_predictions_loss: 560.0666 - logcount_predictions_loss: 0.3548 - val_loss: 578.0605 - val_logits_profile_predictions_loss: 572.0440 - val_logcount_predictions_loss: 0.3324 Epoch 00004: val_loss improved from 581.81287 to 578.06049, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias/chrombpnet.h5 Epoch 5/50 1/2407 [..............................] - ETA: 7:26 - loss: 553.8337 - logits_profile_predictions_loss: 547.8503 - logcount_predictions_loss: 0.3306 2/2407 [..............................] - ETA: 6:14 - loss: 553.0735 - logits_profile_predictions_loss: 547.1165 - logcount_predictions_loss: 0.3291 3/2407 [..............................] - ETA: 6:09 - loss: 558.9031 - logits_profile_predictions_loss: 552.9467 - logcount_predictions_loss: 0.3291 4/2407 [..............................] - ETA: 6:07 - loss: 556.7044 - logits_profile_predictions_loss: 550.7315 - logcount_predictions_loss: 0.3300 5/2407 [..............................] - ETA: 6:06 - loss: 556.9867 - logits_profile_predictions_loss: 551.0577 - logcount_predictions_loss: 0.3276 6/2407 [..............................] - ETA: 6:06 - loss: 557.1492 - logits_profile_predictions_loss: 551.1854 - logcount_predictions_loss: 0.3295 7/2407 [..............................] - ETA: 6:05 - loss: 557.2230 - logits_profile_predictions_loss: 551.2106 - logcount_predictions_loss: 0.3322 8/2407 [..............................] - ETA: 6:05 - loss: 557.0092 - logits_profile_predictions_loss: 550.9605 - logcount_predictions_loss: 0.3342 9/2407 [..............................] - ETA: 6:05 - loss: 557.3096 - logits_profile_predictions_loss: 551.2360 - logcount_predictions_loss: 0.3356 10/2407 [..............................] - ETA: 6:04 - loss: 557.4069 - logits_profile_predictions_loss: 551.3134 - logcount_predictions_loss: 0.3367 11/2407 [..............................] - ETA: 6:04 - loss: 557.3453 - logits_profile_predictions_loss: 551.2347 - logcount_predictions_loss: 0.3376 12/2407 [..............................] - ETA: 6:04 - loss: 557.7290 - logits_profile_predictions_loss: 551.6099 - logcount_predictions_loss: 0.3381 13/2407 [..............................] - ETA: 6:04 - loss: 557.7620 - logits_profile_predictions_loss: 551.6450 - logcount_predictions_loss: 0.3380 14/2407 [..............................] - ETA: 6:03 - loss: 557.5539 - logits_profile_predictions_loss: 551.4500 - logcount_predictions_loss: 0.3372 15/2407 [..............................] - ETA: 6:03 - loss: 557.6667 - logits_profile_predictions_loss: 551.5781 - logcount_predictions_loss: 0.3364 16/2407 [..............................] - ETA: 6:03 - loss: 557.7014 - logits_profile_predictions_loss: 551.6186 - logcount_predictions_loss: 0.3361 17/2407 [..............................] - ETA: 6:03 - loss: 557.6639 - logits_profile_predictions_loss: 551.5930 - logcount_predictions_loss: 0.3354 18/2407 [..............................] - ETA: 6:03 - loss: 557.5690 - logits_profile_predictions_loss: 551.5115 - logcount_predictions_loss: 0.3347 19/2407 [..............................] - ETA: 6:02 - loss: 557.5158 - logits_profile_predictions_loss: 551.4680 - logcount_predictions_loss: 0.3341 20/2407 [..............................] - ETA: 6:02 - loss: 557.4364 - logits_profile_predictions_loss: 551.3979 - logcount_predictions_loss: 0.3336 21/2407 [..............................] - ETA: 6:02 - loss: 557.4572 - logits_profile_predictions_loss: 551.4250 - logcount_predictions_loss: 0.3333 22/2407 [..............................] - ETA: 6:02 - loss: 557.4626 - logits_profile_predictions_loss: 551.4330 - logcount_predictions_loss: 0.3331 23/2407 [..............................] - ETA: 6:02 - loss: 557.4691 - logits_profile_predictions_loss: 551.4439 - logcount_predictions_loss: 0.3329 24/2407 [..............................] - ETA: 6:02 - loss: 557.5149 - logits_profile_predictions_loss: 551.4905 - logcount_predictions_loss: 0.3328 25/2407 [..............................] - ETA: 6:01 - loss: 557.5262 - logits_profile_predictions_loss: 551.5010 - logcount_predictions_loss: 0.3329 26/2407 [..............................] - ETA: 6:01 - loss: 557.4151 - logits_profile_predictions_loss: 551.3916 - logcount_predictions_loss: 0.3328 27/2407 [..............................] - ETA: 6:01 - loss: 557.3643 - logits_profile_predictions_loss: 551.3410 - logcount_predictions_loss: 0.3328 28/2407 [..............................] - ETA: 6:01 - loss: 557.3487 - logits_profile_predictions_loss: 551.3264 - logcount_predictions_loss: 0.3327 29/2407 [..............................] - ETA: 6:01 - loss: 557.3358 - logits_profile_predictions_loss: 551.3136 - logcount_predictions_loss: 0.3327 30/2407 [..............................] - ETA: 6:01 - loss: 557.3472 - logits_profile_predictions_loss: 551.3253 - logcount_predictions_loss: 0.3327 31/2407 [..............................] - ETA: 6:00 - loss: 557.4072 - logits_profile_predictions_loss: 551.3849 - logcount_predictions_loss: 0.3327 32/2407 [..............................] - ETA: 6:00 - loss: 557.4301 - logits_profile_predictions_loss: 551.4083 - logcount_predictions_loss: 0.3327 33/2407 [..............................] - ETA: 6:00 - loss: 557.3958 - logits_profile_predictions_loss: 551.3738 - logcount_predictions_loss: 0.3327 34/2407 [..............................] - ETA: 6:00 - loss: 557.2966 - logits_profile_predictions_loss: 551.2758 - logcount_predictions_loss: 0.3326 35/2407 [..............................] - ETA: 6:00 - loss: 557.1755 - logits_profile_predictions_loss: 551.1553 - logcount_predictions_loss: 0.3326 36/2407 [..............................] - ETA: 6:00 - loss: 557.0603 - logits_profile_predictions_loss: 551.0420 - logcount_predictions_loss: 0.3325 37/2407 [..............................] - ETA: 5:59 - 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44/2407 [..............................] - ETA: 5:58 - loss: 556.4258 - logits_profile_predictions_loss: 550.4264 - logcount_predictions_loss: 0.3315 45/2407 [..............................] - ETA: 5:58 - loss: 556.3727 - logits_profile_predictions_loss: 550.3761 - logcount_predictions_loss: 0.3313 46/2407 [..............................] - ETA: 5:58 - loss: 556.3482 - logits_profile_predictions_loss: 550.3544 - logcount_predictions_loss: 0.3311 47/2407 [..............................] - ETA: 5:58 - loss: 556.3202 - logits_profile_predictions_loss: 550.3290 - logcount_predictions_loss: 0.3310 48/2407 [..............................] - ETA: 5:58 - loss: 556.3090 - logits_profile_predictions_loss: 550.3213 - logcount_predictions_loss: 0.3308 49/2407 [..............................] - ETA: 5:58 - loss: 556.3219 - logits_profile_predictions_loss: 550.3378 - logcount_predictions_loss: 0.3306 50/2407 [..............................] - ETA: 5:57 - loss: 556.3639 - 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[..............................] - ETA: 5:56 - loss: 556.7736 - logits_profile_predictions_loss: 550.8133 - logcount_predictions_loss: 0.3293 58/2407 [..............................] - ETA: 5:57 - loss: 556.8606 - logits_profile_predictions_loss: 550.9027 - logcount_predictions_loss: 0.3292 59/2407 [..............................] - ETA: 5:57 - loss: 556.9262 - logits_profile_predictions_loss: 550.9706 - logcount_predictions_loss: 0.3290 60/2407 [..............................] - ETA: 5:56 - loss: 556.9905 - logits_profile_predictions_loss: 551.0369 - logcount_predictions_loss: 0.3289 61/2407 [..............................] - ETA: 5:56 - loss: 557.0686 - logits_profile_predictions_loss: 551.1174 - logcount_predictions_loss: 0.3288 62/2407 [..............................] - ETA: 5:56 - loss: 557.1484 - logits_profile_predictions_loss: 551.1992 - logcount_predictions_loss: 0.3287 63/2407 [..............................] - ETA: 5:56 - loss: 557.2315 - logits_profile_predictions_loss: 551.2839 - logcount_predictions_loss: 0.3286 64/2407 [..............................] - ETA: 5:56 - loss: 557.3043 - logits_profile_predictions_loss: 551.3585 - logcount_predictions_loss: 0.3285 65/2407 [..............................] - ETA: 5:55 - loss: 557.3739 - logits_profile_predictions_loss: 551.4299 - logcount_predictions_loss: 0.3284 66/2407 [..............................] - ETA: 5:55 - loss: 557.4318 - logits_profile_predictions_loss: 551.4893 - logcount_predictions_loss: 0.3283 67/2407 [..............................] - ETA: 5:55 - loss: 557.4841 - logits_profile_predictions_loss: 551.5426 - logcount_predictions_loss: 0.3283 68/2407 [..............................] - ETA: 5:55 - loss: 557.5299 - logits_profile_predictions_loss: 551.5893 - logcount_predictions_loss: 0.3282 69/2407 [..............................] - ETA: 5:55 - loss: 557.5620 - logits_profile_predictions_loss: 551.6224 - logcount_predictions_loss: 0.3282 70/2407 [..............................] - ETA: 5:55 - 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[>.............................] - ETA: 5:52 - loss: 557.6665 - logits_profile_predictions_loss: 551.7210 - logcount_predictions_loss: 0.3285 91/2407 [>.............................] - ETA: 5:51 - loss: 557.6819 - logits_profile_predictions_loss: 551.7360 - logcount_predictions_loss: 0.3285 92/2407 [>.............................] - ETA: 5:51 - loss: 557.6964 - logits_profile_predictions_loss: 551.7498 - logcount_predictions_loss: 0.3285 93/2407 [>.............................] - ETA: 5:51 - loss: 557.7050 - logits_profile_predictions_loss: 551.7578 - logcount_predictions_loss: 0.3286 94/2407 [>.............................] - ETA: 5:51 - loss: 557.7159 - logits_profile_predictions_loss: 551.7679 - logcount_predictions_loss: 0.3286 95/2407 [>.............................] - ETA: 5:51 - loss: 557.7255 - logits_profile_predictions_loss: 551.7766 - logcount_predictions_loss: 0.3287 96/2407 [>.............................] - ETA: 5:51 - loss: 557.7348 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 5:09 - loss: 559.0651 - logits_profile_predictions_loss: 553.0692 - logcount_predictions_loss: 0.3313 371/2407 [===>..........................] - ETA: 5:09 - loss: 559.0714 - logits_profile_predictions_loss: 553.0754 - logcount_predictions_loss: 0.3313 372/2407 [===>..........................] - ETA: 5:08 - loss: 559.0773 - logits_profile_predictions_loss: 553.0813 - logcount_predictions_loss: 0.3313 373/2407 [===>..........................] - ETA: 5:08 - loss: 559.0832 - logits_profile_predictions_loss: 553.0871 - logcount_predictions_loss: 0.3313 374/2407 [===>..........................] - ETA: 5:08 - loss: 559.0887 - logits_profile_predictions_loss: 553.0926 - logcount_predictions_loss: 0.3313 375/2407 [===>..........................] - ETA: 5:08 - loss: 559.0943 - logits_profile_predictions_loss: 553.0982 - logcount_predictions_loss: 0.3313 376/2407 [===>..........................] - ETA: 5:08 - loss: 559.0998 - 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22/2407 [..............................] - ETA: 6:03 - loss: 552.1113 - logits_profile_predictions_loss: 546.2475 - logcount_predictions_loss: 0.3240 23/2407 [..............................] - ETA: 6:03 - loss: 552.3101 - logits_profile_predictions_loss: 546.4417 - logcount_predictions_loss: 0.3242 24/2407 [..............................] - ETA: 6:03 - loss: 552.6268 - logits_profile_predictions_loss: 546.7554 - logcount_predictions_loss: 0.3244 25/2407 [..............................] - ETA: 6:03 - loss: 552.9903 - logits_profile_predictions_loss: 547.1195 - logcount_predictions_loss: 0.3244 26/2407 [..............................] - ETA: 6:02 - loss: 553.2838 - logits_profile_predictions_loss: 547.4155 - logcount_predictions_loss: 0.3242 27/2407 [..............................] - ETA: 6:02 - loss: 553.5838 - logits_profile_predictions_loss: 547.7185 - logcount_predictions_loss: 0.3241 28/2407 [..............................] - ETA: 6:02 - loss: 553.8878 - 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[..............................] - ETA: 6:01 - loss: 555.7173 - logits_profile_predictions_loss: 549.8917 - logcount_predictions_loss: 0.3219 36/2407 [..............................] - ETA: 6:00 - loss: 555.9299 - logits_profile_predictions_loss: 550.1087 - logcount_predictions_loss: 0.3216 37/2407 [..............................] - ETA: 6:00 - loss: 556.1511 - logits_profile_predictions_loss: 550.3354 - logcount_predictions_loss: 0.3213 38/2407 [..............................] - ETA: 6:00 - loss: 556.4204 - logits_profile_predictions_loss: 550.6099 - logcount_predictions_loss: 0.3210 39/2407 [..............................] - ETA: 6:00 - loss: 556.6586 - logits_profile_predictions_loss: 550.8535 - logcount_predictions_loss: 0.3207 40/2407 [..............................] - ETA: 6:00 - loss: 556.8807 - logits_profile_predictions_loss: 551.0781 - logcount_predictions_loss: 0.3206 41/2407 [..............................] - ETA: 6:00 - loss: 557.1023 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 556.9334 - logcount_predictions_loss: 0.3220 342/2407 [===>..........................] - ETA: 5:13 - loss: 562.7571 - logits_profile_predictions_loss: 556.9288 - logcount_predictions_loss: 0.3220 343/2407 [===>..........................] - ETA: 5:13 - loss: 562.7528 - logits_profile_predictions_loss: 556.9246 - logcount_predictions_loss: 0.3220 344/2407 [===>..........................] - ETA: 5:13 - loss: 562.7484 - logits_profile_predictions_loss: 556.9205 - logcount_predictions_loss: 0.3220 345/2407 [===>..........................] - ETA: 5:13 - loss: 562.7451 - logits_profile_predictions_loss: 556.9174 - logcount_predictions_loss: 0.3220 346/2407 [===>..........................] - ETA: 5:12 - loss: 562.7410 - logits_profile_predictions_loss: 556.9136 - logcount_predictions_loss: 0.3220 347/2407 [===>..........................] - ETA: 5:12 - loss: 562.7367 - logits_profile_predictions_loss: 556.9095 - logcount_predictions_loss: 0.3220 348/2407 [===>..........................] - ETA: 5:12 - loss: 562.7326 - logits_profile_predictions_loss: 556.9056 - logcount_predictions_loss: 0.3219 349/2407 [===>..........................] - ETA: 5:12 - loss: 562.7282 - logits_profile_predictions_loss: 556.9014 - logcount_predictions_loss: 0.3219 350/2407 [===>..........................] - ETA: 5:12 - loss: 562.7235 - logits_profile_predictions_loss: 556.8969 - logcount_predictions_loss: 0.3219 351/2407 [===>..........................] - ETA: 5:12 - loss: 562.7183 - logits_profile_predictions_loss: 556.8919 - logcount_predictions_loss: 0.3219 352/2407 [===>..........................] - ETA: 5:12 - loss: 562.7131 - logits_profile_predictions_loss: 556.8870 - logcount_predictions_loss: 0.3219 353/2407 [===>..........................] - ETA: 5:11 - loss: 562.7082 - logits_profile_predictions_loss: 556.8823 - logcount_predictions_loss: 0.3219 354/2407 [===>..........................] - ETA: 5:11 - loss: 562.7033 - logits_profile_predictions_loss: 556.8776 - logcount_predictions_loss: 0.3219 355/2407 [===>..........................] - ETA: 5:11 - loss: 562.6980 - logits_profile_predictions_loss: 556.8725 - logcount_predictions_loss: 0.3219 356/2407 [===>..........................] - ETA: 5:11 - loss: 562.6930 - logits_profile_predictions_loss: 556.8677 - logcount_predictions_loss: 0.3218 357/2407 [===>..........................] - ETA: 5:11 - loss: 562.6879 - logits_profile_predictions_loss: 556.8629 - logcount_predictions_loss: 0.3218 358/2407 [===>..........................] - ETA: 5:11 - loss: 562.6828 - logits_profile_predictions_loss: 556.8580 - logcount_predictions_loss: 0.3218 359/2407 [===>..........................] - ETA: 5:10 - loss: 562.6777 - logits_profile_predictions_loss: 556.8531 - logcount_predictions_loss: 0.3218 360/2407 [===>..........................] - ETA: 5:10 - loss: 562.6726 - logits_profile_predictions_loss: 556.8483 - logcount_predictions_loss: 0.3218 361/2407 [===>..........................] - ETA: 5:10 - loss: 562.6672 - logits_profile_predictions_loss: 556.8432 - logcount_predictions_loss: 0.3218 362/2407 [===>..........................] - ETA: 5:10 - loss: 562.6614 - logits_profile_predictions_loss: 556.8376 - logcount_predictions_loss: 0.3218 363/2407 [===>..........................] - ETA: 5:10 - loss: 562.6560 - logits_profile_predictions_loss: 556.8324 - logcount_predictions_loss: 0.3218 364/2407 [===>..........................] - ETA: 5:10 - loss: 562.6509 - logits_profile_predictions_loss: 556.8275 - logcount_predictions_loss: 0.3217 365/2407 [===>..........................] - ETA: 5:10 - loss: 562.6460 - logits_profile_predictions_loss: 556.8229 - logcount_predictions_loss: 0.3217 366/2407 [===>..........................] - ETA: 5:09 - loss: 562.6416 - logits_profile_predictions_loss: 556.8188 - logcount_predictions_loss: 0.3217 367/2407 [===>..........................] - ETA: 5:09 - loss: 562.6372 - logits_profile_predictions_loss: 556.8147 - logcount_predictions_loss: 0.3217 368/2407 [===>..........................] - ETA: 5:09 - loss: 562.6332 - logits_profile_predictions_loss: 556.8109 - logcount_predictions_loss: 0.3217 369/2407 [===>..........................] - ETA: 5:09 - loss: 562.6296 - logits_profile_predictions_loss: 556.8076 - logcount_predictions_loss: 0.3217 370/2407 [===>..........................] - ETA: 5:09 - loss: 562.6258 - logits_profile_predictions_loss: 556.8040 - logcount_predictions_loss: 0.3217 371/2407 [===>..........................] - ETA: 5:09 - loss: 562.6225 - logits_profile_predictions_loss: 556.8010 - logcount_predictions_loss: 0.3216 372/2407 [===>..........................] - ETA: 5:08 - loss: 562.6192 - logits_profile_predictions_loss: 556.7979 - logcount_predictions_loss: 0.3216 373/2407 [===>..........................] - ETA: 5:08 - loss: 562.6164 - logits_profile_predictions_loss: 556.7953 - logcount_predictions_loss: 0.3216 374/2407 [===>..........................] - ETA: 5:08 - loss: 562.6132 - logits_profile_predictions_loss: 556.7924 - logcount_predictions_loss: 0.3216 375/2407 [===>..........................] - ETA: 5:08 - loss: 562.6102 - logits_profile_predictions_loss: 556.7896 - logcount_predictions_loss: 0.3216 376/2407 [===>..........................] - ETA: 5:08 - loss: 562.6069 - logits_profile_predictions_loss: 556.7866 - logcount_predictions_loss: 0.3216 377/2407 [===>..........................] - ETA: 5:08 - loss: 562.6038 - logits_profile_predictions_loss: 556.7836 - logcount_predictions_loss: 0.3216 378/2407 [===>..........................] - ETA: 5:08 - loss: 562.6002 - logits_profile_predictions_loss: 556.7804 - logcount_predictions_loss: 0.3215 379/2407 [===>..........................] - ETA: 5:07 - loss: 562.5968 - logits_profile_predictions_loss: 556.7771 - logcount_predictions_loss: 0.3215 380/2407 [===>..........................] - ETA: 5:07 - loss: 562.5930 - logits_profile_predictions_loss: 556.7736 - logcount_predictions_loss: 0.3215 381/2407 [===>..........................] - ETA: 5:07 - loss: 562.5894 - logits_profile_predictions_loss: 556.7702 - logcount_predictions_loss: 0.3215 382/2407 [===>..........................] - ETA: 5:07 - loss: 562.5858 - logits_profile_predictions_loss: 556.7669 - logcount_predictions_loss: 0.3215 383/2407 [===>..........................] - ETA: 5:07 - loss: 562.5820 - logits_profile_predictions_loss: 556.7632 - logcount_predictions_loss: 0.3215 384/2407 [===>..........................] - ETA: 5:07 - loss: 562.5779 - logits_profile_predictions_loss: 556.7594 - logcount_predictions_loss: 0.3215 385/2407 [===>..........................] - ETA: 5:07 - loss: 562.5736 - logits_profile_predictions_loss: 556.7554 - logcount_predictions_loss: 0.3215 386/2407 [===>..........................] - ETA: 5:06 - loss: 562.5691 - logits_profile_predictions_loss: 556.7510 - logcount_predictions_loss: 0.3214 387/2407 [===>..........................] - ETA: 5:06 - loss: 562.5644 - logits_profile_predictions_loss: 556.7466 - logcount_predictions_loss: 0.3214 388/2407 [===>..........................] - ETA: 5:06 - loss: 562.5596 - logits_profile_predictions_loss: 556.7421 - logcount_predictions_loss: 0.3214 389/2407 [===>..........................] - ETA: 5:06 - loss: 562.5548 - logits_profile_predictions_loss: 556.7375 - logcount_predictions_loss: 0.3214 390/2407 [===>..........................] - ETA: 5:06 - loss: 562.5499 - logits_profile_predictions_loss: 556.7328 - logcount_predictions_loss: 0.3214 391/2407 [===>..........................] - ETA: 5:06 - loss: 562.5453 - logits_profile_predictions_loss: 556.7284 - logcount_predictions_loss: 0.3214 392/2407 [===>..........................] - ETA: 5:05 - loss: 562.5409 - logits_profile_predictions_loss: 556.7242 - logcount_predictions_loss: 0.3214 393/2407 [===>..........................] - ETA: 5:05 - loss: 562.5363 - logits_profile_predictions_loss: 556.7198 - logcount_predictions_loss: 0.3214 394/2407 [===>..........................] - ETA: 5:05 - loss: 562.5316 - logits_profile_predictions_loss: 556.7154 - logcount_predictions_loss: 0.3213 395/2407 [===>..........................] - ETA: 5:05 - loss: 562.5276 - logits_profile_predictions_loss: 556.7115 - logcount_predictions_loss: 0.3213 396/2407 [===>..........................] - ETA: 5:05 - loss: 562.5232 - logits_profile_predictions_loss: 556.7074 - logcount_predictions_loss: 0.3213 397/2407 [===>..........................] - ETA: 5:05 - loss: 562.5190 - logits_profile_predictions_loss: 556.7034 - logcount_predictions_loss: 0.3213 398/2407 [===>..........................] - ETA: 5:05 - loss: 562.5149 - logits_profile_predictions_loss: 556.6996 - logcount_predictions_loss: 0.3213 399/2407 [===>..........................] - ETA: 5:04 - loss: 562.5109 - logits_profile_predictions_loss: 556.6957 - logcount_predictions_loss: 0.3213 400/2407 [===>..........................] - ETA: 5:04 - loss: 562.5064 - logits_profile_predictions_loss: 556.6915 - logcount_predictions_loss: 0.3213 401/2407 [===>..........................] - ETA: 5:04 - loss: 562.5017 - logits_profile_predictions_loss: 556.6870 - logcount_predictions_loss: 0.3213 402/2407 [====>.........................] - ETA: 5:04 - loss: 562.4966 - logits_profile_predictions_loss: 556.6821 - logcount_predictions_loss: 0.3213 403/2407 [====>.........................] - ETA: 5:04 - loss: 562.4913 - logits_profile_predictions_loss: 556.6771 - logcount_predictions_loss: 0.3212 404/2407 [====>.........................] - ETA: 5:04 - loss: 562.4857 - logits_profile_predictions_loss: 556.6716 - logcount_predictions_loss: 0.3212 405/2407 [====>.........................] - ETA: 5:03 - loss: 562.4802 - logits_profile_predictions_loss: 556.6663 - logcount_predictions_loss: 0.3212 406/2407 [====>.........................] - ETA: 5:03 - loss: 562.4748 - logits_profile_predictions_loss: 556.6611 - logcount_predictions_loss: 0.3212 407/2407 [====>.........................] - ETA: 5:03 - loss: 562.4694 - logits_profile_predictions_loss: 556.6559 - logcount_predictions_loss: 0.3212 408/2407 [====>.........................] - ETA: 5:03 - loss: 562.4636 - logits_profile_predictions_loss: 556.6503 - logcount_predictions_loss: 0.3212 409/2407 [====>.........................] - ETA: 5:03 - loss: 562.4577 - logits_profile_predictions_loss: 556.6446 - logcount_predictions_loss: 0.3212 410/2407 [====>.........................] - ETA: 5:03 - loss: 562.4521 - logits_profile_predictions_loss: 556.6392 - logcount_predictions_loss: 0.3212 411/2407 [====>.........................] - ETA: 5:03 - loss: 562.4467 - logits_profile_predictions_loss: 556.6340 - logcount_predictions_loss: 0.3212 412/2407 [====>.........................] - ETA: 5:02 - loss: 562.4411 - logits_profile_predictions_loss: 556.6286 - logcount_predictions_loss: 0.3211 413/2407 [====>.........................] - ETA: 5:02 - loss: 562.4354 - logits_profile_predictions_loss: 556.6230 - logcount_predictions_loss: 0.3211 414/2407 [====>.........................] - ETA: 5:02 - loss: 562.4293 - logits_profile_predictions_loss: 556.6172 - logcount_predictions_loss: 0.3211 415/2407 [====>.........................] - ETA: 5:02 - loss: 562.4235 - logits_profile_predictions_loss: 556.6116 - logcount_predictions_loss: 0.3211 416/2407 [====>.........................] - ETA: 5:02 - loss: 562.4173 - logits_profile_predictions_loss: 556.6055 - logcount_predictions_loss: 0.3211 417/2407 [====>.........................] - ETA: 5:02 - loss: 562.4110 - logits_profile_predictions_loss: 556.5994 - logcount_predictions_loss: 0.3211 418/2407 [====>.........................] - ETA: 5:02 - loss: 562.4052 - logits_profile_predictions_loss: 556.5938 - logcount_predictions_loss: 0.3211 419/2407 [====>.........................] - ETA: 5:01 - loss: 562.3997 - logits_profile_predictions_loss: 556.5885 - logcount_predictions_loss: 0.3211 420/2407 [====>.........................] - ETA: 5:01 - loss: 562.3940 - logits_profile_predictions_loss: 556.5829 - logcount_predictions_loss: 0.3211 421/2407 [====>.........................] - ETA: 5:01 - loss: 562.3885 - logits_profile_predictions_loss: 556.5776 - logcount_predictions_loss: 0.3211 422/2407 [====>.........................] - ETA: 5:01 - loss: 562.3831 - logits_profile_predictions_loss: 556.5724 - logcount_predictions_loss: 0.3210 423/2407 [====>.........................] - ETA: 5:01 - loss: 562.3779 - logits_profile_predictions_loss: 556.5674 - logcount_predictions_loss: 0.3210 424/2407 [====>.........................] - ETA: 5:01 - loss: 562.3728 - logits_profile_predictions_loss: 556.5624 - logcount_predictions_loss: 0.3210 425/2407 [====>.........................] - ETA: 5:00 - loss: 562.3681 - logits_profile_predictions_loss: 556.5578 - logcount_predictions_loss: 0.3210 426/2407 [====>.........................] - ETA: 5:00 - loss: 562.3631 - logits_profile_predictions_loss: 556.5530 - logcount_predictions_loss: 0.3210 427/2407 [====>.........................] - ETA: 5:00 - loss: 562.3587 - logits_profile_predictions_loss: 556.5487 - logcount_predictions_loss: 0.3210 428/2407 [====>.........................] - ETA: 5:00 - loss: 562.3544 - logits_profile_predictions_loss: 556.5446 - logcount_predictions_loss: 0.3210 429/2407 [====>.........................] - ETA: 5:00 - loss: 562.3504 - logits_profile_predictions_loss: 556.5408 - logcount_predictions_loss: 0.3210 430/2407 [====>.........................] - ETA: 5:00 - loss: 562.3465 - logits_profile_predictions_loss: 556.5370 - logcount_predictions_loss: 0.3210 431/2407 [====>.........................] - ETA: 5:00 - loss: 562.3425 - logits_profile_predictions_loss: 556.5332 - logcount_predictions_loss: 0.3210 432/2407 [====>.........................] - ETA: 4:59 - loss: 562.3388 - logits_profile_predictions_loss: 556.5296 - logcount_predictions_loss: 0.3210 433/2407 [====>.........................] - ETA: 4:59 - loss: 562.3355 - logits_profile_predictions_loss: 556.5264 - logcount_predictions_loss: 0.3210 434/2407 [====>.........................] - ETA: 4:59 - loss: 562.3322 - logits_profile_predictions_loss: 556.5233 - logcount_predictions_loss: 0.3209 435/2407 [====>.........................] - ETA: 4:59 - loss: 562.3288 - logits_profile_predictions_loss: 556.5200 - logcount_predictions_loss: 0.3209 436/2407 [====>.........................] - ETA: 4:59 - loss: 562.3255 - logits_profile_predictions_loss: 556.5168 - logcount_predictions_loss: 0.3209 437/2407 [====>.........................] - ETA: 4:59 - loss: 562.3221 - logits_profile_predictions_loss: 556.5135 - logcount_predictions_loss: 0.3209 438/2407 [====>.........................] - ETA: 4:58 - loss: 562.3186 - logits_profile_predictions_loss: 556.5101 - logcount_predictions_loss: 0.3209 439/2407 [====>.........................] - ETA: 4:58 - loss: 562.3148 - logits_profile_predictions_loss: 556.5065 - logcount_predictions_loss: 0.3209 440/2407 [====>.........................] - ETA: 4:58 - loss: 562.3109 - logits_profile_predictions_loss: 556.5027 - logcount_predictions_loss: 0.3209 441/2407 [====>.........................] - ETA: 4:58 - loss: 562.3066 - logits_profile_predictions_loss: 556.4985 - logcount_predictions_loss: 0.3209 442/2407 [====>.........................] - ETA: 4:58 - loss: 562.3026 - logits_profile_predictions_loss: 556.4946 - logcount_predictions_loss: 0.3209 443/2407 [====>.........................] - ETA: 4:58 - loss: 562.2983 - logits_profile_predictions_loss: 556.4905 - logcount_predictions_loss: 0.3209 444/2407 [====>.........................] - ETA: 4:58 - loss: 562.2936 - logits_profile_predictions_loss: 556.4859 - logcount_predictions_loss: 0.3209 445/2407 [====>.........................] - ETA: 4:57 - loss: 562.2891 - logits_profile_predictions_loss: 556.4815 - logcount_predictions_loss: 0.3209 446/2407 [====>.........................] - ETA: 4:57 - loss: 562.2846 - logits_profile_predictions_loss: 556.4771 - logcount_predictions_loss: 0.3209 447/2407 [====>.........................] - ETA: 4:57 - loss: 562.2802 - logits_profile_predictions_loss: 556.4728 - logcount_predictions_loss: 0.3209 448/2407 [====>.........................] - ETA: 4:57 - loss: 562.2759 - logits_profile_predictions_loss: 556.4687 - logcount_predictions_loss: 0.3209 449/2407 [====>.........................] - ETA: 4:57 - loss: 562.2717 - logits_profile_predictions_loss: 556.4647 - logcount_predictions_loss: 0.3208 450/2407 [====>.........................] - ETA: 4:57 - loss: 562.2678 - logits_profile_predictions_loss: 556.4608 - logcount_predictions_loss: 0.3208 451/2407 [====>.........................] - ETA: 4:56 - loss: 562.2638 - logits_profile_predictions_loss: 556.4570 - logcount_predictions_loss: 0.3208 452/2407 [====>.........................] - ETA: 4:56 - loss: 562.2599 - logits_profile_predictions_loss: 556.4533 - logcount_predictions_loss: 0.3208 453/2407 [====>.........................] - ETA: 4:56 - loss: 562.2561 - logits_profile_predictions_loss: 556.4496 - logcount_predictions_loss: 0.3208 454/2407 [====>.........................] - ETA: 4:56 - loss: 562.2521 - logits_profile_predictions_loss: 556.4457 - logcount_predictions_loss: 0.3208 455/2407 [====>.........................] - ETA: 4:56 - loss: 562.2486 - logits_profile_predictions_loss: 556.4424 - logcount_predictions_loss: 0.3208 456/2407 [====>.........................] - ETA: 4:56 - loss: 562.2456 - logits_profile_predictions_loss: 556.4395 - logcount_predictions_loss: 0.3208 457/2407 [====>.........................] - ETA: 4:56 - loss: 562.2425 - logits_profile_predictions_loss: 556.4366 - logcount_predictions_loss: 0.3208 458/2407 [====>.........................] - ETA: 4:55 - loss: 562.2394 - logits_profile_predictions_loss: 556.4337 - logcount_predictions_loss: 0.3208 459/2407 [====>.........................] - ETA: 4:55 - loss: 562.2363 - logits_profile_predictions_loss: 556.4306 - logcount_predictions_loss: 0.3208 460/2407 [====>.........................] - ETA: 4:55 - loss: 562.2334 - logits_profile_predictions_loss: 556.4279 - logcount_predictions_loss: 0.3208 461/2407 [====>.........................] - ETA: 4:55 - loss: 562.2307 - logits_profile_predictions_loss: 556.4253 - logcount_predictions_loss: 0.3208 462/2407 [====>.........................] - ETA: 4:55 - loss: 562.2283 - logits_profile_predictions_loss: 556.4230 - logcount_predictions_loss: 0.3207 463/2407 [====>.........................] - ETA: 4:55 - loss: 562.2256 - logits_profile_predictions_loss: 556.4205 - logcount_predictions_loss: 0.3207 464/2407 [====>.........................] - ETA: 4:55 - loss: 562.2228 - logits_profile_predictions_loss: 556.4178 - logcount_predictions_loss: 0.3207 465/2407 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2401/2407 [============================>.] - ETA: 0s - loss: 559.3377 - logits_profile_predictions_loss: 553.7950 - logcount_predictions_loss: 0.3062 2402/2407 [============================>.] - ETA: 0s - loss: 559.3376 - logits_profile_predictions_loss: 553.7948 - logcount_predictions_loss: 0.3062 2403/2407 [============================>.] - ETA: 0s - loss: 559.3374 - logits_profile_predictions_loss: 553.7946 - logcount_predictions_loss: 0.3062 2404/2407 [============================>.] - ETA: 0s - loss: 559.3372 - logits_profile_predictions_loss: 553.7944 - logcount_predictions_loss: 0.3062 2405/2407 [============================>.] - ETA: 0s - loss: 559.3370 - logits_profile_predictions_loss: 553.7942 - logcount_predictions_loss: 0.3062 2406/2407 [============================>.] - ETA: 0s - loss: 559.3368 - logits_profile_predictions_loss: 553.7940 - logcount_predictions_loss: 0.3062 2407/2407 [==============================] - ETA: 0s - loss: 559.3366 - logits_profile_predictions_loss: 553.7938 - logcount_predictions_loss: 0.3062 2407/2407 [==============================] - 384s 160ms/step - loss: 559.3365 - logits_profile_predictions_loss: 553.7936 - logcount_predictions_loss: 0.3062 - val_loss: 573.1696 - val_logits_profile_predictions_loss: 568.0787 - val_logcount_predictions_loss: 0.2813 Epoch 00007: val_loss improved from 574.32965 to 573.16962, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias/chrombpnet.h5 Epoch 8/50 1/2407 [..............................] - ETA: 7:25 - loss: 518.0175 - logits_profile_predictions_loss: 511.9714 - logcount_predictions_loss: 0.3340 2/2407 [..............................] - ETA: 6:07 - loss: 550.3374 - logits_profile_predictions_loss: 545.0310 - logcount_predictions_loss: 0.2932 3/2407 [..............................] - ETA: 6:06 - loss: 560.7364 - logits_profile_predictions_loss: 555.4533 - logcount_predictions_loss: 0.2919 4/2407 [..............................] - ETA: 6:05 - loss: 566.0114 - logits_profile_predictions_loss: 560.7065 - logcount_predictions_loss: 0.2931 5/2407 [..............................] - ETA: 6:05 - loss: 567.0755 - logits_profile_predictions_loss: 561.6895 - logcount_predictions_loss: 0.2976 6/2407 [..............................] - ETA: 6:05 - loss: 566.8974 - logits_profile_predictions_loss: 561.4705 - logcount_predictions_loss: 0.2998 7/2407 [..............................] - ETA: 6:04 - loss: 565.7862 - logits_profile_predictions_loss: 560.3420 - logcount_predictions_loss: 0.3008 8/2407 [..............................] - ETA: 6:04 - loss: 565.2091 - logits_profile_predictions_loss: 559.7296 - logcount_predictions_loss: 0.3027 9/2407 [..............................] - ETA: 6:04 - loss: 564.4991 - logits_profile_predictions_loss: 558.9854 - logcount_predictions_loss: 0.3046 10/2407 [..............................] - ETA: 6:04 - loss: 563.5006 - logits_profile_predictions_loss: 557.9408 - logcount_predictions_loss: 0.3072 11/2407 [..............................] - ETA: 6:03 - loss: 562.8502 - logits_profile_predictions_loss: 557.2634 - logcount_predictions_loss: 0.3087 12/2407 [..............................] - ETA: 6:03 - loss: 562.8044 - logits_profile_predictions_loss: 557.1901 - logcount_predictions_loss: 0.3102 13/2407 [..............................] - ETA: 6:03 - loss: 562.6328 - logits_profile_predictions_loss: 557.0014 - logcount_predictions_loss: 0.3111 14/2407 [..............................] - ETA: 6:03 - loss: 562.3366 - logits_profile_predictions_loss: 556.6748 - logcount_predictions_loss: 0.3128 15/2407 [..............................] - ETA: 6:03 - loss: 561.7923 - logits_profile_predictions_loss: 556.1011 - logcount_predictions_loss: 0.3144 16/2407 [..............................] - ETA: 6:03 - loss: 561.4583 - logits_profile_predictions_loss: 555.7512 - logcount_predictions_loss: 0.3153 17/2407 [..............................] - ETA: 6:02 - loss: 560.9945 - logits_profile_predictions_loss: 555.2751 - logcount_predictions_loss: 0.3160 18/2407 [..............................] - ETA: 6:02 - loss: 560.4167 - logits_profile_predictions_loss: 554.6882 - logcount_predictions_loss: 0.3165 19/2407 [..............................] - ETA: 6:02 - loss: 560.0408 - logits_profile_predictions_loss: 554.3077 - logcount_predictions_loss: 0.3167 20/2407 [..............................] - ETA: 6:02 - loss: 559.6679 - logits_profile_predictions_loss: 553.9361 - logcount_predictions_loss: 0.3167 21/2407 [..............................] - ETA: 6:02 - loss: 559.3928 - logits_profile_predictions_loss: 553.6659 - logcount_predictions_loss: 0.3164 22/2407 [..............................] - ETA: 6:02 - loss: 559.2015 - logits_profile_predictions_loss: 553.4812 - logcount_predictions_loss: 0.3160 23/2407 [..............................] - ETA: 6:02 - loss: 558.9676 - logits_profile_predictions_loss: 553.2540 - logcount_predictions_loss: 0.3157 24/2407 [..............................] - ETA: 6:01 - loss: 558.7475 - logits_profile_predictions_loss: 553.0392 - logcount_predictions_loss: 0.3154 25/2407 [..............................] - ETA: 6:01 - loss: 558.6733 - logits_profile_predictions_loss: 552.9703 - logcount_predictions_loss: 0.3151 26/2407 [..............................] - ETA: 6:01 - loss: 558.6472 - logits_profile_predictions_loss: 552.9486 - logcount_predictions_loss: 0.3148 27/2407 [..............................] - ETA: 6:01 - loss: 558.6993 - logits_profile_predictions_loss: 553.0063 - logcount_predictions_loss: 0.3145 28/2407 [..............................] - ETA: 6:01 - loss: 558.7340 - logits_profile_predictions_loss: 553.0470 - logcount_predictions_loss: 0.3142 29/2407 [..............................] - ETA: 6:01 - loss: 558.7824 - logits_profile_predictions_loss: 553.0979 - logcount_predictions_loss: 0.3141 30/2407 [..............................] - ETA: 6:00 - loss: 558.8814 - logits_profile_predictions_loss: 553.1990 - logcount_predictions_loss: 0.3139 31/2407 [..............................] - ETA: 6:00 - loss: 558.9716 - logits_profile_predictions_loss: 553.2934 - logcount_predictions_loss: 0.3137 32/2407 [..............................] - ETA: 6:00 - loss: 559.0925 - logits_profile_predictions_loss: 553.4189 - logcount_predictions_loss: 0.3135 33/2407 [..............................] - ETA: 6:00 - loss: 559.1681 - logits_profile_predictions_loss: 553.4997 - logcount_predictions_loss: 0.3132 34/2407 [..............................] - ETA: 6:00 - loss: 559.2150 - logits_profile_predictions_loss: 553.5484 - logcount_predictions_loss: 0.3131 35/2407 [..............................] - ETA: 6:00 - loss: 559.2305 - logits_profile_predictions_loss: 553.5656 - logcount_predictions_loss: 0.3130 36/2407 [..............................] - ETA: 6:00 - loss: 559.2993 - logits_profile_predictions_loss: 553.6366 - logcount_predictions_loss: 0.3129 37/2407 [..............................] - ETA: 5:59 - 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44/2407 [..............................] - ETA: 5:58 - loss: 560.1587 - logits_profile_predictions_loss: 554.5220 - logcount_predictions_loss: 0.3114 45/2407 [..............................] - ETA: 5:58 - loss: 560.2337 - logits_profile_predictions_loss: 554.6009 - logcount_predictions_loss: 0.3112 46/2407 [..............................] - ETA: 5:58 - loss: 560.2789 - logits_profile_predictions_loss: 554.6505 - logcount_predictions_loss: 0.3110 47/2407 [..............................] - ETA: 5:58 - loss: 560.3084 - logits_profile_predictions_loss: 554.6842 - logcount_predictions_loss: 0.3107 48/2407 [..............................] - ETA: 5:58 - loss: 560.3165 - logits_profile_predictions_loss: 554.6969 - logcount_predictions_loss: 0.3105 49/2407 [..............................] - ETA: 5:58 - loss: 560.3498 - logits_profile_predictions_loss: 554.7342 - logcount_predictions_loss: 0.3103 50/2407 [..............................] - ETA: 5:57 - loss: 560.3689 - 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[..............................] - ETA: 5:56 - loss: 560.5486 - logits_profile_predictions_loss: 554.9630 - logcount_predictions_loss: 0.3086 58/2407 [..............................] - ETA: 5:56 - loss: 560.5846 - logits_profile_predictions_loss: 555.0022 - logcount_predictions_loss: 0.3084 59/2407 [..............................] - ETA: 5:56 - loss: 560.6137 - logits_profile_predictions_loss: 555.0346 - logcount_predictions_loss: 0.3082 60/2407 [..............................] - ETA: 5:56 - loss: 560.6501 - logits_profile_predictions_loss: 555.0740 - logcount_predictions_loss: 0.3081 61/2407 [..............................] - ETA: 5:56 - loss: 560.6787 - logits_profile_predictions_loss: 555.1059 - logcount_predictions_loss: 0.3079 62/2407 [..............................] - ETA: 5:56 - loss: 560.7177 - logits_profile_predictions_loss: 555.1477 - logcount_predictions_loss: 0.3077 63/2407 [..............................] - ETA: 5:55 - loss: 560.7704 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:51 - loss: 560.8667 - logits_profile_predictions_loss: 555.3507 - logcount_predictions_loss: 0.3047 91/2407 [>.............................] - ETA: 5:51 - loss: 560.8586 - logits_profile_predictions_loss: 555.3441 - logcount_predictions_loss: 0.3047 92/2407 [>.............................] - ETA: 5:51 - loss: 560.8505 - logits_profile_predictions_loss: 555.3373 - logcount_predictions_loss: 0.3046 93/2407 [>.............................] - ETA: 5:51 - loss: 560.8378 - logits_profile_predictions_loss: 555.3259 - logcount_predictions_loss: 0.3045 94/2407 [>.............................] - ETA: 5:51 - loss: 560.8217 - logits_profile_predictions_loss: 555.3112 - logcount_predictions_loss: 0.3044 95/2407 [>.............................] - ETA: 5:51 - loss: 560.8034 - logits_profile_predictions_loss: 555.2943 - logcount_predictions_loss: 0.3044 96/2407 [>.............................] - ETA: 5:50 - loss: 560.7831 - logits_profile_predictions_loss: 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[===========================>..] - ETA: 13s - loss: 556.5149 - logits_profile_predictions_loss: 551.1201 - logcount_predictions_loss: 0.2980 2321/2407 [===========================>..] - ETA: 13s - loss: 556.5154 - logits_profile_predictions_loss: 551.1206 - logcount_predictions_loss: 0.2980 2322/2407 [===========================>..] - ETA: 12s - loss: 556.5159 - logits_profile_predictions_loss: 551.1211 - logcount_predictions_loss: 0.2980 2323/2407 [===========================>..] - ETA: 12s - loss: 556.5164 - logits_profile_predictions_loss: 551.1216 - logcount_predictions_loss: 0.2980 2324/2407 [===========================>..] - ETA: 12s - loss: 556.5169 - logits_profile_predictions_loss: 551.1222 - logcount_predictions_loss: 0.2980 2325/2407 [===========================>..] - ETA: 12s - loss: 556.5175 - logits_profile_predictions_loss: 551.1227 - logcount_predictions_loss: 0.2980 2326/2407 [===========================>..] - ETA: 12s - loss: 556.5180 - 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[============================>.] - ETA: 11s - loss: 556.5218 - logits_profile_predictions_loss: 551.1269 - logcount_predictions_loss: 0.2981 2334/2407 [============================>.] - ETA: 11s - loss: 556.5223 - logits_profile_predictions_loss: 551.1274 - logcount_predictions_loss: 0.2981 2335/2407 [============================>.] - ETA: 10s - loss: 556.5229 - logits_profile_predictions_loss: 551.1280 - logcount_predictions_loss: 0.2981 2336/2407 [============================>.] - ETA: 10s - loss: 556.5234 - logits_profile_predictions_loss: 551.1285 - logcount_predictions_loss: 0.2981 2337/2407 [============================>.] - ETA: 10s - loss: 556.5239 - logits_profile_predictions_loss: 551.1290 - logcount_predictions_loss: 0.2981 2338/2407 [============================>.] - ETA: 10s - loss: 556.5245 - logits_profile_predictions_loss: 551.1296 - logcount_predictions_loss: 0.2981 2339/2407 [============================>.] - ETA: 10s - loss: 556.5250 - 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[============================>.] - ETA: 9s - loss: 556.5289 - logits_profile_predictions_loss: 551.1339 - logcount_predictions_loss: 0.2981 2347/2407 [============================>.] - ETA: 9s - loss: 556.5294 - logits_profile_predictions_loss: 551.1344 - logcount_predictions_loss: 0.2981 2348/2407 [============================>.] - ETA: 8s - loss: 556.5300 - logits_profile_predictions_loss: 551.1349 - logcount_predictions_loss: 0.2981 2349/2407 [============================>.] - ETA: 8s - loss: 556.5305 - logits_profile_predictions_loss: 551.1355 - logcount_predictions_loss: 0.2981 2350/2407 [============================>.] - ETA: 8s - loss: 556.5310 - logits_profile_predictions_loss: 551.1360 - logcount_predictions_loss: 0.2981 2351/2407 [============================>.] - ETA: 8s - loss: 556.5316 - logits_profile_predictions_loss: 551.1365 - logcount_predictions_loss: 0.2981 2352/2407 [============================>.] - ETA: 8s - loss: 556.5321 - logits_profile_predictions_loss: 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[============================>.] - ETA: 4s - loss: 556.5464 - logits_profile_predictions_loss: 551.1510 - logcount_predictions_loss: 0.2981 2380/2407 [============================>.] - ETA: 4s - loss: 556.5469 - logits_profile_predictions_loss: 551.1515 - logcount_predictions_loss: 0.2981 2381/2407 [============================>.] - ETA: 3s - loss: 556.5475 - logits_profile_predictions_loss: 551.1521 - logcount_predictions_loss: 0.2981 2382/2407 [============================>.] - ETA: 3s - loss: 556.5480 - logits_profile_predictions_loss: 551.1526 - logcount_predictions_loss: 0.2981 2383/2407 [============================>.] - ETA: 3s - loss: 556.5486 - logits_profile_predictions_loss: 551.1531 - logcount_predictions_loss: 0.2981 2384/2407 [============================>.] - ETA: 3s - loss: 556.5491 - logits_profile_predictions_loss: 551.1537 - logcount_predictions_loss: 0.2981 2385/2407 [============================>.] - ETA: 3s - loss: 556.5496 - logits_profile_predictions_loss: 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2399/2407 [============================>.] - ETA: 1s - loss: 556.5569 - logits_profile_predictions_loss: 551.1613 - logcount_predictions_loss: 0.2981 2400/2407 [============================>.] - ETA: 1s - loss: 556.5574 - logits_profile_predictions_loss: 551.1618 - logcount_predictions_loss: 0.2981 2401/2407 [============================>.] - ETA: 0s - loss: 556.5580 - logits_profile_predictions_loss: 551.1623 - logcount_predictions_loss: 0.2981 2402/2407 [============================>.] - ETA: 0s - loss: 556.5585 - logits_profile_predictions_loss: 551.1628 - logcount_predictions_loss: 0.2981 2403/2407 [============================>.] - ETA: 0s - loss: 556.5590 - logits_profile_predictions_loss: 551.1633 - logcount_predictions_loss: 0.2981 2404/2407 [============================>.] - ETA: 0s - loss: 556.5595 - logits_profile_predictions_loss: 551.1638 - logcount_predictions_loss: 0.2981 2405/2407 [============================>.] - ETA: 0s - loss: 556.5600 - logits_profile_predictions_loss: 551.1642 - logcount_predictions_loss: 0.2981 2406/2407 [============================>.] - ETA: 0s - loss: 556.5605 - logits_profile_predictions_loss: 551.1647 - logcount_predictions_loss: 0.2981 2407/2407 [==============================] - ETA: 0s - loss: 556.5610 - logits_profile_predictions_loss: 551.1652 - logcount_predictions_loss: 0.2981 2407/2407 [==============================] - 384s 160ms/step - loss: 556.5615 - logits_profile_predictions_loss: 551.1657 - logcount_predictions_loss: 0.2981 - val_loss: 575.9915 - val_logits_profile_predictions_loss: 570.9606 - val_logcount_predictions_loss: 0.2779 Epoch 00008: val_loss did not improve from 573.16962 Epoch 9/50 1/2407 [..............................] - ETA: 7:24 - loss: 610.0637 - logits_profile_predictions_loss: 605.3164 - logcount_predictions_loss: 0.2623 2/2407 [..............................] - ETA: 6:32 - loss: 591.2515 - logits_profile_predictions_loss: 586.3439 - logcount_predictions_loss: 0.2711 3/2407 [..............................] - ETA: 6:18 - loss: 583.3543 - logits_profile_predictions_loss: 578.2962 - logcount_predictions_loss: 0.2795 4/2407 [..............................] - ETA: 6:14 - loss: 580.1292 - logits_profile_predictions_loss: 575.0987 - logcount_predictions_loss: 0.2779 5/2407 [..............................] - ETA: 6:11 - loss: 577.6625 - logits_profile_predictions_loss: 572.6620 - logcount_predictions_loss: 0.2763 6/2407 [..............................] - ETA: 6:10 - loss: 576.1310 - logits_profile_predictions_loss: 571.1058 - logcount_predictions_loss: 0.2776 7/2407 [..............................] - ETA: 6:09 - loss: 575.0235 - logits_profile_predictions_loss: 570.0051 - logcount_predictions_loss: 0.2773 8/2407 [..............................] - ETA: 6:08 - loss: 573.8712 - logits_profile_predictions_loss: 568.8767 - logcount_predictions_loss: 0.2759 9/2407 [..............................] - ETA: 6:07 - loss: 572.8139 - logits_profile_predictions_loss: 567.8383 - logcount_predictions_loss: 0.2749 10/2407 [..............................] - ETA: 6:07 - loss: 572.2395 - logits_profile_predictions_loss: 567.2542 - logcount_predictions_loss: 0.2754 11/2407 [..............................] - ETA: 6:06 - loss: 571.8509 - logits_profile_predictions_loss: 566.8452 - logcount_predictions_loss: 0.2766 12/2407 [..............................] - ETA: 6:06 - loss: 571.3517 - logits_profile_predictions_loss: 566.3295 - logcount_predictions_loss: 0.2775 13/2407 [..............................] - ETA: 6:05 - loss: 571.0539 - logits_profile_predictions_loss: 566.0134 - logcount_predictions_loss: 0.2785 14/2407 [..............................] - ETA: 6:05 - loss: 570.6921 - logits_profile_predictions_loss: 565.6308 - logcount_predictions_loss: 0.2796 15/2407 [..............................] - ETA: 6:05 - loss: 570.4929 - logits_profile_predictions_loss: 565.4228 - logcount_predictions_loss: 0.2801 16/2407 [..............................] - ETA: 6:04 - loss: 570.2117 - logits_profile_predictions_loss: 565.1368 - logcount_predictions_loss: 0.2804 17/2407 [..............................] - ETA: 6:04 - loss: 570.1451 - logits_profile_predictions_loss: 565.0705 - logcount_predictions_loss: 0.2804 18/2407 [..............................] - ETA: 6:04 - loss: 570.0886 - logits_profile_predictions_loss: 565.0154 - logcount_predictions_loss: 0.2803 19/2407 [..............................] - ETA: 6:04 - loss: 569.7720 - logits_profile_predictions_loss: 564.6967 - logcount_predictions_loss: 0.2804 20/2407 [..............................] - ETA: 6:03 - loss: 569.3389 - logits_profile_predictions_loss: 564.2601 - logcount_predictions_loss: 0.2806 21/2407 [..............................] - ETA: 6:03 - loss: 568.9837 - logits_profile_predictions_loss: 563.9038 - logcount_predictions_loss: 0.2807 22/2407 [..............................] - ETA: 6:03 - loss: 568.7359 - logits_profile_predictions_loss: 563.6479 - logcount_predictions_loss: 0.2811 23/2407 [..............................] - ETA: 6:03 - loss: 568.5007 - logits_profile_predictions_loss: 563.4031 - logcount_predictions_loss: 0.2816 24/2407 [..............................] - ETA: 6:03 - loss: 568.3530 - logits_profile_predictions_loss: 563.2449 - logcount_predictions_loss: 0.2822 25/2407 [..............................] - ETA: 6:02 - loss: 568.2253 - logits_profile_predictions_loss: 563.1094 - logcount_predictions_loss: 0.2826 26/2407 [..............................] - ETA: 6:02 - loss: 568.1270 - logits_profile_predictions_loss: 563.0036 - logcount_predictions_loss: 0.2831 27/2407 [..............................] - ETA: 6:02 - loss: 568.0331 - logits_profile_predictions_loss: 562.9023 - logcount_predictions_loss: 0.2835 28/2407 [..............................] - ETA: 6:02 - loss: 567.9100 - logits_profile_predictions_loss: 562.7739 - logcount_predictions_loss: 0.2838 29/2407 [..............................] - ETA: 6:02 - loss: 567.8157 - logits_profile_predictions_loss: 562.6755 - logcount_predictions_loss: 0.2840 30/2407 [..............................] - ETA: 6:01 - loss: 567.7374 - logits_profile_predictions_loss: 562.5924 - logcount_predictions_loss: 0.2843 31/2407 [..............................] - ETA: 6:01 - loss: 567.5934 - logits_profile_predictions_loss: 562.4416 - logcount_predictions_loss: 0.2846 32/2407 [..............................] - ETA: 6:01 - loss: 567.4664 - logits_profile_predictions_loss: 562.3067 - logcount_predictions_loss: 0.2851 33/2407 [..............................] - ETA: 6:01 - loss: 567.3567 - logits_profile_predictions_loss: 562.1897 - logcount_predictions_loss: 0.2855 34/2407 [..............................] - ETA: 6:01 - loss: 567.2523 - logits_profile_predictions_loss: 562.0776 - logcount_predictions_loss: 0.2859 35/2407 [..............................] - ETA: 6:01 - loss: 567.1580 - logits_profile_predictions_loss: 561.9769 - logcount_predictions_loss: 0.2863 36/2407 [..............................] - ETA: 6:00 - loss: 567.0563 - logits_profile_predictions_loss: 561.8700 - logcount_predictions_loss: 0.2865 37/2407 [..............................] - ETA: 6:00 - loss: 566.9270 - logits_profile_predictions_loss: 561.7358 - logcount_predictions_loss: 0.2868 38/2407 [..............................] - ETA: 6:00 - loss: 566.7857 - logits_profile_predictions_loss: 561.5888 - logcount_predictions_loss: 0.2871 39/2407 [..............................] - ETA: 6:00 - loss: 566.6485 - logits_profile_predictions_loss: 561.4461 - logcount_predictions_loss: 0.2874 40/2407 [..............................] - ETA: 6:00 - loss: 566.5602 - logits_profile_predictions_loss: 561.3528 - logcount_predictions_loss: 0.2877 41/2407 [..............................] - ETA: 5:59 - loss: 566.4707 - logits_profile_predictions_loss: 561.2594 - logcount_predictions_loss: 0.2879 42/2407 [..............................] - ETA: 5:59 - loss: 566.3808 - 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[..............................] - ETA: 5:58 - loss: 565.5686 - logits_profile_predictions_loss: 560.3438 - logcount_predictions_loss: 0.2887 50/2407 [..............................] - ETA: 5:58 - loss: 565.4613 - logits_profile_predictions_loss: 560.2358 - logcount_predictions_loss: 0.2887 51/2407 [..............................] - ETA: 5:58 - loss: 565.3648 - logits_profile_predictions_loss: 560.1387 - logcount_predictions_loss: 0.2887 52/2407 [..............................] - ETA: 5:58 - loss: 565.2549 - logits_profile_predictions_loss: 560.0288 - logcount_predictions_loss: 0.2887 53/2407 [..............................] - ETA: 5:57 - loss: 565.1226 - logits_profile_predictions_loss: 559.8969 - logcount_predictions_loss: 0.2887 54/2407 [..............................] - ETA: 5:57 - loss: 564.9979 - logits_profile_predictions_loss: 559.7720 - logcount_predictions_loss: 0.2887 55/2407 [..............................] - ETA: 5:57 - loss: 564.8804 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 5:04 - loss: 559.9988 - logits_profile_predictions_loss: 554.6423 - logcount_predictions_loss: 0.2959 402/2407 [====>.........................] - ETA: 5:04 - loss: 559.9920 - logits_profile_predictions_loss: 554.6353 - logcount_predictions_loss: 0.2960 403/2407 [====>.........................] - ETA: 5:04 - loss: 559.9850 - logits_profile_predictions_loss: 554.6282 - logcount_predictions_loss: 0.2960 404/2407 [====>.........................] - ETA: 5:04 - loss: 559.9779 - logits_profile_predictions_loss: 554.6211 - logcount_predictions_loss: 0.2960 405/2407 [====>.........................] - ETA: 5:04 - loss: 559.9705 - logits_profile_predictions_loss: 554.6135 - logcount_predictions_loss: 0.2960 406/2407 [====>.........................] - ETA: 5:03 - loss: 559.9633 - logits_profile_predictions_loss: 554.6062 - logcount_predictions_loss: 0.2960 407/2407 [====>.........................] - ETA: 5:03 - loss: 559.9564 - 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[====>.........................] - ETA: 4:58 - loss: 559.7434 - logits_profile_predictions_loss: 554.3842 - logcount_predictions_loss: 0.2961 441/2407 [====>.........................] - ETA: 4:58 - loss: 559.7377 - logits_profile_predictions_loss: 554.3785 - logcount_predictions_loss: 0.2961 442/2407 [====>.........................] - ETA: 4:58 - loss: 559.7319 - logits_profile_predictions_loss: 554.3726 - logcount_predictions_loss: 0.2961 443/2407 [====>.........................] - ETA: 4:58 - loss: 559.7258 - logits_profile_predictions_loss: 554.3665 - logcount_predictions_loss: 0.2961 444/2407 [====>.........................] - ETA: 4:58 - loss: 559.7199 - logits_profile_predictions_loss: 554.3606 - logcount_predictions_loss: 0.2961 445/2407 [====>.........................] - ETA: 4:58 - loss: 559.7138 - logits_profile_predictions_loss: 554.3545 - logcount_predictions_loss: 0.2961 446/2407 [====>.........................] - ETA: 4:57 - loss: 559.7079 - 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[============================>.] - ETA: 0s - loss: 557.4427 - logits_profile_predictions_loss: 552.0890 - logcount_predictions_loss: 0.2958 2405/2407 [============================>.] - ETA: 0s - loss: 557.4423 - logits_profile_predictions_loss: 552.0885 - logcount_predictions_loss: 0.2958 2406/2407 [============================>.] - ETA: 0s - loss: 557.4419 - logits_profile_predictions_loss: 552.0881 - logcount_predictions_loss: 0.2958 2407/2407 [==============================] - ETA: 0s - loss: 557.4414 - logits_profile_predictions_loss: 552.0877 - logcount_predictions_loss: 0.2958 2407/2407 [==============================] - 384s 160ms/step - loss: 557.4410 - logits_profile_predictions_loss: 552.0873 - logcount_predictions_loss: 0.2958 - val_loss: 573.8516 - val_logits_profile_predictions_loss: 568.6016 - val_logcount_predictions_loss: 0.2901 Epoch 00009: val_loss did not improve from 573.16962 Epoch 10/50 1/2407 [..............................] - ETA: 7:25 - loss: 523.8949 - logits_profile_predictions_loss: 518.0461 - logcount_predictions_loss: 0.3231 2/2407 [..............................] - ETA: 6:06 - loss: 527.9008 - logits_profile_predictions_loss: 522.3204 - logcount_predictions_loss: 0.3083 3/2407 [..............................] - ETA: 6:05 - loss: 531.5335 - logits_profile_predictions_loss: 525.9824 - logcount_predictions_loss: 0.3067 4/2407 [..............................] - ETA: 6:05 - loss: 532.8851 - logits_profile_predictions_loss: 527.3298 - logcount_predictions_loss: 0.3069 5/2407 [..............................] - ETA: 6:05 - loss: 534.8467 - logits_profile_predictions_loss: 529.3686 - logcount_predictions_loss: 0.3027 6/2407 [..............................] - ETA: 6:04 - loss: 539.3716 - logits_profile_predictions_loss: 533.8929 - logcount_predictions_loss: 0.3027 7/2407 [..............................] - ETA: 6:04 - loss: 542.8500 - logits_profile_predictions_loss: 537.3950 - logcount_predictions_loss: 0.3014 8/2407 [..............................] - ETA: 6:04 - loss: 544.5796 - logits_profile_predictions_loss: 539.1559 - logcount_predictions_loss: 0.2997 9/2407 [..............................] - ETA: 6:04 - loss: 546.2977 - logits_profile_predictions_loss: 540.9175 - logcount_predictions_loss: 0.2973 10/2407 [..............................] - ETA: 6:04 - loss: 546.7764 - logits_profile_predictions_loss: 541.4353 - logcount_predictions_loss: 0.2951 11/2407 [..............................] - ETA: 6:04 - loss: 547.9381 - logits_profile_predictions_loss: 542.6444 - logcount_predictions_loss: 0.2925 12/2407 [..............................] - ETA: 6:03 - loss: 548.2479 - logits_profile_predictions_loss: 542.9954 - logcount_predictions_loss: 0.2902 13/2407 [..............................] - ETA: 6:03 - loss: 548.5476 - logits_profile_predictions_loss: 543.3332 - logcount_predictions_loss: 0.2881 14/2407 [..............................] - ETA: 6:03 - loss: 548.7353 - logits_profile_predictions_loss: 543.5543 - logcount_predictions_loss: 0.2862 15/2407 [..............................] - ETA: 6:03 - loss: 549.1525 - logits_profile_predictions_loss: 543.9917 - logcount_predictions_loss: 0.2851 16/2407 [..............................] - ETA: 6:03 - loss: 549.5913 - logits_profile_predictions_loss: 544.4474 - logcount_predictions_loss: 0.2842 17/2407 [..............................] - ETA: 6:03 - loss: 550.0888 - logits_profile_predictions_loss: 544.9513 - logcount_predictions_loss: 0.2838 18/2407 [..............................] - ETA: 6:02 - loss: 550.6738 - logits_profile_predictions_loss: 545.5458 - logcount_predictions_loss: 0.2833 19/2407 [..............................] - ETA: 6:02 - loss: 551.2073 - logits_profile_predictions_loss: 546.0923 - logcount_predictions_loss: 0.2826 20/2407 [..............................] - ETA: 6:02 - loss: 551.7969 - logits_profile_predictions_loss: 546.6939 - logcount_predictions_loss: 0.2819 21/2407 [..............................] - ETA: 6:02 - loss: 552.3477 - logits_profile_predictions_loss: 547.2536 - logcount_predictions_loss: 0.2814 22/2407 [..............................] - ETA: 6:02 - loss: 552.7222 - logits_profile_predictions_loss: 547.6369 - logcount_predictions_loss: 0.2810 23/2407 [..............................] - ETA: 6:02 - loss: 553.1965 - logits_profile_predictions_loss: 548.1177 - logcount_predictions_loss: 0.2806 24/2407 [..............................] - ETA: 6:02 - loss: 553.6060 - logits_profile_predictions_loss: 548.5340 - logcount_predictions_loss: 0.2802 25/2407 [..............................] - ETA: 6:01 - loss: 553.9270 - logits_profile_predictions_loss: 548.8616 - logcount_predictions_loss: 0.2799 26/2407 [..............................] - ETA: 6:01 - loss: 554.2261 - logits_profile_predictions_loss: 549.1642 - logcount_predictions_loss: 0.2797 27/2407 [..............................] - ETA: 6:01 - loss: 554.3962 - logits_profile_predictions_loss: 549.3374 - logcount_predictions_loss: 0.2795 28/2407 [..............................] - ETA: 6:01 - loss: 554.5565 - logits_profile_predictions_loss: 549.4994 - logcount_predictions_loss: 0.2794 29/2407 [..............................] - ETA: 6:01 - loss: 554.7519 - logits_profile_predictions_loss: 549.6962 - logcount_predictions_loss: 0.2793 30/2407 [..............................] - ETA: 6:01 - loss: 554.8604 - logits_profile_predictions_loss: 549.8056 - logcount_predictions_loss: 0.2793 31/2407 [..............................] - ETA: 6:00 - loss: 555.0860 - logits_profile_predictions_loss: 550.0295 - logcount_predictions_loss: 0.2794 32/2407 [..............................] - ETA: 6:00 - loss: 555.2568 - logits_profile_predictions_loss: 550.1977 - logcount_predictions_loss: 0.2795 33/2407 [..............................] - ETA: 6:00 - loss: 555.3865 - logits_profile_predictions_loss: 550.3252 - logcount_predictions_loss: 0.2796 34/2407 [..............................] - ETA: 6:00 - loss: 555.4976 - logits_profile_predictions_loss: 550.4343 - logcount_predictions_loss: 0.2797 35/2407 [..............................] - ETA: 6:00 - loss: 555.5971 - logits_profile_predictions_loss: 550.5317 - logcount_predictions_loss: 0.2799 36/2407 [..............................] - ETA: 6:00 - loss: 555.6589 - logits_profile_predictions_loss: 550.5909 - logcount_predictions_loss: 0.2800 37/2407 [..............................] - ETA: 6:00 - loss: 555.7133 - logits_profile_predictions_loss: 550.6432 - logcount_predictions_loss: 0.2801 38/2407 [..............................] - ETA: 5:59 - loss: 555.7196 - logits_profile_predictions_loss: 550.6478 - logcount_predictions_loss: 0.2802 39/2407 [..............................] - ETA: 5:59 - loss: 555.7399 - logits_profile_predictions_loss: 550.6674 - logcount_predictions_loss: 0.2803 40/2407 [..............................] - ETA: 5:59 - loss: 555.7650 - logits_profile_predictions_loss: 550.6909 - logcount_predictions_loss: 0.2803 41/2407 [..............................] - ETA: 5:59 - loss: 555.8152 - logits_profile_predictions_loss: 550.7400 - logcount_predictions_loss: 0.2804 42/2407 [..............................] - ETA: 5:59 - loss: 555.8574 - logits_profile_predictions_loss: 550.7808 - logcount_predictions_loss: 0.2805 43/2407 [..............................] - ETA: 5:59 - loss: 555.8700 - logits_profile_predictions_loss: 550.7924 - logcount_predictions_loss: 0.2805 44/2407 [..............................] - ETA: 5:59 - loss: 555.8749 - logits_profile_predictions_loss: 550.7968 - logcount_predictions_loss: 0.2806 45/2407 [..............................] - ETA: 5:58 - loss: 555.9234 - logits_profile_predictions_loss: 550.8453 - logcount_predictions_loss: 0.2806 46/2407 [..............................] - ETA: 5:58 - loss: 555.9545 - logits_profile_predictions_loss: 550.8765 - logcount_predictions_loss: 0.2806 47/2407 [..............................] - ETA: 5:58 - loss: 555.9994 - logits_profile_predictions_loss: 550.9216 - logcount_predictions_loss: 0.2805 48/2407 [..............................] - ETA: 5:58 - loss: 556.0264 - logits_profile_predictions_loss: 550.9491 - logcount_predictions_loss: 0.2805 49/2407 [..............................] - ETA: 5:58 - loss: 556.0417 - logits_profile_predictions_loss: 550.9635 - logcount_predictions_loss: 0.2806 50/2407 [..............................] - ETA: 5:58 - loss: 556.0932 - logits_profile_predictions_loss: 551.0144 - logcount_predictions_loss: 0.2806 51/2407 [..............................] - ETA: 5:57 - loss: 556.1334 - logits_profile_predictions_loss: 551.0541 - logcount_predictions_loss: 0.2806 52/2407 [..............................] - ETA: 5:57 - loss: 556.1800 - logits_profile_predictions_loss: 551.1001 - logcount_predictions_loss: 0.2807 53/2407 [..............................] - ETA: 5:57 - loss: 556.2076 - logits_profile_predictions_loss: 551.1270 - logcount_predictions_loss: 0.2807 54/2407 [..............................] - ETA: 5:57 - loss: 556.2516 - logits_profile_predictions_loss: 551.1691 - logcount_predictions_loss: 0.2808 55/2407 [..............................] - ETA: 5:57 - loss: 556.2903 - logits_profile_predictions_loss: 551.2046 - logcount_predictions_loss: 0.2810 56/2407 [..............................] - ETA: 5:57 - loss: 556.3002 - logits_profile_predictions_loss: 551.2117 - logcount_predictions_loss: 0.2811 57/2407 [..............................] - ETA: 5:57 - loss: 556.3148 - logits_profile_predictions_loss: 551.2238 - logcount_predictions_loss: 0.2813 58/2407 [..............................] - ETA: 5:56 - loss: 556.3166 - logits_profile_predictions_loss: 551.2225 - logcount_predictions_loss: 0.2814 59/2407 [..............................] - ETA: 5:56 - loss: 556.3244 - logits_profile_predictions_loss: 551.2275 - logcount_predictions_loss: 0.2816 60/2407 [..............................] - ETA: 5:56 - loss: 556.3277 - logits_profile_predictions_loss: 551.2279 - logcount_predictions_loss: 0.2818 61/2407 [..............................] - ETA: 5:56 - loss: 556.3312 - logits_profile_predictions_loss: 551.2289 - logcount_predictions_loss: 0.2819 62/2407 [..............................] - ETA: 5:56 - loss: 556.3322 - logits_profile_predictions_loss: 551.2273 - logcount_predictions_loss: 0.2820 63/2407 [..............................] - ETA: 5:56 - loss: 556.3387 - logits_profile_predictions_loss: 551.2314 - logcount_predictions_loss: 0.2822 64/2407 [..............................] - ETA: 5:56 - loss: 556.3392 - logits_profile_predictions_loss: 551.2297 - logcount_predictions_loss: 0.2823 65/2407 [..............................] - ETA: 5:56 - loss: 556.3430 - logits_profile_predictions_loss: 551.2312 - logcount_predictions_loss: 0.2824 66/2407 [..............................] - ETA: 5:56 - loss: 556.3324 - logits_profile_predictions_loss: 551.2186 - logcount_predictions_loss: 0.2825 67/2407 [..............................] - ETA: 5:56 - loss: 556.3202 - logits_profile_predictions_loss: 551.2047 - logcount_predictions_loss: 0.2826 68/2407 [..............................] - ETA: 5:55 - loss: 556.3108 - logits_profile_predictions_loss: 551.1934 - logcount_predictions_loss: 0.2827 69/2407 [..............................] - ETA: 5:55 - loss: 556.3059 - logits_profile_predictions_loss: 551.1866 - logcount_predictions_loss: 0.2828 70/2407 [..............................] - ETA: 5:55 - loss: 556.3039 - logits_profile_predictions_loss: 551.1830 - logcount_predictions_loss: 0.2829 71/2407 [..............................] - ETA: 5:55 - loss: 556.3044 - logits_profile_predictions_loss: 551.1821 - logcount_predictions_loss: 0.2830 72/2407 [..............................] - ETA: 5:55 - loss: 556.3027 - logits_profile_predictions_loss: 551.1789 - logcount_predictions_loss: 0.2831 73/2407 [..............................] - ETA: 5:55 - loss: 556.2886 - logits_profile_predictions_loss: 551.1635 - logcount_predictions_loss: 0.2832 74/2407 [..............................] - ETA: 5:54 - loss: 556.2707 - logits_profile_predictions_loss: 551.1440 - logcount_predictions_loss: 0.2832 75/2407 [..............................] - ETA: 5:54 - loss: 556.2475 - logits_profile_predictions_loss: 551.1191 - logcount_predictions_loss: 0.2833 76/2407 [..............................] - ETA: 5:54 - loss: 556.2245 - logits_profile_predictions_loss: 551.0942 - logcount_predictions_loss: 0.2834 77/2407 [..............................] - ETA: 5:54 - loss: 556.1928 - logits_profile_predictions_loss: 551.0610 - logcount_predictions_loss: 0.2835 78/2407 [..............................] - ETA: 5:54 - loss: 556.1579 - logits_profile_predictions_loss: 551.0247 - logcount_predictions_loss: 0.2836 79/2407 [..............................] - ETA: 5:54 - loss: 556.1228 - logits_profile_predictions_loss: 550.9885 - logcount_predictions_loss: 0.2837 80/2407 [..............................] - ETA: 5:53 - loss: 556.0910 - logits_profile_predictions_loss: 550.9556 - logcount_predictions_loss: 0.2837 81/2407 [>.............................] - ETA: 5:53 - loss: 556.0617 - logits_profile_predictions_loss: 550.9254 - logcount_predictions_loss: 0.2838 82/2407 [>.............................] - ETA: 5:53 - loss: 556.0375 - logits_profile_predictions_loss: 550.9004 - logcount_predictions_loss: 0.2838 83/2407 [>.............................] - ETA: 5:53 - loss: 556.0170 - logits_profile_predictions_loss: 550.8793 - logcount_predictions_loss: 0.2839 84/2407 [>.............................] - ETA: 5:53 - loss: 555.9951 - logits_profile_predictions_loss: 550.8568 - logcount_predictions_loss: 0.2839 85/2407 [>.............................] - ETA: 5:53 - loss: 555.9757 - logits_profile_predictions_loss: 550.8368 - logcount_predictions_loss: 0.2839 86/2407 [>.............................] - ETA: 5:53 - loss: 555.9480 - logits_profile_predictions_loss: 550.8084 - logcount_predictions_loss: 0.2840 87/2407 [>.............................] - ETA: 5:52 - loss: 555.9181 - logits_profile_predictions_loss: 550.7779 - logcount_predictions_loss: 0.2840 88/2407 [>.............................] - ETA: 5:52 - loss: 555.8859 - logits_profile_predictions_loss: 550.7449 - logcount_predictions_loss: 0.2840 89/2407 [>.............................] - ETA: 5:52 - loss: 555.8618 - logits_profile_predictions_loss: 550.7199 - logcount_predictions_loss: 0.2841 90/2407 [>.............................] - ETA: 5:52 - loss: 555.8377 - logits_profile_predictions_loss: 550.6948 - logcount_predictions_loss: 0.2841 91/2407 [>.............................] - ETA: 5:52 - loss: 555.8100 - logits_profile_predictions_loss: 550.6659 - logcount_predictions_loss: 0.2842 92/2407 [>.............................] - ETA: 5:52 - loss: 555.7854 - logits_profile_predictions_loss: 550.6400 - logcount_predictions_loss: 0.2843 93/2407 [>.............................] - ETA: 5:51 - loss: 555.7583 - logits_profile_predictions_loss: 550.6118 - logcount_predictions_loss: 0.2843 94/2407 [>.............................] - ETA: 5:51 - loss: 555.7257 - logits_profile_predictions_loss: 550.5780 - logcount_predictions_loss: 0.2844 95/2407 [>.............................] - ETA: 5:51 - loss: 555.6960 - logits_profile_predictions_loss: 550.5473 - logcount_predictions_loss: 0.2845 96/2407 [>.............................] - ETA: 5:51 - loss: 555.6722 - logits_profile_predictions_loss: 550.5223 - logcount_predictions_loss: 0.2845 97/2407 [>.............................] - ETA: 5:51 - loss: 555.6473 - logits_profile_predictions_loss: 550.4962 - logcount_predictions_loss: 0.2846 98/2407 [>.............................] - ETA: 5:51 - loss: 555.6185 - logits_profile_predictions_loss: 550.4662 - logcount_predictions_loss: 0.2847 99/2407 [>.............................] - ETA: 5:50 - loss: 555.5875 - logits_profile_predictions_loss: 550.4341 - logcount_predictions_loss: 0.2847 100/2407 [>.............................] - ETA: 5:50 - loss: 555.5550 - logits_profile_predictions_loss: 550.4005 - logcount_predictions_loss: 0.2848 101/2407 [>.............................] - ETA: 5:50 - loss: 555.5226 - logits_profile_predictions_loss: 550.3671 - logcount_predictions_loss: 0.2848 102/2407 [>.............................] - ETA: 5:50 - loss: 555.4937 - logits_profile_predictions_loss: 550.3374 - logcount_predictions_loss: 0.2849 103/2407 [>.............................] - ETA: 5:50 - loss: 555.4665 - logits_profile_predictions_loss: 550.3093 - logcount_predictions_loss: 0.2849 104/2407 [>.............................] - ETA: 5:50 - loss: 555.4379 - logits_profile_predictions_loss: 550.2799 - logcount_predictions_loss: 0.2850 105/2407 [>.............................] - ETA: 5:50 - loss: 555.4088 - logits_profile_predictions_loss: 550.2502 - logcount_predictions_loss: 0.2850 106/2407 [>.............................] - ETA: 5:49 - loss: 555.3818 - logits_profile_predictions_loss: 550.2225 - logcount_predictions_loss: 0.2850 107/2407 [>.............................] - ETA: 5:49 - loss: 555.3544 - logits_profile_predictions_loss: 550.1946 - logcount_predictions_loss: 0.2851 108/2407 [>.............................] - ETA: 5:49 - loss: 555.3249 - logits_profile_predictions_loss: 550.1645 - logcount_predictions_loss: 0.2851 109/2407 [>.............................] - ETA: 5:49 - loss: 555.2970 - logits_profile_predictions_loss: 550.1359 - logcount_predictions_loss: 0.2851 110/2407 [>.............................] - ETA: 5:49 - loss: 555.2727 - logits_profile_predictions_loss: 550.1110 - logcount_predictions_loss: 0.2852 111/2407 [>.............................] - ETA: 5:49 - loss: 555.2517 - logits_profile_predictions_loss: 550.0895 - logcount_predictions_loss: 0.2852 112/2407 [>.............................] - ETA: 5:48 - loss: 555.2290 - logits_profile_predictions_loss: 550.0663 - logcount_predictions_loss: 0.2852 113/2407 [>.............................] - ETA: 5:48 - loss: 555.2101 - logits_profile_predictions_loss: 550.0470 - logcount_predictions_loss: 0.2853 114/2407 [>.............................] - ETA: 5:48 - loss: 555.1922 - logits_profile_predictions_loss: 550.0287 - logcount_predictions_loss: 0.2853 115/2407 [>.............................] - ETA: 5:48 - loss: 555.1735 - logits_profile_predictions_loss: 550.0097 - logcount_predictions_loss: 0.2853 116/2407 [>.............................] - ETA: 5:48 - loss: 555.1573 - logits_profile_predictions_loss: 549.9932 - logcount_predictions_loss: 0.2853 117/2407 [>.............................] - ETA: 5:48 - loss: 555.1371 - logits_profile_predictions_loss: 549.9727 - logcount_predictions_loss: 0.2853 118/2407 [>.............................] - ETA: 5:48 - loss: 555.1144 - logits_profile_predictions_loss: 549.9496 - logcount_predictions_loss: 0.2853 119/2407 [>.............................] - ETA: 5:47 - loss: 555.0892 - logits_profile_predictions_loss: 549.9242 - logcount_predictions_loss: 0.2854 120/2407 [>.............................] - ETA: 5:47 - loss: 555.0664 - logits_profile_predictions_loss: 549.9013 - logcount_predictions_loss: 0.2854 121/2407 [>.............................] - ETA: 5:47 - loss: 555.0462 - logits_profile_predictions_loss: 549.8810 - logcount_predictions_loss: 0.2854 122/2407 [>.............................] - ETA: 5:47 - loss: 555.0266 - logits_profile_predictions_loss: 549.8613 - logcount_predictions_loss: 0.2854 123/2407 [>.............................] - ETA: 5:47 - loss: 555.0094 - logits_profile_predictions_loss: 549.8440 - logcount_predictions_loss: 0.2854 124/2407 [>.............................] - ETA: 5:47 - loss: 554.9904 - logits_profile_predictions_loss: 549.8251 - logcount_predictions_loss: 0.2854 125/2407 [>.............................] - ETA: 5:46 - loss: 554.9715 - logits_profile_predictions_loss: 549.8061 - logcount_predictions_loss: 0.2854 126/2407 [>.............................] - ETA: 5:46 - loss: 554.9513 - logits_profile_predictions_loss: 549.7859 - logcount_predictions_loss: 0.2854 127/2407 [>.............................] - ETA: 5:46 - loss: 554.9296 - logits_profile_predictions_loss: 549.7641 - logcount_predictions_loss: 0.2854 128/2407 [>.............................] - ETA: 5:46 - loss: 554.9081 - logits_profile_predictions_loss: 549.7424 - logcount_predictions_loss: 0.2854 129/2407 [>.............................] - ETA: 5:46 - loss: 554.8849 - logits_profile_predictions_loss: 549.7193 - logcount_predictions_loss: 0.2854 130/2407 [>.............................] - ETA: 5:46 - loss: 554.8590 - logits_profile_predictions_loss: 549.6934 - logcount_predictions_loss: 0.2854 131/2407 [>.............................] - ETA: 5:46 - loss: 554.8329 - logits_profile_predictions_loss: 549.6673 - logcount_predictions_loss: 0.2854 132/2407 [>.............................] - ETA: 5:45 - loss: 554.8069 - logits_profile_predictions_loss: 549.6414 - logcount_predictions_loss: 0.2854 133/2407 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[============================>.] - ETA: 4s - loss: 554.6817 - logits_profile_predictions_loss: 549.4231 - logcount_predictions_loss: 0.2905 2377/2407 [============================>.] - ETA: 4s - loss: 554.6819 - logits_profile_predictions_loss: 549.4233 - logcount_predictions_loss: 0.2905 2378/2407 [============================>.] - ETA: 4s - loss: 554.6820 - logits_profile_predictions_loss: 549.4234 - logcount_predictions_loss: 0.2905 2379/2407 [============================>.] - ETA: 4s - loss: 554.6822 - logits_profile_predictions_loss: 549.4236 - logcount_predictions_loss: 0.2905 2380/2407 [============================>.] - ETA: 4s - loss: 554.6824 - logits_profile_predictions_loss: 549.4238 - logcount_predictions_loss: 0.2905 2381/2407 [============================>.] - ETA: 3s - loss: 554.6825 - logits_profile_predictions_loss: 549.4239 - logcount_predictions_loss: 0.2905 2382/2407 [============================>.] - ETA: 3s - loss: 554.6827 - logits_profile_predictions_loss: 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576.9687 - val_logits_profile_predictions_loss: 572.0116 - val_logcount_predictions_loss: 0.2739 Epoch 00010: val_loss did not improve from 573.16962 Epoch 11/50 1/2407 [..............................] - ETA: 7:27 - loss: 552.2333 - logits_profile_predictions_loss: 548.7982 - logcount_predictions_loss: 0.1898 2/2407 [..............................] - ETA: 6:37 - loss: 557.5877 - logits_profile_predictions_loss: 553.6953 - logcount_predictions_loss: 0.2151 3/2407 [..............................] - ETA: 6:21 - loss: 556.4081 - logits_profile_predictions_loss: 552.3309 - logcount_predictions_loss: 0.2253 4/2407 [..............................] - ETA: 6:15 - loss: 551.3226 - logits_profile_predictions_loss: 547.1277 - logcount_predictions_loss: 0.2318 5/2407 [..............................] - ETA: 6:12 - loss: 548.4321 - logits_profile_predictions_loss: 544.1602 - logcount_predictions_loss: 0.2360 6/2407 [..............................] - ETA: 6:11 - loss: 545.1518 - logits_profile_predictions_loss: 540.8236 - logcount_predictions_loss: 0.2391 7/2407 [..............................] - ETA: 6:09 - loss: 544.1118 - logits_profile_predictions_loss: 539.7500 - logcount_predictions_loss: 0.2410 8/2407 [..............................] - ETA: 6:08 - loss: 543.6915 - logits_profile_predictions_loss: 539.3064 - logcount_predictions_loss: 0.2423 9/2407 [..............................] - ETA: 6:08 - loss: 542.9473 - logits_profile_predictions_loss: 538.5334 - logcount_predictions_loss: 0.2439 10/2407 [..............................] - ETA: 6:07 - loss: 542.2962 - logits_profile_predictions_loss: 537.8653 - logcount_predictions_loss: 0.2448 11/2407 [..............................] - ETA: 6:06 - loss: 542.0060 - logits_profile_predictions_loss: 537.5466 - logcount_predictions_loss: 0.2464 12/2407 [..............................] - ETA: 6:06 - loss: 542.0732 - logits_profile_predictions_loss: 537.5920 - logcount_predictions_loss: 0.2476 13/2407 [..............................] - ETA: 6:06 - loss: 541.8172 - logits_profile_predictions_loss: 537.3203 - logcount_predictions_loss: 0.2484 14/2407 [..............................] - ETA: 6:05 - loss: 541.6396 - logits_profile_predictions_loss: 537.1250 - logcount_predictions_loss: 0.2494 15/2407 [..............................] - ETA: 6:05 - loss: 541.6584 - logits_profile_predictions_loss: 537.1235 - logcount_predictions_loss: 0.2505 16/2407 [..............................] - ETA: 6:05 - loss: 541.6708 - logits_profile_predictions_loss: 537.1153 - logcount_predictions_loss: 0.2517 17/2407 [..............................] - ETA: 6:04 - loss: 541.5764 - logits_profile_predictions_loss: 537.0064 - logcount_predictions_loss: 0.2525 18/2407 [..............................] - ETA: 6:04 - loss: 541.4096 - logits_profile_predictions_loss: 536.8325 - logcount_predictions_loss: 0.2529 19/2407 [..............................] - ETA: 6:04 - loss: 541.1650 - logits_profile_predictions_loss: 536.5825 - logcount_predictions_loss: 0.2532 20/2407 [..............................] - ETA: 6:04 - loss: 541.0952 - logits_profile_predictions_loss: 536.5083 - logcount_predictions_loss: 0.2534 21/2407 [..............................] - ETA: 6:03 - loss: 540.8394 - logits_profile_predictions_loss: 536.2482 - logcount_predictions_loss: 0.2537 22/2407 [..............................] - ETA: 6:03 - loss: 540.5809 - logits_profile_predictions_loss: 535.9834 - logcount_predictions_loss: 0.2540 23/2407 [..............................] - ETA: 6:03 - loss: 540.4429 - logits_profile_predictions_loss: 535.8423 - logcount_predictions_loss: 0.2542 24/2407 [..............................] - ETA: 6:03 - loss: 540.2188 - logits_profile_predictions_loss: 535.6155 - logcount_predictions_loss: 0.2543 25/2407 [..............................] - ETA: 6:03 - loss: 540.0400 - logits_profile_predictions_loss: 535.4338 - logcount_predictions_loss: 0.2545 26/2407 [..............................] - ETA: 6:02 - 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logits_profile_predictions_loss: 535.0728 - logcount_predictions_loss: 0.2554 40/2407 [..............................] - ETA: 6:01 - loss: 539.7223 - logits_profile_predictions_loss: 535.0969 - logcount_predictions_loss: 0.2555 41/2407 [..............................] - ETA: 6:01 - loss: 539.7643 - logits_profile_predictions_loss: 535.1373 - logcount_predictions_loss: 0.2556 42/2407 [..............................] - ETA: 6:01 - loss: 539.8333 - logits_profile_predictions_loss: 535.2053 - logcount_predictions_loss: 0.2557 43/2407 [..............................] - ETA: 6:00 - loss: 539.9034 - logits_profile_predictions_loss: 535.2748 - logcount_predictions_loss: 0.2557 44/2407 [..............................] - ETA: 6:00 - loss: 539.9891 - logits_profile_predictions_loss: 535.3605 - logcount_predictions_loss: 0.2557 45/2407 [..............................] - ETA: 6:00 - loss: 540.0817 - logits_profile_predictions_loss: 535.4538 - logcount_predictions_loss: 0.2557 46/2407 [..............................] - ETA: 6:00 - loss: 540.1491 - logits_profile_predictions_loss: 535.5220 - logcount_predictions_loss: 0.2556 47/2407 [..............................] - ETA: 6:00 - loss: 540.2548 - logits_profile_predictions_loss: 535.6282 - logcount_predictions_loss: 0.2556 48/2407 [..............................] - ETA: 5:59 - loss: 540.3467 - logits_profile_predictions_loss: 535.7208 - logcount_predictions_loss: 0.2556 49/2407 [..............................] - ETA: 5:59 - loss: 540.4892 - logits_profile_predictions_loss: 535.8645 - logcount_predictions_loss: 0.2555 50/2407 [..............................] - ETA: 5:59 - loss: 540.5935 - logits_profile_predictions_loss: 535.9701 - logcount_predictions_loss: 0.2554 51/2407 [..............................] - ETA: 5:59 - loss: 540.6969 - logits_profile_predictions_loss: 536.0744 - logcount_predictions_loss: 0.2554 52/2407 [..............................] - ETA: 5:59 - loss: 540.8095 - logits_profile_predictions_loss: 536.1879 - logcount_predictions_loss: 0.2553 53/2407 [..............................] - ETA: 5:59 - loss: 540.9157 - logits_profile_predictions_loss: 536.2940 - logcount_predictions_loss: 0.2553 54/2407 [..............................] - ETA: 5:58 - loss: 540.9989 - logits_profile_predictions_loss: 536.3774 - logcount_predictions_loss: 0.2553 55/2407 [..............................] - ETA: 5:58 - loss: 541.0973 - logits_profile_predictions_loss: 536.4762 - logcount_predictions_loss: 0.2553 56/2407 [..............................] - ETA: 5:58 - loss: 541.1937 - logits_profile_predictions_loss: 536.5732 - logcount_predictions_loss: 0.2553 57/2407 [..............................] - ETA: 5:58 - loss: 541.2966 - logits_profile_predictions_loss: 536.6772 - logcount_predictions_loss: 0.2552 58/2407 [..............................] - ETA: 5:58 - loss: 541.4034 - logits_profile_predictions_loss: 536.7849 - logcount_predictions_loss: 0.2552 59/2407 [..............................] - ETA: 5:57 - 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[..............................] - ETA: 5:54 - loss: 543.7517 - logits_profile_predictions_loss: 539.1279 - logcount_predictions_loss: 0.2555 80/2407 [..............................] - ETA: 5:54 - loss: 543.8621 - logits_profile_predictions_loss: 539.2371 - logcount_predictions_loss: 0.2555 81/2407 [>.............................] - ETA: 5:54 - loss: 543.9569 - logits_profile_predictions_loss: 539.3305 - logcount_predictions_loss: 0.2556 82/2407 [>.............................] - ETA: 5:54 - loss: 544.0471 - logits_profile_predictions_loss: 539.4194 - logcount_predictions_loss: 0.2557 83/2407 [>.............................] - ETA: 5:53 - loss: 544.1333 - logits_profile_predictions_loss: 539.5042 - logcount_predictions_loss: 0.2558 84/2407 [>.............................] - ETA: 5:53 - loss: 544.2097 - logits_profile_predictions_loss: 539.5792 - logcount_predictions_loss: 0.2558 85/2407 [>.............................] - ETA: 5:53 - loss: 544.2835 - logits_profile_predictions_loss: 539.6518 - logcount_predictions_loss: 0.2559 86/2407 [>.............................] - ETA: 5:53 - loss: 544.3542 - logits_profile_predictions_loss: 539.7212 - logcount_predictions_loss: 0.2560 87/2407 [>.............................] - ETA: 5:53 - loss: 544.4185 - logits_profile_predictions_loss: 539.7843 - logcount_predictions_loss: 0.2560 88/2407 [>.............................] - ETA: 5:53 - loss: 544.4798 - logits_profile_predictions_loss: 539.8443 - logcount_predictions_loss: 0.2561 89/2407 [>.............................] - ETA: 5:52 - loss: 544.5415 - logits_profile_predictions_loss: 539.9049 - logcount_predictions_loss: 0.2562 90/2407 [>.............................] - ETA: 5:52 - loss: 544.6058 - logits_profile_predictions_loss: 539.9680 - logcount_predictions_loss: 0.2562 91/2407 [>.............................] - ETA: 5:52 - loss: 544.6598 - logits_profile_predictions_loss: 540.0208 - logcount_predictions_loss: 0.2563 92/2407 [>.............................] - ETA: 5:52 - 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[====>.........................] - ETA: 5:01 - loss: 548.9501 - logits_profile_predictions_loss: 544.2238 - logcount_predictions_loss: 0.2611 425/2407 [====>.........................] - ETA: 5:01 - loss: 548.9519 - logits_profile_predictions_loss: 544.2255 - logcount_predictions_loss: 0.2611 426/2407 [====>.........................] - ETA: 5:01 - loss: 548.9535 - logits_profile_predictions_loss: 544.2271 - logcount_predictions_loss: 0.2611 427/2407 [====>.........................] - ETA: 5:01 - loss: 548.9547 - logits_profile_predictions_loss: 544.2283 - logcount_predictions_loss: 0.2611 428/2407 [====>.........................] - ETA: 5:00 - loss: 548.9557 - logits_profile_predictions_loss: 544.2293 - logcount_predictions_loss: 0.2611 429/2407 [====>.........................] - ETA: 5:00 - loss: 548.9569 - logits_profile_predictions_loss: 544.2303 - logcount_predictions_loss: 0.2611 430/2407 [====>.........................] - ETA: 5:00 - loss: 548.9577 - 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[====>.........................] - ETA: 4:57 - loss: 548.9825 - logits_profile_predictions_loss: 544.2551 - logcount_predictions_loss: 0.2612 451/2407 [====>.........................] - ETA: 4:57 - loss: 548.9839 - logits_profile_predictions_loss: 544.2565 - logcount_predictions_loss: 0.2612 452/2407 [====>.........................] - ETA: 4:57 - loss: 548.9850 - logits_profile_predictions_loss: 544.2576 - logcount_predictions_loss: 0.2612 453/2407 [====>.........................] - ETA: 4:57 - loss: 548.9860 - logits_profile_predictions_loss: 544.2586 - logcount_predictions_loss: 0.2612 454/2407 [====>.........................] - ETA: 4:56 - loss: 548.9869 - logits_profile_predictions_loss: 544.2595 - logcount_predictions_loss: 0.2612 455/2407 [====>.........................] - ETA: 4:56 - loss: 548.9878 - logits_profile_predictions_loss: 544.2604 - logcount_predictions_loss: 0.2612 456/2407 [====>.........................] - ETA: 4:56 - loss: 548.9886 - 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[====>.........................] - ETA: 4:53 - loss: 548.9856 - logits_profile_predictions_loss: 544.2581 - logcount_predictions_loss: 0.2612 477/2407 [====>.........................] - ETA: 4:53 - loss: 548.9844 - logits_profile_predictions_loss: 544.2570 - logcount_predictions_loss: 0.2612 478/2407 [====>.........................] - ETA: 4:53 - loss: 548.9834 - logits_profile_predictions_loss: 544.2559 - logcount_predictions_loss: 0.2612 479/2407 [====>.........................] - ETA: 4:53 - loss: 548.9825 - logits_profile_predictions_loss: 544.2550 - logcount_predictions_loss: 0.2612 480/2407 [====>.........................] - ETA: 4:52 - loss: 548.9816 - logits_profile_predictions_loss: 544.2541 - logcount_predictions_loss: 0.2612 481/2407 [====>.........................] - ETA: 4:52 - loss: 548.9808 - logits_profile_predictions_loss: 544.2532 - logcount_predictions_loss: 0.2612 482/2407 [=====>........................] - ETA: 4:52 - loss: 548.9800 - 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[=====>........................] - ETA: 4:51 - loss: 548.9739 - logits_profile_predictions_loss: 544.2462 - logcount_predictions_loss: 0.2612 490/2407 [=====>........................] - ETA: 4:51 - loss: 548.9729 - logits_profile_predictions_loss: 544.2452 - logcount_predictions_loss: 0.2612 491/2407 [=====>........................] - ETA: 4:51 - loss: 548.9718 - logits_profile_predictions_loss: 544.2441 - logcount_predictions_loss: 0.2612 492/2407 [=====>........................] - ETA: 4:51 - loss: 548.9710 - logits_profile_predictions_loss: 544.2432 - logcount_predictions_loss: 0.2612 493/2407 [=====>........................] - ETA: 4:50 - loss: 548.9706 - logits_profile_predictions_loss: 544.2428 - logcount_predictions_loss: 0.2612 494/2407 [=====>........................] - ETA: 4:50 - loss: 548.9704 - logits_profile_predictions_loss: 544.2425 - logcount_predictions_loss: 0.2612 495/2407 [=====>........................] - ETA: 4:50 - loss: 548.9703 - 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2401/2407 [============================>.] - ETA: 0s - loss: 548.3886 - logits_profile_predictions_loss: 543.6386 - logcount_predictions_loss: 0.2624 2402/2407 [============================>.] - ETA: 0s - loss: 548.3886 - logits_profile_predictions_loss: 543.6386 - logcount_predictions_loss: 0.2624 2403/2407 [============================>.] - ETA: 0s - loss: 548.3886 - logits_profile_predictions_loss: 543.6386 - logcount_predictions_loss: 0.2624 2404/2407 [============================>.] - ETA: 0s - loss: 548.3886 - logits_profile_predictions_loss: 543.6386 - logcount_predictions_loss: 0.2624 2405/2407 [============================>.] - ETA: 0s - loss: 548.3885 - logits_profile_predictions_loss: 543.6386 - logcount_predictions_loss: 0.2624 2406/2407 [============================>.] - ETA: 0s - loss: 548.3885 - logits_profile_predictions_loss: 543.6386 - logcount_predictions_loss: 0.2624 2407/2407 [==============================] - ETA: 0s - loss: 548.3885 - logits_profile_predictions_loss: 543.6386 - logcount_predictions_loss: 0.2624 2407/2407 [==============================] - 384s 160ms/step - loss: 548.3885 - logits_profile_predictions_loss: 543.6386 - logcount_predictions_loss: 0.2624 - val_loss: 574.0945 - val_logits_profile_predictions_loss: 569.2724 - val_logcount_predictions_loss: 0.2664 Epoch 00011: val_loss did not improve from 573.16962 Epoch 12/50 1/2407 [..............................] - ETA: 7:25 - loss: 575.5050 - logits_profile_predictions_loss: 571.5939 - logcount_predictions_loss: 0.2161 2/2407 [..............................] - ETA: 6:34 - loss: 573.6285 - logits_profile_predictions_loss: 569.1776 - logcount_predictions_loss: 0.2459 3/2407 [..............................] - ETA: 6:19 - loss: 571.1660 - logits_profile_predictions_loss: 566.6421 - logcount_predictions_loss: 0.2499 4/2407 [..............................] - ETA: 6:14 - loss: 568.3094 - logits_profile_predictions_loss: 563.7372 - logcount_predictions_loss: 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logits_profile_predictions_loss: 546.8886 - logcount_predictions_loss: 0.2709 12/2407 [..............................] - ETA: 6:06 - loss: 549.8542 - logits_profile_predictions_loss: 544.9353 - logcount_predictions_loss: 0.2718 13/2407 [..............................] - ETA: 6:05 - loss: 548.0477 - logits_profile_predictions_loss: 543.1194 - logcount_predictions_loss: 0.2723 14/2407 [..............................] - ETA: 6:05 - loss: 546.4882 - logits_profile_predictions_loss: 541.5582 - logcount_predictions_loss: 0.2724 15/2407 [..............................] - ETA: 6:05 - loss: 545.1475 - logits_profile_predictions_loss: 540.2160 - logcount_predictions_loss: 0.2725 16/2407 [..............................] - ETA: 6:04 - loss: 543.7490 - logits_profile_predictions_loss: 538.8244 - logcount_predictions_loss: 0.2721 17/2407 [..............................] - ETA: 6:04 - loss: 542.4913 - logits_profile_predictions_loss: 537.5687 - logcount_predictions_loss: 0.2720 18/2407 [..............................] - ETA: 6:04 - loss: 541.5967 - logits_profile_predictions_loss: 536.6743 - logcount_predictions_loss: 0.2720 19/2407 [..............................] - ETA: 6:04 - loss: 540.9517 - logits_profile_predictions_loss: 536.0323 - logcount_predictions_loss: 0.2718 20/2407 [..............................] - ETA: 6:03 - loss: 540.3924 - logits_profile_predictions_loss: 535.4762 - logcount_predictions_loss: 0.2716 21/2407 [..............................] - ETA: 6:03 - loss: 539.9281 - logits_profile_predictions_loss: 535.0169 - logcount_predictions_loss: 0.2713 22/2407 [..............................] - ETA: 6:03 - loss: 539.5328 - logits_profile_predictions_loss: 534.6242 - logcount_predictions_loss: 0.2712 23/2407 [..............................] - ETA: 6:03 - loss: 539.3379 - logits_profile_predictions_loss: 534.4325 - logcount_predictions_loss: 0.2710 24/2407 [..............................] - ETA: 6:02 - loss: 539.1955 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 541.0889 - logcount_predictions_loss: 0.2547 2400/2407 [============================>.] - ETA: 1s - loss: 545.6979 - logits_profile_predictions_loss: 541.0889 - logcount_predictions_loss: 0.2547 2401/2407 [============================>.] - ETA: 0s - loss: 545.6978 - logits_profile_predictions_loss: 541.0888 - logcount_predictions_loss: 0.2547 2402/2407 [============================>.] - ETA: 0s - loss: 545.6977 - logits_profile_predictions_loss: 541.0888 - logcount_predictions_loss: 0.2547 2403/2407 [============================>.] - ETA: 0s - loss: 545.6976 - logits_profile_predictions_loss: 541.0887 - logcount_predictions_loss: 0.2547 2404/2407 [============================>.] - ETA: 0s - loss: 545.6976 - logits_profile_predictions_loss: 541.0887 - logcount_predictions_loss: 0.2547 2405/2407 [============================>.] - ETA: 0s - loss: 545.6975 - logits_profile_predictions_loss: 541.0886 - logcount_predictions_loss: 0.2547 2406/2407 [============================>.] - ETA: 0s - loss: 545.6974 - logits_profile_predictions_loss: 541.0885 - logcount_predictions_loss: 0.2547 2407/2407 [==============================] - ETA: 0s - loss: 545.6974 - logits_profile_predictions_loss: 541.0885 - logcount_predictions_loss: 0.2547 2407/2407 [==============================] - 384s 160ms/step - loss: 545.6973 - logits_profile_predictions_loss: 541.0884 - logcount_predictions_loss: 0.2547 - val_loss: 573.4755 - val_logits_profile_predictions_loss: 568.7172 - val_logcount_predictions_loss: 0.2629 Epoch 00012: val_loss did not improve from 573.16962 Restoring model weights from the end of the best epoch. Epoch 00012: early stopping save model save model without bias 2022-03-24_03-26-06: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//preprocessing/bigWigs/ENCSR822GDF.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//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/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(42680, 10) loading nonpeaks... got split:test for bed regions:(42680, 10) 0/334 100/334 200/334 300/334 2022-03-24_03-30-10: 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/ENCSR822GDF//preprocessing/bigWigs/ENCSR822GDF.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//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/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(42680, 10) loading nonpeaks... got split:test for bed regions:(42680, 10) 0/334 100/334 200/334 300/334 2022-03-24_03-33-54: 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/ENCSR822GDF//preprocessing/bigWigs/ENCSR822GDF.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//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/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(42680, 10) loading nonpeaks... got split:test for bed regions:(42680, 10) 0/334 100/334 200/334 300/334 2022-03-24_03-36-36: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//footprints 2022-03-24_03-36-36: 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/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//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 1/38 [..............................] - ETA: 4:01 3/38 [=>............................] - ETA: 11s  4/38 [==>...........................] - ETA: 15s 5/38 [==>...........................] - ETA: 16s 6/38 [===>..........................] - ETA: 16s 7/38 [====>.........................] - ETA: 17s 8/38 [=====>........................] - ETA: 16s 9/38 [======>.......................] - ETA: 16s 10/38 [======>.......................] - ETA: 16s 11/38 [=======>......................] - ETA: 16s 12/38 [========>.....................] - ETA: 15s 13/38 [=========>....................] - ETA: 15s 14/38 [==========>...................] - ETA: 14s 15/38 [==========>...................] - ETA: 14s 16/38 [===========>..................] - ETA: 13s 17/38 [============>.................] - ETA: 12s 18/38 [=============>................] - ETA: 12s 19/38 [==============>...............] - ETA: 11s 20/38 [==============>...............] - ETA: 11s 21/38 [===============>..............] - ETA: 10s 22/38 [================>.............] - ETA: 10s 23/38 [=================>............] - ETA: 9s  24/38 [=================>............] - ETA: 8s 25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 7s 27/38 [====================>.........] - ETA: 6s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 5s 30/38 [======================>.......] - ETA: 5s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 3s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 1s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 34s 732ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 23s 3/38 [=>............................] - ETA: 23s 4/38 [==>...........................] - ETA: 22s 5/38 [==>...........................] - ETA: 21s 6/38 [===>..........................] - ETA: 21s 7/38 [====>.........................] - ETA: 20s 8/38 [=====>........................] - ETA: 19s 9/38 [======>.......................] - ETA: 19s 10/38 [======>.......................] - ETA: 18s 11/38 [=======>......................] - ETA: 17s 12/38 [========>.....................] - ETA: 17s 13/38 [=========>....................] - ETA: 16s 14/38 [==========>...................] - ETA: 15s 15/38 [==========>...................] - ETA: 15s 16/38 [===========>..................] - ETA: 14s 17/38 [============>.................] - ETA: 13s 18/38 [=============>................] - ETA: 13s 19/38 [==============>...............] - ETA: 12s 20/38 [==============>...............] - ETA: 11s 21/38 [===============>..............] - ETA: 11s 22/38 [================>.............] - ETA: 10s 23/38 [=================>............] - ETA: 9s  24/38 [=================>............] - ETA: 9s 25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 7s 27/38 [====================>.........] - ETA: 7s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 5s 30/38 [======================>.......] - ETA: 5s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 3s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 1s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 25s 664ms/step inserting motif: dnase_2 TGTACTTACGAA 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 23s 3/38 [=>............................] - ETA: 22s 4/38 [==>...........................] - ETA: 22s 5/38 [==>...........................] - ETA: 21s 6/38 [===>..........................] - ETA: 21s 7/38 [====>.........................] - ETA: 20s 8/38 [=====>........................] - ETA: 19s 9/38 [======>.......................] - ETA: 19s 10/38 [======>.......................] - ETA: 18s 11/38 [=======>......................] - ETA: 17s 12/38 [========>.....................] - ETA: 17s 13/38 [=========>....................] - ETA: 16s 14/38 [==========>...................] - ETA: 15s 15/38 [==========>...................] - ETA: 15s 16/38 [===========>..................] - ETA: 14s 17/38 [============>.................] - ETA: 13s 18/38 [=============>................] - ETA: 13s 19/38 [==============>...............] - ETA: 12s 20/38 [==============>...............] - ETA: 11s 21/38 [===============>..............] - ETA: 11s 22/38 [================>.............] - ETA: 10s 23/38 [=================>............] - ETA: 9s  24/38 [=================>............] - ETA: 9s 25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 7s 27/38 [====================>.........] - ETA: 7s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 5s 30/38 [======================>.......] - ETA: 5s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 3s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 1s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 25s 664ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 23s 3/38 [=>............................] - ETA: 23s 4/38 [==>...........................] - ETA: 22s 5/38 [==>...........................] - ETA: 21s 6/38 [===>..........................] - ETA: 21s 7/38 [====>.........................] - ETA: 20s 8/38 [=====>........................] - ETA: 19s 9/38 [======>.......................] - ETA: 19s 10/38 [======>.......................] - ETA: 18s 11/38 [=======>......................] - ETA: 17s 12/38 [========>.....................] - ETA: 17s 13/38 [=========>....................] - ETA: 16s 14/38 [==========>...................] - ETA: 15s 15/38 [==========>...................] - ETA: 15s 16/38 [===========>..................] - ETA: 14s 17/38 [============>.................] - ETA: 13s 18/38 [=============>................] - ETA: 13s 19/38 [==============>...............] - ETA: 12s 20/38 [==============>...............] - ETA: 11s 21/38 [===============>..............] - ETA: 11s 22/38 [================>.............] - ETA: 10s 23/38 [=================>............] - ETA: 9s  24/38 [=================>............] - ETA: 9s 25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 7s 27/38 [====================>.........] - ETA: 7s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 5s 30/38 [======================>.......] - ETA: 5s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 3s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 1s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 25s 663ms/step Saving marginal footprints 2022-03-24_03-38-44: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//footprints 2022-03-24_03-38-44: 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/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//chrombpnet_model_encsr880cub_bias//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR822GDF//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 1/38 [..............................] - ETA: 1:49 3/38 [=>............................] - ETA: 1s  4/38 [==>...........................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 6/38 [===>..........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 8/38 [=====>........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 10/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 12/38 [========>.....................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 14/38 [==========>...................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 16/38 [===========>..................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 18/38 [=============>................] - ETA: 1s 19/38 [==============>...............] - ETA: 1s 20/38 [==============>...............] - ETA: 0s 21/38 [===============>..............] - ETA: 0s 22/38 [================>.............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 24/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 26/38 [===================>..........] - ETA: 0s 27/38 [====================>.........] - ETA: 0s 28/38 [=====================>........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 5s 64ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 2s 3/38 [=>............................] - ETA: 1s 4/38 [==>...........................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 6/38 [===>..........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 8/38 [=====>........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 10/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 12/38 [========>.....................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 14/38 [==========>...................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 16/38 [===========>..................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 18/38 [=============>................] - ETA: 1s 19/38 [==============>...............] - ETA: 1s 20/38 [==============>...............] - ETA: 1s 21/38 [===============>..............] - ETA: 0s 22/38 [================>.............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 24/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 26/38 [===================>..........] - ETA: 0s 27/38 [====================>.........] - ETA: 0s 28/38 [=====================>........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 2s 57ms/step inserting motif: dnase_2 TGTACTTACGAA 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 2s 3/38 [=>............................] - ETA: 1s 4/38 [==>...........................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 6/38 [===>..........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 8/38 [=====>........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 10/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 12/38 [========>.....................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 14/38 [==========>...................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 16/38 [===========>..................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 18/38 [=============>................] - ETA: 1s 19/38 [==============>...............] - ETA: 1s 20/38 [==============>...............] - ETA: 1s 21/38 [===============>..............] - ETA: 0s 22/38 [================>.............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 24/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 26/38 [===================>..........] - ETA: 0s 27/38 [====================>.........] - ETA: 0s 28/38 [=====================>........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 2s 57ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 2s 3/38 [=>............................] - ETA: 1s 4/38 [==>...........................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 6/38 [===>..........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 8/38 [=====>........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 10/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 12/38 [========>.....................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 14/38 [==========>...................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 16/38 [===========>..................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 18/38 [=============>................] - ETA: 1s 19/38 [==============>...............] - ETA: 1s 20/38 [==============>...............] - ETA: 1s 21/38 [===============>..............] - ETA: 0s 22/38 [================>.............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 24/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 26/38 [===================>..........] - ETA: 0s 27/38 [====================>.........] - ETA: 0s 28/38 [=====================>........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 30/38 [======================>.......] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 36/38 [===========================>..] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 2s 58ms/step Saving marginal footprints