DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json Tue Oct 4 11:50:46 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 515.65.01 Driver Version: 515.65.01 CUDA Version: 11.7 | |-------------------------------+----------------------+----------------------+ | 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:C7:00.0 Off | 0 | | N/A 27C P0 55W / 360W | 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 2022-10-04_11-50-47: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR283TME/fold_3/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr4', 'chr7', 'chr8', 'chr9', 'chr11', 'chr12', 'chr13', 'chr15', 'chr16', 'chr17', 'chr19', 'chrX', 'chrY', 'chr6', 'chr21'] Number of peaks input: 156957 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 156957 Number of peaks input: 43043 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 43043 Number of non peaks input: 161019 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 161019 Number of non peaks input: 38980 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 38980 Number of peaks after removing outliers: 155229 Number of nonpeaks after removing outliers: 143113 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 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ETA: 0s 4379/4473 [============================>.] - ETA: 0s 4390/4473 [============================>.] - ETA: 0s 4401/4473 [============================>.] - ETA: 0s 4412/4473 [============================>.] - ETA: 0s 4423/4473 [============================>.] - ETA: 0s 4434/4473 [============================>.] - ETA: 0s 4445/4473 [============================>.] - ETA: 0s 4456/4473 [============================>.] - ETA: 0s 4467/4473 [============================>.] - ETA: 0s 4473/4473 [==============================] - ETA: 0s 4473/4473 [==============================] - 36s 5ms/step 2022-10-04_11-57-35: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.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': '14.2', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(140290, 10) loading nonpeaks... got split:train for bed regions:(132617, 10) loading peaks... got split:valid for bed regions:(14939, 10) loading nonpeaks... got split:valid for bed regions:(10496, 10) Epoch 1/50 1/2412 [..............................] - ETA: 4:39:22 - loss: 659.1746 - logits_profile_predictions_loss: 638.5503 - logcount_predictions_loss: 1.4524 2/2412 [..............................] - ETA: 6:11 - loss: 760.3747 - logits_profile_predictions_loss: 636.3890 - logcount_predictions_loss: 8.7314  3/2412 [..............................] - ETA: 6:09 - loss: 776.0481 - logits_profile_predictions_loss: 640.4184 - logcount_predictions_loss: 9.5514 4/2412 [..............................] - ETA: 6:07 - loss: 772.2624 - logits_profile_predictions_loss: 639.5463 - logcount_predictions_loss: 9.3462 5/2412 [..............................] - ETA: 6:07 - loss: 761.0603 - logits_profile_predictions_loss: 634.4659 - logcount_predictions_loss: 8.9151 6/2412 [..............................] - ETA: 6:06 - loss: 750.5297 - logits_profile_predictions_loss: 630.3214 - logcount_predictions_loss: 8.4654 7/2412 [..............................] - ETA: 6:06 - loss: 744.4427 - logits_profile_predictions_loss: 629.9909 - logcount_predictions_loss: 8.0600 8/2412 [..............................] - ETA: 6:06 - loss: 740.5491 - logits_profile_predictions_loss: 631.2975 - logcount_predictions_loss: 7.6938 9/2412 [..............................] - ETA: 6:05 - loss: 736.3309 - logits_profile_predictions_loss: 631.8389 - logcount_predictions_loss: 7.3586 10/2412 [..............................] - ETA: 6:05 - loss: 732.2057 - logits_profile_predictions_loss: 631.9952 - logcount_predictions_loss: 7.0571 11/2412 [..............................] - ETA: 6:05 - loss: 728.7855 - logits_profile_predictions_loss: 632.4209 - logcount_predictions_loss: 6.7862 12/2412 [..............................] - ETA: 6:04 - loss: 726.1587 - logits_profile_predictions_loss: 633.2334 - logcount_predictions_loss: 6.5440 13/2412 [..............................] - ETA: 6:04 - loss: 725.4824 - logits_profile_predictions_loss: 635.6143 - logcount_predictions_loss: 6.3287 14/2412 [..............................] - ETA: 6:04 - loss: 725.1132 - logits_profile_predictions_loss: 637.9972 - logcount_predictions_loss: 6.1349 15/2412 [..............................] - ETA: 6:04 - loss: 724.4784 - logits_profile_predictions_loss: 639.8861 - logcount_predictions_loss: 5.9572 16/2412 [..............................] - ETA: 6:03 - loss: 723.7911 - logits_profile_predictions_loss: 641.5172 - logcount_predictions_loss: 5.7939 17/2412 [..............................] - ETA: 6:03 - loss: 722.7148 - logits_profile_predictions_loss: 642.6002 - logcount_predictions_loss: 5.6419 18/2412 [..............................] - ETA: 6:03 - loss: 721.6846 - logits_profile_predictions_loss: 643.5653 - logcount_predictions_loss: 5.5014 19/2412 [..............................] - ETA: 6:03 - loss: 720.9702 - logits_profile_predictions_loss: 644.6842 - logcount_predictions_loss: 5.3722 20/2412 [..............................] - ETA: 6:03 - loss: 719.8661 - logits_profile_predictions_loss: 645.3117 - logcount_predictions_loss: 5.2503 21/2412 [..............................] - ETA: 6:03 - loss: 718.8461 - logits_profile_predictions_loss: 645.9007 - logcount_predictions_loss: 5.1370 22/2412 [..............................] - ETA: 6:03 - loss: 717.9159 - logits_profile_predictions_loss: 646.4738 - logcount_predictions_loss: 5.0311 23/2412 [..............................] - ETA: 6:02 - loss: 716.7187 - logits_profile_predictions_loss: 646.6999 - logcount_predictions_loss: 4.9309 24/2412 [..............................] - ETA: 6:02 - loss: 715.8344 - logits_profile_predictions_loss: 647.1316 - logcount_predictions_loss: 4.8382 25/2412 [..............................] - ETA: 6:02 - loss: 715.0953 - logits_profile_predictions_loss: 647.6228 - logcount_predictions_loss: 4.7516 26/2412 [..............................] - ETA: 6:02 - loss: 714.4456 - logits_profile_predictions_loss: 648.1285 - logcount_predictions_loss: 4.6702 27/2412 [..............................] - ETA: 6:01 - loss: 713.8308 - logits_profile_predictions_loss: 648.6009 - logcount_predictions_loss: 4.5937 28/2412 [..............................] - ETA: 6:01 - loss: 713.1168 - logits_profile_predictions_loss: 648.9218 - logcount_predictions_loss: 4.5208 29/2412 [..............................] - ETA: 6:01 - loss: 712.6136 - logits_profile_predictions_loss: 649.3868 - logcount_predictions_loss: 4.4526 30/2412 [..............................] - ETA: 6:01 - loss: 712.2303 - logits_profile_predictions_loss: 649.9184 - logcount_predictions_loss: 4.3882 31/2412 [..............................] - ETA: 6:01 - loss: 711.7928 - logits_profile_predictions_loss: 650.3523 - logcount_predictions_loss: 4.3268 32/2412 [..............................] - ETA: 6:01 - loss: 711.3493 - logits_profile_predictions_loss: 650.7396 - logcount_predictions_loss: 4.2683 33/2412 [..............................] - ETA: 6:01 - loss: 710.8270 - logits_profile_predictions_loss: 651.0146 - logcount_predictions_loss: 4.2121 34/2412 [..............................] - ETA: 6:00 - loss: 710.3570 - logits_profile_predictions_loss: 651.3033 - logcount_predictions_loss: 4.1587 35/2412 [..............................] - ETA: 6:00 - loss: 710.0278 - logits_profile_predictions_loss: 651.6896 - logcount_predictions_loss: 4.1083 36/2412 [..............................] - ETA: 6:00 - loss: 709.7469 - logits_profile_predictions_loss: 652.0905 - logcount_predictions_loss: 4.0603 37/2412 [..............................] - ETA: 6:00 - loss: 709.4250 - logits_profile_predictions_loss: 652.4236 - logcount_predictions_loss: 4.0142 38/2412 [..............................] - ETA: 6:00 - loss: 709.1463 - logits_profile_predictions_loss: 652.7715 - logcount_predictions_loss: 3.9701 39/2412 [..............................] - ETA: 6:00 - loss: 708.9126 - logits_profile_predictions_loss: 653.1367 - logcount_predictions_loss: 3.9279 40/2412 [..............................] - ETA: 5:59 - loss: 708.6573 - logits_profile_predictions_loss: 653.4566 - logcount_predictions_loss: 3.8874 41/2412 [..............................] - ETA: 5:59 - loss: 708.4013 - logits_profile_predictions_loss: 653.7539 - logcount_predictions_loss: 3.8484 42/2412 [..............................] - ETA: 5:59 - loss: 708.1434 - logits_profile_predictions_loss: 654.0294 - logcount_predictions_loss: 3.8108 43/2412 [..............................] - ETA: 5:59 - loss: 707.8871 - logits_profile_predictions_loss: 654.2873 - logcount_predictions_loss: 3.7746 44/2412 [..............................] - ETA: 5:59 - loss: 707.6421 - logits_profile_predictions_loss: 654.5377 - logcount_predictions_loss: 3.7397 45/2412 [..............................] - ETA: 5:59 - loss: 707.3904 - logits_profile_predictions_loss: 654.7644 - logcount_predictions_loss: 3.7061 46/2412 [..............................] - ETA: 5:58 - loss: 707.0642 - logits_profile_predictions_loss: 654.9039 - logcount_predictions_loss: 3.6733 47/2412 [..............................] - ETA: 5:58 - loss: 706.7300 - logits_profile_predictions_loss: 655.0207 - logcount_predictions_loss: 3.6415 48/2412 [..............................] - ETA: 5:58 - loss: 706.3988 - logits_profile_predictions_loss: 655.1262 - logcount_predictions_loss: 3.6107 49/2412 [..............................] - ETA: 5:58 - loss: 706.0664 - logits_profile_predictions_loss: 655.2177 - logcount_predictions_loss: 3.5809 50/2412 [..............................] - ETA: 5:58 - loss: 705.7638 - logits_profile_predictions_loss: 655.3248 - logcount_predictions_loss: 3.5520 51/2412 [..............................] - ETA: 5:58 - loss: 705.4853 - logits_profile_predictions_loss: 655.4419 - logcount_predictions_loss: 3.5242 52/2412 [..............................] - ETA: 5:58 - loss: 705.2692 - logits_profile_predictions_loss: 655.6059 - logcount_predictions_loss: 3.4974 53/2412 [..............................] - ETA: 5:57 - loss: 705.0512 - logits_profile_predictions_loss: 655.7570 - logcount_predictions_loss: 3.4714 54/2412 [..............................] - ETA: 5:57 - loss: 704.8175 - logits_profile_predictions_loss: 655.8823 - logcount_predictions_loss: 3.4461 55/2412 [..............................] - ETA: 5:57 - loss: 704.6117 - logits_profile_predictions_loss: 656.0241 - logcount_predictions_loss: 3.4217 56/2412 [..............................] - ETA: 5:57 - loss: 704.3978 - logits_profile_predictions_loss: 656.1480 - logcount_predictions_loss: 3.3979 57/2412 [..............................] - ETA: 5:57 - loss: 704.1917 - logits_profile_predictions_loss: 656.2698 - logcount_predictions_loss: 3.3748 58/2412 [..............................] - ETA: 5:57 - loss: 704.0117 - logits_profile_predictions_loss: 656.4062 - logcount_predictions_loss: 3.3525 59/2412 [..............................] - ETA: 5:56 - loss: 703.8436 - logits_profile_predictions_loss: 656.5462 - logcount_predictions_loss: 3.3308 60/2412 [..............................] - ETA: 5:56 - loss: 703.6986 - logits_profile_predictions_loss: 656.6992 - logcount_predictions_loss: 3.3098 61/2412 [..............................] - ETA: 5:56 - loss: 703.5832 - logits_profile_predictions_loss: 656.8719 - logcount_predictions_loss: 3.2895 62/2412 [..............................] - ETA: 5:56 - loss: 703.4707 - logits_profile_predictions_loss: 657.0392 - logcount_predictions_loss: 3.2698 63/2412 [..............................] - ETA: 5:56 - loss: 703.3732 - logits_profile_predictions_loss: 657.2136 - logcount_predictions_loss: 3.2507 64/2412 [..............................] - ETA: 5:56 - loss: 703.2448 - logits_profile_predictions_loss: 657.3521 - logcount_predictions_loss: 3.2319 65/2412 [..............................] - ETA: 5:55 - loss: 703.1430 - logits_profile_predictions_loss: 657.5097 - logcount_predictions_loss: 3.2136 66/2412 [..............................] - ETA: 5:55 - loss: 703.0426 - logits_profile_predictions_loss: 657.6622 - logcount_predictions_loss: 3.1958 67/2412 [..............................] - ETA: 5:55 - loss: 702.9641 - logits_profile_predictions_loss: 657.8288 - logcount_predictions_loss: 3.1785 68/2412 [..............................] - ETA: 5:55 - loss: 702.8893 - logits_profile_predictions_loss: 657.9927 - logcount_predictions_loss: 3.1617 69/2412 [..............................] - ETA: 5:55 - loss: 702.7854 - logits_profile_predictions_loss: 658.1237 - logcount_predictions_loss: 3.1452 70/2412 [..............................] - ETA: 5:55 - loss: 702.6762 - logits_profile_predictions_loss: 658.2438 - logcount_predictions_loss: 3.1290 71/2412 [..............................] - ETA: 5:55 - loss: 702.5479 - logits_profile_predictions_loss: 658.3403 - logcount_predictions_loss: 3.1132 72/2412 [..............................] - ETA: 5:54 - loss: 702.3993 - logits_profile_predictions_loss: 658.4129 - logcount_predictions_loss: 3.0976 73/2412 [..............................] - ETA: 5:54 - loss: 702.2517 - logits_profile_predictions_loss: 658.4814 - logcount_predictions_loss: 3.0824 74/2412 [..............................] - ETA: 5:54 - loss: 702.1225 - logits_profile_predictions_loss: 658.5623 - logcount_predictions_loss: 3.0676 75/2412 [..............................] - ETA: 5:54 - loss: 702.0134 - logits_profile_predictions_loss: 658.6579 - logcount_predictions_loss: 3.0532 76/2412 [..............................] - ETA: 5:54 - loss: 701.8811 - logits_profile_predictions_loss: 658.7272 - logcount_predictions_loss: 3.0390 77/2412 [..............................] - ETA: 5:54 - loss: 701.7697 - logits_profile_predictions_loss: 658.8122 - logcount_predictions_loss: 3.0252 78/2412 [..............................] - ETA: 5:53 - loss: 701.6627 - logits_profile_predictions_loss: 658.8974 - logcount_predictions_loss: 3.0116 79/2412 [..............................] - ETA: 5:53 - loss: 701.5621 - logits_profile_predictions_loss: 658.9848 - logcount_predictions_loss: 2.9984 80/2412 [..............................] - ETA: 5:53 - loss: 701.4577 - logits_profile_predictions_loss: 659.0647 - logcount_predictions_loss: 2.9854 81/2412 [>.............................] - ETA: 5:53 - loss: 701.3577 - logits_profile_predictions_loss: 659.1452 - logcount_predictions_loss: 2.9727 82/2412 [>.............................] - ETA: 5:53 - loss: 701.2517 - logits_profile_predictions_loss: 659.2167 - logcount_predictions_loss: 2.9602 83/2412 [>.............................] - ETA: 5:53 - loss: 701.1526 - logits_profile_predictions_loss: 659.2910 - logcount_predictions_loss: 2.9480 84/2412 [>.............................] - ETA: 5:53 - loss: 701.0580 - logits_profile_predictions_loss: 659.3660 - logcount_predictions_loss: 2.9361 85/2412 [>.............................] - ETA: 5:52 - loss: 700.9521 - logits_profile_predictions_loss: 659.4275 - logcount_predictions_loss: 2.9243 86/2412 [>.............................] - ETA: 5:52 - loss: 700.8574 - logits_profile_predictions_loss: 659.4961 - logcount_predictions_loss: 2.9128 87/2412 [>.............................] - ETA: 5:52 - loss: 700.7590 - logits_profile_predictions_loss: 659.5582 - logcount_predictions_loss: 2.9015 88/2412 [>.............................] - ETA: 5:52 - loss: 700.6649 - logits_profile_predictions_loss: 659.6211 - logcount_predictions_loss: 2.8904 89/2412 [>.............................] - ETA: 5:52 - loss: 700.5718 - logits_profile_predictions_loss: 659.6824 - logcount_predictions_loss: 2.8795 90/2412 [>.............................] - ETA: 5:52 - loss: 700.4923 - logits_profile_predictions_loss: 659.7537 - logcount_predictions_loss: 2.8689 91/2412 [>.............................] - ETA: 5:52 - loss: 700.4082 - logits_profile_predictions_loss: 659.8181 - logcount_predictions_loss: 2.8585 92/2412 [>.............................] - ETA: 5:51 - loss: 700.3335 - logits_profile_predictions_loss: 659.8884 - logcount_predictions_loss: 2.8482 93/2412 [>.............................] - ETA: 5:51 - loss: 700.2461 - logits_profile_predictions_loss: 659.9445 - logcount_predictions_loss: 2.8381 94/2412 [>.............................] - ETA: 5:51 - loss: 700.1454 - logits_profile_predictions_loss: 659.9853 - logcount_predictions_loss: 2.8282 95/2412 [>.............................] - ETA: 5:51 - loss: 700.0412 - logits_profile_predictions_loss: 660.0202 - logcount_predictions_loss: 2.8184 96/2412 [>.............................] - ETA: 5:51 - loss: 699.9310 - logits_profile_predictions_loss: 660.0473 - logcount_predictions_loss: 2.8087 97/2412 [>.............................] - ETA: 5:51 - loss: 699.8326 - logits_profile_predictions_loss: 660.0833 - logcount_predictions_loss: 2.7992 98/2412 [>.............................] - ETA: 5:50 - loss: 699.7425 - logits_profile_predictions_loss: 660.1248 - logcount_predictions_loss: 2.7900 99/2412 [>.............................] - ETA: 5:50 - loss: 699.6357 - logits_profile_predictions_loss: 660.1484 - logcount_predictions_loss: 2.7808 100/2412 [>.............................] - ETA: 5:50 - loss: 699.5357 - logits_profile_predictions_loss: 660.1763 - logcount_predictions_loss: 2.7718 101/2412 [>.............................] - ETA: 5:50 - loss: 699.4362 - logits_profile_predictions_loss: 660.2025 - logcount_predictions_loss: 2.7629 102/2412 [>.............................] - ETA: 5:50 - loss: 699.3478 - logits_profile_predictions_loss: 660.2370 - logcount_predictions_loss: 2.7543 103/2412 [>.............................] - ETA: 5:50 - loss: 699.2507 - logits_profile_predictions_loss: 660.2614 - logcount_predictions_loss: 2.7457 104/2412 [>.............................] - ETA: 5:50 - loss: 699.1620 - logits_profile_predictions_loss: 660.2917 - logcount_predictions_loss: 2.7373 105/2412 [>.............................] - ETA: 5:49 - loss: 699.0728 - logits_profile_predictions_loss: 660.3197 - logcount_predictions_loss: 2.7291 106/2412 [>.............................] - ETA: 5:49 - loss: 698.9846 - logits_profile_predictions_loss: 660.3470 - logcount_predictions_loss: 2.7210 107/2412 [>.............................] - ETA: 5:49 - loss: 698.8965 - logits_profile_predictions_loss: 660.3723 - logcount_predictions_loss: 2.7130 108/2412 [>.............................] - ETA: 5:49 - loss: 698.8048 - logits_profile_predictions_loss: 660.3925 - logcount_predictions_loss: 2.7051 109/2412 [>.............................] - ETA: 5:49 - loss: 698.7250 - logits_profile_predictions_loss: 660.4224 - logcount_predictions_loss: 2.6974 110/2412 [>.............................] - ETA: 5:49 - loss: 698.6429 - logits_profile_predictions_loss: 660.4483 - logcount_predictions_loss: 2.6898 111/2412 [>.............................] - ETA: 5:48 - loss: 698.5681 - logits_profile_predictions_loss: 660.4794 - logcount_predictions_loss: 2.6823 112/2412 [>.............................] - ETA: 5:48 - loss: 698.4981 - logits_profile_predictions_loss: 660.5135 - logcount_predictions_loss: 2.6750 113/2412 [>.............................] - ETA: 5:48 - loss: 698.4415 - logits_profile_predictions_loss: 660.5589 - logcount_predictions_loss: 2.6678 114/2412 [>.............................] - ETA: 5:48 - loss: 698.3781 - logits_profile_predictions_loss: 660.5964 - logcount_predictions_loss: 2.6607 115/2412 [>.............................] - ETA: 5:48 - loss: 698.3340 - 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logits_profile_predictions_loss: 652.8466 - logcount_predictions_loss: 1.5178 2405/2412 [============================>.] - ETA: 1s - loss: 674.3908 - logits_profile_predictions_loss: 652.8415 - logcount_predictions_loss: 1.5176 2406/2412 [============================>.] - ETA: 0s - loss: 674.3828 - logits_profile_predictions_loss: 652.8363 - logcount_predictions_loss: 1.5174 2407/2412 [============================>.] - ETA: 0s - loss: 674.3747 - logits_profile_predictions_loss: 652.8312 - logcount_predictions_loss: 1.5172 2408/2412 [============================>.] - ETA: 0s - loss: 674.3666 - logits_profile_predictions_loss: 652.8260 - logcount_predictions_loss: 1.5170 2409/2412 [============================>.] - ETA: 0s - loss: 674.3586 - logits_profile_predictions_loss: 652.8208 - logcount_predictions_loss: 1.5168 2410/2412 [============================>.] - ETA: 0s - loss: 674.3505 - logits_profile_predictions_loss: 652.8156 - logcount_predictions_loss: 1.5166 2411/2412 [============================>.] - ETA: 0s - loss: 674.3424 - logits_profile_predictions_loss: 652.8105 - logcount_predictions_loss: 1.5164 2412/2412 [==============================] - ETA: 0s - loss: 674.3344 - logits_profile_predictions_loss: 652.8053 - logcount_predictions_loss: 1.5162 2412/2412 [==============================] - 393s 160ms/step - loss: 674.3263 - logits_profile_predictions_loss: 652.8001 - logcount_predictions_loss: 1.5160 - val_loss: 616.3018 - val_logits_profile_predictions_loss: 610.8676 - val_logcount_predictions_loss: 0.3827 Epoch 00001: val_loss improved from inf to 616.30176, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3/chrombpnet.h5 Epoch 2/50 1/2412 [..............................] - ETA: 7:14 - loss: 623.6179 - logits_profile_predictions_loss: 618.7237 - logcount_predictions_loss: 0.3447 2/2412 [..............................] - ETA: 6:06 - loss: 638.4291 - 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[..............................] - ETA: 6:04 - loss: 639.2153 - logits_profile_predictions_loss: 634.2089 - logcount_predictions_loss: 0.3526 10/2412 [..............................] - ETA: 6:04 - loss: 639.7159 - logits_profile_predictions_loss: 634.6645 - logcount_predictions_loss: 0.3557 11/2412 [..............................] - ETA: 6:04 - loss: 640.8159 - logits_profile_predictions_loss: 635.7254 - logcount_predictions_loss: 0.3585 12/2412 [..............................] - ETA: 6:04 - loss: 641.9896 - logits_profile_predictions_loss: 636.8522 - logcount_predictions_loss: 0.3618 13/2412 [..............................] - ETA: 6:04 - loss: 643.2609 - logits_profile_predictions_loss: 638.0685 - logcount_predictions_loss: 0.3657 14/2412 [..............................] - ETA: 6:03 - loss: 644.0494 - logits_profile_predictions_loss: 638.8159 - logcount_predictions_loss: 0.3686 15/2412 [..............................] - ETA: 6:03 - loss: 644.5243 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:59 - loss: 641.3233 - logits_profile_predictions_loss: 635.8021 - logcount_predictions_loss: 0.3888 43/2412 [..............................] - ETA: 5:59 - loss: 641.4310 - logits_profile_predictions_loss: 635.9038 - logcount_predictions_loss: 0.3892 44/2412 [..............................] - ETA: 5:59 - loss: 641.5041 - logits_profile_predictions_loss: 635.9718 - logcount_predictions_loss: 0.3896 45/2412 [..............................] - ETA: 5:59 - loss: 641.5897 - logits_profile_predictions_loss: 636.0527 - logcount_predictions_loss: 0.3899 46/2412 [..............................] - ETA: 5:58 - loss: 641.6602 - logits_profile_predictions_loss: 636.1183 - logcount_predictions_loss: 0.3903 47/2412 [..............................] - ETA: 5:58 - loss: 641.6948 - logits_profile_predictions_loss: 636.1485 - logcount_predictions_loss: 0.3906 48/2412 [..............................] - ETA: 5:58 - loss: 641.7297 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:54 - loss: 639.9887 - logits_profile_predictions_loss: 634.3396 - logcount_predictions_loss: 0.3978 76/2412 [..............................] - ETA: 5:54 - loss: 639.9613 - logits_profile_predictions_loss: 634.3112 - logcount_predictions_loss: 0.3979 77/2412 [..............................] - ETA: 5:54 - loss: 639.9248 - logits_profile_predictions_loss: 634.2739 - logcount_predictions_loss: 0.3979 78/2412 [..............................] - ETA: 5:54 - loss: 639.8927 - logits_profile_predictions_loss: 634.2414 - logcount_predictions_loss: 0.3980 79/2412 [..............................] - ETA: 5:54 - loss: 639.8641 - logits_profile_predictions_loss: 634.2122 - logcount_predictions_loss: 0.3980 80/2412 [..............................] - ETA: 5:53 - loss: 639.8404 - logits_profile_predictions_loss: 634.1879 - logcount_predictions_loss: 0.3981 81/2412 [>.............................] - ETA: 5:53 - loss: 639.8267 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 631.6880 - logits_profile_predictions_loss: 626.0553 - logcount_predictions_loss: 0.3966 2412/2412 [==============================] - ETA: 0s - loss: 631.6869 - logits_profile_predictions_loss: 626.0543 - logcount_predictions_loss: 0.3966 2412/2412 [==============================] - 384s 159ms/step - loss: 631.6859 - logits_profile_predictions_loss: 626.0534 - logcount_predictions_loss: 0.3966 - val_loss: 613.0389 - val_logits_profile_predictions_loss: 608.2344 - val_logcount_predictions_loss: 0.3383 Epoch 00002: val_loss improved from 616.30176 to 613.03894, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3/chrombpnet.h5 Epoch 3/50 1/2412 [..............................] - ETA: 6:42 - loss: 600.3599 - logits_profile_predictions_loss: 595.8010 - logcount_predictions_loss: 0.3211 2/2412 [..............................] - ETA: 6:05 - loss: 643.5830 - 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[..............................] - ETA: 6:04 - loss: 632.9837 - logits_profile_predictions_loss: 628.1512 - logcount_predictions_loss: 0.3403 10/2412 [..............................] - ETA: 6:04 - loss: 632.4246 - logits_profile_predictions_loss: 627.5876 - logcount_predictions_loss: 0.3406 11/2412 [..............................] - ETA: 6:04 - loss: 632.3410 - logits_profile_predictions_loss: 627.5038 - logcount_predictions_loss: 0.3406 12/2412 [..............................] - ETA: 6:04 - loss: 632.3219 - logits_profile_predictions_loss: 627.4840 - logcount_predictions_loss: 0.3407 13/2412 [..............................] - ETA: 6:03 - loss: 632.0704 - logits_profile_predictions_loss: 627.2309 - logcount_predictions_loss: 0.3408 14/2412 [..............................] - ETA: 6:03 - loss: 631.3802 - logits_profile_predictions_loss: 626.5421 - logcount_predictions_loss: 0.3407 15/2412 [..............................] - ETA: 6:03 - loss: 630.6760 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:59 - loss: 627.5021 - logits_profile_predictions_loss: 622.5672 - logcount_predictions_loss: 0.3475 43/2412 [..............................] - ETA: 5:59 - loss: 627.4665 - logits_profile_predictions_loss: 622.5308 - logcount_predictions_loss: 0.3476 44/2412 [..............................] - ETA: 5:59 - loss: 627.4692 - logits_profile_predictions_loss: 622.5324 - logcount_predictions_loss: 0.3477 45/2412 [..............................] - ETA: 5:59 - loss: 627.4594 - logits_profile_predictions_loss: 622.5202 - logcount_predictions_loss: 0.3478 46/2412 [..............................] - ETA: 5:58 - loss: 627.4756 - logits_profile_predictions_loss: 622.5342 - logcount_predictions_loss: 0.3480 47/2412 [..............................] - ETA: 5:58 - loss: 627.5004 - logits_profile_predictions_loss: 622.5567 - logcount_predictions_loss: 0.3481 48/2412 [..............................] - ETA: 5:58 - loss: 627.5252 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:54 - loss: 626.3514 - logits_profile_predictions_loss: 621.3354 - logcount_predictions_loss: 0.3532 76/2412 [..............................] - ETA: 5:54 - loss: 626.3584 - logits_profile_predictions_loss: 621.3387 - logcount_predictions_loss: 0.3535 77/2412 [..............................] - ETA: 5:54 - loss: 626.3683 - logits_profile_predictions_loss: 621.3450 - logcount_predictions_loss: 0.3537 78/2412 [..............................] - ETA: 5:53 - loss: 626.3841 - logits_profile_predictions_loss: 621.3577 - logcount_predictions_loss: 0.3540 79/2412 [..............................] - ETA: 5:53 - loss: 626.3965 - logits_profile_predictions_loss: 621.3669 - logcount_predictions_loss: 0.3542 80/2412 [..............................] - ETA: 5:53 - loss: 626.4090 - logits_profile_predictions_loss: 621.3766 - logcount_predictions_loss: 0.3544 81/2412 [>.............................] - ETA: 5:53 - loss: 626.4134 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:49 - loss: 627.0658 - logits_profile_predictions_loss: 621.9705 - logcount_predictions_loss: 0.3588 109/2412 [>.............................] - ETA: 5:49 - loss: 627.0618 - logits_profile_predictions_loss: 621.9644 - logcount_predictions_loss: 0.3590 110/2412 [>.............................] - ETA: 5:49 - loss: 627.0540 - logits_profile_predictions_loss: 621.9544 - logcount_predictions_loss: 0.3591 111/2412 [>.............................] - ETA: 5:49 - loss: 627.0470 - logits_profile_predictions_loss: 621.9451 - logcount_predictions_loss: 0.3593 112/2412 [>.............................] - ETA: 5:48 - loss: 627.0317 - logits_profile_predictions_loss: 621.9276 - logcount_predictions_loss: 0.3594 113/2412 [>.............................] - ETA: 5:48 - loss: 627.0224 - logits_profile_predictions_loss: 621.9160 - logcount_predictions_loss: 0.3596 114/2412 [>.............................] - ETA: 5:48 - loss: 627.0173 - 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logits_profile_predictions_loss: 622.0365 - logcount_predictions_loss: 0.3616 128/2412 [>.............................] - ETA: 5:46 - loss: 627.1908 - logits_profile_predictions_loss: 622.0545 - logcount_predictions_loss: 0.3617 129/2412 [>.............................] - ETA: 5:46 - loss: 627.2098 - logits_profile_predictions_loss: 622.0719 - logcount_predictions_loss: 0.3618 130/2412 [>.............................] - ETA: 5:46 - loss: 627.2278 - logits_profile_predictions_loss: 622.0884 - logcount_predictions_loss: 0.3619 131/2412 [>.............................] - ETA: 5:46 - loss: 627.2477 - logits_profile_predictions_loss: 622.1069 - logcount_predictions_loss: 0.3620 132/2412 [>.............................] - ETA: 5:45 - loss: 627.2647 - logits_profile_predictions_loss: 622.1225 - logcount_predictions_loss: 0.3621 133/2412 [>.............................] - ETA: 5:45 - loss: 627.2845 - logits_profile_predictions_loss: 622.1410 - logcount_predictions_loss: 0.3622 134/2412 [>.............................] - ETA: 5:45 - loss: 627.3069 - logits_profile_predictions_loss: 622.1622 - logcount_predictions_loss: 0.3623 135/2412 [>.............................] - ETA: 5:45 - loss: 627.3323 - logits_profile_predictions_loss: 622.1865 - logcount_predictions_loss: 0.3624 136/2412 [>.............................] - ETA: 5:45 - loss: 627.3599 - logits_profile_predictions_loss: 622.2129 - logcount_predictions_loss: 0.3625 137/2412 [>.............................] - ETA: 5:45 - loss: 627.3917 - logits_profile_predictions_loss: 622.2436 - logcount_predictions_loss: 0.3625 138/2412 [>.............................] - ETA: 5:44 - loss: 627.4201 - logits_profile_predictions_loss: 622.2708 - logcount_predictions_loss: 0.3626 139/2412 [>.............................] - ETA: 5:44 - loss: 627.4476 - logits_profile_predictions_loss: 622.2972 - logcount_predictions_loss: 0.3627 140/2412 [>.............................] - ETA: 5:44 - loss: 627.4704 - 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[>.............................] - ETA: 5:43 - loss: 627.5767 - logits_profile_predictions_loss: 622.4179 - logcount_predictions_loss: 0.3633 148/2412 [>.............................] - ETA: 5:43 - loss: 627.5803 - logits_profile_predictions_loss: 622.4204 - logcount_predictions_loss: 0.3634 149/2412 [>.............................] - ETA: 5:43 - loss: 627.5880 - logits_profile_predictions_loss: 622.4270 - logcount_predictions_loss: 0.3634 150/2412 [>.............................] - ETA: 5:43 - loss: 627.5938 - logits_profile_predictions_loss: 622.4318 - logcount_predictions_loss: 0.3635 151/2412 [>.............................] - ETA: 5:43 - loss: 627.5945 - logits_profile_predictions_loss: 622.4316 - logcount_predictions_loss: 0.3636 152/2412 [>.............................] - ETA: 5:42 - loss: 627.5962 - logits_profile_predictions_loss: 622.4324 - logcount_predictions_loss: 0.3636 153/2412 [>.............................] - ETA: 5:42 - loss: 627.5961 - 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[>.............................] - ETA: 5:41 - loss: 627.5452 - logits_profile_predictions_loss: 622.3764 - logcount_predictions_loss: 0.3640 161/2412 [=>............................] - ETA: 5:41 - loss: 627.5369 - logits_profile_predictions_loss: 622.3678 - logcount_predictions_loss: 0.3640 162/2412 [=>............................] - ETA: 5:41 - loss: 627.5234 - logits_profile_predictions_loss: 622.3539 - logcount_predictions_loss: 0.3640 163/2412 [=>............................] - ETA: 5:41 - loss: 627.5123 - logits_profile_predictions_loss: 622.3424 - logcount_predictions_loss: 0.3641 164/2412 [=>............................] - ETA: 5:41 - loss: 627.4996 - logits_profile_predictions_loss: 622.3294 - logcount_predictions_loss: 0.3641 165/2412 [=>............................] - ETA: 5:40 - loss: 627.4895 - logits_profile_predictions_loss: 622.3189 - logcount_predictions_loss: 0.3641 166/2412 [=>............................] - ETA: 5:40 - loss: 627.4787 - 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[============================>.] - ETA: 5s - loss: 623.8916 - logits_profile_predictions_loss: 618.8174 - logcount_predictions_loss: 0.3573 2378/2412 [============================>.] - ETA: 5s - loss: 623.8911 - logits_profile_predictions_loss: 618.8169 - logcount_predictions_loss: 0.3573 2379/2412 [============================>.] - ETA: 5s - loss: 623.8906 - logits_profile_predictions_loss: 618.8165 - logcount_predictions_loss: 0.3573 2380/2412 [============================>.] - ETA: 4s - loss: 623.8902 - logits_profile_predictions_loss: 618.8161 - logcount_predictions_loss: 0.3573 2381/2412 [============================>.] - ETA: 4s - loss: 623.8897 - logits_profile_predictions_loss: 618.8157 - logcount_predictions_loss: 0.3573 2382/2412 [============================>.] - ETA: 4s - loss: 623.8892 - logits_profile_predictions_loss: 618.8152 - logcount_predictions_loss: 0.3573 2383/2412 [============================>.] - ETA: 4s - loss: 623.8888 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 623.8764 - logits_profile_predictions_loss: 618.8034 - logcount_predictions_loss: 0.3572 2412/2412 [==============================] - ETA: 0s - loss: 623.8760 - logits_profile_predictions_loss: 618.8030 - logcount_predictions_loss: 0.3572 2412/2412 [==============================] - 384s 159ms/step - loss: 623.8755 - logits_profile_predictions_loss: 618.8026 - logcount_predictions_loss: 0.3572 - val_loss: 613.5223 - val_logits_profile_predictions_loss: 608.5887 - val_logcount_predictions_loss: 0.3474 Epoch 00003: val_loss did not improve from 613.03894 Epoch 4/50 1/2412 [..............................] - ETA: 7:07 - loss: 656.2373 - logits_profile_predictions_loss: 651.6279 - logcount_predictions_loss: 0.3246 2/2412 [..............................] - ETA: 6:21 - loss: 624.4651 - logits_profile_predictions_loss: 619.6407 - logcount_predictions_loss: 0.3397 3/2412 [..............................] - ETA: 6:12 - loss: 618.8762 - logits_profile_predictions_loss: 614.0495 - logcount_predictions_loss: 0.3399 4/2412 [..............................] - ETA: 6:09 - loss: 617.5582 - logits_profile_predictions_loss: 612.7254 - logcount_predictions_loss: 0.3403 5/2412 [..............................] - ETA: 6:07 - loss: 623.6274 - logits_profile_predictions_loss: 618.7389 - logcount_predictions_loss: 0.3443 6/2412 [..............................] - ETA: 6:06 - loss: 627.8809 - logits_profile_predictions_loss: 622.7943 - logcount_predictions_loss: 0.3582 7/2412 [..............................] - ETA: 6:06 - loss: 630.4654 - logits_profile_predictions_loss: 625.2321 - logcount_predictions_loss: 0.3685 8/2412 [..............................] - ETA: 6:05 - loss: 632.2471 - logits_profile_predictions_loss: 626.9318 - logcount_predictions_loss: 0.3743 9/2412 [..............................] - ETA: 6:05 - loss: 634.1808 - logits_profile_predictions_loss: 628.8245 - logcount_predictions_loss: 0.3772 10/2412 [..............................] - ETA: 6:04 - loss: 635.3457 - logits_profile_predictions_loss: 629.9724 - logcount_predictions_loss: 0.3784 11/2412 [..............................] - ETA: 6:04 - loss: 635.7836 - logits_profile_predictions_loss: 630.4037 - logcount_predictions_loss: 0.3789 12/2412 [..............................] - ETA: 6:04 - loss: 635.5223 - logits_profile_predictions_loss: 630.1485 - logcount_predictions_loss: 0.3784 13/2412 [..............................] - ETA: 6:03 - loss: 635.2666 - logits_profile_predictions_loss: 629.9006 - logcount_predictions_loss: 0.3779 14/2412 [..............................] - ETA: 6:03 - loss: 634.8147 - logits_profile_predictions_loss: 629.4538 - logcount_predictions_loss: 0.3775 15/2412 [..............................] - ETA: 6:03 - loss: 634.7868 - logits_profile_predictions_loss: 629.4320 - logcount_predictions_loss: 0.3771 16/2412 [..............................] - ETA: 6:02 - loss: 634.5666 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 614.4941 - logcount_predictions_loss: 0.3385 2406/2412 [============================>.] - ETA: 0s - loss: 619.3015 - logits_profile_predictions_loss: 614.4948 - logcount_predictions_loss: 0.3385 2407/2412 [============================>.] - ETA: 0s - loss: 619.3022 - logits_profile_predictions_loss: 614.4955 - logcount_predictions_loss: 0.3385 2408/2412 [============================>.] - ETA: 0s - loss: 619.3028 - logits_profile_predictions_loss: 614.4961 - logcount_predictions_loss: 0.3385 2409/2412 [============================>.] - ETA: 0s - loss: 619.3034 - logits_profile_predictions_loss: 614.4968 - logcount_predictions_loss: 0.3385 2410/2412 [============================>.] - ETA: 0s - loss: 619.3040 - logits_profile_predictions_loss: 614.4975 - logcount_predictions_loss: 0.3385 2411/2412 [============================>.] - ETA: 0s - loss: 619.3047 - logits_profile_predictions_loss: 614.4981 - logcount_predictions_loss: 0.3385 2412/2412 [==============================] - ETA: 0s - loss: 619.3053 - logits_profile_predictions_loss: 614.4988 - logcount_predictions_loss: 0.3385 2412/2412 [==============================] - 383s 159ms/step - loss: 619.3059 - logits_profile_predictions_loss: 614.4995 - logcount_predictions_loss: 0.3385 - val_loss: 607.4500 - val_logits_profile_predictions_loss: 603.0671 - val_logcount_predictions_loss: 0.3086 Epoch 00004: val_loss improved from 613.03894 to 607.45001, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3/chrombpnet.h5 Epoch 5/50 1/2412 [..............................] - ETA: 7:23 - loss: 589.7910 - logits_profile_predictions_loss: 586.1270 - logcount_predictions_loss: 0.2580 2/2412 [..............................] - ETA: 6:41 - loss: 597.7653 - logits_profile_predictions_loss: 593.9598 - logcount_predictions_loss: 0.2680 3/2412 [..............................] - ETA: 6:24 - loss: 610.9684 - logits_profile_predictions_loss: 607.0080 - logcount_predictions_loss: 0.2789 4/2412 [..............................] - ETA: 6:21 - loss: 619.8528 - logits_profile_predictions_loss: 615.7192 - logcount_predictions_loss: 0.2911 5/2412 [..............................] - ETA: 6:22 - loss: 623.1395 - logits_profile_predictions_loss: 618.8919 - logcount_predictions_loss: 0.2991 6/2412 [..............................] - ETA: 6:19 - loss: 625.3694 - logits_profile_predictions_loss: 620.9476 - logcount_predictions_loss: 0.3114 7/2412 [..............................] - ETA: 6:16 - loss: 626.6643 - logits_profile_predictions_loss: 622.1678 - logcount_predictions_loss: 0.3167 8/2412 [..............................] - ETA: 6:14 - loss: 628.5912 - logits_profile_predictions_loss: 624.0580 - logcount_predictions_loss: 0.3192 9/2412 [..............................] - ETA: 6:13 - loss: 629.2165 - logits_profile_predictions_loss: 624.6714 - logcount_predictions_loss: 0.3201 10/2412 [..............................] - ETA: 6:12 - loss: 629.7172 - logits_profile_predictions_loss: 625.1535 - logcount_predictions_loss: 0.3214 11/2412 [..............................] - ETA: 6:11 - loss: 630.1717 - logits_profile_predictions_loss: 625.6029 - logcount_predictions_loss: 0.3217 12/2412 [..............................] - ETA: 6:10 - loss: 630.3635 - logits_profile_predictions_loss: 625.7910 - logcount_predictions_loss: 0.3220 13/2412 [..............................] - ETA: 6:10 - loss: 630.4585 - logits_profile_predictions_loss: 625.8801 - logcount_predictions_loss: 0.3224 14/2412 [..............................] - ETA: 6:09 - loss: 630.6018 - logits_profile_predictions_loss: 626.0287 - logcount_predictions_loss: 0.3220 15/2412 [..............................] - ETA: 6:09 - loss: 630.9599 - logits_profile_predictions_loss: 626.3964 - logcount_predictions_loss: 0.3214 16/2412 [..............................] - ETA: 6:08 - loss: 631.4713 - logits_profile_predictions_loss: 626.9203 - logcount_predictions_loss: 0.3205 17/2412 [..............................] - ETA: 6:08 - loss: 631.5979 - logits_profile_predictions_loss: 627.0561 - logcount_predictions_loss: 0.3198 18/2412 [..............................] - ETA: 6:07 - loss: 631.7680 - logits_profile_predictions_loss: 627.2354 - logcount_predictions_loss: 0.3192 19/2412 [..............................] - ETA: 6:07 - loss: 631.7217 - logits_profile_predictions_loss: 627.1963 - logcount_predictions_loss: 0.3187 20/2412 [..............................] - ETA: 6:07 - loss: 631.4897 - logits_profile_predictions_loss: 626.9696 - logcount_predictions_loss: 0.3183 21/2412 [..............................] - ETA: 6:06 - loss: 631.3094 - logits_profile_predictions_loss: 626.7954 - logcount_predictions_loss: 0.3179 22/2412 [..............................] - ETA: 6:06 - loss: 631.0678 - logits_profile_predictions_loss: 626.5599 - logcount_predictions_loss: 0.3175 23/2412 [..............................] - ETA: 6:06 - loss: 631.0681 - logits_profile_predictions_loss: 626.5628 - logcount_predictions_loss: 0.3173 24/2412 [..............................] - ETA: 6:05 - loss: 631.1184 - logits_profile_predictions_loss: 626.6133 - logcount_predictions_loss: 0.3173 25/2412 [..............................] - ETA: 6:05 - loss: 631.1544 - logits_profile_predictions_loss: 626.6492 - logcount_predictions_loss: 0.3173 26/2412 [..............................] - ETA: 6:05 - loss: 631.1087 - logits_profile_predictions_loss: 626.6059 - logcount_predictions_loss: 0.3171 27/2412 [..............................] - ETA: 6:05 - loss: 630.9710 - logits_profile_predictions_loss: 626.4710 - logcount_predictions_loss: 0.3169 28/2412 [..............................] - ETA: 6:04 - loss: 630.7505 - logits_profile_predictions_loss: 626.2561 - logcount_predictions_loss: 0.3165 29/2412 [..............................] - ETA: 6:04 - loss: 630.4428 - logits_profile_predictions_loss: 625.9546 - logcount_predictions_loss: 0.3161 30/2412 [..............................] - ETA: 6:04 - loss: 630.1940 - logits_profile_predictions_loss: 625.7109 - logcount_predictions_loss: 0.3157 31/2412 [..............................] - ETA: 6:04 - loss: 629.9607 - logits_profile_predictions_loss: 625.4822 - logcount_predictions_loss: 0.3154 32/2412 [..............................] - ETA: 6:03 - loss: 629.7551 - logits_profile_predictions_loss: 625.2805 - logcount_predictions_loss: 0.3151 33/2412 [..............................] - ETA: 6:03 - loss: 629.5191 - logits_profile_predictions_loss: 625.0496 - logcount_predictions_loss: 0.3147 34/2412 [..............................] - ETA: 6:03 - loss: 629.2521 - logits_profile_predictions_loss: 624.7854 - logcount_predictions_loss: 0.3146 35/2412 [..............................] - ETA: 6:03 - loss: 629.0439 - logits_profile_predictions_loss: 624.5800 - logcount_predictions_loss: 0.3144 36/2412 [..............................] - ETA: 6:03 - loss: 628.9589 - logits_profile_predictions_loss: 624.4980 - logcount_predictions_loss: 0.3141 37/2412 [..............................] - ETA: 6:02 - loss: 628.7901 - logits_profile_predictions_loss: 624.3332 - logcount_predictions_loss: 0.3139 38/2412 [..............................] - ETA: 6:02 - loss: 628.6055 - logits_profile_predictions_loss: 624.1519 - logcount_predictions_loss: 0.3136 39/2412 [..............................] - ETA: 6:02 - loss: 628.4638 - logits_profile_predictions_loss: 624.0118 - logcount_predictions_loss: 0.3135 40/2412 [..............................] - ETA: 6:02 - loss: 628.3798 - logits_profile_predictions_loss: 623.9283 - logcount_predictions_loss: 0.3135 41/2412 [..............................] - ETA: 6:02 - loss: 628.4076 - logits_profile_predictions_loss: 623.9538 - logcount_predictions_loss: 0.3136 42/2412 [..............................] - ETA: 6:01 - loss: 628.3925 - logits_profile_predictions_loss: 623.9364 - logcount_predictions_loss: 0.3138 43/2412 [..............................] - ETA: 6:01 - loss: 628.3505 - logits_profile_predictions_loss: 623.8901 - logcount_predictions_loss: 0.3141 44/2412 [..............................] - ETA: 6:01 - loss: 628.3513 - logits_profile_predictions_loss: 623.8864 - logcount_predictions_loss: 0.3144 45/2412 [..............................] - ETA: 6:01 - loss: 628.3083 - logits_profile_predictions_loss: 623.8390 - logcount_predictions_loss: 0.3147 46/2412 [..............................] - ETA: 6:01 - loss: 628.2437 - logits_profile_predictions_loss: 623.7712 - logcount_predictions_loss: 0.3150 47/2412 [..............................] - ETA: 6:00 - loss: 628.2197 - logits_profile_predictions_loss: 623.7430 - logcount_predictions_loss: 0.3153 48/2412 [..............................] - ETA: 6:00 - loss: 628.2155 - logits_profile_predictions_loss: 623.7341 - logcount_predictions_loss: 0.3156 49/2412 [..............................] - ETA: 6:00 - loss: 628.1706 - logits_profile_predictions_loss: 623.6845 - logcount_predictions_loss: 0.3159 50/2412 [..............................] - ETA: 6:00 - loss: 628.1202 - logits_profile_predictions_loss: 623.6298 - logcount_predictions_loss: 0.3162 51/2412 [..............................] - ETA: 6:00 - loss: 628.0774 - logits_profile_predictions_loss: 623.5821 - logcount_predictions_loss: 0.3166 52/2412 [..............................] - ETA: 5:59 - loss: 628.0117 - logits_profile_predictions_loss: 623.5116 - logcount_predictions_loss: 0.3169 53/2412 [..............................] - ETA: 5:59 - loss: 627.9299 - logits_profile_predictions_loss: 623.4254 - logcount_predictions_loss: 0.3172 54/2412 [..............................] - ETA: 5:59 - loss: 627.8498 - logits_profile_predictions_loss: 623.3403 - logcount_predictions_loss: 0.3176 55/2412 [..............................] - ETA: 5:59 - loss: 627.7767 - logits_profile_predictions_loss: 623.2622 - logcount_predictions_loss: 0.3179 56/2412 [..............................] - ETA: 5:59 - 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[..............................] - ETA: 5:55 - loss: 626.6179 - logits_profile_predictions_loss: 622.0450 - logcount_predictions_loss: 0.3220 77/2412 [..............................] - ETA: 5:55 - loss: 626.5518 - logits_profile_predictions_loss: 621.9773 - logcount_predictions_loss: 0.3221 78/2412 [..............................] - ETA: 5:55 - loss: 626.4684 - logits_profile_predictions_loss: 621.8928 - logcount_predictions_loss: 0.3222 79/2412 [..............................] - ETA: 5:55 - loss: 626.3973 - logits_profile_predictions_loss: 621.8205 - logcount_predictions_loss: 0.3223 80/2412 [..............................] - ETA: 5:55 - loss: 626.3368 - logits_profile_predictions_loss: 621.7589 - logcount_predictions_loss: 0.3224 81/2412 [>.............................] - ETA: 5:55 - loss: 626.2728 - logits_profile_predictions_loss: 621.6941 - logcount_predictions_loss: 0.3224 82/2412 [>.............................] - ETA: 5:54 - loss: 626.1951 - logits_profile_predictions_loss: 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[===========================>..] - ETA: 13s - loss: 618.8268 - logits_profile_predictions_loss: 614.3341 - logcount_predictions_loss: 0.3164 2321/2412 [===========================>..] - ETA: 13s - loss: 618.8266 - logits_profile_predictions_loss: 614.3339 - logcount_predictions_loss: 0.3164 2322/2412 [===========================>..] - ETA: 13s - loss: 618.8264 - logits_profile_predictions_loss: 614.3337 - logcount_predictions_loss: 0.3164 2323/2412 [===========================>..] - ETA: 13s - loss: 618.8263 - logits_profile_predictions_loss: 614.3336 - logcount_predictions_loss: 0.3164 2324/2412 [===========================>..] - ETA: 13s - loss: 618.8261 - logits_profile_predictions_loss: 614.3334 - logcount_predictions_loss: 0.3164 2325/2412 [===========================>..] - ETA: 13s - loss: 618.8259 - logits_profile_predictions_loss: 614.3332 - logcount_predictions_loss: 0.3164 2326/2412 [===========================>..] - ETA: 13s - loss: 618.8257 - 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[============================>.] - ETA: 12s - loss: 618.8245 - logits_profile_predictions_loss: 614.3318 - logcount_predictions_loss: 0.3164 2334/2412 [============================>.] - ETA: 11s - loss: 618.8243 - logits_profile_predictions_loss: 614.3316 - logcount_predictions_loss: 0.3164 2335/2412 [============================>.] - ETA: 11s - loss: 618.8242 - logits_profile_predictions_loss: 614.3314 - logcount_predictions_loss: 0.3164 2336/2412 [============================>.] - ETA: 11s - loss: 618.8240 - logits_profile_predictions_loss: 614.3313 - logcount_predictions_loss: 0.3164 2337/2412 [============================>.] - ETA: 11s - loss: 618.8238 - logits_profile_predictions_loss: 614.3311 - logcount_predictions_loss: 0.3164 2338/2412 [============================>.] - ETA: 11s - loss: 618.8236 - logits_profile_predictions_loss: 614.3309 - logcount_predictions_loss: 0.3164 2339/2412 [============================>.] - ETA: 11s - loss: 618.8235 - 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[============================>.] - ETA: 10s - loss: 618.8222 - logits_profile_predictions_loss: 614.3295 - logcount_predictions_loss: 0.3164 2347/2412 [============================>.] - ETA: 9s - loss: 618.8220 - logits_profile_predictions_loss: 614.3293 - logcount_predictions_loss: 0.3164  2348/2412 [============================>.] - ETA: 9s - loss: 618.8218 - logits_profile_predictions_loss: 614.3291 - logcount_predictions_loss: 0.3164 2349/2412 [============================>.] - ETA: 9s - loss: 618.8216 - logits_profile_predictions_loss: 614.3289 - logcount_predictions_loss: 0.3164 2350/2412 [============================>.] - ETA: 9s - loss: 618.8214 - logits_profile_predictions_loss: 614.3287 - logcount_predictions_loss: 0.3164 2351/2412 [============================>.] - ETA: 9s - loss: 618.8212 - logits_profile_predictions_loss: 614.3285 - logcount_predictions_loss: 0.3164 2352/2412 [============================>.] - ETA: 9s - loss: 618.8210 - logits_profile_predictions_loss: 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[============================>.] - ETA: 5s - loss: 618.8157 - logits_profile_predictions_loss: 614.3229 - logcount_predictions_loss: 0.3164 2380/2412 [============================>.] - ETA: 4s - loss: 618.8155 - logits_profile_predictions_loss: 614.3227 - logcount_predictions_loss: 0.3164 2381/2412 [============================>.] - ETA: 4s - loss: 618.8154 - logits_profile_predictions_loss: 614.3225 - logcount_predictions_loss: 0.3164 2382/2412 [============================>.] - ETA: 4s - loss: 618.8152 - logits_profile_predictions_loss: 614.3223 - logcount_predictions_loss: 0.3164 2383/2412 [============================>.] - ETA: 4s - loss: 618.8150 - logits_profile_predictions_loss: 614.3221 - logcount_predictions_loss: 0.3164 2384/2412 [============================>.] - ETA: 4s - loss: 618.8147 - logits_profile_predictions_loss: 614.3219 - logcount_predictions_loss: 0.3164 2385/2412 [============================>.] - ETA: 4s - loss: 618.8145 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 614.3173 - logcount_predictions_loss: 0.3164 2406/2412 [============================>.] - ETA: 0s - loss: 618.8099 - logits_profile_predictions_loss: 614.3170 - logcount_predictions_loss: 0.3164 2407/2412 [============================>.] - ETA: 0s - loss: 618.8097 - logits_profile_predictions_loss: 614.3168 - logcount_predictions_loss: 0.3164 2408/2412 [============================>.] - ETA: 0s - loss: 618.8095 - logits_profile_predictions_loss: 614.3166 - logcount_predictions_loss: 0.3164 2409/2412 [============================>.] - ETA: 0s - loss: 618.8092 - logits_profile_predictions_loss: 614.3164 - logcount_predictions_loss: 0.3164 2410/2412 [============================>.] - ETA: 0s - loss: 618.8090 - logits_profile_predictions_loss: 614.3162 - logcount_predictions_loss: 0.3164 2411/2412 [============================>.] - ETA: 0s - loss: 618.8088 - logits_profile_predictions_loss: 614.3160 - logcount_predictions_loss: 0.3164 2412/2412 [==============================] - ETA: 0s - loss: 618.8086 - logits_profile_predictions_loss: 614.3157 - logcount_predictions_loss: 0.3164 2412/2412 [==============================] - 385s 159ms/step - loss: 618.8084 - logits_profile_predictions_loss: 614.3155 - logcount_predictions_loss: 0.3164 - val_loss: 615.0558 - val_logits_profile_predictions_loss: 609.9529 - val_logcount_predictions_loss: 0.3594 Epoch 00005: val_loss did not improve from 607.45001 Epoch 6/50 1/2412 [..............................] - ETA: 7:24 - loss: 585.5721 - logits_profile_predictions_loss: 582.6146 - logcount_predictions_loss: 0.2083 2/2412 [..............................] - ETA: 6:24 - loss: 622.1361 - logits_profile_predictions_loss: 618.6771 - logcount_predictions_loss: 0.2436 3/2412 [..............................] - ETA: 6:15 - loss: 623.7422 - logits_profile_predictions_loss: 620.1772 - logcount_predictions_loss: 0.2511 4/2412 [..............................] - ETA: 6:12 - loss: 626.6626 - logits_profile_predictions_loss: 623.1076 - logcount_predictions_loss: 0.2503 5/2412 [..............................] - ETA: 6:10 - loss: 627.7334 - logits_profile_predictions_loss: 624.1686 - logcount_predictions_loss: 0.2510 6/2412 [..............................] - ETA: 6:09 - loss: 623.4608 - logits_profile_predictions_loss: 619.8800 - logcount_predictions_loss: 0.2522 7/2412 [..............................] - ETA: 6:08 - loss: 621.6013 - logits_profile_predictions_loss: 617.9897 - logcount_predictions_loss: 0.2543 8/2412 [..............................] - ETA: 6:08 - loss: 621.3749 - logits_profile_predictions_loss: 617.7532 - logcount_predictions_loss: 0.2551 9/2412 [..............................] - ETA: 6:07 - loss: 621.6061 - logits_profile_predictions_loss: 617.9710 - logcount_predictions_loss: 0.2560 10/2412 [..............................] - ETA: 6:07 - loss: 621.4139 - logits_profile_predictions_loss: 617.7646 - logcount_predictions_loss: 0.2570 11/2412 [..............................] - ETA: 6:06 - loss: 620.6878 - logits_profile_predictions_loss: 617.0249 - logcount_predictions_loss: 0.2579 12/2412 [..............................] - ETA: 6:06 - loss: 620.7705 - logits_profile_predictions_loss: 617.0817 - logcount_predictions_loss: 0.2598 13/2412 [..............................] - ETA: 6:06 - loss: 620.9015 - logits_profile_predictions_loss: 617.1945 - logcount_predictions_loss: 0.2611 14/2412 [..............................] - ETA: 6:05 - loss: 621.2232 - logits_profile_predictions_loss: 617.4925 - logcount_predictions_loss: 0.2627 15/2412 [..............................] - ETA: 6:05 - loss: 621.5848 - logits_profile_predictions_loss: 617.8392 - logcount_predictions_loss: 0.2638 16/2412 [..............................] - ETA: 6:05 - loss: 621.6909 - logits_profile_predictions_loss: 617.9291 - logcount_predictions_loss: 0.2649 17/2412 [..............................] - ETA: 6:05 - loss: 621.5108 - logits_profile_predictions_loss: 617.7339 - logcount_predictions_loss: 0.2660 18/2412 [..............................] - ETA: 6:04 - loss: 621.2862 - logits_profile_predictions_loss: 617.4965 - logcount_predictions_loss: 0.2669 19/2412 [..............................] - ETA: 6:04 - loss: 621.3445 - logits_profile_predictions_loss: 617.5434 - logcount_predictions_loss: 0.2677 20/2412 [..............................] - ETA: 6:04 - loss: 621.1845 - logits_profile_predictions_loss: 617.3767 - logcount_predictions_loss: 0.2682 21/2412 [..............................] - ETA: 6:04 - loss: 620.9027 - logits_profile_predictions_loss: 617.0882 - logcount_predictions_loss: 0.2686 22/2412 [..............................] - ETA: 6:04 - loss: 620.4732 - logits_profile_predictions_loss: 616.6505 - logcount_predictions_loss: 0.2692 23/2412 [..............................] - ETA: 6:03 - loss: 620.0568 - logits_profile_predictions_loss: 616.2222 - logcount_predictions_loss: 0.2700 24/2412 [..............................] - ETA: 6:03 - loss: 619.8245 - logits_profile_predictions_loss: 615.9785 - logcount_predictions_loss: 0.2708 25/2412 [..............................] - ETA: 6:03 - loss: 619.5278 - logits_profile_predictions_loss: 615.6719 - logcount_predictions_loss: 0.2715 26/2412 [..............................] - ETA: 6:03 - loss: 619.3495 - logits_profile_predictions_loss: 615.4842 - logcount_predictions_loss: 0.2722 27/2412 [..............................] - ETA: 6:03 - loss: 619.3053 - logits_profile_predictions_loss: 615.4305 - logcount_predictions_loss: 0.2729 28/2412 [..............................] - ETA: 6:03 - loss: 619.1998 - logits_profile_predictions_loss: 615.3143 - logcount_predictions_loss: 0.2736 29/2412 [..............................] - ETA: 6:02 - loss: 619.0511 - logits_profile_predictions_loss: 615.1497 - logcount_predictions_loss: 0.2748 30/2412 [..............................] - ETA: 6:02 - loss: 618.8786 - logits_profile_predictions_loss: 614.9608 - logcount_predictions_loss: 0.2759 31/2412 [..............................] - ETA: 6:02 - loss: 618.9280 - logits_profile_predictions_loss: 614.9937 - logcount_predictions_loss: 0.2771 32/2412 [..............................] - ETA: 6:02 - loss: 619.0278 - logits_profile_predictions_loss: 615.0775 - logcount_predictions_loss: 0.2782 33/2412 [..............................] - ETA: 6:02 - loss: 619.1235 - logits_profile_predictions_loss: 615.1580 - logcount_predictions_loss: 0.2793 34/2412 [..............................] - ETA: 6:01 - loss: 619.2532 - logits_profile_predictions_loss: 615.2755 - logcount_predictions_loss: 0.2801 35/2412 [..............................] - ETA: 6:01 - loss: 619.3707 - logits_profile_predictions_loss: 615.3817 - logcount_predictions_loss: 0.2809 36/2412 [..............................] - ETA: 6:01 - loss: 619.4448 - logits_profile_predictions_loss: 615.4444 - logcount_predictions_loss: 0.2817 37/2412 [..............................] - ETA: 6:01 - loss: 619.5020 - 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[..............................] - ETA: 6:00 - loss: 619.5173 - logits_profile_predictions_loss: 615.4569 - logcount_predictions_loss: 0.2859 45/2412 [..............................] - ETA: 6:00 - loss: 619.5792 - logits_profile_predictions_loss: 615.5138 - logcount_predictions_loss: 0.2863 46/2412 [..............................] - ETA: 5:59 - loss: 619.6078 - logits_profile_predictions_loss: 615.5379 - logcount_predictions_loss: 0.2866 47/2412 [..............................] - ETA: 5:59 - loss: 619.5822 - logits_profile_predictions_loss: 615.5087 - logcount_predictions_loss: 0.2869 48/2412 [..............................] - ETA: 5:59 - loss: 619.5562 - logits_profile_predictions_loss: 615.4796 - logcount_predictions_loss: 0.2871 49/2412 [..............................] - ETA: 5:59 - loss: 619.5475 - logits_profile_predictions_loss: 615.4682 - logcount_predictions_loss: 0.2873 50/2412 [..............................] - ETA: 5:59 - loss: 619.5210 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 617.2617 - logcount_predictions_loss: 0.2931 325/2412 [===>..........................] - ETA: 5:17 - loss: 621.4184 - logits_profile_predictions_loss: 617.2558 - logcount_predictions_loss: 0.2931 326/2412 [===>..........................] - ETA: 5:17 - loss: 621.4122 - logits_profile_predictions_loss: 617.2495 - logcount_predictions_loss: 0.2932 327/2412 [===>..........................] - ETA: 5:16 - loss: 621.4058 - logits_profile_predictions_loss: 617.2430 - logcount_predictions_loss: 0.2932 328/2412 [===>..........................] - ETA: 5:16 - loss: 621.3993 - logits_profile_predictions_loss: 617.2364 - logcount_predictions_loss: 0.2932 329/2412 [===>..........................] - ETA: 5:16 - loss: 621.3928 - logits_profile_predictions_loss: 617.2299 - logcount_predictions_loss: 0.2932 330/2412 [===>..........................] - ETA: 5:16 - loss: 621.3859 - logits_profile_predictions_loss: 617.2229 - logcount_predictions_loss: 0.2932 331/2412 [===>..........................] - ETA: 5:16 - loss: 621.3786 - logits_profile_predictions_loss: 617.2155 - logcount_predictions_loss: 0.2932 332/2412 [===>..........................] - ETA: 5:16 - loss: 621.3709 - logits_profile_predictions_loss: 617.2078 - logcount_predictions_loss: 0.2932 333/2412 [===>..........................] - ETA: 5:16 - loss: 621.3628 - logits_profile_predictions_loss: 617.1997 - logcount_predictions_loss: 0.2932 334/2412 [===>..........................] - ETA: 5:15 - loss: 621.3544 - logits_profile_predictions_loss: 617.1912 - logcount_predictions_loss: 0.2932 335/2412 [===>..........................] - ETA: 5:15 - loss: 621.3458 - logits_profile_predictions_loss: 617.1826 - logcount_predictions_loss: 0.2932 336/2412 [===>..........................] - ETA: 5:15 - loss: 621.3370 - logits_profile_predictions_loss: 617.1738 - logcount_predictions_loss: 0.2932 337/2412 [===>..........................] - ETA: 5:15 - loss: 621.3280 - logits_profile_predictions_loss: 617.1647 - logcount_predictions_loss: 0.2932 338/2412 [===>..........................] - ETA: 5:15 - loss: 621.3183 - logits_profile_predictions_loss: 617.1550 - logcount_predictions_loss: 0.2932 339/2412 [===>..........................] - ETA: 5:15 - loss: 621.3081 - logits_profile_predictions_loss: 617.1447 - logcount_predictions_loss: 0.2932 340/2412 [===>..........................] - ETA: 5:14 - loss: 621.2974 - logits_profile_predictions_loss: 617.1339 - logcount_predictions_loss: 0.2932 341/2412 [===>..........................] - ETA: 5:14 - loss: 621.2871 - logits_profile_predictions_loss: 617.1235 - logcount_predictions_loss: 0.2932 342/2412 [===>..........................] - ETA: 5:14 - loss: 621.2767 - logits_profile_predictions_loss: 617.1131 - logcount_predictions_loss: 0.2932 343/2412 [===>..........................] - ETA: 5:14 - loss: 621.2669 - logits_profile_predictions_loss: 617.1033 - logcount_predictions_loss: 0.2932 344/2412 [===>..........................] - ETA: 5:14 - loss: 621.2566 - logits_profile_predictions_loss: 617.0929 - logcount_predictions_loss: 0.2932 345/2412 [===>..........................] - ETA: 5:14 - loss: 621.2460 - logits_profile_predictions_loss: 617.0822 - logcount_predictions_loss: 0.2932 346/2412 [===>..........................] - ETA: 5:14 - loss: 621.2350 - logits_profile_predictions_loss: 617.0711 - logcount_predictions_loss: 0.2932 347/2412 [===>..........................] - ETA: 5:13 - loss: 621.2242 - logits_profile_predictions_loss: 617.0603 - logcount_predictions_loss: 0.2932 348/2412 [===>..........................] - ETA: 5:13 - loss: 621.2133 - logits_profile_predictions_loss: 617.0493 - logcount_predictions_loss: 0.2932 349/2412 [===>..........................] - ETA: 5:13 - loss: 621.2036 - logits_profile_predictions_loss: 617.0395 - logcount_predictions_loss: 0.2932 350/2412 [===>..........................] - ETA: 5:13 - loss: 621.1936 - logits_profile_predictions_loss: 617.0293 - logcount_predictions_loss: 0.2933 351/2412 [===>..........................] - ETA: 5:13 - loss: 621.1830 - logits_profile_predictions_loss: 617.0187 - logcount_predictions_loss: 0.2933 352/2412 [===>..........................] - ETA: 5:13 - loss: 621.1734 - logits_profile_predictions_loss: 617.0090 - logcount_predictions_loss: 0.2933 353/2412 [===>..........................] - ETA: 5:13 - loss: 621.1638 - logits_profile_predictions_loss: 616.9993 - logcount_predictions_loss: 0.2933 354/2412 [===>..........................] - ETA: 5:12 - loss: 621.1541 - logits_profile_predictions_loss: 616.9895 - logcount_predictions_loss: 0.2933 355/2412 [===>..........................] - ETA: 5:12 - loss: 621.1458 - logits_profile_predictions_loss: 616.9810 - logcount_predictions_loss: 0.2933 356/2412 [===>..........................] - ETA: 5:12 - loss: 621.1371 - logits_profile_predictions_loss: 616.9722 - logcount_predictions_loss: 0.2933 357/2412 [===>..........................] - ETA: 5:12 - loss: 621.1283 - logits_profile_predictions_loss: 616.9633 - logcount_predictions_loss: 0.2933 358/2412 [===>..........................] - ETA: 5:12 - loss: 621.1196 - logits_profile_predictions_loss: 616.9544 - logcount_predictions_loss: 0.2933 359/2412 [===>..........................] - ETA: 5:12 - loss: 621.1107 - logits_profile_predictions_loss: 616.9454 - logcount_predictions_loss: 0.2933 360/2412 [===>..........................] - ETA: 5:12 - loss: 621.1021 - logits_profile_predictions_loss: 616.9366 - logcount_predictions_loss: 0.2933 361/2412 [===>..........................] - ETA: 5:11 - loss: 621.0937 - logits_profile_predictions_loss: 616.9280 - logcount_predictions_loss: 0.2934 362/2412 [===>..........................] - ETA: 5:11 - loss: 621.0858 - logits_profile_predictions_loss: 616.9200 - logcount_predictions_loss: 0.2934 363/2412 [===>..........................] - ETA: 5:11 - loss: 621.0776 - logits_profile_predictions_loss: 616.9117 - logcount_predictions_loss: 0.2934 364/2412 [===>..........................] - ETA: 5:11 - loss: 621.0694 - logits_profile_predictions_loss: 616.9033 - logcount_predictions_loss: 0.2934 365/2412 [===>..........................] - ETA: 5:11 - loss: 621.0614 - logits_profile_predictions_loss: 616.8952 - logcount_predictions_loss: 0.2934 366/2412 [===>..........................] - ETA: 5:11 - loss: 621.0535 - logits_profile_predictions_loss: 616.8872 - logcount_predictions_loss: 0.2934 367/2412 [===>..........................] - ETA: 5:10 - loss: 621.0457 - logits_profile_predictions_loss: 616.8792 - logcount_predictions_loss: 0.2934 368/2412 [===>..........................] - ETA: 5:10 - loss: 621.0379 - logits_profile_predictions_loss: 616.8713 - logcount_predictions_loss: 0.2934 369/2412 [===>..........................] - ETA: 5:10 - loss: 621.0304 - logits_profile_predictions_loss: 616.8637 - logcount_predictions_loss: 0.2934 370/2412 [===>..........................] - ETA: 5:10 - loss: 621.0230 - logits_profile_predictions_loss: 616.8561 - logcount_predictions_loss: 0.2934 371/2412 [===>..........................] - ETA: 5:10 - loss: 621.0161 - logits_profile_predictions_loss: 616.8491 - logcount_predictions_loss: 0.2934 372/2412 [===>..........................] - ETA: 5:10 - loss: 621.0088 - logits_profile_predictions_loss: 616.8417 - logcount_predictions_loss: 0.2935 373/2412 [===>..........................] - ETA: 5:10 - loss: 621.0019 - logits_profile_predictions_loss: 616.8346 - logcount_predictions_loss: 0.2935 374/2412 [===>..........................] - ETA: 5:09 - loss: 620.9952 - logits_profile_predictions_loss: 616.8278 - logcount_predictions_loss: 0.2935 375/2412 [===>..........................] - ETA: 5:09 - loss: 620.9883 - logits_profile_predictions_loss: 616.8208 - logcount_predictions_loss: 0.2935 376/2412 [===>..........................] - ETA: 5:09 - loss: 620.9807 - 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[===>..........................] - ETA: 5:08 - loss: 620.9290 - logits_profile_predictions_loss: 616.7608 - logcount_predictions_loss: 0.2935 384/2412 [===>..........................] - ETA: 5:08 - loss: 620.9218 - logits_profile_predictions_loss: 616.7534 - logcount_predictions_loss: 0.2935 385/2412 [===>..........................] - ETA: 5:08 - loss: 620.9148 - logits_profile_predictions_loss: 616.7464 - logcount_predictions_loss: 0.2936 386/2412 [===>..........................] - ETA: 5:08 - loss: 620.9078 - logits_profile_predictions_loss: 616.7393 - logcount_predictions_loss: 0.2936 387/2412 [===>..........................] - ETA: 5:07 - loss: 620.9011 - logits_profile_predictions_loss: 616.7325 - logcount_predictions_loss: 0.2936 388/2412 [===>..........................] - ETA: 5:07 - loss: 620.8941 - logits_profile_predictions_loss: 616.7254 - logcount_predictions_loss: 0.2936 389/2412 [===>..........................] - ETA: 5:07 - loss: 620.8869 - logits_profile_predictions_loss: 616.7180 - logcount_predictions_loss: 0.2936 390/2412 [===>..........................] - ETA: 5:07 - loss: 620.8803 - logits_profile_predictions_loss: 616.7113 - logcount_predictions_loss: 0.2936 391/2412 [===>..........................] - ETA: 5:07 - loss: 620.8739 - logits_profile_predictions_loss: 616.7047 - logcount_predictions_loss: 0.2936 392/2412 [===>..........................] - ETA: 5:07 - loss: 620.8668 - logits_profile_predictions_loss: 616.6974 - logcount_predictions_loss: 0.2936 393/2412 [===>..........................] - ETA: 5:06 - loss: 620.8604 - logits_profile_predictions_loss: 616.6908 - logcount_predictions_loss: 0.2936 394/2412 [===>..........................] - ETA: 5:06 - loss: 620.8536 - logits_profile_predictions_loss: 616.6839 - logcount_predictions_loss: 0.2936 395/2412 [===>..........................] - ETA: 5:06 - loss: 620.8472 - logits_profile_predictions_loss: 616.6773 - logcount_predictions_loss: 0.2937 396/2412 [===>..........................] - ETA: 5:06 - loss: 620.8411 - logits_profile_predictions_loss: 616.6710 - logcount_predictions_loss: 0.2937 397/2412 [===>..........................] - ETA: 5:06 - loss: 620.8349 - logits_profile_predictions_loss: 616.6647 - logcount_predictions_loss: 0.2937 398/2412 [===>..........................] - ETA: 5:06 - loss: 620.8287 - logits_profile_predictions_loss: 616.6583 - logcount_predictions_loss: 0.2937 399/2412 [===>..........................] - ETA: 5:06 - loss: 620.8222 - logits_profile_predictions_loss: 616.6517 - logcount_predictions_loss: 0.2937 400/2412 [===>..........................] - ETA: 5:05 - loss: 620.8162 - logits_profile_predictions_loss: 616.6455 - logcount_predictions_loss: 0.2937 401/2412 [===>..........................] - ETA: 5:05 - loss: 620.8101 - logits_profile_predictions_loss: 616.6392 - logcount_predictions_loss: 0.2937 402/2412 [====>.........................] - ETA: 5:05 - loss: 620.8035 - logits_profile_predictions_loss: 616.6324 - logcount_predictions_loss: 0.2937 403/2412 [====>.........................] - ETA: 5:05 - loss: 620.7971 - logits_profile_predictions_loss: 616.6259 - logcount_predictions_loss: 0.2938 404/2412 [====>.........................] - ETA: 5:05 - loss: 620.7906 - logits_profile_predictions_loss: 616.6192 - logcount_predictions_loss: 0.2938 405/2412 [====>.........................] - ETA: 5:05 - loss: 620.7836 - logits_profile_predictions_loss: 616.6120 - logcount_predictions_loss: 0.2938 406/2412 [====>.........................] - ETA: 5:05 - loss: 620.7761 - logits_profile_predictions_loss: 616.6043 - logcount_predictions_loss: 0.2938 407/2412 [====>.........................] - ETA: 5:04 - loss: 620.7691 - logits_profile_predictions_loss: 616.5971 - logcount_predictions_loss: 0.2938 408/2412 [====>.........................] - ETA: 5:04 - loss: 620.7624 - logits_profile_predictions_loss: 616.5902 - logcount_predictions_loss: 0.2938 409/2412 [====>.........................] - ETA: 5:04 - loss: 620.7563 - logits_profile_predictions_loss: 616.5839 - logcount_predictions_loss: 0.2938 410/2412 [====>.........................] - ETA: 5:04 - loss: 620.7505 - logits_profile_predictions_loss: 616.5779 - logcount_predictions_loss: 0.2938 411/2412 [====>.........................] - ETA: 5:04 - loss: 620.7446 - logits_profile_predictions_loss: 616.5717 - logcount_predictions_loss: 0.2939 412/2412 [====>.........................] - ETA: 5:04 - loss: 620.7384 - logits_profile_predictions_loss: 616.5653 - logcount_predictions_loss: 0.2939 413/2412 [====>.........................] - ETA: 5:03 - loss: 620.7322 - logits_profile_predictions_loss: 616.5589 - logcount_predictions_loss: 0.2939 414/2412 [====>.........................] - ETA: 5:03 - loss: 620.7258 - logits_profile_predictions_loss: 616.5523 - logcount_predictions_loss: 0.2939 415/2412 [====>.........................] - ETA: 5:03 - loss: 620.7193 - logits_profile_predictions_loss: 616.5457 - logcount_predictions_loss: 0.2939 416/2412 [====>.........................] - ETA: 5:03 - loss: 620.7128 - logits_profile_predictions_loss: 616.5390 - logcount_predictions_loss: 0.2939 417/2412 [====>.........................] - ETA: 5:03 - loss: 620.7067 - logits_profile_predictions_loss: 616.5326 - logcount_predictions_loss: 0.2939 418/2412 [====>.........................] - ETA: 5:03 - loss: 620.7007 - logits_profile_predictions_loss: 616.5265 - logcount_predictions_loss: 0.2940 419/2412 [====>.........................] - ETA: 5:03 - loss: 620.6951 - logits_profile_predictions_loss: 616.5207 - logcount_predictions_loss: 0.2940 420/2412 [====>.........................] - ETA: 5:02 - loss: 620.6891 - logits_profile_predictions_loss: 616.5145 - logcount_predictions_loss: 0.2940 421/2412 [====>.........................] - ETA: 5:02 - loss: 620.6831 - logits_profile_predictions_loss: 616.5083 - logcount_predictions_loss: 0.2940 422/2412 [====>.........................] - ETA: 5:02 - loss: 620.6770 - logits_profile_predictions_loss: 616.5019 - logcount_predictions_loss: 0.2940 423/2412 [====>.........................] - ETA: 5:02 - loss: 620.6705 - logits_profile_predictions_loss: 616.4952 - logcount_predictions_loss: 0.2940 424/2412 [====>.........................] - ETA: 5:02 - loss: 620.6638 - logits_profile_predictions_loss: 616.4883 - logcount_predictions_loss: 0.2940 425/2412 [====>.........................] - ETA: 5:02 - loss: 620.6568 - logits_profile_predictions_loss: 616.4812 - logcount_predictions_loss: 0.2941 426/2412 [====>.........................] - ETA: 5:01 - loss: 620.6494 - logits_profile_predictions_loss: 616.4736 - logcount_predictions_loss: 0.2941 427/2412 [====>.........................] - ETA: 5:01 - loss: 620.6420 - logits_profile_predictions_loss: 616.4660 - logcount_predictions_loss: 0.2941 428/2412 [====>.........................] - ETA: 5:01 - loss: 620.6349 - logits_profile_predictions_loss: 616.4587 - logcount_predictions_loss: 0.2941 429/2412 [====>.........................] - ETA: 5:01 - loss: 620.6277 - logits_profile_predictions_loss: 616.4513 - logcount_predictions_loss: 0.2941 430/2412 [====>.........................] - ETA: 5:01 - loss: 620.6206 - logits_profile_predictions_loss: 616.4441 - logcount_predictions_loss: 0.2941 431/2412 [====>.........................] - ETA: 5:01 - loss: 620.6135 - logits_profile_predictions_loss: 616.4368 - logcount_predictions_loss: 0.2941 432/2412 [====>.........................] - ETA: 5:01 - loss: 620.6065 - logits_profile_predictions_loss: 616.4296 - logcount_predictions_loss: 0.2941 433/2412 [====>.........................] - ETA: 5:00 - loss: 620.5993 - logits_profile_predictions_loss: 616.4222 - logcount_predictions_loss: 0.2942 434/2412 [====>.........................] - ETA: 5:00 - loss: 620.5920 - logits_profile_predictions_loss: 616.4147 - logcount_predictions_loss: 0.2942 435/2412 [====>.........................] - ETA: 5:00 - loss: 620.5853 - logits_profile_predictions_loss: 616.4078 - logcount_predictions_loss: 0.2942 436/2412 [====>.........................] - ETA: 5:00 - loss: 620.5782 - logits_profile_predictions_loss: 616.4006 - logcount_predictions_loss: 0.2942 437/2412 [====>.........................] - ETA: 5:00 - loss: 620.5716 - logits_profile_predictions_loss: 616.3938 - logcount_predictions_loss: 0.2942 438/2412 [====>.........................] - ETA: 5:00 - loss: 620.5654 - logits_profile_predictions_loss: 616.3874 - logcount_predictions_loss: 0.2942 439/2412 [====>.........................] - ETA: 4:59 - loss: 620.5591 - logits_profile_predictions_loss: 616.3810 - logcount_predictions_loss: 0.2942 440/2412 [====>.........................] - ETA: 4:59 - loss: 620.5528 - logits_profile_predictions_loss: 616.3745 - logcount_predictions_loss: 0.2942 441/2412 [====>.........................] - ETA: 4:59 - loss: 620.5461 - logits_profile_predictions_loss: 616.3677 - logcount_predictions_loss: 0.2943 442/2412 [====>.........................] - ETA: 4:59 - loss: 620.5395 - logits_profile_predictions_loss: 616.3608 - logcount_predictions_loss: 0.2943 443/2412 [====>.........................] - ETA: 4:59 - loss: 620.5326 - logits_profile_predictions_loss: 616.3538 - logcount_predictions_loss: 0.2943 444/2412 [====>.........................] - ETA: 4:59 - loss: 620.5253 - logits_profile_predictions_loss: 616.3464 - logcount_predictions_loss: 0.2943 445/2412 [====>.........................] - ETA: 4:59 - loss: 620.5177 - logits_profile_predictions_loss: 616.3386 - logcount_predictions_loss: 0.2943 446/2412 [====>.........................] - ETA: 4:58 - loss: 620.5101 - logits_profile_predictions_loss: 616.3308 - logcount_predictions_loss: 0.2943 447/2412 [====>.........................] - ETA: 4:58 - loss: 620.5021 - logits_profile_predictions_loss: 616.3226 - logcount_predictions_loss: 0.2943 448/2412 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logits_profile_predictions_loss: 612.1605 - logcount_predictions_loss: 0.3017 2407/2412 [============================>.] - ETA: 0s - loss: 616.4450 - logits_profile_predictions_loss: 612.1604 - logcount_predictions_loss: 0.3017 2408/2412 [============================>.] - ETA: 0s - loss: 616.4449 - logits_profile_predictions_loss: 612.1603 - logcount_predictions_loss: 0.3017 2409/2412 [============================>.] - ETA: 0s - loss: 616.4448 - logits_profile_predictions_loss: 612.1602 - logcount_predictions_loss: 0.3017 2410/2412 [============================>.] - ETA: 0s - loss: 616.4448 - logits_profile_predictions_loss: 612.1601 - logcount_predictions_loss: 0.3017 2411/2412 [============================>.] - ETA: 0s - loss: 616.4447 - logits_profile_predictions_loss: 612.1601 - logcount_predictions_loss: 0.3017 2412/2412 [==============================] - ETA: 0s - loss: 616.4447 - logits_profile_predictions_loss: 612.1600 - logcount_predictions_loss: 0.3017 2412/2412 [==============================] - 384s 159ms/step - loss: 616.4446 - logits_profile_predictions_loss: 612.1600 - logcount_predictions_loss: 0.3017 - val_loss: 607.6024 - val_logits_profile_predictions_loss: 603.3440 - val_logcount_predictions_loss: 0.2999 Epoch 00006: val_loss did not improve from 607.45001 Epoch 7/50 1/2412 [..............................] - ETA: 7:22 - loss: 675.5038 - logits_profile_predictions_loss: 671.7294 - logcount_predictions_loss: 0.2658 2/2412 [..............................] - ETA: 6:13 - loss: 629.3879 - logits_profile_predictions_loss: 625.3492 - logcount_predictions_loss: 0.2844 3/2412 [..............................] - ETA: 6:09 - loss: 626.7222 - logits_profile_predictions_loss: 622.4781 - logcount_predictions_loss: 0.2989 4/2412 [..............................] - ETA: 6:07 - loss: 626.0577 - logits_profile_predictions_loss: 621.7382 - logcount_predictions_loss: 0.3042 5/2412 [..............................] - ETA: 6:06 - loss: 624.3020 - logits_profile_predictions_loss: 620.0099 - logcount_predictions_loss: 0.3023 6/2412 [..............................] - ETA: 6:06 - loss: 625.8533 - logits_profile_predictions_loss: 621.5701 - logcount_predictions_loss: 0.3016 7/2412 [..............................] - ETA: 6:06 - loss: 627.3746 - logits_profile_predictions_loss: 623.1164 - logcount_predictions_loss: 0.2999 8/2412 [..............................] - ETA: 6:05 - loss: 627.7016 - logits_profile_predictions_loss: 623.4743 - logcount_predictions_loss: 0.2977 9/2412 [..............................] - ETA: 6:05 - loss: 627.3057 - logits_profile_predictions_loss: 623.0999 - logcount_predictions_loss: 0.2962 10/2412 [..............................] - ETA: 6:05 - loss: 627.4080 - logits_profile_predictions_loss: 623.1823 - logcount_predictions_loss: 0.2976 11/2412 [..............................] - ETA: 6:05 - loss: 627.3093 - logits_profile_predictions_loss: 623.0827 - logcount_predictions_loss: 0.2976 12/2412 [..............................] - ETA: 6:04 - loss: 626.7508 - logits_profile_predictions_loss: 622.5318 - logcount_predictions_loss: 0.2971 13/2412 [..............................] - ETA: 6:04 - loss: 626.2119 - logits_profile_predictions_loss: 621.9973 - logcount_predictions_loss: 0.2968 14/2412 [..............................] - ETA: 6:04 - loss: 625.8592 - logits_profile_predictions_loss: 621.6521 - logcount_predictions_loss: 0.2963 15/2412 [..............................] - ETA: 6:04 - loss: 625.7573 - logits_profile_predictions_loss: 621.5530 - logcount_predictions_loss: 0.2961 16/2412 [..............................] - ETA: 6:03 - loss: 625.3004 - logits_profile_predictions_loss: 621.1063 - logcount_predictions_loss: 0.2954 17/2412 [..............................] - ETA: 6:03 - loss: 624.8347 - logits_profile_predictions_loss: 620.6528 - logcount_predictions_loss: 0.2945 18/2412 [..............................] - ETA: 6:03 - loss: 624.3376 - logits_profile_predictions_loss: 620.1666 - logcount_predictions_loss: 0.2937 19/2412 [..............................] - ETA: 6:03 - loss: 623.8630 - logits_profile_predictions_loss: 619.6989 - logcount_predictions_loss: 0.2932 20/2412 [..............................] - ETA: 6:03 - loss: 623.4764 - logits_profile_predictions_loss: 619.3188 - logcount_predictions_loss: 0.2928 21/2412 [..............................] - ETA: 6:03 - loss: 623.1445 - logits_profile_predictions_loss: 618.9883 - logcount_predictions_loss: 0.2927 22/2412 [..............................] - ETA: 6:02 - loss: 622.8273 - logits_profile_predictions_loss: 618.6736 - logcount_predictions_loss: 0.2925 23/2412 [..............................] - ETA: 6:02 - loss: 622.5363 - logits_profile_predictions_loss: 618.3834 - logcount_predictions_loss: 0.2925 24/2412 [..............................] - ETA: 6:02 - loss: 622.4244 - logits_profile_predictions_loss: 618.2727 - logcount_predictions_loss: 0.2924 25/2412 [..............................] - ETA: 6:02 - loss: 622.2049 - logits_profile_predictions_loss: 618.0564 - logcount_predictions_loss: 0.2921 26/2412 [..............................] - ETA: 6:02 - loss: 621.9219 - logits_profile_predictions_loss: 617.7777 - logcount_predictions_loss: 0.2918 27/2412 [..............................] - ETA: 6:01 - loss: 621.6968 - logits_profile_predictions_loss: 617.5541 - logcount_predictions_loss: 0.2917 28/2412 [..............................] - ETA: 6:01 - loss: 621.6209 - logits_profile_predictions_loss: 617.4808 - logcount_predictions_loss: 0.2916 29/2412 [..............................] - ETA: 6:01 - loss: 621.5201 - logits_profile_predictions_loss: 617.3814 - logcount_predictions_loss: 0.2915 30/2412 [..............................] - ETA: 6:01 - loss: 621.3287 - logits_profile_predictions_loss: 617.1927 - logcount_predictions_loss: 0.2913 31/2412 [..............................] - ETA: 6:01 - loss: 621.1703 - logits_profile_predictions_loss: 617.0350 - logcount_predictions_loss: 0.2912 32/2412 [..............................] - ETA: 6:01 - loss: 621.1341 - logits_profile_predictions_loss: 616.9998 - logcount_predictions_loss: 0.2911 33/2412 [..............................] - ETA: 6:01 - loss: 621.0706 - logits_profile_predictions_loss: 616.9381 - logcount_predictions_loss: 0.2910 34/2412 [..............................] - ETA: 6:00 - loss: 621.0274 - logits_profile_predictions_loss: 616.8944 - logcount_predictions_loss: 0.2911 35/2412 [..............................] - ETA: 6:00 - loss: 621.0684 - logits_profile_predictions_loss: 616.9351 - logcount_predictions_loss: 0.2911 36/2412 [..............................] - ETA: 6:00 - loss: 621.1112 - logits_profile_predictions_loss: 616.9774 - logcount_predictions_loss: 0.2911 37/2412 [..............................] - ETA: 6:00 - loss: 621.1561 - logits_profile_predictions_loss: 617.0224 - logcount_predictions_loss: 0.2911 38/2412 [..............................] - ETA: 6:00 - loss: 621.1725 - logits_profile_predictions_loss: 617.0394 - logcount_predictions_loss: 0.2911 39/2412 [..............................] - ETA: 6:00 - loss: 621.1183 - logits_profile_predictions_loss: 616.9849 - logcount_predictions_loss: 0.2911 40/2412 [..............................] - ETA: 6:00 - loss: 621.1007 - logits_profile_predictions_loss: 616.9678 - logcount_predictions_loss: 0.2910 41/2412 [..............................] - ETA: 5:59 - loss: 621.1026 - logits_profile_predictions_loss: 616.9698 - logcount_predictions_loss: 0.2910 42/2412 [..............................] - ETA: 5:59 - loss: 621.1163 - logits_profile_predictions_loss: 616.9844 - logcount_predictions_loss: 0.2910 43/2412 [..............................] - ETA: 5:59 - loss: 621.1243 - logits_profile_predictions_loss: 616.9935 - logcount_predictions_loss: 0.2909 44/2412 [..............................] - ETA: 5:59 - loss: 621.1346 - logits_profile_predictions_loss: 617.0045 - logcount_predictions_loss: 0.2909 45/2412 [..............................] - ETA: 5:59 - loss: 621.1619 - logits_profile_predictions_loss: 617.0324 - logcount_predictions_loss: 0.2908 46/2412 [..............................] - ETA: 5:59 - loss: 621.1603 - logits_profile_predictions_loss: 617.0314 - logcount_predictions_loss: 0.2908 47/2412 [..............................] - ETA: 5:58 - loss: 621.1263 - logits_profile_predictions_loss: 616.9976 - logcount_predictions_loss: 0.2907 48/2412 [..............................] - ETA: 5:58 - loss: 621.0694 - logits_profile_predictions_loss: 616.9409 - logcount_predictions_loss: 0.2907 49/2412 [..............................] - ETA: 5:58 - loss: 620.9776 - logits_profile_predictions_loss: 616.8500 - logcount_predictions_loss: 0.2907 50/2412 [..............................] - ETA: 5:58 - loss: 620.9128 - logits_profile_predictions_loss: 616.7860 - logcount_predictions_loss: 0.2906 51/2412 [..............................] - ETA: 5:58 - loss: 620.8438 - logits_profile_predictions_loss: 616.7179 - logcount_predictions_loss: 0.2906 52/2412 [..............................] - ETA: 5:58 - loss: 620.7862 - logits_profile_predictions_loss: 616.6612 - logcount_predictions_loss: 0.2905 53/2412 [..............................] - ETA: 5:57 - loss: 620.7342 - logits_profile_predictions_loss: 616.6096 - logcount_predictions_loss: 0.2905 54/2412 [..............................] - ETA: 5:57 - loss: 620.6817 - logits_profile_predictions_loss: 616.5580 - logcount_predictions_loss: 0.2904 55/2412 [..............................] - ETA: 5:57 - loss: 620.6103 - logits_profile_predictions_loss: 616.4876 - logcount_predictions_loss: 0.2903 56/2412 [..............................] - ETA: 5:57 - loss: 620.5301 - logits_profile_predictions_loss: 616.4083 - logcount_predictions_loss: 0.2903 57/2412 [..............................] - ETA: 5:57 - loss: 620.4139 - logits_profile_predictions_loss: 616.2926 - logcount_predictions_loss: 0.2902 58/2412 [..............................] - ETA: 5:57 - loss: 620.2766 - logits_profile_predictions_loss: 616.1560 - logcount_predictions_loss: 0.2902 59/2412 [..............................] - ETA: 5:56 - loss: 620.1435 - logits_profile_predictions_loss: 616.0234 - logcount_predictions_loss: 0.2901 60/2412 [..............................] - ETA: 5:56 - loss: 619.9951 - logits_profile_predictions_loss: 615.8753 - logcount_predictions_loss: 0.2901 61/2412 [..............................] - ETA: 5:56 - loss: 619.8550 - logits_profile_predictions_loss: 615.7355 - logcount_predictions_loss: 0.2901 62/2412 [..............................] - ETA: 5:56 - loss: 619.7164 - logits_profile_predictions_loss: 615.5975 - logcount_predictions_loss: 0.2901 63/2412 [..............................] - ETA: 5:56 - loss: 619.5871 - logits_profile_predictions_loss: 615.4690 - logcount_predictions_loss: 0.2900 64/2412 [..............................] - ETA: 5:56 - loss: 619.4617 - logits_profile_predictions_loss: 615.3446 - logcount_predictions_loss: 0.2899 65/2412 [..............................] - ETA: 5:56 - loss: 619.3339 - logits_profile_predictions_loss: 615.2179 - logcount_predictions_loss: 0.2899 66/2412 [..............................] - ETA: 5:55 - loss: 619.2059 - logits_profile_predictions_loss: 615.0906 - logcount_predictions_loss: 0.2898 67/2412 [..............................] - ETA: 5:55 - loss: 619.1118 - logits_profile_predictions_loss: 614.9964 - logcount_predictions_loss: 0.2898 68/2412 [..............................] - ETA: 5:55 - loss: 619.0367 - logits_profile_predictions_loss: 614.9215 - logcount_predictions_loss: 0.2898 69/2412 [..............................] - ETA: 5:55 - loss: 618.9721 - logits_profile_predictions_loss: 614.8568 - logcount_predictions_loss: 0.2898 70/2412 [..............................] - ETA: 5:55 - loss: 618.9422 - logits_profile_predictions_loss: 614.8266 - logcount_predictions_loss: 0.2898 71/2412 [..............................] - ETA: 5:55 - loss: 618.8985 - logits_profile_predictions_loss: 614.7827 - logcount_predictions_loss: 0.2898 72/2412 [..............................] - ETA: 5:55 - loss: 618.8723 - logits_profile_predictions_loss: 614.7564 - logcount_predictions_loss: 0.2899 73/2412 [..............................] - ETA: 5:54 - loss: 618.8441 - logits_profile_predictions_loss: 614.7283 - logcount_predictions_loss: 0.2898 74/2412 [..............................] - ETA: 5:54 - loss: 618.8304 - logits_profile_predictions_loss: 614.7146 - logcount_predictions_loss: 0.2898 75/2412 [..............................] - ETA: 5:54 - loss: 618.8162 - logits_profile_predictions_loss: 614.7006 - logcount_predictions_loss: 0.2898 76/2412 [..............................] - ETA: 5:54 - loss: 618.7994 - logits_profile_predictions_loss: 614.6837 - logcount_predictions_loss: 0.2898 77/2412 [..............................] - ETA: 5:54 - loss: 618.7763 - logits_profile_predictions_loss: 614.6607 - logcount_predictions_loss: 0.2898 78/2412 [..............................] - ETA: 5:54 - loss: 618.7433 - logits_profile_predictions_loss: 614.6281 - logcount_predictions_loss: 0.2898 79/2412 [..............................] - ETA: 5:53 - loss: 618.7325 - logits_profile_predictions_loss: 614.6178 - logcount_predictions_loss: 0.2898 80/2412 [..............................] - ETA: 5:53 - loss: 618.7340 - logits_profile_predictions_loss: 614.6198 - logcount_predictions_loss: 0.2897 81/2412 [>.............................] - ETA: 5:53 - loss: 618.7172 - logits_profile_predictions_loss: 614.6035 - logcount_predictions_loss: 0.2897 82/2412 [>.............................] - ETA: 5:53 - loss: 618.6834 - logits_profile_predictions_loss: 614.5703 - logcount_predictions_loss: 0.2897 83/2412 [>.............................] - ETA: 5:53 - loss: 618.6458 - logits_profile_predictions_loss: 614.5333 - logcount_predictions_loss: 0.2896 84/2412 [>.............................] - ETA: 5:53 - loss: 618.6052 - logits_profile_predictions_loss: 614.4936 - logcount_predictions_loss: 0.2895 85/2412 [>.............................] - ETA: 5:53 - loss: 618.5631 - logits_profile_predictions_loss: 614.4523 - logcount_predictions_loss: 0.2895 86/2412 [>.............................] - ETA: 5:52 - loss: 618.5235 - logits_profile_predictions_loss: 614.4135 - logcount_predictions_loss: 0.2894 87/2412 [>.............................] - ETA: 5:52 - loss: 618.4830 - logits_profile_predictions_loss: 614.3738 - logcount_predictions_loss: 0.2894 88/2412 [>.............................] - ETA: 5:52 - loss: 618.4492 - logits_profile_predictions_loss: 614.3407 - logcount_predictions_loss: 0.2893 89/2412 [>.............................] - ETA: 5:52 - loss: 618.4218 - logits_profile_predictions_loss: 614.3139 - logcount_predictions_loss: 0.2893 90/2412 [>.............................] - ETA: 5:52 - loss: 618.3961 - logits_profile_predictions_loss: 614.2886 - logcount_predictions_loss: 0.2893 91/2412 [>.............................] - ETA: 5:52 - loss: 618.3526 - logits_profile_predictions_loss: 614.2455 - logcount_predictions_loss: 0.2892 92/2412 [>.............................] - ETA: 5:51 - loss: 618.3012 - logits_profile_predictions_loss: 614.1947 - logcount_predictions_loss: 0.2892 93/2412 [>.............................] - ETA: 5:51 - loss: 618.2482 - logits_profile_predictions_loss: 614.1422 - logcount_predictions_loss: 0.2892 94/2412 [>.............................] - ETA: 5:51 - loss: 618.2110 - logits_profile_predictions_loss: 614.1055 - logcount_predictions_loss: 0.2891 95/2412 [>.............................] - ETA: 5:51 - loss: 618.1741 - logits_profile_predictions_loss: 614.0689 - logcount_predictions_loss: 0.2891 96/2412 [>.............................] - ETA: 5:51 - loss: 618.1459 - logits_profile_predictions_loss: 614.0412 - logcount_predictions_loss: 0.2891 97/2412 [>.............................] - ETA: 5:51 - loss: 618.1230 - logits_profile_predictions_loss: 614.0187 - logcount_predictions_loss: 0.2890 98/2412 [>.............................] - ETA: 5:50 - loss: 618.0968 - logits_profile_predictions_loss: 613.9929 - logcount_predictions_loss: 0.2890 99/2412 [>.............................] - ETA: 5:50 - loss: 618.0740 - logits_profile_predictions_loss: 613.9704 - logcount_predictions_loss: 0.2890 100/2412 [>.............................] - ETA: 5:50 - loss: 618.0526 - logits_profile_predictions_loss: 613.9493 - logcount_predictions_loss: 0.2890 101/2412 [>.............................] - ETA: 5:50 - loss: 618.0309 - logits_profile_predictions_loss: 613.9278 - logcount_predictions_loss: 0.2890 102/2412 [>.............................] - ETA: 5:50 - loss: 618.0022 - logits_profile_predictions_loss: 613.8994 - logcount_predictions_loss: 0.2889 103/2412 [>.............................] - ETA: 5:50 - loss: 617.9767 - logits_profile_predictions_loss: 613.8742 - logcount_predictions_loss: 0.2889 104/2412 [>.............................] - ETA: 5:50 - loss: 617.9508 - logits_profile_predictions_loss: 613.8487 - logcount_predictions_loss: 0.2889 105/2412 [>.............................] - ETA: 5:49 - loss: 617.9255 - logits_profile_predictions_loss: 613.8236 - logcount_predictions_loss: 0.2889 106/2412 [>.............................] - ETA: 5:49 - loss: 617.9066 - logits_profile_predictions_loss: 613.8051 - logcount_predictions_loss: 0.2888 107/2412 [>.............................] - ETA: 5:49 - loss: 617.8921 - logits_profile_predictions_loss: 613.7911 - logcount_predictions_loss: 0.2888 108/2412 [>.............................] - ETA: 5:49 - loss: 617.8690 - logits_profile_predictions_loss: 613.7685 - logcount_predictions_loss: 0.2888 109/2412 [>.............................] - ETA: 5:49 - loss: 617.8495 - logits_profile_predictions_loss: 613.7495 - logcount_predictions_loss: 0.2887 110/2412 [>.............................] - ETA: 5:49 - loss: 617.8374 - logits_profile_predictions_loss: 613.7378 - logcount_predictions_loss: 0.2887 111/2412 [>.............................] - ETA: 5:48 - loss: 617.8245 - logits_profile_predictions_loss: 613.7254 - logcount_predictions_loss: 0.2887 112/2412 [>.............................] - ETA: 5:48 - loss: 617.8153 - logits_profile_predictions_loss: 613.7166 - logcount_predictions_loss: 0.2886 113/2412 [>.............................] - ETA: 5:48 - loss: 617.8066 - logits_profile_predictions_loss: 613.7085 - logcount_predictions_loss: 0.2886 114/2412 [>.............................] - ETA: 5:48 - loss: 617.8033 - logits_profile_predictions_loss: 613.7058 - logcount_predictions_loss: 0.2886 115/2412 [>.............................] - ETA: 5:48 - loss: 617.7998 - logits_profile_predictions_loss: 613.7029 - logcount_predictions_loss: 0.2885 116/2412 [>.............................] - ETA: 5:48 - loss: 617.7969 - logits_profile_predictions_loss: 613.7006 - logcount_predictions_loss: 0.2885 117/2412 [>.............................] - ETA: 5:48 - loss: 617.7948 - logits_profile_predictions_loss: 613.6990 - logcount_predictions_loss: 0.2884 118/2412 [>.............................] - ETA: 5:47 - loss: 617.7912 - logits_profile_predictions_loss: 613.6960 - logcount_predictions_loss: 0.2884 119/2412 [>.............................] - ETA: 5:47 - loss: 617.7890 - logits_profile_predictions_loss: 613.6944 - logcount_predictions_loss: 0.2884 120/2412 [>.............................] - ETA: 5:47 - loss: 617.7834 - logits_profile_predictions_loss: 613.6893 - logcount_predictions_loss: 0.2883 121/2412 [>.............................] - ETA: 5:47 - loss: 617.7707 - logits_profile_predictions_loss: 613.6771 - logcount_predictions_loss: 0.2883 122/2412 [>.............................] - ETA: 5:47 - loss: 617.7576 - logits_profile_predictions_loss: 613.6645 - logcount_predictions_loss: 0.2882 123/2412 [>.............................] - ETA: 5:47 - loss: 617.7490 - logits_profile_predictions_loss: 613.6564 - logcount_predictions_loss: 0.2882 124/2412 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[============================>.] - ETA: 9s - loss: 615.8951 - logits_profile_predictions_loss: 611.7480 - logcount_predictions_loss: 0.2920 2349/2412 [============================>.] - ETA: 9s - loss: 615.8947 - logits_profile_predictions_loss: 611.7476 - logcount_predictions_loss: 0.2920 2350/2412 [============================>.] - ETA: 9s - loss: 615.8944 - logits_profile_predictions_loss: 611.7473 - logcount_predictions_loss: 0.2920 2351/2412 [============================>.] - ETA: 9s - loss: 615.8940 - logits_profile_predictions_loss: 611.7469 - logcount_predictions_loss: 0.2920 2352/2412 [============================>.] - ETA: 9s - loss: 615.8936 - logits_profile_predictions_loss: 611.7465 - logcount_predictions_loss: 0.2920 2353/2412 [============================>.] - ETA: 8s - loss: 615.8932 - logits_profile_predictions_loss: 611.7461 - logcount_predictions_loss: 0.2920 2354/2412 [============================>.] - ETA: 8s - loss: 615.8928 - logits_profile_predictions_loss: 611.7457 - logcount_predictions_loss: 0.2920 2355/2412 [============================>.] - ETA: 8s - loss: 615.8924 - logits_profile_predictions_loss: 611.7453 - logcount_predictions_loss: 0.2920 2356/2412 [============================>.] - ETA: 8s - loss: 615.8920 - logits_profile_predictions_loss: 611.7448 - logcount_predictions_loss: 0.2920 2357/2412 [============================>.] - ETA: 8s - loss: 615.8916 - logits_profile_predictions_loss: 611.7444 - logcount_predictions_loss: 0.2920 2358/2412 [============================>.] - ETA: 8s - loss: 615.8912 - logits_profile_predictions_loss: 611.7440 - logcount_predictions_loss: 0.2921 2359/2412 [============================>.] - ETA: 8s - loss: 615.8908 - logits_profile_predictions_loss: 611.7436 - logcount_predictions_loss: 0.2921 2360/2412 [============================>.] - ETA: 7s - loss: 615.8904 - logits_profile_predictions_loss: 611.7433 - logcount_predictions_loss: 0.2921 2361/2412 [============================>.] - ETA: 7s - 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2368/2412 [============================>.] - ETA: 6s - loss: 615.8874 - logits_profile_predictions_loss: 611.7402 - logcount_predictions_loss: 0.2921 2369/2412 [============================>.] - ETA: 6s - loss: 615.8870 - logits_profile_predictions_loss: 611.7398 - logcount_predictions_loss: 0.2921 2370/2412 [============================>.] - ETA: 6s - loss: 615.8866 - logits_profile_predictions_loss: 611.7394 - logcount_predictions_loss: 0.2921 2371/2412 [============================>.] - ETA: 6s - loss: 615.8863 - logits_profile_predictions_loss: 611.7391 - logcount_predictions_loss: 0.2921 2372/2412 [============================>.] - ETA: 6s - loss: 615.8859 - logits_profile_predictions_loss: 611.7387 - logcount_predictions_loss: 0.2921 2373/2412 [============================>.] - ETA: 5s - loss: 615.8855 - logits_profile_predictions_loss: 611.7383 - logcount_predictions_loss: 0.2921 2374/2412 [============================>.] - ETA: 5s - loss: 615.8851 - logits_profile_predictions_loss: 611.7379 - logcount_predictions_loss: 0.2921 2375/2412 [============================>.] - ETA: 5s - loss: 615.8847 - logits_profile_predictions_loss: 611.7375 - logcount_predictions_loss: 0.2921 2376/2412 [============================>.] - ETA: 5s - loss: 615.8843 - logits_profile_predictions_loss: 611.7371 - logcount_predictions_loss: 0.2921 2377/2412 [============================>.] - ETA: 5s - loss: 615.8839 - logits_profile_predictions_loss: 611.7367 - logcount_predictions_loss: 0.2921 2378/2412 [============================>.] - ETA: 5s - loss: 615.8835 - logits_profile_predictions_loss: 611.7363 - logcount_predictions_loss: 0.2921 2379/2412 [============================>.] - ETA: 5s - loss: 615.8831 - logits_profile_predictions_loss: 611.7358 - logcount_predictions_loss: 0.2921 2380/2412 [============================>.] - ETA: 4s - loss: 615.8827 - logits_profile_predictions_loss: 611.7354 - logcount_predictions_loss: 0.2921 2381/2412 [============================>.] - ETA: 4s - loss: 615.8823 - logits_profile_predictions_loss: 611.7350 - logcount_predictions_loss: 0.2921 2382/2412 [============================>.] - ETA: 4s - loss: 615.8819 - logits_profile_predictions_loss: 611.7346 - logcount_predictions_loss: 0.2921 2383/2412 [============================>.] - ETA: 4s - loss: 615.8814 - logits_profile_predictions_loss: 611.7342 - logcount_predictions_loss: 0.2921 2384/2412 [============================>.] - ETA: 4s - loss: 615.8810 - logits_profile_predictions_loss: 611.7337 - logcount_predictions_loss: 0.2921 2385/2412 [============================>.] - ETA: 4s - loss: 615.8806 - logits_profile_predictions_loss: 611.7333 - logcount_predictions_loss: 0.2921 2386/2412 [============================>.] - ETA: 3s - loss: 615.8802 - logits_profile_predictions_loss: 611.7329 - logcount_predictions_loss: 0.2921 2387/2412 [============================>.] - ETA: 3s - loss: 615.8797 - logits_profile_predictions_loss: 611.7325 - logcount_predictions_loss: 0.2921 2388/2412 [============================>.] - ETA: 3s - loss: 615.8793 - logits_profile_predictions_loss: 611.7320 - logcount_predictions_loss: 0.2921 2389/2412 [============================>.] - ETA: 3s - loss: 615.8789 - logits_profile_predictions_loss: 611.7316 - logcount_predictions_loss: 0.2921 2390/2412 [============================>.] - ETA: 3s - loss: 615.8785 - logits_profile_predictions_loss: 611.7312 - logcount_predictions_loss: 0.2921 2391/2412 [============================>.] - ETA: 3s - loss: 615.8780 - logits_profile_predictions_loss: 611.7307 - logcount_predictions_loss: 0.2921 2392/2412 [============================>.] - ETA: 3s - loss: 615.8776 - logits_profile_predictions_loss: 611.7303 - logcount_predictions_loss: 0.2921 2393/2412 [============================>.] - ETA: 2s - loss: 615.8772 - logits_profile_predictions_loss: 611.7299 - logcount_predictions_loss: 0.2921 2394/2412 [============================>.] - ETA: 2s - loss: 615.8768 - logits_profile_predictions_loss: 611.7295 - logcount_predictions_loss: 0.2921 2395/2412 [============================>.] - ETA: 2s - loss: 615.8764 - logits_profile_predictions_loss: 611.7291 - logcount_predictions_loss: 0.2921 2396/2412 [============================>.] - ETA: 2s - loss: 615.8760 - logits_profile_predictions_loss: 611.7286 - logcount_predictions_loss: 0.2921 2397/2412 [============================>.] - ETA: 2s - loss: 615.8756 - logits_profile_predictions_loss: 611.7282 - logcount_predictions_loss: 0.2921 2398/2412 [============================>.] - ETA: 2s - loss: 615.8751 - logits_profile_predictions_loss: 611.7278 - logcount_predictions_loss: 0.2921 2399/2412 [============================>.] - ETA: 1s - loss: 615.8747 - logits_profile_predictions_loss: 611.7273 - logcount_predictions_loss: 0.2921 2400/2412 [============================>.] - ETA: 1s - loss: 615.8743 - logits_profile_predictions_loss: 611.7269 - logcount_predictions_loss: 0.2921 2401/2412 [============================>.] - ETA: 1s - loss: 615.8739 - logits_profile_predictions_loss: 611.7265 - logcount_predictions_loss: 0.2921 2402/2412 [============================>.] - ETA: 1s - loss: 615.8734 - logits_profile_predictions_loss: 611.7260 - logcount_predictions_loss: 0.2921 2403/2412 [============================>.] - ETA: 1s - loss: 615.8730 - logits_profile_predictions_loss: 611.7256 - logcount_predictions_loss: 0.2921 2404/2412 [============================>.] - ETA: 1s - loss: 615.8726 - logits_profile_predictions_loss: 611.7252 - logcount_predictions_loss: 0.2921 2405/2412 [============================>.] - ETA: 1s - loss: 615.8722 - logits_profile_predictions_loss: 611.7248 - logcount_predictions_loss: 0.2921 2406/2412 [============================>.] - ETA: 0s - loss: 615.8717 - logits_profile_predictions_loss: 611.7244 - logcount_predictions_loss: 0.2921 2407/2412 [============================>.] - ETA: 0s - loss: 615.8714 - logits_profile_predictions_loss: 611.7240 - logcount_predictions_loss: 0.2921 2408/2412 [============================>.] - ETA: 0s - loss: 615.8710 - logits_profile_predictions_loss: 611.7236 - logcount_predictions_loss: 0.2921 2409/2412 [============================>.] - ETA: 0s - loss: 615.8706 - logits_profile_predictions_loss: 611.7232 - logcount_predictions_loss: 0.2921 2410/2412 [============================>.] - ETA: 0s - loss: 615.8702 - logits_profile_predictions_loss: 611.7227 - logcount_predictions_loss: 0.2921 2411/2412 [============================>.] - ETA: 0s - loss: 615.8697 - logits_profile_predictions_loss: 611.7223 - logcount_predictions_loss: 0.2921 2412/2412 [==============================] - ETA: 0s - loss: 615.8693 - logits_profile_predictions_loss: 611.7219 - logcount_predictions_loss: 0.2921 2412/2412 [==============================] - 384s 159ms/step - loss: 615.8689 - logits_profile_predictions_loss: 611.7215 - logcount_predictions_loss: 0.2921 - val_loss: 607.6064 - val_logits_profile_predictions_loss: 603.2797 - val_logcount_predictions_loss: 0.3047 Epoch 00007: val_loss did not improve from 607.45001 Epoch 8/50 1/2412 [..............................] - ETA: 7:21 - loss: 747.5117 - logits_profile_predictions_loss: 742.7520 - logcount_predictions_loss: 0.3352 2/2412 [..............................] - ETA: 6:33 - loss: 691.5821 - logits_profile_predictions_loss: 686.8351 - logcount_predictions_loss: 0.3343 3/2412 [..............................] - ETA: 6:19 - loss: 679.7850 - logits_profile_predictions_loss: 675.1183 - logcount_predictions_loss: 0.3286 4/2412 [..............................] - ETA: 6:14 - loss: 666.0904 - logits_profile_predictions_loss: 661.5788 - logcount_predictions_loss: 0.3177 5/2412 [..............................] - ETA: 6:11 - loss: 657.1040 - logits_profile_predictions_loss: 652.6504 - logcount_predictions_loss: 0.3136 6/2412 [..............................] - ETA: 6:10 - loss: 651.3130 - logits_profile_predictions_loss: 646.9034 - logcount_predictions_loss: 0.3105 7/2412 [..............................] - ETA: 6:09 - loss: 645.8474 - logits_profile_predictions_loss: 641.4509 - logcount_predictions_loss: 0.3096 8/2412 [..............................] - ETA: 6:08 - loss: 641.7427 - logits_profile_predictions_loss: 637.3333 - logcount_predictions_loss: 0.3105 9/2412 [..............................] - ETA: 6:07 - loss: 637.5307 - logits_profile_predictions_loss: 633.1102 - logcount_predictions_loss: 0.3113 10/2412 [..............................] - ETA: 6:07 - loss: 634.1722 - logits_profile_predictions_loss: 629.7369 - logcount_predictions_loss: 0.3123 11/2412 [..............................] - ETA: 6:06 - loss: 631.6652 - logits_profile_predictions_loss: 627.2316 - logcount_predictions_loss: 0.3122 12/2412 [..............................] - ETA: 6:06 - loss: 629.0220 - logits_profile_predictions_loss: 624.5972 - logcount_predictions_loss: 0.3116 13/2412 [..............................] - ETA: 6:06 - loss: 626.0711 - logits_profile_predictions_loss: 621.6638 - logcount_predictions_loss: 0.3104 14/2412 [..............................] - ETA: 6:05 - loss: 623.7931 - logits_profile_predictions_loss: 619.4014 - logcount_predictions_loss: 0.3093 15/2412 [..............................] - ETA: 6:05 - loss: 621.7620 - logits_profile_predictions_loss: 617.3887 - logcount_predictions_loss: 0.3080 16/2412 [..............................] - ETA: 6:05 - loss: 620.2937 - logits_profile_predictions_loss: 615.9404 - logcount_predictions_loss: 0.3066 17/2412 [..............................] - ETA: 6:05 - loss: 619.2830 - logits_profile_predictions_loss: 614.9398 - logcount_predictions_loss: 0.3059 18/2412 [..............................] - ETA: 6:04 - loss: 618.6140 - logits_profile_predictions_loss: 614.2697 - logcount_predictions_loss: 0.3059 19/2412 [..............................] - ETA: 6:04 - loss: 617.9121 - logits_profile_predictions_loss: 613.5696 - logcount_predictions_loss: 0.3058 20/2412 [..............................] - ETA: 6:04 - loss: 617.2917 - logits_profile_predictions_loss: 612.9531 - logcount_predictions_loss: 0.3055 21/2412 [..............................] - ETA: 6:04 - loss: 616.6835 - logits_profile_predictions_loss: 612.3504 - logcount_predictions_loss: 0.3051 22/2412 [..............................] - ETA: 6:03 - loss: 616.4321 - logits_profile_predictions_loss: 612.1045 - logcount_predictions_loss: 0.3048 23/2412 [..............................] - ETA: 6:03 - loss: 615.9631 - logits_profile_predictions_loss: 611.6432 - logcount_predictions_loss: 0.3042 24/2412 [..............................] - ETA: 6:03 - loss: 615.3696 - logits_profile_predictions_loss: 611.0563 - logcount_predictions_loss: 0.3038 25/2412 [..............................] - ETA: 6:03 - loss: 614.9490 - logits_profile_predictions_loss: 610.6427 - logcount_predictions_loss: 0.3033 26/2412 [..............................] - ETA: 6:02 - loss: 614.4950 - logits_profile_predictions_loss: 610.1967 - logcount_predictions_loss: 0.3027 27/2412 [..............................] - ETA: 6:02 - loss: 613.9358 - logits_profile_predictions_loss: 609.6441 - logcount_predictions_loss: 0.3022 28/2412 [..............................] - ETA: 6:02 - loss: 613.5362 - logits_profile_predictions_loss: 609.2486 - logcount_predictions_loss: 0.3019 29/2412 [..............................] - ETA: 6:02 - loss: 613.2231 - logits_profile_predictions_loss: 608.9397 - logcount_predictions_loss: 0.3016 30/2412 [..............................] - ETA: 6:02 - loss: 613.0369 - logits_profile_predictions_loss: 608.7548 - logcount_predictions_loss: 0.3016 31/2412 [..............................] - ETA: 6:02 - loss: 612.9956 - logits_profile_predictions_loss: 608.7134 - logcount_predictions_loss: 0.3016 32/2412 [..............................] - ETA: 6:01 - loss: 612.9084 - logits_profile_predictions_loss: 608.6278 - logcount_predictions_loss: 0.3015 33/2412 [..............................] - ETA: 6:01 - loss: 612.8962 - logits_profile_predictions_loss: 608.6176 - logcount_predictions_loss: 0.3013 34/2412 [..............................] - ETA: 6:01 - loss: 612.8093 - logits_profile_predictions_loss: 608.5340 - logcount_predictions_loss: 0.3011 35/2412 [..............................] - ETA: 6:01 - loss: 612.6753 - logits_profile_predictions_loss: 608.4039 - logcount_predictions_loss: 0.3008 36/2412 [..............................] - ETA: 6:01 - loss: 612.5857 - logits_profile_predictions_loss: 608.3178 - logcount_predictions_loss: 0.3006 37/2412 [..............................] - ETA: 6:01 - loss: 612.5325 - logits_profile_predictions_loss: 608.2677 - logcount_predictions_loss: 0.3003 38/2412 [..............................] - ETA: 6:00 - loss: 612.4691 - logits_profile_predictions_loss: 608.2079 - logcount_predictions_loss: 0.3001 39/2412 [..............................] - ETA: 6:00 - loss: 612.3965 - logits_profile_predictions_loss: 608.1384 - logcount_predictions_loss: 0.2999 40/2412 [..............................] - ETA: 6:00 - loss: 612.3334 - logits_profile_predictions_loss: 608.0790 - logcount_predictions_loss: 0.2996 41/2412 [..............................] - ETA: 6:00 - loss: 612.2656 - logits_profile_predictions_loss: 608.0141 - logcount_predictions_loss: 0.2994 42/2412 [..............................] - ETA: 6:00 - loss: 612.1763 - logits_profile_predictions_loss: 607.9284 - logcount_predictions_loss: 0.2991 43/2412 [..............................] - ETA: 6:00 - loss: 612.0373 - logits_profile_predictions_loss: 607.7905 - logcount_predictions_loss: 0.2991 44/2412 [..............................] - ETA: 5:59 - loss: 611.8949 - logits_profile_predictions_loss: 607.6486 - logcount_predictions_loss: 0.2990 45/2412 [..............................] - ETA: 5:59 - loss: 611.7638 - logits_profile_predictions_loss: 607.5182 - logcount_predictions_loss: 0.2990 46/2412 [..............................] - ETA: 5:59 - loss: 611.6328 - logits_profile_predictions_loss: 607.3877 - logcount_predictions_loss: 0.2990 47/2412 [..............................] - ETA: 5:59 - loss: 611.5616 - logits_profile_predictions_loss: 607.3177 - logcount_predictions_loss: 0.2989 48/2412 [..............................] - ETA: 5:59 - loss: 611.4399 - logits_profile_predictions_loss: 607.1979 - logcount_predictions_loss: 0.2987 49/2412 [..............................] - ETA: 5:59 - loss: 611.3245 - logits_profile_predictions_loss: 607.0850 - logcount_predictions_loss: 0.2986 50/2412 [..............................] - ETA: 5:58 - loss: 611.2038 - logits_profile_predictions_loss: 606.9672 - logcount_predictions_loss: 0.2984 51/2412 [..............................] - ETA: 5:58 - loss: 611.1081 - logits_profile_predictions_loss: 606.8743 - logcount_predictions_loss: 0.2982 52/2412 [..............................] - ETA: 5:58 - loss: 611.0404 - logits_profile_predictions_loss: 606.8094 - logcount_predictions_loss: 0.2980 53/2412 [..............................] - ETA: 5:58 - loss: 610.9837 - logits_profile_predictions_loss: 606.7547 - logcount_predictions_loss: 0.2978 54/2412 [..............................] - ETA: 5:58 - loss: 610.9406 - logits_profile_predictions_loss: 606.7136 - logcount_predictions_loss: 0.2977 55/2412 [..............................] - ETA: 5:58 - loss: 610.9001 - logits_profile_predictions_loss: 606.6748 - logcount_predictions_loss: 0.2976 56/2412 [..............................] - ETA: 5:57 - loss: 610.8330 - logits_profile_predictions_loss: 606.6094 - logcount_predictions_loss: 0.2974 57/2412 [..............................] - ETA: 5:57 - loss: 610.8005 - logits_profile_predictions_loss: 606.5785 - logcount_predictions_loss: 0.2973 58/2412 [..............................] - ETA: 5:57 - loss: 610.7402 - logits_profile_predictions_loss: 606.5201 - logcount_predictions_loss: 0.2972 59/2412 [..............................] - ETA: 5:57 - loss: 610.6958 - logits_profile_predictions_loss: 606.4773 - logcount_predictions_loss: 0.2971 60/2412 [..............................] - ETA: 5:57 - loss: 610.6582 - logits_profile_predictions_loss: 606.4414 - logcount_predictions_loss: 0.2970 61/2412 [..............................] - ETA: 5:57 - loss: 610.6161 - logits_profile_predictions_loss: 606.4011 - logcount_predictions_loss: 0.2968 62/2412 [..............................] - ETA: 5:56 - loss: 610.5753 - logits_profile_predictions_loss: 606.3624 - logcount_predictions_loss: 0.2967 63/2412 [..............................] - ETA: 5:56 - loss: 610.5292 - logits_profile_predictions_loss: 606.3185 - logcount_predictions_loss: 0.2965 64/2412 [..............................] - ETA: 5:56 - loss: 610.4765 - logits_profile_predictions_loss: 606.2675 - logcount_predictions_loss: 0.2964 65/2412 [..............................] - ETA: 5:56 - loss: 610.4266 - logits_profile_predictions_loss: 606.2187 - logcount_predictions_loss: 0.2963 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logits_profile_predictions_loss: 603.6807 - logcount_predictions_loss: 0.2836 223/2412 [=>............................] - ETA: 5:32 - loss: 607.6929 - logits_profile_predictions_loss: 603.6660 - logcount_predictions_loss: 0.2836 224/2412 [=>............................] - ETA: 5:32 - loss: 607.6762 - logits_profile_predictions_loss: 603.6500 - logcount_predictions_loss: 0.2835 225/2412 [=>............................] - ETA: 5:31 - loss: 607.6611 - logits_profile_predictions_loss: 603.6355 - logcount_predictions_loss: 0.2835 226/2412 [=>............................] - ETA: 5:31 - loss: 607.6471 - logits_profile_predictions_loss: 603.6222 - logcount_predictions_loss: 0.2834 227/2412 [=>............................] - ETA: 5:31 - loss: 607.6330 - logits_profile_predictions_loss: 603.6088 - logcount_predictions_loss: 0.2834 228/2412 [=>............................] - ETA: 5:31 - loss: 607.6176 - logits_profile_predictions_loss: 603.5940 - logcount_predictions_loss: 0.2833 229/2412 [=>............................] - ETA: 5:31 - loss: 607.6039 - logits_profile_predictions_loss: 603.5810 - logcount_predictions_loss: 0.2833 230/2412 [=>............................] - ETA: 5:31 - loss: 607.5901 - logits_profile_predictions_loss: 603.5680 - logcount_predictions_loss: 0.2833 231/2412 [=>............................] - ETA: 5:30 - loss: 607.5767 - logits_profile_predictions_loss: 603.5552 - logcount_predictions_loss: 0.2832 232/2412 [=>............................] - ETA: 5:30 - loss: 607.5645 - logits_profile_predictions_loss: 603.5436 - logcount_predictions_loss: 0.2832 233/2412 [=>............................] - ETA: 5:30 - loss: 607.5529 - logits_profile_predictions_loss: 603.5328 - logcount_predictions_loss: 0.2831 234/2412 [=>............................] - ETA: 5:30 - loss: 607.5410 - logits_profile_predictions_loss: 603.5216 - logcount_predictions_loss: 0.2831 235/2412 [=>............................] - ETA: 5:30 - loss: 607.5286 - logits_profile_predictions_loss: 603.5097 - logcount_predictions_loss: 0.2830 236/2412 [=>............................] - ETA: 5:30 - loss: 607.5178 - logits_profile_predictions_loss: 603.4996 - logcount_predictions_loss: 0.2830 237/2412 [=>............................] - ETA: 5:30 - loss: 607.5061 - logits_profile_predictions_loss: 603.4886 - logcount_predictions_loss: 0.2829 238/2412 [=>............................] - ETA: 5:29 - loss: 607.4954 - logits_profile_predictions_loss: 603.4785 - logcount_predictions_loss: 0.2829 239/2412 [=>............................] - ETA: 5:29 - loss: 607.4841 - logits_profile_predictions_loss: 603.4678 - logcount_predictions_loss: 0.2828 240/2412 [=>............................] - ETA: 5:29 - loss: 607.4754 - logits_profile_predictions_loss: 603.4597 - logcount_predictions_loss: 0.2828 241/2412 [=>............................] - ETA: 5:29 - loss: 607.4667 - logits_profile_predictions_loss: 603.4517 - logcount_predictions_loss: 0.2827 242/2412 [==>...........................] - ETA: 5:29 - loss: 607.4562 - logits_profile_predictions_loss: 603.4418 - logcount_predictions_loss: 0.2827 243/2412 [==>...........................] - ETA: 5:29 - loss: 607.4475 - logits_profile_predictions_loss: 603.4338 - logcount_predictions_loss: 0.2827 244/2412 [==>...........................] - ETA: 5:28 - loss: 607.4399 - logits_profile_predictions_loss: 603.4268 - logcount_predictions_loss: 0.2826 245/2412 [==>...........................] - ETA: 5:28 - loss: 607.4323 - logits_profile_predictions_loss: 603.4199 - logcount_predictions_loss: 0.2826 246/2412 [==>...........................] - ETA: 5:28 - loss: 607.4271 - logits_profile_predictions_loss: 603.4153 - logcount_predictions_loss: 0.2825 247/2412 [==>...........................] - ETA: 5:28 - loss: 607.4224 - logits_profile_predictions_loss: 603.4112 - logcount_predictions_loss: 0.2825 248/2412 [==>...........................] - ETA: 5:28 - loss: 607.4165 - 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[==>...........................] - ETA: 5:27 - loss: 607.3772 - logits_profile_predictions_loss: 603.3712 - logcount_predictions_loss: 0.2821 256/2412 [==>...........................] - ETA: 5:27 - loss: 607.3741 - logits_profile_predictions_loss: 603.3687 - logcount_predictions_loss: 0.2821 257/2412 [==>...........................] - ETA: 5:26 - loss: 607.3712 - logits_profile_predictions_loss: 603.3665 - logcount_predictions_loss: 0.2820 258/2412 [==>...........................] - ETA: 5:26 - loss: 607.3702 - logits_profile_predictions_loss: 603.3660 - logcount_predictions_loss: 0.2820 259/2412 [==>...........................] - ETA: 5:26 - loss: 607.3689 - logits_profile_predictions_loss: 603.3653 - logcount_predictions_loss: 0.2819 260/2412 [==>...........................] - ETA: 5:26 - loss: 607.3677 - logits_profile_predictions_loss: 603.3647 - logcount_predictions_loss: 0.2819 261/2412 [==>...........................] - ETA: 5:26 - loss: 607.3667 - 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[==>...........................] - ETA: 5:25 - loss: 607.3618 - logits_profile_predictions_loss: 603.3636 - logcount_predictions_loss: 0.2816 269/2412 [==>...........................] - ETA: 5:25 - loss: 607.3627 - logits_profile_predictions_loss: 603.3650 - logcount_predictions_loss: 0.2815 270/2412 [==>...........................] - ETA: 5:25 - loss: 607.3625 - logits_profile_predictions_loss: 603.3654 - logcount_predictions_loss: 0.2815 271/2412 [==>...........................] - ETA: 5:24 - loss: 607.3624 - logits_profile_predictions_loss: 603.3658 - logcount_predictions_loss: 0.2815 272/2412 [==>...........................] - ETA: 5:24 - loss: 607.3627 - logits_profile_predictions_loss: 603.3666 - logcount_predictions_loss: 0.2814 273/2412 [==>...........................] - ETA: 5:24 - loss: 607.3621 - logits_profile_predictions_loss: 603.3665 - logcount_predictions_loss: 0.2814 274/2412 [==>...........................] - ETA: 5:24 - loss: 607.3605 - 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[==>...........................] - ETA: 5:23 - loss: 607.3536 - logits_profile_predictions_loss: 603.3619 - logcount_predictions_loss: 0.2811 282/2412 [==>...........................] - ETA: 5:23 - loss: 607.3539 - logits_profile_predictions_loss: 603.3626 - logcount_predictions_loss: 0.2811 283/2412 [==>...........................] - ETA: 5:23 - loss: 607.3547 - logits_profile_predictions_loss: 603.3639 - logcount_predictions_loss: 0.2810 284/2412 [==>...........................] - ETA: 5:22 - loss: 607.3566 - logits_profile_predictions_loss: 603.3661 - logcount_predictions_loss: 0.2810 285/2412 [==>...........................] - ETA: 5:22 - loss: 607.3577 - logits_profile_predictions_loss: 603.3677 - logcount_predictions_loss: 0.2810 286/2412 [==>...........................] - ETA: 5:22 - loss: 607.3589 - logits_profile_predictions_loss: 603.3693 - logcount_predictions_loss: 0.2810 287/2412 [==>...........................] - ETA: 5:22 - loss: 607.3609 - 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[==>...........................] - ETA: 5:21 - loss: 607.3704 - logits_profile_predictions_loss: 603.3840 - logcount_predictions_loss: 0.2807 295/2412 [==>...........................] - ETA: 5:21 - loss: 607.3721 - logits_profile_predictions_loss: 603.3860 - logcount_predictions_loss: 0.2807 296/2412 [==>...........................] - ETA: 5:21 - loss: 607.3739 - logits_profile_predictions_loss: 603.3882 - logcount_predictions_loss: 0.2807 297/2412 [==>...........................] - ETA: 5:20 - loss: 607.3762 - logits_profile_predictions_loss: 603.3909 - logcount_predictions_loss: 0.2807 298/2412 [==>...........................] - ETA: 5:20 - loss: 607.3792 - logits_profile_predictions_loss: 603.3942 - logcount_predictions_loss: 0.2806 299/2412 [==>...........................] - ETA: 5:20 - loss: 607.3825 - logits_profile_predictions_loss: 603.3979 - logcount_predictions_loss: 0.2806 300/2412 [==>...........................] - ETA: 5:20 - loss: 607.3861 - 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[==>...........................] - ETA: 5:19 - loss: 607.4021 - logits_profile_predictions_loss: 603.4202 - logcount_predictions_loss: 0.2804 308/2412 [==>...........................] - ETA: 5:19 - loss: 607.4032 - logits_profile_predictions_loss: 603.4216 - logcount_predictions_loss: 0.2804 309/2412 [==>...........................] - ETA: 5:19 - loss: 607.4033 - logits_profile_predictions_loss: 603.4221 - logcount_predictions_loss: 0.2804 310/2412 [==>...........................] - ETA: 5:19 - loss: 607.4050 - logits_profile_predictions_loss: 603.4240 - logcount_predictions_loss: 0.2804 311/2412 [==>...........................] - ETA: 5:18 - loss: 607.4066 - logits_profile_predictions_loss: 603.4259 - logcount_predictions_loss: 0.2803 312/2412 [==>...........................] - ETA: 5:18 - loss: 607.4078 - logits_profile_predictions_loss: 603.4274 - logcount_predictions_loss: 0.2803 313/2412 [==>...........................] - ETA: 5:18 - loss: 607.4084 - 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[==>...........................] - ETA: 5:17 - loss: 607.4160 - logits_profile_predictions_loss: 603.4373 - logcount_predictions_loss: 0.2802 321/2412 [==>...........................] - ETA: 5:17 - loss: 607.4157 - logits_profile_predictions_loss: 603.4373 - logcount_predictions_loss: 0.2802 322/2412 [===>..........................] - ETA: 5:17 - loss: 607.4156 - logits_profile_predictions_loss: 603.4373 - logcount_predictions_loss: 0.2802 323/2412 [===>..........................] - ETA: 5:17 - loss: 607.4145 - logits_profile_predictions_loss: 603.4364 - logcount_predictions_loss: 0.2801 324/2412 [===>..........................] - ETA: 5:16 - loss: 607.4130 - logits_profile_predictions_loss: 603.4352 - logcount_predictions_loss: 0.2801 325/2412 [===>..........................] - ETA: 5:16 - loss: 607.4118 - logits_profile_predictions_loss: 603.4342 - logcount_predictions_loss: 0.2801 326/2412 [===>..........................] - ETA: 5:16 - loss: 607.4110 - 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[===>..........................] - ETA: 5:15 - loss: 607.3983 - logits_profile_predictions_loss: 603.4224 - logcount_predictions_loss: 0.2800 334/2412 [===>..........................] - ETA: 5:15 - loss: 607.3976 - logits_profile_predictions_loss: 603.4220 - logcount_predictions_loss: 0.2800 335/2412 [===>..........................] - ETA: 5:15 - loss: 607.3969 - logits_profile_predictions_loss: 603.4215 - logcount_predictions_loss: 0.2800 336/2412 [===>..........................] - ETA: 5:15 - loss: 607.3961 - logits_profile_predictions_loss: 603.4209 - logcount_predictions_loss: 0.2799 337/2412 [===>..........................] - ETA: 5:14 - loss: 607.3951 - logits_profile_predictions_loss: 603.4201 - logcount_predictions_loss: 0.2799 338/2412 [===>..........................] - ETA: 5:14 - loss: 607.3943 - logits_profile_predictions_loss: 603.4195 - logcount_predictions_loss: 0.2799 339/2412 [===>..........................] - ETA: 5:14 - loss: 607.3943 - 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[===========================>..] - ETA: 15s - loss: 608.8428 - logits_profile_predictions_loss: 605.0243 - logcount_predictions_loss: 0.2689 2311/2412 [===========================>..] - ETA: 15s - loss: 608.8428 - logits_profile_predictions_loss: 605.0243 - logcount_predictions_loss: 0.2689 2312/2412 [===========================>..] - ETA: 15s - loss: 608.8427 - logits_profile_predictions_loss: 605.0242 - logcount_predictions_loss: 0.2689 2313/2412 [===========================>..] - ETA: 15s - loss: 608.8426 - logits_profile_predictions_loss: 605.0242 - logcount_predictions_loss: 0.2689 2314/2412 [===========================>..] - ETA: 14s - loss: 608.8426 - logits_profile_predictions_loss: 605.0241 - logcount_predictions_loss: 0.2689 2315/2412 [===========================>..] - ETA: 14s - loss: 608.8425 - logits_profile_predictions_loss: 605.0241 - logcount_predictions_loss: 0.2689 2316/2412 [===========================>..] - ETA: 14s - loss: 608.8425 - 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[============================>.] - ETA: 11s - loss: 608.8409 - logits_profile_predictions_loss: 605.0231 - logcount_predictions_loss: 0.2689 2337/2412 [============================>.] - ETA: 11s - loss: 608.8408 - logits_profile_predictions_loss: 605.0230 - logcount_predictions_loss: 0.2689 2338/2412 [============================>.] - ETA: 11s - loss: 608.8407 - logits_profile_predictions_loss: 605.0229 - logcount_predictions_loss: 0.2689 2339/2412 [============================>.] - ETA: 11s - loss: 608.8406 - logits_profile_predictions_loss: 605.0229 - logcount_predictions_loss: 0.2689 2340/2412 [============================>.] - ETA: 10s - loss: 608.8405 - logits_profile_predictions_loss: 605.0228 - logcount_predictions_loss: 0.2689 2341/2412 [============================>.] - ETA: 10s - loss: 608.8404 - logits_profile_predictions_loss: 605.0227 - logcount_predictions_loss: 0.2689 2342/2412 [============================>.] - ETA: 10s - loss: 608.8403 - 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[============================>.] - ETA: 9s - loss: 608.8394 - logits_profile_predictions_loss: 605.0218 - logcount_predictions_loss: 0.2689 2350/2412 [============================>.] - ETA: 9s - loss: 608.8393 - logits_profile_predictions_loss: 605.0218 - logcount_predictions_loss: 0.2689 2351/2412 [============================>.] - ETA: 9s - loss: 608.8392 - logits_profile_predictions_loss: 605.0217 - logcount_predictions_loss: 0.2689 2352/2412 [============================>.] - ETA: 9s - loss: 608.8390 - logits_profile_predictions_loss: 605.0216 - logcount_predictions_loss: 0.2689 2353/2412 [============================>.] - ETA: 8s - loss: 608.8389 - logits_profile_predictions_loss: 605.0215 - logcount_predictions_loss: 0.2689 2354/2412 [============================>.] - ETA: 8s - loss: 608.8388 - logits_profile_predictions_loss: 605.0214 - logcount_predictions_loss: 0.2689 2355/2412 [============================>.] - ETA: 8s - loss: 608.8387 - logits_profile_predictions_loss: 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[============================>.] - ETA: 4s - loss: 608.8358 - logits_profile_predictions_loss: 605.0191 - logcount_predictions_loss: 0.2688 2383/2412 [============================>.] - ETA: 4s - loss: 608.8357 - logits_profile_predictions_loss: 605.0191 - logcount_predictions_loss: 0.2688 2384/2412 [============================>.] - ETA: 4s - loss: 608.8356 - logits_profile_predictions_loss: 605.0190 - logcount_predictions_loss: 0.2688 2385/2412 [============================>.] - ETA: 4s - loss: 608.8356 - logits_profile_predictions_loss: 605.0189 - logcount_predictions_loss: 0.2688 2386/2412 [============================>.] - ETA: 3s - loss: 608.8355 - logits_profile_predictions_loss: 605.0189 - logcount_predictions_loss: 0.2688 2387/2412 [============================>.] - ETA: 3s - loss: 608.8354 - logits_profile_predictions_loss: 605.0188 - logcount_predictions_loss: 0.2688 2388/2412 [============================>.] - ETA: 3s - loss: 608.8353 - logits_profile_predictions_loss: 605.0187 - logcount_predictions_loss: 0.2688 2389/2412 [============================>.] - ETA: 3s - loss: 608.8351 - logits_profile_predictions_loss: 605.0186 - logcount_predictions_loss: 0.2688 2390/2412 [============================>.] - ETA: 3s - loss: 608.8350 - logits_profile_predictions_loss: 605.0185 - logcount_predictions_loss: 0.2688 2391/2412 [============================>.] - ETA: 3s - loss: 608.8349 - logits_profile_predictions_loss: 605.0184 - logcount_predictions_loss: 0.2688 2392/2412 [============================>.] - ETA: 3s - loss: 608.8348 - logits_profile_predictions_loss: 605.0183 - logcount_predictions_loss: 0.2688 2393/2412 [============================>.] - ETA: 2s - loss: 608.8347 - logits_profile_predictions_loss: 605.0182 - logcount_predictions_loss: 0.2688 2394/2412 [============================>.] - ETA: 2s - loss: 608.8345 - logits_profile_predictions_loss: 605.0182 - logcount_predictions_loss: 0.2688 2395/2412 [============================>.] - ETA: 2s - loss: 608.8344 - logits_profile_predictions_loss: 605.0181 - logcount_predictions_loss: 0.2688 2396/2412 [============================>.] - ETA: 2s - loss: 608.8343 - logits_profile_predictions_loss: 605.0180 - logcount_predictions_loss: 0.2688 2397/2412 [============================>.] - ETA: 2s - loss: 608.8342 - logits_profile_predictions_loss: 605.0179 - logcount_predictions_loss: 0.2688 2398/2412 [============================>.] - ETA: 2s - loss: 608.8341 - logits_profile_predictions_loss: 605.0178 - logcount_predictions_loss: 0.2688 2399/2412 [============================>.] - ETA: 1s - loss: 608.8339 - logits_profile_predictions_loss: 605.0177 - logcount_predictions_loss: 0.2688 2400/2412 [============================>.] - ETA: 1s - loss: 608.8338 - logits_profile_predictions_loss: 605.0176 - logcount_predictions_loss: 0.2688 2401/2412 [============================>.] - ETA: 1s - loss: 608.8337 - logits_profile_predictions_loss: 605.0174 - logcount_predictions_loss: 0.2688 2402/2412 [============================>.] - ETA: 1s - loss: 608.8335 - logits_profile_predictions_loss: 605.0173 - logcount_predictions_loss: 0.2688 2403/2412 [============================>.] - ETA: 1s - loss: 608.8334 - logits_profile_predictions_loss: 605.0172 - logcount_predictions_loss: 0.2688 2404/2412 [============================>.] - ETA: 1s - loss: 608.8332 - logits_profile_predictions_loss: 605.0171 - logcount_predictions_loss: 0.2688 2405/2412 [============================>.] - ETA: 1s - loss: 608.8331 - logits_profile_predictions_loss: 605.0170 - logcount_predictions_loss: 0.2688 2406/2412 [============================>.] - ETA: 0s - loss: 608.8330 - logits_profile_predictions_loss: 605.0169 - logcount_predictions_loss: 0.2688 2407/2412 [============================>.] - ETA: 0s - loss: 608.8328 - logits_profile_predictions_loss: 605.0167 - logcount_predictions_loss: 0.2688 2408/2412 [============================>.] - ETA: 0s - loss: 608.8327 - logits_profile_predictions_loss: 605.0166 - logcount_predictions_loss: 0.2688 2409/2412 [============================>.] - ETA: 0s - loss: 608.8325 - logits_profile_predictions_loss: 605.0165 - logcount_predictions_loss: 0.2688 2410/2412 [============================>.] - ETA: 0s - loss: 608.8324 - logits_profile_predictions_loss: 605.0164 - logcount_predictions_loss: 0.2688 2411/2412 [============================>.] - ETA: 0s - loss: 608.8322 - logits_profile_predictions_loss: 605.0163 - logcount_predictions_loss: 0.2688 2412/2412 [==============================] - ETA: 0s - loss: 608.8321 - logits_profile_predictions_loss: 605.0161 - logcount_predictions_loss: 0.2688 2412/2412 [==============================] - 384s 159ms/step - loss: 608.8319 - logits_profile_predictions_loss: 605.0160 - logcount_predictions_loss: 0.2688 - val_loss: 608.7052 - val_logits_profile_predictions_loss: 604.4963 - val_logcount_predictions_loss: 0.2964 Epoch 00008: val_loss did not improve from 607.45001 Epoch 9/50 1/2412 [..............................] - ETA: 7:22 - loss: 573.7751 - logits_profile_predictions_loss: 571.5485 - logcount_predictions_loss: 0.1568 2/2412 [..............................] - ETA: 6:26 - loss: 637.9641 - logits_profile_predictions_loss: 635.3180 - logcount_predictions_loss: 0.1864 3/2412 [..............................] - ETA: 6:15 - loss: 647.0546 - logits_profile_predictions_loss: 644.1376 - logcount_predictions_loss: 0.2054 4/2412 [..............................] - ETA: 6:12 - loss: 648.4318 - logits_profile_predictions_loss: 645.3944 - logcount_predictions_loss: 0.2139 5/2412 [..............................] - ETA: 6:10 - loss: 651.6778 - logits_profile_predictions_loss: 648.4652 - logcount_predictions_loss: 0.2262 6/2412 [..............................] - ETA: 6:09 - loss: 655.1664 - logits_profile_predictions_loss: 651.7798 - logcount_predictions_loss: 0.2385 7/2412 [..............................] - ETA: 6:08 - loss: 654.0887 - 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logits_profile_predictions_loss: 604.3786 - logcount_predictions_loss: 0.2612 160/2412 [>.............................] - ETA: 5:39 - loss: 608.0491 - logits_profile_predictions_loss: 604.3402 - logcount_predictions_loss: 0.2612 161/2412 [=>............................] - ETA: 5:39 - loss: 608.0075 - logits_profile_predictions_loss: 604.2990 - logcount_predictions_loss: 0.2612 162/2412 [=>............................] - ETA: 5:39 - loss: 607.9707 - logits_profile_predictions_loss: 604.2627 - logcount_predictions_loss: 0.2611 163/2412 [=>............................] - ETA: 5:39 - loss: 607.9339 - logits_profile_predictions_loss: 604.2262 - logcount_predictions_loss: 0.2611 164/2412 [=>............................] - ETA: 5:39 - loss: 607.8994 - logits_profile_predictions_loss: 604.1920 - logcount_predictions_loss: 0.2611 165/2412 [=>............................] - ETA: 5:39 - loss: 607.8663 - logits_profile_predictions_loss: 604.1592 - logcount_predictions_loss: 0.2611 166/2412 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logits_profile_predictions_loss: 603.9468 - logcount_predictions_loss: 0.2609 173/2412 [=>............................] - ETA: 5:37 - loss: 607.6246 - logits_profile_predictions_loss: 603.9204 - logcount_predictions_loss: 0.2609 174/2412 [=>............................] - ETA: 5:37 - loss: 607.5967 - logits_profile_predictions_loss: 603.8929 - logcount_predictions_loss: 0.2608 175/2412 [=>............................] - ETA: 5:37 - loss: 607.5693 - logits_profile_predictions_loss: 603.8658 - logcount_predictions_loss: 0.2608 176/2412 [=>............................] - ETA: 5:37 - loss: 607.5417 - logits_profile_predictions_loss: 603.8387 - logcount_predictions_loss: 0.2608 177/2412 [=>............................] - ETA: 5:37 - loss: 607.5155 - logits_profile_predictions_loss: 603.8128 - logcount_predictions_loss: 0.2608 178/2412 [=>............................] - ETA: 5:37 - loss: 607.4932 - logits_profile_predictions_loss: 603.7909 - logcount_predictions_loss: 0.2607 179/2412 [=>............................] - ETA: 5:37 - loss: 607.4688 - logits_profile_predictions_loss: 603.7668 - logcount_predictions_loss: 0.2607 180/2412 [=>............................] - ETA: 5:36 - loss: 607.4462 - logits_profile_predictions_loss: 603.7446 - logcount_predictions_loss: 0.2607 181/2412 [=>............................] - ETA: 5:36 - loss: 607.4227 - logits_profile_predictions_loss: 603.7215 - logcount_predictions_loss: 0.2607 182/2412 [=>............................] - ETA: 5:36 - loss: 607.4012 - logits_profile_predictions_loss: 603.7004 - logcount_predictions_loss: 0.2606 183/2412 [=>............................] - ETA: 5:36 - loss: 607.3816 - logits_profile_predictions_loss: 603.6812 - logcount_predictions_loss: 0.2606 184/2412 [=>............................] - ETA: 5:36 - loss: 607.3616 - logits_profile_predictions_loss: 603.6617 - logcount_predictions_loss: 0.2606 185/2412 [=>............................] - ETA: 5:36 - loss: 607.3384 - logits_profile_predictions_loss: 603.6390 - logcount_predictions_loss: 0.2605 186/2412 [=>............................] - ETA: 5:36 - loss: 607.3159 - logits_profile_predictions_loss: 603.6169 - logcount_predictions_loss: 0.2605 187/2412 [=>............................] - ETA: 5:35 - loss: 607.2927 - logits_profile_predictions_loss: 603.5942 - logcount_predictions_loss: 0.2605 188/2412 [=>............................] - ETA: 5:35 - loss: 607.2698 - logits_profile_predictions_loss: 603.5717 - logcount_predictions_loss: 0.2604 189/2412 [=>............................] - ETA: 5:35 - loss: 607.2489 - logits_profile_predictions_loss: 603.5513 - logcount_predictions_loss: 0.2604 190/2412 [=>............................] - ETA: 5:35 - loss: 607.2280 - logits_profile_predictions_loss: 603.5309 - logcount_predictions_loss: 0.2604 191/2412 [=>............................] - ETA: 5:35 - loss: 607.2065 - logits_profile_predictions_loss: 603.5099 - logcount_predictions_loss: 0.2603 192/2412 [=>............................] - ETA: 5:35 - loss: 607.1890 - logits_profile_predictions_loss: 603.4930 - logcount_predictions_loss: 0.2603 193/2412 [=>............................] - ETA: 5:35 - loss: 607.1727 - logits_profile_predictions_loss: 603.4771 - logcount_predictions_loss: 0.2603 194/2412 [=>............................] - ETA: 5:34 - loss: 607.1548 - logits_profile_predictions_loss: 603.4597 - logcount_predictions_loss: 0.2602 195/2412 [=>............................] - ETA: 5:34 - loss: 607.1384 - logits_profile_predictions_loss: 603.4438 - logcount_predictions_loss: 0.2602 196/2412 [=>............................] - ETA: 5:34 - loss: 607.1216 - logits_profile_predictions_loss: 603.4275 - logcount_predictions_loss: 0.2602 197/2412 [=>............................] - ETA: 5:34 - loss: 607.1058 - logits_profile_predictions_loss: 603.4122 - logcount_predictions_loss: 0.2601 198/2412 [=>............................] - ETA: 5:34 - loss: 607.0886 - logits_profile_predictions_loss: 603.3955 - logcount_predictions_loss: 0.2601 199/2412 [=>............................] - ETA: 5:34 - loss: 607.0711 - logits_profile_predictions_loss: 603.3785 - logcount_predictions_loss: 0.2601 200/2412 [=>............................] - ETA: 5:34 - loss: 607.0575 - logits_profile_predictions_loss: 603.3653 - logcount_predictions_loss: 0.2600 201/2412 [=>............................] - ETA: 5:33 - loss: 607.0437 - logits_profile_predictions_loss: 603.3520 - logcount_predictions_loss: 0.2600 202/2412 [=>............................] - ETA: 5:33 - loss: 607.0325 - logits_profile_predictions_loss: 603.3412 - logcount_predictions_loss: 0.2600 203/2412 [=>............................] - ETA: 5:33 - loss: 607.0228 - logits_profile_predictions_loss: 603.3320 - logcount_predictions_loss: 0.2599 204/2412 [=>............................] - ETA: 5:33 - loss: 607.0150 - logits_profile_predictions_loss: 603.3247 - logcount_predictions_loss: 0.2599 205/2412 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[=>............................] - ETA: 5:31 - loss: 606.9344 - logits_profile_predictions_loss: 603.2500 - logcount_predictions_loss: 0.2595 219/2412 [=>............................] - ETA: 5:31 - loss: 606.9269 - logits_profile_predictions_loss: 603.2429 - logcount_predictions_loss: 0.2594 220/2412 [=>............................] - ETA: 5:31 - loss: 606.9203 - logits_profile_predictions_loss: 603.2367 - logcount_predictions_loss: 0.2594 221/2412 [=>............................] - ETA: 5:30 - loss: 606.9121 - logits_profile_predictions_loss: 603.2290 - logcount_predictions_loss: 0.2594 222/2412 [=>............................] - ETA: 5:30 - loss: 606.9041 - logits_profile_predictions_loss: 603.2214 - logcount_predictions_loss: 0.2594 223/2412 [=>............................] - ETA: 5:30 - loss: 606.8959 - logits_profile_predictions_loss: 603.2137 - logcount_predictions_loss: 0.2593 224/2412 [=>............................] - ETA: 5:30 - loss: 606.8885 - 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[=>............................] - ETA: 5:29 - loss: 606.8424 - logits_profile_predictions_loss: 603.1639 - logcount_predictions_loss: 0.2591 232/2412 [=>............................] - ETA: 5:29 - loss: 606.8373 - logits_profile_predictions_loss: 603.1593 - logcount_predictions_loss: 0.2590 233/2412 [=>............................] - ETA: 5:29 - loss: 606.8316 - logits_profile_predictions_loss: 603.1541 - logcount_predictions_loss: 0.2590 234/2412 [=>............................] - ETA: 5:29 - loss: 606.8270 - logits_profile_predictions_loss: 603.1500 - logcount_predictions_loss: 0.2590 235/2412 [=>............................] - ETA: 5:28 - loss: 606.8243 - logits_profile_predictions_loss: 603.1477 - logcount_predictions_loss: 0.2589 236/2412 [=>............................] - ETA: 5:28 - loss: 606.8207 - logits_profile_predictions_loss: 603.1446 - logcount_predictions_loss: 0.2589 237/2412 [=>............................] - ETA: 5:28 - loss: 606.8161 - 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loss: 603.8088 - logits_profile_predictions_loss: 600.1660 - logcount_predictions_loss: 0.2565 2364/2412 [============================>.] - ETA: 7s - loss: 603.8087 - logits_profile_predictions_loss: 600.1659 - logcount_predictions_loss: 0.2565 2365/2412 [============================>.] - ETA: 7s - loss: 603.8086 - logits_profile_predictions_loss: 600.1658 - logcount_predictions_loss: 0.2565 2366/2412 [============================>.] - ETA: 6s - loss: 603.8086 - logits_profile_predictions_loss: 600.1658 - logcount_predictions_loss: 0.2565 2367/2412 [============================>.] - ETA: 6s - loss: 603.8085 - logits_profile_predictions_loss: 600.1657 - logcount_predictions_loss: 0.2565 2368/2412 [============================>.] - ETA: 6s - loss: 603.8084 - logits_profile_predictions_loss: 600.1656 - logcount_predictions_loss: 0.2565 2369/2412 [============================>.] - ETA: 6s - loss: 603.8083 - logits_profile_predictions_loss: 600.1655 - logcount_predictions_loss: 0.2565 2370/2412 [============================>.] - ETA: 6s - loss: 603.8081 - logits_profile_predictions_loss: 600.1654 - logcount_predictions_loss: 0.2565 2371/2412 [============================>.] - ETA: 6s - loss: 603.8080 - logits_profile_predictions_loss: 600.1653 - logcount_predictions_loss: 0.2565 2372/2412 [============================>.] - ETA: 6s - loss: 603.8079 - logits_profile_predictions_loss: 600.1652 - logcount_predictions_loss: 0.2565 2373/2412 [============================>.] - ETA: 5s - loss: 603.8078 - logits_profile_predictions_loss: 600.1651 - logcount_predictions_loss: 0.2565 2374/2412 [============================>.] - ETA: 5s - loss: 603.8077 - logits_profile_predictions_loss: 600.1650 - logcount_predictions_loss: 0.2565 2375/2412 [============================>.] - ETA: 5s - loss: 603.8076 - logits_profile_predictions_loss: 600.1649 - logcount_predictions_loss: 0.2565 2376/2412 [============================>.] - ETA: 5s - loss: 603.8075 - logits_profile_predictions_loss: 600.1648 - logcount_predictions_loss: 0.2565 2377/2412 [============================>.] - ETA: 5s - loss: 603.8074 - logits_profile_predictions_loss: 600.1647 - logcount_predictions_loss: 0.2565 2378/2412 [============================>.] - ETA: 5s - loss: 603.8073 - logits_profile_predictions_loss: 600.1647 - logcount_predictions_loss: 0.2565 2379/2412 [============================>.] - ETA: 5s - loss: 603.8072 - logits_profile_predictions_loss: 600.1646 - logcount_predictions_loss: 0.2565 2380/2412 [============================>.] - ETA: 4s - loss: 603.8071 - logits_profile_predictions_loss: 600.1645 - logcount_predictions_loss: 0.2565 2381/2412 [============================>.] - ETA: 4s - loss: 603.8070 - logits_profile_predictions_loss: 600.1644 - logcount_predictions_loss: 0.2565 2382/2412 [============================>.] - ETA: 4s - loss: 603.8069 - logits_profile_predictions_loss: 600.1644 - logcount_predictions_loss: 0.2565 2383/2412 [============================>.] - ETA: 4s - loss: 603.8068 - logits_profile_predictions_loss: 600.1643 - logcount_predictions_loss: 0.2565 2384/2412 [============================>.] - ETA: 4s - loss: 603.8067 - logits_profile_predictions_loss: 600.1642 - logcount_predictions_loss: 0.2565 2385/2412 [============================>.] - ETA: 4s - loss: 603.8066 - logits_profile_predictions_loss: 600.1641 - logcount_predictions_loss: 0.2565 2386/2412 [============================>.] - ETA: 3s - loss: 603.8065 - logits_profile_predictions_loss: 600.1640 - logcount_predictions_loss: 0.2565 2387/2412 [============================>.] - ETA: 3s - loss: 603.8064 - logits_profile_predictions_loss: 600.1640 - logcount_predictions_loss: 0.2565 2388/2412 [============================>.] - ETA: 3s - loss: 603.8063 - logits_profile_predictions_loss: 600.1639 - logcount_predictions_loss: 0.2565 2389/2412 [============================>.] - ETA: 3s - loss: 603.8062 - logits_profile_predictions_loss: 600.1638 - logcount_predictions_loss: 0.2565 2390/2412 [============================>.] - ETA: 3s - loss: 603.8061 - logits_profile_predictions_loss: 600.1637 - logcount_predictions_loss: 0.2565 2391/2412 [============================>.] - ETA: 3s - loss: 603.8060 - logits_profile_predictions_loss: 600.1636 - logcount_predictions_loss: 0.2565 2392/2412 [============================>.] - ETA: 3s - loss: 603.8059 - logits_profile_predictions_loss: 600.1636 - logcount_predictions_loss: 0.2565 2393/2412 [============================>.] - ETA: 2s - loss: 603.8058 - logits_profile_predictions_loss: 600.1635 - logcount_predictions_loss: 0.2565 2394/2412 [============================>.] - ETA: 2s - loss: 603.8057 - logits_profile_predictions_loss: 600.1634 - logcount_predictions_loss: 0.2565 2395/2412 [============================>.] - ETA: 2s - loss: 603.8056 - logits_profile_predictions_loss: 600.1632 - logcount_predictions_loss: 0.2565 2396/2412 [============================>.] - ETA: 2s - loss: 603.8054 - logits_profile_predictions_loss: 600.1631 - logcount_predictions_loss: 0.2565 2397/2412 [============================>.] - ETA: 2s - loss: 603.8052 - logits_profile_predictions_loss: 600.1630 - logcount_predictions_loss: 0.2565 2398/2412 [============================>.] - ETA: 2s - loss: 603.8051 - logits_profile_predictions_loss: 600.1628 - logcount_predictions_loss: 0.2565 2399/2412 [============================>.] - ETA: 1s - loss: 603.8049 - logits_profile_predictions_loss: 600.1627 - logcount_predictions_loss: 0.2565 2400/2412 [============================>.] - ETA: 1s - loss: 603.8047 - logits_profile_predictions_loss: 600.1625 - logcount_predictions_loss: 0.2565 2401/2412 [============================>.] - ETA: 1s - loss: 603.8045 - logits_profile_predictions_loss: 600.1623 - logcount_predictions_loss: 0.2565 2402/2412 [============================>.] - ETA: 1s - loss: 603.8044 - logits_profile_predictions_loss: 600.1622 - logcount_predictions_loss: 0.2565 2403/2412 [============================>.] - ETA: 1s - loss: 603.8042 - logits_profile_predictions_loss: 600.1620 - logcount_predictions_loss: 0.2565 2404/2412 [============================>.] - ETA: 1s - loss: 603.8040 - logits_profile_predictions_loss: 600.1618 - logcount_predictions_loss: 0.2565 2405/2412 [============================>.] - ETA: 1s - loss: 603.8038 - logits_profile_predictions_loss: 600.1617 - logcount_predictions_loss: 0.2565 2406/2412 [============================>.] - ETA: 0s - loss: 603.8036 - logits_profile_predictions_loss: 600.1615 - logcount_predictions_loss: 0.2565 2407/2412 [============================>.] - ETA: 0s - loss: 603.8035 - logits_profile_predictions_loss: 600.1614 - logcount_predictions_loss: 0.2565 2408/2412 [============================>.] - ETA: 0s - loss: 603.8033 - logits_profile_predictions_loss: 600.1612 - logcount_predictions_loss: 0.2565 2409/2412 [============================>.] - ETA: 0s - loss: 603.8031 - logits_profile_predictions_loss: 600.1610 - logcount_predictions_loss: 0.2565 2410/2412 [============================>.] - ETA: 0s - loss: 603.8029 - logits_profile_predictions_loss: 600.1609 - logcount_predictions_loss: 0.2565 2411/2412 [============================>.] - ETA: 0s - loss: 603.8027 - logits_profile_predictions_loss: 600.1607 - logcount_predictions_loss: 0.2565 2412/2412 [==============================] - ETA: 0s - loss: 603.8025 - logits_profile_predictions_loss: 600.1605 - logcount_predictions_loss: 0.2565 2412/2412 [==============================] - 384s 159ms/step - loss: 603.8023 - logits_profile_predictions_loss: 600.1603 - logcount_predictions_loss: 0.2565 - val_loss: 609.2023 - val_logits_profile_predictions_loss: 605.1377 - val_logcount_predictions_loss: 0.2862 Epoch 00009: val_loss did not improve from 607.45001 Restoring model weights from the end of the best epoch. Epoch 00009: early stopping save model save model without bias 2022-10-04_13-02-34: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(43043, 10) loading nonpeaks... got split:test for bed regions:(38980, 10) 0/321 100/321 200/321 300/321 2022-10-04_13-06-46: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(43043, 10) loading nonpeaks... got split:test for bed regions:(38980, 10) 0/321 100/321 200/321 300/321 2022-10-04_13-10-36: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR515PDV//preprocessing/bigWigs/ENCSR515PDV.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(43043, 10) loading nonpeaks... got split:test for bed regions:(38980, 10) 0/321 100/321 200/321 300/321 2022-10-04_13-13-18: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//footprints 2022-10-04_13-13-18: 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/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/40 [..............................] - ETA: 4:13 3/40 [=>............................] - ETA: 12s  4/40 [==>...........................] - ETA: 15s 5/40 [==>...........................] - ETA: 17s 6/40 [===>..........................] - ETA: 17s 7/40 [====>.........................] - ETA: 18s 8/40 [=====>........................] - ETA: 18s 9/40 [=====>........................] - ETA: 17s 10/40 [======>.......................] - ETA: 17s 11/40 [=======>......................] - ETA: 17s 12/40 [========>.....................] - ETA: 16s 13/40 [========>.....................] - ETA: 16s 14/40 [=========>....................] - ETA: 15s 15/40 [==========>...................] - ETA: 15s 16/40 [===========>..................] - ETA: 14s 17/40 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[==========================>...] - ETA: 2s 37/40 [==========================>...] - ETA: 1s 38/40 [===========================>..] - ETA: 1s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 26s 657ms/step inserting motif: dnase_2 TGTACTTACGAA 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 24s 3/40 [=>............................] - ETA: 24s 4/40 [==>...........................] - ETA: 23s 5/40 [==>...........................] - ETA: 22s 6/40 [===>..........................] - ETA: 22s 7/40 [====>.........................] - ETA: 21s 8/40 [=====>........................] - ETA: 21s 9/40 [=====>........................] - ETA: 20s 10/40 [======>.......................] - ETA: 19s 11/40 [=======>......................] - ETA: 19s 12/40 [========>.....................] - ETA: 18s 13/40 [========>.....................] - ETA: 17s 14/40 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[=======================>......] - ETA: 4s 34/40 [========================>.....] - ETA: 3s 35/40 [=========================>....] - ETA: 3s 36/40 [==========================>...] - ETA: 2s 37/40 [==========================>...] - ETA: 1s 38/40 [===========================>..] - ETA: 1s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 26s 657ms/step Saving marginal footprints 2022-10-04_13-15-32: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//footprints 2022-10-04_13-15-32: 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/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR515PDV//chrombppnet_model_encsr283tme_bias_fold_3//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/40 [..............................] - ETA: 1:54 3/40 [=>............................] - ETA: 1s  4/40 [==>...........................] - ETA: 1s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 [=======>......................] - ETA: 1s 12/40 [========>.....................] - ETA: 1s 13/40 [========>.....................] - ETA: 1s 14/40 [=========>....................] - ETA: 1s 15/40 [==========>...................] - ETA: 1s 16/40 [===========>..................] - ETA: 1s 17/40 [===========>..................] - ETA: 1s 18/40 [============>.................] - ETA: 1s 19/40 [=============>................] - ETA: 1s 20/40 [==============>...............] - ETA: 1s 21/40 [==============>...............] - ETA: 1s 22/40 [===============>..............] - ETA: 0s 23/40 [================>.............] - ETA: 0s 24/40 [=================>............] - ETA: 0s 25/40 [=================>............] - ETA: 0s 26/40 [==================>...........] - ETA: 0s 27/40 [===================>..........] - ETA: 0s 28/40 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[===================>..........] - ETA: 0s 28/40 [====================>.........] - ETA: 0s 29/40 [====================>.........] - ETA: 0s 30/40 [=====================>........] - ETA: 0s 31/40 [======================>.......] - ETA: 0s 32/40 [=======================>......] - ETA: 0s 33/40 [=======================>......] - ETA: 0s 34/40 [========================>.....] - ETA: 0s 35/40 [=========================>....] - ETA: 0s 36/40 [==========================>...] - ETA: 0s 37/40 [==========================>...] - ETA: 0s 38/40 [===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 2s 56ms/step inserting motif: dnase_2 TGTACTTACGAA 1/40 [..............................] - ETA: 0s 2/40 [>.............................] - ETA: 2s 3/40 [=>............................] - ETA: 2s 4/40 [==>...........................] - ETA: 2s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 [=======>......................] - ETA: 1s 12/40 [========>.....................] - ETA: 1s 13/40 [========>.....................] - ETA: 1s 14/40 [=========>....................] - ETA: 1s 15/40 [==========>...................] - ETA: 1s 16/40 [===========>..................] - ETA: 1s 17/40 [===========>..................] - ETA: 1s 18/40 [============>.................] - ETA: 1s 19/40 [=============>................] - ETA: 1s 20/40 [==============>...............] - ETA: 1s 21/40 [==============>...............] - ETA: 1s 22/40 [===============>..............] - ETA: 1s 23/40 [================>.............] - ETA: 0s 24/40 [=================>............] - ETA: 0s 25/40 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[==>...........................] - ETA: 2s 5/40 [==>...........................] - ETA: 1s 6/40 [===>..........................] - ETA: 1s 7/40 [====>.........................] - ETA: 1s 8/40 [=====>........................] - ETA: 1s 9/40 [=====>........................] - ETA: 1s 10/40 [======>.......................] - ETA: 1s 11/40 [=======>......................] - ETA: 1s 12/40 [========>.....................] - ETA: 1s 13/40 [========>.....................] - ETA: 1s 14/40 [=========>....................] - ETA: 1s 15/40 [==========>...................] - ETA: 1s 16/40 [===========>..................] - ETA: 1s 17/40 [===========>..................] - ETA: 1s 18/40 [============>.................] - ETA: 1s 19/40 [=============>................] - ETA: 1s 20/40 [==============>...............] - ETA: 1s 21/40 [==============>...............] - ETA: 1s 22/40 [===============>..............] - ETA: 1s 23/40 [================>.............] - ETA: 0s 24/40 [=================>............] - ETA: 0s 25/40 [=================>............] - ETA: 0s 26/40 [==================>...........] - ETA: 0s 27/40 [===================>..........] - ETA: 0s 28/40 [====================>.........] - ETA: 0s 29/40 [====================>.........] - ETA: 0s 30/40 [=====================>........] - ETA: 0s 31/40 [======================>.......] - ETA: 0s 32/40 [=======================>......] - ETA: 0s 33/40 [=======================>......] - ETA: 0s 34/40 [========================>.....] - ETA: 0s 35/40 [=========================>....] - ETA: 0s 36/40 [==========================>...] - ETA: 0s 37/40 [==========================>...] - ETA: 0s 38/40 [===========================>..] - ETA: 0s 39/40 [============================>.] - ETA: 0s 40/40 [==============================] - ETA: 0s 40/40 [==============================] - 2s 56ms/step Saving marginal footprints