diff --git "a/fold_1/logs.models.fold_1.ENCSR242CLA/logfile.modelling.fold_1.ENCSR242CLA.stdout.txt" "b/fold_1/logs.models.fold_1.ENCSR242CLA/logfile.modelling.fold_1.ENCSR242CLA.stdout.txt" new file mode 100644--- /dev/null +++ "b/fold_1/logs.models.fold_1.ENCSR242CLA/logfile.modelling.fold_1.ENCSR242CLA.stdout.txt" @@ -0,0 +1,460 @@ +DNase-seq +DNASE_SE +/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json +Wed Oct 5 10:09:07 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 | 00000000:8D:00.0 Off | 0 | +| N/A 27C P0 54W / 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 +2022-10-05_10-09-07: 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//ENCSR242CLA//preprocessing/bigWigs/ENCSR242CLA.bigWig \ + --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR242CLA//preprocessing/downloads/peaks.bed.gz \ + --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR242CLA//negatives_data/negatives_with_summit.bed \ + --outlier_threshold=0.99 \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.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_1/bias.h5 \ + --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1/ +evaluating hyperparameters on the following chromosomes ['chr1', 'chr3', 'chr4', 'chr5', 'chr6', 'chr7', 'chr10', 'chr11', 'chr13', 'chr14', 'chr15', 'chr18', 'chr19', 'chr20', 'chr21', 'chr22', 'chrX', 'chrY', 'chr12', 'chr17'] +Number of peaks input: 159486 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 159486 +Number of peaks input: 40514 +Number of peaks filtered because the input/output is on the edge: 0 +Number of peaks being used: 40514 +Number of non peaks input: 160319 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 160319 +Number of non peaks input: 39680 +Number of non peaks filtered because the input/output is on the edge: 0 +Number of non peaks being used: 39680 +Number of peaks after removing outliers: 157730 +Number of nonpeaks after removing outliers: 142031 +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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4409/4439 [============================>.] - ETA: 0s 4419/4439 [============================>.] - ETA: 0s 4430/4439 [============================>.] - ETA: 0s 4439/4439 [==============================] - ETA: 0s 4439/4439 [==============================] - 31s 5ms/step +2022-10-05_10-15-29: 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//ENCSR242CLA//preprocessing/bigWigs/ENCSR242CLA.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ + --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet_model_params.tsv \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.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': '13.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json', 'negative_sampling_ratio': '0.1'} +got the model +loading peaks... +got split:train for bed regions:(138624, 10) +loading nonpeaks... +got split:train for bed regions:(125292, 10) +loading peaks... +got split:valid for bed regions:(19106, 10) +loading nonpeaks... +got split:valid for bed regions:(16739, 10) +Epoch 1/50 + 1/2383 [..............................] - ETA: 4:39:56 - loss: 807.3110 - logits_profile_predictions_loss: 775.1282 - logcount_predictions_loss: 2.4756 2/2383 [..............................] - ETA: 6:06 - loss: 747.7877 - logits_profile_predictions_loss: 719.8970 - logcount_predictions_loss: 2.1454  3/2383 [..............................] - ETA: 6:04 - loss: 737.9159 - logits_profile_predictions_loss: 710.7130 - logcount_predictions_loss: 2.0925 4/2383 [..............................] - ETA: 6:03 - loss: 731.4645 - logits_profile_predictions_loss: 704.6518 - logcount_predictions_loss: 2.0625 5/2383 [..............................] - ETA: 6:02 - loss: 727.2027 - logits_profile_predictions_loss: 700.5514 - logcount_predictions_loss: 2.0501 6/2383 [..............................] - ETA: 6:02 - loss: 723.6033 - logits_profile_predictions_loss: 697.2258 - logcount_predictions_loss: 2.0290 7/2383 [..............................] - ETA: 6:01 - loss: 726.2042 - logits_profile_predictions_loss: 699.6969 - logcount_predictions_loss: 2.0390 8/2383 [..............................] - ETA: 6:01 - loss: 730.4564 - logits_profile_predictions_loss: 703.7637 - logcount_predictions_loss: 2.0533 9/2383 [..............................] - ETA: 6:01 - loss: 733.7723 - logits_profile_predictions_loss: 706.9591 - logcount_predictions_loss: 2.0626 10/2383 [..............................] - ETA: 6:00 - loss: 736.7216 - logits_profile_predictions_loss: 709.8074 - logcount_predictions_loss: 2.0703 11/2383 [..............................] - ETA: 6:00 - loss: 738.3642 - logits_profile_predictions_loss: 711.3965 - logcount_predictions_loss: 2.0744 12/2383 [..............................] - ETA: 6:00 - loss: 739.4527 - logits_profile_predictions_loss: 712.4630 - logcount_predictions_loss: 2.0761 13/2383 [..............................] - ETA: 6:00 - loss: 740.7257 - logits_profile_predictions_loss: 713.6737 - logcount_predictions_loss: 2.0809 14/2383 [..............................] - ETA: 6:00 - loss: 742.0441 - logits_profile_predictions_loss: 714.9207 - logcount_predictions_loss: 2.0864 15/2383 [..............................] - ETA: 5:59 - loss: 742.8041 - logits_profile_predictions_loss: 715.6326 - logcount_predictions_loss: 2.0901 16/2383 [..............................] - ETA: 5:59 - loss: 743.7931 - logits_profile_predictions_loss: 716.5600 - logcount_predictions_loss: 2.0949 17/2383 [..............................] - ETA: 5:59 - loss: 744.6727 - logits_profile_predictions_loss: 717.3839 - logcount_predictions_loss: 2.0991 18/2383 [..............................] - ETA: 5:59 - loss: 745.3114 - logits_profile_predictions_loss: 717.9784 - logcount_predictions_loss: 2.1025 19/2383 [..............................] - ETA: 5:58 - loss: 745.5414 - logits_profile_predictions_loss: 718.1822 - logcount_predictions_loss: 2.1046 20/2383 [..............................] - ETA: 5:58 - loss: 745.6836 - logits_profile_predictions_loss: 718.3042 - logcount_predictions_loss: 2.1061 21/2383 [..............................] - ETA: 5:58 - loss: 745.4395 - logits_profile_predictions_loss: 718.0577 - logcount_predictions_loss: 2.1063 22/2383 [..............................] - ETA: 5:58 - loss: 745.2695 - logits_profile_predictions_loss: 717.8791 - logcount_predictions_loss: 2.1070 23/2383 [..............................] - ETA: 5:58 - loss: 744.9326 - logits_profile_predictions_loss: 717.5419 - logcount_predictions_loss: 2.1070 24/2383 [..............................] - ETA: 5:58 - loss: 744.4475 - logits_profile_predictions_loss: 717.0654 - logcount_predictions_loss: 2.1063 25/2383 [..............................] - ETA: 5:57 - loss: 743.8437 - logits_profile_predictions_loss: 716.4804 - logcount_predictions_loss: 2.1049 26/2383 [..............................] - ETA: 5:57 - loss: 743.1647 - logits_profile_predictions_loss: 715.8253 - logcount_predictions_loss: 2.1030 27/2383 [..............................] - ETA: 5:57 - loss: 742.4544 - logits_profile_predictions_loss: 715.1387 - logcount_predictions_loss: 2.1012 28/2383 [..............................] - ETA: 5:57 - loss: 741.7235 - logits_profile_predictions_loss: 714.4324 - logcount_predictions_loss: 2.0993 29/2383 [..............................] - ETA: 5:57 - loss: 741.0567 - logits_profile_predictions_loss: 713.7866 - logcount_predictions_loss: 2.0977 30/2383 [..............................] - ETA: 5:57 - loss: 740.3555 - logits_profile_predictions_loss: 713.1079 - logcount_predictions_loss: 2.0960 31/2383 [..............................] - ETA: 5:56 - loss: 739.4669 - logits_profile_predictions_loss: 712.2543 - logcount_predictions_loss: 2.0933 32/2383 [..............................] - ETA: 5:56 - loss: 738.6908 - logits_profile_predictions_loss: 711.5057 - logcount_predictions_loss: 2.0912 33/2383 [..............................] - ETA: 5:56 - loss: 737.8791 - logits_profile_predictions_loss: 710.7225 - logcount_predictions_loss: 2.0890 34/2383 [..............................] - ETA: 5:56 - loss: 737.1049 - logits_profile_predictions_loss: 709.9733 - logcount_predictions_loss: 2.0871 35/2383 [..............................] - ETA: 5:56 - loss: 736.2380 - logits_profile_predictions_loss: 709.1378 - logcount_predictions_loss: 2.0846 36/2383 [..............................] - ETA: 5:56 - loss: 735.4447 - logits_profile_predictions_loss: 708.3733 - logcount_predictions_loss: 2.0824 37/2383 [..............................] - ETA: 5:55 - loss: 734.7146 - logits_profile_predictions_loss: 707.6689 - logcount_predictions_loss: 2.0804 38/2383 [..............................] - ETA: 5:55 - loss: 734.0574 - logits_profile_predictions_loss: 707.0348 - logcount_predictions_loss: 2.0787 39/2383 [..............................] - ETA: 5:55 - loss: 733.4201 - logits_profile_predictions_loss: 706.4193 - logcount_predictions_loss: 2.0770 40/2383 [..............................] - ETA: 5:55 - loss: 732.8220 - logits_profile_predictions_loss: 705.8422 - logcount_predictions_loss: 2.0754 41/2383 [..............................] - ETA: 5:55 - loss: 732.2715 - logits_profile_predictions_loss: 705.3109 - logcount_predictions_loss: 2.0739 42/2383 [..............................] - ETA: 5:55 - loss: 731.6958 - logits_profile_predictions_loss: 704.7557 - logcount_predictions_loss: 2.0723 43/2383 [..............................] - ETA: 5:55 - loss: 731.1337 - logits_profile_predictions_loss: 704.2135 - logcount_predictions_loss: 2.0708 44/2383 [..............................] - ETA: 5:54 - loss: 730.6644 - logits_profile_predictions_loss: 703.7590 - logcount_predictions_loss: 2.0696 45/2383 [..............................] - ETA: 5:54 - loss: 730.1750 - logits_profile_predictions_loss: 703.2861 - logcount_predictions_loss: 2.0684 46/2383 [..............................] - ETA: 5:54 - loss: 729.6723 - logits_profile_predictions_loss: 702.8011 - logcount_predictions_loss: 2.0670 47/2383 [..............................] - ETA: 5:54 - loss: 729.2068 - logits_profile_predictions_loss: 702.3515 - logcount_predictions_loss: 2.0658 48/2383 [..............................] - ETA: 5:54 - loss: 728.8793 - logits_profile_predictions_loss: 702.0314 - logcount_predictions_loss: 2.0652 49/2383 [..............................] - ETA: 5:54 - loss: 728.5839 - logits_profile_predictions_loss: 701.7418 - logcount_predictions_loss: 2.0648 50/2383 [..............................] - ETA: 5:54 - loss: 728.3098 - logits_profile_predictions_loss: 701.4729 - logcount_predictions_loss: 2.0644 51/2383 [..............................] - ETA: 5:53 - loss: 728.0819 - logits_profile_predictions_loss: 701.2479 - logcount_predictions_loss: 2.0642 52/2383 [..............................] - ETA: 5:53 - loss: 727.9171 - logits_profile_predictions_loss: 701.0824 - logcount_predictions_loss: 2.0642 53/2383 [..............................] - ETA: 5:53 - loss: 727.7102 - logits_profile_predictions_loss: 700.8763 - logcount_predictions_loss: 2.0641 54/2383 [..............................] - ETA: 5:53 - loss: 727.5419 - logits_profile_predictions_loss: 700.7071 - logcount_predictions_loss: 2.0642 55/2383 [..............................] - ETA: 5:53 - loss: 727.3370 - logits_profile_predictions_loss: 700.5029 - logcount_predictions_loss: 2.0642 56/2383 [..............................] - ETA: 5:53 - loss: 727.1116 - logits_profile_predictions_loss: 700.2800 - logcount_predictions_loss: 2.0640 57/2383 [..............................] - ETA: 5:52 - loss: 726.8381 - logits_profile_predictions_loss: 700.0110 - logcount_predictions_loss: 2.0636 58/2383 [..............................] - ETA: 5:52 - loss: 726.5716 - logits_profile_predictions_loss: 699.7487 - logcount_predictions_loss: 2.0633 59/2383 [..............................] - ETA: 5:52 - loss: 726.3176 - logits_profile_predictions_loss: 699.4986 - logcount_predictions_loss: 2.0630 60/2383 [..............................] - ETA: 5:52 - loss: 726.0471 - logits_profile_predictions_loss: 699.2330 - logcount_predictions_loss: 2.0626 61/2383 [..............................] - ETA: 5:52 - loss: 725.7729 - logits_profile_predictions_loss: 698.9639 - logcount_predictions_loss: 2.0622 62/2383 [..............................] - ETA: 5:52 - loss: 725.4757 - logits_profile_predictions_loss: 698.6736 - logcount_predictions_loss: 2.0617 63/2383 [..............................] - ETA: 5:52 - loss: 725.2262 - logits_profile_predictions_loss: 698.4277 - logcount_predictions_loss: 2.0614 64/2383 [..............................] - ETA: 5:51 - loss: 725.0169 - logits_profile_predictions_loss: 698.2188 - logcount_predictions_loss: 2.0614 65/2383 [..............................] - ETA: 5:51 - loss: 724.8057 - logits_profile_predictions_loss: 698.0081 - logcount_predictions_loss: 2.0614 66/2383 [..............................] - ETA: 5:51 - loss: 724.5736 - logits_profile_predictions_loss: 697.7779 - logcount_predictions_loss: 2.0612 67/2383 [..............................] - ETA: 5:51 - loss: 724.3264 - logits_profile_predictions_loss: 697.5342 - logcount_predictions_loss: 2.0609 68/2383 [..............................] - ETA: 5:51 - loss: 724.0818 - logits_profile_predictions_loss: 697.2932 - logcount_predictions_loss: 2.0607 69/2383 [..............................] - ETA: 5:51 - loss: 723.8570 - logits_profile_predictions_loss: 697.0712 - logcount_predictions_loss: 2.0604 70/2383 [..............................] - ETA: 5:50 - loss: 723.6318 - logits_profile_predictions_loss: 696.8487 - logcount_predictions_loss: 2.0602 71/2383 [..............................] - ETA: 5:50 - loss: 723.4126 - logits_profile_predictions_loss: 696.6320 - logcount_predictions_loss: 2.0600 72/2383 [..............................] - ETA: 5:50 - loss: 723.2180 - logits_profile_predictions_loss: 696.4388 - logcount_predictions_loss: 2.0599 73/2383 [..............................] - ETA: 5:50 - loss: 723.0157 - logits_profile_predictions_loss: 696.2386 - logcount_predictions_loss: 2.0598 74/2383 [..............................] - ETA: 5:50 - loss: 722.7805 - logits_profile_predictions_loss: 696.0078 - logcount_predictions_loss: 2.0594 75/2383 [..............................] - ETA: 5:50 - loss: 722.5550 - logits_profile_predictions_loss: 695.7860 - logcount_predictions_loss: 2.0592 76/2383 [..............................] - ETA: 5:50 - loss: 722.3243 - logits_profile_predictions_loss: 695.5594 - logcount_predictions_loss: 2.0588 77/2383 [..............................] - ETA: 5:49 - loss: 722.1461 - logits_profile_predictions_loss: 695.3821 - logcount_predictions_loss: 2.0588 78/2383 [..............................] - ETA: 5:49 - loss: 721.9968 - logits_profile_predictions_loss: 695.2324 - logcount_predictions_loss: 2.0588 79/2383 [..............................] - ETA: 5:49 - loss: 721.8698 - logits_profile_predictions_loss: 695.1040 - logcount_predictions_loss: 2.0589 80/2383 [>.............................] - ETA: 5:49 - loss: 721.7481 - logits_profile_predictions_loss: 694.9805 - logcount_predictions_loss: 2.0590 81/2383 [>.............................] - ETA: 5:49 - loss: 721.6074 - logits_profile_predictions_loss: 694.8390 - logcount_predictions_loss: 2.0591 82/2383 [>.............................] - ETA: 5:49 - loss: 721.4785 - logits_profile_predictions_loss: 694.7091 - logcount_predictions_loss: 2.0592 83/2383 [>.............................] - ETA: 5:49 - loss: 721.3526 - logits_profile_predictions_loss: 694.5817 - logcount_predictions_loss: 2.0593 84/2383 [>.............................] - ETA: 5:48 - loss: 721.2198 - logits_profile_predictions_loss: 694.4479 - logcount_predictions_loss: 2.0594 85/2383 [>.............................] - ETA: 5:48 - loss: 721.1164 - logits_profile_predictions_loss: 694.3425 - logcount_predictions_loss: 2.0595 86/2383 [>.............................] - ETA: 5:48 - loss: 721.0254 - logits_profile_predictions_loss: 694.2489 - logcount_predictions_loss: 2.0597 87/2383 [>.............................] - ETA: 5:48 - loss: 720.9537 - logits_profile_predictions_loss: 694.1736 - logcount_predictions_loss: 2.0600 88/2383 [>.............................] - ETA: 5:48 - loss: 720.8799 - logits_profile_predictions_loss: 694.0964 - logcount_predictions_loss: 2.0603 89/2383 [>.............................] - ETA: 5:48 - loss: 720.8108 - logits_profile_predictions_loss: 694.0240 - logcount_predictions_loss: 2.0605 90/2383 [>.............................] - ETA: 5:48 - loss: 720.7412 - logits_profile_predictions_loss: 693.9513 - logcount_predictions_loss: 2.0608 91/2383 [>.............................] - ETA: 5:47 - loss: 720.6856 - logits_profile_predictions_loss: 693.8917 - logcount_predictions_loss: 2.0611 92/2383 [>.............................] - ETA: 5:47 - loss: 720.6153 - logits_profile_predictions_loss: 693.8182 - logcount_predictions_loss: 2.0613 93/2383 [>.............................] - ETA: 5:47 - loss: 720.5706 - logits_profile_predictions_loss: 693.7693 - logcount_predictions_loss: 2.0616 94/2383 [>.............................] - ETA: 5:47 - loss: 720.5400 - logits_profile_predictions_loss: 693.7333 - logcount_predictions_loss: 2.0620 95/2383 [>.............................] - ETA: 5:47 - loss: 720.5003 - logits_profile_predictions_loss: 693.6886 - logcount_predictions_loss: 2.0624 96/2383 [>.............................] - ETA: 5:47 - loss: 720.4581 - logits_profile_predictions_loss: 693.6417 - logcount_predictions_loss: 2.0628 97/2383 [>.............................] - ETA: 5:46 - loss: 720.4019 - 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logits_profile_predictions_loss: 610.5794 - logcount_predictions_loss: 0.4449 2378/2383 [============================>.] - ETA: 0s - loss: 616.3619 - logits_profile_predictions_loss: 610.5787 - logcount_predictions_loss: 0.4449 2379/2383 [============================>.] - ETA: 0s - loss: 616.3611 - logits_profile_predictions_loss: 610.5779 - logcount_predictions_loss: 0.4449 2380/2383 [============================>.] - ETA: 0s - loss: 616.3603 - logits_profile_predictions_loss: 610.5771 - logcount_predictions_loss: 0.4449 2381/2383 [============================>.] - ETA: 0s - loss: 616.3594 - logits_profile_predictions_loss: 610.5763 - logcount_predictions_loss: 0.4449 2382/2383 [============================>.] - ETA: 0s - loss: 616.3586 - logits_profile_predictions_loss: 610.5755 - logcount_predictions_loss: 0.4449 2383/2383 [==============================] - ETA: 0s - loss: 616.3578 - logits_profile_predictions_loss: 610.5747 - logcount_predictions_loss: 0.4448 2383/2383 [==============================] - 384s 161ms/step - loss: 616.3569 - logits_profile_predictions_loss: 610.5739 - logcount_predictions_loss: 0.4448 - val_loss: 746.0480 - val_logits_profile_predictions_loss: 740.9987 - val_logcount_predictions_loss: 0.3884 + +Epoch 00003: val_loss did not improve from 736.85498 +Epoch 4/50 + 1/2383 [..............................] - ETA: 7:17 - loss: 593.7637 - logits_profile_predictions_loss: 587.3621 - logcount_predictions_loss: 0.4924 2/2383 [..............................] - ETA: 6:14 - loss: 584.2514 - logits_profile_predictions_loss: 578.2303 - logcount_predictions_loss: 0.4632 3/2383 [..............................] - ETA: 6:07 - loss: 606.2669 - logits_profile_predictions_loss: 600.5751 - logcount_predictions_loss: 0.4378 4/2383 [..............................] - ETA: 6:05 - loss: 623.8716 - logits_profile_predictions_loss: 618.3526 - logcount_predictions_loss: 0.4245 5/2383 [..............................] - ETA: 6:04 - loss: 633.0448 - logits_profile_predictions_loss: 627.6329 - logcount_predictions_loss: 0.4163 6/2383 [..............................] - ETA: 6:03 - loss: 636.1746 - logits_profile_predictions_loss: 630.8377 - logcount_predictions_loss: 0.4105 7/2383 [..............................] - ETA: 6:03 - loss: 641.0868 - logits_profile_predictions_loss: 635.8218 - logcount_predictions_loss: 0.4050 8/2383 [..............................] - ETA: 6:02 - loss: 643.7513 - logits_profile_predictions_loss: 638.5173 - logcount_predictions_loss: 0.4026 9/2383 [..............................] - ETA: 6:02 - loss: 644.7813 - logits_profile_predictions_loss: 639.5486 - logcount_predictions_loss: 0.4025 10/2383 [..............................] - ETA: 6:01 - loss: 645.0851 - logits_profile_predictions_loss: 639.8518 - logcount_predictions_loss: 0.4026 11/2383 [..............................] - ETA: 6:01 - loss: 645.4125 - logits_profile_predictions_loss: 640.1784 - logcount_predictions_loss: 0.4026 12/2383 [..............................] - ETA: 6:01 - loss: 645.6537 - logits_profile_predictions_loss: 640.4077 - logcount_predictions_loss: 0.4035 13/2383 [..............................] - ETA: 6:00 - loss: 646.2350 - logits_profile_predictions_loss: 640.9722 - logcount_predictions_loss: 0.4048 14/2383 [..............................] - ETA: 6:00 - loss: 646.9232 - logits_profile_predictions_loss: 641.6488 - logcount_predictions_loss: 0.4057 15/2383 [..............................] - ETA: 6:00 - loss: 647.4618 - logits_profile_predictions_loss: 642.1801 - logcount_predictions_loss: 0.4063 16/2383 [..............................] - ETA: 6:00 - loss: 647.7524 - logits_profile_predictions_loss: 642.4654 - logcount_predictions_loss: 0.4067 17/2383 [..............................] - ETA: 5:59 - loss: 647.7246 - logits_profile_predictions_loss: 642.4385 - logcount_predictions_loss: 0.4066 18/2383 [..............................] - ETA: 5:59 - loss: 647.4122 - logits_profile_predictions_loss: 642.1312 - logcount_predictions_loss: 0.4062 19/2383 [..............................] - ETA: 5:59 - loss: 647.4376 - logits_profile_predictions_loss: 642.1594 - logcount_predictions_loss: 0.4060 20/2383 [..............................] - ETA: 5:59 - loss: 647.7125 - logits_profile_predictions_loss: 642.4372 - logcount_predictions_loss: 0.4058 21/2383 [..............................] - ETA: 5:59 - loss: 647.9178 - logits_profile_predictions_loss: 642.6427 - logcount_predictions_loss: 0.4058 22/2383 [..............................] - ETA: 5:58 - loss: 648.0576 - logits_profile_predictions_loss: 642.7841 - logcount_predictions_loss: 0.4057 23/2383 [..............................] - ETA: 5:58 - loss: 648.0118 - logits_profile_predictions_loss: 642.7403 - logcount_predictions_loss: 0.4055 24/2383 [..............................] - ETA: 5:58 - loss: 647.8388 - logits_profile_predictions_loss: 642.5706 - logcount_predictions_loss: 0.4053 25/2383 [..............................] - ETA: 5:58 - loss: 647.7760 - logits_profile_predictions_loss: 642.5115 - logcount_predictions_loss: 0.4050 26/2383 [..............................] - ETA: 5:58 - loss: 647.7187 - logits_profile_predictions_loss: 642.4557 - logcount_predictions_loss: 0.4048 27/2383 [..............................] - ETA: 5:57 - loss: 647.7880 - logits_profile_predictions_loss: 642.5249 - logcount_predictions_loss: 0.4049 28/2383 [..............................] - ETA: 5:57 - loss: 647.7271 - logits_profile_predictions_loss: 642.4650 - logcount_predictions_loss: 0.4048 29/2383 [..............................] - ETA: 5:57 - loss: 647.5048 - logits_profile_predictions_loss: 642.2446 - logcount_predictions_loss: 0.4046 30/2383 [..............................] - ETA: 5:57 - loss: 647.4909 - logits_profile_predictions_loss: 642.2309 - logcount_predictions_loss: 0.4046 31/2383 [..............................] - ETA: 5:57 - loss: 647.5203 - logits_profile_predictions_loss: 642.2576 - logcount_predictions_loss: 0.4048 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logits_profile_predictions_loss: 641.0184 - logcount_predictions_loss: 0.4072 39/2383 [..............................] - ETA: 5:55 - loss: 645.9737 - logits_profile_predictions_loss: 640.6770 - logcount_predictions_loss: 0.4074 40/2383 [..............................] - ETA: 5:55 - loss: 645.5522 - logits_profile_predictions_loss: 640.2518 - logcount_predictions_loss: 0.4077 41/2383 [..............................] - ETA: 5:55 - loss: 645.1986 - logits_profile_predictions_loss: 639.8932 - logcount_predictions_loss: 0.4081 42/2383 [..............................] - ETA: 5:55 - loss: 644.9245 - logits_profile_predictions_loss: 639.6128 - logcount_predictions_loss: 0.4086 43/2383 [..............................] - ETA: 5:55 - loss: 644.6297 - logits_profile_predictions_loss: 639.3132 - logcount_predictions_loss: 0.4090 44/2383 [..............................] - ETA: 5:55 - loss: 644.3060 - logits_profile_predictions_loss: 638.9858 - logcount_predictions_loss: 0.4093 45/2383 [..............................] - ETA: 5:55 - loss: 644.0317 - logits_profile_predictions_loss: 638.7078 - logcount_predictions_loss: 0.4095 46/2383 [..............................] - ETA: 5:55 - loss: 643.7234 - logits_profile_predictions_loss: 638.3957 - logcount_predictions_loss: 0.4098 47/2383 [..............................] - ETA: 5:55 - loss: 643.4112 - logits_profile_predictions_loss: 638.0806 - logcount_predictions_loss: 0.4101 48/2383 [..............................] - ETA: 5:55 - loss: 643.0711 - logits_profile_predictions_loss: 637.7380 - logcount_predictions_loss: 0.4102 49/2383 [..............................] - ETA: 5:55 - loss: 642.7440 - logits_profile_predictions_loss: 637.4085 - logcount_predictions_loss: 0.4104 50/2383 [..............................] - ETA: 5:54 - loss: 642.3945 - logits_profile_predictions_loss: 637.0559 - logcount_predictions_loss: 0.4107 51/2383 [..............................] - ETA: 5:54 - loss: 642.0425 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 603.2699 - logcount_predictions_loss: 0.3911 318/2383 [===>..........................] - ETA: 5:13 - loss: 608.3585 - logits_profile_predictions_loss: 603.2744 - logcount_predictions_loss: 0.3911 319/2383 [===>..........................] - ETA: 5:13 - loss: 608.3640 - logits_profile_predictions_loss: 603.2802 - logcount_predictions_loss: 0.3911 320/2383 [===>..........................] - ETA: 5:13 - loss: 608.3695 - logits_profile_predictions_loss: 603.2861 - logcount_predictions_loss: 0.3910 321/2383 [===>..........................] - ETA: 5:12 - loss: 608.3742 - logits_profile_predictions_loss: 603.2911 - logcount_predictions_loss: 0.3910 322/2383 [===>..........................] - ETA: 5:12 - loss: 608.3794 - logits_profile_predictions_loss: 603.2968 - logcount_predictions_loss: 0.3910 323/2383 [===>..........................] - ETA: 5:12 - loss: 608.3844 - logits_profile_predictions_loss: 603.3021 - logcount_predictions_loss: 0.3909 324/2383 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[===>..........................] - ETA: 5:10 - loss: 608.4741 - logits_profile_predictions_loss: 603.3965 - logcount_predictions_loss: 0.3906 338/2383 [===>..........................] - ETA: 5:10 - loss: 608.4804 - logits_profile_predictions_loss: 603.4031 - logcount_predictions_loss: 0.3906 339/2383 [===>..........................] - ETA: 5:10 - loss: 608.4868 - logits_profile_predictions_loss: 603.4098 - logcount_predictions_loss: 0.3905 340/2383 [===>..........................] - ETA: 5:09 - loss: 608.4924 - logits_profile_predictions_loss: 603.4157 - logcount_predictions_loss: 0.3905 341/2383 [===>..........................] - ETA: 5:09 - loss: 608.4968 - logits_profile_predictions_loss: 603.4204 - logcount_predictions_loss: 0.3905 342/2383 [===>..........................] - ETA: 5:09 - loss: 608.5004 - logits_profile_predictions_loss: 603.4242 - logcount_predictions_loss: 0.3905 343/2383 [===>..........................] - ETA: 5:09 - loss: 608.5040 - 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logits_profile_predictions_loss: 603.3946 - logcount_predictions_loss: 0.3897 396/2383 [===>..........................] - ETA: 5:01 - loss: 608.4581 - logits_profile_predictions_loss: 603.3925 - logcount_predictions_loss: 0.3897 397/2383 [===>..........................] - ETA: 5:01 - loss: 608.4551 - logits_profile_predictions_loss: 603.3897 - logcount_predictions_loss: 0.3896 398/2383 [====>.........................] - ETA: 5:01 - loss: 608.4519 - logits_profile_predictions_loss: 603.3866 - logcount_predictions_loss: 0.3896 399/2383 [====>.........................] - ETA: 5:01 - loss: 608.4489 - logits_profile_predictions_loss: 603.3838 - logcount_predictions_loss: 0.3896 400/2383 [====>.........................] - ETA: 5:00 - loss: 608.4456 - logits_profile_predictions_loss: 603.3806 - logcount_predictions_loss: 0.3896 401/2383 [====>.........................] - ETA: 5:00 - loss: 608.4426 - logits_profile_predictions_loss: 603.3778 - logcount_predictions_loss: 0.3896 402/2383 [====>.........................] - ETA: 5:00 - loss: 608.4395 - logits_profile_predictions_loss: 603.3749 - logcount_predictions_loss: 0.3896 403/2383 [====>.........................] - ETA: 5:00 - loss: 608.4365 - logits_profile_predictions_loss: 603.3720 - logcount_predictions_loss: 0.3896 404/2383 [====>.........................] - ETA: 5:00 - loss: 608.4327 - logits_profile_predictions_loss: 603.3684 - logcount_predictions_loss: 0.3896 405/2383 [====>.........................] - ETA: 5:00 - loss: 608.4287 - logits_profile_predictions_loss: 603.3645 - logcount_predictions_loss: 0.3895 406/2383 [====>.........................] - ETA: 5:00 - loss: 608.4245 - logits_profile_predictions_loss: 603.3606 - logcount_predictions_loss: 0.3895 407/2383 [====>.........................] - ETA: 4:59 - loss: 608.4205 - logits_profile_predictions_loss: 603.3568 - logcount_predictions_loss: 0.3895 408/2383 [====>.........................] - ETA: 4:59 - loss: 608.4168 - logits_profile_predictions_loss: 603.3532 - logcount_predictions_loss: 0.3895 409/2383 [====>.........................] - ETA: 4:59 - loss: 608.4126 - logits_profile_predictions_loss: 603.3492 - logcount_predictions_loss: 0.3895 410/2383 [====>.........................] - ETA: 4:59 - loss: 608.4083 - logits_profile_predictions_loss: 603.3450 - logcount_predictions_loss: 0.3895 411/2383 [====>.........................] - ETA: 4:59 - loss: 608.4034 - logits_profile_predictions_loss: 603.3402 - logcount_predictions_loss: 0.3895 412/2383 [====>.........................] - ETA: 4:59 - loss: 608.3980 - logits_profile_predictions_loss: 603.3351 - logcount_predictions_loss: 0.3895 413/2383 [====>.........................] - ETA: 4:58 - loss: 608.3929 - logits_profile_predictions_loss: 603.3301 - logcount_predictions_loss: 0.3894 414/2383 [====>.........................] - ETA: 4:58 - loss: 608.3871 - logits_profile_predictions_loss: 603.3244 - logcount_predictions_loss: 0.3894 415/2383 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[============================>.] - ETA: 0s - loss: 606.5465 - logits_profile_predictions_loss: 601.5393 - logcount_predictions_loss: 0.3852 2380/2383 [============================>.] - ETA: 0s - loss: 606.5455 - logits_profile_predictions_loss: 601.5383 - logcount_predictions_loss: 0.3852 2381/2383 [============================>.] - ETA: 0s - loss: 606.5444 - logits_profile_predictions_loss: 601.5372 - logcount_predictions_loss: 0.3852 2382/2383 [============================>.] - ETA: 0s - loss: 606.5433 - logits_profile_predictions_loss: 601.5362 - logcount_predictions_loss: 0.3851 2383/2383 [==============================] - ETA: 0s - loss: 606.5422 - logits_profile_predictions_loss: 601.5351 - logcount_predictions_loss: 0.3851 2383/2383 [==============================] - 384s 161ms/step - loss: 606.5411 - logits_profile_predictions_loss: 601.5341 - logcount_predictions_loss: 0.3851 - val_loss: 730.8911 - val_logits_profile_predictions_loss: 726.1693 - val_logcount_predictions_loss: 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[..............................] - ETA: 5:59 - loss: 611.1620 - logits_profile_predictions_loss: 606.4555 - logcount_predictions_loss: 0.3620 8/2383 [..............................] - ETA: 5:59 - loss: 608.5471 - logits_profile_predictions_loss: 603.8587 - logcount_predictions_loss: 0.3606 9/2383 [..............................] - ETA: 5:59 - loss: 606.3401 - logits_profile_predictions_loss: 601.6738 - logcount_predictions_loss: 0.3589 10/2383 [..............................] - ETA: 5:59 - loss: 604.1292 - logits_profile_predictions_loss: 599.4781 - logcount_predictions_loss: 0.3578 11/2383 [..............................] - ETA: 5:59 - loss: 602.2285 - logits_profile_predictions_loss: 597.5964 - logcount_predictions_loss: 0.3563 12/2383 [..............................] - ETA: 5:59 - loss: 601.8290 - logits_profile_predictions_loss: 597.2114 - logcount_predictions_loss: 0.3552 13/2383 [..............................] - ETA: 5:58 - loss: 601.8044 - logits_profile_predictions_loss: 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loss: 603.1248 - logits_profile_predictions_loss: 598.4789 - logcount_predictions_loss: 0.3574 21/2383 [..............................] - ETA: 5:57 - loss: 603.0396 - logits_profile_predictions_loss: 598.3841 - logcount_predictions_loss: 0.3581 22/2383 [..............................] - ETA: 5:57 - loss: 602.8767 - logits_profile_predictions_loss: 598.2113 - logcount_predictions_loss: 0.3589 23/2383 [..............................] - ETA: 5:57 - loss: 602.5529 - logits_profile_predictions_loss: 597.8764 - logcount_predictions_loss: 0.3597 24/2383 [..............................] - ETA: 5:57 - loss: 602.1663 - logits_profile_predictions_loss: 597.4827 - logcount_predictions_loss: 0.3603 25/2383 [..............................] - ETA: 5:57 - loss: 601.9038 - logits_profile_predictions_loss: 597.2154 - logcount_predictions_loss: 0.3606 26/2383 [..............................] - ETA: 5:57 - loss: 601.6648 - logits_profile_predictions_loss: 596.9705 - logcount_predictions_loss: 0.3611 27/2383 [..............................] - ETA: 5:57 - loss: 601.4865 - logits_profile_predictions_loss: 596.7848 - logcount_predictions_loss: 0.3617 28/2383 [..............................] - ETA: 5:56 - loss: 601.2650 - logits_profile_predictions_loss: 596.5590 - logcount_predictions_loss: 0.3620 29/2383 [..............................] - ETA: 5:56 - loss: 601.1084 - logits_profile_predictions_loss: 596.3979 - logcount_predictions_loss: 0.3623 30/2383 [..............................] - ETA: 5:56 - loss: 600.9939 - logits_profile_predictions_loss: 596.2798 - logcount_predictions_loss: 0.3626 31/2383 [..............................] - ETA: 5:56 - loss: 600.8627 - logits_profile_predictions_loss: 596.1467 - logcount_predictions_loss: 0.3628 32/2383 [..............................] - ETA: 5:56 - loss: 600.8404 - logits_profile_predictions_loss: 596.1191 - logcount_predictions_loss: 0.3632 33/2383 [..............................] - ETA: 5:56 - loss: 600.7794 - logits_profile_predictions_loss: 596.0533 - logcount_predictions_loss: 0.3635 34/2383 [..............................] - ETA: 5:55 - loss: 600.6456 - logits_profile_predictions_loss: 595.9161 - logcount_predictions_loss: 0.3638 35/2383 [..............................] - ETA: 5:55 - loss: 600.5603 - logits_profile_predictions_loss: 595.8278 - logcount_predictions_loss: 0.3640 36/2383 [..............................] - ETA: 5:55 - loss: 600.5288 - logits_profile_predictions_loss: 595.7928 - logcount_predictions_loss: 0.3643 37/2383 [..............................] - ETA: 5:55 - loss: 600.5459 - logits_profile_predictions_loss: 595.8070 - logcount_predictions_loss: 0.3645 38/2383 [..............................] - ETA: 5:55 - loss: 600.6039 - logits_profile_predictions_loss: 595.8617 - logcount_predictions_loss: 0.3648 39/2383 [..............................] - ETA: 5:55 - loss: 600.6531 - logits_profile_predictions_loss: 595.9081 - logcount_predictions_loss: 0.3650 40/2383 [..............................] - ETA: 5:55 - loss: 600.7428 - logits_profile_predictions_loss: 595.9954 - logcount_predictions_loss: 0.3652 41/2383 [..............................] - ETA: 5:54 - loss: 600.8139 - logits_profile_predictions_loss: 596.0624 - logcount_predictions_loss: 0.3655 42/2383 [..............................] - ETA: 5:54 - loss: 600.8905 - logits_profile_predictions_loss: 596.1352 - logcount_predictions_loss: 0.3658 43/2383 [..............................] - ETA: 5:54 - loss: 600.9586 - logits_profile_predictions_loss: 596.1996 - logcount_predictions_loss: 0.3661 44/2383 [..............................] - ETA: 5:54 - loss: 600.9623 - logits_profile_predictions_loss: 596.2006 - logcount_predictions_loss: 0.3663 45/2383 [..............................] - ETA: 5:54 - loss: 600.9527 - logits_profile_predictions_loss: 596.1888 - logcount_predictions_loss: 0.3665 46/2383 [..............................] - ETA: 5:54 - loss: 600.9353 - logits_profile_predictions_loss: 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loss: 600.8997 - logits_profile_predictions_loss: 596.1214 - logcount_predictions_loss: 0.3676 54/2383 [..............................] - ETA: 5:52 - loss: 600.9338 - logits_profile_predictions_loss: 596.1535 - logcount_predictions_loss: 0.3677 55/2383 [..............................] - ETA: 5:52 - loss: 600.9526 - logits_profile_predictions_loss: 596.1708 - logcount_predictions_loss: 0.3678 56/2383 [..............................] - ETA: 5:52 - loss: 600.9641 - logits_profile_predictions_loss: 596.1814 - logcount_predictions_loss: 0.3679 57/2383 [..............................] - ETA: 5:52 - loss: 600.9597 - logits_profile_predictions_loss: 596.1759 - logcount_predictions_loss: 0.3680 58/2383 [..............................] - ETA: 5:52 - loss: 600.9636 - logits_profile_predictions_loss: 596.1785 - logcount_predictions_loss: 0.3681 59/2383 [..............................] - ETA: 5:52 - loss: 600.9543 - logits_profile_predictions_loss: 596.1681 - logcount_predictions_loss: 0.3682 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logits_profile_predictions_loss: 596.1104 - logcount_predictions_loss: 0.3687 67/2383 [..............................] - ETA: 5:50 - loss: 600.9105 - logits_profile_predictions_loss: 596.1161 - logcount_predictions_loss: 0.3688 68/2383 [..............................] - ETA: 5:50 - loss: 600.9215 - logits_profile_predictions_loss: 596.1262 - logcount_predictions_loss: 0.3689 69/2383 [..............................] - ETA: 5:50 - loss: 600.9264 - logits_profile_predictions_loss: 596.1307 - logcount_predictions_loss: 0.3689 70/2383 [..............................] - ETA: 5:50 - loss: 600.9357 - logits_profile_predictions_loss: 596.1395 - logcount_predictions_loss: 0.3689 71/2383 [..............................] - ETA: 5:50 - loss: 600.9405 - logits_profile_predictions_loss: 596.1435 - logcount_predictions_loss: 0.3690 72/2383 [..............................] - ETA: 5:50 - loss: 600.9576 - logits_profile_predictions_loss: 596.1596 - logcount_predictions_loss: 0.3691 73/2383 [..............................] - ETA: 5:49 - loss: 600.9571 - logits_profile_predictions_loss: 596.1582 - logcount_predictions_loss: 0.3691 74/2383 [..............................] - ETA: 5:49 - loss: 600.9471 - logits_profile_predictions_loss: 596.1472 - logcount_predictions_loss: 0.3692 75/2383 [..............................] - ETA: 5:49 - loss: 600.9364 - logits_profile_predictions_loss: 596.1356 - logcount_predictions_loss: 0.3693 76/2383 [..............................] - ETA: 5:49 - loss: 600.9288 - logits_profile_predictions_loss: 596.1272 - logcount_predictions_loss: 0.3694 77/2383 [..............................] - ETA: 5:49 - loss: 600.9347 - logits_profile_predictions_loss: 596.1320 - logcount_predictions_loss: 0.3694 78/2383 [..............................] - ETA: 5:49 - loss: 600.9391 - logits_profile_predictions_loss: 596.1356 - logcount_predictions_loss: 0.3695 79/2383 [..............................] - ETA: 5:49 - loss: 600.9365 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 596.1175 - logcount_predictions_loss: 0.3710 100/2383 [>.............................] - ETA: 5:45 - loss: 600.9174 - logits_profile_predictions_loss: 596.0934 - logcount_predictions_loss: 0.3711 101/2383 [>.............................] - ETA: 5:45 - loss: 600.8993 - logits_profile_predictions_loss: 596.0740 - logcount_predictions_loss: 0.3712 102/2383 [>.............................] - ETA: 5:45 - loss: 600.8777 - logits_profile_predictions_loss: 596.0514 - logcount_predictions_loss: 0.3713 103/2383 [>.............................] - ETA: 5:45 - loss: 600.8594 - logits_profile_predictions_loss: 596.0321 - logcount_predictions_loss: 0.3713 104/2383 [>.............................] - ETA: 5:45 - loss: 600.8535 - logits_profile_predictions_loss: 596.0253 - logcount_predictions_loss: 0.3714 105/2383 [>.............................] - ETA: 5:45 - loss: 600.8504 - logits_profile_predictions_loss: 596.0212 - logcount_predictions_loss: 0.3715 106/2383 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logits_profile_predictions_loss: 582.8557 - logcount_predictions_loss: 0.3227 339/2383 [===>..........................] - ETA: 5:09 - loss: 587.0379 - logits_profile_predictions_loss: 582.8425 - logcount_predictions_loss: 0.3227 340/2383 [===>..........................] - ETA: 5:09 - loss: 587.0241 - logits_profile_predictions_loss: 582.8288 - logcount_predictions_loss: 0.3227 341/2383 [===>..........................] - ETA: 5:09 - loss: 587.0109 - logits_profile_predictions_loss: 582.8157 - logcount_predictions_loss: 0.3227 342/2383 [===>..........................] - ETA: 5:09 - loss: 586.9976 - logits_profile_predictions_loss: 582.8026 - logcount_predictions_loss: 0.3227 343/2383 [===>..........................] - ETA: 5:09 - loss: 586.9837 - logits_profile_predictions_loss: 582.7888 - logcount_predictions_loss: 0.3227 344/2383 [===>..........................] - ETA: 5:09 - loss: 586.9690 - logits_profile_predictions_loss: 582.7742 - logcount_predictions_loss: 0.3227 345/2383 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logits_profile_predictions_loss: 582.6807 - logcount_predictions_loss: 0.3226 352/2383 [===>..........................] - ETA: 5:07 - loss: 586.8613 - logits_profile_predictions_loss: 582.6673 - logcount_predictions_loss: 0.3226 353/2383 [===>..........................] - ETA: 5:07 - loss: 586.8486 - logits_profile_predictions_loss: 582.6547 - logcount_predictions_loss: 0.3226 354/2383 [===>..........................] - ETA: 5:07 - loss: 586.8353 - logits_profile_predictions_loss: 582.6414 - logcount_predictions_loss: 0.3226 355/2383 [===>..........................] - ETA: 5:07 - loss: 586.8220 - logits_profile_predictions_loss: 582.6282 - logcount_predictions_loss: 0.3226 356/2383 [===>..........................] - ETA: 5:07 - loss: 586.8083 - logits_profile_predictions_loss: 582.6147 - logcount_predictions_loss: 0.3226 357/2383 [===>..........................] - ETA: 5:07 - loss: 586.7943 - logits_profile_predictions_loss: 582.6008 - logcount_predictions_loss: 0.3226 358/2383 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logits_profile_predictions_loss: 582.5082 - logcount_predictions_loss: 0.3225 365/2383 [===>..........................] - ETA: 5:05 - loss: 586.6891 - logits_profile_predictions_loss: 582.4963 - logcount_predictions_loss: 0.3225 366/2383 [===>..........................] - ETA: 5:05 - loss: 586.6766 - logits_profile_predictions_loss: 582.4838 - logcount_predictions_loss: 0.3225 367/2383 [===>..........................] - ETA: 5:05 - loss: 586.6638 - logits_profile_predictions_loss: 582.4711 - logcount_predictions_loss: 0.3225 368/2383 [===>..........................] - ETA: 5:05 - loss: 586.6516 - logits_profile_predictions_loss: 582.4590 - logcount_predictions_loss: 0.3225 369/2383 [===>..........................] - ETA: 5:05 - loss: 586.6399 - logits_profile_predictions_loss: 582.4474 - logcount_predictions_loss: 0.3225 370/2383 [===>..........................] - ETA: 5:05 - loss: 586.6277 - logits_profile_predictions_loss: 582.4353 - logcount_predictions_loss: 0.3225 371/2383 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logcount_predictions_loss: 0.3173 2/2383 [..............................] - ETA: 6:01 - loss: 560.2493 - logits_profile_predictions_loss: 556.4002 - logcount_predictions_loss: 0.2961 3/2383 [..............................] - ETA: 6:00 - loss: 549.2678 - logits_profile_predictions_loss: 545.5266 - logcount_predictions_loss: 0.2878 4/2383 [..............................] - ETA: 6:00 - loss: 539.8743 - logits_profile_predictions_loss: 536.1701 - logcount_predictions_loss: 0.2849 5/2383 [..............................] - ETA: 6:00 - loss: 536.0872 - logits_profile_predictions_loss: 532.3718 - logcount_predictions_loss: 0.2858 6/2383 [..............................] - ETA: 6:00 - loss: 536.9148 - logits_profile_predictions_loss: 533.1933 - logcount_predictions_loss: 0.2863 7/2383 [..............................] - ETA: 6:00 - loss: 538.0523 - logits_profile_predictions_loss: 534.3363 - logcount_predictions_loss: 0.2858 8/2383 [..............................] - ETA: 5:59 - loss: 538.9068 - 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[..............................] - ETA: 5:53 - loss: 570.2288 - logits_profile_predictions_loss: 566.5031 - logcount_predictions_loss: 0.2866 49/2383 [..............................] - ETA: 5:53 - loss: 570.4661 - logits_profile_predictions_loss: 566.7388 - logcount_predictions_loss: 0.2867 50/2383 [..............................] - ETA: 5:53 - loss: 570.7215 - logits_profile_predictions_loss: 566.9933 - logcount_predictions_loss: 0.2868 51/2383 [..............................] - ETA: 5:53 - loss: 570.9579 - logits_profile_predictions_loss: 567.2287 - logcount_predictions_loss: 0.2869 52/2383 [..............................] - ETA: 5:53 - loss: 571.1962 - logits_profile_predictions_loss: 567.4660 - logcount_predictions_loss: 0.2869 53/2383 [..............................] - ETA: 5:53 - loss: 571.4541 - logits_profile_predictions_loss: 567.7231 - logcount_predictions_loss: 0.2870 54/2383 [..............................] - ETA: 5:52 - loss: 571.6517 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:48 - loss: 573.2194 - logits_profile_predictions_loss: 569.4861 - logcount_predictions_loss: 0.2872 82/2383 [>.............................] - ETA: 5:48 - loss: 573.1798 - logits_profile_predictions_loss: 569.4463 - logcount_predictions_loss: 0.2872 83/2383 [>.............................] - ETA: 5:48 - loss: 573.1481 - logits_profile_predictions_loss: 569.4145 - logcount_predictions_loss: 0.2872 84/2383 [>.............................] - ETA: 5:48 - loss: 573.1232 - logits_profile_predictions_loss: 569.3895 - logcount_predictions_loss: 0.2872 85/2383 [>.............................] - ETA: 5:48 - loss: 573.1045 - logits_profile_predictions_loss: 569.3709 - logcount_predictions_loss: 0.2872 86/2383 [>.............................] - ETA: 5:48 - loss: 573.0995 - logits_profile_predictions_loss: 569.3659 - logcount_predictions_loss: 0.2872 87/2383 [>.............................] - ETA: 5:48 - loss: 573.1041 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 580.9283 - logcount_predictions_loss: 0.2893 176/2383 [=>............................] - ETA: 5:35 - loss: 584.7007 - logits_profile_predictions_loss: 580.9390 - logcount_predictions_loss: 0.2894 177/2383 [=>............................] - ETA: 5:34 - loss: 584.7109 - logits_profile_predictions_loss: 580.9486 - logcount_predictions_loss: 0.2894 178/2383 [=>............................] - ETA: 5:34 - loss: 584.7220 - logits_profile_predictions_loss: 580.9593 - logcount_predictions_loss: 0.2894 179/2383 [=>............................] - ETA: 5:34 - loss: 584.7348 - logits_profile_predictions_loss: 580.9717 - logcount_predictions_loss: 0.2895 180/2383 [=>............................] - ETA: 5:34 - loss: 584.7500 - logits_profile_predictions_loss: 580.9864 - logcount_predictions_loss: 0.2895 181/2383 [=>............................] - ETA: 5:34 - loss: 584.7615 - logits_profile_predictions_loss: 580.9974 - logcount_predictions_loss: 0.2895 182/2383 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[..............................] - ETA: 5:55 - loss: 593.1835 - logits_profile_predictions_loss: 589.5333 - logcount_predictions_loss: 0.2808 42/2383 [..............................] - ETA: 5:55 - loss: 592.8963 - logits_profile_predictions_loss: 589.2437 - logcount_predictions_loss: 0.2810 43/2383 [..............................] - ETA: 5:55 - loss: 592.6273 - logits_profile_predictions_loss: 588.9725 - logcount_predictions_loss: 0.2811 44/2383 [..............................] - ETA: 5:55 - loss: 592.3292 - logits_profile_predictions_loss: 588.6729 - logcount_predictions_loss: 0.2813 45/2383 [..............................] - ETA: 5:55 - loss: 592.0182 - logits_profile_predictions_loss: 588.3600 - logcount_predictions_loss: 0.2814 46/2383 [..............................] - ETA: 5:54 - loss: 591.6975 - logits_profile_predictions_loss: 588.0374 - logcount_predictions_loss: 0.2815 47/2383 [..............................] - ETA: 5:54 - loss: 591.3367 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 5:09 - loss: 581.9080 - logits_profile_predictions_loss: 578.2505 - logcount_predictions_loss: 0.2813 342/2383 [===>..........................] - ETA: 5:09 - loss: 581.9076 - logits_profile_predictions_loss: 578.2502 - logcount_predictions_loss: 0.2813 343/2383 [===>..........................] - ETA: 5:09 - loss: 581.9069 - logits_profile_predictions_loss: 578.2495 - logcount_predictions_loss: 0.2813 344/2383 [===>..........................] - ETA: 5:09 - loss: 581.9060 - logits_profile_predictions_loss: 578.2486 - logcount_predictions_loss: 0.2813 345/2383 [===>..........................] - ETA: 5:09 - loss: 581.9054 - logits_profile_predictions_loss: 578.2480 - logcount_predictions_loss: 0.2813 346/2383 [===>..........................] - ETA: 5:08 - loss: 581.9047 - logits_profile_predictions_loss: 578.2474 - logcount_predictions_loss: 0.2813 347/2383 [===>..........................] - ETA: 5:08 - loss: 581.9044 - 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[===>..........................] - ETA: 5:07 - loss: 581.9053 - logits_profile_predictions_loss: 578.2485 - logcount_predictions_loss: 0.2813 355/2383 [===>..........................] - ETA: 5:07 - loss: 581.9049 - logits_profile_predictions_loss: 578.2481 - logcount_predictions_loss: 0.2813 356/2383 [===>..........................] - ETA: 5:07 - loss: 581.9048 - logits_profile_predictions_loss: 578.2481 - logcount_predictions_loss: 0.2813 357/2383 [===>..........................] - ETA: 5:07 - loss: 581.9046 - logits_profile_predictions_loss: 578.2479 - logcount_predictions_loss: 0.2813 358/2383 [===>..........................] - ETA: 5:07 - loss: 581.9044 - logits_profile_predictions_loss: 578.2477 - logcount_predictions_loss: 0.2813 359/2383 [===>..........................] - ETA: 5:06 - loss: 581.9046 - logits_profile_predictions_loss: 578.2480 - logcount_predictions_loss: 0.2813 360/2383 [===>..........................] - ETA: 5:06 - loss: 581.9057 - 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[===>..........................] - ETA: 5:05 - loss: 581.9141 - logits_profile_predictions_loss: 578.2579 - logcount_predictions_loss: 0.2812 368/2383 [===>..........................] - ETA: 5:05 - loss: 581.9144 - logits_profile_predictions_loss: 578.2583 - logcount_predictions_loss: 0.2812 369/2383 [===>..........................] - ETA: 5:05 - loss: 581.9139 - logits_profile_predictions_loss: 578.2579 - logcount_predictions_loss: 0.2812 370/2383 [===>..........................] - ETA: 5:05 - loss: 581.9135 - logits_profile_predictions_loss: 578.2574 - logcount_predictions_loss: 0.2812 371/2383 [===>..........................] - ETA: 5:05 - loss: 581.9134 - logits_profile_predictions_loss: 578.2574 - logcount_predictions_loss: 0.2812 372/2383 [===>..........................] - ETA: 5:04 - loss: 581.9130 - logits_profile_predictions_loss: 578.2570 - logcount_predictions_loss: 0.2812 373/2383 [===>..........................] - ETA: 5:04 - loss: 581.9122 - 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[===>..........................] - ETA: 5:03 - loss: 581.9092 - logits_profile_predictions_loss: 578.2536 - logcount_predictions_loss: 0.2812 381/2383 [===>..........................] - ETA: 5:03 - loss: 581.9095 - logits_profile_predictions_loss: 578.2539 - logcount_predictions_loss: 0.2812 382/2383 [===>..........................] - ETA: 5:03 - loss: 581.9101 - logits_profile_predictions_loss: 578.2545 - logcount_predictions_loss: 0.2812 383/2383 [===>..........................] - ETA: 5:03 - loss: 581.9109 - logits_profile_predictions_loss: 578.2554 - logcount_predictions_loss: 0.2812 384/2383 [===>..........................] - ETA: 5:03 - loss: 581.9117 - logits_profile_predictions_loss: 578.2562 - logcount_predictions_loss: 0.2812 385/2383 [===>..........................] - ETA: 5:03 - loss: 581.9122 - logits_profile_predictions_loss: 578.2567 - logcount_predictions_loss: 0.2812 386/2383 [===>..........................] - ETA: 5:02 - loss: 581.9126 - 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[===>..........................] - ETA: 5:01 - loss: 581.9145 - logits_profile_predictions_loss: 578.2591 - logcount_predictions_loss: 0.2812 394/2383 [===>..........................] - ETA: 5:01 - loss: 581.9139 - logits_profile_predictions_loss: 578.2585 - logcount_predictions_loss: 0.2812 395/2383 [===>..........................] - ETA: 5:01 - loss: 581.9131 - logits_profile_predictions_loss: 578.2578 - logcount_predictions_loss: 0.2812 396/2383 [===>..........................] - ETA: 5:01 - loss: 581.9126 - logits_profile_predictions_loss: 578.2573 - logcount_predictions_loss: 0.2812 397/2383 [===>..........................] - ETA: 5:01 - loss: 581.9119 - logits_profile_predictions_loss: 578.2566 - logcount_predictions_loss: 0.2812 398/2383 [====>.........................] - ETA: 5:01 - loss: 581.9111 - logits_profile_predictions_loss: 578.2557 - logcount_predictions_loss: 0.2812 399/2383 [====>.........................] - ETA: 5:00 - loss: 581.9107 - 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[====>.........................] - ETA: 4:59 - loss: 581.8999 - logits_profile_predictions_loss: 578.2444 - logcount_predictions_loss: 0.2812 407/2383 [====>.........................] - ETA: 4:59 - loss: 581.8988 - logits_profile_predictions_loss: 578.2432 - logcount_predictions_loss: 0.2812 408/2383 [====>.........................] - ETA: 4:59 - loss: 581.8978 - logits_profile_predictions_loss: 578.2423 - logcount_predictions_loss: 0.2812 409/2383 [====>.........................] - ETA: 4:59 - loss: 581.8967 - logits_profile_predictions_loss: 578.2411 - logcount_predictions_loss: 0.2812 410/2383 [====>.........................] - ETA: 4:59 - loss: 581.8952 - logits_profile_predictions_loss: 578.2396 - logcount_predictions_loss: 0.2812 411/2383 [====>.........................] - ETA: 4:59 - loss: 581.8942 - logits_profile_predictions_loss: 578.2386 - logcount_predictions_loss: 0.2812 412/2383 [====>.........................] - ETA: 4:58 - loss: 581.8931 - 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[====>.........................] - ETA: 4:57 - loss: 581.8922 - logits_profile_predictions_loss: 578.2367 - logcount_predictions_loss: 0.2812 420/2383 [====>.........................] - ETA: 4:57 - loss: 581.8923 - logits_profile_predictions_loss: 578.2367 - logcount_predictions_loss: 0.2812 421/2383 [====>.........................] - ETA: 4:57 - loss: 581.8924 - logits_profile_predictions_loss: 578.2369 - logcount_predictions_loss: 0.2812 422/2383 [====>.........................] - ETA: 4:57 - loss: 581.8925 - logits_profile_predictions_loss: 578.2370 - logcount_predictions_loss: 0.2812 423/2383 [====>.........................] - ETA: 4:57 - loss: 581.8930 - logits_profile_predictions_loss: 578.2374 - logcount_predictions_loss: 0.2812 424/2383 [====>.........................] - ETA: 4:57 - loss: 581.8935 - logits_profile_predictions_loss: 578.2379 - logcount_predictions_loss: 0.2812 425/2383 [====>.........................] - ETA: 4:56 - loss: 581.8936 - logits_profile_predictions_loss: 578.2380 - logcount_predictions_loss: 0.2812 426/2383 [====>.........................] - ETA: 4:56 - loss: 581.8935 - logits_profile_predictions_loss: 578.2379 - logcount_predictions_loss: 0.2812 427/2383 [====>.........................] - ETA: 4:56 - loss: 581.8935 - logits_profile_predictions_loss: 578.2379 - logcount_predictions_loss: 0.2812 428/2383 [====>.........................] - ETA: 4:56 - loss: 581.8932 - logits_profile_predictions_loss: 578.2376 - logcount_predictions_loss: 0.2812 429/2383 [====>.........................] - ETA: 4:56 - loss: 581.8929 - logits_profile_predictions_loss: 578.2372 - logcount_predictions_loss: 0.2812 430/2383 [====>.........................] - ETA: 4:56 - loss: 581.8921 - logits_profile_predictions_loss: 578.2364 - logcount_predictions_loss: 0.2812 431/2383 [====>.........................] - ETA: 4:56 - loss: 581.8908 - logits_profile_predictions_loss: 578.2351 - logcount_predictions_loss: 0.2812 432/2383 [====>.........................] - ETA: 4:55 - loss: 581.8894 - logits_profile_predictions_loss: 578.2337 - logcount_predictions_loss: 0.2812 433/2383 [====>.........................] - ETA: 4:55 - loss: 581.8875 - logits_profile_predictions_loss: 578.2318 - logcount_predictions_loss: 0.2812 434/2383 [====>.........................] - ETA: 4:55 - loss: 581.8857 - logits_profile_predictions_loss: 578.2300 - logcount_predictions_loss: 0.2812 435/2383 [====>.........................] - ETA: 4:55 - loss: 581.8835 - logits_profile_predictions_loss: 578.2277 - logcount_predictions_loss: 0.2812 436/2383 [====>.........................] - ETA: 4:55 - loss: 581.8811 - logits_profile_predictions_loss: 578.2254 - logcount_predictions_loss: 0.2812 437/2383 [====>.........................] - ETA: 4:55 - loss: 581.8784 - logits_profile_predictions_loss: 578.2227 - logcount_predictions_loss: 0.2812 438/2383 [====>.........................] - ETA: 4:54 - loss: 581.8756 - logits_profile_predictions_loss: 578.2199 - logcount_predictions_loss: 0.2812 439/2383 [====>.........................] - ETA: 4:54 - loss: 581.8727 - logits_profile_predictions_loss: 578.2169 - logcount_predictions_loss: 0.2812 440/2383 [====>.........................] - ETA: 4:54 - loss: 581.8699 - logits_profile_predictions_loss: 578.2141 - logcount_predictions_loss: 0.2812 441/2383 [====>.........................] - ETA: 4:54 - loss: 581.8669 - logits_profile_predictions_loss: 578.2111 - logcount_predictions_loss: 0.2812 442/2383 [====>.........................] - ETA: 4:54 - loss: 581.8636 - logits_profile_predictions_loss: 578.2078 - logcount_predictions_loss: 0.2812 443/2383 [====>.........................] - ETA: 4:54 - loss: 581.8604 - logits_profile_predictions_loss: 578.2045 - logcount_predictions_loss: 0.2812 444/2383 [====>.........................] - ETA: 4:54 - loss: 581.8569 - logits_profile_predictions_loss: 578.2010 - logcount_predictions_loss: 0.2812 445/2383 [====>.........................] - ETA: 4:53 - loss: 581.8531 - logits_profile_predictions_loss: 578.1973 - logcount_predictions_loss: 0.2812 446/2383 [====>.........................] - ETA: 4:53 - loss: 581.8496 - logits_profile_predictions_loss: 578.1937 - logcount_predictions_loss: 0.2812 447/2383 [====>.........................] - ETA: 4:53 - loss: 581.8458 - logits_profile_predictions_loss: 578.1899 - logcount_predictions_loss: 0.2812 448/2383 [====>.........................] - ETA: 4:53 - loss: 581.8421 - logits_profile_predictions_loss: 578.1862 - logcount_predictions_loss: 0.2812 449/2383 [====>.........................] - ETA: 4:53 - loss: 581.8386 - logits_profile_predictions_loss: 578.1827 - logcount_predictions_loss: 0.2812 450/2383 [====>.........................] - ETA: 4:53 - loss: 581.8350 - logits_profile_predictions_loss: 578.1791 - logcount_predictions_loss: 0.2812 451/2383 [====>.........................] - ETA: 4:52 - loss: 581.8313 - 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[===>..........................] - ETA: 5:07 - loss: 584.0611 - logits_profile_predictions_loss: 580.4196 - logcount_predictions_loss: 0.2801 358/2383 [===>..........................] - ETA: 5:06 - loss: 584.0360 - logits_profile_predictions_loss: 580.3945 - logcount_predictions_loss: 0.2801 359/2383 [===>..........................] - ETA: 5:06 - loss: 584.0105 - logits_profile_predictions_loss: 580.3689 - logcount_predictions_loss: 0.2801 360/2383 [===>..........................] - ETA: 5:06 - loss: 583.9848 - logits_profile_predictions_loss: 580.3432 - logcount_predictions_loss: 0.2801 361/2383 [===>..........................] - ETA: 5:06 - loss: 583.9594 - logits_profile_predictions_loss: 580.3177 - logcount_predictions_loss: 0.2801 362/2383 [===>..........................] - ETA: 5:06 - loss: 583.9344 - logits_profile_predictions_loss: 580.2927 - logcount_predictions_loss: 0.2801 363/2383 [===>..........................] - ETA: 5:06 - loss: 583.9097 - 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572.4884 - logcount_predictions_loss: 0.2800 2360/2383 [============================>.] - ETA: 3s - loss: 576.1270 - logits_profile_predictions_loss: 572.4869 - logcount_predictions_loss: 0.2800 2361/2383 [============================>.] - ETA: 3s - loss: 576.1256 - logits_profile_predictions_loss: 572.4855 - logcount_predictions_loss: 0.2800 2362/2383 [============================>.] - ETA: 3s - loss: 576.1241 - logits_profile_predictions_loss: 572.4840 - logcount_predictions_loss: 0.2800 2363/2383 [============================>.] - ETA: 3s - loss: 576.1227 - logits_profile_predictions_loss: 572.4826 - logcount_predictions_loss: 0.2800 2364/2383 [============================>.] - ETA: 2s - loss: 576.1212 - logits_profile_predictions_loss: 572.4811 - logcount_predictions_loss: 0.2800 2365/2383 [============================>.] - ETA: 2s - loss: 576.1198 - logits_profile_predictions_loss: 572.4797 - logcount_predictions_loss: 0.2800 2366/2383 [============================>.] - ETA: 2s - loss: 576.1183 - logits_profile_predictions_loss: 572.4783 - logcount_predictions_loss: 0.2800 2367/2383 [============================>.] - ETA: 2s - loss: 576.1169 - logits_profile_predictions_loss: 572.4769 - logcount_predictions_loss: 0.2800 2368/2383 [============================>.] - ETA: 2s - loss: 576.1155 - logits_profile_predictions_loss: 572.4755 - logcount_predictions_loss: 0.2800 2369/2383 [============================>.] - ETA: 2s - loss: 576.1141 - logits_profile_predictions_loss: 572.4741 - logcount_predictions_loss: 0.2800 2370/2383 [============================>.] - ETA: 1s - loss: 576.1127 - logits_profile_predictions_loss: 572.4727 - logcount_predictions_loss: 0.2800 2371/2383 [============================>.] - ETA: 1s - loss: 576.1112 - logits_profile_predictions_loss: 572.4713 - logcount_predictions_loss: 0.2800 2372/2383 [============================>.] - ETA: 1s - loss: 576.1098 - logits_profile_predictions_loss: 572.4699 - logcount_predictions_loss: 0.2800 2373/2383 [============================>.] - ETA: 1s - loss: 576.1084 - logits_profile_predictions_loss: 572.4685 - logcount_predictions_loss: 0.2800 2374/2383 [============================>.] - ETA: 1s - loss: 576.1070 - logits_profile_predictions_loss: 572.4671 - logcount_predictions_loss: 0.2800 2375/2383 [============================>.] - ETA: 1s - loss: 576.1056 - logits_profile_predictions_loss: 572.4657 - logcount_predictions_loss: 0.2800 2376/2383 [============================>.] - ETA: 1s - loss: 576.1042 - logits_profile_predictions_loss: 572.4643 - logcount_predictions_loss: 0.2800 2377/2383 [============================>.] - ETA: 0s - loss: 576.1028 - logits_profile_predictions_loss: 572.4629 - logcount_predictions_loss: 0.2800 2378/2383 [============================>.] - ETA: 0s - loss: 576.1014 - logits_profile_predictions_loss: 572.4615 - logcount_predictions_loss: 0.2800 2379/2383 [============================>.] - ETA: 0s - loss: 576.1000 - logits_profile_predictions_loss: 572.4601 - logcount_predictions_loss: 0.2800 2380/2383 [============================>.] - ETA: 0s - loss: 576.0986 - logits_profile_predictions_loss: 572.4588 - logcount_predictions_loss: 0.2800 2381/2383 [============================>.] - ETA: 0s - loss: 576.0972 - logits_profile_predictions_loss: 572.4574 - logcount_predictions_loss: 0.2800 2382/2383 [============================>.] - ETA: 0s - loss: 576.0958 - logits_profile_predictions_loss: 572.4560 - logcount_predictions_loss: 0.2800 2383/2383 [==============================] - ETA: 0s - loss: 576.0944 - logits_profile_predictions_loss: 572.4546 - logcount_predictions_loss: 0.2800 2383/2383 [==============================] - 384s 161ms/step - loss: 576.0930 - logits_profile_predictions_loss: 572.4532 - logcount_predictions_loss: 0.2800 - val_loss: 732.8471 - val_logits_profile_predictions_loss: 728.5391 - val_logcount_predictions_loss: 0.3314 + +Epoch 00013: val_loss did not improve from 722.14154 +Restoring model weights from the end of the best epoch. +Epoch 00013: early stopping +save model +save model without bias +2022-10-05_11-46-24: 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//ENCSR242CLA//preprocessing/bigWigs/ENCSR242CLA.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet.h5 +got the model +loading peaks... +got split:test for bed regions:(40514, 10) +loading nonpeaks... +got split:test for bed regions:(39680, 10) +0/314 +100/314 +200/314 +300/314 +2022-10-05_11-50-16: 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//ENCSR242CLA//preprocessing/bigWigs/ENCSR242CLA.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet_wo_bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet_wo_bias.h5 +got the model +loading peaks... +got split:test for bed regions:(40514, 10) +loading nonpeaks... +got split:test for bed regions:(39680, 10) +0/314 +100/314 +200/314 +300/314 +2022-10-05_11-53-47: 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//ENCSR242CLA//preprocessing/bigWigs/ENCSR242CLA.bigWig \ + --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.peaks.bed \ + --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ + --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json \ + --inputlen=2114 \ + --outputlen=1000 \ + --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//bias \ + --batch_size=256 \ + --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//bias_model_scaled.h5 +got the model +loading peaks... +got split:test for bed regions:(40514, 10) +loading nonpeaks... +got split:test for bed regions:(39680, 10) +0/314 +100/314 +200/314 +300/314 +2022-10-05_11-56-15: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//footprints +2022-10-05_11-56-15: 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/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//chrombpnet_wo_bias.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//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 + 1/39 [..............................] - ETA: 4:20 3/39 [=>............................] - ETA: 12s  4/39 [==>...........................] - ETA: 15s 5/39 [==>...........................] - ETA: 16s 6/39 [===>..........................] - ETA: 17s 7/39 [====>.........................] - ETA: 17s 8/39 [=====>........................] - ETA: 17s 9/39 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[====================>.........] - ETA: 7s 29/39 [=====================>........] - ETA: 6s 30/39 [======================>.......] - ETA: 5s 31/39 [======================>.......] - ETA: 5s 32/39 [=======================>......] - ETA: 4s 33/39 [========================>.....] - ETA: 3s 34/39 [=========================>....] - ETA: 3s 35/39 [=========================>....] - ETA: 2s 36/39 [==========================>...] - ETA: 1s 37/39 [===========================>..] - ETA: 1s 38/39 [============================>.] - ETA: 0s 39/39 [==============================] - ETA: 0s 39/39 [==============================] - 25s 661ms/step +Saving marginal footprints +2022-10-05_11-58-25: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//footprints +2022-10-05_11-58-25: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ + -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ + -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//filtered.nonpeaks.bed \ + -chr chr1 \ + -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//bias_model_scaled.h5 \ + -bs 512 \ + -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR242CLA//chrombppnet_model_encsr283tme_bias_fold_1//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 + 1/39 [..............................] - ETA: 1:54 3/39 [=>............................] - ETA: 1s  4/39 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