DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_1.json Mon Oct 17 11:12:22 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 | 00000000:47:00.0 Off | 0 | | N/A 28C P0 53W / 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 2022-10-17_11-12-29: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR211SUT//preprocessing/bigWigs/ENCSR211SUT.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR211SUT//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR211SUT//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/ENCSR880CUB/fold_1/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_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: 158962 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 158962 Number of peaks input: 41038 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 41038 Number of non peaks input: 160596 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 160596 Number of non peaks input: 39403 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 39403 Number of peaks after removing outliers: 157212 Number of nonpeaks after removing outliers: 142762 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 4427/4462 [============================>.] - ETA: 0s 4437/4462 [============================>.] - ETA: 0s 4446/4462 [============================>.] - ETA: 0s 4457/4462 [============================>.] - ETA: 0s 4462/4462 [==============================] - ETA: 0s 4462/4462 [==============================] - 33s 5ms/step 2022-10-17_11-23-55: 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//ENCSR211SUT//preprocessing/bigWigs/ENCSR211SUT.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_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': '20.6', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_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:(139333, 10) loading nonpeaks... got split:train for bed regions:(127253, 10) loading peaks... got split:valid for bed regions:(17879, 10) loading nonpeaks... got split:valid for bed regions:(15509, 10) Epoch 1/50 1/2395 [..............................] - ETA: 5:30:10 - loss: 704.0822 - logits_profile_predictions_loss: 668.5544 - logcount_predictions_loss: 1.7247 2/2395 [..............................] - ETA: 6:09 - loss: 697.3622 - logits_profile_predictions_loss: 663.2226 - logcount_predictions_loss: 1.6573  3/2395 [..............................] - ETA: 6:06 - loss: 710.4435 - logits_profile_predictions_loss: 676.8319 - logcount_predictions_loss: 1.6316 4/2395 [..............................] - ETA: 6:05 - loss: 730.9167 - logits_profile_predictions_loss: 696.4588 - logcount_predictions_loss: 1.6727 5/2395 [..............................] - ETA: 6:06 - loss: 740.3304 - logits_profile_predictions_loss: 705.4250 - logcount_predictions_loss: 1.6944 6/2395 [..............................] - ETA: 6:05 - loss: 747.3641 - logits_profile_predictions_loss: 711.9132 - logcount_predictions_loss: 1.7209 7/2395 [..............................] - ETA: 6:06 - loss: 752.8043 - logits_profile_predictions_loss: 716.8427 - logcount_predictions_loss: 1.7457 8/2395 [..............................] - ETA: 6:06 - loss: 756.4323 - logits_profile_predictions_loss: 720.1524 - logcount_predictions_loss: 1.7612 9/2395 [..............................] - ETA: 6:06 - loss: 757.0945 - logits_profile_predictions_loss: 720.7699 - logcount_predictions_loss: 1.7633 10/2395 [..............................] - ETA: 6:05 - loss: 758.6331 - logits_profile_predictions_loss: 722.1024 - logcount_predictions_loss: 1.7733 11/2395 [..............................] - ETA: 6:05 - loss: 759.0939 - logits_profile_predictions_loss: 722.4898 - logcount_predictions_loss: 1.7769 12/2395 [..............................] - ETA: 6:05 - loss: 758.9704 - logits_profile_predictions_loss: 722.3551 - logcount_predictions_loss: 1.7774 13/2395 [..............................] - ETA: 6:05 - loss: 758.7742 - logits_profile_predictions_loss: 722.1670 - logcount_predictions_loss: 1.7770 14/2395 [..............................] - ETA: 6:05 - loss: 758.0636 - logits_profile_predictions_loss: 721.5668 - logcount_predictions_loss: 1.7717 15/2395 [..............................] - ETA: 6:05 - loss: 757.0695 - logits_profile_predictions_loss: 720.6942 - logcount_predictions_loss: 1.7658 16/2395 [..............................] - ETA: 6:04 - loss: 755.7655 - logits_profile_predictions_loss: 719.5793 - logcount_predictions_loss: 1.7566 17/2395 [..............................] - ETA: 6:04 - loss: 754.3999 - logits_profile_predictions_loss: 718.4116 - logcount_predictions_loss: 1.7470 18/2395 [..............................] - ETA: 6:04 - loss: 753.2747 - logits_profile_predictions_loss: 717.4678 - logcount_predictions_loss: 1.7382 19/2395 [..............................] - ETA: 6:04 - loss: 752.1451 - logits_profile_predictions_loss: 716.5178 - logcount_predictions_loss: 1.7295 20/2395 [..............................] - ETA: 6:03 - loss: 751.2250 - logits_profile_predictions_loss: 715.7462 - logcount_predictions_loss: 1.7223 21/2395 [..............................] - ETA: 6:03 - loss: 750.2304 - logits_profile_predictions_loss: 714.9101 - logcount_predictions_loss: 1.7146 22/2395 [..............................] - ETA: 6:03 - loss: 749.6049 - logits_profile_predictions_loss: 714.4030 - logcount_predictions_loss: 1.7088 23/2395 [..............................] - ETA: 6:03 - loss: 749.1354 - logits_profile_predictions_loss: 714.0353 - logcount_predictions_loss: 1.7039 24/2395 [..............................] - ETA: 6:03 - loss: 748.7020 - logits_profile_predictions_loss: 713.6979 - logcount_predictions_loss: 1.6992 25/2395 [..............................] - ETA: 6:03 - loss: 748.3070 - logits_profile_predictions_loss: 713.3927 - logcount_predictions_loss: 1.6949 26/2395 [..............................] - ETA: 6:02 - loss: 747.8491 - logits_profile_predictions_loss: 713.0295 - logcount_predictions_loss: 1.6903 27/2395 [..............................] - ETA: 6:02 - loss: 747.3561 - logits_profile_predictions_loss: 712.6414 - logcount_predictions_loss: 1.6852 28/2395 [..............................] - ETA: 6:02 - loss: 746.9633 - logits_profile_predictions_loss: 712.3612 - logcount_predictions_loss: 1.6797 29/2395 [..............................] - ETA: 6:02 - loss: 746.6193 - logits_profile_predictions_loss: 712.1400 - logcount_predictions_loss: 1.6738 30/2395 [..............................] - ETA: 6:02 - loss: 746.3681 - logits_profile_predictions_loss: 712.0106 - logcount_predictions_loss: 1.6678 31/2395 [..............................] - ETA: 6:02 - loss: 746.2412 - logits_profile_predictions_loss: 712.0154 - logcount_predictions_loss: 1.6614 32/2395 [..............................] - ETA: 6:02 - loss: 746.1403 - logits_profile_predictions_loss: 712.0535 - logcount_predictions_loss: 1.6547 33/2395 [..............................] - ETA: 6:02 - loss: 746.0908 - logits_profile_predictions_loss: 712.1460 - logcount_predictions_loss: 1.6478 34/2395 [..............................] - ETA: 6:02 - loss: 745.9999 - logits_profile_predictions_loss: 712.2029 - logcount_predictions_loss: 1.6406 35/2395 [..............................] - ETA: 6:02 - loss: 745.8566 - logits_profile_predictions_loss: 712.2141 - logcount_predictions_loss: 1.6331 36/2395 [..............................] - ETA: 6:01 - loss: 745.7264 - logits_profile_predictions_loss: 712.2442 - logcount_predictions_loss: 1.6254 37/2395 [..............................] - ETA: 6:01 - loss: 745.6094 - logits_profile_predictions_loss: 712.2863 - logcount_predictions_loss: 1.6176 38/2395 [..............................] - ETA: 6:01 - loss: 745.4565 - logits_profile_predictions_loss: 712.2940 - logcount_predictions_loss: 1.6098 39/2395 [..............................] - ETA: 6:01 - loss: 745.2482 - logits_profile_predictions_loss: 712.2497 - logcount_predictions_loss: 1.6019 40/2395 [..............................] - ETA: 6:01 - loss: 745.1460 - logits_profile_predictions_loss: 712.3071 - logcount_predictions_loss: 1.5941 41/2395 [..............................] - ETA: 6:01 - loss: 745.0846 - logits_profile_predictions_loss: 712.4041 - logcount_predictions_loss: 1.5864 42/2395 [..............................] - ETA: 6:00 - loss: 744.9944 - logits_profile_predictions_loss: 712.4738 - logcount_predictions_loss: 1.5787 43/2395 [..............................] - ETA: 6:00 - loss: 744.9318 - logits_profile_predictions_loss: 712.5712 - logcount_predictions_loss: 1.5709 44/2395 [..............................] - ETA: 6:00 - loss: 744.7752 - logits_profile_predictions_loss: 712.5738 - logcount_predictions_loss: 1.5632 45/2395 [..............................] - ETA: 6:00 - loss: 744.6658 - logits_profile_predictions_loss: 712.6233 - logcount_predictions_loss: 1.5555 46/2395 [..............................] - ETA: 6:00 - loss: 744.5315 - logits_profile_predictions_loss: 712.6481 - logcount_predictions_loss: 1.5477 47/2395 [..............................] - ETA: 6:00 - loss: 744.3768 - logits_profile_predictions_loss: 712.6513 - logcount_predictions_loss: 1.5401 48/2395 [..............................] - ETA: 5:59 - loss: 744.2508 - logits_profile_predictions_loss: 712.6825 - logcount_predictions_loss: 1.5324 49/2395 [..............................] - ETA: 5:59 - loss: 744.1201 - logits_profile_predictions_loss: 712.7087 - logcount_predictions_loss: 1.5248 50/2395 [..............................] - ETA: 5:59 - loss: 743.9565 - logits_profile_predictions_loss: 712.7020 - logcount_predictions_loss: 1.5172 51/2395 [..............................] - ETA: 5:59 - loss: 743.8110 - logits_profile_predictions_loss: 712.7112 - logcount_predictions_loss: 1.5097 52/2395 [..............................] - ETA: 5:59 - loss: 743.6946 - logits_profile_predictions_loss: 712.7486 - logcount_predictions_loss: 1.5022 53/2395 [..............................] - ETA: 5:59 - loss: 743.5323 - logits_profile_predictions_loss: 712.7379 - logcount_predictions_loss: 1.4949 54/2395 [..............................] - ETA: 5:58 - loss: 743.3494 - logits_profile_predictions_loss: 712.7054 - logcount_predictions_loss: 1.4876 55/2395 [..............................] - ETA: 5:58 - loss: 743.1625 - logits_profile_predictions_loss: 712.6675 - logcount_predictions_loss: 1.4803 56/2395 [..............................] - ETA: 5:58 - loss: 742.9342 - logits_profile_predictions_loss: 712.5866 - logcount_predictions_loss: 1.4732 57/2395 [..............................] - ETA: 5:58 - loss: 742.7573 - logits_profile_predictions_loss: 712.5524 - logcount_predictions_loss: 1.4663 58/2395 [..............................] - ETA: 5:58 - loss: 742.5928 - logits_profile_predictions_loss: 712.5281 - logcount_predictions_loss: 1.4595 59/2395 [..............................] - ETA: 5:58 - loss: 742.4348 - logits_profile_predictions_loss: 712.5090 - logcount_predictions_loss: 1.4527 60/2395 [..............................] - ETA: 5:58 - loss: 742.2956 - logits_profile_predictions_loss: 712.5064 - logcount_predictions_loss: 1.4461 61/2395 [..............................] - ETA: 5:58 - loss: 742.1604 - logits_profile_predictions_loss: 712.5056 - logcount_predictions_loss: 1.4396 62/2395 [..............................] - ETA: 5:57 - loss: 742.0237 - logits_profile_predictions_loss: 712.5021 - logcount_predictions_loss: 1.4331 63/2395 [..............................] - ETA: 5:57 - loss: 741.8943 - logits_profile_predictions_loss: 712.5048 - logcount_predictions_loss: 1.4267 64/2395 [..............................] - ETA: 5:57 - loss: 741.7416 - logits_profile_predictions_loss: 712.4831 - logcount_predictions_loss: 1.4203 65/2395 [..............................] - ETA: 5:57 - loss: 741.6038 - logits_profile_predictions_loss: 712.4728 - logcount_predictions_loss: 1.4141 66/2395 [..............................] - ETA: 5:57 - loss: 741.4401 - logits_profile_predictions_loss: 712.4353 - logcount_predictions_loss: 1.4080 67/2395 [..............................] - ETA: 5:57 - loss: 741.2799 - logits_profile_predictions_loss: 712.3998 - logcount_predictions_loss: 1.4020 68/2395 [..............................] - ETA: 5:57 - loss: 741.1444 - logits_profile_predictions_loss: 712.3869 - logcount_predictions_loss: 1.3960 69/2395 [..............................] - ETA: 5:56 - loss: 740.9950 - logits_profile_predictions_loss: 712.3578 - logcount_predictions_loss: 1.3902 70/2395 [..............................] - ETA: 5:56 - loss: 740.8424 - logits_profile_predictions_loss: 712.3233 - logcount_predictions_loss: 1.3844 71/2395 [..............................] - ETA: 5:56 - loss: 740.6848 - logits_profile_predictions_loss: 712.2824 - logcount_predictions_loss: 1.3788 72/2395 [..............................] - ETA: 5:56 - loss: 740.5322 - logits_profile_predictions_loss: 712.2441 - logcount_predictions_loss: 1.3732 73/2395 [..............................] - ETA: 5:56 - loss: 740.3841 - logits_profile_predictions_loss: 712.2078 - logcount_predictions_loss: 1.3678 74/2395 [..............................] - ETA: 5:56 - loss: 740.2626 - logits_profile_predictions_loss: 712.1961 - logcount_predictions_loss: 1.3625 75/2395 [..............................] - ETA: 5:56 - loss: 740.1424 - logits_profile_predictions_loss: 712.1848 - logcount_predictions_loss: 1.3572 76/2395 [..............................] - ETA: 5:56 - loss: 740.0210 - logits_profile_predictions_loss: 712.1705 - logcount_predictions_loss: 1.3520 77/2395 [..............................] - ETA: 5:56 - loss: 739.8833 - logits_profile_predictions_loss: 712.1380 - logcount_predictions_loss: 1.3469 78/2395 [..............................] - ETA: 5:55 - loss: 739.7398 - logits_profile_predictions_loss: 712.0981 - logcount_predictions_loss: 1.3418 79/2395 [..............................] - ETA: 5:55 - loss: 739.5848 - logits_profile_predictions_loss: 712.0457 - logcount_predictions_loss: 1.3369 80/2395 [>.............................] - ETA: 5:55 - loss: 739.4330 - logits_profile_predictions_loss: 711.9945 - logcount_predictions_loss: 1.3320 81/2395 [>.............................] - ETA: 5:55 - loss: 739.3107 - logits_profile_predictions_loss: 711.9698 - logcount_predictions_loss: 1.3272 82/2395 [>.............................] - ETA: 5:55 - loss: 739.1751 - logits_profile_predictions_loss: 711.9311 - logcount_predictions_loss: 1.3225 83/2395 [>.............................] - ETA: 5:55 - loss: 739.0422 - logits_profile_predictions_loss: 711.8937 - logcount_predictions_loss: 1.3179 84/2395 [>.............................] - ETA: 5:54 - loss: 738.9170 - logits_profile_predictions_loss: 711.8626 - logcount_predictions_loss: 1.3133 85/2395 [>.............................] - ETA: 5:54 - loss: 738.7975 - logits_profile_predictions_loss: 711.8362 - logcount_predictions_loss: 1.3088 86/2395 [>.............................] - ETA: 5:54 - loss: 738.6985 - logits_profile_predictions_loss: 711.8283 - logcount_predictions_loss: 1.3044 87/2395 [>.............................] - ETA: 5:54 - loss: 738.6100 - logits_profile_predictions_loss: 711.8294 - logcount_predictions_loss: 1.3000 88/2395 [>.............................] - ETA: 5:54 - loss: 738.5215 - logits_profile_predictions_loss: 711.8297 - logcount_predictions_loss: 1.2957 89/2395 [>.............................] - ETA: 5:54 - loss: 738.4344 - logits_profile_predictions_loss: 711.8302 - logcount_predictions_loss: 1.2915 90/2395 [>.............................] - ETA: 5:54 - loss: 738.3489 - logits_profile_predictions_loss: 711.8310 - logcount_predictions_loss: 1.2873 91/2395 [>.............................] - ETA: 5:53 - loss: 738.2499 - logits_profile_predictions_loss: 711.8178 - logcount_predictions_loss: 1.2831 92/2395 [>.............................] - ETA: 5:53 - loss: 738.1460 - logits_profile_predictions_loss: 711.7989 - logcount_predictions_loss: 1.2790 93/2395 [>.............................] - ETA: 5:53 - loss: 738.0487 - logits_profile_predictions_loss: 711.7855 - logcount_predictions_loss: 1.2749 94/2395 [>.............................] - ETA: 5:53 - loss: 737.9516 - logits_profile_predictions_loss: 711.7715 - logcount_predictions_loss: 1.2709 95/2395 [>.............................] - ETA: 5:53 - loss: 737.8397 - logits_profile_predictions_loss: 711.7421 - logcount_predictions_loss: 1.2669 96/2395 [>.............................] - ETA: 5:53 - loss: 737.7330 - logits_profile_predictions_loss: 711.7169 - logcount_predictions_loss: 1.2629 97/2395 [>.............................] - ETA: 5:53 - loss: 737.6309 - 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[>.............................] - ETA: 5:51 - loss: 737.0024 - logits_profile_predictions_loss: 711.6053 - logcount_predictions_loss: 1.2329 105/2395 [>.............................] - ETA: 5:51 - loss: 736.9371 - logits_profile_predictions_loss: 711.6130 - logcount_predictions_loss: 1.2293 106/2395 [>.............................] - ETA: 5:51 - loss: 736.8806 - logits_profile_predictions_loss: 711.6287 - logcount_predictions_loss: 1.2258 107/2395 [>.............................] - ETA: 5:51 - loss: 736.8227 - logits_profile_predictions_loss: 711.6423 - logcount_predictions_loss: 1.2224 108/2395 [>.............................] - ETA: 5:51 - loss: 736.7738 - logits_profile_predictions_loss: 711.6639 - logcount_predictions_loss: 1.2189 109/2395 [>.............................] - ETA: 5:51 - loss: 736.7197 - logits_profile_predictions_loss: 711.6797 - logcount_predictions_loss: 1.2155 110/2395 [>.............................] - ETA: 5:51 - loss: 736.6749 - 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[====>.........................] - ETA: 5:05 - loss: 726.1012 - logits_profile_predictions_loss: 708.8204 - logcount_predictions_loss: 0.8389 404/2395 [====>.........................] - ETA: 5:05 - loss: 726.0744 - logits_profile_predictions_loss: 708.8048 - logcount_predictions_loss: 0.8383 405/2395 [====>.........................] - ETA: 5:05 - loss: 726.0478 - logits_profile_predictions_loss: 708.7893 - logcount_predictions_loss: 0.8378 406/2395 [====>.........................] - ETA: 5:05 - loss: 726.0208 - logits_profile_predictions_loss: 708.7734 - logcount_predictions_loss: 0.8373 407/2395 [====>.........................] - ETA: 5:05 - loss: 725.9936 - logits_profile_predictions_loss: 708.7572 - logcount_predictions_loss: 0.8367 408/2395 [====>.........................] - ETA: 5:04 - loss: 725.9661 - logits_profile_predictions_loss: 708.7407 - logcount_predictions_loss: 0.8362 409/2395 [====>.........................] - ETA: 5:04 - loss: 725.9388 - 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[====>.........................] - ETA: 5:01 - loss: 725.3981 - logits_profile_predictions_loss: 708.3934 - logcount_predictions_loss: 0.8255 430/2395 [====>.........................] - ETA: 5:01 - loss: 725.3714 - logits_profile_predictions_loss: 708.3769 - logcount_predictions_loss: 0.8250 431/2395 [====>.........................] - ETA: 5:01 - loss: 725.3453 - logits_profile_predictions_loss: 708.3608 - logcount_predictions_loss: 0.8245 432/2395 [====>.........................] - ETA: 5:01 - loss: 725.3189 - logits_profile_predictions_loss: 708.3445 - logcount_predictions_loss: 0.8240 433/2395 [====>.........................] - ETA: 5:01 - loss: 725.2927 - logits_profile_predictions_loss: 708.3283 - logcount_predictions_loss: 0.8235 434/2395 [====>.........................] - ETA: 5:00 - loss: 725.2663 - logits_profile_predictions_loss: 708.3118 - logcount_predictions_loss: 0.8230 435/2395 [====>.........................] - ETA: 5:00 - loss: 725.2404 - 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[=====>........................] - ETA: 4:53 - loss: 724.1192 - logits_profile_predictions_loss: 707.5981 - logcount_predictions_loss: 0.8020 482/2395 [=====>........................] - ETA: 4:53 - loss: 724.0964 - logits_profile_predictions_loss: 707.5838 - logcount_predictions_loss: 0.8016 483/2395 [=====>........................] - ETA: 4:53 - loss: 724.0731 - logits_profile_predictions_loss: 707.5690 - logcount_predictions_loss: 0.8012 484/2395 [=====>........................] - ETA: 4:53 - loss: 724.0501 - logits_profile_predictions_loss: 707.5544 - logcount_predictions_loss: 0.8008 485/2395 [=====>........................] - ETA: 4:53 - loss: 724.0272 - logits_profile_predictions_loss: 707.5400 - logcount_predictions_loss: 0.8004 486/2395 [=====>........................] - ETA: 4:53 - loss: 724.0039 - logits_profile_predictions_loss: 707.5250 - logcount_predictions_loss: 0.7999 487/2395 [=====>........................] - ETA: 4:52 - loss: 723.9803 - 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[============================>.] - ETA: 0s - loss: 693.9668 - logits_profile_predictions_loss: 682.2414 - logcount_predictions_loss: 0.5692 2394/2395 [============================>.] - ETA: 0s - loss: 693.9570 - logits_profile_predictions_loss: 682.2326 - logcount_predictions_loss: 0.5691 2395/2395 [==============================] - ETA: 0s - loss: 693.9473 - logits_profile_predictions_loss: 682.2238 - logcount_predictions_loss: 0.5691 2395/2395 [==============================] - 401s 164ms/step - loss: 693.9375 - logits_profile_predictions_loss: 682.2150 - logcount_predictions_loss: 0.5690 - val_loss: 753.1638 - val_logits_profile_predictions_loss: 745.8716 - val_logcount_predictions_loss: 0.3540 Epoch 00001: val_loss improved from inf to 753.16376, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 2/50 1/2395 [..............................] - ETA: 7:15 - loss: 622.6345 - 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[..............................] - ETA: 6:09 - loss: 658.6575 - logits_profile_predictions_loss: 650.3444 - logcount_predictions_loss: 0.4035 9/2395 [..............................] - ETA: 6:08 - loss: 657.2116 - logits_profile_predictions_loss: 648.8631 - logcount_predictions_loss: 0.4053 10/2395 [..............................] - ETA: 6:08 - loss: 655.1928 - logits_profile_predictions_loss: 646.8445 - logcount_predictions_loss: 0.4053 11/2395 [..............................] - ETA: 6:07 - loss: 652.9787 - logits_profile_predictions_loss: 644.6338 - logcount_predictions_loss: 0.4051 12/2395 [..............................] - ETA: 6:07 - loss: 651.7186 - logits_profile_predictions_loss: 643.3487 - logcount_predictions_loss: 0.4063 13/2395 [..............................] - ETA: 6:06 - loss: 650.8824 - logits_profile_predictions_loss: 642.4852 - logcount_predictions_loss: 0.4076 14/2395 [..............................] - ETA: 6:06 - loss: 650.0857 - logits_profile_predictions_loss: 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[============================>.] - ETA: 4s - loss: 644.0522 - logits_profile_predictions_loss: 636.4984 - logcount_predictions_loss: 0.3667 2364/2395 [============================>.] - ETA: 4s - loss: 644.0504 - logits_profile_predictions_loss: 636.4967 - logcount_predictions_loss: 0.3667 2365/2395 [============================>.] - ETA: 4s - loss: 644.0487 - logits_profile_predictions_loss: 636.4950 - logcount_predictions_loss: 0.3667 2366/2395 [============================>.] - ETA: 4s - loss: 644.0469 - logits_profile_predictions_loss: 636.4934 - logcount_predictions_loss: 0.3667 2367/2395 [============================>.] - ETA: 4s - loss: 644.0451 - logits_profile_predictions_loss: 636.4917 - logcount_predictions_loss: 0.3667 2368/2395 [============================>.] - ETA: 4s - loss: 644.0433 - logits_profile_predictions_loss: 636.4900 - logcount_predictions_loss: 0.3667 2369/2395 [============================>.] - ETA: 3s - loss: 644.0416 - logits_profile_predictions_loss: 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[==============================] - 389s 163ms/step - loss: 643.9930 - logits_profile_predictions_loss: 636.4428 - logcount_predictions_loss: 0.3665 - val_loss: 729.8285 - val_logits_profile_predictions_loss: 723.4412 - val_logcount_predictions_loss: 0.3101 Epoch 00002: val_loss improved from 753.16376 to 729.82849, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 3/50 1/2395 [..............................] - ETA: 7:22 - loss: 600.3417 - logits_profile_predictions_loss: 593.1783 - logcount_predictions_loss: 0.3477 2/2395 [..............................] - ETA: 6:17 - loss: 594.3824 - logits_profile_predictions_loss: 586.7318 - logcount_predictions_loss: 0.3714 3/2395 [..............................] - ETA: 6:11 - loss: 599.1249 - logits_profile_predictions_loss: 591.4781 - logcount_predictions_loss: 0.3712 4/2395 [..............................] - ETA: 6:09 - loss: 600.5718 - 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[..............................] - ETA: 6:06 - loss: 619.8382 - logits_profile_predictions_loss: 612.8359 - logcount_predictions_loss: 0.3399 12/2395 [..............................] - ETA: 6:05 - loss: 621.4577 - logits_profile_predictions_loss: 614.4653 - logcount_predictions_loss: 0.3394 13/2395 [..............................] - ETA: 6:05 - loss: 622.3264 - logits_profile_predictions_loss: 615.3478 - logcount_predictions_loss: 0.3388 14/2395 [..............................] - ETA: 6:05 - loss: 622.8232 - logits_profile_predictions_loss: 615.8636 - logcount_predictions_loss: 0.3378 15/2395 [..............................] - ETA: 6:05 - loss: 623.2984 - logits_profile_predictions_loss: 616.3581 - logcount_predictions_loss: 0.3369 16/2395 [..............................] - ETA: 6:05 - loss: 623.4798 - logits_profile_predictions_loss: 616.5389 - logcount_predictions_loss: 0.3369 17/2395 [..............................] - ETA: 6:04 - loss: 623.8819 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:01 - loss: 629.7432 - logits_profile_predictions_loss: 622.9425 - logcount_predictions_loss: 0.3301 45/2395 [..............................] - ETA: 6:01 - loss: 629.8690 - logits_profile_predictions_loss: 623.0737 - logcount_predictions_loss: 0.3299 46/2395 [..............................] - ETA: 6:01 - loss: 629.9463 - logits_profile_predictions_loss: 623.1563 - logcount_predictions_loss: 0.3296 47/2395 [..............................] - ETA: 6:00 - loss: 629.9857 - logits_profile_predictions_loss: 623.2005 - logcount_predictions_loss: 0.3294 48/2395 [..............................] - ETA: 6:00 - loss: 630.0356 - logits_profile_predictions_loss: 623.2538 - logcount_predictions_loss: 0.3292 49/2395 [..............................] - ETA: 6:00 - loss: 630.0904 - logits_profile_predictions_loss: 623.3117 - logcount_predictions_loss: 0.3291 50/2395 [..............................] - ETA: 6:00 - loss: 630.1255 - logits_profile_predictions_loss: 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loss: 633.6592 - logits_profile_predictions_loss: 626.9841 - logcount_predictions_loss: 0.3240 2380/2395 [============================>.] - ETA: 2s - loss: 633.6588 - logits_profile_predictions_loss: 626.9837 - logcount_predictions_loss: 0.3240 2381/2395 [============================>.] - ETA: 2s - loss: 633.6584 - logits_profile_predictions_loss: 626.9834 - logcount_predictions_loss: 0.3240 2382/2395 [============================>.] - ETA: 1s - loss: 633.6581 - logits_profile_predictions_loss: 626.9831 - logcount_predictions_loss: 0.3240 2383/2395 [============================>.] - ETA: 1s - loss: 633.6577 - logits_profile_predictions_loss: 626.9828 - logcount_predictions_loss: 0.3240 2384/2395 [============================>.] - ETA: 1s - loss: 633.6574 - logits_profile_predictions_loss: 626.9824 - logcount_predictions_loss: 0.3240 2385/2395 [============================>.] - ETA: 1s - loss: 633.6570 - logits_profile_predictions_loss: 626.9821 - logcount_predictions_loss: 0.3240 2386/2395 [============================>.] - ETA: 1s - loss: 633.6566 - logits_profile_predictions_loss: 626.9817 - logcount_predictions_loss: 0.3240 2387/2395 [============================>.] - ETA: 1s - loss: 633.6563 - logits_profile_predictions_loss: 626.9814 - logcount_predictions_loss: 0.3240 2388/2395 [============================>.] - ETA: 1s - loss: 633.6559 - logits_profile_predictions_loss: 626.9810 - logcount_predictions_loss: 0.3240 2389/2395 [============================>.] - ETA: 0s - loss: 633.6555 - logits_profile_predictions_loss: 626.9806 - logcount_predictions_loss: 0.3240 2390/2395 [============================>.] - ETA: 0s - loss: 633.6551 - logits_profile_predictions_loss: 626.9802 - logcount_predictions_loss: 0.3240 2391/2395 [============================>.] - ETA: 0s - loss: 633.6547 - logits_profile_predictions_loss: 626.9798 - logcount_predictions_loss: 0.3240 2392/2395 [============================>.] - ETA: 0s - loss: 633.6543 - logits_profile_predictions_loss: 626.9795 - logcount_predictions_loss: 0.3240 2393/2395 [============================>.] - ETA: 0s - loss: 633.6539 - logits_profile_predictions_loss: 626.9791 - logcount_predictions_loss: 0.3240 2394/2395 [============================>.] - ETA: 0s - loss: 633.6535 - logits_profile_predictions_loss: 626.9787 - logcount_predictions_loss: 0.3240 2395/2395 [==============================] - ETA: 0s - loss: 633.6531 - logits_profile_predictions_loss: 626.9783 - logcount_predictions_loss: 0.3240 2395/2395 [==============================] - 389s 162ms/step - loss: 633.6526 - logits_profile_predictions_loss: 626.9779 - logcount_predictions_loss: 0.3240 - val_loss: 740.2367 - val_logits_profile_predictions_loss: 733.8825 - val_logcount_predictions_loss: 0.3085 Epoch 00003: val_loss did not improve from 729.82849 Epoch 4/50 1/2395 [..............................] - ETA: 7:25 - loss: 597.8232 - logits_profile_predictions_loss: 591.8945 - logcount_predictions_loss: 0.2878 2/2395 [..............................] - ETA: 6:43 - loss: 605.4984 - logits_profile_predictions_loss: 599.6979 - logcount_predictions_loss: 0.2816 3/2395 [..............................] - ETA: 6:24 - loss: 620.0218 - logits_profile_predictions_loss: 614.1394 - logcount_predictions_loss: 0.2856 4/2395 [..............................] - ETA: 6:20 - loss: 624.4117 - logits_profile_predictions_loss: 618.3898 - logcount_predictions_loss: 0.2923 5/2395 [..............................] - ETA: 6:17 - loss: 627.4774 - logits_profile_predictions_loss: 621.4042 - logcount_predictions_loss: 0.2948 6/2395 [..............................] - ETA: 6:14 - loss: 630.0770 - logits_profile_predictions_loss: 623.9801 - logcount_predictions_loss: 0.2960 7/2395 [..............................] - ETA: 6:12 - loss: 631.0949 - logits_profile_predictions_loss: 624.9687 - logcount_predictions_loss: 0.2974 8/2395 [..............................] - ETA: 6:10 - loss: 631.3902 - logits_profile_predictions_loss: 625.2586 - logcount_predictions_loss: 0.2977 9/2395 [..............................] - ETA: 6:10 - loss: 631.5722 - logits_profile_predictions_loss: 625.4498 - logcount_predictions_loss: 0.2972 10/2395 [..............................] - ETA: 6:09 - loss: 632.0064 - logits_profile_predictions_loss: 625.8950 - logcount_predictions_loss: 0.2967 11/2395 [..............................] - ETA: 6:09 - loss: 632.3676 - logits_profile_predictions_loss: 626.2700 - logcount_predictions_loss: 0.2960 12/2395 [..............................] - ETA: 6:08 - loss: 632.9292 - logits_profile_predictions_loss: 626.8362 - logcount_predictions_loss: 0.2958 13/2395 [..............................] - ETA: 6:08 - loss: 633.2529 - logits_profile_predictions_loss: 627.1664 - logcount_predictions_loss: 0.2955 14/2395 [..............................] - ETA: 6:07 - loss: 633.2967 - logits_profile_predictions_loss: 627.1996 - logcount_predictions_loss: 0.2960 15/2395 [..............................] - ETA: 6:07 - loss: 633.1475 - logits_profile_predictions_loss: 627.0348 - logcount_predictions_loss: 0.2967 16/2395 [..............................] - ETA: 6:07 - loss: 632.7920 - logits_profile_predictions_loss: 626.6718 - logcount_predictions_loss: 0.2971 17/2395 [..............................] - ETA: 6:07 - loss: 632.4619 - logits_profile_predictions_loss: 626.3381 - logcount_predictions_loss: 0.2973 18/2395 [..............................] - ETA: 6:07 - loss: 632.2349 - logits_profile_predictions_loss: 626.1090 - logcount_predictions_loss: 0.2974 19/2395 [..............................] - ETA: 6:06 - loss: 632.0401 - logits_profile_predictions_loss: 625.9136 - logcount_predictions_loss: 0.2974 20/2395 [..............................] - ETA: 6:06 - loss: 631.7948 - logits_profile_predictions_loss: 625.6675 - logcount_predictions_loss: 0.2974 21/2395 [..............................] - ETA: 6:05 - loss: 631.8963 - logits_profile_predictions_loss: 625.7671 - logcount_predictions_loss: 0.2975 22/2395 [..............................] - ETA: 6:05 - loss: 632.0087 - logits_profile_predictions_loss: 625.8758 - logcount_predictions_loss: 0.2977 23/2395 [..............................] - ETA: 6:05 - loss: 632.2176 - logits_profile_predictions_loss: 626.0791 - logcount_predictions_loss: 0.2980 24/2395 [..............................] - ETA: 6:05 - loss: 632.3845 - logits_profile_predictions_loss: 626.2386 - logcount_predictions_loss: 0.2983 25/2395 [..............................] - ETA: 6:04 - loss: 632.6058 - logits_profile_predictions_loss: 626.4489 - logcount_predictions_loss: 0.2989 26/2395 [..............................] - ETA: 6:04 - loss: 632.8970 - logits_profile_predictions_loss: 626.7263 - logcount_predictions_loss: 0.2996 27/2395 [..............................] - ETA: 6:04 - loss: 633.2124 - logits_profile_predictions_loss: 627.0288 - logcount_predictions_loss: 0.3002 28/2395 [..............................] - ETA: 6:04 - loss: 633.3542 - logits_profile_predictions_loss: 627.1598 - logcount_predictions_loss: 0.3007 29/2395 [..............................] - ETA: 6:03 - loss: 633.5000 - logits_profile_predictions_loss: 627.2911 - logcount_predictions_loss: 0.3014 30/2395 [..............................] - ETA: 6:03 - loss: 633.6854 - logits_profile_predictions_loss: 627.4630 - logcount_predictions_loss: 0.3021 31/2395 [..............................] - ETA: 6:03 - loss: 633.8159 - logits_profile_predictions_loss: 627.5816 - logcount_predictions_loss: 0.3026 32/2395 [..............................] - ETA: 6:03 - loss: 634.0231 - logits_profile_predictions_loss: 627.7776 - logcount_predictions_loss: 0.3032 33/2395 [..............................] - ETA: 6:03 - loss: 634.2025 - logits_profile_predictions_loss: 627.9485 - logcount_predictions_loss: 0.3036 34/2395 [..............................] - ETA: 6:03 - loss: 634.3828 - logits_profile_predictions_loss: 628.1209 - logcount_predictions_loss: 0.3040 35/2395 [..............................] - ETA: 6:02 - loss: 634.5584 - logits_profile_predictions_loss: 628.2889 - logcount_predictions_loss: 0.3043 36/2395 [..............................] - ETA: 6:02 - loss: 634.7112 - logits_profile_predictions_loss: 628.4349 - logcount_predictions_loss: 0.3047 37/2395 [..............................] - ETA: 6:02 - loss: 634.8200 - logits_profile_predictions_loss: 628.5375 - logcount_predictions_loss: 0.3050 38/2395 [..............................] - ETA: 6:02 - loss: 634.8651 - logits_profile_predictions_loss: 628.5762 - logcount_predictions_loss: 0.3053 39/2395 [..............................] - ETA: 6:02 - loss: 634.9211 - logits_profile_predictions_loss: 628.6260 - logcount_predictions_loss: 0.3056 40/2395 [..............................] - ETA: 6:02 - loss: 634.9728 - logits_profile_predictions_loss: 628.6722 - logcount_predictions_loss: 0.3059 41/2395 [..............................] - ETA: 6:01 - loss: 635.0108 - logits_profile_predictions_loss: 628.7045 - logcount_predictions_loss: 0.3061 42/2395 [..............................] - ETA: 6:01 - loss: 635.0204 - logits_profile_predictions_loss: 628.7094 - logcount_predictions_loss: 0.3064 43/2395 [..............................] - ETA: 6:01 - loss: 635.0262 - logits_profile_predictions_loss: 628.7109 - logcount_predictions_loss: 0.3066 44/2395 [..............................] - ETA: 6:01 - loss: 635.0719 - logits_profile_predictions_loss: 628.7528 - logcount_predictions_loss: 0.3068 45/2395 [..............................] - ETA: 6:01 - loss: 635.1026 - logits_profile_predictions_loss: 628.7804 - logcount_predictions_loss: 0.3069 46/2395 [..............................] - ETA: 6:00 - loss: 635.1414 - logits_profile_predictions_loss: 628.8167 - logcount_predictions_loss: 0.3070 47/2395 [..............................] - ETA: 6:00 - loss: 635.1987 - logits_profile_predictions_loss: 628.8718 - logcount_predictions_loss: 0.3071 48/2395 [..............................] - ETA: 6:00 - loss: 635.2289 - logits_profile_predictions_loss: 628.9001 - logcount_predictions_loss: 0.3072 49/2395 [..............................] - ETA: 6:00 - loss: 635.2463 - logits_profile_predictions_loss: 628.9162 - logcount_predictions_loss: 0.3073 50/2395 [..............................] - ETA: 6:00 - loss: 635.2637 - logits_profile_predictions_loss: 628.9326 - logcount_predictions_loss: 0.3073 51/2395 [..............................] - ETA: 6:00 - loss: 635.2706 - logits_profile_predictions_loss: 628.9382 - logcount_predictions_loss: 0.3074 52/2395 [..............................] - ETA: 6:00 - loss: 635.2830 - logits_profile_predictions_loss: 628.9492 - logcount_predictions_loss: 0.3075 53/2395 [..............................] - ETA: 5:59 - loss: 635.3012 - logits_profile_predictions_loss: 628.9656 - logcount_predictions_loss: 0.3076 54/2395 [..............................] - ETA: 5:59 - loss: 635.3057 - logits_profile_predictions_loss: 628.9685 - logcount_predictions_loss: 0.3076 55/2395 [..............................] - ETA: 5:59 - loss: 635.3582 - logits_profile_predictions_loss: 629.0182 - logcount_predictions_loss: 0.3078 56/2395 [..............................] - ETA: 5:59 - loss: 635.3873 - logits_profile_predictions_loss: 629.0454 - logcount_predictions_loss: 0.3079 57/2395 [..............................] - ETA: 5:59 - loss: 635.3930 - logits_profile_predictions_loss: 629.0492 - logcount_predictions_loss: 0.3080 58/2395 [..............................] - ETA: 5:59 - loss: 635.3897 - logits_profile_predictions_loss: 629.0441 - logcount_predictions_loss: 0.3080 59/2395 [..............................] - ETA: 5:59 - loss: 635.3798 - logits_profile_predictions_loss: 629.0329 - logcount_predictions_loss: 0.3081 60/2395 [..............................] - ETA: 5:58 - loss: 635.3734 - logits_profile_predictions_loss: 629.0252 - logcount_predictions_loss: 0.3082 61/2395 [..............................] - ETA: 5:58 - loss: 635.3666 - logits_profile_predictions_loss: 629.0172 - logcount_predictions_loss: 0.3082 62/2395 [..............................] - ETA: 5:58 - loss: 635.3559 - logits_profile_predictions_loss: 629.0054 - logcount_predictions_loss: 0.3083 63/2395 [..............................] - ETA: 5:58 - loss: 635.3452 - logits_profile_predictions_loss: 628.9935 - logcount_predictions_loss: 0.3083 64/2395 [..............................] - ETA: 5:58 - loss: 635.3226 - logits_profile_predictions_loss: 628.9702 - logcount_predictions_loss: 0.3084 65/2395 [..............................] - ETA: 5:58 - loss: 635.2980 - logits_profile_predictions_loss: 628.9450 - logcount_predictions_loss: 0.3084 66/2395 [..............................] - ETA: 5:57 - loss: 635.2594 - logits_profile_predictions_loss: 628.9059 - logcount_predictions_loss: 0.3084 67/2395 [..............................] - ETA: 5:57 - loss: 635.2224 - logits_profile_predictions_loss: 628.8688 - logcount_predictions_loss: 0.3084 68/2395 [..............................] - ETA: 5:57 - loss: 635.1932 - logits_profile_predictions_loss: 628.8391 - logcount_predictions_loss: 0.3085 69/2395 [..............................] - ETA: 5:57 - loss: 635.1794 - logits_profile_predictions_loss: 628.8252 - logcount_predictions_loss: 0.3085 70/2395 [..............................] - ETA: 5:57 - loss: 635.1541 - logits_profile_predictions_loss: 628.7999 - logcount_predictions_loss: 0.3085 71/2395 [..............................] - ETA: 5:57 - loss: 635.1394 - logits_profile_predictions_loss: 628.7852 - logcount_predictions_loss: 0.3085 72/2395 [..............................] - ETA: 5:56 - loss: 635.1153 - logits_profile_predictions_loss: 628.7614 - logcount_predictions_loss: 0.3084 73/2395 [..............................] - ETA: 5:56 - loss: 635.0988 - logits_profile_predictions_loss: 628.7450 - logcount_predictions_loss: 0.3084 74/2395 [..............................] - ETA: 5:56 - loss: 635.0716 - logits_profile_predictions_loss: 628.7180 - logcount_predictions_loss: 0.3084 75/2395 [..............................] - ETA: 5:56 - loss: 635.0345 - logits_profile_predictions_loss: 628.6809 - logcount_predictions_loss: 0.3084 76/2395 [..............................] - ETA: 5:56 - loss: 634.9871 - logits_profile_predictions_loss: 628.6332 - logcount_predictions_loss: 0.3084 77/2395 [..............................] - ETA: 5:56 - loss: 634.9404 - logits_profile_predictions_loss: 628.5861 - logcount_predictions_loss: 0.3085 78/2395 [..............................] - ETA: 5:55 - loss: 634.9002 - logits_profile_predictions_loss: 628.5459 - logcount_predictions_loss: 0.3085 79/2395 [..............................] - ETA: 5:55 - loss: 634.8623 - logits_profile_predictions_loss: 628.5082 - logcount_predictions_loss: 0.3085 80/2395 [>.............................] - ETA: 5:55 - loss: 634.8319 - logits_profile_predictions_loss: 628.4777 - logcount_predictions_loss: 0.3085 81/2395 [>.............................] - ETA: 5:55 - loss: 634.7865 - logits_profile_predictions_loss: 628.4322 - logcount_predictions_loss: 0.3085 82/2395 [>.............................] - ETA: 5:55 - loss: 634.7628 - logits_profile_predictions_loss: 628.4083 - logcount_predictions_loss: 0.3085 83/2395 [>.............................] - ETA: 5:55 - loss: 634.7432 - logits_profile_predictions_loss: 628.3887 - logcount_predictions_loss: 0.3085 84/2395 [>.............................] - ETA: 5:54 - loss: 634.7261 - logits_profile_predictions_loss: 628.3715 - logcount_predictions_loss: 0.3085 85/2395 [>.............................] - ETA: 5:54 - loss: 634.7180 - logits_profile_predictions_loss: 628.3633 - logcount_predictions_loss: 0.3085 86/2395 [>.............................] - ETA: 5:54 - loss: 634.7075 - logits_profile_predictions_loss: 628.3526 - logcount_predictions_loss: 0.3085 87/2395 [>.............................] - ETA: 5:54 - loss: 634.6920 - logits_profile_predictions_loss: 628.3369 - logcount_predictions_loss: 0.3085 88/2395 [>.............................] - ETA: 5:54 - loss: 634.6726 - logits_profile_predictions_loss: 628.3173 - logcount_predictions_loss: 0.3085 89/2395 [>.............................] - ETA: 5:54 - loss: 634.6630 - logits_profile_predictions_loss: 628.3074 - logcount_predictions_loss: 0.3085 90/2395 [>.............................] - ETA: 5:53 - loss: 634.6600 - logits_profile_predictions_loss: 628.3039 - logcount_predictions_loss: 0.3085 91/2395 [>.............................] - ETA: 5:53 - loss: 634.6501 - logits_profile_predictions_loss: 628.2935 - logcount_predictions_loss: 0.3086 92/2395 [>.............................] - ETA: 5:53 - loss: 634.6405 - logits_profile_predictions_loss: 628.2834 - logcount_predictions_loss: 0.3086 93/2395 [>.............................] - ETA: 5:53 - loss: 634.6365 - logits_profile_predictions_loss: 628.2787 - logcount_predictions_loss: 0.3086 94/2395 [>.............................] - ETA: 5:53 - 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101/2395 [>.............................] - ETA: 5:52 - loss: 634.5968 - logits_profile_predictions_loss: 628.2377 - logcount_predictions_loss: 0.3087 102/2395 [>.............................] - ETA: 5:51 - loss: 634.5970 - logits_profile_predictions_loss: 628.2377 - logcount_predictions_loss: 0.3087 103/2395 [>.............................] - ETA: 5:51 - loss: 634.5911 - logits_profile_predictions_loss: 628.2316 - logcount_predictions_loss: 0.3087 104/2395 [>.............................] - ETA: 5:51 - loss: 634.5840 - logits_profile_predictions_loss: 628.2244 - logcount_predictions_loss: 0.3087 105/2395 [>.............................] - ETA: 5:51 - loss: 634.5749 - logits_profile_predictions_loss: 628.2153 - logcount_predictions_loss: 0.3087 106/2395 [>.............................] - ETA: 5:51 - loss: 634.5708 - logits_profile_predictions_loss: 628.2111 - logcount_predictions_loss: 0.3087 107/2395 [>.............................] - ETA: 5:51 - loss: 634.5632 - 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[============================>.] - ETA: 5s - loss: 629.8216 - logits_profile_predictions_loss: 623.5155 - logcount_predictions_loss: 0.3061 2358/2395 [============================>.] - ETA: 5s - loss: 629.8210 - logits_profile_predictions_loss: 623.5150 - logcount_predictions_loss: 0.3061 2359/2395 [============================>.] - ETA: 5s - loss: 629.8205 - logits_profile_predictions_loss: 623.5144 - logcount_predictions_loss: 0.3061 2360/2395 [============================>.] - ETA: 5s - loss: 629.8200 - logits_profile_predictions_loss: 623.5139 - logcount_predictions_loss: 0.3061 2361/2395 [============================>.] - ETA: 5s - loss: 629.8194 - logits_profile_predictions_loss: 623.5134 - logcount_predictions_loss: 0.3061 2362/2395 [============================>.] - ETA: 5s - loss: 629.8189 - logits_profile_predictions_loss: 623.5128 - logcount_predictions_loss: 0.3061 2363/2395 [============================>.] - ETA: 4s - loss: 629.8183 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 629.8030 - logits_profile_predictions_loss: 623.4970 - logcount_predictions_loss: 0.3061 2391/2395 [============================>.] - ETA: 0s - loss: 629.8024 - logits_profile_predictions_loss: 623.4964 - logcount_predictions_loss: 0.3061 2392/2395 [============================>.] - ETA: 0s - loss: 629.8018 - logits_profile_predictions_loss: 623.4958 - logcount_predictions_loss: 0.3061 2393/2395 [============================>.] - ETA: 0s - loss: 629.8012 - logits_profile_predictions_loss: 623.4952 - logcount_predictions_loss: 0.3061 2394/2395 [============================>.] - ETA: 0s - loss: 629.8006 - logits_profile_predictions_loss: 623.4946 - logcount_predictions_loss: 0.3061 2395/2395 [==============================] - ETA: 0s - loss: 629.8001 - logits_profile_predictions_loss: 623.4941 - logcount_predictions_loss: 0.3061 2395/2395 [==============================] - 389s 162ms/step - loss: 629.7995 - logits_profile_predictions_loss: 623.4935 - logcount_predictions_loss: 0.3061 - val_loss: 734.9931 - val_logits_profile_predictions_loss: 728.3514 - val_logcount_predictions_loss: 0.3224 Epoch 00004: val_loss did not improve from 729.82849 Epoch 5/50 1/2395 [..............................] - ETA: 7:17 - loss: 665.6075 - logits_profile_predictions_loss: 662.0240 - logcount_predictions_loss: 0.1740 2/2395 [..............................] - ETA: 6:07 - loss: 653.9744 - logits_profile_predictions_loss: 648.8983 - logcount_predictions_loss: 0.2464 3/2395 [..............................] - ETA: 6:05 - loss: 641.1864 - logits_profile_predictions_loss: 635.2909 - logcount_predictions_loss: 0.2862 4/2395 [..............................] - ETA: 6:04 - loss: 636.1713 - logits_profile_predictions_loss: 629.9825 - logcount_predictions_loss: 0.3004 5/2395 [..............................] - ETA: 6:04 - loss: 636.2357 - logits_profile_predictions_loss: 629.8219 - logcount_predictions_loss: 0.3114 6/2395 [..............................] - ETA: 6:04 - loss: 638.3243 - logits_profile_predictions_loss: 631.6292 - logcount_predictions_loss: 0.3250 7/2395 [..............................] - ETA: 6:04 - loss: 639.0981 - logits_profile_predictions_loss: 632.2555 - logcount_predictions_loss: 0.3322 8/2395 [..............................] - ETA: 6:03 - loss: 639.2630 - logits_profile_predictions_loss: 632.3026 - logcount_predictions_loss: 0.3379 9/2395 [..............................] - ETA: 6:03 - loss: 639.3102 - logits_profile_predictions_loss: 632.2685 - logcount_predictions_loss: 0.3418 10/2395 [..............................] - ETA: 6:03 - loss: 638.9508 - logits_profile_predictions_loss: 631.8418 - logcount_predictions_loss: 0.3451 11/2395 [..............................] - ETA: 6:02 - loss: 638.7402 - logits_profile_predictions_loss: 631.5737 - logcount_predictions_loss: 0.3479 12/2395 [..............................] - ETA: 6:02 - loss: 639.1856 - logits_profile_predictions_loss: 631.9863 - logcount_predictions_loss: 0.3495 13/2395 [..............................] - ETA: 6:02 - loss: 639.6182 - logits_profile_predictions_loss: 632.3981 - logcount_predictions_loss: 0.3505 14/2395 [..............................] - ETA: 6:02 - loss: 639.9388 - logits_profile_predictions_loss: 632.7096 - logcount_predictions_loss: 0.3509 15/2395 [..............................] - ETA: 6:02 - loss: 640.7086 - logits_profile_predictions_loss: 633.4787 - logcount_predictions_loss: 0.3510 16/2395 [..............................] - ETA: 6:01 - loss: 641.3441 - logits_profile_predictions_loss: 634.1223 - logcount_predictions_loss: 0.3506 17/2395 [..............................] - ETA: 6:01 - loss: 641.9928 - logits_profile_predictions_loss: 634.7847 - logcount_predictions_loss: 0.3499 18/2395 [..............................] - ETA: 6:01 - loss: 642.2518 - logits_profile_predictions_loss: 635.0548 - logcount_predictions_loss: 0.3494 19/2395 [..............................] - ETA: 6:01 - loss: 642.4046 - logits_profile_predictions_loss: 635.2241 - logcount_predictions_loss: 0.3486 20/2395 [..............................] - ETA: 6:01 - loss: 642.3289 - logits_profile_predictions_loss: 635.1658 - logcount_predictions_loss: 0.3477 21/2395 [..............................] - ETA: 6:01 - loss: 642.1090 - logits_profile_predictions_loss: 634.9639 - logcount_predictions_loss: 0.3468 22/2395 [..............................] - ETA: 6:00 - loss: 641.8346 - logits_profile_predictions_loss: 634.7103 - logcount_predictions_loss: 0.3458 23/2395 [..............................] - ETA: 6:00 - loss: 641.2937 - logits_profile_predictions_loss: 634.1903 - logcount_predictions_loss: 0.3448 24/2395 [..............................] - ETA: 6:00 - loss: 640.7575 - logits_profile_predictions_loss: 633.6693 - logcount_predictions_loss: 0.3441 25/2395 [..............................] - ETA: 6:00 - loss: 640.1580 - logits_profile_predictions_loss: 633.0867 - logcount_predictions_loss: 0.3433 26/2395 [..............................] - ETA: 6:00 - loss: 639.4725 - logits_profile_predictions_loss: 632.4181 - logcount_predictions_loss: 0.3424 27/2395 [..............................] - ETA: 6:00 - loss: 638.8017 - logits_profile_predictions_loss: 631.7628 - logcount_predictions_loss: 0.3417 28/2395 [..............................] - ETA: 6:00 - loss: 638.1390 - logits_profile_predictions_loss: 631.1144 - logcount_predictions_loss: 0.3410 29/2395 [..............................] - ETA: 6:00 - loss: 637.4922 - logits_profile_predictions_loss: 630.4825 - logcount_predictions_loss: 0.3403 30/2395 [..............................] - ETA: 5:59 - loss: 636.8288 - logits_profile_predictions_loss: 629.8317 - logcount_predictions_loss: 0.3397 31/2395 [..............................] - ETA: 5:59 - loss: 636.1505 - logits_profile_predictions_loss: 629.1662 - logcount_predictions_loss: 0.3390 32/2395 [..............................] - ETA: 5:59 - loss: 635.6667 - 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logits_profile_predictions_loss: 620.1994 - logcount_predictions_loss: 0.2932 2388/2395 [============================>.] - ETA: 1s - loss: 626.2384 - logits_profile_predictions_loss: 620.1995 - logcount_predictions_loss: 0.2932 2389/2395 [============================>.] - ETA: 0s - loss: 626.2384 - logits_profile_predictions_loss: 620.1995 - logcount_predictions_loss: 0.2932 2390/2395 [============================>.] - ETA: 0s - loss: 626.2384 - logits_profile_predictions_loss: 620.1995 - logcount_predictions_loss: 0.2932 2391/2395 [============================>.] - ETA: 0s - loss: 626.2384 - logits_profile_predictions_loss: 620.1995 - logcount_predictions_loss: 0.2932 2392/2395 [============================>.] - ETA: 0s - loss: 626.2384 - logits_profile_predictions_loss: 620.1995 - logcount_predictions_loss: 0.2932 2393/2395 [============================>.] - ETA: 0s - loss: 626.2384 - logits_profile_predictions_loss: 620.1995 - logcount_predictions_loss: 0.2932 2394/2395 [============================>.] - ETA: 0s - loss: 626.2384 - logits_profile_predictions_loss: 620.1995 - logcount_predictions_loss: 0.2932 2395/2395 [==============================] - ETA: 0s - loss: 626.2384 - logits_profile_predictions_loss: 620.1996 - logcount_predictions_loss: 0.2932 2395/2395 [==============================] - 389s 162ms/step - loss: 626.2384 - logits_profile_predictions_loss: 620.1996 - logcount_predictions_loss: 0.2932 - val_loss: 731.8574 - val_logits_profile_predictions_loss: 725.5851 - val_logcount_predictions_loss: 0.3045 Epoch 00005: val_loss did not improve from 729.82849 Epoch 6/50 1/2395 [..............................] - ETA: 7:07 - loss: 696.3141 - logits_profile_predictions_loss: 688.9033 - logcount_predictions_loss: 0.3597 2/2395 [..............................] - ETA: 6:07 - loss: 685.2643 - logits_profile_predictions_loss: 678.1206 - logcount_predictions_loss: 0.3468 3/2395 [..............................] - ETA: 6:06 - loss: 668.7216 - logits_profile_predictions_loss: 661.8200 - logcount_predictions_loss: 0.3350 4/2395 [..............................] - ETA: 6:06 - loss: 659.5719 - logits_profile_predictions_loss: 652.8713 - logcount_predictions_loss: 0.3253 5/2395 [..............................] - ETA: 6:05 - loss: 655.6400 - logits_profile_predictions_loss: 649.1346 - logcount_predictions_loss: 0.3158 6/2395 [..............................] - ETA: 6:05 - loss: 650.5788 - logits_profile_predictions_loss: 644.2050 - logcount_predictions_loss: 0.3094 7/2395 [..............................] - ETA: 6:05 - loss: 648.8882 - logits_profile_predictions_loss: 642.6170 - logcount_predictions_loss: 0.3044 8/2395 [..............................] - ETA: 6:04 - loss: 646.1764 - logits_profile_predictions_loss: 639.9589 - logcount_predictions_loss: 0.3018 9/2395 [..............................] - ETA: 6:04 - loss: 644.0922 - logits_profile_predictions_loss: 637.9434 - logcount_predictions_loss: 0.2985 10/2395 [..............................] - ETA: 6:04 - loss: 642.9340 - logits_profile_predictions_loss: 636.8356 - logcount_predictions_loss: 0.2960 11/2395 [..............................] - ETA: 6:04 - loss: 641.8328 - logits_profile_predictions_loss: 635.7902 - logcount_predictions_loss: 0.2933 12/2395 [..............................] - ETA: 6:04 - loss: 640.9877 - logits_profile_predictions_loss: 634.9820 - logcount_predictions_loss: 0.2915 13/2395 [..............................] - ETA: 6:04 - loss: 639.9902 - logits_profile_predictions_loss: 634.0041 - logcount_predictions_loss: 0.2906 14/2395 [..............................] - ETA: 6:04 - loss: 638.8851 - logits_profile_predictions_loss: 632.9244 - logcount_predictions_loss: 0.2894 15/2395 [..............................] - ETA: 6:04 - loss: 637.6461 - logits_profile_predictions_loss: 631.7131 - logcount_predictions_loss: 0.2880 16/2395 [..............................] - ETA: 6:04 - loss: 636.3385 - logits_profile_predictions_loss: 630.4338 - logcount_predictions_loss: 0.2866 17/2395 [..............................] - ETA: 6:04 - loss: 635.1340 - logits_profile_predictions_loss: 629.2537 - logcount_predictions_loss: 0.2855 18/2395 [..............................] - ETA: 6:03 - loss: 633.7856 - logits_profile_predictions_loss: 627.9278 - logcount_predictions_loss: 0.2844 19/2395 [..............................] - ETA: 6:03 - loss: 632.4441 - logits_profile_predictions_loss: 626.6019 - logcount_predictions_loss: 0.2836 20/2395 [..............................] - ETA: 6:03 - loss: 631.3937 - logits_profile_predictions_loss: 625.5692 - logcount_predictions_loss: 0.2827 21/2395 [..............................] - ETA: 6:03 - loss: 630.4454 - logits_profile_predictions_loss: 624.6260 - logcount_predictions_loss: 0.2825 22/2395 [..............................] - ETA: 6:03 - loss: 629.3922 - logits_profile_predictions_loss: 623.5748 - logcount_predictions_loss: 0.2824 23/2395 [..............................] - ETA: 6:03 - loss: 628.6567 - logits_profile_predictions_loss: 622.8419 - logcount_predictions_loss: 0.2823 24/2395 [..............................] - ETA: 6:02 - loss: 627.8099 - logits_profile_predictions_loss: 621.9991 - logcount_predictions_loss: 0.2821 25/2395 [..............................] - ETA: 6:02 - loss: 626.9924 - logits_profile_predictions_loss: 621.1847 - logcount_predictions_loss: 0.2819 26/2395 [..............................] - ETA: 6:02 - loss: 626.2125 - logits_profile_predictions_loss: 620.4091 - logcount_predictions_loss: 0.2817 27/2395 [..............................] - ETA: 6:02 - loss: 625.4305 - logits_profile_predictions_loss: 619.6319 - logcount_predictions_loss: 0.2815 28/2395 [..............................] - ETA: 6:02 - loss: 624.6935 - logits_profile_predictions_loss: 618.8968 - logcount_predictions_loss: 0.2814 29/2395 [..............................] - ETA: 6:02 - loss: 624.0265 - logits_profile_predictions_loss: 618.2303 - logcount_predictions_loss: 0.2814 30/2395 [..............................] - ETA: 6:02 - loss: 623.3846 - logits_profile_predictions_loss: 617.5880 - logcount_predictions_loss: 0.2814 31/2395 [..............................] - ETA: 6:02 - loss: 622.8053 - logits_profile_predictions_loss: 617.0078 - logcount_predictions_loss: 0.2814 32/2395 [..............................] - ETA: 6:02 - loss: 622.3259 - logits_profile_predictions_loss: 616.5278 - logcount_predictions_loss: 0.2815 33/2395 [..............................] - ETA: 6:01 - loss: 621.8880 - logits_profile_predictions_loss: 616.0891 - logcount_predictions_loss: 0.2815 34/2395 [..............................] - ETA: 6:01 - loss: 621.4779 - logits_profile_predictions_loss: 615.6787 - logcount_predictions_loss: 0.2815 35/2395 [..............................] - ETA: 6:01 - loss: 621.1159 - logits_profile_predictions_loss: 615.3164 - logcount_predictions_loss: 0.2815 36/2395 [..............................] - ETA: 6:01 - loss: 620.7906 - logits_profile_predictions_loss: 614.9916 - logcount_predictions_loss: 0.2815 37/2395 [..............................] - ETA: 6:01 - loss: 620.4685 - logits_profile_predictions_loss: 614.6698 - logcount_predictions_loss: 0.2815 38/2395 [..............................] - ETA: 6:01 - loss: 620.1846 - logits_profile_predictions_loss: 614.3858 - logcount_predictions_loss: 0.2815 39/2395 [..............................] - ETA: 6:01 - loss: 619.9169 - logits_profile_predictions_loss: 614.1179 - logcount_predictions_loss: 0.2815 40/2395 [..............................] - ETA: 6:00 - loss: 619.6589 - logits_profile_predictions_loss: 613.8593 - logcount_predictions_loss: 0.2815 41/2395 [..............................] - ETA: 6:00 - loss: 619.4552 - logits_profile_predictions_loss: 613.6545 - logcount_predictions_loss: 0.2816 42/2395 [..............................] - ETA: 6:00 - loss: 619.2733 - logits_profile_predictions_loss: 613.4722 - logcount_predictions_loss: 0.2816 43/2395 [..............................] - ETA: 6:00 - loss: 619.0739 - logits_profile_predictions_loss: 613.2730 - logcount_predictions_loss: 0.2816 44/2395 [..............................] - ETA: 6:00 - loss: 618.8731 - logits_profile_predictions_loss: 613.0718 - logcount_predictions_loss: 0.2816 45/2395 [..............................] - ETA: 5:59 - loss: 618.6757 - logits_profile_predictions_loss: 612.8748 - logcount_predictions_loss: 0.2816 46/2395 [..............................] - ETA: 5:59 - loss: 618.4577 - logits_profile_predictions_loss: 612.6576 - logcount_predictions_loss: 0.2816 47/2395 [..............................] - ETA: 5:59 - loss: 618.2572 - logits_profile_predictions_loss: 612.4579 - logcount_predictions_loss: 0.2815 48/2395 [..............................] - ETA: 5:59 - loss: 618.0918 - logits_profile_predictions_loss: 612.2936 - logcount_predictions_loss: 0.2815 49/2395 [..............................] - ETA: 5:59 - loss: 617.9337 - logits_profile_predictions_loss: 612.1370 - logcount_predictions_loss: 0.2814 50/2395 [..............................] - ETA: 5:59 - loss: 617.7707 - logits_profile_predictions_loss: 611.9748 - logcount_predictions_loss: 0.2814 51/2395 [..............................] - ETA: 5:59 - loss: 617.6329 - logits_profile_predictions_loss: 611.8383 - logcount_predictions_loss: 0.2813 52/2395 [..............................] - ETA: 5:58 - loss: 617.4758 - logits_profile_predictions_loss: 611.6830 - logcount_predictions_loss: 0.2812 53/2395 [..............................] - ETA: 5:58 - loss: 617.2976 - logits_profile_predictions_loss: 611.5071 - logcount_predictions_loss: 0.2811 54/2395 [..............................] - ETA: 5:58 - loss: 617.1473 - logits_profile_predictions_loss: 611.3584 - logcount_predictions_loss: 0.2810 55/2395 [..............................] - ETA: 5:58 - loss: 617.0211 - logits_profile_predictions_loss: 611.2343 - logcount_predictions_loss: 0.2809 56/2395 [..............................] - ETA: 5:58 - loss: 616.8826 - logits_profile_predictions_loss: 611.0983 - logcount_predictions_loss: 0.2808 57/2395 [..............................] - ETA: 5:58 - loss: 616.7638 - logits_profile_predictions_loss: 610.9820 - logcount_predictions_loss: 0.2807 58/2395 [..............................] - ETA: 5:58 - loss: 616.6485 - logits_profile_predictions_loss: 610.8692 - logcount_predictions_loss: 0.2805 59/2395 [..............................] - ETA: 5:57 - loss: 616.5582 - logits_profile_predictions_loss: 610.7816 - logcount_predictions_loss: 0.2804 60/2395 [..............................] - ETA: 5:57 - loss: 616.4734 - logits_profile_predictions_loss: 610.6995 - logcount_predictions_loss: 0.2803 61/2395 [..............................] - ETA: 5:57 - loss: 616.3928 - logits_profile_predictions_loss: 610.6213 - logcount_predictions_loss: 0.2802 62/2395 [..............................] - ETA: 5:57 - loss: 616.3041 - logits_profile_predictions_loss: 610.5347 - logcount_predictions_loss: 0.2801 63/2395 [..............................] - ETA: 5:57 - loss: 616.2415 - logits_profile_predictions_loss: 610.4739 - logcount_predictions_loss: 0.2800 64/2395 [..............................] - ETA: 5:56 - loss: 616.1862 - logits_profile_predictions_loss: 610.4203 - logcount_predictions_loss: 0.2799 65/2395 [..............................] - ETA: 5:56 - loss: 616.1193 - logits_profile_predictions_loss: 610.3553 - logcount_predictions_loss: 0.2798 66/2395 [..............................] - ETA: 5:56 - loss: 616.0746 - logits_profile_predictions_loss: 610.3121 - logcount_predictions_loss: 0.2797 67/2395 [..............................] - ETA: 5:56 - loss: 616.0471 - logits_profile_predictions_loss: 610.2857 - logcount_predictions_loss: 0.2797 68/2395 [..............................] - ETA: 5:56 - loss: 616.0227 - logits_profile_predictions_loss: 610.2619 - logcount_predictions_loss: 0.2797 69/2395 [..............................] - ETA: 5:56 - loss: 616.0100 - logits_profile_predictions_loss: 610.2498 - logcount_predictions_loss: 0.2796 70/2395 [..............................] - ETA: 5:56 - loss: 616.0028 - logits_profile_predictions_loss: 610.2430 - logcount_predictions_loss: 0.2796 71/2395 [..............................] - ETA: 5:55 - loss: 615.9972 - logits_profile_predictions_loss: 610.2377 - logcount_predictions_loss: 0.2796 72/2395 [..............................] - ETA: 5:55 - loss: 615.9924 - logits_profile_predictions_loss: 610.2330 - logcount_predictions_loss: 0.2796 73/2395 [..............................] - ETA: 5:55 - loss: 615.9989 - logits_profile_predictions_loss: 610.2387 - logcount_predictions_loss: 0.2796 74/2395 [..............................] - ETA: 5:55 - loss: 616.0182 - logits_profile_predictions_loss: 610.2571 - logcount_predictions_loss: 0.2797 75/2395 [..............................] - ETA: 5:55 - loss: 616.0484 - logits_profile_predictions_loss: 610.2866 - logcount_predictions_loss: 0.2797 76/2395 [..............................] - ETA: 5:55 - loss: 616.0829 - logits_profile_predictions_loss: 610.3201 - logcount_predictions_loss: 0.2797 77/2395 [..............................] - ETA: 5:55 - loss: 616.1146 - logits_profile_predictions_loss: 610.3510 - logcount_predictions_loss: 0.2798 78/2395 [..............................] - ETA: 5:54 - loss: 616.1453 - logits_profile_predictions_loss: 610.3812 - logcount_predictions_loss: 0.2798 79/2395 [..............................] - ETA: 5:54 - loss: 616.1704 - logits_profile_predictions_loss: 610.4060 - logcount_predictions_loss: 0.2798 80/2395 [>.............................] - ETA: 5:54 - loss: 616.1904 - logits_profile_predictions_loss: 610.4255 - logcount_predictions_loss: 0.2798 81/2395 [>.............................] - ETA: 5:54 - loss: 616.2082 - logits_profile_predictions_loss: 610.4428 - logcount_predictions_loss: 0.2799 82/2395 [>.............................] - ETA: 5:54 - loss: 616.2252 - logits_profile_predictions_loss: 610.4591 - logcount_predictions_loss: 0.2799 83/2395 [>.............................] - ETA: 5:54 - loss: 616.2365 - logits_profile_predictions_loss: 610.4696 - logcount_predictions_loss: 0.2799 84/2395 [>.............................] - ETA: 5:53 - loss: 616.2578 - logits_profile_predictions_loss: 610.4896 - logcount_predictions_loss: 0.2800 85/2395 [>.............................] - ETA: 5:53 - loss: 616.2887 - logits_profile_predictions_loss: 610.5195 - logcount_predictions_loss: 0.2801 86/2395 [>.............................] - ETA: 5:53 - loss: 616.3275 - logits_profile_predictions_loss: 610.5574 - logcount_predictions_loss: 0.2801 87/2395 [>.............................] - ETA: 5:53 - loss: 616.3736 - logits_profile_predictions_loss: 610.6023 - logcount_predictions_loss: 0.2802 88/2395 [>.............................] - ETA: 5:53 - loss: 616.4131 - logits_profile_predictions_loss: 610.6411 - logcount_predictions_loss: 0.2802 89/2395 [>.............................] - ETA: 5:53 - loss: 616.4459 - logits_profile_predictions_loss: 610.6732 - logcount_predictions_loss: 0.2802 90/2395 [>.............................] - ETA: 5:53 - loss: 616.4680 - logits_profile_predictions_loss: 610.6949 - logcount_predictions_loss: 0.2803 91/2395 [>.............................] - ETA: 5:52 - loss: 616.4913 - logits_profile_predictions_loss: 610.7175 - logcount_predictions_loss: 0.2803 92/2395 [>.............................] - ETA: 5:52 - loss: 616.5172 - logits_profile_predictions_loss: 610.7431 - logcount_predictions_loss: 0.2803 93/2395 [>.............................] - ETA: 5:52 - loss: 616.5483 - logits_profile_predictions_loss: 610.7739 - logcount_predictions_loss: 0.2803 94/2395 [>.............................] - ETA: 5:52 - loss: 616.5815 - logits_profile_predictions_loss: 610.8070 - logcount_predictions_loss: 0.2803 95/2395 [>.............................] - ETA: 5:52 - loss: 616.6155 - logits_profile_predictions_loss: 610.8412 - logcount_predictions_loss: 0.2803 96/2395 [>.............................] - ETA: 5:52 - loss: 616.6583 - logits_profile_predictions_loss: 610.8838 - logcount_predictions_loss: 0.2803 97/2395 [>.............................] - ETA: 5:51 - loss: 616.7034 - logits_profile_predictions_loss: 610.9288 - logcount_predictions_loss: 0.2803 98/2395 [>.............................] - ETA: 5:51 - loss: 616.7438 - logits_profile_predictions_loss: 610.9691 - logcount_predictions_loss: 0.2803 99/2395 [>.............................] - ETA: 5:51 - loss: 616.7865 - logits_profile_predictions_loss: 611.0118 - logcount_predictions_loss: 0.2803 100/2395 [>.............................] - ETA: 5:51 - loss: 616.8182 - logits_profile_predictions_loss: 611.0436 - logcount_predictions_loss: 0.2803 101/2395 [>.............................] - ETA: 5:51 - loss: 616.8410 - logits_profile_predictions_loss: 611.0666 - logcount_predictions_loss: 0.2803 102/2395 [>.............................] - ETA: 5:51 - loss: 616.8618 - logits_profile_predictions_loss: 611.0875 - logcount_predictions_loss: 0.2803 103/2395 [>.............................] - ETA: 5:51 - loss: 616.8896 - logits_profile_predictions_loss: 611.1155 - logcount_predictions_loss: 0.2803 104/2395 [>.............................] - ETA: 5:50 - loss: 616.9201 - logits_profile_predictions_loss: 611.1461 - logcount_predictions_loss: 0.2803 105/2395 [>.............................] - ETA: 5:50 - loss: 616.9511 - logits_profile_predictions_loss: 611.1772 - logcount_predictions_loss: 0.2803 106/2395 [>.............................] - ETA: 5:50 - loss: 616.9861 - logits_profile_predictions_loss: 611.2125 - logcount_predictions_loss: 0.2803 107/2395 [>.............................] - ETA: 5:50 - loss: 617.0206 - logits_profile_predictions_loss: 611.2472 - logcount_predictions_loss: 0.2803 108/2395 [>.............................] - ETA: 5:50 - loss: 617.0673 - logits_profile_predictions_loss: 611.2941 - logcount_predictions_loss: 0.2803 109/2395 [>.............................] - ETA: 5:50 - loss: 617.1090 - logits_profile_predictions_loss: 611.3360 - logcount_predictions_loss: 0.2802 110/2395 [>.............................] - ETA: 5:49 - loss: 617.1515 - logits_profile_predictions_loss: 611.3788 - logcount_predictions_loss: 0.2802 111/2395 [>.............................] - ETA: 5:49 - loss: 617.1987 - logits_profile_predictions_loss: 611.4261 - logcount_predictions_loss: 0.2802 112/2395 [>.............................] - ETA: 5:49 - loss: 617.2462 - logits_profile_predictions_loss: 611.4739 - logcount_predictions_loss: 0.2802 113/2395 [>.............................] - ETA: 5:49 - loss: 617.2907 - logits_profile_predictions_loss: 611.5180 - logcount_predictions_loss: 0.2802 114/2395 [>.............................] - ETA: 5:49 - loss: 617.3377 - logits_profile_predictions_loss: 611.5645 - logcount_predictions_loss: 0.2802 115/2395 [>.............................] - ETA: 5:49 - loss: 617.3851 - 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[====>.........................] - ETA: 4:58 - loss: 622.2768 - logits_profile_predictions_loss: 616.6703 - logcount_predictions_loss: 0.2722 448/2395 [====>.........................] - ETA: 4:58 - loss: 622.2790 - logits_profile_predictions_loss: 616.6727 - logcount_predictions_loss: 0.2721 449/2395 [====>.........................] - ETA: 4:58 - loss: 622.2814 - logits_profile_predictions_loss: 616.6752 - logcount_predictions_loss: 0.2721 450/2395 [====>.........................] - ETA: 4:58 - loss: 622.2836 - logits_profile_predictions_loss: 616.6777 - logcount_predictions_loss: 0.2721 451/2395 [====>.........................] - ETA: 4:57 - loss: 622.2858 - logits_profile_predictions_loss: 616.6801 - logcount_predictions_loss: 0.2721 452/2395 [====>.........................] - ETA: 4:57 - loss: 622.2882 - logits_profile_predictions_loss: 616.6826 - logcount_predictions_loss: 0.2721 453/2395 [====>.........................] - ETA: 4:57 - loss: 622.2904 - 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[=====>........................] - ETA: 4:52 - loss: 622.3626 - logits_profile_predictions_loss: 616.7627 - logcount_predictions_loss: 0.2718 487/2395 [=====>........................] - ETA: 4:52 - loss: 622.3657 - logits_profile_predictions_loss: 616.7660 - logcount_predictions_loss: 0.2718 488/2395 [=====>........................] - ETA: 4:52 - loss: 622.3687 - logits_profile_predictions_loss: 616.7691 - logcount_predictions_loss: 0.2718 489/2395 [=====>........................] - ETA: 4:52 - loss: 622.3716 - logits_profile_predictions_loss: 616.7721 - logcount_predictions_loss: 0.2718 490/2395 [=====>........................] - ETA: 4:51 - loss: 622.3742 - logits_profile_predictions_loss: 616.7749 - logcount_predictions_loss: 0.2718 491/2395 [=====>........................] - ETA: 4:51 - loss: 622.3771 - logits_profile_predictions_loss: 616.7779 - logcount_predictions_loss: 0.2718 492/2395 [=====>........................] - ETA: 4:51 - loss: 622.3797 - 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[=====>........................] - ETA: 4:50 - loss: 622.3967 - logits_profile_predictions_loss: 616.7988 - logcount_predictions_loss: 0.2717 500/2395 [=====>........................] - ETA: 4:50 - loss: 622.3995 - logits_profile_predictions_loss: 616.8018 - logcount_predictions_loss: 0.2717 501/2395 [=====>........................] - ETA: 4:50 - loss: 622.4027 - logits_profile_predictions_loss: 616.8051 - logcount_predictions_loss: 0.2717 502/2395 [=====>........................] - ETA: 4:50 - loss: 622.4056 - logits_profile_predictions_loss: 616.8082 - logcount_predictions_loss: 0.2717 503/2395 [=====>........................] - ETA: 4:49 - loss: 622.4088 - logits_profile_predictions_loss: 616.8115 - logcount_predictions_loss: 0.2717 504/2395 [=====>........................] - ETA: 4:49 - loss: 622.4122 - logits_profile_predictions_loss: 616.8151 - logcount_predictions_loss: 0.2717 505/2395 [=====>........................] - ETA: 4:49 - loss: 622.4155 - 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[=====>........................] - ETA: 4:48 - loss: 622.4394 - logits_profile_predictions_loss: 616.8437 - logcount_predictions_loss: 0.2716 513/2395 [=====>........................] - ETA: 4:48 - loss: 622.4427 - logits_profile_predictions_loss: 616.8471 - logcount_predictions_loss: 0.2716 514/2395 [=====>........................] - ETA: 4:48 - loss: 622.4460 - logits_profile_predictions_loss: 616.8506 - logcount_predictions_loss: 0.2716 515/2395 [=====>........................] - ETA: 4:48 - loss: 622.4494 - logits_profile_predictions_loss: 616.8542 - logcount_predictions_loss: 0.2716 516/2395 [=====>........................] - ETA: 4:48 - loss: 622.4525 - logits_profile_predictions_loss: 616.8575 - logcount_predictions_loss: 0.2716 517/2395 [=====>........................] - ETA: 4:47 - loss: 622.4558 - logits_profile_predictions_loss: 616.8609 - logcount_predictions_loss: 0.2716 518/2395 [=====>........................] - ETA: 4:47 - loss: 622.4593 - 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728.89532, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 7/50 1/2395 [..............................] - ETA: 7:18 - loss: 727.6238 - logits_profile_predictions_loss: 722.6456 - logcount_predictions_loss: 0.2417 2/2395 [..............................] - ETA: 6:05 - loss: 702.2513 - logits_profile_predictions_loss: 696.7706 - logcount_predictions_loss: 0.2661 3/2395 [..............................] - ETA: 6:05 - loss: 693.6962 - logits_profile_predictions_loss: 688.2866 - logcount_predictions_loss: 0.2626 4/2395 [..............................] - ETA: 6:07 - loss: 682.7978 - logits_profile_predictions_loss: 677.4717 - logcount_predictions_loss: 0.2586 5/2395 [..............................] - ETA: 6:06 - loss: 675.0739 - logits_profile_predictions_loss: 669.7656 - logcount_predictions_loss: 0.2577 6/2395 [..............................] - ETA: 6:06 - loss: 669.9182 - 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[..............................] - ETA: 6:05 - loss: 648.8679 - logits_profile_predictions_loss: 643.3782 - logcount_predictions_loss: 0.2665 14/2395 [..............................] - ETA: 6:04 - loss: 647.6171 - logits_profile_predictions_loss: 642.1266 - logcount_predictions_loss: 0.2665 15/2395 [..............................] - ETA: 6:04 - loss: 646.3303 - logits_profile_predictions_loss: 640.8423 - logcount_predictions_loss: 0.2664 16/2395 [..............................] - ETA: 6:04 - loss: 645.1794 - logits_profile_predictions_loss: 639.6936 - logcount_predictions_loss: 0.2663 17/2395 [..............................] - ETA: 6:04 - loss: 643.9463 - logits_profile_predictions_loss: 638.4575 - logcount_predictions_loss: 0.2664 18/2395 [..............................] - ETA: 6:04 - loss: 642.8229 - logits_profile_predictions_loss: 637.3381 - logcount_predictions_loss: 0.2663 19/2395 [..............................] - ETA: 6:04 - loss: 641.8145 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:00 - loss: 630.5038 - logits_profile_predictions_loss: 625.1687 - logcount_predictions_loss: 0.2590 47/2395 [..............................] - ETA: 6:00 - loss: 630.2576 - logits_profile_predictions_loss: 624.9262 - logcount_predictions_loss: 0.2588 48/2395 [..............................] - ETA: 6:00 - loss: 629.9890 - logits_profile_predictions_loss: 624.6612 - logcount_predictions_loss: 0.2586 49/2395 [..............................] - ETA: 6:00 - loss: 629.7015 - logits_profile_predictions_loss: 624.3776 - logcount_predictions_loss: 0.2584 50/2395 [..............................] - ETA: 6:00 - loss: 629.4412 - logits_profile_predictions_loss: 624.1205 - logcount_predictions_loss: 0.2583 51/2395 [..............................] - ETA: 5:59 - loss: 629.1611 - logits_profile_predictions_loss: 623.8441 - logcount_predictions_loss: 0.2581 52/2395 [..............................] - ETA: 5:59 - loss: 628.8962 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 609.8204 - logcount_predictions_loss: 0.2515 2395/2395 [==============================] - ETA: 0s - loss: 615.0015 - logits_profile_predictions_loss: 609.8199 - logcount_predictions_loss: 0.2515 2395/2395 [==============================] - 389s 162ms/step - loss: 615.0010 - logits_profile_predictions_loss: 609.8193 - logcount_predictions_loss: 0.2515 - val_loss: 729.4296 - val_logits_profile_predictions_loss: 723.7448 - val_logcount_predictions_loss: 0.2760 Epoch 00007: val_loss did not improve from 728.89532 Epoch 8/50 1/2395 [..............................] - ETA: 7:24 - loss: 598.7388 - logits_profile_predictions_loss: 595.0051 - logcount_predictions_loss: 0.1812 2/2395 [..............................] - ETA: 6:07 - loss: 587.6636 - logits_profile_predictions_loss: 583.7477 - logcount_predictions_loss: 0.1901 3/2395 [..............................] - ETA: 6:07 - loss: 583.8261 - logits_profile_predictions_loss: 579.7752 - logcount_predictions_loss: 0.1966 4/2395 [..............................] - ETA: 6:07 - loss: 589.3853 - logits_profile_predictions_loss: 585.3017 - logcount_predictions_loss: 0.1982 5/2395 [..............................] - ETA: 6:07 - loss: 589.8283 - logits_profile_predictions_loss: 585.7880 - logcount_predictions_loss: 0.1961 6/2395 [..............................] - ETA: 6:06 - loss: 590.4237 - logits_profile_predictions_loss: 586.4101 - logcount_predictions_loss: 0.1948 7/2395 [..............................] - ETA: 6:06 - loss: 592.0218 - logits_profile_predictions_loss: 588.0241 - logcount_predictions_loss: 0.1941 8/2395 [..............................] - ETA: 6:06 - loss: 593.2794 - logits_profile_predictions_loss: 589.2751 - logcount_predictions_loss: 0.1944 9/2395 [..............................] - ETA: 6:06 - loss: 595.3786 - logits_profile_predictions_loss: 591.3393 - logcount_predictions_loss: 0.1961 10/2395 [..............................] - ETA: 6:05 - loss: 596.6865 - 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[..............................] - ETA: 6:04 - loss: 600.4867 - logits_profile_predictions_loss: 596.1750 - logcount_predictions_loss: 0.2093 18/2395 [..............................] - ETA: 6:05 - loss: 600.9135 - logits_profile_predictions_loss: 596.5775 - logcount_predictions_loss: 0.2105 19/2395 [..............................] - ETA: 6:05 - loss: 601.5258 - logits_profile_predictions_loss: 597.1705 - logcount_predictions_loss: 0.2114 20/2395 [..............................] - ETA: 6:04 - loss: 602.1211 - logits_profile_predictions_loss: 597.7443 - logcount_predictions_loss: 0.2125 21/2395 [..............................] - ETA: 6:04 - loss: 602.5219 - logits_profile_predictions_loss: 598.1216 - logcount_predictions_loss: 0.2136 22/2395 [..............................] - ETA: 6:04 - loss: 602.9802 - logits_profile_predictions_loss: 598.5538 - logcount_predictions_loss: 0.2149 23/2395 [..............................] - ETA: 6:04 - loss: 603.3789 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 610.3514 - logits_profile_predictions_loss: 605.3803 - logcount_predictions_loss: 0.2413 2393/2395 [============================>.] - ETA: 0s - loss: 610.3514 - logits_profile_predictions_loss: 605.3803 - logcount_predictions_loss: 0.2413 2394/2395 [============================>.] - ETA: 0s - loss: 610.3513 - logits_profile_predictions_loss: 605.3802 - logcount_predictions_loss: 0.2413 2395/2395 [==============================] - ETA: 0s - loss: 610.3513 - logits_profile_predictions_loss: 605.3802 - logcount_predictions_loss: 0.2413 2395/2395 [==============================] - 389s 162ms/step - loss: 610.3513 - logits_profile_predictions_loss: 605.3801 - logcount_predictions_loss: 0.2413 - val_loss: 724.6212 - val_logits_profile_predictions_loss: 718.8510 - val_logcount_predictions_loss: 0.2801 Epoch 00008: val_loss improved from 728.89532 to 724.62115, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1/chrombpnet.h5 Epoch 9/50 1/2395 [..............................] - ETA: 7:26 - loss: 595.3267 - logits_profile_predictions_loss: 590.2145 - logcount_predictions_loss: 0.2482 2/2395 [..............................] - ETA: 6:05 - loss: 605.4287 - logits_profile_predictions_loss: 600.5413 - logcount_predictions_loss: 0.2373 3/2395 [..............................] - ETA: 6:05 - loss: 615.8281 - logits_profile_predictions_loss: 611.0101 - logcount_predictions_loss: 0.2339 4/2395 [..............................] - ETA: 6:06 - loss: 619.0681 - logits_profile_predictions_loss: 614.1976 - logcount_predictions_loss: 0.2364 5/2395 [..............................] - ETA: 6:07 - loss: 620.7504 - logits_profile_predictions_loss: 615.9175 - logcount_predictions_loss: 0.2346 6/2395 [..............................] - ETA: 6:06 - loss: 620.8509 - logits_profile_predictions_loss: 615.9936 - 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[..............................] - ETA: 6:04 - loss: 612.1382 - logits_profile_predictions_loss: 607.2982 - logcount_predictions_loss: 0.2350 21/2395 [..............................] - ETA: 6:04 - loss: 612.1099 - logits_profile_predictions_loss: 607.2815 - logcount_predictions_loss: 0.2344 22/2395 [..............................] - ETA: 6:04 - loss: 611.9932 - logits_profile_predictions_loss: 607.1748 - logcount_predictions_loss: 0.2339 23/2395 [..............................] - ETA: 6:05 - loss: 611.8997 - logits_profile_predictions_loss: 607.0893 - logcount_predictions_loss: 0.2335 24/2395 [..............................] - ETA: 6:05 - loss: 611.8326 - logits_profile_predictions_loss: 607.0316 - logcount_predictions_loss: 0.2331 25/2395 [..............................] - ETA: 6:05 - loss: 611.7892 - logits_profile_predictions_loss: 606.9982 - logcount_predictions_loss: 0.2326 26/2395 [..............................] - ETA: 6:05 - loss: 611.8106 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:59 - loss: 612.2246 - logits_profile_predictions_loss: 607.4463 - logcount_predictions_loss: 0.2320 54/2395 [..............................] - ETA: 5:59 - loss: 612.2041 - logits_profile_predictions_loss: 607.4262 - logcount_predictions_loss: 0.2319 55/2395 [..............................] - ETA: 5:59 - loss: 612.1496 - logits_profile_predictions_loss: 607.3725 - logcount_predictions_loss: 0.2319 56/2395 [..............................] - ETA: 5:59 - loss: 612.0838 - logits_profile_predictions_loss: 607.3071 - logcount_predictions_loss: 0.2319 57/2395 [..............................] - ETA: 5:59 - loss: 612.0278 - logits_profile_predictions_loss: 607.2517 - logcount_predictions_loss: 0.2318 58/2395 [..............................] - ETA: 5:58 - loss: 611.9888 - logits_profile_predictions_loss: 607.2132 - logcount_predictions_loss: 0.2318 59/2395 [..............................] - ETA: 5:58 - loss: 611.9774 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 603.7400 - logcount_predictions_loss: 0.2333 2356/2395 [============================>.] - ETA: 5s - loss: 608.5463 - logits_profile_predictions_loss: 603.7399 - logcount_predictions_loss: 0.2333 2357/2395 [============================>.] - ETA: 5s - loss: 608.5462 - logits_profile_predictions_loss: 603.7399 - logcount_predictions_loss: 0.2333 2358/2395 [============================>.] - ETA: 5s - loss: 608.5462 - logits_profile_predictions_loss: 603.7398 - logcount_predictions_loss: 0.2333 2359/2395 [============================>.] - ETA: 5s - loss: 608.5461 - logits_profile_predictions_loss: 603.7398 - logcount_predictions_loss: 0.2333 2360/2395 [============================>.] - ETA: 5s - loss: 608.5461 - logits_profile_predictions_loss: 603.7397 - logcount_predictions_loss: 0.2333 2361/2395 [============================>.] - ETA: 5s - loss: 608.5460 - logits_profile_predictions_loss: 603.7396 - logcount_predictions_loss: 0.2333 2362/2395 [============================>.] - ETA: 5s - loss: 608.5460 - logits_profile_predictions_loss: 603.7396 - logcount_predictions_loss: 0.2333 2363/2395 [============================>.] - ETA: 4s - loss: 608.5459 - logits_profile_predictions_loss: 603.7395 - logcount_predictions_loss: 0.2333 2364/2395 [============================>.] - ETA: 4s - loss: 608.5459 - logits_profile_predictions_loss: 603.7395 - logcount_predictions_loss: 0.2333 2365/2395 [============================>.] - ETA: 4s - loss: 608.5458 - logits_profile_predictions_loss: 603.7394 - logcount_predictions_loss: 0.2333 2366/2395 [============================>.] - ETA: 4s - loss: 608.5458 - logits_profile_predictions_loss: 603.7393 - logcount_predictions_loss: 0.2333 2367/2395 [============================>.] - ETA: 4s - loss: 608.5457 - logits_profile_predictions_loss: 603.7393 - logcount_predictions_loss: 0.2333 2368/2395 [============================>.] - ETA: 4s - loss: 608.5457 - logits_profile_predictions_loss: 603.7392 - logcount_predictions_loss: 0.2333 2369/2395 [============================>.] - ETA: 3s - loss: 608.5456 - logits_profile_predictions_loss: 603.7392 - logcount_predictions_loss: 0.2333 2370/2395 [============================>.] - ETA: 3s - loss: 608.5456 - logits_profile_predictions_loss: 603.7391 - logcount_predictions_loss: 0.2333 2371/2395 [============================>.] - ETA: 3s - loss: 608.5455 - logits_profile_predictions_loss: 603.7391 - logcount_predictions_loss: 0.2333 2372/2395 [============================>.] - ETA: 3s - loss: 608.5455 - logits_profile_predictions_loss: 603.7390 - logcount_predictions_loss: 0.2334 2373/2395 [============================>.] - ETA: 3s - loss: 608.5455 - logits_profile_predictions_loss: 603.7389 - logcount_predictions_loss: 0.2334 2374/2395 [============================>.] - ETA: 3s - loss: 608.5454 - logits_profile_predictions_loss: 603.7389 - logcount_predictions_loss: 0.2334 2375/2395 [============================>.] - ETA: 3s - loss: 608.5453 - logits_profile_predictions_loss: 603.7388 - logcount_predictions_loss: 0.2334 2376/2395 [============================>.] - ETA: 2s - loss: 608.5453 - logits_profile_predictions_loss: 603.7388 - logcount_predictions_loss: 0.2334 2377/2395 [============================>.] - ETA: 2s - loss: 608.5452 - logits_profile_predictions_loss: 603.7387 - logcount_predictions_loss: 0.2334 2378/2395 [============================>.] - ETA: 2s - loss: 608.5452 - logits_profile_predictions_loss: 603.7386 - logcount_predictions_loss: 0.2334 2379/2395 [============================>.] - ETA: 2s - loss: 608.5451 - logits_profile_predictions_loss: 603.7386 - logcount_predictions_loss: 0.2334 2380/2395 [============================>.] - ETA: 2s - loss: 608.5451 - logits_profile_predictions_loss: 603.7385 - logcount_predictions_loss: 0.2334 2381/2395 [============================>.] - ETA: 2s - loss: 608.5450 - logits_profile_predictions_loss: 603.7384 - logcount_predictions_loss: 0.2334 2382/2395 [============================>.] - ETA: 1s - loss: 608.5449 - logits_profile_predictions_loss: 603.7384 - logcount_predictions_loss: 0.2334 2383/2395 [============================>.] - ETA: 1s - loss: 608.5449 - logits_profile_predictions_loss: 603.7383 - logcount_predictions_loss: 0.2334 2384/2395 [============================>.] - ETA: 1s - loss: 608.5448 - logits_profile_predictions_loss: 603.7382 - logcount_predictions_loss: 0.2334 2385/2395 [============================>.] - ETA: 1s - loss: 608.5448 - logits_profile_predictions_loss: 603.7382 - logcount_predictions_loss: 0.2334 2386/2395 [============================>.] - ETA: 1s - loss: 608.5447 - logits_profile_predictions_loss: 603.7381 - logcount_predictions_loss: 0.2334 2387/2395 [============================>.] - ETA: 1s - loss: 608.5447 - logits_profile_predictions_loss: 603.7381 - logcount_predictions_loss: 0.2334 2388/2395 [============================>.] - ETA: 1s - loss: 608.5447 - logits_profile_predictions_loss: 603.7381 - logcount_predictions_loss: 0.2334 2389/2395 [============================>.] - ETA: 0s - loss: 608.5447 - logits_profile_predictions_loss: 603.7380 - logcount_predictions_loss: 0.2334 2390/2395 [============================>.] - ETA: 0s - loss: 608.5446 - logits_profile_predictions_loss: 603.7380 - logcount_predictions_loss: 0.2334 2391/2395 [============================>.] - ETA: 0s - loss: 608.5446 - logits_profile_predictions_loss: 603.7380 - logcount_predictions_loss: 0.2334 2392/2395 [============================>.] - ETA: 0s - loss: 608.5446 - logits_profile_predictions_loss: 603.7379 - logcount_predictions_loss: 0.2334 2393/2395 [============================>.] - ETA: 0s - loss: 608.5445 - logits_profile_predictions_loss: 603.7379 - logcount_predictions_loss: 0.2334 2394/2395 [============================>.] - ETA: 0s - loss: 608.5445 - logits_profile_predictions_loss: 603.7378 - logcount_predictions_loss: 0.2334 2395/2395 [==============================] - ETA: 0s - loss: 608.5445 - logits_profile_predictions_loss: 603.7378 - logcount_predictions_loss: 0.2334 2395/2395 [==============================] - 389s 163ms/step - loss: 608.5444 - logits_profile_predictions_loss: 603.7377 - logcount_predictions_loss: 0.2334 - val_loss: 725.5167 - val_logits_profile_predictions_loss: 719.4725 - val_logcount_predictions_loss: 0.2934 Epoch 00009: val_loss did not improve from 724.62115 Epoch 10/50 1/2395 [..............................] - ETA: 7:24 - loss: 576.2597 - logits_profile_predictions_loss: 571.7159 - logcount_predictions_loss: 0.2206 2/2395 [..............................] - ETA: 6:24 - loss: 589.8029 - logits_profile_predictions_loss: 584.7806 - logcount_predictions_loss: 0.2438 3/2395 [..............................] - ETA: 6:15 - loss: 589.1376 - logits_profile_predictions_loss: 584.2163 - logcount_predictions_loss: 0.2389 4/2395 [..............................] - ETA: 6:11 - loss: 591.9249 - logits_profile_predictions_loss: 587.0229 - logcount_predictions_loss: 0.2380 5/2395 [..............................] - ETA: 6:09 - loss: 592.5929 - logits_profile_predictions_loss: 587.7354 - logcount_predictions_loss: 0.2358 6/2395 [..............................] - ETA: 6:08 - loss: 594.1306 - logits_profile_predictions_loss: 589.3123 - logcount_predictions_loss: 0.2339 7/2395 [..............................] - ETA: 6:07 - loss: 596.5013 - logits_profile_predictions_loss: 591.7291 - logcount_predictions_loss: 0.2317 8/2395 [..............................] - ETA: 6:06 - loss: 598.4933 - logits_profile_predictions_loss: 593.7362 - logcount_predictions_loss: 0.2309 9/2395 [..............................] - ETA: 6:06 - loss: 600.3653 - logits_profile_predictions_loss: 595.6230 - logcount_predictions_loss: 0.2302 10/2395 [..............................] - ETA: 6:05 - loss: 602.1462 - logits_profile_predictions_loss: 597.3778 - logcount_predictions_loss: 0.2315 11/2395 [..............................] - ETA: 6:05 - loss: 603.3590 - logits_profile_predictions_loss: 598.5775 - logcount_predictions_loss: 0.2321 12/2395 [..............................] - ETA: 6:04 - loss: 604.1091 - logits_profile_predictions_loss: 599.3304 - logcount_predictions_loss: 0.2320 13/2395 [..............................] - ETA: 6:04 - loss: 605.2096 - logits_profile_predictions_loss: 600.4258 - logcount_predictions_loss: 0.2322 14/2395 [..............................] - ETA: 6:04 - loss: 605.6617 - logits_profile_predictions_loss: 600.8776 - logcount_predictions_loss: 0.2322 15/2395 [..............................] - ETA: 6:03 - loss: 605.7201 - logits_profile_predictions_loss: 600.9378 - logcount_predictions_loss: 0.2321 16/2395 [..............................] - ETA: 6:03 - loss: 605.5372 - logits_profile_predictions_loss: 600.7581 - logcount_predictions_loss: 0.2320 17/2395 [..............................] - ETA: 6:03 - loss: 605.3681 - logits_profile_predictions_loss: 600.5905 - logcount_predictions_loss: 0.2319 18/2395 [..............................] - ETA: 6:02 - loss: 605.5987 - logits_profile_predictions_loss: 600.8238 - logcount_predictions_loss: 0.2318 19/2395 [..............................] - ETA: 6:02 - loss: 605.5512 - logits_profile_predictions_loss: 600.7820 - logcount_predictions_loss: 0.2315 20/2395 [..............................] - ETA: 6:02 - loss: 605.3917 - logits_profile_predictions_loss: 600.6294 - logcount_predictions_loss: 0.2312 21/2395 [..............................] - ETA: 6:01 - loss: 605.3037 - logits_profile_predictions_loss: 600.5440 - logcount_predictions_loss: 0.2311 22/2395 [..............................] - ETA: 6:01 - loss: 605.1632 - logits_profile_predictions_loss: 600.4037 - logcount_predictions_loss: 0.2310 23/2395 [..............................] - ETA: 6:01 - loss: 605.0739 - logits_profile_predictions_loss: 600.3065 - logcount_predictions_loss: 0.2314 24/2395 [..............................] - ETA: 6:01 - loss: 604.8696 - logits_profile_predictions_loss: 600.0972 - logcount_predictions_loss: 0.2317 25/2395 [..............................] - ETA: 6:01 - loss: 604.5896 - logits_profile_predictions_loss: 599.8122 - logcount_predictions_loss: 0.2319 26/2395 [..............................] - ETA: 6:00 - loss: 604.3551 - logits_profile_predictions_loss: 599.5734 - logcount_predictions_loss: 0.2321 27/2395 [..............................] - ETA: 6:00 - loss: 604.1206 - logits_profile_predictions_loss: 599.3351 - logcount_predictions_loss: 0.2323 28/2395 [..............................] - ETA: 6:00 - loss: 603.9814 - logits_profile_predictions_loss: 599.1911 - logcount_predictions_loss: 0.2325 29/2395 [..............................] - ETA: 6:00 - loss: 603.8892 - logits_profile_predictions_loss: 599.0945 - logcount_predictions_loss: 0.2327 30/2395 [..............................] - ETA: 6:00 - loss: 603.7268 - logits_profile_predictions_loss: 598.9285 - logcount_predictions_loss: 0.2329 31/2395 [..............................] - ETA: 5:59 - loss: 603.5997 - logits_profile_predictions_loss: 598.7978 - logcount_predictions_loss: 0.2331 32/2395 [..............................] - ETA: 5:59 - loss: 603.5669 - logits_profile_predictions_loss: 598.7618 - logcount_predictions_loss: 0.2333 33/2395 [..............................] - ETA: 5:59 - loss: 603.5114 - logits_profile_predictions_loss: 598.7039 - logcount_predictions_loss: 0.2334 34/2395 [..............................] - ETA: 5:59 - loss: 603.4789 - logits_profile_predictions_loss: 598.6688 - logcount_predictions_loss: 0.2335 35/2395 [..............................] - ETA: 5:59 - loss: 603.4023 - logits_profile_predictions_loss: 598.5896 - logcount_predictions_loss: 0.2336 36/2395 [..............................] - ETA: 5:59 - loss: 603.3380 - logits_profile_predictions_loss: 598.5223 - logcount_predictions_loss: 0.2338 37/2395 [..............................] - ETA: 5:58 - loss: 603.3060 - logits_profile_predictions_loss: 598.4877 - logcount_predictions_loss: 0.2339 38/2395 [..............................] - ETA: 5:58 - loss: 603.2828 - logits_profile_predictions_loss: 598.4620 - logcount_predictions_loss: 0.2340 39/2395 [..............................] - ETA: 5:58 - loss: 603.2465 - logits_profile_predictions_loss: 598.4232 - logcount_predictions_loss: 0.2341 40/2395 [..............................] - ETA: 5:58 - loss: 603.1659 - logits_profile_predictions_loss: 598.3402 - logcount_predictions_loss: 0.2343 41/2395 [..............................] - ETA: 5:58 - loss: 603.0948 - logits_profile_predictions_loss: 598.2663 - logcount_predictions_loss: 0.2344 42/2395 [..............................] - ETA: 5:57 - loss: 603.0385 - logits_profile_predictions_loss: 598.2078 - logcount_predictions_loss: 0.2345 43/2395 [..............................] - ETA: 5:57 - loss: 603.0503 - logits_profile_predictions_loss: 598.2159 - logcount_predictions_loss: 0.2347 44/2395 [..............................] - ETA: 5:57 - loss: 603.1220 - logits_profile_predictions_loss: 598.2835 - logcount_predictions_loss: 0.2349 45/2395 [..............................] - ETA: 5:57 - loss: 603.1799 - logits_profile_predictions_loss: 598.3377 - logcount_predictions_loss: 0.2351 46/2395 [..............................] - ETA: 5:57 - loss: 603.2283 - logits_profile_predictions_loss: 598.3821 - logcount_predictions_loss: 0.2353 47/2395 [..............................] - ETA: 5:57 - loss: 603.2814 - logits_profile_predictions_loss: 598.4315 - logcount_predictions_loss: 0.2354 48/2395 [..............................] - ETA: 5:57 - loss: 603.3468 - logits_profile_predictions_loss: 598.4922 - logcount_predictions_loss: 0.2357 49/2395 [..............................] - ETA: 5:56 - loss: 603.4429 - logits_profile_predictions_loss: 598.5830 - logcount_predictions_loss: 0.2359 50/2395 [..............................] - ETA: 5:56 - loss: 603.5002 - logits_profile_predictions_loss: 598.6352 - logcount_predictions_loss: 0.2362 51/2395 [..............................] - ETA: 5:56 - loss: 603.5774 - logits_profile_predictions_loss: 598.7065 - logcount_predictions_loss: 0.2364 52/2395 [..............................] - ETA: 5:56 - loss: 603.6528 - logits_profile_predictions_loss: 598.7764 - logcount_predictions_loss: 0.2367 53/2395 [..............................] - ETA: 5:56 - loss: 603.7314 - logits_profile_predictions_loss: 598.8487 - logcount_predictions_loss: 0.2370 54/2395 [..............................] - ETA: 5:56 - loss: 603.7836 - logits_profile_predictions_loss: 598.8951 - logcount_predictions_loss: 0.2373 55/2395 [..............................] - ETA: 5:56 - loss: 603.8280 - logits_profile_predictions_loss: 598.9341 - logcount_predictions_loss: 0.2376 56/2395 [..............................] - ETA: 5:56 - loss: 603.8679 - logits_profile_predictions_loss: 598.9687 - logcount_predictions_loss: 0.2378 57/2395 [..............................] - ETA: 5:55 - loss: 603.9139 - logits_profile_predictions_loss: 599.0097 - logcount_predictions_loss: 0.2381 58/2395 [..............................] - ETA: 5:55 - loss: 603.9682 - logits_profile_predictions_loss: 599.0592 - logcount_predictions_loss: 0.2383 59/2395 [..............................] - ETA: 5:55 - loss: 604.0137 - logits_profile_predictions_loss: 599.0992 - logcount_predictions_loss: 0.2386 60/2395 [..............................] - ETA: 5:55 - loss: 604.0464 - logits_profile_predictions_loss: 599.1266 - logcount_predictions_loss: 0.2388 61/2395 [..............................] - ETA: 5:55 - loss: 604.0785 - logits_profile_predictions_loss: 599.1539 - logcount_predictions_loss: 0.2391 62/2395 [..............................] - ETA: 5:55 - loss: 604.0829 - logits_profile_predictions_loss: 599.1541 - logcount_predictions_loss: 0.2393 63/2395 [..............................] - ETA: 5:55 - loss: 604.1018 - logits_profile_predictions_loss: 599.1692 - logcount_predictions_loss: 0.2394 64/2395 [..............................] - ETA: 5:55 - loss: 604.1083 - logits_profile_predictions_loss: 599.1719 - logcount_predictions_loss: 0.2396 65/2395 [..............................] - ETA: 5:55 - loss: 604.1111 - logits_profile_predictions_loss: 599.1712 - logcount_predictions_loss: 0.2398 66/2395 [..............................] - ETA: 5:54 - loss: 604.1053 - logits_profile_predictions_loss: 599.1624 - logcount_predictions_loss: 0.2399 67/2395 [..............................] - ETA: 5:54 - loss: 604.1082 - logits_profile_predictions_loss: 599.1626 - logcount_predictions_loss: 0.2401 68/2395 [..............................] - ETA: 5:54 - loss: 604.1190 - logits_profile_predictions_loss: 599.1708 - logcount_predictions_loss: 0.2402 69/2395 [..............................] - ETA: 5:54 - loss: 604.1293 - logits_profile_predictions_loss: 599.1790 - logcount_predictions_loss: 0.2403 70/2395 [..............................] - ETA: 5:54 - loss: 604.1479 - logits_profile_predictions_loss: 599.1954 - logcount_predictions_loss: 0.2404 71/2395 [..............................] - ETA: 5:54 - loss: 604.1707 - logits_profile_predictions_loss: 599.2166 - logcount_predictions_loss: 0.2405 72/2395 [..............................] - ETA: 5:54 - loss: 604.1882 - logits_profile_predictions_loss: 599.2325 - logcount_predictions_loss: 0.2406 73/2395 [..............................] - ETA: 5:54 - loss: 604.2038 - logits_profile_predictions_loss: 599.2465 - logcount_predictions_loss: 0.2406 74/2395 [..............................] - ETA: 5:53 - loss: 604.2195 - logits_profile_predictions_loss: 599.2607 - logcount_predictions_loss: 0.2407 75/2395 [..............................] - ETA: 5:53 - loss: 604.2446 - logits_profile_predictions_loss: 599.2843 - logcount_predictions_loss: 0.2408 76/2395 [..............................] - ETA: 5:53 - loss: 604.2755 - logits_profile_predictions_loss: 599.3138 - logcount_predictions_loss: 0.2409 77/2395 [..............................] - ETA: 5:53 - loss: 604.3032 - logits_profile_predictions_loss: 599.3404 - logcount_predictions_loss: 0.2409 78/2395 [..............................] - ETA: 5:53 - loss: 604.3264 - logits_profile_predictions_loss: 599.3626 - logcount_predictions_loss: 0.2410 79/2395 [..............................] - ETA: 5:53 - loss: 604.3385 - logits_profile_predictions_loss: 599.3739 - logcount_predictions_loss: 0.2410 80/2395 [>.............................] - ETA: 5:53 - loss: 604.3485 - logits_profile_predictions_loss: 599.3830 - logcount_predictions_loss: 0.2410 81/2395 [>.............................] - ETA: 5:53 - loss: 604.3443 - logits_profile_predictions_loss: 599.3782 - logcount_predictions_loss: 0.2411 82/2395 [>.............................] - ETA: 5:52 - loss: 604.3414 - logits_profile_predictions_loss: 599.3747 - logcount_predictions_loss: 0.2411 83/2395 [>.............................] - ETA: 5:52 - loss: 604.3351 - logits_profile_predictions_loss: 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[..............................] - ETA: 6:04 - loss: 614.8506 - logits_profile_predictions_loss: 610.9679 - logcount_predictions_loss: 0.1885 16/2395 [..............................] - ETA: 6:03 - loss: 614.2356 - logits_profile_predictions_loss: 610.3290 - logcount_predictions_loss: 0.1896 17/2395 [..............................] - ETA: 6:03 - loss: 613.4520 - logits_profile_predictions_loss: 609.5255 - logcount_predictions_loss: 0.1906 18/2395 [..............................] - ETA: 6:03 - loss: 612.8054 - logits_profile_predictions_loss: 608.8637 - logcount_predictions_loss: 0.1913 19/2395 [..............................] - ETA: 6:03 - loss: 612.2218 - logits_profile_predictions_loss: 608.2699 - logcount_predictions_loss: 0.1918 20/2395 [..............................] - ETA: 6:03 - loss: 611.8536 - logits_profile_predictions_loss: 607.8919 - logcount_predictions_loss: 0.1923 21/2395 [..............................] - ETA: 6:02 - loss: 611.4813 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 603.5463 - logcount_predictions_loss: 0.2137 342/2395 [===>..........................] - ETA: 5:13 - loss: 607.9468 - logits_profile_predictions_loss: 603.5448 - logcount_predictions_loss: 0.2137 343/2395 [===>..........................] - ETA: 5:13 - loss: 607.9455 - logits_profile_predictions_loss: 603.5431 - logcount_predictions_loss: 0.2137 344/2395 [===>..........................] - ETA: 5:13 - loss: 607.9449 - logits_profile_predictions_loss: 603.5422 - logcount_predictions_loss: 0.2137 345/2395 [===>..........................] - ETA: 5:12 - loss: 607.9444 - logits_profile_predictions_loss: 603.5413 - logcount_predictions_loss: 0.2137 346/2395 [===>..........................] - ETA: 5:12 - loss: 607.9445 - logits_profile_predictions_loss: 603.5410 - logcount_predictions_loss: 0.2138 347/2395 [===>..........................] - ETA: 5:12 - loss: 607.9440 - logits_profile_predictions_loss: 603.5401 - logcount_predictions_loss: 0.2138 348/2395 [===>..........................] - ETA: 5:12 - loss: 607.9433 - logits_profile_predictions_loss: 603.5391 - logcount_predictions_loss: 0.2138 349/2395 [===>..........................] - ETA: 5:12 - loss: 607.9424 - logits_profile_predictions_loss: 603.5378 - logcount_predictions_loss: 0.2138 350/2395 [===>..........................] - ETA: 5:12 - loss: 607.9419 - logits_profile_predictions_loss: 603.5370 - logcount_predictions_loss: 0.2138 351/2395 [===>..........................] - ETA: 5:12 - loss: 607.9422 - logits_profile_predictions_loss: 603.5369 - logcount_predictions_loss: 0.2139 352/2395 [===>..........................] - ETA: 5:11 - loss: 607.9426 - logits_profile_predictions_loss: 603.5369 - logcount_predictions_loss: 0.2139 353/2395 [===>..........................] - ETA: 5:11 - loss: 607.9438 - logits_profile_predictions_loss: 603.5377 - logcount_predictions_loss: 0.2139 354/2395 [===>..........................] - ETA: 5:11 - loss: 607.9449 - 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logits_profile_predictions_loss: 603.5392 - logcount_predictions_loss: 0.2142 368/2395 [===>..........................] - ETA: 5:09 - loss: 607.9518 - logits_profile_predictions_loss: 603.5398 - logcount_predictions_loss: 0.2142 369/2395 [===>..........................] - ETA: 5:09 - loss: 607.9525 - logits_profile_predictions_loss: 603.5401 - logcount_predictions_loss: 0.2142 370/2395 [===>..........................] - ETA: 5:09 - loss: 607.9533 - logits_profile_predictions_loss: 603.5405 - logcount_predictions_loss: 0.2142 371/2395 [===>..........................] - ETA: 5:09 - loss: 607.9541 - logits_profile_predictions_loss: 603.5409 - logcount_predictions_loss: 0.2142 372/2395 [===>..........................] - ETA: 5:08 - loss: 607.9550 - logits_profile_predictions_loss: 603.5414 - logcount_predictions_loss: 0.2143 373/2395 [===>..........................] - ETA: 5:08 - loss: 607.9559 - logits_profile_predictions_loss: 603.5420 - logcount_predictions_loss: 0.2143 374/2395 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[===>..........................] - ETA: 5:06 - loss: 607.9554 - logits_profile_predictions_loss: 603.5363 - logcount_predictions_loss: 0.2145 388/2395 [===>..........................] - ETA: 5:06 - loss: 607.9542 - logits_profile_predictions_loss: 603.5347 - logcount_predictions_loss: 0.2145 389/2395 [===>..........................] - ETA: 5:06 - loss: 607.9530 - logits_profile_predictions_loss: 603.5331 - logcount_predictions_loss: 0.2146 390/2395 [===>..........................] - ETA: 5:06 - loss: 607.9519 - logits_profile_predictions_loss: 603.5317 - logcount_predictions_loss: 0.2146 391/2395 [===>..........................] - ETA: 5:06 - loss: 607.9505 - logits_profile_predictions_loss: 603.5299 - logcount_predictions_loss: 0.2146 392/2395 [===>..........................] - ETA: 5:06 - loss: 607.9494 - logits_profile_predictions_loss: 603.5285 - logcount_predictions_loss: 0.2146 393/2395 [===>..........................] - ETA: 5:05 - loss: 607.9483 - 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[====>.........................] - ETA: 5:04 - loss: 607.9371 - logits_profile_predictions_loss: 603.5132 - logcount_predictions_loss: 0.2148 401/2395 [====>.........................] - ETA: 5:04 - loss: 607.9347 - logits_profile_predictions_loss: 603.5105 - logcount_predictions_loss: 0.2148 402/2395 [====>.........................] - ETA: 5:04 - loss: 607.9320 - logits_profile_predictions_loss: 603.5074 - logcount_predictions_loss: 0.2148 403/2395 [====>.........................] - ETA: 5:04 - loss: 607.9292 - logits_profile_predictions_loss: 603.5044 - logcount_predictions_loss: 0.2148 404/2395 [====>.........................] - ETA: 5:04 - loss: 607.9261 - logits_profile_predictions_loss: 603.5009 - logcount_predictions_loss: 0.2148 405/2395 [====>.........................] - ETA: 5:04 - loss: 607.9229 - logits_profile_predictions_loss: 603.4974 - logcount_predictions_loss: 0.2148 406/2395 [====>.........................] - ETA: 5:03 - loss: 607.9193 - 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logits_profile_predictions_loss: 603.4063 - logcount_predictions_loss: 0.2152 433/2395 [====>.........................] - ETA: 4:59 - loss: 607.8367 - logits_profile_predictions_loss: 603.4032 - logcount_predictions_loss: 0.2152 434/2395 [====>.........................] - ETA: 4:59 - loss: 607.8336 - logits_profile_predictions_loss: 603.3998 - logcount_predictions_loss: 0.2152 435/2395 [====>.........................] - ETA: 4:59 - loss: 607.8305 - logits_profile_predictions_loss: 603.3965 - logcount_predictions_loss: 0.2153 436/2395 [====>.........................] - ETA: 4:59 - loss: 607.8275 - logits_profile_predictions_loss: 603.3933 - logcount_predictions_loss: 0.2153 437/2395 [====>.........................] - ETA: 4:59 - loss: 607.8248 - logits_profile_predictions_loss: 603.3903 - logcount_predictions_loss: 0.2153 438/2395 [====>.........................] - ETA: 4:59 - loss: 607.8219 - logits_profile_predictions_loss: 603.3872 - logcount_predictions_loss: 0.2153 439/2395 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logits_profile_predictions_loss: 603.3655 - logcount_predictions_loss: 0.2154 446/2395 [====>.........................] - ETA: 4:57 - loss: 607.7984 - logits_profile_predictions_loss: 603.3620 - logcount_predictions_loss: 0.2154 447/2395 [====>.........................] - ETA: 4:57 - loss: 607.7955 - logits_profile_predictions_loss: 603.3588 - logcount_predictions_loss: 0.2154 448/2395 [====>.........................] - ETA: 4:57 - loss: 607.7924 - logits_profile_predictions_loss: 603.3555 - logcount_predictions_loss: 0.2154 449/2395 [====>.........................] - ETA: 4:57 - loss: 607.7889 - logits_profile_predictions_loss: 603.3518 - logcount_predictions_loss: 0.2154 450/2395 [====>.........................] - ETA: 4:57 - loss: 607.7855 - logits_profile_predictions_loss: 603.3482 - logcount_predictions_loss: 0.2154 451/2395 [====>.........................] - ETA: 4:57 - loss: 607.7819 - logits_profile_predictions_loss: 603.3444 - logcount_predictions_loss: 0.2154 452/2395 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logits_profile_predictions_loss: 603.3210 - logcount_predictions_loss: 0.2155 459/2395 [====>.........................] - ETA: 4:55 - loss: 607.7571 - logits_profile_predictions_loss: 603.3178 - logcount_predictions_loss: 0.2155 460/2395 [====>.........................] - ETA: 4:55 - loss: 607.7545 - logits_profile_predictions_loss: 603.3150 - logcount_predictions_loss: 0.2155 461/2395 [====>.........................] - ETA: 4:55 - loss: 607.7520 - logits_profile_predictions_loss: 603.3122 - logcount_predictions_loss: 0.2155 462/2395 [====>.........................] - ETA: 4:55 - loss: 607.7498 - logits_profile_predictions_loss: 603.3098 - logcount_predictions_loss: 0.2155 463/2395 [====>.........................] - ETA: 4:55 - loss: 607.7476 - logits_profile_predictions_loss: 603.3074 - logcount_predictions_loss: 0.2156 464/2395 [====>.........................] - ETA: 4:55 - loss: 607.7457 - logits_profile_predictions_loss: 603.3052 - logcount_predictions_loss: 0.2156 465/2395 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[============================>.] - ETA: 0s - loss: 604.4468 - logits_profile_predictions_loss: 599.9115 - logcount_predictions_loss: 0.2202 2391/2395 [============================>.] - ETA: 0s - loss: 604.4461 - logits_profile_predictions_loss: 599.9108 - logcount_predictions_loss: 0.2202 2392/2395 [============================>.] - ETA: 0s - loss: 604.4454 - logits_profile_predictions_loss: 599.9101 - logcount_predictions_loss: 0.2202 2393/2395 [============================>.] - ETA: 0s - loss: 604.4448 - logits_profile_predictions_loss: 599.9094 - logcount_predictions_loss: 0.2202 2394/2395 [============================>.] - ETA: 0s - loss: 604.4441 - logits_profile_predictions_loss: 599.9087 - logcount_predictions_loss: 0.2202 2395/2395 [==============================] - ETA: 0s - loss: 604.4434 - logits_profile_predictions_loss: 599.9080 - logcount_predictions_loss: 0.2202 2395/2395 [==============================] - 389s 162ms/step - loss: 604.4427 - 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logits_profile_predictions_loss: 594.9109 - logcount_predictions_loss: 0.2033 2388/2395 [============================>.] - ETA: 1s - loss: 599.0980 - logits_profile_predictions_loss: 594.9104 - logcount_predictions_loss: 0.2033 2389/2395 [============================>.] - ETA: 0s - loss: 599.0975 - logits_profile_predictions_loss: 594.9098 - logcount_predictions_loss: 0.2033 2390/2395 [============================>.] - ETA: 0s - loss: 599.0969 - logits_profile_predictions_loss: 594.9093 - logcount_predictions_loss: 0.2033 2391/2395 [============================>.] - ETA: 0s - loss: 599.0963 - logits_profile_predictions_loss: 594.9087 - logcount_predictions_loss: 0.2033 2392/2395 [============================>.] - ETA: 0s - loss: 599.0958 - logits_profile_predictions_loss: 594.9082 - logcount_predictions_loss: 0.2033 2393/2395 [============================>.] - ETA: 0s - loss: 599.0952 - logits_profile_predictions_loss: 594.9076 - logcount_predictions_loss: 0.2033 2394/2395 [============================>.] - ETA: 0s - loss: 599.0946 - logits_profile_predictions_loss: 594.9071 - logcount_predictions_loss: 0.2033 2395/2395 [==============================] - ETA: 0s - loss: 599.0941 - logits_profile_predictions_loss: 594.9065 - logcount_predictions_loss: 0.2033 2395/2395 [==============================] - 389s 162ms/step - loss: 599.0935 - logits_profile_predictions_loss: 594.9059 - logcount_predictions_loss: 0.2033 - val_loss: 729.7179 - val_logits_profile_predictions_loss: 723.8695 - val_logcount_predictions_loss: 0.2839 Epoch 00012: val_loss did not improve from 724.62115 Epoch 13/50 1/2395 [..............................] - ETA: 7:30 - loss: 599.6419 - logits_profile_predictions_loss: 597.2510 - logcount_predictions_loss: 0.1161 2/2395 [..............................] - ETA: 6:08 - loss: 580.6382 - logits_profile_predictions_loss: 577.7812 - logcount_predictions_loss: 0.1387 3/2395 [..............................] - ETA: 6:07 - loss: 583.8235 - logits_profile_predictions_loss: 580.8288 - logcount_predictions_loss: 0.1454 4/2395 [..............................] - ETA: 6:05 - loss: 581.6553 - logits_profile_predictions_loss: 578.5184 - logcount_predictions_loss: 0.1523 5/2395 [..............................] - ETA: 6:05 - loss: 580.4701 - logits_profile_predictions_loss: 577.2795 - logcount_predictions_loss: 0.1549 6/2395 [..............................] - ETA: 6:05 - loss: 581.3653 - logits_profile_predictions_loss: 578.1603 - logcount_predictions_loss: 0.1556 7/2395 [..............................] - ETA: 6:06 - loss: 581.7442 - logits_profile_predictions_loss: 578.5280 - logcount_predictions_loss: 0.1561 8/2395 [..............................] - ETA: 6:06 - loss: 581.9004 - logits_profile_predictions_loss: 578.6684 - logcount_predictions_loss: 0.1569 9/2395 [..............................] - ETA: 6:06 - loss: 583.1869 - logits_profile_predictions_loss: 579.9363 - logcount_predictions_loss: 0.1578 10/2395 [..............................] - ETA: 6:06 - loss: 584.1681 - logits_profile_predictions_loss: 580.8903 - logcount_predictions_loss: 0.1591 11/2395 [..............................] - ETA: 6:06 - loss: 585.4169 - logits_profile_predictions_loss: 582.1224 - logcount_predictions_loss: 0.1599 12/2395 [..............................] - ETA: 6:05 - loss: 586.5330 - logits_profile_predictions_loss: 583.2105 - logcount_predictions_loss: 0.1613 13/2395 [..............................] - ETA: 6:05 - loss: 587.0467 - logits_profile_predictions_loss: 583.6941 - logcount_predictions_loss: 0.1627 14/2395 [..............................] - ETA: 6:05 - loss: 587.2666 - logits_profile_predictions_loss: 583.8851 - logcount_predictions_loss: 0.1642 15/2395 [..............................] - ETA: 6:04 - loss: 587.4111 - logits_profile_predictions_loss: 584.0027 - logcount_predictions_loss: 0.1655 16/2395 [..............................] - ETA: 6:04 - loss: 587.4097 - logits_profile_predictions_loss: 583.9771 - logcount_predictions_loss: 0.1666 17/2395 [..............................] - ETA: 6:04 - loss: 587.4509 - logits_profile_predictions_loss: 583.9978 - logcount_predictions_loss: 0.1676 18/2395 [..............................] - ETA: 6:04 - loss: 587.5422 - logits_profile_predictions_loss: 584.0711 - logcount_predictions_loss: 0.1685 19/2395 [..............................] - ETA: 6:04 - loss: 587.6717 - logits_profile_predictions_loss: 584.1840 - logcount_predictions_loss: 0.1693 20/2395 [..............................] - ETA: 6:03 - loss: 587.6666 - logits_profile_predictions_loss: 584.1621 - logcount_predictions_loss: 0.1701 21/2395 [..............................] - ETA: 6:03 - loss: 587.7734 - logits_profile_predictions_loss: 584.2558 - logcount_predictions_loss: 0.1708 22/2395 [..............................] - ETA: 6:03 - loss: 588.0469 - logits_profile_predictions_loss: 584.5171 - logcount_predictions_loss: 0.1714 23/2395 [..............................] - ETA: 6:03 - loss: 588.3379 - logits_profile_predictions_loss: 584.7972 - logcount_predictions_loss: 0.1719 24/2395 [..............................] - ETA: 6:03 - loss: 588.5247 - logits_profile_predictions_loss: 584.9726 - logcount_predictions_loss: 0.1724 25/2395 [..............................] - ETA: 6:02 - loss: 588.7641 - logits_profile_predictions_loss: 585.2034 - logcount_predictions_loss: 0.1729 26/2395 [..............................] - ETA: 6:02 - loss: 588.9997 - logits_profile_predictions_loss: 585.4309 - logcount_predictions_loss: 0.1732 27/2395 [..............................] - ETA: 6:02 - loss: 589.2130 - logits_profile_predictions_loss: 585.6357 - logcount_predictions_loss: 0.1737 28/2395 [..............................] - ETA: 6:02 - loss: 589.4235 - logits_profile_predictions_loss: 585.8382 - logcount_predictions_loss: 0.1740 29/2395 [..............................] - ETA: 6:02 - loss: 589.6275 - logits_profile_predictions_loss: 586.0354 - logcount_predictions_loss: 0.1744 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[..............................] - ETA: 6:00 - loss: 590.0457 - logits_profile_predictions_loss: 586.3300 - logcount_predictions_loss: 0.1804 44/2395 [..............................] - ETA: 6:00 - loss: 589.9597 - logits_profile_predictions_loss: 586.2361 - logcount_predictions_loss: 0.1808 45/2395 [..............................] - ETA: 5:59 - loss: 589.9323 - logits_profile_predictions_loss: 586.2006 - logcount_predictions_loss: 0.1812 46/2395 [..............................] - ETA: 5:59 - loss: 589.9083 - logits_profile_predictions_loss: 586.1689 - logcount_predictions_loss: 0.1815 47/2395 [..............................] - ETA: 5:59 - loss: 589.8985 - logits_profile_predictions_loss: 586.1522 - logcount_predictions_loss: 0.1819 48/2395 [..............................] - ETA: 5:59 - loss: 589.8745 - logits_profile_predictions_loss: 586.1209 - logcount_predictions_loss: 0.1822 49/2395 [..............................] - ETA: 5:59 - loss: 589.8373 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 585.9667 - logcount_predictions_loss: 0.1878 70/2395 [..............................] - ETA: 5:56 - loss: 589.8713 - logits_profile_predictions_loss: 585.9985 - logcount_predictions_loss: 0.1880 71/2395 [..............................] - ETA: 5:56 - loss: 589.9277 - logits_profile_predictions_loss: 586.0508 - logcount_predictions_loss: 0.1882 72/2395 [..............................] - ETA: 5:55 - loss: 589.9871 - logits_profile_predictions_loss: 586.1064 - logcount_predictions_loss: 0.1884 73/2395 [..............................] - ETA: 5:55 - loss: 590.0538 - logits_profile_predictions_loss: 586.1696 - logcount_predictions_loss: 0.1886 74/2395 [..............................] - ETA: 5:55 - loss: 590.1027 - logits_profile_predictions_loss: 586.2153 - logcount_predictions_loss: 0.1887 75/2395 [..............................] - ETA: 5:55 - loss: 590.1484 - logits_profile_predictions_loss: 586.2582 - logcount_predictions_loss: 0.1888 76/2395 [..............................] - ETA: 5:55 - loss: 590.1942 - logits_profile_predictions_loss: 586.3011 - logcount_predictions_loss: 0.1890 77/2395 [..............................] - ETA: 5:55 - loss: 590.2326 - logits_profile_predictions_loss: 586.3367 - logcount_predictions_loss: 0.1891 78/2395 [..............................] - ETA: 5:54 - loss: 590.2696 - logits_profile_predictions_loss: 586.3709 - logcount_predictions_loss: 0.1893 79/2395 [..............................] - ETA: 5:54 - loss: 590.3098 - logits_profile_predictions_loss: 586.4087 - logcount_predictions_loss: 0.1894 80/2395 [>.............................] - ETA: 5:54 - loss: 590.3421 - logits_profile_predictions_loss: 586.4386 - logcount_predictions_loss: 0.1895 81/2395 [>.............................] - ETA: 5:54 - loss: 590.3740 - logits_profile_predictions_loss: 586.4681 - logcount_predictions_loss: 0.1896 82/2395 [>.............................] - ETA: 5:54 - loss: 590.4067 - logits_profile_predictions_loss: 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591.4780 - logcount_predictions_loss: 0.1953 2339/2395 [============================>.] - ETA: 8s - loss: 595.4999 - logits_profile_predictions_loss: 591.4777 - logcount_predictions_loss: 0.1953 2340/2395 [============================>.] - ETA: 8s - loss: 595.4995 - logits_profile_predictions_loss: 591.4774 - logcount_predictions_loss: 0.1953 2341/2395 [============================>.] - ETA: 8s - loss: 595.4992 - logits_profile_predictions_loss: 591.4770 - logcount_predictions_loss: 0.1953 2342/2395 [============================>.] - ETA: 8s - loss: 595.4988 - logits_profile_predictions_loss: 591.4767 - logcount_predictions_loss: 0.1953 2343/2395 [============================>.] - ETA: 7s - loss: 595.4985 - logits_profile_predictions_loss: 591.4763 - logcount_predictions_loss: 0.1953 2344/2395 [============================>.] - ETA: 7s - loss: 595.4982 - logits_profile_predictions_loss: 591.4760 - logcount_predictions_loss: 0.1953 2345/2395 [============================>.] - ETA: 7s - loss: 595.4978 - logits_profile_predictions_loss: 591.4757 - logcount_predictions_loss: 0.1953 2346/2395 [============================>.] - ETA: 7s - loss: 595.4975 - logits_profile_predictions_loss: 591.4753 - logcount_predictions_loss: 0.1953 2347/2395 [============================>.] - ETA: 7s - loss: 595.4971 - logits_profile_predictions_loss: 591.4750 - logcount_predictions_loss: 0.1953 2348/2395 [============================>.] - ETA: 7s - loss: 595.4968 - logits_profile_predictions_loss: 591.4746 - logcount_predictions_loss: 0.1953 2349/2395 [============================>.] - ETA: 7s - loss: 595.4965 - logits_profile_predictions_loss: 591.4743 - logcount_predictions_loss: 0.1953 2350/2395 [============================>.] - ETA: 6s - loss: 595.4961 - logits_profile_predictions_loss: 591.4739 - logcount_predictions_loss: 0.1953 2351/2395 [============================>.] - ETA: 6s - loss: 595.4958 - logits_profile_predictions_loss: 591.4736 - logcount_predictions_loss: 0.1953 2352/2395 [============================>.] - ETA: 6s - loss: 595.4955 - logits_profile_predictions_loss: 591.4733 - logcount_predictions_loss: 0.1953 2353/2395 [============================>.] - ETA: 6s - loss: 595.4951 - logits_profile_predictions_loss: 591.4729 - logcount_predictions_loss: 0.1953 2354/2395 [============================>.] - ETA: 6s - loss: 595.4948 - logits_profile_predictions_loss: 591.4726 - logcount_predictions_loss: 0.1953 2355/2395 [============================>.] - ETA: 6s - loss: 595.4945 - logits_profile_predictions_loss: 591.4723 - logcount_predictions_loss: 0.1953 2356/2395 [============================>.] - ETA: 5s - loss: 595.4942 - logits_profile_predictions_loss: 591.4720 - logcount_predictions_loss: 0.1953 2357/2395 [============================>.] - ETA: 5s - loss: 595.4939 - logits_profile_predictions_loss: 591.4717 - logcount_predictions_loss: 0.1953 2358/2395 [============================>.] - ETA: 5s - loss: 595.4936 - logits_profile_predictions_loss: 591.4714 - logcount_predictions_loss: 0.1953 2359/2395 [============================>.] - ETA: 5s - loss: 595.4933 - logits_profile_predictions_loss: 591.4711 - logcount_predictions_loss: 0.1953 2360/2395 [============================>.] - ETA: 5s - loss: 595.4931 - logits_profile_predictions_loss: 591.4708 - logcount_predictions_loss: 0.1953 2361/2395 [============================>.] - ETA: 5s - loss: 595.4928 - logits_profile_predictions_loss: 591.4705 - logcount_predictions_loss: 0.1953 2362/2395 [============================>.] - ETA: 5s - loss: 595.4925 - logits_profile_predictions_loss: 591.4702 - logcount_predictions_loss: 0.1953 2363/2395 [============================>.] - ETA: 4s - loss: 595.4922 - logits_profile_predictions_loss: 591.4699 - logcount_predictions_loss: 0.1953 2364/2395 [============================>.] - ETA: 4s - loss: 595.4919 - logits_profile_predictions_loss: 591.4697 - logcount_predictions_loss: 0.1953 2365/2395 [============================>.] - ETA: 4s - loss: 595.4916 - logits_profile_predictions_loss: 591.4694 - logcount_predictions_loss: 0.1953 2366/2395 [============================>.] - ETA: 4s - loss: 595.4914 - logits_profile_predictions_loss: 591.4691 - logcount_predictions_loss: 0.1953 2367/2395 [============================>.] - ETA: 4s - loss: 595.4911 - logits_profile_predictions_loss: 591.4689 - logcount_predictions_loss: 0.1953 2368/2395 [============================>.] - ETA: 4s - loss: 595.4908 - logits_profile_predictions_loss: 591.4686 - logcount_predictions_loss: 0.1953 2369/2395 [============================>.] - ETA: 3s - loss: 595.4906 - logits_profile_predictions_loss: 591.4684 - logcount_predictions_loss: 0.1953 2370/2395 [============================>.] - ETA: 3s - loss: 595.4903 - logits_profile_predictions_loss: 591.4681 - logcount_predictions_loss: 0.1953 2371/2395 [============================>.] - ETA: 3s - loss: 595.4901 - logits_profile_predictions_loss: 591.4679 - logcount_predictions_loss: 0.1953 2372/2395 [============================>.] - ETA: 3s - loss: 595.4899 - logits_profile_predictions_loss: 591.4676 - logcount_predictions_loss: 0.1953 2373/2395 [============================>.] - ETA: 3s - loss: 595.4896 - logits_profile_predictions_loss: 591.4674 - logcount_predictions_loss: 0.1953 2374/2395 [============================>.] - ETA: 3s - loss: 595.4893 - logits_profile_predictions_loss: 591.4671 - logcount_predictions_loss: 0.1953 2375/2395 [============================>.] - ETA: 3s - loss: 595.4891 - logits_profile_predictions_loss: 591.4669 - logcount_predictions_loss: 0.1953 2376/2395 [============================>.] - ETA: 2s - loss: 595.4888 - logits_profile_predictions_loss: 591.4666 - logcount_predictions_loss: 0.1953 2377/2395 [============================>.] - ETA: 2s - loss: 595.4886 - logits_profile_predictions_loss: 591.4664 - logcount_predictions_loss: 0.1953 2378/2395 [============================>.] - ETA: 2s - loss: 595.4884 - logits_profile_predictions_loss: 591.4661 - logcount_predictions_loss: 0.1953 2379/2395 [============================>.] - ETA: 2s - loss: 595.4881 - logits_profile_predictions_loss: 591.4659 - logcount_predictions_loss: 0.1953 2380/2395 [============================>.] - ETA: 2s - loss: 595.4879 - logits_profile_predictions_loss: 591.4656 - logcount_predictions_loss: 0.1953 2381/2395 [============================>.] - ETA: 2s - loss: 595.4877 - logits_profile_predictions_loss: 591.4654 - logcount_predictions_loss: 0.1953 2382/2395 [============================>.] - ETA: 1s - loss: 595.4874 - logits_profile_predictions_loss: 591.4652 - logcount_predictions_loss: 0.1953 2383/2395 [============================>.] - ETA: 1s - loss: 595.4872 - logits_profile_predictions_loss: 591.4649 - logcount_predictions_loss: 0.1953 2384/2395 [============================>.] - ETA: 1s - loss: 595.4870 - logits_profile_predictions_loss: 591.4647 - logcount_predictions_loss: 0.1953 2385/2395 [============================>.] - ETA: 1s - loss: 595.4867 - logits_profile_predictions_loss: 591.4645 - logcount_predictions_loss: 0.1953 2386/2395 [============================>.] - ETA: 1s - loss: 595.4865 - logits_profile_predictions_loss: 591.4643 - logcount_predictions_loss: 0.1953 2387/2395 [============================>.] - ETA: 1s - loss: 595.4863 - logits_profile_predictions_loss: 591.4640 - logcount_predictions_loss: 0.1953 2388/2395 [============================>.] - ETA: 1s - loss: 595.4860 - logits_profile_predictions_loss: 591.4638 - logcount_predictions_loss: 0.1953 2389/2395 [============================>.] - ETA: 0s - loss: 595.4858 - logits_profile_predictions_loss: 591.4635 - logcount_predictions_loss: 0.1953 2390/2395 [============================>.] - ETA: 0s - loss: 595.4856 - logits_profile_predictions_loss: 591.4633 - logcount_predictions_loss: 0.1953 2391/2395 [============================>.] - ETA: 0s - loss: 595.4853 - logits_profile_predictions_loss: 591.4631 - logcount_predictions_loss: 0.1953 2392/2395 [============================>.] - ETA: 0s - loss: 595.4851 - logits_profile_predictions_loss: 591.4628 - logcount_predictions_loss: 0.1953 2393/2395 [============================>.] - ETA: 0s - loss: 595.4848 - logits_profile_predictions_loss: 591.4626 - logcount_predictions_loss: 0.1953 2394/2395 [============================>.] - ETA: 0s - loss: 595.4846 - logits_profile_predictions_loss: 591.4623 - logcount_predictions_loss: 0.1953 2395/2395 [==============================] - ETA: 0s - loss: 595.4844 - logits_profile_predictions_loss: 591.4621 - logcount_predictions_loss: 0.1953 2395/2395 [==============================] - 389s 162ms/step - loss: 595.4841 - logits_profile_predictions_loss: 591.4618 - logcount_predictions_loss: 0.1953 - val_loss: 731.6516 - val_logits_profile_predictions_loss: 725.9865 - val_logcount_predictions_loss: 0.2750 Epoch 00013: val_loss did not improve from 724.62115 Restoring model weights from the end of the best epoch. Epoch 00013: early stopping save model save model without bias 2022-10-17_12-59-55: 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//ENCSR211SUT//preprocessing/bigWigs/ENCSR211SUT.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_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/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(41038, 10) loading nonpeaks... got split:test for bed regions:(39403, 10) 0/315 100/315 200/315 300/315 2022-10-17_13-05-13: 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//ENCSR211SUT//preprocessing/bigWigs/ENCSR211SUT.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_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/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(41038, 10) loading nonpeaks... got split:test for bed regions:(39403, 10) 0/315 100/315 200/315 300/315 2022-10-17_13-09-42: 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//ENCSR211SUT//preprocessing/bigWigs/ENCSR211SUT.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_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/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(41038, 10) loading nonpeaks... got split:test for bed regions:(39403, 10) 0/315 100/315 200/315 300/315 2022-10-17_13-13-13: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//footprints 2022-10-17_13-13-13: 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/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_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 1/37 [..............................] - ETA: 4:39 3/37 [=>............................] - ETA: 11s  4/37 [==>...........................] - ETA: 14s 5/37 [===>..........................] - ETA: 15s 6/37 [===>..........................] - ETA: 16s 7/37 [====>.........................] - ETA: 16s 8/37 [=====>........................] - ETA: 16s 9/37 [======>.......................] - ETA: 16s 10/37 [=======>......................] - ETA: 15s 11/37 [=======>......................] - ETA: 15s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 12s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 10s 22/37 [================>.............] - ETA: 9s  23/37 [=================>............] - ETA: 8s 24/37 [==================>...........] - ETA: 8s 25/37 [===================>..........] - ETA: 7s 26/37 [====================>.........] - ETA: 6s 27/37 [====================>.........] - ETA: 6s 28/37 [=====================>........] - ETA: 5s 29/37 [======================>.......] - ETA: 5s 30/37 [=======================>......] - ETA: 4s 31/37 [========================>.....] - ETA: 3s 32/37 [========================>.....] - ETA: 3s 33/37 [=========================>....] - ETA: 2s 34/37 [==========================>...] - ETA: 1s 35/37 [===========================>..] - ETA: 1s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 35s 748ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 23s 3/37 [=>............................] - ETA: 22s 4/37 [==>...........................] - ETA: 21s 5/37 [===>..........................] - ETA: 21s 6/37 [===>..........................] - ETA: 20s 7/37 [====>.........................] - ETA: 19s 8/37 [=====>........................] - ETA: 19s 9/37 [======>.......................] - ETA: 18s 10/37 [=======>......................] - ETA: 17s 11/37 [=======>......................] - ETA: 17s 12/37 [========>.....................] - ETA: 16s 13/37 [=========>....................] - ETA: 15s 14/37 [==========>...................] - ETA: 15s 15/37 [===========>..................] - ETA: 14s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 13s 18/37 [=============>................] - ETA: 12s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 11s 21/37 [================>.............] - ETA: 10s 22/37 [================>.............] - ETA: 9s  23/37 [=================>............] - ETA: 9s 24/37 [==================>...........] - ETA: 8s 25/37 [===================>..........] - ETA: 7s 26/37 [====================>.........] - ETA: 7s 27/37 [====================>.........] - ETA: 6s 28/37 [=====================>........] - ETA: 5s 29/37 [======================>.......] - ETA: 5s 30/37 [=======================>......] - ETA: 4s 31/37 [========================>.....] - ETA: 3s 32/37 [========================>.....] - ETA: 3s 33/37 [=========================>....] - ETA: 2s 34/37 [==========================>...] - ETA: 1s 35/37 [===========================>..] - ETA: 1s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 24s 671ms/step inserting motif: dnase_2 TGTACTTACGAA 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 23s 3/37 [=>............................] - ETA: 22s 4/37 [==>...........................] - ETA: 21s 5/37 [===>..........................] - ETA: 21s 6/37 [===>..........................] - ETA: 20s 7/37 [====>.........................] - ETA: 19s 8/37 [=====>........................] - ETA: 19s 9/37 [======>.......................] - ETA: 18s 10/37 [=======>......................] - ETA: 17s 11/37 [=======>......................] - ETA: 17s 12/37 [========>.....................] - ETA: 16s 13/37 [=========>....................] - ETA: 15s 14/37 [==========>...................] - ETA: 15s 15/37 [===========>..................] - ETA: 14s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 13s 18/37 [=============>................] - ETA: 12s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 11s 21/37 [================>.............] - ETA: 10s 22/37 [================>.............] - ETA: 9s  23/37 [=================>............] - ETA: 9s 24/37 [==================>...........] - ETA: 8s 25/37 [===================>..........] - ETA: 7s 26/37 [====================>.........] - ETA: 7s 27/37 [====================>.........] - ETA: 6s 28/37 [=====================>........] - ETA: 5s 29/37 [======================>.......] - ETA: 5s 30/37 [=======================>......] - ETA: 4s 31/37 [========================>.....] - ETA: 3s 32/37 [========================>.....] - ETA: 3s 33/37 [=========================>....] - ETA: 2s 34/37 [==========================>...] - ETA: 1s 35/37 [===========================>..] - ETA: 1s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 24s 670ms/step 1/37 [..............................] - ETA: 1s 2/37 [>.............................] - ETA: 22s 3/37 [=>............................] - ETA: 22s 4/37 [==>...........................] - ETA: 21s 5/37 [===>..........................] - ETA: 21s 6/37 [===>..........................] - ETA: 20s 7/37 [====>.........................] - ETA: 19s 8/37 [=====>........................] - ETA: 19s 9/37 [======>.......................] - ETA: 18s 10/37 [=======>......................] - ETA: 17s 11/37 [=======>......................] - ETA: 17s 12/37 [========>.....................] - ETA: 16s 13/37 [=========>....................] - ETA: 15s 14/37 [==========>...................] - ETA: 15s 15/37 [===========>..................] - ETA: 14s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 13s 18/37 [=============>................] - ETA: 12s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 11s 21/37 [================>.............] - ETA: 10s 22/37 [================>.............] - ETA: 9s  23/37 [=================>............] - ETA: 9s 24/37 [==================>...........] - ETA: 8s 25/37 [===================>..........] - ETA: 7s 26/37 [====================>.........] - ETA: 7s 27/37 [====================>.........] - ETA: 6s 28/37 [=====================>........] - ETA: 5s 29/37 [======================>.......] - ETA: 5s 30/37 [=======================>......] - ETA: 4s 31/37 [========================>.....] - ETA: 3s 32/37 [========================>.....] - ETA: 3s 33/37 [=========================>....] - ETA: 2s 34/37 [==========================>...] - ETA: 1s 35/37 [===========================>..] - ETA: 1s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 24s 671ms/step Saving marginal footprints 2022-10-17_13-15-33: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//footprints 2022-10-17_13-15-34: 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/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_bias_fold_1//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR211SUT//chrombppnet_model_encsr880cub_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 1/37 [..............................] - ETA: 2:24 3/37 [=>............................] - ETA: 1s  4/37 [==>...........................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 6/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 8/37 [=====>........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 10/37 [=======>......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 12/37 [========>.....................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 14/37 [==========>...................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 16/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 1s 18/37 [=============>................] - ETA: 1s 19/37 [==============>...............] - ETA: 1s 20/37 [===============>..............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 22/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 24/37 [==================>...........] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 26/37 [====================>.........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 28/37 [=====================>........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 30/37 [=======================>......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 7s 72ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 2s 3/37 [=>............................] - ETA: 1s 4/37 [==>...........................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 6/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 8/37 [=====>........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 10/37 [=======>......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 12/37 [========>.....................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 14/37 [==========>...................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 16/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 1s 18/37 [=============>................] - ETA: 1s 19/37 [==============>...............] - ETA: 1s 20/37 [===============>..............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 22/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 24/37 [==================>...........] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 26/37 [====================>.........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 28/37 [=====================>........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 30/37 [=======================>......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 60ms/step inserting motif: dnase_2 TGTACTTACGAA 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 2s 3/37 [=>............................] - ETA: 1s 4/37 [==>...........................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 6/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 8/37 [=====>........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 10/37 [=======>......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 12/37 [========>.....................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 14/37 [==========>...................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 16/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 1s 18/37 [=============>................] - ETA: 1s 19/37 [==============>...............] - ETA: 1s 20/37 [===============>..............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 22/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 24/37 [==================>...........] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 26/37 [====================>.........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 28/37 [=====================>........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 30/37 [=======================>......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 60ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 2s 3/37 [=>............................] - ETA: 2s 4/37 [==>...........................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 6/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 8/37 [=====>........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 10/37 [=======>......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 12/37 [========>.....................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 14/37 [==========>...................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 16/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 1s 18/37 [=============>................] - ETA: 1s 19/37 [==============>...............] - ETA: 1s 20/37 [===============>..............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 22/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 24/37 [==================>...........] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 26/37 [====================>.........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 28/37 [=====================>........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 30/37 [=======================>......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 59ms/step Saving marginal footprints