2022-09-23_06-26-19: 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/ATAC//ENCSR174SUM//preprocessing/bigWigs/ENCSR174SUM.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR174SUM//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR174SUM//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.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/atac_bias_models/fold_2/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr5', 'chr6', 'chr8', 'chr9', 'chr10', 'chr13', 'chr14', 'chr16', 'chr17', 'chr18', 'chr19', 'chr20', 'chr21', 'chrX', 'chr22', 'chr7'] Number of peaks input: 164889 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 164889 Number of peaks input: 35807 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 35807 Number of non peaks input: 166743 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 166743 Number of non peaks input: 33952 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 33952 Number of peaks after removing outliers: 163075 Number of nonpeaks after removing outliers: 146788 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ Predicting within adjust counts 1/4588 [..............................] - ETA: 8:37:14 13/4588 [..............................] - ETA: 20s  24/4588 [..............................] - ETA: 20s 36/4588 [..............................] - ETA: 20s 48/4588 [..............................] - ETA: 20s 60/4588 [..............................] - ETA: 20s 72/4588 [..............................] - ETA: 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4524/4588 [============================>.] - ETA: 0s 4536/4588 [============================>.] - ETA: 0s 4548/4588 [============================>.] - ETA: 0s 4560/4588 [============================>.] - ETA: 0s 4572/4588 [============================>.] - ETA: 0s 4584/4588 [============================>.] - ETA: 0s 4588/4588 [==============================] - ETA: 0s 4588/4588 [==============================] - 27s 4ms/step 2022-09-23_06-30-11: 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/ATAC//ENCSR174SUM//preprocessing/bigWigs/ENCSR174SUM.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.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': '29.1', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(149165, 10) loading nonpeaks... got split:train for bed regions:(132414, 10) loading peaks... got split:valid for bed regions:(13910, 10) loading nonpeaks... got split:valid for bed regions:(14374, 10) Epoch 1/50 1/2564 [..............................] - ETA: 3:59:39 - loss: 923.7437 - logits_profile_predictions_loss: 699.8928 - logcount_predictions_loss: 7.6925 2/2564 [..............................] - ETA: 6:00 - loss: 17891.3835 - logits_profile_predictions_loss: 714.4101 - logcount_predictions_loss: 590.2740 3/2564 [..............................] - ETA: 5:58 - loss: 19769.6880 - logits_profile_predictions_loss: 712.5812 - logcount_predictions_loss: 654.8834 4/2564 [..............................] - ETA: 5:57 - loss: 19301.3583 - logits_profile_predictions_loss: 714.2943 - logcount_predictions_loss: 638.7307 5/2564 [..............................] - ETA: 6:01 - loss: 18336.5183 - logits_profile_predictions_loss: 710.6977 - logcount_predictions_loss: 605.6982 6/2564 [..............................] - ETA: 6:00 - loss: 17315.1580 - logits_profile_predictions_loss: 706.8690 - logcount_predictions_loss: 570.7315 7/2564 [..............................] - ETA: 5:59 - loss: 16355.6824 - logits_profile_predictions_loss: 704.3218 - logcount_predictions_loss: 537.8474 8/2564 [..............................] - ETA: 5:58 - loss: 15486.1701 - logits_profile_predictions_loss: 703.5145 - logcount_predictions_loss: 507.9950 9/2564 [..............................] - ETA: 5:58 - loss: 14707.7963 - logits_profile_predictions_loss: 704.7125 - logcount_predictions_loss: 481.2056 10/2564 [..............................] - ETA: 5:58 - loss: 14010.6860 - logits_profile_predictions_loss: 706.3220 - logcount_predictions_loss: 457.1946 11/2564 [..............................] - ETA: 5:57 - loss: 13384.3663 - logits_profile_predictions_loss: 707.6487 - logcount_predictions_loss: 435.6260 12/2564 [..............................] - ETA: 5:57 - loss: 12819.5146 - logits_profile_predictions_loss: 708.7811 - logcount_predictions_loss: 416.1764 13/2564 [..............................] - ETA: 5:56 - loss: 12308.5393 - logits_profile_predictions_loss: 710.0154 - logcount_predictions_loss: 398.5747 14/2564 [..............................] - ETA: 5:56 - loss: 11843.7225 - logits_profile_predictions_loss: 710.8525 - logcount_predictions_loss: 382.5728 15/2564 [..............................] - ETA: 5:56 - loss: 11419.7571 - logits_profile_predictions_loss: 711.9234 - logcount_predictions_loss: 367.9667 16/2564 [..............................] - ETA: 5:55 - loss: 11030.9945 - logits_profile_predictions_loss: 712.7690 - logcount_predictions_loss: 354.5782 17/2564 [..............................] - ETA: 5:55 - loss: 10672.9061 - logits_profile_predictions_loss: 713.1391 - logcount_predictions_loss: 342.2600 18/2564 [..............................] - ETA: 5:55 - loss: 10342.1493 - logits_profile_predictions_loss: 713.3589 - logcount_predictions_loss: 330.8862 19/2564 [..............................] - ETA: 5:55 - loss: 10035.6874 - logits_profile_predictions_loss: 713.4482 - logcount_predictions_loss: 320.3518 20/2564 [..............................] - ETA: 5:55 - loss: 9750.7408 - logits_profile_predictions_loss: 713.3819 - logcount_predictions_loss: 310.5621  21/2564 [..............................] - ETA: 5:54 - loss: 9484.9743 - logits_profile_predictions_loss: 713.1038 - logcount_predictions_loss: 301.4388 22/2564 [..............................] - ETA: 5:54 - loss: 9236.7154 - logits_profile_predictions_loss: 712.8496 - logcount_predictions_loss: 292.9163 23/2564 [..............................] - ETA: 5:54 - loss: 9004.4543 - logits_profile_predictions_loss: 712.7834 - logcount_predictions_loss: 284.9371 24/2564 [..............................] - ETA: 5:54 - loss: 8786.2653 - logits_profile_predictions_loss: 712.5887 - logcount_predictions_loss: 277.4459 25/2564 [..............................] - ETA: 5:54 - loss: 8580.8635 - logits_profile_predictions_loss: 712.2774 - logcount_predictions_loss: 270.3981 26/2564 [..............................] - ETA: 5:53 - loss: 8387.4328 - logits_profile_predictions_loss: 712.1190 - logcount_predictions_loss: 263.7565 27/2564 [..............................] - ETA: 5:53 - loss: 8204.7427 - logits_profile_predictions_loss: 711.9529 - logcount_predictions_loss: 257.4842 28/2564 [..............................] - ETA: 5:53 - loss: 8031.9398 - logits_profile_predictions_loss: 711.8351 - logcount_predictions_loss: 251.5500 29/2564 [..............................] - ETA: 5:53 - loss: 7868.1182 - logits_profile_predictions_loss: 711.6789 - logcount_predictions_loss: 245.9257 30/2564 [..............................] - ETA: 5:53 - loss: 7712.6892 - logits_profile_predictions_loss: 711.5749 - logcount_predictions_loss: 240.5881 31/2564 [..............................] - ETA: 5:53 - loss: 7564.9143 - logits_profile_predictions_loss: 711.4678 - logcount_predictions_loss: 235.5136 32/2564 [..............................] - ETA: 5:52 - loss: 7424.0204 - logits_profile_predictions_loss: 711.2115 - logcount_predictions_loss: 230.6807 33/2564 [..............................] - ETA: 5:52 - loss: 7289.7291 - logits_profile_predictions_loss: 710.9735 - logcount_predictions_loss: 226.0741 34/2564 [..............................] - ETA: 5:52 - loss: 7161.4644 - logits_profile_predictions_loss: 710.6716 - logcount_predictions_loss: 221.6767 35/2564 [..............................] - ETA: 5:52 - loss: 7038.6868 - logits_profile_predictions_loss: 710.2213 - logcount_predictions_loss: 217.4730 36/2564 [..............................] - ETA: 5:52 - loss: 6921.2287 - logits_profile_predictions_loss: 709.7865 - logcount_predictions_loss: 213.4516 37/2564 [..............................] - ETA: 5:52 - loss: 6808.6353 - logits_profile_predictions_loss: 709.2933 - logcount_predictions_loss: 209.5994 38/2564 [..............................] - ETA: 5:51 - loss: 6700.8309 - logits_profile_predictions_loss: 708.9264 - logcount_predictions_loss: 205.9074 39/2564 [..............................] - ETA: 5:51 - loss: 6597.3241 - logits_profile_predictions_loss: 708.5305 - logcount_predictions_loss: 202.3640 40/2564 [..............................] - ETA: 5:51 - loss: 6497.8224 - logits_profile_predictions_loss: 708.0787 - logcount_predictions_loss: 198.9602 41/2564 [..............................] - ETA: 5:51 - loss: 6402.1273 - logits_profile_predictions_loss: 707.6308 - logcount_predictions_loss: 195.6871 42/2564 [..............................] - ETA: 5:51 - loss: 6310.0885 - logits_profile_predictions_loss: 707.2235 - logcount_predictions_loss: 192.5383 43/2564 [..............................] - ETA: 5:51 - loss: 6221.5617 - logits_profile_predictions_loss: 706.9123 - logcount_predictions_loss: 189.5068 44/2564 [..............................] - ETA: 5:50 - loss: 6136.1644 - logits_profile_predictions_loss: 706.5545 - logcount_predictions_loss: 186.5845 45/2564 [..............................] - ETA: 5:50 - loss: 6053.7904 - logits_profile_predictions_loss: 706.1980 - logcount_predictions_loss: 183.7660 46/2564 [..............................] - ETA: 5:50 - loss: 5974.2810 - logits_profile_predictions_loss: 705.8496 - logcount_predictions_loss: 181.0457 47/2564 [..............................] - ETA: 5:50 - loss: 5897.5577 - logits_profile_predictions_loss: 705.5704 - logcount_predictions_loss: 178.4188 48/2564 [..............................] - ETA: 5:50 - loss: 5823.4556 - logits_profile_predictions_loss: 705.3411 - logcount_predictions_loss: 175.8802 49/2564 [..............................] - ETA: 5:50 - loss: 5751.8007 - logits_profile_predictions_loss: 705.1298 - logcount_predictions_loss: 173.4251 50/2564 [..............................] - ETA: 5:49 - loss: 5682.4789 - logits_profile_predictions_loss: 704.9446 - logcount_predictions_loss: 171.0493 51/2564 [..............................] - ETA: 5:49 - loss: 5615.3491 - logits_profile_predictions_loss: 704.7657 - logcount_predictions_loss: 168.7486 52/2564 [..............................] - ETA: 5:49 - loss: 5550.4376 - logits_profile_predictions_loss: 704.6911 - logcount_predictions_loss: 166.5205 53/2564 [..............................] - ETA: 5:49 - loss: 5487.4490 - logits_profile_predictions_loss: 704.5728 - logcount_predictions_loss: 164.3600 54/2564 [..............................] - ETA: 5:49 - loss: 5426.3368 - logits_profile_predictions_loss: 704.4442 - logcount_predictions_loss: 162.2643 55/2564 [..............................] - ETA: 5:49 - loss: 5367.0178 - logits_profile_predictions_loss: 704.3115 - logcount_predictions_loss: 160.2304 56/2564 [..............................] - ETA: 5:49 - loss: 5309.4207 - logits_profile_predictions_loss: 704.1810 - logcount_predictions_loss: 158.2556 57/2564 [..............................] - ETA: 5:48 - loss: 5253.4649 - logits_profile_predictions_loss: 704.0514 - logcount_predictions_loss: 156.3372 58/2564 [..............................] - ETA: 5:48 - loss: 5199.0995 - logits_profile_predictions_loss: 703.9387 - logcount_predictions_loss: 154.4729 59/2564 [..............................] - ETA: 5:48 - loss: 5146.2162 - logits_profile_predictions_loss: 703.8119 - logcount_predictions_loss: 152.6599 60/2564 [..............................] - ETA: 5:48 - loss: 5094.7476 - logits_profile_predictions_loss: 703.6658 - logcount_predictions_loss: 150.8963 61/2564 [..............................] - ETA: 5:48 - loss: 5044.6594 - logits_profile_predictions_loss: 703.5235 - logcount_predictions_loss: 149.1799 62/2564 [..............................] - ETA: 5:48 - loss: 4995.8603 - logits_profile_predictions_loss: 703.3553 - logcount_predictions_loss: 147.5088 63/2564 [..............................] - ETA: 5:48 - loss: 4948.3407 - logits_profile_predictions_loss: 703.1979 - logcount_predictions_loss: 145.8812 64/2564 [..............................] - ETA: 5:47 - loss: 4902.0589 - logits_profile_predictions_loss: 703.0556 - logcount_predictions_loss: 144.2956 65/2564 [..............................] - ETA: 5:47 - loss: 4856.9498 - logits_profile_predictions_loss: 702.9187 - logcount_predictions_loss: 142.7502 66/2564 [..............................] - ETA: 5:47 - loss: 4812.9991 - logits_profile_predictions_loss: 702.8074 - logcount_predictions_loss: 141.2437 67/2564 [..............................] - ETA: 5:47 - loss: 4770.0771 - logits_profile_predictions_loss: 702.6567 - logcount_predictions_loss: 139.7739 68/2564 [..............................] - ETA: 5:47 - loss: 4728.1832 - logits_profile_predictions_loss: 702.4989 - logcount_predictions_loss: 138.3397 69/2564 [..............................] - ETA: 5:47 - loss: 4687.3026 - logits_profile_predictions_loss: 702.3508 - logcount_predictions_loss: 136.9399 70/2564 [..............................] - ETA: 5:47 - loss: 4647.3767 - logits_profile_predictions_loss: 702.1970 - logcount_predictions_loss: 135.5732 71/2564 [..............................] - ETA: 5:46 - loss: 4608.3838 - logits_profile_predictions_loss: 702.0469 - logcount_predictions_loss: 134.2384 72/2564 [..............................] - ETA: 5:46 - loss: 4570.2817 - logits_profile_predictions_loss: 701.8930 - logcount_predictions_loss: 132.9343 73/2564 [..............................] - ETA: 5:46 - loss: 4533.0392 - logits_profile_predictions_loss: 701.7373 - logcount_predictions_loss: 131.6599 74/2564 [..............................] - ETA: 5:46 - loss: 4496.6182 - logits_profile_predictions_loss: 701.5735 - logcount_predictions_loss: 130.4139 75/2564 [..............................] - ETA: 5:46 - loss: 4461.0014 - logits_profile_predictions_loss: 701.4104 - logcount_predictions_loss: 129.1956 76/2564 [..............................] - ETA: 5:46 - loss: 4426.2041 - logits_profile_predictions_loss: 701.2830 - logcount_predictions_loss: 128.0042 77/2564 [..............................] - ETA: 5:45 - loss: 4392.1961 - logits_profile_predictions_loss: 701.1842 - logcount_predictions_loss: 126.8389 78/2564 [..............................] - ETA: 5:45 - loss: 4358.9227 - logits_profile_predictions_loss: 701.0910 - logcount_predictions_loss: 125.6987 79/2564 [..............................] - ETA: 5:45 - loss: 4326.3969 - logits_profile_predictions_loss: 701.0334 - logcount_predictions_loss: 124.5829 80/2564 [..............................] - ETA: 5:45 - loss: 4294.5646 - logits_profile_predictions_loss: 700.9874 - logcount_predictions_loss: 123.4906 81/2564 [..............................] - ETA: 5:45 - loss: 4263.3522 - logits_profile_predictions_loss: 700.9144 - logcount_predictions_loss: 122.4205 82/2564 [..............................] - ETA: 5:45 - loss: 4232.7598 - logits_profile_predictions_loss: 700.8326 - logcount_predictions_loss: 121.3721 83/2564 [..............................] - ETA: 5:45 - loss: 4202.7784 - logits_profile_predictions_loss: 700.7482 - logcount_predictions_loss: 120.3447 84/2564 [..............................] - ETA: 5:44 - loss: 4173.3687 - logits_profile_predictions_loss: 700.6459 - logcount_predictions_loss: 119.3375 85/2564 [..............................] - ETA: 5:44 - loss: 4144.5489 - logits_profile_predictions_loss: 700.5528 - logcount_predictions_loss: 118.3504 86/2564 [>.............................] - ETA: 5:44 - loss: 4116.2889 - logits_profile_predictions_loss: 700.4587 - logcount_predictions_loss: 117.3825 87/2564 [>.............................] - ETA: 5:44 - loss: 4088.5886 - logits_profile_predictions_loss: 700.3787 - logcount_predictions_loss: 116.4333 88/2564 [>.............................] - ETA: 5:44 - loss: 4061.4310 - logits_profile_predictions_loss: 700.3118 - logcount_predictions_loss: 115.5024 89/2564 [>.............................] - ETA: 5:44 - loss: 4034.7732 - logits_profile_predictions_loss: 700.2359 - logcount_predictions_loss: 114.5889 90/2564 [>.............................] - ETA: 5:44 - loss: 4008.6051 - logits_profile_predictions_loss: 700.1550 - logcount_predictions_loss: 113.6924 91/2564 [>.............................] - ETA: 5:43 - loss: 3982.9525 - logits_profile_predictions_loss: 700.1009 - logcount_predictions_loss: 112.8128 92/2564 [>.............................] - ETA: 5:43 - loss: 3957.7773 - logits_profile_predictions_loss: 700.0537 - logcount_predictions_loss: 111.9493 93/2564 [>.............................] - ETA: 5:43 - loss: 3933.0513 - logits_profile_predictions_loss: 700.0017 - logcount_predictions_loss: 111.1014 94/2564 [>.............................] - ETA: 5:43 - loss: 3908.7663 - logits_profile_predictions_loss: 699.9474 - logcount_predictions_loss: 110.2687 95/2564 [>.............................] - ETA: 5:43 - loss: 3884.9025 - 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102/2564 [>.............................] - ETA: 5:42 - loss: 3728.9545 - logits_profile_predictions_loss: 699.4651 - logcount_predictions_loss: 104.1062 103/2564 [>.............................] - ETA: 5:42 - loss: 3708.1281 - logits_profile_predictions_loss: 699.3956 - logcount_predictions_loss: 103.3929 104/2564 [>.............................] - ETA: 5:42 - loss: 3687.6468 - logits_profile_predictions_loss: 699.3305 - logcount_predictions_loss: 102.6913 105/2564 [>.............................] - ETA: 5:41 - loss: 3667.4879 - logits_profile_predictions_loss: 699.2595 - logcount_predictions_loss: 102.0010 106/2564 [>.............................] - ETA: 5:41 - loss: 3647.6520 - logits_profile_predictions_loss: 699.1893 - logcount_predictions_loss: 101.3217 107/2564 [>.............................] - ETA: 5:41 - loss: 3628.1286 - logits_profile_predictions_loss: 699.1185 - logcount_predictions_loss: 100.6533 108/2564 [>.............................] - ETA: 5:41 - loss: 3608.8985 - logits_profile_predictions_loss: 699.0387 - logcount_predictions_loss: 99.9952  109/2564 [>.............................] - ETA: 5:41 - loss: 3589.9585 - logits_profile_predictions_loss: 698.9531 - logcount_predictions_loss: 99.3473 110/2564 [>.............................] - ETA: 5:41 - loss: 3571.3036 - logits_profile_predictions_loss: 698.8619 - logcount_predictions_loss: 98.7093 111/2564 [>.............................] - ETA: 5:41 - loss: 3552.9195 - logits_profile_predictions_loss: 698.7597 - logcount_predictions_loss: 98.0811 112/2564 [>.............................] - ETA: 5:40 - loss: 3534.8323 - logits_profile_predictions_loss: 698.6731 - logcount_predictions_loss: 97.4625 113/2564 [>.............................] - ETA: 5:40 - loss: 3517.0237 - logits_profile_predictions_loss: 698.5921 - logcount_predictions_loss: 96.8533 114/2564 [>.............................] - ETA: 5:40 - loss: 3499.4804 - logits_profile_predictions_loss: 698.5125 - logcount_predictions_loss: 96.2532 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440/2564 [====>.........................] - ETA: 4:55 - loss: 1732.2342 - logits_profile_predictions_loss: 680.0672 - logcount_predictions_loss: 36.1569 441/2564 [====>.........................] - ETA: 4:55 - loss: 1730.4144 - logits_profile_predictions_loss: 680.0261 - logcount_predictions_loss: 36.0958 442/2564 [====>.........................] - ETA: 4:55 - loss: 1728.6016 - logits_profile_predictions_loss: 679.9851 - logcount_predictions_loss: 36.0349 443/2564 [====>.........................] - ETA: 4:54 - loss: 1726.7955 - logits_profile_predictions_loss: 679.9438 - logcount_predictions_loss: 35.9743 444/2564 [====>.........................] - ETA: 4:54 - loss: 1724.9964 - logits_profile_predictions_loss: 679.9026 - logcount_predictions_loss: 35.9139 445/2564 [====>.........................] - ETA: 4:54 - loss: 1723.2045 - logits_profile_predictions_loss: 679.8618 - logcount_predictions_loss: 35.8537 446/2564 [====>.........................] - ETA: 4:54 - loss: 1721.4194 - 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logits_profile_predictions_loss: 677.6623 - logcount_predictions_loss: 32.9664 499/2564 [====>.........................] - ETA: 4:47 - loss: 1635.5059 - logits_profile_predictions_loss: 677.6202 - logcount_predictions_loss: 32.9170 500/2564 [====>.........................] - ETA: 4:47 - loss: 1634.0334 - logits_profile_predictions_loss: 677.5787 - logcount_predictions_loss: 32.8678 501/2564 [====>.........................] - ETA: 4:46 - loss: 1632.5656 - logits_profile_predictions_loss: 677.5369 - logcount_predictions_loss: 32.8188 502/2564 [====>.........................] - ETA: 4:46 - loss: 1631.1028 - logits_profile_predictions_loss: 677.4952 - logcount_predictions_loss: 32.7700 503/2564 [====>.........................] - ETA: 4:46 - loss: 1629.6454 - logits_profile_predictions_loss: 677.4540 - logcount_predictions_loss: 32.7213 504/2564 [====>.........................] - ETA: 4:46 - loss: 1628.1935 - logits_profile_predictions_loss: 677.4133 - logcount_predictions_loss: 32.6728 505/2564 [====>.........................] - ETA: 4:46 - loss: 1626.7468 - logits_profile_predictions_loss: 677.3729 - logcount_predictions_loss: 32.6245 506/2564 [====>.........................] - ETA: 4:46 - loss: 1625.3056 - logits_profile_predictions_loss: 677.3332 - logcount_predictions_loss: 32.5764 507/2564 [====>.........................] - ETA: 4:46 - loss: 1623.8688 - logits_profile_predictions_loss: 677.2933 - logcount_predictions_loss: 32.5284 508/2564 [====>.........................] - ETA: 4:45 - loss: 1622.4366 - logits_profile_predictions_loss: 677.2531 - logcount_predictions_loss: 32.4805 509/2564 [====>.........................] - ETA: 4:45 - loss: 1621.0093 - logits_profile_predictions_loss: 677.2132 - logcount_predictions_loss: 32.4328 510/2564 [====>.........................] - ETA: 4:45 - loss: 1619.5868 - logits_profile_predictions_loss: 677.1732 - logcount_predictions_loss: 32.3853 511/2564 [====>.........................] - ETA: 4:45 - loss: 1618.1692 - logits_profile_predictions_loss: 677.1335 - logcount_predictions_loss: 32.3380 512/2564 [====>.........................] - ETA: 4:45 - loss: 1616.7561 - logits_profile_predictions_loss: 677.0936 - logcount_predictions_loss: 32.2908 513/2564 [=====>........................] - ETA: 4:45 - loss: 1615.3479 - logits_profile_predictions_loss: 677.0540 - logcount_predictions_loss: 32.2438 514/2564 [=====>........................] - ETA: 4:45 - loss: 1613.9444 - logits_profile_predictions_loss: 677.0145 - logcount_predictions_loss: 32.1969 515/2564 [=====>........................] - ETA: 4:44 - loss: 1612.5457 - logits_profile_predictions_loss: 676.9751 - logcount_predictions_loss: 32.1502 516/2564 [=====>........................] - ETA: 4:44 - loss: 1611.1516 - logits_profile_predictions_loss: 676.9357 - logcount_predictions_loss: 32.1036 517/2564 [=====>........................] - ETA: 4:44 - loss: 1609.7625 - logits_profile_predictions_loss: 676.8968 - logcount_predictions_loss: 32.0572 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[..............................] - ETA: 6:00 - loss: 562.7462 - logits_profile_predictions_loss: 524.7457 - logcount_predictions_loss: 1.3059 6/2564 [..............................] - ETA: 5:59 - loss: 563.9001 - logits_profile_predictions_loss: 526.1615 - logcount_predictions_loss: 1.2969 7/2564 [..............................] - ETA: 5:58 - loss: 564.2701 - logits_profile_predictions_loss: 526.6479 - logcount_predictions_loss: 1.2929 8/2564 [..............................] - ETA: 5:57 - loss: 566.0671 - logits_profile_predictions_loss: 528.3035 - logcount_predictions_loss: 1.2977 9/2564 [..............................] - ETA: 5:57 - loss: 566.6559 - logits_profile_predictions_loss: 528.8752 - logcount_predictions_loss: 1.2983 10/2564 [..............................] - ETA: 5:56 - loss: 568.2287 - logits_profile_predictions_loss: 530.3510 - logcount_predictions_loss: 1.3016 11/2564 [..............................] - ETA: 5:56 - loss: 569.4879 - logits_profile_predictions_loss: 531.5664 - logcount_predictions_loss: 1.3031 12/2564 [..............................] - ETA: 5:55 - loss: 570.3759 - logits_profile_predictions_loss: 532.4870 - logcount_predictions_loss: 1.3020 13/2564 [..............................] - ETA: 5:55 - loss: 571.3518 - logits_profile_predictions_loss: 533.4589 - logcount_predictions_loss: 1.3022 14/2564 [..............................] - ETA: 5:55 - loss: 571.8491 - logits_profile_predictions_loss: 533.9173 - logcount_predictions_loss: 1.3035 15/2564 [..............................] - ETA: 5:55 - loss: 571.6480 - logits_profile_predictions_loss: 533.6836 - logcount_predictions_loss: 1.3046 16/2564 [..............................] - ETA: 5:54 - loss: 571.4355 - logits_profile_predictions_loss: 533.4839 - logcount_predictions_loss: 1.3042 17/2564 [..............................] - ETA: 5:54 - loss: 571.3510 - logits_profile_predictions_loss: 533.4205 - logcount_predictions_loss: 1.3035 18/2564 [..............................] - ETA: 5:54 - 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25/2564 [..............................] - ETA: 5:53 - loss: 573.4657 - logits_profile_predictions_loss: 535.6858 - logcount_predictions_loss: 1.2983 26/2564 [..............................] - ETA: 5:53 - loss: 574.0439 - logits_profile_predictions_loss: 536.2592 - logcount_predictions_loss: 1.2984 27/2564 [..............................] - ETA: 5:52 - loss: 574.7256 - logits_profile_predictions_loss: 536.9432 - logcount_predictions_loss: 1.2984 28/2564 [..............................] - ETA: 5:52 - loss: 575.5461 - logits_profile_predictions_loss: 537.7649 - logcount_predictions_loss: 1.2983 29/2564 [..............................] - ETA: 5:52 - loss: 576.2551 - logits_profile_predictions_loss: 538.4679 - logcount_predictions_loss: 1.2985 30/2564 [..............................] - ETA: 5:52 - loss: 576.9028 - logits_profile_predictions_loss: 539.1225 - logcount_predictions_loss: 1.2983 31/2564 [..............................] - ETA: 5:52 - loss: 577.4980 - 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[..............................] - ETA: 5:51 - loss: 580.1349 - logits_profile_predictions_loss: 542.4001 - logcount_predictions_loss: 1.2967 39/2564 [..............................] - ETA: 5:51 - loss: 580.3385 - logits_profile_predictions_loss: 542.5999 - logcount_predictions_loss: 1.2969 40/2564 [..............................] - ETA: 5:50 - loss: 580.5006 - logits_profile_predictions_loss: 542.7596 - logcount_predictions_loss: 1.2969 41/2564 [..............................] - ETA: 5:50 - loss: 580.6875 - logits_profile_predictions_loss: 542.9444 - logcount_predictions_loss: 1.2970 42/2564 [..............................] - ETA: 5:50 - loss: 580.8707 - logits_profile_predictions_loss: 543.1178 - logcount_predictions_loss: 1.2973 43/2564 [..............................] - ETA: 5:50 - loss: 581.1067 - logits_profile_predictions_loss: 543.3500 - logcount_predictions_loss: 1.2975 44/2564 [..............................] - ETA: 5:50 - loss: 581.3389 - logits_profile_predictions_loss: 543.5738 - logcount_predictions_loss: 1.2978 45/2564 [..............................] - ETA: 5:50 - loss: 581.5410 - logits_profile_predictions_loss: 543.7710 - logcount_predictions_loss: 1.2979 46/2564 [..............................] - ETA: 5:50 - loss: 581.6892 - logits_profile_predictions_loss: 543.9128 - logcount_predictions_loss: 1.2982 47/2564 [..............................] - ETA: 5:50 - loss: 581.8605 - logits_profile_predictions_loss: 544.0772 - logcount_predictions_loss: 1.2984 48/2564 [..............................] - ETA: 5:49 - loss: 582.0286 - logits_profile_predictions_loss: 544.2378 - logcount_predictions_loss: 1.2987 49/2564 [..............................] - ETA: 5:49 - loss: 582.2022 - logits_profile_predictions_loss: 544.4015 - logcount_predictions_loss: 1.2990 50/2564 [..............................] - ETA: 5:49 - loss: 582.3668 - logits_profile_predictions_loss: 544.5564 - logcount_predictions_loss: 1.2993 51/2564 [..............................] - ETA: 5:49 - 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[..............................] - ETA: 5:46 - loss: 584.3182 - logits_profile_predictions_loss: 546.2416 - logcount_predictions_loss: 1.3085 72/2564 [..............................] - ETA: 5:46 - loss: 584.3391 - logits_profile_predictions_loss: 546.2446 - logcount_predictions_loss: 1.3091 73/2564 [..............................] - ETA: 5:46 - loss: 584.3449 - logits_profile_predictions_loss: 546.2336 - logcount_predictions_loss: 1.3097 74/2564 [..............................] - ETA: 5:46 - loss: 584.3643 - logits_profile_predictions_loss: 546.2361 - logcount_predictions_loss: 1.3102 75/2564 [..............................] - ETA: 5:46 - loss: 584.3742 - logits_profile_predictions_loss: 546.2299 - logcount_predictions_loss: 1.3108 76/2564 [..............................] - ETA: 5:45 - loss: 584.3732 - logits_profile_predictions_loss: 546.2147 - logcount_predictions_loss: 1.3113 77/2564 [..............................] - ETA: 5:45 - loss: 584.3760 - logits_profile_predictions_loss: 546.2028 - logcount_predictions_loss: 1.3118 78/2564 [..............................] - ETA: 5:45 - loss: 584.3799 - logits_profile_predictions_loss: 546.1938 - logcount_predictions_loss: 1.3122 79/2564 [..............................] - ETA: 5:45 - loss: 584.3717 - logits_profile_predictions_loss: 546.1751 - logcount_predictions_loss: 1.3126 80/2564 [..............................] - ETA: 5:45 - loss: 584.3586 - logits_profile_predictions_loss: 546.1520 - logcount_predictions_loss: 1.3129 81/2564 [..............................] - ETA: 5:45 - loss: 584.3419 - logits_profile_predictions_loss: 546.1269 - logcount_predictions_loss: 1.3132 82/2564 [..............................] - ETA: 5:45 - loss: 584.3337 - logits_profile_predictions_loss: 546.1112 - logcount_predictions_loss: 1.3135 83/2564 [..............................] - ETA: 5:44 - loss: 584.3086 - logits_profile_predictions_loss: 546.0772 - logcount_predictions_loss: 1.3138 84/2564 [..............................] - ETA: 5:44 - 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[>.............................] - ETA: 5:41 - loss: 583.7545 - logits_profile_predictions_loss: 545.4738 - logcount_predictions_loss: 1.3155 105/2564 [>.............................] - ETA: 5:41 - loss: 583.7289 - logits_profile_predictions_loss: 545.4476 - logcount_predictions_loss: 1.3155 106/2564 [>.............................] - ETA: 5:41 - loss: 583.7029 - logits_profile_predictions_loss: 545.4203 - logcount_predictions_loss: 1.3156 107/2564 [>.............................] - ETA: 5:41 - loss: 583.6713 - logits_profile_predictions_loss: 545.3877 - logcount_predictions_loss: 1.3156 108/2564 [>.............................] - ETA: 5:41 - loss: 583.6358 - logits_profile_predictions_loss: 545.3514 - logcount_predictions_loss: 1.3156 109/2564 [>.............................] - ETA: 5:41 - loss: 583.6135 - logits_profile_predictions_loss: 545.3278 - logcount_predictions_loss: 1.3157 110/2564 [>.............................] - ETA: 5:41 - loss: 583.5900 - 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[>.............................] - ETA: 5:40 - loss: 583.4806 - logits_profile_predictions_loss: 545.1731 - logcount_predictions_loss: 1.3164 118/2564 [>.............................] - ETA: 5:40 - loss: 583.4764 - logits_profile_predictions_loss: 545.1650 - logcount_predictions_loss: 1.3165 119/2564 [>.............................] - ETA: 5:39 - loss: 583.4721 - logits_profile_predictions_loss: 545.1570 - logcount_predictions_loss: 1.3167 120/2564 [>.............................] - ETA: 5:39 - loss: 583.4697 - logits_profile_predictions_loss: 545.1504 - logcount_predictions_loss: 1.3168 121/2564 [>.............................] - ETA: 5:39 - loss: 583.4621 - logits_profile_predictions_loss: 545.1388 - logcount_predictions_loss: 1.3170 122/2564 [>.............................] - ETA: 5:39 - loss: 583.4522 - logits_profile_predictions_loss: 545.1247 - logcount_predictions_loss: 1.3171 123/2564 [>.............................] - ETA: 5:39 - loss: 583.4459 - 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[============================>.] - ETA: 0s - loss: 581.9937 - logits_profile_predictions_loss: 542.9219 - logcount_predictions_loss: 1.3427 2563/2564 [============================>.] - ETA: 0s - loss: 581.9916 - logits_profile_predictions_loss: 542.9201 - logcount_predictions_loss: 1.3427 2564/2564 [==============================] - ETA: 0s - loss: 581.9896 - logits_profile_predictions_loss: 542.9183 - logcount_predictions_loss: 1.3427 2564/2564 [==============================] - 371s 145ms/step - loss: 581.9875 - logits_profile_predictions_loss: 542.9166 - logcount_predictions_loss: 1.3426 - val_loss: 594.9726 - val_logits_profile_predictions_loss: 559.2123 - val_logcount_predictions_loss: 1.2289 Epoch 00002: val_loss improved from 621.90173 to 594.97260, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 3/50 1/2564 [..............................] - ETA: 6:37 - loss: 587.8652 - 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[..............................] - ETA: 5:55 - loss: 580.1105 - logits_profile_predictions_loss: 539.6377 - logcount_predictions_loss: 1.3908 9/2564 [..............................] - ETA: 5:55 - loss: 579.6294 - logits_profile_predictions_loss: 538.9940 - logcount_predictions_loss: 1.3964 10/2564 [..............................] - ETA: 5:54 - loss: 579.4545 - logits_profile_predictions_loss: 538.8109 - logcount_predictions_loss: 1.3967 11/2564 [..............................] - ETA: 5:54 - loss: 579.1583 - logits_profile_predictions_loss: 538.6164 - logcount_predictions_loss: 1.3932 12/2564 [..............................] - ETA: 5:54 - loss: 578.7729 - logits_profile_predictions_loss: 538.3471 - logcount_predictions_loss: 1.3892 13/2564 [..............................] - ETA: 5:54 - loss: 578.0935 - logits_profile_predictions_loss: 537.7281 - logcount_predictions_loss: 1.3871 14/2564 [..............................] - ETA: 5:54 - loss: 577.3786 - logits_profile_predictions_loss: 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[==============================] - 371s 145ms/step - loss: 558.6332 - logits_profile_predictions_loss: 522.8058 - logcount_predictions_loss: 1.2312 - val_loss: 580.3228 - val_logits_profile_predictions_loss: 548.5340 - val_logcount_predictions_loss: 1.0924 Epoch 00003: val_loss improved from 594.97260 to 580.32275, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 4/50 1/2564 [..............................] - ETA: 6:37 - loss: 441.1647 - logits_profile_predictions_loss: 407.9117 - logcount_predictions_loss: 1.1427 2/2564 [..............................] - ETA: 6:10 - loss: 472.0072 - logits_profile_predictions_loss: 439.2404 - logcount_predictions_loss: 1.1260 3/2564 [..............................] - ETA: 6:02 - loss: 483.0651 - logits_profile_predictions_loss: 449.9105 - logcount_predictions_loss: 1.1393 4/2564 [..............................] - ETA: 5:59 - loss: 490.0319 - logits_profile_predictions_loss: 457.1972 - logcount_predictions_loss: 1.1283 5/2564 [..............................] - ETA: 5:58 - loss: 497.0093 - logits_profile_predictions_loss: 464.2830 - logcount_predictions_loss: 1.1246 6/2564 [..............................] - ETA: 5:57 - loss: 501.2716 - logits_profile_predictions_loss: 468.6213 - logcount_predictions_loss: 1.1220 7/2564 [..............................] - ETA: 5:57 - loss: 503.2306 - logits_profile_predictions_loss: 470.7579 - logcount_predictions_loss: 1.1159 8/2564 [..............................] - ETA: 5:56 - loss: 504.8840 - logits_profile_predictions_loss: 472.3568 - logcount_predictions_loss: 1.1178 9/2564 [..............................] - ETA: 5:56 - loss: 508.0758 - logits_profile_predictions_loss: 475.4493 - logcount_predictions_loss: 1.1212 10/2564 [..............................] - ETA: 5:56 - loss: 510.0347 - logits_profile_predictions_loss: 477.3561 - logcount_predictions_loss: 1.1230 11/2564 [..............................] - ETA: 5:55 - loss: 511.2083 - logits_profile_predictions_loss: 478.5507 - logcount_predictions_loss: 1.1223 12/2564 [..............................] - ETA: 5:55 - loss: 512.5387 - logits_profile_predictions_loss: 479.9159 - logcount_predictions_loss: 1.1211 13/2564 [..............................] - ETA: 5:55 - loss: 514.5208 - logits_profile_predictions_loss: 481.8991 - logcount_predictions_loss: 1.1210 14/2564 [..............................] - ETA: 5:55 - loss: 516.3684 - logits_profile_predictions_loss: 483.7226 - logcount_predictions_loss: 1.1218 15/2564 [..............................] - ETA: 5:54 - loss: 517.6209 - logits_profile_predictions_loss: 484.9930 - logcount_predictions_loss: 1.1212 16/2564 [..............................] - ETA: 5:54 - loss: 518.6789 - logits_profile_predictions_loss: 486.0785 - logcount_predictions_loss: 1.1203 17/2564 [..............................] - ETA: 5:54 - loss: 520.0674 - logits_profile_predictions_loss: 487.4632 - logcount_predictions_loss: 1.1204 18/2564 [..............................] - ETA: 5:54 - loss: 521.4336 - logits_profile_predictions_loss: 488.8234 - logcount_predictions_loss: 1.1206 19/2564 [..............................] - ETA: 5:54 - loss: 522.4700 - logits_profile_predictions_loss: 489.8413 - logcount_predictions_loss: 1.1213 20/2564 [..............................] - ETA: 5:53 - loss: 523.1505 - logits_profile_predictions_loss: 490.4977 - logcount_predictions_loss: 1.1221 21/2564 [..............................] - ETA: 5:53 - loss: 523.8251 - logits_profile_predictions_loss: 491.1549 - logcount_predictions_loss: 1.1227 22/2564 [..............................] - ETA: 5:53 - loss: 524.3685 - logits_profile_predictions_loss: 491.6900 - logcount_predictions_loss: 1.1230 23/2564 [..............................] - ETA: 5:53 - loss: 524.8639 - logits_profile_predictions_loss: 492.1724 - logcount_predictions_loss: 1.1234 24/2564 [..............................] - ETA: 5:53 - 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[..............................] - ETA: 5:50 - loss: 531.0101 - logits_profile_predictions_loss: 498.1646 - logcount_predictions_loss: 1.1287 45/2564 [..............................] - ETA: 5:49 - loss: 531.1021 - logits_profile_predictions_loss: 498.2590 - logcount_predictions_loss: 1.1286 46/2564 [..............................] - ETA: 5:49 - loss: 531.1985 - logits_profile_predictions_loss: 498.3602 - logcount_predictions_loss: 1.1285 47/2564 [..............................] - ETA: 5:49 - loss: 531.2927 - logits_profile_predictions_loss: 498.4568 - logcount_predictions_loss: 1.1284 48/2564 [..............................] - ETA: 5:49 - loss: 531.3587 - logits_profile_predictions_loss: 498.5218 - logcount_predictions_loss: 1.1284 49/2564 [..............................] - ETA: 5:49 - loss: 531.4622 - logits_profile_predictions_loss: 498.6227 - logcount_predictions_loss: 1.1285 50/2564 [..............................] - ETA: 5:49 - loss: 531.5314 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 500.9400 - logcount_predictions_loss: 1.0406 361/2564 [===>..........................] - ETA: 5:05 - loss: 531.2186 - logits_profile_predictions_loss: 500.9361 - logcount_predictions_loss: 1.0406 362/2564 [===>..........................] - ETA: 5:05 - loss: 531.2159 - logits_profile_predictions_loss: 500.9325 - logcount_predictions_loss: 1.0407 363/2564 [===>..........................] - ETA: 5:05 - loss: 531.2133 - logits_profile_predictions_loss: 500.9291 - logcount_predictions_loss: 1.0407 364/2564 [===>..........................] - ETA: 5:05 - loss: 531.2106 - logits_profile_predictions_loss: 500.9255 - logcount_predictions_loss: 1.0407 365/2564 [===>..........................] - ETA: 5:05 - loss: 531.2075 - logits_profile_predictions_loss: 500.9216 - logcount_predictions_loss: 1.0408 366/2564 [===>..........................] - ETA: 5:05 - loss: 531.2043 - logits_profile_predictions_loss: 500.9176 - logcount_predictions_loss: 1.0408 367/2564 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logits_profile_predictions_loss: 500.8907 - logcount_predictions_loss: 1.0410 374/2564 [===>..........................] - ETA: 5:04 - loss: 531.1815 - logits_profile_predictions_loss: 500.8885 - logcount_predictions_loss: 1.0410 375/2564 [===>..........................] - ETA: 5:03 - loss: 531.1805 - logits_profile_predictions_loss: 500.8867 - logcount_predictions_loss: 1.0410 376/2564 [===>..........................] - ETA: 5:03 - loss: 531.1795 - logits_profile_predictions_loss: 500.8850 - logcount_predictions_loss: 1.0410 377/2564 [===>..........................] - ETA: 5:03 - loss: 531.1784 - logits_profile_predictions_loss: 500.8832 - logcount_predictions_loss: 1.0411 378/2564 [===>..........................] - ETA: 5:03 - loss: 531.1777 - logits_profile_predictions_loss: 500.8816 - logcount_predictions_loss: 1.0411 379/2564 [===>..........................] - ETA: 5:03 - loss: 531.1765 - logits_profile_predictions_loss: 500.8796 - logcount_predictions_loss: 1.0411 380/2564 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logits_profile_predictions_loss: 500.8865 - logcount_predictions_loss: 1.0421 413/2564 [===>..........................] - ETA: 4:58 - loss: 531.2131 - logits_profile_predictions_loss: 500.8883 - logcount_predictions_loss: 1.0421 414/2564 [===>..........................] - ETA: 4:58 - loss: 531.2156 - logits_profile_predictions_loss: 500.8899 - logcount_predictions_loss: 1.0421 415/2564 [===>..........................] - ETA: 4:58 - loss: 531.2182 - logits_profile_predictions_loss: 500.8917 - logcount_predictions_loss: 1.0421 416/2564 [===>..........................] - ETA: 4:58 - loss: 531.2207 - logits_profile_predictions_loss: 500.8932 - logcount_predictions_loss: 1.0422 417/2564 [===>..........................] - ETA: 4:58 - loss: 531.2232 - logits_profile_predictions_loss: 500.8949 - logcount_predictions_loss: 1.0422 418/2564 [===>..........................] - ETA: 4:58 - loss: 531.2255 - logits_profile_predictions_loss: 500.8963 - logcount_predictions_loss: 1.0422 419/2564 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logits_profile_predictions_loss: 500.9035 - logcount_predictions_loss: 1.0425 426/2564 [===>..........................] - ETA: 4:56 - loss: 531.2411 - logits_profile_predictions_loss: 500.9043 - logcount_predictions_loss: 1.0425 427/2564 [===>..........................] - ETA: 4:56 - loss: 531.2428 - logits_profile_predictions_loss: 500.9049 - logcount_predictions_loss: 1.0425 428/2564 [====>.........................] - ETA: 4:56 - loss: 531.2441 - logits_profile_predictions_loss: 500.9053 - logcount_predictions_loss: 1.0426 429/2564 [====>.........................] - ETA: 4:56 - loss: 531.2452 - logits_profile_predictions_loss: 500.9054 - logcount_predictions_loss: 1.0426 430/2564 [====>.........................] - ETA: 4:56 - loss: 531.2460 - logits_profile_predictions_loss: 500.9053 - logcount_predictions_loss: 1.0426 431/2564 [====>.........................] - ETA: 4:56 - loss: 531.2470 - logits_profile_predictions_loss: 500.9052 - logcount_predictions_loss: 1.0427 432/2564 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logits_profile_predictions_loss: 500.9058 - logcount_predictions_loss: 1.0429 439/2564 [====>.........................] - ETA: 4:55 - loss: 531.2562 - logits_profile_predictions_loss: 500.9061 - logcount_predictions_loss: 1.0430 440/2564 [====>.........................] - ETA: 4:54 - loss: 531.2574 - logits_profile_predictions_loss: 500.9062 - logcount_predictions_loss: 1.0430 441/2564 [====>.........................] - ETA: 4:54 - loss: 531.2581 - logits_profile_predictions_loss: 500.9059 - logcount_predictions_loss: 1.0430 442/2564 [====>.........................] - ETA: 4:54 - loss: 531.2590 - logits_profile_predictions_loss: 500.9057 - logcount_predictions_loss: 1.0431 443/2564 [====>.........................] - ETA: 4:54 - loss: 531.2592 - logits_profile_predictions_loss: 500.9049 - logcount_predictions_loss: 1.0431 444/2564 [====>.........................] - ETA: 4:54 - loss: 531.2597 - logits_profile_predictions_loss: 500.9043 - logcount_predictions_loss: 1.0431 445/2564 [====>.........................] - ETA: 4:54 - loss: 531.2595 - logits_profile_predictions_loss: 500.9032 - logcount_predictions_loss: 1.0432 446/2564 [====>.........................] - ETA: 4:54 - loss: 531.2588 - logits_profile_predictions_loss: 500.9015 - logcount_predictions_loss: 1.0432 447/2564 [====>.........................] - ETA: 4:53 - loss: 531.2583 - logits_profile_predictions_loss: 500.8999 - logcount_predictions_loss: 1.0432 448/2564 [====>.........................] - ETA: 4:53 - loss: 531.2575 - logits_profile_predictions_loss: 500.8981 - logcount_predictions_loss: 1.0433 449/2564 [====>.........................] - ETA: 4:53 - loss: 531.2567 - logits_profile_predictions_loss: 500.8963 - logcount_predictions_loss: 1.0433 450/2564 [====>.........................] - ETA: 4:53 - loss: 531.2555 - logits_profile_predictions_loss: 500.8941 - logcount_predictions_loss: 1.0433 451/2564 [====>.........................] - ETA: 4:53 - loss: 531.2543 - logits_profile_predictions_loss: 500.8920 - logcount_predictions_loss: 1.0434 452/2564 [====>.........................] - ETA: 4:53 - loss: 531.2529 - logits_profile_predictions_loss: 500.8898 - logcount_predictions_loss: 1.0434 453/2564 [====>.........................] - ETA: 4:53 - loss: 531.2517 - logits_profile_predictions_loss: 500.8876 - logcount_predictions_loss: 1.0434 454/2564 [====>.........................] - ETA: 4:53 - loss: 531.2509 - logits_profile_predictions_loss: 500.8859 - logcount_predictions_loss: 1.0435 455/2564 [====>.........................] - ETA: 4:52 - loss: 531.2501 - logits_profile_predictions_loss: 500.8842 - logcount_predictions_loss: 1.0435 456/2564 [====>.........................] - ETA: 4:52 - loss: 531.2491 - logits_profile_predictions_loss: 500.8824 - logcount_predictions_loss: 1.0435 457/2564 [====>.........................] - ETA: 4:52 - loss: 531.2478 - logits_profile_predictions_loss: 500.8802 - logcount_predictions_loss: 1.0436 458/2564 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[==============================] - 371s 145ms/step - loss: 529.9104 - logits_profile_predictions_loss: 499.2583 - logcount_predictions_loss: 1.0533 - val_loss: 566.7328 - val_logits_profile_predictions_loss: 536.4280 - val_logcount_predictions_loss: 1.0414 Epoch 00005: val_loss improved from 570.57312 to 566.73285, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 6/50 1/2564 [..............................] - ETA: 6:38 - loss: 470.6466 - logits_profile_predictions_loss: 438.4931 - logcount_predictions_loss: 1.1049 2/2564 [..............................] - ETA: 6:16 - loss: 463.4117 - logits_profile_predictions_loss: 432.2223 - logcount_predictions_loss: 1.0718 3/2564 [..............................] - ETA: 6:05 - loss: 467.0770 - logits_profile_predictions_loss: 437.0904 - logcount_predictions_loss: 1.0305 4/2564 [..............................] - ETA: 6:02 - loss: 473.7078 - logits_profile_predictions_loss: 444.5381 - logcount_predictions_loss: 1.0024 5/2564 [..............................] - ETA: 6:00 - loss: 477.4618 - logits_profile_predictions_loss: 448.7814 - logcount_predictions_loss: 0.9856 6/2564 [..............................] - ETA: 5:59 - loss: 480.6993 - logits_profile_predictions_loss: 452.4612 - logcount_predictions_loss: 0.9704 7/2564 [..............................] - ETA: 5:58 - loss: 483.0000 - logits_profile_predictions_loss: 455.2117 - logcount_predictions_loss: 0.9549 8/2564 [..............................] - ETA: 5:57 - loss: 486.6123 - logits_profile_predictions_loss: 459.0877 - logcount_predictions_loss: 0.9459 9/2564 [..............................] - ETA: 5:57 - loss: 490.2002 - logits_profile_predictions_loss: 462.8613 - logcount_predictions_loss: 0.9395 10/2564 [..............................] - ETA: 5:57 - loss: 493.2303 - logits_profile_predictions_loss: 465.9338 - logcount_predictions_loss: 0.9380 11/2564 [..............................] - ETA: 5:56 - loss: 495.3956 - logits_profile_predictions_loss: 468.0762 - logcount_predictions_loss: 0.9388 12/2564 [..............................] - ETA: 5:56 - loss: 496.9321 - logits_profile_predictions_loss: 469.6109 - logcount_predictions_loss: 0.9389 13/2564 [..............................] - ETA: 5:56 - loss: 498.8162 - logits_profile_predictions_loss: 471.4489 - logcount_predictions_loss: 0.9405 14/2564 [..............................] - ETA: 5:55 - loss: 500.4344 - logits_profile_predictions_loss: 473.0220 - logcount_predictions_loss: 0.9420 15/2564 [..............................] - ETA: 5:55 - loss: 501.5315 - logits_profile_predictions_loss: 474.0785 - logcount_predictions_loss: 0.9434 16/2564 [..............................] - ETA: 5:55 - loss: 502.3790 - logits_profile_predictions_loss: 474.8696 - logcount_predictions_loss: 0.9453 17/2564 [..............................] - ETA: 5:54 - loss: 503.2721 - logits_profile_predictions_loss: 475.6834 - logcount_predictions_loss: 0.9481 18/2564 [..............................] - ETA: 5:54 - loss: 503.8803 - logits_profile_predictions_loss: 476.2288 - logcount_predictions_loss: 0.9502 19/2564 [..............................] - ETA: 5:54 - loss: 504.3340 - logits_profile_predictions_loss: 476.6064 - logcount_predictions_loss: 0.9528 20/2564 [..............................] - ETA: 5:54 - loss: 504.6799 - logits_profile_predictions_loss: 476.8711 - logcount_predictions_loss: 0.9556 21/2564 [..............................] - ETA: 5:54 - loss: 504.9526 - logits_profile_predictions_loss: 477.0766 - logcount_predictions_loss: 0.9579 22/2564 [..............................] - ETA: 5:53 - loss: 505.3239 - logits_profile_predictions_loss: 477.3876 - logcount_predictions_loss: 0.9600 23/2564 [..............................] - ETA: 5:53 - loss: 505.6676 - logits_profile_predictions_loss: 477.6830 - logcount_predictions_loss: 0.9617 24/2564 [..............................] - ETA: 5:53 - 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[..............................] - ETA: 5:50 - loss: 509.6285 - logits_profile_predictions_loss: 480.9526 - logcount_predictions_loss: 0.9854 45/2564 [..............................] - ETA: 5:50 - loss: 509.7489 - logits_profile_predictions_loss: 481.0526 - logcount_predictions_loss: 0.9861 46/2564 [..............................] - ETA: 5:50 - loss: 509.8852 - logits_profile_predictions_loss: 481.1659 - logcount_predictions_loss: 0.9869 47/2564 [..............................] - ETA: 5:49 - loss: 510.0227 - logits_profile_predictions_loss: 481.2732 - logcount_predictions_loss: 0.9880 48/2564 [..............................] - ETA: 5:49 - loss: 510.1893 - logits_profile_predictions_loss: 481.4059 - logcount_predictions_loss: 0.9891 49/2564 [..............................] - ETA: 5:49 - loss: 510.3805 - logits_profile_predictions_loss: 481.5652 - logcount_predictions_loss: 0.9902 50/2564 [..............................] - ETA: 5:49 - loss: 510.5543 - logits_profile_predictions_loss: 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8/2564 [..............................] - ETA: 5:59 - loss: 515.6460 - logits_profile_predictions_loss: 489.2479 - logcount_predictions_loss: 0.9072 9/2564 [..............................] - ETA: 5:58 - loss: 515.0999 - logits_profile_predictions_loss: 488.5787 - logcount_predictions_loss: 0.9114 10/2564 [..............................] - ETA: 5:57 - loss: 514.9169 - logits_profile_predictions_loss: 488.3391 - logcount_predictions_loss: 0.9133 11/2564 [..............................] - ETA: 5:57 - loss: 514.8710 - logits_profile_predictions_loss: 488.2490 - logcount_predictions_loss: 0.9148 12/2564 [..............................] - ETA: 5:57 - loss: 514.8786 - logits_profile_predictions_loss: 488.2282 - logcount_predictions_loss: 0.9158 13/2564 [..............................] - ETA: 5:56 - loss: 514.4844 - logits_profile_predictions_loss: 487.7862 - logcount_predictions_loss: 0.9175 14/2564 [..............................] - ETA: 5:56 - loss: 514.2118 - 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[..............................] - ETA: 5:54 - loss: 513.5874 - logits_profile_predictions_loss: 486.5155 - logcount_predictions_loss: 0.9303 22/2564 [..............................] - ETA: 5:54 - loss: 513.6188 - logits_profile_predictions_loss: 486.5148 - logcount_predictions_loss: 0.9314 23/2564 [..............................] - ETA: 5:54 - loss: 513.5903 - logits_profile_predictions_loss: 486.4679 - logcount_predictions_loss: 0.9320 24/2564 [..............................] - ETA: 5:54 - loss: 513.5586 - logits_profile_predictions_loss: 486.4161 - logcount_predictions_loss: 0.9327 25/2564 [..............................] - ETA: 5:53 - loss: 513.5605 - logits_profile_predictions_loss: 486.3904 - logcount_predictions_loss: 0.9337 26/2564 [..............................] - ETA: 5:53 - loss: 513.5434 - logits_profile_predictions_loss: 486.3530 - logcount_predictions_loss: 0.9344 27/2564 [..............................] - ETA: 5:53 - loss: 513.4933 - logits_profile_predictions_loss: 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41/2564 [..............................] - ETA: 5:51 - loss: 514.7970 - logits_profile_predictions_loss: 487.5551 - logcount_predictions_loss: 0.9361 42/2564 [..............................] - ETA: 5:51 - loss: 514.9131 - logits_profile_predictions_loss: 487.6676 - logcount_predictions_loss: 0.9363 43/2564 [..............................] - ETA: 5:50 - loss: 515.0103 - logits_profile_predictions_loss: 487.7605 - logcount_predictions_loss: 0.9364 44/2564 [..............................] - ETA: 5:50 - loss: 515.0985 - logits_profile_predictions_loss: 487.8470 - logcount_predictions_loss: 0.9365 45/2564 [..............................] - ETA: 5:50 - loss: 515.2160 - logits_profile_predictions_loss: 487.9607 - logcount_predictions_loss: 0.9366 46/2564 [..............................] - ETA: 5:50 - loss: 515.3817 - logits_profile_predictions_loss: 488.1254 - logcount_predictions_loss: 0.9366 47/2564 [..............................] - ETA: 5:50 - loss: 515.5469 - 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[==============================] - 371s 145ms/step - loss: 515.9325 - logits_profile_predictions_loss: 487.8925 - logcount_predictions_loss: 0.9636 - val_loss: 560.7247 - val_logits_profile_predictions_loss: 532.5632 - val_logcount_predictions_loss: 0.9678 Epoch 00007: val_loss improved from 563.78308 to 560.72467, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 8/50 1/2564 [..............................] - ETA: 6:37 - loss: 479.7282 - logits_profile_predictions_loss: 454.0778 - logcount_predictions_loss: 0.8815 2/2564 [..............................] - ETA: 6:10 - loss: 495.5846 - logits_profile_predictions_loss: 469.3887 - logcount_predictions_loss: 0.9002 3/2564 [..............................] - ETA: 6:03 - loss: 499.2947 - logits_profile_predictions_loss: 472.9242 - logcount_predictions_loss: 0.9062 4/2564 [..............................] - ETA: 6:00 - loss: 503.1925 - logits_profile_predictions_loss: 476.6573 - logcount_predictions_loss: 0.9119 5/2564 [..............................] - ETA: 5:58 - loss: 503.5246 - logits_profile_predictions_loss: 476.6222 - logcount_predictions_loss: 0.9245 6/2564 [..............................] - ETA: 5:57 - loss: 504.3860 - logits_profile_predictions_loss: 477.0108 - logcount_predictions_loss: 0.9407 7/2564 [..............................] - ETA: 5:57 - loss: 504.0587 - logits_profile_predictions_loss: 476.4989 - logcount_predictions_loss: 0.9471 8/2564 [..............................] - ETA: 5:56 - loss: 504.6926 - logits_profile_predictions_loss: 477.0152 - logcount_predictions_loss: 0.9511 9/2564 [..............................] - ETA: 5:56 - loss: 505.3958 - logits_profile_predictions_loss: 477.6863 - logcount_predictions_loss: 0.9522 10/2564 [..............................] - ETA: 5:55 - loss: 506.1570 - logits_profile_predictions_loss: 478.4072 - logcount_predictions_loss: 0.9536 11/2564 [..............................] - ETA: 5:55 - loss: 507.1029 - logits_profile_predictions_loss: 479.2550 - logcount_predictions_loss: 0.9570 12/2564 [..............................] - ETA: 5:55 - loss: 507.7019 - logits_profile_predictions_loss: 479.8149 - logcount_predictions_loss: 0.9583 13/2564 [..............................] - ETA: 5:54 - loss: 508.1547 - logits_profile_predictions_loss: 480.2235 - logcount_predictions_loss: 0.9598 14/2564 [..............................] - ETA: 5:54 - loss: 508.5072 - logits_profile_predictions_loss: 480.5321 - logcount_predictions_loss: 0.9613 15/2564 [..............................] - ETA: 5:54 - loss: 508.8465 - logits_profile_predictions_loss: 480.8589 - logcount_predictions_loss: 0.9618 16/2564 [..............................] - ETA: 5:54 - loss: 508.8905 - logits_profile_predictions_loss: 480.9159 - logcount_predictions_loss: 0.9613 17/2564 [..............................] - ETA: 5:54 - loss: 508.8046 - logits_profile_predictions_loss: 480.8691 - logcount_predictions_loss: 0.9600 18/2564 [..............................] - ETA: 5:54 - loss: 508.6042 - logits_profile_predictions_loss: 480.7141 - logcount_predictions_loss: 0.9584 19/2564 [..............................] - ETA: 5:53 - loss: 508.4480 - logits_profile_predictions_loss: 480.5682 - logcount_predictions_loss: 0.9581 20/2564 [..............................] - ETA: 5:53 - loss: 508.2054 - logits_profile_predictions_loss: 480.3390 - logcount_predictions_loss: 0.9576 21/2564 [..............................] - ETA: 5:53 - loss: 507.9590 - logits_profile_predictions_loss: 480.1052 - logcount_predictions_loss: 0.9572 22/2564 [..............................] - ETA: 5:53 - loss: 507.7600 - logits_profile_predictions_loss: 479.9258 - logcount_predictions_loss: 0.9565 23/2564 [..............................] - ETA: 5:53 - loss: 507.5528 - logits_profile_predictions_loss: 479.7416 - logcount_predictions_loss: 0.9557 24/2564 [..............................] - ETA: 5:52 - loss: 507.3064 - logits_profile_predictions_loss: 479.5193 - logcount_predictions_loss: 0.9549 25/2564 [..............................] - ETA: 5:52 - loss: 507.1945 - logits_profile_predictions_loss: 479.4358 - logcount_predictions_loss: 0.9539 26/2564 [..............................] - ETA: 5:52 - loss: 507.1044 - logits_profile_predictions_loss: 479.3810 - logcount_predictions_loss: 0.9527 27/2564 [..............................] - ETA: 5:52 - loss: 507.0601 - logits_profile_predictions_loss: 479.3797 - logcount_predictions_loss: 0.9512 28/2564 [..............................] - ETA: 5:52 - loss: 507.0798 - logits_profile_predictions_loss: 479.4342 - logcount_predictions_loss: 0.9500 29/2564 [..............................] - ETA: 5:52 - loss: 507.1513 - logits_profile_predictions_loss: 479.5407 - logcount_predictions_loss: 0.9488 30/2564 [..............................] - ETA: 5:51 - loss: 507.2048 - logits_profile_predictions_loss: 479.6147 - logcount_predictions_loss: 0.9481 31/2564 [..............................] - ETA: 5:51 - loss: 507.2187 - logits_profile_predictions_loss: 479.6421 - logcount_predictions_loss: 0.9476 32/2564 [..............................] - ETA: 5:51 - loss: 507.2704 - logits_profile_predictions_loss: 479.7004 - logcount_predictions_loss: 0.9474 33/2564 [..............................] - ETA: 5:51 - loss: 507.2859 - logits_profile_predictions_loss: 479.7228 - logcount_predictions_loss: 0.9472 34/2564 [..............................] - ETA: 5:51 - loss: 507.2766 - logits_profile_predictions_loss: 479.7255 - logcount_predictions_loss: 0.9468 35/2564 [..............................] - ETA: 5:51 - loss: 507.2103 - logits_profile_predictions_loss: 479.6659 - logcount_predictions_loss: 0.9465 36/2564 [..............................] - ETA: 5:51 - loss: 507.2018 - logits_profile_predictions_loss: 479.6653 - logcount_predictions_loss: 0.9463 37/2564 [..............................] - ETA: 5:50 - loss: 507.2166 - logits_profile_predictions_loss: 479.6843 - logcount_predictions_loss: 0.9461 38/2564 [..............................] - ETA: 5:50 - loss: 507.2458 - logits_profile_predictions_loss: 479.7206 - logcount_predictions_loss: 0.9459 39/2564 [..............................] - ETA: 5:50 - loss: 507.2417 - logits_profile_predictions_loss: 479.7282 - logcount_predictions_loss: 0.9455 40/2564 [..............................] - ETA: 5:50 - loss: 507.2453 - logits_profile_predictions_loss: 479.7463 - logcount_predictions_loss: 0.9450 41/2564 [..............................] - ETA: 5:50 - loss: 507.2775 - logits_profile_predictions_loss: 479.7940 - logcount_predictions_loss: 0.9445 42/2564 [..............................] - ETA: 5:50 - loss: 507.3593 - logits_profile_predictions_loss: 479.8911 - logcount_predictions_loss: 0.9439 43/2564 [..............................] - ETA: 5:50 - loss: 507.4468 - logits_profile_predictions_loss: 479.9958 - logcount_predictions_loss: 0.9433 44/2564 [..............................] - ETA: 5:49 - loss: 507.5386 - logits_profile_predictions_loss: 480.1098 - logcount_predictions_loss: 0.9426 45/2564 [..............................] - ETA: 5:49 - loss: 507.5989 - logits_profile_predictions_loss: 480.1887 - logcount_predictions_loss: 0.9419 46/2564 [..............................] - ETA: 5:49 - loss: 507.6535 - logits_profile_predictions_loss: 480.2618 - logcount_predictions_loss: 0.9413 47/2564 [..............................] - ETA: 5:49 - loss: 507.6907 - logits_profile_predictions_loss: 480.3166 - logcount_predictions_loss: 0.9407 48/2564 [..............................] - ETA: 5:49 - loss: 507.6936 - logits_profile_predictions_loss: 480.3380 - logcount_predictions_loss: 0.9401 49/2564 [..............................] - ETA: 5:49 - loss: 507.6752 - logits_profile_predictions_loss: 480.3371 - logcount_predictions_loss: 0.9395 50/2564 [..............................] - ETA: 5:49 - loss: 507.6762 - logits_profile_predictions_loss: 480.3534 - logcount_predictions_loss: 0.9389 51/2564 [..............................] - ETA: 5:48 - loss: 507.6640 - logits_profile_predictions_loss: 480.3565 - logcount_predictions_loss: 0.9384 52/2564 [..............................] - ETA: 5:48 - loss: 507.6521 - logits_profile_predictions_loss: 480.3565 - logcount_predictions_loss: 0.9380 53/2564 [..............................] - ETA: 5:48 - loss: 507.6172 - logits_profile_predictions_loss: 480.3360 - logcount_predictions_loss: 0.9375 54/2564 [..............................] - ETA: 5:48 - loss: 507.5826 - logits_profile_predictions_loss: 480.3158 - logcount_predictions_loss: 0.9370 55/2564 [..............................] - ETA: 5:48 - loss: 507.5606 - logits_profile_predictions_loss: 480.3077 - logcount_predictions_loss: 0.9365 56/2564 [..............................] - ETA: 5:48 - loss: 507.5375 - logits_profile_predictions_loss: 480.2977 - logcount_predictions_loss: 0.9361 57/2564 [..............................] - ETA: 5:48 - loss: 507.5214 - logits_profile_predictions_loss: 480.2930 - logcount_predictions_loss: 0.9357 58/2564 [..............................] - ETA: 5:47 - loss: 507.4904 - logits_profile_predictions_loss: 480.2741 - logcount_predictions_loss: 0.9353 59/2564 [..............................] - ETA: 5:47 - loss: 507.4700 - logits_profile_predictions_loss: 480.2608 - logcount_predictions_loss: 0.9350 60/2564 [..............................] - ETA: 5:47 - loss: 507.4574 - logits_profile_predictions_loss: 480.2541 - logcount_predictions_loss: 0.9348 61/2564 [..............................] - ETA: 5:47 - loss: 507.4308 - logits_profile_predictions_loss: 480.2365 - logcount_predictions_loss: 0.9345 62/2564 [..............................] - ETA: 5:47 - loss: 507.4077 - logits_profile_predictions_loss: 480.2240 - logcount_predictions_loss: 0.9341 63/2564 [..............................] - ETA: 5:47 - loss: 507.3744 - logits_profile_predictions_loss: 480.2013 - logcount_predictions_loss: 0.9338 64/2564 [..............................] - ETA: 5:47 - loss: 507.3768 - logits_profile_predictions_loss: 480.2143 - logcount_predictions_loss: 0.9334 65/2564 [..............................] - ETA: 5:47 - loss: 507.3909 - logits_profile_predictions_loss: 480.2391 - logcount_predictions_loss: 0.9331 66/2564 [..............................] - ETA: 5:46 - loss: 507.3970 - logits_profile_predictions_loss: 480.2554 - logcount_predictions_loss: 0.9327 67/2564 [..............................] - ETA: 5:46 - loss: 507.3982 - logits_profile_predictions_loss: 480.2657 - logcount_predictions_loss: 0.9324 68/2564 [..............................] - ETA: 5:46 - loss: 507.4012 - logits_profile_predictions_loss: 480.2782 - logcount_predictions_loss: 0.9321 69/2564 [..............................] - ETA: 5:46 - loss: 507.4043 - logits_profile_predictions_loss: 480.2903 - logcount_predictions_loss: 0.9318 70/2564 [..............................] - ETA: 5:46 - loss: 507.4381 - 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[..............................] - ETA: 5:45 - loss: 507.6784 - logits_profile_predictions_loss: 480.6296 - logcount_predictions_loss: 0.9295 78/2564 [..............................] - ETA: 5:45 - loss: 507.7035 - logits_profile_predictions_loss: 480.6640 - logcount_predictions_loss: 0.9292 79/2564 [..............................] - ETA: 5:45 - loss: 507.7325 - logits_profile_predictions_loss: 480.7015 - logcount_predictions_loss: 0.9289 80/2564 [..............................] - ETA: 5:44 - loss: 507.7802 - logits_profile_predictions_loss: 480.7581 - logcount_predictions_loss: 0.9286 81/2564 [..............................] - ETA: 5:44 - loss: 507.8227 - logits_profile_predictions_loss: 480.8086 - logcount_predictions_loss: 0.9283 82/2564 [..............................] - ETA: 5:44 - loss: 507.8576 - logits_profile_predictions_loss: 480.8512 - logcount_predictions_loss: 0.9281 83/2564 [..............................] - ETA: 5:44 - loss: 507.9005 - logits_profile_predictions_loss: 480.9019 - logcount_predictions_loss: 0.9278 84/2564 [..............................] - ETA: 5:44 - loss: 507.9370 - logits_profile_predictions_loss: 480.9467 - logcount_predictions_loss: 0.9275 85/2564 [..............................] - ETA: 5:44 - loss: 507.9673 - logits_profile_predictions_loss: 480.9853 - logcount_predictions_loss: 0.9272 86/2564 [>.............................] - ETA: 5:44 - loss: 507.9869 - logits_profile_predictions_loss: 481.0129 - logcount_predictions_loss: 0.9269 87/2564 [>.............................] - ETA: 5:44 - loss: 507.9979 - logits_profile_predictions_loss: 481.0318 - logcount_predictions_loss: 0.9267 88/2564 [>.............................] - ETA: 5:43 - loss: 508.0048 - logits_profile_predictions_loss: 481.0473 - logcount_predictions_loss: 0.9264 89/2564 [>.............................] - ETA: 5:43 - loss: 508.0154 - logits_profile_predictions_loss: 481.0666 - logcount_predictions_loss: 0.9261 90/2564 [>.............................] - ETA: 5:43 - 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[>.............................] - ETA: 5:40 - loss: 508.3150 - logits_profile_predictions_loss: 481.5230 - logcount_predictions_loss: 0.9207 111/2564 [>.............................] - ETA: 5:40 - loss: 508.3292 - logits_profile_predictions_loss: 481.5442 - logcount_predictions_loss: 0.9204 112/2564 [>.............................] - ETA: 5:40 - loss: 508.3413 - logits_profile_predictions_loss: 481.5637 - logcount_predictions_loss: 0.9202 113/2564 [>.............................] - ETA: 5:40 - loss: 508.3523 - logits_profile_predictions_loss: 481.5820 - logcount_predictions_loss: 0.9199 114/2564 [>.............................] - ETA: 5:40 - loss: 508.3625 - logits_profile_predictions_loss: 481.5992 - logcount_predictions_loss: 0.9197 115/2564 [>.............................] - ETA: 5:40 - loss: 508.3736 - logits_profile_predictions_loss: 481.6169 - logcount_predictions_loss: 0.9195 116/2564 [>.............................] - ETA: 5:40 - loss: 508.3859 - 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[>.............................] - ETA: 5:39 - loss: 508.5206 - logits_profile_predictions_loss: 481.8161 - logcount_predictions_loss: 0.9177 124/2564 [>.............................] - ETA: 5:38 - loss: 508.5377 - logits_profile_predictions_loss: 481.8392 - logcount_predictions_loss: 0.9175 125/2564 [>.............................] - ETA: 5:38 - loss: 508.5492 - logits_profile_predictions_loss: 481.8566 - logcount_predictions_loss: 0.9173 126/2564 [>.............................] - ETA: 5:38 - loss: 508.5640 - logits_profile_predictions_loss: 481.8771 - logcount_predictions_loss: 0.9171 127/2564 [>.............................] - ETA: 5:38 - loss: 508.5807 - logits_profile_predictions_loss: 481.8998 - logcount_predictions_loss: 0.9169 128/2564 [>.............................] - ETA: 5:38 - loss: 508.5951 - logits_profile_predictions_loss: 481.9194 - logcount_predictions_loss: 0.9167 129/2564 [>.............................] - ETA: 5:38 - loss: 508.6079 - 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2509/2564 [============================>.] - ETA: 7s - loss: 508.0278 - logits_profile_predictions_loss: 481.6072 - logcount_predictions_loss: 0.9079 2510/2564 [============================>.] - ETA: 7s - loss: 508.0278 - logits_profile_predictions_loss: 481.6072 - logcount_predictions_loss: 0.9079 2511/2564 [============================>.] - ETA: 7s - loss: 508.0277 - logits_profile_predictions_loss: 481.6071 - logcount_predictions_loss: 0.9079 2512/2564 [============================>.] - ETA: 7s - loss: 508.0276 - logits_profile_predictions_loss: 481.6070 - logcount_predictions_loss: 0.9079 2513/2564 [============================>.] - ETA: 7s - loss: 508.0276 - logits_profile_predictions_loss: 481.6069 - logcount_predictions_loss: 0.9079 2514/2564 [============================>.] - ETA: 6s - loss: 508.0275 - logits_profile_predictions_loss: 481.6068 - logcount_predictions_loss: 0.9079 2515/2564 [============================>.] - ETA: 6s - loss: 508.0275 - logits_profile_predictions_loss: 481.6068 - logcount_predictions_loss: 0.9079 2516/2564 [============================>.] - ETA: 6s - loss: 508.0274 - logits_profile_predictions_loss: 481.6067 - logcount_predictions_loss: 0.9079 2517/2564 [============================>.] - ETA: 6s - loss: 508.0274 - logits_profile_predictions_loss: 481.6066 - logcount_predictions_loss: 0.9079 2518/2564 [============================>.] - ETA: 6s - loss: 508.0273 - logits_profile_predictions_loss: 481.6065 - logcount_predictions_loss: 0.9079 2519/2564 [============================>.] - ETA: 6s - loss: 508.0273 - logits_profile_predictions_loss: 481.6065 - logcount_predictions_loss: 0.9079 2520/2564 [============================>.] - ETA: 6s - loss: 508.0272 - logits_profile_predictions_loss: 481.6064 - logcount_predictions_loss: 0.9079 2521/2564 [============================>.] - ETA: 5s - loss: 508.0272 - logits_profile_predictions_loss: 481.6063 - logcount_predictions_loss: 0.9079 2522/2564 [============================>.] - ETA: 5s - loss: 508.0271 - logits_profile_predictions_loss: 481.6063 - logcount_predictions_loss: 0.9079 2523/2564 [============================>.] - ETA: 5s - loss: 508.0271 - logits_profile_predictions_loss: 481.6062 - logcount_predictions_loss: 0.9079 2524/2564 [============================>.] - ETA: 5s - loss: 508.0270 - logits_profile_predictions_loss: 481.6061 - logcount_predictions_loss: 0.9079 2525/2564 [============================>.] - ETA: 5s - loss: 508.0270 - logits_profile_predictions_loss: 481.6061 - logcount_predictions_loss: 0.9079 2526/2564 [============================>.] - ETA: 5s - loss: 508.0270 - logits_profile_predictions_loss: 481.6060 - logcount_predictions_loss: 0.9079 2527/2564 [============================>.] - ETA: 5s - loss: 508.0269 - logits_profile_predictions_loss: 481.6059 - logcount_predictions_loss: 0.9079 2528/2564 [============================>.] - ETA: 5s - loss: 508.0269 - logits_profile_predictions_loss: 481.6059 - logcount_predictions_loss: 0.9079 2529/2564 [============================>.] - ETA: 4s - loss: 508.0268 - logits_profile_predictions_loss: 481.6058 - logcount_predictions_loss: 0.9079 2530/2564 [============================>.] - ETA: 4s - loss: 508.0268 - logits_profile_predictions_loss: 481.6057 - logcount_predictions_loss: 0.9079 2531/2564 [============================>.] - ETA: 4s - loss: 508.0268 - logits_profile_predictions_loss: 481.6057 - logcount_predictions_loss: 0.9079 2532/2564 [============================>.] - ETA: 4s - loss: 508.0267 - logits_profile_predictions_loss: 481.6056 - logcount_predictions_loss: 0.9079 2533/2564 [============================>.] - ETA: 4s - loss: 508.0267 - logits_profile_predictions_loss: 481.6056 - logcount_predictions_loss: 0.9079 2534/2564 [============================>.] - ETA: 4s - loss: 508.0266 - logits_profile_predictions_loss: 481.6055 - logcount_predictions_loss: 0.9079 2535/2564 [============================>.] - ETA: 4s - loss: 508.0266 - logits_profile_predictions_loss: 481.6055 - logcount_predictions_loss: 0.9079 2536/2564 [============================>.] - ETA: 3s - loss: 508.0266 - logits_profile_predictions_loss: 481.6054 - logcount_predictions_loss: 0.9079 2537/2564 [============================>.] - ETA: 3s - loss: 508.0265 - logits_profile_predictions_loss: 481.6054 - logcount_predictions_loss: 0.9079 2538/2564 [============================>.] - ETA: 3s - loss: 508.0265 - logits_profile_predictions_loss: 481.6053 - logcount_predictions_loss: 0.9079 2539/2564 [============================>.] - ETA: 3s - loss: 508.0265 - logits_profile_predictions_loss: 481.6052 - logcount_predictions_loss: 0.9079 2540/2564 [============================>.] - ETA: 3s - loss: 508.0264 - logits_profile_predictions_loss: 481.6052 - logcount_predictions_loss: 0.9079 2541/2564 [============================>.] - ETA: 3s - loss: 508.0264 - logits_profile_predictions_loss: 481.6051 - logcount_predictions_loss: 0.9079 2542/2564 [============================>.] - ETA: 3s - loss: 508.0263 - logits_profile_predictions_loss: 481.6050 - logcount_predictions_loss: 0.9079 2543/2564 [============================>.] - ETA: 2s - loss: 508.0263 - logits_profile_predictions_loss: 481.6050 - logcount_predictions_loss: 0.9079 2544/2564 [============================>.] - ETA: 2s - loss: 508.0262 - logits_profile_predictions_loss: 481.6049 - logcount_predictions_loss: 0.9079 2545/2564 [============================>.] - ETA: 2s - loss: 508.0262 - logits_profile_predictions_loss: 481.6048 - logcount_predictions_loss: 0.9079 2546/2564 [============================>.] - ETA: 2s - loss: 508.0261 - logits_profile_predictions_loss: 481.6047 - logcount_predictions_loss: 0.9079 2547/2564 [============================>.] - ETA: 2s - loss: 508.0261 - logits_profile_predictions_loss: 481.6047 - logcount_predictions_loss: 0.9079 2548/2564 [============================>.] - ETA: 2s - loss: 508.0260 - logits_profile_predictions_loss: 481.6046 - logcount_predictions_loss: 0.9079 2549/2564 [============================>.] - ETA: 2s - loss: 508.0260 - logits_profile_predictions_loss: 481.6045 - logcount_predictions_loss: 0.9079 2550/2564 [============================>.] - ETA: 1s - loss: 508.0259 - logits_profile_predictions_loss: 481.6044 - logcount_predictions_loss: 0.9080 2551/2564 [============================>.] - ETA: 1s - loss: 508.0259 - logits_profile_predictions_loss: 481.6044 - logcount_predictions_loss: 0.9080 2552/2564 [============================>.] - ETA: 1s - loss: 508.0258 - logits_profile_predictions_loss: 481.6043 - logcount_predictions_loss: 0.9080 2553/2564 [============================>.] - ETA: 1s - loss: 508.0258 - logits_profile_predictions_loss: 481.6042 - logcount_predictions_loss: 0.9080 2554/2564 [============================>.] - ETA: 1s - loss: 508.0258 - logits_profile_predictions_loss: 481.6042 - logcount_predictions_loss: 0.9080 2555/2564 [============================>.] - ETA: 1s - loss: 508.0257 - logits_profile_predictions_loss: 481.6041 - logcount_predictions_loss: 0.9080 2556/2564 [============================>.] - ETA: 1s - loss: 508.0257 - logits_profile_predictions_loss: 481.6040 - logcount_predictions_loss: 0.9080 2557/2564 [============================>.] - ETA: 0s - loss: 508.0256 - logits_profile_predictions_loss: 481.6040 - logcount_predictions_loss: 0.9080 2558/2564 [============================>.] - ETA: 0s - loss: 508.0256 - logits_profile_predictions_loss: 481.6039 - logcount_predictions_loss: 0.9080 2559/2564 [============================>.] - ETA: 0s - loss: 508.0255 - logits_profile_predictions_loss: 481.6038 - logcount_predictions_loss: 0.9080 2560/2564 [============================>.] - ETA: 0s - loss: 508.0254 - logits_profile_predictions_loss: 481.6037 - logcount_predictions_loss: 0.9080 2561/2564 [============================>.] - ETA: 0s - loss: 508.0254 - logits_profile_predictions_loss: 481.6036 - logcount_predictions_loss: 0.9080 2562/2564 [============================>.] - ETA: 0s - loss: 508.0253 - logits_profile_predictions_loss: 481.6036 - logcount_predictions_loss: 0.9080 2563/2564 [============================>.] - ETA: 0s - loss: 508.0253 - logits_profile_predictions_loss: 481.6035 - logcount_predictions_loss: 0.9080 2564/2564 [==============================] - ETA: 0s - loss: 508.0252 - logits_profile_predictions_loss: 481.6034 - logcount_predictions_loss: 0.9080 2564/2564 [==============================] - 371s 145ms/step - loss: 508.0252 - logits_profile_predictions_loss: 481.6033 - logcount_predictions_loss: 0.9080 - val_loss: 561.3787 - val_logits_profile_predictions_loss: 533.3499 - val_logcount_predictions_loss: 0.9632 Epoch 00008: val_loss did not improve from 560.72467 Epoch 9/50 1/2564 [..............................] - ETA: 6:36 - loss: 452.4700 - logits_profile_predictions_loss: 426.1405 - logcount_predictions_loss: 0.9048 2/2564 [..............................] - ETA: 5:59 - loss: 493.4179 - logits_profile_predictions_loss: 465.5082 - logcount_predictions_loss: 0.9591 3/2564 [..............................] - ETA: 5:57 - loss: 503.6271 - logits_profile_predictions_loss: 476.1503 - logcount_predictions_loss: 0.9442 4/2564 [..............................] - ETA: 5:56 - loss: 508.1185 - logits_profile_predictions_loss: 480.5817 - logcount_predictions_loss: 0.9463 5/2564 [..............................] - ETA: 5:56 - loss: 510.7724 - logits_profile_predictions_loss: 483.1156 - logcount_predictions_loss: 0.9504 6/2564 [..............................] - ETA: 5:56 - loss: 511.4651 - logits_profile_predictions_loss: 483.8536 - logcount_predictions_loss: 0.9489 7/2564 [..............................] - ETA: 5:55 - loss: 509.8459 - logits_profile_predictions_loss: 482.2906 - logcount_predictions_loss: 0.9469 8/2564 [..............................] - ETA: 5:55 - loss: 507.7329 - logits_profile_predictions_loss: 480.3697 - logcount_predictions_loss: 0.9403 9/2564 [..............................] - ETA: 5:55 - loss: 506.3950 - logits_profile_predictions_loss: 479.1444 - logcount_predictions_loss: 0.9364 10/2564 [..............................] - ETA: 5:54 - loss: 505.2468 - logits_profile_predictions_loss: 478.1325 - logcount_predictions_loss: 0.9318 11/2564 [..............................] - ETA: 5:54 - loss: 504.2737 - logits_profile_predictions_loss: 477.3633 - logcount_predictions_loss: 0.9248 12/2564 [..............................] - ETA: 5:54 - loss: 503.4883 - logits_profile_predictions_loss: 476.7377 - logcount_predictions_loss: 0.9193 13/2564 [..............................] - ETA: 5:54 - loss: 503.2638 - logits_profile_predictions_loss: 476.7149 - logcount_predictions_loss: 0.9123 14/2564 [..............................] - ETA: 5:54 - loss: 503.3085 - logits_profile_predictions_loss: 476.9350 - logcount_predictions_loss: 0.9063 15/2564 [..............................] - ETA: 5:54 - loss: 503.4188 - logits_profile_predictions_loss: 477.1972 - logcount_predictions_loss: 0.9011 16/2564 [..............................] - ETA: 5:53 - loss: 503.4768 - logits_profile_predictions_loss: 477.3985 - logcount_predictions_loss: 0.8962 17/2564 [..............................] - ETA: 5:53 - loss: 503.5758 - logits_profile_predictions_loss: 477.6395 - logcount_predictions_loss: 0.8913 18/2564 [..............................] - ETA: 5:53 - loss: 503.7377 - logits_profile_predictions_loss: 477.9457 - logcount_predictions_loss: 0.8863 19/2564 [..............................] - ETA: 5:53 - loss: 503.8408 - logits_profile_predictions_loss: 478.1743 - logcount_predictions_loss: 0.8820 20/2564 [..............................] - ETA: 5:53 - loss: 503.8282 - logits_profile_predictions_loss: 478.2884 - logcount_predictions_loss: 0.8777 21/2564 [..............................] - ETA: 5:54 - loss: 503.6650 - logits_profile_predictions_loss: 478.2365 - logcount_predictions_loss: 0.8738 22/2564 [..............................] - ETA: 5:54 - loss: 503.5444 - logits_profile_predictions_loss: 478.2232 - logcount_predictions_loss: 0.8701 23/2564 [..............................] - ETA: 5:54 - loss: 503.3490 - logits_profile_predictions_loss: 478.1219 - logcount_predictions_loss: 0.8669 24/2564 [..............................] - ETA: 5:54 - loss: 503.1329 - logits_profile_predictions_loss: 477.9875 - logcount_predictions_loss: 0.8641 25/2564 [..............................] - ETA: 5:54 - loss: 503.1261 - logits_profile_predictions_loss: 478.0633 - logcount_predictions_loss: 0.8613 26/2564 [..............................] - ETA: 5:53 - loss: 503.1445 - logits_profile_predictions_loss: 478.1506 - logcount_predictions_loss: 0.8589 27/2564 [..............................] - ETA: 5:53 - loss: 503.0788 - logits_profile_predictions_loss: 478.1480 - logcount_predictions_loss: 0.8567 28/2564 [..............................] - ETA: 5:53 - loss: 502.9777 - logits_profile_predictions_loss: 478.0991 - logcount_predictions_loss: 0.8549 29/2564 [..............................] - ETA: 5:53 - loss: 502.8516 - logits_profile_predictions_loss: 478.0249 - logcount_predictions_loss: 0.8532 30/2564 [..............................] - ETA: 5:53 - loss: 502.8186 - logits_profile_predictions_loss: 478.0357 - logcount_predictions_loss: 0.8516 31/2564 [..............................] - ETA: 5:52 - loss: 502.8350 - logits_profile_predictions_loss: 478.0919 - logcount_predictions_loss: 0.8503 32/2564 [..............................] - ETA: 5:52 - loss: 502.9311 - logits_profile_predictions_loss: 478.2281 - logcount_predictions_loss: 0.8489 33/2564 [..............................] - ETA: 5:52 - loss: 502.9863 - logits_profile_predictions_loss: 478.3069 - logcount_predictions_loss: 0.8481 34/2564 [..............................] - ETA: 5:52 - loss: 503.0317 - logits_profile_predictions_loss: 478.3736 - logcount_predictions_loss: 0.8474 35/2564 [..............................] - ETA: 5:52 - loss: 503.1501 - logits_profile_predictions_loss: 478.5066 - logcount_predictions_loss: 0.8469 36/2564 [..............................] - ETA: 5:52 - loss: 503.1937 - logits_profile_predictions_loss: 478.5698 - logcount_predictions_loss: 0.8462 37/2564 [..............................] - ETA: 5:51 - loss: 503.1929 - logits_profile_predictions_loss: 478.5895 - logcount_predictions_loss: 0.8455 38/2564 [..............................] - ETA: 5:51 - loss: 503.1897 - logits_profile_predictions_loss: 478.6037 - logcount_predictions_loss: 0.8449 39/2564 [..............................] - ETA: 5:51 - loss: 503.1748 - logits_profile_predictions_loss: 478.6063 - logcount_predictions_loss: 0.8443 40/2564 [..............................] - ETA: 5:51 - loss: 503.1511 - logits_profile_predictions_loss: 478.6032 - logcount_predictions_loss: 0.8436 41/2564 [..............................] - ETA: 5:51 - loss: 503.0907 - logits_profile_predictions_loss: 478.5589 - logcount_predictions_loss: 0.8430 42/2564 [..............................] - ETA: 5:51 - loss: 503.0448 - logits_profile_predictions_loss: 478.5306 - logcount_predictions_loss: 0.8424 43/2564 [..............................] - ETA: 5:50 - loss: 503.0047 - logits_profile_predictions_loss: 478.5055 - logcount_predictions_loss: 0.8419 44/2564 [..............................] - ETA: 5:50 - loss: 502.9888 - logits_profile_predictions_loss: 478.5050 - logcount_predictions_loss: 0.8414 45/2564 [..............................] - ETA: 5:50 - loss: 502.9559 - logits_profile_predictions_loss: 478.4831 - logcount_predictions_loss: 0.8410 46/2564 [..............................] - ETA: 5:50 - loss: 502.9200 - logits_profile_predictions_loss: 478.4532 - logcount_predictions_loss: 0.8408 47/2564 [..............................] - ETA: 5:50 - loss: 502.8614 - logits_profile_predictions_loss: 478.3988 - logcount_predictions_loss: 0.8406 48/2564 [..............................] - ETA: 5:50 - loss: 502.7894 - logits_profile_predictions_loss: 478.3337 - logcount_predictions_loss: 0.8404 49/2564 [..............................] - ETA: 5:49 - loss: 502.7141 - logits_profile_predictions_loss: 478.2660 - logcount_predictions_loss: 0.8401 50/2564 [..............................] - ETA: 5:49 - loss: 502.6509 - logits_profile_predictions_loss: 478.2111 - logcount_predictions_loss: 0.8399 51/2564 [..............................] - ETA: 5:49 - loss: 502.5990 - logits_profile_predictions_loss: 478.1673 - logcount_predictions_loss: 0.8396 52/2564 [..............................] - ETA: 5:49 - loss: 502.5357 - logits_profile_predictions_loss: 478.1121 - logcount_predictions_loss: 0.8393 53/2564 [..............................] - ETA: 5:49 - loss: 502.4732 - logits_profile_predictions_loss: 478.0563 - logcount_predictions_loss: 0.8391 54/2564 [..............................] - ETA: 5:49 - loss: 502.4032 - logits_profile_predictions_loss: 477.9929 - logcount_predictions_loss: 0.8388 55/2564 [..............................] - ETA: 5:49 - loss: 502.3349 - logits_profile_predictions_loss: 477.9326 - logcount_predictions_loss: 0.8386 56/2564 [..............................] - ETA: 5:48 - loss: 502.2748 - logits_profile_predictions_loss: 477.8810 - logcount_predictions_loss: 0.8383 57/2564 [..............................] - ETA: 5:48 - loss: 502.2340 - logits_profile_predictions_loss: 477.8505 - logcount_predictions_loss: 0.8379 58/2564 [..............................] - ETA: 5:48 - loss: 502.2225 - logits_profile_predictions_loss: 477.8506 - logcount_predictions_loss: 0.8375 59/2564 [..............................] - ETA: 5:48 - loss: 502.2126 - logits_profile_predictions_loss: 477.8522 - logcount_predictions_loss: 0.8371 60/2564 [..............................] - ETA: 5:48 - loss: 502.1891 - logits_profile_predictions_loss: 477.8381 - logcount_predictions_loss: 0.8368 61/2564 [..............................] - ETA: 5:48 - loss: 502.1645 - logits_profile_predictions_loss: 477.8219 - logcount_predictions_loss: 0.8365 62/2564 [..............................] - ETA: 5:47 - loss: 502.1369 - logits_profile_predictions_loss: 477.8024 - logcount_predictions_loss: 0.8362 63/2564 [..............................] - ETA: 5:47 - loss: 502.0850 - logits_profile_predictions_loss: 477.7566 - logcount_predictions_loss: 0.8360 64/2564 [..............................] - ETA: 5:47 - loss: 502.0424 - logits_profile_predictions_loss: 477.7200 - logcount_predictions_loss: 0.8358 65/2564 [..............................] - ETA: 5:47 - loss: 502.0178 - logits_profile_predictions_loss: 477.7028 - logcount_predictions_loss: 0.8356 66/2564 [..............................] - ETA: 5:47 - loss: 502.0064 - logits_profile_predictions_loss: 477.6990 - logcount_predictions_loss: 0.8353 67/2564 [..............................] - ETA: 5:47 - loss: 501.9893 - logits_profile_predictions_loss: 477.6858 - logcount_predictions_loss: 0.8352 68/2564 [..............................] - ETA: 5:47 - loss: 501.9890 - logits_profile_predictions_loss: 477.6863 - logcount_predictions_loss: 0.8351 69/2564 [..............................] - ETA: 5:46 - loss: 501.9934 - logits_profile_predictions_loss: 477.6921 - logcount_predictions_loss: 0.8351 70/2564 [..............................] - ETA: 5:46 - loss: 501.9814 - logits_profile_predictions_loss: 477.6809 - logcount_predictions_loss: 0.8351 71/2564 [..............................] - ETA: 5:46 - loss: 501.9648 - logits_profile_predictions_loss: 477.6630 - logcount_predictions_loss: 0.8351 72/2564 [..............................] - ETA: 5:46 - loss: 501.9552 - logits_profile_predictions_loss: 477.6522 - logcount_predictions_loss: 0.8352 73/2564 [..............................] - ETA: 5:46 - loss: 501.9468 - logits_profile_predictions_loss: 477.6412 - logcount_predictions_loss: 0.8352 74/2564 [..............................] - ETA: 5:46 - loss: 501.9312 - logits_profile_predictions_loss: 477.6228 - logcount_predictions_loss: 0.8353 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logits_profile_predictions_loss: 475.4536 - logcount_predictions_loss: 0.8460 401/2564 [===>..........................] - ETA: 5:00 - loss: 500.0734 - logits_profile_predictions_loss: 475.4533 - logcount_predictions_loss: 0.8461 402/2564 [===>..........................] - ETA: 5:00 - loss: 500.0737 - logits_profile_predictions_loss: 475.4531 - logcount_predictions_loss: 0.8461 403/2564 [===>..........................] - ETA: 5:00 - loss: 500.0737 - logits_profile_predictions_loss: 475.4528 - logcount_predictions_loss: 0.8461 404/2564 [===>..........................] - ETA: 4:59 - loss: 500.0736 - logits_profile_predictions_loss: 475.4522 - logcount_predictions_loss: 0.8461 405/2564 [===>..........................] - ETA: 4:59 - loss: 500.0734 - logits_profile_predictions_loss: 475.4516 - logcount_predictions_loss: 0.8461 406/2564 [===>..........................] - ETA: 4:59 - loss: 500.0729 - logits_profile_predictions_loss: 475.4506 - logcount_predictions_loss: 0.8461 407/2564 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[====>.........................] - ETA: 4:54 - loss: 500.0411 - logits_profile_predictions_loss: 475.3962 - logcount_predictions_loss: 0.8469 447/2564 [====>.........................] - ETA: 4:53 - loss: 500.0405 - logits_profile_predictions_loss: 475.3948 - logcount_predictions_loss: 0.8469 448/2564 [====>.........................] - ETA: 4:53 - loss: 500.0396 - logits_profile_predictions_loss: 475.3932 - logcount_predictions_loss: 0.8470 449/2564 [====>.........................] - ETA: 4:53 - loss: 500.0392 - logits_profile_predictions_loss: 475.3919 - logcount_predictions_loss: 0.8470 450/2564 [====>.........................] - ETA: 4:53 - loss: 500.0389 - logits_profile_predictions_loss: 475.3909 - logcount_predictions_loss: 0.8470 451/2564 [====>.........................] - ETA: 4:53 - loss: 500.0387 - logits_profile_predictions_loss: 475.3899 - logcount_predictions_loss: 0.8470 452/2564 [====>.........................] - ETA: 4:53 - loss: 500.0383 - logits_profile_predictions_loss: 475.3888 - logcount_predictions_loss: 0.8471 453/2564 [====>.........................] - ETA: 4:53 - loss: 500.0383 - logits_profile_predictions_loss: 475.3880 - logcount_predictions_loss: 0.8471 454/2564 [====>.........................] - ETA: 4:53 - loss: 500.0390 - logits_profile_predictions_loss: 475.3881 - logcount_predictions_loss: 0.8471 455/2564 [====>.........................] - ETA: 4:52 - loss: 500.0397 - logits_profile_predictions_loss: 475.3881 - logcount_predictions_loss: 0.8471 456/2564 [====>.........................] - ETA: 4:52 - loss: 500.0403 - logits_profile_predictions_loss: 475.3880 - logcount_predictions_loss: 0.8472 457/2564 [====>.........................] - ETA: 4:52 - loss: 500.0409 - logits_profile_predictions_loss: 475.3879 - logcount_predictions_loss: 0.8472 458/2564 [====>.........................] - ETA: 4:52 - loss: 500.0422 - logits_profile_predictions_loss: 475.3885 - logcount_predictions_loss: 0.8472 459/2564 [====>.........................] - ETA: 4:52 - loss: 500.0435 - logits_profile_predictions_loss: 475.3892 - logcount_predictions_loss: 0.8472 460/2564 [====>.........................] - ETA: 4:52 - loss: 500.0445 - logits_profile_predictions_loss: 475.3896 - logcount_predictions_loss: 0.8472 461/2564 [====>.........................] - ETA: 4:52 - loss: 500.0451 - logits_profile_predictions_loss: 475.3895 - logcount_predictions_loss: 0.8473 462/2564 [====>.........................] - ETA: 4:51 - loss: 500.0457 - logits_profile_predictions_loss: 475.3895 - logcount_predictions_loss: 0.8473 463/2564 [====>.........................] - ETA: 4:51 - loss: 500.0465 - logits_profile_predictions_loss: 475.3897 - logcount_predictions_loss: 0.8473 464/2564 [====>.........................] - ETA: 4:51 - loss: 500.0473 - logits_profile_predictions_loss: 475.3899 - logcount_predictions_loss: 0.8473 465/2564 [====>.........................] - ETA: 4:51 - loss: 500.0484 - logits_profile_predictions_loss: 475.3904 - logcount_predictions_loss: 0.8474 466/2564 [====>.........................] - ETA: 4:51 - loss: 500.0492 - logits_profile_predictions_loss: 475.3906 - logcount_predictions_loss: 0.8474 467/2564 [====>.........................] - ETA: 4:51 - loss: 500.0500 - logits_profile_predictions_loss: 475.3908 - logcount_predictions_loss: 0.8474 468/2564 [====>.........................] - ETA: 4:51 - loss: 500.0507 - logits_profile_predictions_loss: 475.3908 - logcount_predictions_loss: 0.8474 469/2564 [====>.........................] - ETA: 4:50 - loss: 500.0512 - logits_profile_predictions_loss: 475.3907 - logcount_predictions_loss: 0.8474 470/2564 [====>.........................] - ETA: 4:50 - loss: 500.0517 - logits_profile_predictions_loss: 475.3906 - logcount_predictions_loss: 0.8475 471/2564 [====>.........................] - ETA: 4:50 - loss: 500.0517 - logits_profile_predictions_loss: 475.3900 - logcount_predictions_loss: 0.8475 472/2564 [====>.........................] - ETA: 4:50 - loss: 500.0517 - logits_profile_predictions_loss: 475.3895 - logcount_predictions_loss: 0.8475 473/2564 [====>.........................] - ETA: 4:50 - loss: 500.0518 - logits_profile_predictions_loss: 475.3891 - logcount_predictions_loss: 0.8475 474/2564 [====>.........................] - ETA: 4:50 - loss: 500.0520 - logits_profile_predictions_loss: 475.3888 - logcount_predictions_loss: 0.8475 475/2564 [====>.........................] - ETA: 4:50 - loss: 500.0521 - logits_profile_predictions_loss: 475.3884 - logcount_predictions_loss: 0.8475 476/2564 [====>.........................] - ETA: 4:49 - loss: 500.0523 - logits_profile_predictions_loss: 475.3881 - logcount_predictions_loss: 0.8476 477/2564 [====>.........................] - ETA: 4:49 - loss: 500.0530 - logits_profile_predictions_loss: 475.3882 - logcount_predictions_loss: 0.8476 478/2564 [====>.........................] - ETA: 4:49 - loss: 500.0535 - logits_profile_predictions_loss: 475.3881 - logcount_predictions_loss: 0.8476 479/2564 [====>.........................] - ETA: 4:49 - loss: 500.0542 - logits_profile_predictions_loss: 475.3881 - logcount_predictions_loss: 0.8476 480/2564 [====>.........................] - ETA: 4:49 - loss: 500.0547 - logits_profile_predictions_loss: 475.3880 - logcount_predictions_loss: 0.8477 481/2564 [====>.........................] - ETA: 4:49 - loss: 500.0548 - logits_profile_predictions_loss: 475.3875 - logcount_predictions_loss: 0.8477 482/2564 [====>.........................] - ETA: 4:49 - loss: 500.0554 - logits_profile_predictions_loss: 475.3875 - logcount_predictions_loss: 0.8477 483/2564 [====>.........................] - ETA: 4:48 - loss: 500.0560 - logits_profile_predictions_loss: 475.3875 - logcount_predictions_loss: 0.8477 484/2564 [====>.........................] - ETA: 4:48 - loss: 500.0563 - logits_profile_predictions_loss: 475.3871 - logcount_predictions_loss: 0.8477 485/2564 [====>.........................] - ETA: 4:48 - loss: 500.0567 - logits_profile_predictions_loss: 475.3869 - logcount_predictions_loss: 0.8478 486/2564 [====>.........................] - ETA: 4:48 - loss: 500.0573 - logits_profile_predictions_loss: 475.3869 - logcount_predictions_loss: 0.8478 487/2564 [====>.........................] - ETA: 4:48 - loss: 500.0580 - logits_profile_predictions_loss: 475.3870 - logcount_predictions_loss: 0.8478 488/2564 [====>.........................] - ETA: 4:48 - loss: 500.0585 - logits_profile_predictions_loss: 475.3869 - logcount_predictions_loss: 0.8478 489/2564 [====>.........................] - ETA: 4:48 - loss: 500.0587 - logits_profile_predictions_loss: 475.3865 - logcount_predictions_loss: 0.8478 490/2564 [====>.........................] - ETA: 4:48 - loss: 500.0590 - logits_profile_predictions_loss: 475.3861 - logcount_predictions_loss: 0.8479 491/2564 [====>.........................] - ETA: 4:47 - loss: 500.0592 - 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val_logits_profile_predictions_loss: 532.0396 - val_logcount_predictions_loss: 0.9407 Epoch 00009: val_loss improved from 560.72467 to 559.41455, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 10/50 1/2564 [..............................] - ETA: 6:37 - loss: 471.9243 - logits_profile_predictions_loss: 450.2801 - logcount_predictions_loss: 0.7438 2/2564 [..............................] - ETA: 6:14 - loss: 476.2264 - logits_profile_predictions_loss: 453.1290 - logcount_predictions_loss: 0.7937 3/2564 [..............................] - ETA: 6:04 - loss: 481.8246 - logits_profile_predictions_loss: 457.8093 - logcount_predictions_loss: 0.8253 4/2564 [..............................] - ETA: 6:01 - loss: 485.8424 - logits_profile_predictions_loss: 461.5528 - logcount_predictions_loss: 0.8347 5/2564 [..............................] - ETA: 5:59 - loss: 489.3366 - logits_profile_predictions_loss: 465.1840 - 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[============================>.] - ETA: 0s - loss: 499.2092 - logits_profile_predictions_loss: 475.3372 - logcount_predictions_loss: 0.8204 2564/2564 [==============================] - ETA: 0s - loss: 499.2089 - logits_profile_predictions_loss: 475.3369 - logcount_predictions_loss: 0.8204 2564/2564 [==============================] - 371s 145ms/step - loss: 499.2086 - logits_profile_predictions_loss: 475.3367 - logcount_predictions_loss: 0.8204 - val_loss: 559.3033 - val_logits_profile_predictions_loss: 531.0635 - val_logcount_predictions_loss: 0.9704 Epoch 00010: val_loss improved from 559.41455 to 559.30328, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 11/50 1/2564 [..............................] - ETA: 6:37 - loss: 478.5096 - logits_profile_predictions_loss: 459.5904 - logcount_predictions_loss: 0.6501 2/2564 [..............................] - ETA: 6:17 - loss: 494.2717 - 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[..............................] - ETA: 5:57 - loss: 501.6630 - logits_profile_predictions_loss: 480.1586 - logcount_predictions_loss: 0.7390 10/2564 [..............................] - ETA: 5:56 - loss: 501.1249 - logits_profile_predictions_loss: 479.5286 - logcount_predictions_loss: 0.7421 11/2564 [..............................] - ETA: 5:56 - loss: 500.7404 - logits_profile_predictions_loss: 479.0791 - logcount_predictions_loss: 0.7444 12/2564 [..............................] - ETA: 5:56 - loss: 500.3420 - logits_profile_predictions_loss: 478.5722 - logcount_predictions_loss: 0.7481 13/2564 [..............................] - ETA: 5:55 - loss: 499.9641 - logits_profile_predictions_loss: 478.0875 - logcount_predictions_loss: 0.7518 14/2564 [..............................] - ETA: 5:55 - loss: 499.2864 - logits_profile_predictions_loss: 477.3173 - logcount_predictions_loss: 0.7550 15/2564 [..............................] - ETA: 5:55 - loss: 498.9220 - logits_profile_predictions_loss: 476.8623 - logcount_predictions_loss: 0.7581 16/2564 [..............................] - ETA: 5:55 - loss: 498.8511 - logits_profile_predictions_loss: 476.7223 - logcount_predictions_loss: 0.7604 17/2564 [..............................] - ETA: 5:54 - loss: 498.8344 - logits_profile_predictions_loss: 476.6530 - logcount_predictions_loss: 0.7622 18/2564 [..............................] - ETA: 5:54 - loss: 498.6701 - logits_profile_predictions_loss: 476.4307 - logcount_predictions_loss: 0.7642 19/2564 [..............................] - ETA: 5:54 - loss: 498.6788 - logits_profile_predictions_loss: 476.3781 - logcount_predictions_loss: 0.7663 20/2564 [..............................] - ETA: 5:54 - loss: 498.5512 - logits_profile_predictions_loss: 476.2055 - logcount_predictions_loss: 0.7679 21/2564 [..............................] - ETA: 5:54 - loss: 498.2985 - logits_profile_predictions_loss: 475.9109 - logcount_predictions_loss: 0.7693 22/2564 [..............................] - ETA: 5:54 - 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29/2564 [..............................] - ETA: 5:52 - loss: 496.8984 - logits_profile_predictions_loss: 474.1359 - logcount_predictions_loss: 0.7822 30/2564 [..............................] - ETA: 5:52 - loss: 496.8543 - logits_profile_predictions_loss: 474.0588 - logcount_predictions_loss: 0.7834 31/2564 [..............................] - ETA: 5:52 - loss: 496.8188 - logits_profile_predictions_loss: 473.9993 - logcount_predictions_loss: 0.7842 32/2564 [..............................] - ETA: 5:52 - loss: 496.8147 - logits_profile_predictions_loss: 473.9719 - logcount_predictions_loss: 0.7850 33/2564 [..............................] - ETA: 5:51 - loss: 496.7705 - logits_profile_predictions_loss: 473.9088 - logcount_predictions_loss: 0.7856 34/2564 [..............................] - ETA: 5:51 - loss: 496.6937 - logits_profile_predictions_loss: 473.8156 - logcount_predictions_loss: 0.7862 35/2564 [..............................] - ETA: 5:51 - loss: 496.6476 - 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[..............................] - ETA: 5:50 - loss: 496.1723 - logits_profile_predictions_loss: 473.2527 - logcount_predictions_loss: 0.7876 43/2564 [..............................] - ETA: 5:50 - loss: 496.0657 - logits_profile_predictions_loss: 473.1483 - logcount_predictions_loss: 0.7875 44/2564 [..............................] - ETA: 5:50 - loss: 495.9656 - logits_profile_predictions_loss: 473.0486 - logcount_predictions_loss: 0.7875 45/2564 [..............................] - ETA: 5:50 - loss: 495.8404 - logits_profile_predictions_loss: 472.9241 - logcount_predictions_loss: 0.7875 46/2564 [..............................] - ETA: 5:50 - loss: 495.7417 - logits_profile_predictions_loss: 472.8279 - logcount_predictions_loss: 0.7874 47/2564 [..............................] - ETA: 5:49 - loss: 495.6178 - logits_profile_predictions_loss: 472.7082 - logcount_predictions_loss: 0.7873 48/2564 [..............................] - ETA: 5:49 - loss: 495.4867 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:45 - loss: 493.2675 - logits_profile_predictions_loss: 470.4937 - logcount_predictions_loss: 0.7826 76/2564 [..............................] - ETA: 5:45 - loss: 493.2410 - logits_profile_predictions_loss: 470.4690 - logcount_predictions_loss: 0.7825 77/2564 [..............................] - ETA: 5:45 - loss: 493.2068 - logits_profile_predictions_loss: 470.4355 - logcount_predictions_loss: 0.7825 78/2564 [..............................] - ETA: 5:45 - loss: 493.1657 - logits_profile_predictions_loss: 470.3956 - logcount_predictions_loss: 0.7825 79/2564 [..............................] - ETA: 5:45 - loss: 493.1145 - logits_profile_predictions_loss: 470.3454 - logcount_predictions_loss: 0.7824 80/2564 [..............................] - ETA: 5:44 - loss: 493.0727 - logits_profile_predictions_loss: 470.3060 - logcount_predictions_loss: 0.7824 81/2564 [..............................] - ETA: 5:44 - loss: 493.0291 - logits_profile_predictions_loss: 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[============================>.] - ETA: 1s - loss: 495.9286 - logits_profile_predictions_loss: 473.1783 - logcount_predictions_loss: 0.7818 2554/2564 [============================>.] - ETA: 1s - loss: 495.9285 - logits_profile_predictions_loss: 473.1782 - logcount_predictions_loss: 0.7818 2555/2564 [============================>.] - ETA: 1s - loss: 495.9285 - logits_profile_predictions_loss: 473.1782 - logcount_predictions_loss: 0.7818 2556/2564 [============================>.] - ETA: 1s - loss: 495.9285 - logits_profile_predictions_loss: 473.1782 - logcount_predictions_loss: 0.7818 2557/2564 [============================>.] - ETA: 0s - loss: 495.9284 - logits_profile_predictions_loss: 473.1781 - logcount_predictions_loss: 0.7818 2558/2564 [============================>.] - ETA: 0s - loss: 495.9284 - logits_profile_predictions_loss: 473.1781 - logcount_predictions_loss: 0.7818 2559/2564 [============================>.] - ETA: 0s - loss: 495.9284 - logits_profile_predictions_loss: 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val_logits_profile_predictions_loss: 531.7818 - val_logcount_predictions_loss: 0.9784 Epoch 00011: val_loss did not improve from 559.30328 Epoch 12/50 1/2564 [..............................] - ETA: 6:41 - loss: 497.2404 - logits_profile_predictions_loss: 475.0963 - logcount_predictions_loss: 0.7610 2/2564 [..............................] - ETA: 6:02 - loss: 513.4041 - logits_profile_predictions_loss: 491.1552 - logcount_predictions_loss: 0.7646 3/2564 [..............................] - ETA: 5:58 - loss: 510.7138 - logits_profile_predictions_loss: 488.4529 - logcount_predictions_loss: 0.7650 4/2564 [..............................] - ETA: 5:57 - loss: 506.1409 - logits_profile_predictions_loss: 484.0924 - logcount_predictions_loss: 0.7577 5/2564 [..............................] - ETA: 5:57 - loss: 501.4600 - logits_profile_predictions_loss: 479.5384 - logcount_predictions_loss: 0.7533 6/2564 [..............................] - ETA: 5:56 - loss: 497.5554 - logits_profile_predictions_loss: 475.5237 - logcount_predictions_loss: 0.7571 7/2564 [..............................] - ETA: 5:56 - loss: 494.7435 - logits_profile_predictions_loss: 472.7876 - logcount_predictions_loss: 0.7545 8/2564 [..............................] - ETA: 5:55 - loss: 493.7285 - logits_profile_predictions_loss: 471.8859 - logcount_predictions_loss: 0.7506 9/2564 [..............................] - ETA: 5:55 - loss: 493.2477 - logits_profile_predictions_loss: 471.5160 - logcount_predictions_loss: 0.7468 10/2564 [..............................] - ETA: 5:55 - loss: 493.2405 - logits_profile_predictions_loss: 471.5880 - logcount_predictions_loss: 0.7441 11/2564 [..............................] - ETA: 5:55 - loss: 492.6359 - logits_profile_predictions_loss: 471.1120 - logcount_predictions_loss: 0.7397 12/2564 [..............................] - ETA: 5:54 - loss: 491.8642 - logits_profile_predictions_loss: 470.4611 - logcount_predictions_loss: 0.7355 13/2564 [..............................] - ETA: 5:54 - loss: 491.3243 - logits_profile_predictions_loss: 470.0254 - logcount_predictions_loss: 0.7319 14/2564 [..............................] - ETA: 5:54 - loss: 491.0867 - logits_profile_predictions_loss: 469.8497 - logcount_predictions_loss: 0.7298 15/2564 [..............................] - ETA: 5:54 - loss: 490.4718 - logits_profile_predictions_loss: 469.3068 - logcount_predictions_loss: 0.7273 16/2564 [..............................] - ETA: 5:54 - loss: 490.1254 - logits_profile_predictions_loss: 469.0175 - logcount_predictions_loss: 0.7254 17/2564 [..............................] - ETA: 5:54 - loss: 489.8982 - logits_profile_predictions_loss: 468.8281 - logcount_predictions_loss: 0.7241 18/2564 [..............................] - ETA: 5:53 - loss: 489.6663 - logits_profile_predictions_loss: 468.6297 - logcount_predictions_loss: 0.7229 19/2564 [..............................] - ETA: 5:53 - loss: 489.5760 - logits_profile_predictions_loss: 468.5678 - logcount_predictions_loss: 0.7219 20/2564 [..............................] - ETA: 5:53 - loss: 489.4353 - logits_profile_predictions_loss: 468.4534 - logcount_predictions_loss: 0.7210 21/2564 [..............................] - ETA: 5:53 - loss: 489.4275 - logits_profile_predictions_loss: 468.4754 - logcount_predictions_loss: 0.7200 22/2564 [..............................] - ETA: 5:53 - loss: 489.6390 - logits_profile_predictions_loss: 468.7198 - logcount_predictions_loss: 0.7189 23/2564 [..............................] - ETA: 5:53 - loss: 489.8188 - logits_profile_predictions_loss: 468.9271 - logcount_predictions_loss: 0.7179 24/2564 [..............................] - ETA: 5:52 - loss: 489.9507 - logits_profile_predictions_loss: 469.0861 - logcount_predictions_loss: 0.7170 25/2564 [..............................] - ETA: 5:52 - loss: 490.1605 - logits_profile_predictions_loss: 469.3205 - logcount_predictions_loss: 0.7162 26/2564 [..............................] - ETA: 5:52 - loss: 490.2533 - logits_profile_predictions_loss: 469.4377 - logcount_predictions_loss: 0.7153 27/2564 [..............................] - ETA: 5:52 - loss: 490.3114 - logits_profile_predictions_loss: 469.5118 - logcount_predictions_loss: 0.7148 28/2564 [..............................] - ETA: 5:52 - loss: 490.3814 - logits_profile_predictions_loss: 469.5905 - logcount_predictions_loss: 0.7145 29/2564 [..............................] - ETA: 5:52 - loss: 490.3542 - logits_profile_predictions_loss: 469.5607 - logcount_predictions_loss: 0.7146 30/2564 [..............................] - ETA: 5:52 - loss: 490.3780 - logits_profile_predictions_loss: 469.5801 - logcount_predictions_loss: 0.7147 31/2564 [..............................] - ETA: 5:51 - loss: 490.4153 - logits_profile_predictions_loss: 469.6057 - logcount_predictions_loss: 0.7151 32/2564 [..............................] - ETA: 5:51 - loss: 490.4586 - logits_profile_predictions_loss: 469.6389 - logcount_predictions_loss: 0.7155 33/2564 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[============================>.] - ETA: 0s - loss: 492.3267 - logits_profile_predictions_loss: 470.6973 - logcount_predictions_loss: 0.7433 2558/2564 [============================>.] - ETA: 0s - loss: 492.3269 - logits_profile_predictions_loss: 470.6975 - logcount_predictions_loss: 0.7433 2559/2564 [============================>.] - ETA: 0s - loss: 492.3271 - logits_profile_predictions_loss: 470.6976 - logcount_predictions_loss: 0.7433 2560/2564 [============================>.] - ETA: 0s - loss: 492.3273 - logits_profile_predictions_loss: 470.6978 - logcount_predictions_loss: 0.7433 2561/2564 [============================>.] - ETA: 0s - loss: 492.3275 - logits_profile_predictions_loss: 470.6980 - logcount_predictions_loss: 0.7433 2562/2564 [============================>.] - ETA: 0s - loss: 492.3277 - logits_profile_predictions_loss: 470.6982 - logcount_predictions_loss: 0.7433 2563/2564 [============================>.] - ETA: 0s - loss: 492.3279 - logits_profile_predictions_loss: 470.6984 - logcount_predictions_loss: 0.7433 2564/2564 [==============================] - ETA: 0s - loss: 492.3281 - logits_profile_predictions_loss: 470.6986 - logcount_predictions_loss: 0.7433 2564/2564 [==============================] - 371s 145ms/step - loss: 492.3283 - logits_profile_predictions_loss: 470.6988 - logcount_predictions_loss: 0.7433 - val_loss: 560.6840 - val_logits_profile_predictions_loss: 532.1719 - val_logcount_predictions_loss: 0.9798 Epoch 00012: val_loss did not improve from 559.30328 Epoch 13/50 1/2564 [..............................] - ETA: 6:37 - loss: 422.6136 - logits_profile_predictions_loss: 402.6908 - logcount_predictions_loss: 0.6846 2/2564 [..............................] - ETA: 6:14 - loss: 448.3719 - logits_profile_predictions_loss: 429.2129 - logcount_predictions_loss: 0.6584 3/2564 [..............................] - ETA: 6:04 - loss: 459.9642 - logits_profile_predictions_loss: 441.3089 - logcount_predictions_loss: 0.6411 4/2564 [..............................] - ETA: 6:01 - loss: 465.1305 - logits_profile_predictions_loss: 446.9338 - logcount_predictions_loss: 0.6253 5/2564 [..............................] - ETA: 5:59 - loss: 469.8124 - logits_profile_predictions_loss: 451.7630 - logcount_predictions_loss: 0.6203 6/2564 [..............................] - ETA: 5:58 - loss: 473.4748 - logits_profile_predictions_loss: 455.3434 - logcount_predictions_loss: 0.6231 7/2564 [..............................] - ETA: 5:57 - loss: 475.2902 - logits_profile_predictions_loss: 457.0923 - logcount_predictions_loss: 0.6254 8/2564 [..............................] - ETA: 5:57 - loss: 476.3092 - logits_profile_predictions_loss: 458.0476 - logcount_predictions_loss: 0.6275 9/2564 [..............................] - ETA: 5:56 - loss: 476.8029 - logits_profile_predictions_loss: 458.4739 - logcount_predictions_loss: 0.6299 10/2564 [..............................] - ETA: 5:56 - loss: 476.9745 - logits_profile_predictions_loss: 458.5887 - logcount_predictions_loss: 0.6318 11/2564 [..............................] - ETA: 5:56 - loss: 477.3453 - logits_profile_predictions_loss: 458.9504 - logcount_predictions_loss: 0.6321 12/2564 [..............................] - ETA: 5:55 - loss: 477.4928 - logits_profile_predictions_loss: 459.0517 - logcount_predictions_loss: 0.6337 13/2564 [..............................] - ETA: 5:55 - loss: 477.9926 - logits_profile_predictions_loss: 459.5257 - logcount_predictions_loss: 0.6346 14/2564 [..............................] - ETA: 5:55 - loss: 478.8089 - logits_profile_predictions_loss: 460.2973 - logcount_predictions_loss: 0.6361 15/2564 [..............................] - ETA: 5:54 - loss: 479.6055 - logits_profile_predictions_loss: 461.0599 - logcount_predictions_loss: 0.6373 16/2564 [..............................] - ETA: 5:54 - loss: 480.3673 - logits_profile_predictions_loss: 461.7924 - logcount_predictions_loss: 0.6383 17/2564 [..............................] - ETA: 5:54 - loss: 480.9856 - logits_profile_predictions_loss: 462.3824 - logcount_predictions_loss: 0.6393 18/2564 [..............................] - ETA: 5:54 - loss: 481.6423 - logits_profile_predictions_loss: 463.0200 - logcount_predictions_loss: 0.6399 19/2564 [..............................] - ETA: 5:54 - loss: 482.3722 - logits_profile_predictions_loss: 463.7161 - logcount_predictions_loss: 0.6411 20/2564 [..............................] - ETA: 5:53 - loss: 482.9643 - logits_profile_predictions_loss: 464.2900 - logcount_predictions_loss: 0.6417 21/2564 [..............................] - ETA: 5:53 - loss: 483.4202 - logits_profile_predictions_loss: 464.7339 - logcount_predictions_loss: 0.6421 22/2564 [..............................] - ETA: 5:53 - loss: 483.9880 - logits_profile_predictions_loss: 465.2907 - logcount_predictions_loss: 0.6425 23/2564 [..............................] - ETA: 5:53 - loss: 484.5778 - logits_profile_predictions_loss: 465.8613 - logcount_predictions_loss: 0.6432 24/2564 [..............................] - ETA: 5:53 - loss: 485.1430 - logits_profile_predictions_loss: 466.4107 - logcount_predictions_loss: 0.6437 25/2564 [..............................] - ETA: 5:52 - loss: 485.7086 - logits_profile_predictions_loss: 466.9557 - logcount_predictions_loss: 0.6444 26/2564 [..............................] - ETA: 5:52 - loss: 486.2748 - logits_profile_predictions_loss: 467.4902 - logcount_predictions_loss: 0.6455 27/2564 [..............................] - ETA: 5:52 - loss: 486.7278 - logits_profile_predictions_loss: 467.9253 - logcount_predictions_loss: 0.6461 28/2564 [..............................] - ETA: 5:52 - loss: 487.1780 - logits_profile_predictions_loss: 468.3637 - logcount_predictions_loss: 0.6465 29/2564 [..............................] - ETA: 5:52 - loss: 487.6599 - logits_profile_predictions_loss: 468.8331 - logcount_predictions_loss: 0.6470 30/2564 [..............................] - ETA: 5:52 - loss: 488.0476 - logits_profile_predictions_loss: 469.2122 - logcount_predictions_loss: 0.6473 31/2564 [..............................] - ETA: 5:51 - loss: 488.4197 - logits_profile_predictions_loss: 469.5759 - logcount_predictions_loss: 0.6476 32/2564 [..............................] - ETA: 5:51 - loss: 488.7883 - logits_profile_predictions_loss: 469.9354 - logcount_predictions_loss: 0.6479 33/2564 [..............................] - ETA: 5:51 - loss: 489.1579 - logits_profile_predictions_loss: 470.2995 - logcount_predictions_loss: 0.6481 34/2564 [..............................] - ETA: 5:51 - loss: 489.4987 - logits_profile_predictions_loss: 470.6406 - logcount_predictions_loss: 0.6480 35/2564 [..............................] - ETA: 5:51 - loss: 489.7923 - logits_profile_predictions_loss: 470.9334 - logcount_predictions_loss: 0.6481 36/2564 [..............................] - ETA: 5:51 - loss: 490.0783 - logits_profile_predictions_loss: 471.2180 - logcount_predictions_loss: 0.6481 37/2564 [..............................] - ETA: 5:50 - loss: 490.3522 - logits_profile_predictions_loss: 471.4911 - logcount_predictions_loss: 0.6481 38/2564 [..............................] - ETA: 5:50 - loss: 490.6747 - logits_profile_predictions_loss: 471.8121 - logcount_predictions_loss: 0.6482 39/2564 [..............................] - ETA: 5:50 - loss: 490.9918 - logits_profile_predictions_loss: 472.1295 - logcount_predictions_loss: 0.6482 40/2564 [..............................] - ETA: 5:50 - loss: 491.3184 - logits_profile_predictions_loss: 472.4572 - logcount_predictions_loss: 0.6482 41/2564 [..............................] - ETA: 5:50 - loss: 491.6252 - logits_profile_predictions_loss: 472.7685 - logcount_predictions_loss: 0.6480 42/2564 [..............................] - ETA: 5:50 - loss: 491.9350 - logits_profile_predictions_loss: 473.0830 - logcount_predictions_loss: 0.6478 43/2564 [..............................] - ETA: 5:50 - loss: 492.1992 - logits_profile_predictions_loss: 473.3502 - logcount_predictions_loss: 0.6477 44/2564 [..............................] - ETA: 5:50 - loss: 492.4545 - logits_profile_predictions_loss: 473.6080 - logcount_predictions_loss: 0.6476 45/2564 [..............................] - ETA: 5:49 - loss: 492.6613 - logits_profile_predictions_loss: 473.8149 - logcount_predictions_loss: 0.6476 46/2564 [..............................] - ETA: 5:49 - loss: 492.8557 - logits_profile_predictions_loss: 474.0094 - logcount_predictions_loss: 0.6476 47/2564 [..............................] - ETA: 5:49 - loss: 493.0259 - logits_profile_predictions_loss: 474.1798 - logcount_predictions_loss: 0.6476 48/2564 [..............................] - ETA: 5:49 - loss: 493.1694 - logits_profile_predictions_loss: 474.3239 - logcount_predictions_loss: 0.6476 49/2564 [..............................] - ETA: 5:49 - loss: 493.3029 - logits_profile_predictions_loss: 474.4561 - logcount_predictions_loss: 0.6477 50/2564 [..............................] - ETA: 5:49 - loss: 493.4221 - logits_profile_predictions_loss: 474.5739 - logcount_predictions_loss: 0.6477 51/2564 [..............................] - ETA: 5:49 - loss: 493.4996 - logits_profile_predictions_loss: 474.6505 - logcount_predictions_loss: 0.6477 52/2564 [..............................] - ETA: 5:48 - loss: 493.5823 - logits_profile_predictions_loss: 474.7316 - logcount_predictions_loss: 0.6478 53/2564 [..............................] - ETA: 5:48 - loss: 493.6641 - logits_profile_predictions_loss: 474.8094 - logcount_predictions_loss: 0.6479 54/2564 [..............................] - ETA: 5:48 - loss: 493.7485 - logits_profile_predictions_loss: 474.8904 - logcount_predictions_loss: 0.6480 55/2564 [..............................] - ETA: 5:48 - loss: 493.8211 - logits_profile_predictions_loss: 474.9552 - logcount_predictions_loss: 0.6483 56/2564 [..............................] - ETA: 5:48 - loss: 493.8661 - logits_profile_predictions_loss: 474.9931 - logcount_predictions_loss: 0.6486 57/2564 [..............................] - ETA: 5:48 - loss: 493.9011 - logits_profile_predictions_loss: 475.0215 - logcount_predictions_loss: 0.6488 58/2564 [..............................] - ETA: 5:48 - loss: 493.9372 - logits_profile_predictions_loss: 475.0515 - logcount_predictions_loss: 0.6490 59/2564 [..............................] - ETA: 5:47 - loss: 494.0196 - logits_profile_predictions_loss: 475.1251 - logcount_predictions_loss: 0.6493 60/2564 [..............................] - ETA: 5:47 - loss: 494.0984 - logits_profile_predictions_loss: 475.1946 - logcount_predictions_loss: 0.6496 61/2564 [..............................] - ETA: 5:47 - loss: 494.1839 - logits_profile_predictions_loss: 475.2721 - logcount_predictions_loss: 0.6499 62/2564 [..............................] - ETA: 5:47 - loss: 494.2571 - logits_profile_predictions_loss: 475.3359 - logcount_predictions_loss: 0.6502 63/2564 [..............................] - ETA: 5:47 - loss: 494.3268 - logits_profile_predictions_loss: 475.3969 - logcount_predictions_loss: 0.6505 64/2564 [..............................] - ETA: 5:47 - loss: 494.3920 - logits_profile_predictions_loss: 475.4526 - logcount_predictions_loss: 0.6508 65/2564 [..............................] - ETA: 5:47 - loss: 494.4429 - logits_profile_predictions_loss: 475.4934 - logcount_predictions_loss: 0.6512 66/2564 [..............................] - ETA: 5:46 - loss: 494.5061 - logits_profile_predictions_loss: 475.5445 - logcount_predictions_loss: 0.6516 67/2564 [..............................] - ETA: 5:46 - loss: 494.5670 - logits_profile_predictions_loss: 475.5930 - logcount_predictions_loss: 0.6520 68/2564 [..............................] - ETA: 5:46 - loss: 494.6110 - logits_profile_predictions_loss: 475.6244 - logcount_predictions_loss: 0.6525 69/2564 [..............................] - ETA: 5:46 - loss: 494.6690 - logits_profile_predictions_loss: 475.6686 - logcount_predictions_loss: 0.6529 70/2564 [..............................] - ETA: 5:46 - loss: 494.7402 - logits_profile_predictions_loss: 475.7241 - logcount_predictions_loss: 0.6535 71/2564 [..............................] - ETA: 5:46 - loss: 494.8246 - logits_profile_predictions_loss: 475.7935 - logcount_predictions_loss: 0.6540 72/2564 [..............................] - ETA: 5:46 - loss: 494.9124 - logits_profile_predictions_loss: 475.8672 - logcount_predictions_loss: 0.6545 73/2564 [..............................] - ETA: 5:45 - loss: 494.9890 - logits_profile_predictions_loss: 475.9304 - logcount_predictions_loss: 0.6549 74/2564 [..............................] - ETA: 5:45 - loss: 495.0580 - logits_profile_predictions_loss: 475.9863 - logcount_predictions_loss: 0.6554 75/2564 [..............................] - ETA: 5:45 - loss: 495.1227 - logits_profile_predictions_loss: 476.0355 - logcount_predictions_loss: 0.6559 76/2564 [..............................] - ETA: 5:45 - loss: 495.1871 - logits_profile_predictions_loss: 476.0844 - logcount_predictions_loss: 0.6564 77/2564 [..............................] - ETA: 5:45 - loss: 495.2489 - logits_profile_predictions_loss: 476.1297 - logcount_predictions_loss: 0.6570 78/2564 [..............................] - ETA: 5:45 - loss: 495.3040 - logits_profile_predictions_loss: 476.1684 - logcount_predictions_loss: 0.6576 79/2564 [..............................] - ETA: 5:45 - loss: 495.3600 - logits_profile_predictions_loss: 476.2075 - logcount_predictions_loss: 0.6582 80/2564 [..............................] - ETA: 5:44 - loss: 495.4048 - logits_profile_predictions_loss: 476.2350 - logcount_predictions_loss: 0.6588 81/2564 [..............................] - ETA: 5:44 - loss: 495.4473 - logits_profile_predictions_loss: 476.2608 - logcount_predictions_loss: 0.6593 82/2564 [..............................] - ETA: 5:44 - loss: 495.4948 - logits_profile_predictions_loss: 476.2924 - logcount_predictions_loss: 0.6599 83/2564 [..............................] - ETA: 5:44 - loss: 495.5428 - logits_profile_predictions_loss: 476.3233 - logcount_predictions_loss: 0.6605 84/2564 [..............................] - ETA: 5:44 - loss: 495.5780 - logits_profile_predictions_loss: 476.3427 - logcount_predictions_loss: 0.6610 85/2564 [..............................] - ETA: 5:44 - loss: 495.6101 - logits_profile_predictions_loss: 476.3583 - logcount_predictions_loss: 0.6616 86/2564 [>.............................] - ETA: 5:44 - loss: 495.6258 - logits_profile_predictions_loss: 476.3581 - logcount_predictions_loss: 0.6621 87/2564 [>.............................] - ETA: 5:43 - loss: 495.6429 - logits_profile_predictions_loss: 476.3603 - logcount_predictions_loss: 0.6626 88/2564 [>.............................] - ETA: 5:43 - loss: 495.6495 - logits_profile_predictions_loss: 476.3525 - logcount_predictions_loss: 0.6631 89/2564 [>.............................] - ETA: 5:43 - loss: 495.6592 - logits_profile_predictions_loss: 476.3482 - logcount_predictions_loss: 0.6636 90/2564 [>.............................] - ETA: 5:43 - loss: 495.6649 - logits_profile_predictions_loss: 476.3408 - logcount_predictions_loss: 0.6641 91/2564 [>.............................] - ETA: 5:43 - loss: 495.6682 - logits_profile_predictions_loss: 476.3317 - logcount_predictions_loss: 0.6645 92/2564 [>.............................] - ETA: 5:43 - loss: 495.6706 - logits_profile_predictions_loss: 476.3223 - logcount_predictions_loss: 0.6649 93/2564 [>.............................] - ETA: 5:43 - loss: 495.6753 - logits_profile_predictions_loss: 476.3162 - logcount_predictions_loss: 0.6653 94/2564 [>.............................] - ETA: 5:42 - loss: 495.6815 - logits_profile_predictions_loss: 476.3123 - logcount_predictions_loss: 0.6656 95/2564 [>.............................] - ETA: 5:42 - loss: 495.6903 - logits_profile_predictions_loss: 476.3119 - logcount_predictions_loss: 0.6659 96/2564 [>.............................] - ETA: 5:42 - loss: 495.7039 - logits_profile_predictions_loss: 476.3172 - logcount_predictions_loss: 0.6662 97/2564 [>.............................] - ETA: 5:42 - loss: 495.7136 - logits_profile_predictions_loss: 476.3187 - logcount_predictions_loss: 0.6665 98/2564 [>.............................] - ETA: 5:42 - loss: 495.7263 - logits_profile_predictions_loss: 476.3238 - logcount_predictions_loss: 0.6668 99/2564 [>.............................] - ETA: 5:42 - loss: 495.7451 - logits_profile_predictions_loss: 476.3350 - logcount_predictions_loss: 0.6670 100/2564 [>.............................] - ETA: 5:42 - loss: 495.7566 - logits_profile_predictions_loss: 476.3394 - logcount_predictions_loss: 0.6673 101/2564 [>.............................] - ETA: 5:41 - loss: 495.7653 - logits_profile_predictions_loss: 476.3412 - logcount_predictions_loss: 0.6675 102/2564 [>.............................] - ETA: 5:41 - loss: 495.7679 - logits_profile_predictions_loss: 476.3373 - logcount_predictions_loss: 0.6677 103/2564 [>.............................] - ETA: 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logits_profile_predictions_loss: 476.2000 - logcount_predictions_loss: 0.6707 117/2564 [>.............................] - ETA: 5:39 - loss: 495.7097 - logits_profile_predictions_loss: 476.1853 - logcount_predictions_loss: 0.6709 118/2564 [>.............................] - ETA: 5:39 - loss: 495.6991 - logits_profile_predictions_loss: 476.1686 - logcount_predictions_loss: 0.6712 119/2564 [>.............................] - ETA: 5:39 - loss: 495.6908 - logits_profile_predictions_loss: 476.1543 - logcount_predictions_loss: 0.6714 120/2564 [>.............................] - ETA: 5:39 - loss: 495.6801 - logits_profile_predictions_loss: 476.1377 - logcount_predictions_loss: 0.6716 121/2564 [>.............................] - ETA: 5:39 - loss: 495.6700 - logits_profile_predictions_loss: 476.1221 - logcount_predictions_loss: 0.6718 122/2564 [>.............................] - ETA: 5:38 - loss: 495.6579 - logits_profile_predictions_loss: 476.1049 - logcount_predictions_loss: 0.6719 123/2564 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[============================>.] - ETA: 5s - loss: 490.4554 - logits_profile_predictions_loss: 470.1800 - logcount_predictions_loss: 0.6968 2523/2564 [============================>.] - ETA: 5s - loss: 490.4554 - logits_profile_predictions_loss: 470.1799 - logcount_predictions_loss: 0.6968 2524/2564 [============================>.] - ETA: 5s - loss: 490.4553 - logits_profile_predictions_loss: 470.1797 - logcount_predictions_loss: 0.6968 2525/2564 [============================>.] - ETA: 5s - loss: 490.4553 - logits_profile_predictions_loss: 470.1796 - logcount_predictions_loss: 0.6968 2526/2564 [============================>.] - ETA: 5s - loss: 490.4553 - logits_profile_predictions_loss: 470.1795 - logcount_predictions_loss: 0.6968 2527/2564 [============================>.] - ETA: 5s - loss: 490.4552 - logits_profile_predictions_loss: 470.1793 - logcount_predictions_loss: 0.6968 2528/2564 [============================>.] - ETA: 5s - loss: 490.4552 - logits_profile_predictions_loss: 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[============================>.] - ETA: 1s - loss: 490.4536 - logits_profile_predictions_loss: 470.1749 - logcount_predictions_loss: 0.6969 2556/2564 [============================>.] - ETA: 1s - loss: 490.4536 - logits_profile_predictions_loss: 470.1747 - logcount_predictions_loss: 0.6969 2557/2564 [============================>.] - ETA: 0s - loss: 490.4535 - logits_profile_predictions_loss: 470.1745 - logcount_predictions_loss: 0.6969 2558/2564 [============================>.] - ETA: 0s - loss: 490.4534 - logits_profile_predictions_loss: 470.1744 - logcount_predictions_loss: 0.6969 2559/2564 [============================>.] - ETA: 0s - loss: 490.4534 - logits_profile_predictions_loss: 470.1742 - logcount_predictions_loss: 0.6969 2560/2564 [============================>.] - ETA: 0s - loss: 490.4533 - logits_profile_predictions_loss: 470.1740 - logcount_predictions_loss: 0.6969 2561/2564 [============================>.] - ETA: 0s - loss: 490.4532 - logits_profile_predictions_loss: 470.1739 - logcount_predictions_loss: 0.6969 2562/2564 [============================>.] - ETA: 0s - loss: 490.4532 - logits_profile_predictions_loss: 470.1737 - logcount_predictions_loss: 0.6969 2563/2564 [============================>.] - ETA: 0s - loss: 490.4531 - logits_profile_predictions_loss: 470.1735 - logcount_predictions_loss: 0.6969 2564/2564 [==============================] - ETA: 0s - loss: 490.4530 - logits_profile_predictions_loss: 470.1734 - logcount_predictions_loss: 0.6969 2564/2564 [==============================] - 371s 145ms/step - loss: 490.4530 - logits_profile_predictions_loss: 470.1732 - logcount_predictions_loss: 0.6969 - val_loss: 561.2685 - val_logits_profile_predictions_loss: 532.9678 - val_logcount_predictions_loss: 0.9725 Epoch 00013: val_loss did not improve from 559.30328 Epoch 14/50 1/2564 [..............................] - ETA: 6:36 - loss: 451.8331 - logits_profile_predictions_loss: 431.4748 - logcount_predictions_loss: 0.6996 2/2564 [..............................] - ETA: 6:10 - loss: 452.7657 - logits_profile_predictions_loss: 433.8356 - logcount_predictions_loss: 0.6505 3/2564 [..............................] - ETA: 6:03 - loss: 456.7844 - logits_profile_predictions_loss: 438.9195 - logcount_predictions_loss: 0.6139 4/2564 [..............................] - ETA: 6:00 - loss: 461.2332 - logits_profile_predictions_loss: 444.1444 - logcount_predictions_loss: 0.5872 5/2564 [..............................] - ETA: 5:59 - loss: 461.9902 - logits_profile_predictions_loss: 445.4168 - logcount_predictions_loss: 0.5695 6/2564 [..............................] - ETA: 5:58 - loss: 461.2212 - logits_profile_predictions_loss: 444.8073 - logcount_predictions_loss: 0.5641 7/2564 [..............................] - ETA: 5:57 - loss: 460.2956 - logits_profile_predictions_loss: 443.8783 - logcount_predictions_loss: 0.5642 8/2564 [..............................] - ETA: 5:57 - loss: 459.3213 - logits_profile_predictions_loss: 442.9103 - logcount_predictions_loss: 0.5640 9/2564 [..............................] - ETA: 5:57 - loss: 459.1842 - logits_profile_predictions_loss: 442.6616 - logcount_predictions_loss: 0.5678 10/2564 [..............................] - ETA: 5:56 - loss: 458.7850 - logits_profile_predictions_loss: 442.1669 - logcount_predictions_loss: 0.5711 11/2564 [..............................] - ETA: 5:56 - loss: 458.4712 - logits_profile_predictions_loss: 441.8013 - logcount_predictions_loss: 0.5728 12/2564 [..............................] - ETA: 5:56 - loss: 458.8258 - logits_profile_predictions_loss: 442.1157 - logcount_predictions_loss: 0.5742 13/2564 [..............................] - ETA: 5:55 - loss: 459.4334 - logits_profile_predictions_loss: 442.7096 - logcount_predictions_loss: 0.5747 14/2564 [..............................] - ETA: 5:55 - loss: 460.1426 - logits_profile_predictions_loss: 443.4258 - logcount_predictions_loss: 0.5745 15/2564 [..............................] - ETA: 5:55 - loss: 460.8371 - logits_profile_predictions_loss: 444.1010 - logcount_predictions_loss: 0.5751 16/2564 [..............................] - ETA: 5:55 - loss: 461.5655 - logits_profile_predictions_loss: 444.7868 - logcount_predictions_loss: 0.5766 17/2564 [..............................] - ETA: 5:54 - loss: 462.3912 - logits_profile_predictions_loss: 445.5592 - logcount_predictions_loss: 0.5784 18/2564 [..............................] - ETA: 5:54 - loss: 463.0248 - logits_profile_predictions_loss: 446.1289 - logcount_predictions_loss: 0.5806 19/2564 [..............................] - ETA: 5:54 - loss: 463.5889 - logits_profile_predictions_loss: 446.6380 - logcount_predictions_loss: 0.5825 20/2564 [..............................] - ETA: 5:54 - loss: 463.9890 - logits_profile_predictions_loss: 446.9960 - logcount_predictions_loss: 0.5840 21/2564 [..............................] - ETA: 5:54 - loss: 464.3058 - logits_profile_predictions_loss: 447.2760 - logcount_predictions_loss: 0.5852 22/2564 [..............................] - ETA: 5:53 - loss: 464.5963 - logits_profile_predictions_loss: 447.5337 - logcount_predictions_loss: 0.5863 23/2564 [..............................] - ETA: 5:53 - loss: 464.8872 - logits_profile_predictions_loss: 447.7897 - logcount_predictions_loss: 0.5875 24/2564 [..............................] - ETA: 5:53 - loss: 465.1309 - logits_profile_predictions_loss: 448.0055 - logcount_predictions_loss: 0.5885 25/2564 [..............................] - ETA: 5:53 - loss: 465.3207 - logits_profile_predictions_loss: 448.1664 - logcount_predictions_loss: 0.5895 26/2564 [..............................] - ETA: 5:53 - loss: 465.5675 - logits_profile_predictions_loss: 448.3805 - logcount_predictions_loss: 0.5906 27/2564 [..............................] - ETA: 5:53 - loss: 465.8567 - logits_profile_predictions_loss: 448.6298 - logcount_predictions_loss: 0.5920 28/2564 [..............................] - ETA: 5:52 - loss: 466.2139 - logits_profile_predictions_loss: 448.9474 - logcount_predictions_loss: 0.5933 29/2564 [..............................] - ETA: 5:52 - loss: 466.6244 - logits_profile_predictions_loss: 449.3227 - logcount_predictions_loss: 0.5946 30/2564 [..............................] - ETA: 5:52 - loss: 467.0025 - logits_profile_predictions_loss: 449.6607 - logcount_predictions_loss: 0.5959 31/2564 [..............................] - ETA: 5:52 - loss: 467.3453 - logits_profile_predictions_loss: 449.9660 - logcount_predictions_loss: 0.5972 32/2564 [..............................] - ETA: 5:52 - loss: 467.6991 - logits_profile_predictions_loss: 450.2819 - logcount_predictions_loss: 0.5985 33/2564 [..............................] - ETA: 5:52 - loss: 467.9858 - logits_profile_predictions_loss: 450.5305 - logcount_predictions_loss: 0.5998 34/2564 [..............................] - ETA: 5:51 - loss: 468.3100 - logits_profile_predictions_loss: 450.8207 - logcount_predictions_loss: 0.6010 35/2564 [..............................] - ETA: 5:51 - loss: 468.6267 - logits_profile_predictions_loss: 451.1025 - logcount_predictions_loss: 0.6022 36/2564 [..............................] - ETA: 5:51 - loss: 468.9470 - logits_profile_predictions_loss: 451.3885 - logcount_predictions_loss: 0.6034 37/2564 [..............................] - ETA: 5:51 - loss: 469.2987 - logits_profile_predictions_loss: 451.7061 - logcount_predictions_loss: 0.6046 38/2564 [..............................] - ETA: 5:51 - loss: 469.6024 - logits_profile_predictions_loss: 451.9768 - logcount_predictions_loss: 0.6057 39/2564 [..............................] - ETA: 5:51 - loss: 469.8838 - logits_profile_predictions_loss: 452.2265 - logcount_predictions_loss: 0.6068 40/2564 [..............................] - ETA: 5:50 - loss: 470.1175 - logits_profile_predictions_loss: 452.4279 - logcount_predictions_loss: 0.6079 41/2564 [..............................] - ETA: 5:50 - loss: 470.3453 - logits_profile_predictions_loss: 452.6274 - logcount_predictions_loss: 0.6089 42/2564 [..............................] - ETA: 5:50 - loss: 470.5876 - logits_profile_predictions_loss: 452.8433 - logcount_predictions_loss: 0.6098 43/2564 [..............................] - ETA: 5:50 - loss: 470.7878 - logits_profile_predictions_loss: 453.0190 - logcount_predictions_loss: 0.6106 44/2564 [..............................] - ETA: 5:50 - loss: 470.9225 - logits_profile_predictions_loss: 453.1312 - logcount_predictions_loss: 0.6114 45/2564 [..............................] - ETA: 5:50 - loss: 471.0598 - logits_profile_predictions_loss: 453.2478 - logcount_predictions_loss: 0.6121 46/2564 [..............................] - ETA: 5:50 - loss: 471.2258 - logits_profile_predictions_loss: 453.3955 - logcount_predictions_loss: 0.6127 47/2564 [..............................] - ETA: 5:49 - loss: 471.4309 - logits_profile_predictions_loss: 453.5856 - logcount_predictions_loss: 0.6132 48/2564 [..............................] - ETA: 5:49 - loss: 471.6091 - 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val_logits_profile_predictions_loss: 528.5726 - val_logcount_predictions_loss: 0.9993 Epoch 00014: val_loss improved from 559.30328 to 557.65302, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2/chrombpnet.h5 Epoch 15/50 1/2564 [..............................] - ETA: 6:36 - loss: 461.9320 - logits_profile_predictions_loss: 447.9306 - logcount_predictions_loss: 0.4811 2/2564 [..............................] - ETA: 6:00 - loss: 443.7625 - logits_profile_predictions_loss: 429.6980 - logcount_predictions_loss: 0.4833 3/2564 [..............................] - ETA: 5:58 - loss: 439.5709 - logits_profile_predictions_loss: 425.0566 - logcount_predictions_loss: 0.4988 4/2564 [..............................] - ETA: 5:56 - loss: 437.7863 - logits_profile_predictions_loss: 422.7134 - logcount_predictions_loss: 0.5180 5/2564 [..............................] - ETA: 5:55 - loss: 438.5634 - logits_profile_predictions_loss: 423.3586 - 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[..............................] - ETA: 5:52 - loss: 453.2548 - logits_profile_predictions_loss: 436.5208 - logcount_predictions_loss: 0.5751 20/2564 [..............................] - ETA: 5:52 - loss: 453.6852 - logits_profile_predictions_loss: 436.9337 - logcount_predictions_loss: 0.5757 21/2564 [..............................] - ETA: 5:52 - loss: 454.0653 - logits_profile_predictions_loss: 437.3047 - logcount_predictions_loss: 0.5760 22/2564 [..............................] - ETA: 5:52 - loss: 454.4754 - logits_profile_predictions_loss: 437.7146 - logcount_predictions_loss: 0.5760 23/2564 [..............................] - ETA: 5:52 - loss: 454.7004 - logits_profile_predictions_loss: 437.9509 - logcount_predictions_loss: 0.5756 24/2564 [..............................] - ETA: 5:52 - loss: 455.0330 - logits_profile_predictions_loss: 438.2898 - logcount_predictions_loss: 0.5754 25/2564 [..............................] - ETA: 5:51 - loss: 455.4062 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:43 - loss: 464.6841 - logits_profile_predictions_loss: 449.1000 - logcount_predictions_loss: 0.5355 86/2564 [>.............................] - ETA: 5:43 - loss: 464.7222 - logits_profile_predictions_loss: 449.1433 - logcount_predictions_loss: 0.5354 87/2564 [>.............................] - ETA: 5:43 - loss: 464.7606 - logits_profile_predictions_loss: 449.1870 - logcount_predictions_loss: 0.5352 88/2564 [>.............................] - ETA: 5:43 - loss: 464.8028 - logits_profile_predictions_loss: 449.2340 - logcount_predictions_loss: 0.5350 89/2564 [>.............................] - ETA: 5:43 - loss: 464.8472 - logits_profile_predictions_loss: 449.2837 - logcount_predictions_loss: 0.5348 90/2564 [>.............................] - ETA: 5:43 - loss: 464.8954 - logits_profile_predictions_loss: 449.3381 - logcount_predictions_loss: 0.5346 91/2564 [>.............................] - ETA: 5:42 - loss: 464.9462 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 5:00 - loss: 468.4390 - logits_profile_predictions_loss: 453.4788 - logcount_predictions_loss: 0.5141 405/2564 [===>..........................] - ETA: 4:59 - loss: 468.4418 - logits_profile_predictions_loss: 453.4820 - logcount_predictions_loss: 0.5141 406/2564 [===>..........................] - ETA: 4:59 - loss: 468.4446 - logits_profile_predictions_loss: 453.4851 - logcount_predictions_loss: 0.5141 407/2564 [===>..........................] - ETA: 4:59 - loss: 468.4471 - logits_profile_predictions_loss: 453.4880 - logcount_predictions_loss: 0.5141 408/2564 [===>..........................] - ETA: 4:59 - loss: 468.4492 - logits_profile_predictions_loss: 453.4904 - logcount_predictions_loss: 0.5141 409/2564 [===>..........................] - ETA: 4:59 - loss: 468.4516 - logits_profile_predictions_loss: 453.4931 - logcount_predictions_loss: 0.5140 410/2564 [===>..........................] - ETA: 4:59 - loss: 468.4540 - logits_profile_predictions_loss: 453.4959 - logcount_predictions_loss: 0.5140 411/2564 [===>..........................] - ETA: 4:59 - loss: 468.4562 - logits_profile_predictions_loss: 453.4985 - logcount_predictions_loss: 0.5140 412/2564 [===>..........................] - ETA: 4:58 - loss: 468.4579 - logits_profile_predictions_loss: 453.5005 - logcount_predictions_loss: 0.5140 413/2564 [===>..........................] - ETA: 4:58 - loss: 468.4596 - logits_profile_predictions_loss: 453.5025 - logcount_predictions_loss: 0.5140 414/2564 [===>..........................] - ETA: 4:58 - loss: 468.4615 - logits_profile_predictions_loss: 453.5046 - logcount_predictions_loss: 0.5140 415/2564 [===>..........................] - ETA: 4:58 - loss: 468.4630 - logits_profile_predictions_loss: 453.5065 - logcount_predictions_loss: 0.5140 416/2564 [===>..........................] - ETA: 4:58 - loss: 468.4643 - logits_profile_predictions_loss: 453.5082 - logcount_predictions_loss: 0.5140 417/2564 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[====>.........................] - ETA: 4:45 - loss: 468.6899 - logits_profile_predictions_loss: 453.7681 - logcount_predictions_loss: 0.5128 509/2564 [====>.........................] - ETA: 4:45 - loss: 468.6923 - logits_profile_predictions_loss: 453.7707 - logcount_predictions_loss: 0.5128 510/2564 [====>.........................] - ETA: 4:45 - loss: 468.6947 - logits_profile_predictions_loss: 453.7734 - logcount_predictions_loss: 0.5128 511/2564 [====>.........................] - ETA: 4:45 - loss: 468.6970 - logits_profile_predictions_loss: 453.7760 - logcount_predictions_loss: 0.5128 512/2564 [====>.........................] - ETA: 4:45 - loss: 468.6992 - logits_profile_predictions_loss: 453.7784 - logcount_predictions_loss: 0.5127 513/2564 [=====>........................] - ETA: 4:44 - loss: 468.7015 - logits_profile_predictions_loss: 453.7811 - logcount_predictions_loss: 0.5127 514/2564 [=====>........................] - ETA: 4:44 - loss: 468.7040 - 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[=====>........................] - ETA: 4:43 - loss: 468.7214 - logits_profile_predictions_loss: 453.8033 - logcount_predictions_loss: 0.5127 522/2564 [=====>........................] - ETA: 4:43 - loss: 468.7238 - logits_profile_predictions_loss: 453.8059 - logcount_predictions_loss: 0.5126 523/2564 [=====>........................] - ETA: 4:43 - loss: 468.7263 - logits_profile_predictions_loss: 453.8087 - logcount_predictions_loss: 0.5126 524/2564 [=====>........................] - ETA: 4:43 - loss: 468.7286 - logits_profile_predictions_loss: 453.8113 - logcount_predictions_loss: 0.5126 525/2564 [=====>........................] - ETA: 4:43 - loss: 468.7309 - logits_profile_predictions_loss: 453.8138 - logcount_predictions_loss: 0.5126 526/2564 [=====>........................] - ETA: 4:43 - loss: 468.7332 - logits_profile_predictions_loss: 453.8164 - logcount_predictions_loss: 0.5126 527/2564 [=====>........................] - ETA: 4:42 - loss: 468.7355 - 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2517/2564 [============================>.] - ETA: 6s - loss: 469.3892 - logits_profile_predictions_loss: 454.5114 - logcount_predictions_loss: 0.5113 2518/2564 [============================>.] - ETA: 6s - loss: 469.3896 - logits_profile_predictions_loss: 454.5118 - logcount_predictions_loss: 0.5113 2519/2564 [============================>.] - ETA: 6s - loss: 469.3901 - logits_profile_predictions_loss: 454.5123 - logcount_predictions_loss: 0.5113 2520/2564 [============================>.] - ETA: 6s - loss: 469.3905 - logits_profile_predictions_loss: 454.5128 - logcount_predictions_loss: 0.5113 2521/2564 [============================>.] - ETA: 5s - loss: 469.3909 - logits_profile_predictions_loss: 454.5133 - logcount_predictions_loss: 0.5113 2522/2564 [============================>.] - ETA: 5s - loss: 469.3914 - logits_profile_predictions_loss: 454.5138 - logcount_predictions_loss: 0.5113 2523/2564 [============================>.] - ETA: 5s - loss: 469.3918 - 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[============================>.] - ETA: 4s - loss: 469.3947 - logits_profile_predictions_loss: 454.5175 - logcount_predictions_loss: 0.5112 2531/2564 [============================>.] - ETA: 4s - loss: 469.3951 - logits_profile_predictions_loss: 454.5180 - logcount_predictions_loss: 0.5112 2532/2564 [============================>.] - ETA: 4s - loss: 469.3955 - logits_profile_predictions_loss: 454.5185 - logcount_predictions_loss: 0.5112 2533/2564 [============================>.] - ETA: 4s - loss: 469.3960 - logits_profile_predictions_loss: 454.5189 - logcount_predictions_loss: 0.5112 2534/2564 [============================>.] - ETA: 4s - loss: 469.3964 - logits_profile_predictions_loss: 454.5194 - logcount_predictions_loss: 0.5112 2535/2564 [============================>.] - ETA: 4s - loss: 469.3968 - logits_profile_predictions_loss: 454.5199 - logcount_predictions_loss: 0.5112 2536/2564 [============================>.] - ETA: 3s - loss: 469.3972 - logits_profile_predictions_loss: 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loss: 469.3999 - logits_profile_predictions_loss: 454.5234 - logcount_predictions_loss: 0.5112 2544/2564 [============================>.] - ETA: 2s - loss: 469.4003 - logits_profile_predictions_loss: 454.5238 - logcount_predictions_loss: 0.5112 2545/2564 [============================>.] - ETA: 2s - loss: 469.4006 - logits_profile_predictions_loss: 454.5242 - logcount_predictions_loss: 0.5112 2546/2564 [============================>.] - ETA: 2s - loss: 469.4010 - logits_profile_predictions_loss: 454.5246 - logcount_predictions_loss: 0.5112 2547/2564 [============================>.] - ETA: 2s - loss: 469.4014 - logits_profile_predictions_loss: 454.5250 - logcount_predictions_loss: 0.5112 2548/2564 [============================>.] - ETA: 2s - loss: 469.4017 - logits_profile_predictions_loss: 454.5254 - logcount_predictions_loss: 0.5112 2549/2564 [============================>.] - ETA: 2s - loss: 469.4021 - logits_profile_predictions_loss: 454.5259 - logcount_predictions_loss: 0.5112 2550/2564 [============================>.] - ETA: 1s - loss: 469.4025 - logits_profile_predictions_loss: 454.5263 - logcount_predictions_loss: 0.5112 2551/2564 [============================>.] - ETA: 1s - loss: 469.4028 - logits_profile_predictions_loss: 454.5267 - logcount_predictions_loss: 0.5112 2552/2564 [============================>.] - ETA: 1s - loss: 469.4032 - logits_profile_predictions_loss: 454.5271 - logcount_predictions_loss: 0.5112 2553/2564 [============================>.] - ETA: 1s - loss: 469.4036 - logits_profile_predictions_loss: 454.5275 - logcount_predictions_loss: 0.5112 2554/2564 [============================>.] - ETA: 1s - loss: 469.4039 - logits_profile_predictions_loss: 454.5279 - logcount_predictions_loss: 0.5112 2555/2564 [============================>.] - ETA: 1s - loss: 469.4043 - logits_profile_predictions_loss: 454.5283 - logcount_predictions_loss: 0.5112 2556/2564 [============================>.] - ETA: 1s - loss: 469.4046 - logits_profile_predictions_loss: 454.5288 - logcount_predictions_loss: 0.5112 2557/2564 [============================>.] - ETA: 0s - loss: 469.4050 - logits_profile_predictions_loss: 454.5292 - logcount_predictions_loss: 0.5112 2558/2564 [============================>.] - ETA: 0s - loss: 469.4054 - logits_profile_predictions_loss: 454.5296 - logcount_predictions_loss: 0.5112 2559/2564 [============================>.] - ETA: 0s - loss: 469.4057 - logits_profile_predictions_loss: 454.5300 - logcount_predictions_loss: 0.5112 2560/2564 [============================>.] - ETA: 0s - loss: 469.4061 - logits_profile_predictions_loss: 454.5304 - logcount_predictions_loss: 0.5112 2561/2564 [============================>.] - ETA: 0s - loss: 469.4064 - logits_profile_predictions_loss: 454.5308 - logcount_predictions_loss: 0.5112 2562/2564 [============================>.] - ETA: 0s - loss: 469.4068 - logits_profile_predictions_loss: 454.5312 - logcount_predictions_loss: 0.5112 2563/2564 [============================>.] - ETA: 0s - loss: 469.4071 - logits_profile_predictions_loss: 454.5316 - logcount_predictions_loss: 0.5112 2564/2564 [==============================] - ETA: 0s - loss: 469.4075 - logits_profile_predictions_loss: 454.5320 - logcount_predictions_loss: 0.5112 2564/2564 [==============================] - 371s 145ms/step - loss: 469.4078 - logits_profile_predictions_loss: 454.5324 - logcount_predictions_loss: 0.5112 - val_loss: 557.9799 - val_logits_profile_predictions_loss: 529.3629 - val_logcount_predictions_loss: 0.9834 Epoch 00015: val_loss did not improve from 557.65302 Epoch 16/50 1/2564 [..............................] - ETA: 6:36 - loss: 438.8493 - logits_profile_predictions_loss: 423.2778 - logcount_predictions_loss: 0.5351 2/2564 [..............................] - ETA: 5:57 - loss: 463.7891 - logits_profile_predictions_loss: 448.6285 - logcount_predictions_loss: 0.5210 3/2564 [..............................] - ETA: 5:56 - loss: 464.6461 - logits_profile_predictions_loss: 449.8207 - logcount_predictions_loss: 0.5095 4/2564 [..............................] - ETA: 5:55 - loss: 463.0520 - logits_profile_predictions_loss: 448.1149 - logcount_predictions_loss: 0.5133 5/2564 [..............................] - ETA: 5:55 - loss: 461.1464 - logits_profile_predictions_loss: 446.1046 - logcount_predictions_loss: 0.5169 6/2564 [..............................] - ETA: 5:55 - loss: 460.2709 - logits_profile_predictions_loss: 445.2246 - logcount_predictions_loss: 0.5171 7/2564 [..............................] - ETA: 5:56 - loss: 460.4714 - logits_profile_predictions_loss: 445.4579 - logcount_predictions_loss: 0.5159 8/2564 [..............................] - ETA: 5:56 - loss: 462.1585 - logits_profile_predictions_loss: 447.1759 - logcount_predictions_loss: 0.5149 9/2564 [..............................] - ETA: 5:56 - loss: 463.2617 - logits_profile_predictions_loss: 448.2850 - logcount_predictions_loss: 0.5147 10/2564 [..............................] - ETA: 5:55 - loss: 464.3016 - logits_profile_predictions_loss: 449.2781 - logcount_predictions_loss: 0.5163 11/2564 [..............................] - ETA: 5:55 - loss: 465.2516 - logits_profile_predictions_loss: 450.2079 - logcount_predictions_loss: 0.5170 12/2564 [..............................] - ETA: 5:55 - loss: 466.0152 - logits_profile_predictions_loss: 450.9406 - logcount_predictions_loss: 0.5180 13/2564 [..............................] - ETA: 5:55 - loss: 466.5893 - logits_profile_predictions_loss: 451.4982 - logcount_predictions_loss: 0.5186 14/2564 [..............................] - ETA: 5:54 - loss: 466.9465 - logits_profile_predictions_loss: 451.8572 - logcount_predictions_loss: 0.5185 15/2564 [..............................] - ETA: 5:54 - loss: 467.1328 - logits_profile_predictions_loss: 452.0644 - logcount_predictions_loss: 0.5178 16/2564 [..............................] - ETA: 5:54 - loss: 467.1893 - logits_profile_predictions_loss: 452.1520 - logcount_predictions_loss: 0.5167 17/2564 [..............................] - ETA: 5:54 - loss: 467.4395 - logits_profile_predictions_loss: 452.4414 - logcount_predictions_loss: 0.5154 18/2564 [..............................] - ETA: 5:54 - loss: 467.6097 - logits_profile_predictions_loss: 452.6564 - logcount_predictions_loss: 0.5139 19/2564 [..............................] - ETA: 5:53 - loss: 467.6091 - logits_profile_predictions_loss: 452.6911 - logcount_predictions_loss: 0.5127 20/2564 [..............................] - ETA: 5:53 - loss: 467.6194 - logits_profile_predictions_loss: 452.7342 - logcount_predictions_loss: 0.5115 21/2564 [..............................] - ETA: 5:53 - loss: 467.4887 - logits_profile_predictions_loss: 452.6299 - logcount_predictions_loss: 0.5106 22/2564 [..............................] - ETA: 5:53 - loss: 467.3532 - logits_profile_predictions_loss: 452.5263 - logcount_predictions_loss: 0.5095 23/2564 [..............................] - ETA: 5:53 - loss: 467.2537 - logits_profile_predictions_loss: 452.4492 - logcount_predictions_loss: 0.5087 24/2564 [..............................] - ETA: 5:52 - loss: 467.1854 - logits_profile_predictions_loss: 452.4026 - logcount_predictions_loss: 0.5080 25/2564 [..............................] - ETA: 5:52 - loss: 467.1372 - logits_profile_predictions_loss: 452.3796 - logcount_predictions_loss: 0.5071 26/2564 [..............................] - ETA: 5:52 - loss: 467.0543 - logits_profile_predictions_loss: 452.3260 - logcount_predictions_loss: 0.5061 27/2564 [..............................] - ETA: 5:52 - loss: 467.0503 - logits_profile_predictions_loss: 452.3521 - logcount_predictions_loss: 0.5051 28/2564 [..............................] - ETA: 5:52 - loss: 467.0800 - logits_profile_predictions_loss: 452.4084 - logcount_predictions_loss: 0.5042 29/2564 [..............................] - ETA: 5:52 - loss: 467.1155 - logits_profile_predictions_loss: 452.4662 - logcount_predictions_loss: 0.5034 30/2564 [..............................] - ETA: 5:51 - loss: 467.1633 - logits_profile_predictions_loss: 452.5389 - logcount_predictions_loss: 0.5026 31/2564 [..............................] - ETA: 5:51 - loss: 467.2065 - logits_profile_predictions_loss: 452.6045 - logcount_predictions_loss: 0.5018 32/2564 [..............................] - ETA: 5:51 - loss: 467.2462 - logits_profile_predictions_loss: 452.6672 - logcount_predictions_loss: 0.5010 33/2564 [..............................] - ETA: 5:51 - loss: 467.2706 - logits_profile_predictions_loss: 452.7133 - logcount_predictions_loss: 0.5003 34/2564 [..............................] - ETA: 5:51 - loss: 467.2871 - logits_profile_predictions_loss: 452.7513 - logcount_predictions_loss: 0.4995 35/2564 [..............................] - ETA: 5:51 - loss: 467.4074 - logits_profile_predictions_loss: 452.8924 - logcount_predictions_loss: 0.4988 36/2564 [..............................] - ETA: 5:50 - loss: 467.4914 - logits_profile_predictions_loss: 452.9933 - logcount_predictions_loss: 0.4982 37/2564 [..............................] - ETA: 5:50 - loss: 467.5512 - logits_profile_predictions_loss: 453.0718 - logcount_predictions_loss: 0.4976 38/2564 [..............................] - ETA: 5:50 - loss: 467.6291 - logits_profile_predictions_loss: 453.1674 - logcount_predictions_loss: 0.4970 39/2564 [..............................] - ETA: 5:50 - loss: 467.6920 - logits_profile_predictions_loss: 453.2459 - logcount_predictions_loss: 0.4964 40/2564 [..............................] - ETA: 5:50 - loss: 467.7014 - logits_profile_predictions_loss: 453.2699 - logcount_predictions_loss: 0.4959 41/2564 [..............................] - ETA: 5:50 - loss: 467.7200 - logits_profile_predictions_loss: 453.3041 - logcount_predictions_loss: 0.4954 42/2564 [..............................] - ETA: 5:50 - loss: 467.7598 - logits_profile_predictions_loss: 453.3613 - logcount_predictions_loss: 0.4948 43/2564 [..............................] - ETA: 5:49 - loss: 467.8049 - logits_profile_predictions_loss: 453.4200 - logcount_predictions_loss: 0.4943 44/2564 [..............................] - ETA: 5:49 - loss: 467.8618 - logits_profile_predictions_loss: 453.4853 - logcount_predictions_loss: 0.4940 45/2564 [..............................] - ETA: 5:49 - loss: 467.9378 - logits_profile_predictions_loss: 453.5714 - logcount_predictions_loss: 0.4937 46/2564 [..............................] - ETA: 5:49 - loss: 468.0109 - logits_profile_predictions_loss: 453.6546 - logcount_predictions_loss: 0.4933 47/2564 [..............................] - ETA: 5:49 - loss: 468.0762 - logits_profile_predictions_loss: 453.7296 - logcount_predictions_loss: 0.4930 48/2564 [..............................] - ETA: 5:49 - loss: 468.1190 - logits_profile_predictions_loss: 453.7826 - logcount_predictions_loss: 0.4927 49/2564 [..............................] - ETA: 5:49 - loss: 468.1632 - logits_profile_predictions_loss: 453.8375 - logcount_predictions_loss: 0.4923 50/2564 [..............................] - ETA: 5:48 - loss: 468.1771 - logits_profile_predictions_loss: 453.8590 - logcount_predictions_loss: 0.4920 51/2564 [..............................] - ETA: 5:48 - loss: 468.1746 - logits_profile_predictions_loss: 453.8647 - logcount_predictions_loss: 0.4917 52/2564 [..............................] - ETA: 5:48 - loss: 468.1807 - logits_profile_predictions_loss: 453.8791 - logcount_predictions_loss: 0.4915 53/2564 [..............................] - ETA: 5:48 - loss: 468.1704 - logits_profile_predictions_loss: 453.8767 - logcount_predictions_loss: 0.4912 54/2564 [..............................] - ETA: 5:48 - loss: 468.1381 - logits_profile_predictions_loss: 453.8518 - logcount_predictions_loss: 0.4909 55/2564 [..............................] - ETA: 5:48 - loss: 468.1153 - logits_profile_predictions_loss: 453.8377 - logcount_predictions_loss: 0.4906 56/2564 [..............................] - ETA: 5:48 - loss: 468.1125 - logits_profile_predictions_loss: 453.8431 - logcount_predictions_loss: 0.4904 57/2564 [..............................] - ETA: 5:47 - loss: 468.1066 - logits_profile_predictions_loss: 453.8440 - logcount_predictions_loss: 0.4901 58/2564 [..............................] - ETA: 5:47 - loss: 468.1181 - logits_profile_predictions_loss: 453.8612 - logcount_predictions_loss: 0.4899 59/2564 [..............................] - ETA: 5:47 - loss: 468.1194 - logits_profile_predictions_loss: 453.8677 - logcount_predictions_loss: 0.4897 60/2564 [..............................] - ETA: 5:47 - loss: 468.1176 - logits_profile_predictions_loss: 453.8704 - logcount_predictions_loss: 0.4896 61/2564 [..............................] - ETA: 5:47 - loss: 468.1213 - logits_profile_predictions_loss: 453.8797 - logcount_predictions_loss: 0.4894 62/2564 [..............................] - ETA: 5:47 - loss: 468.0985 - logits_profile_predictions_loss: 453.8631 - logcount_predictions_loss: 0.4892 63/2564 [..............................] - ETA: 5:47 - loss: 468.0799 - logits_profile_predictions_loss: 453.8517 - logcount_predictions_loss: 0.4889 64/2564 [..............................] - ETA: 5:46 - loss: 468.0548 - logits_profile_predictions_loss: 453.8322 - logcount_predictions_loss: 0.4887 65/2564 [..............................] - ETA: 5:46 - loss: 468.0277 - logits_profile_predictions_loss: 453.8103 - logcount_predictions_loss: 0.4886 66/2564 [..............................] - ETA: 5:46 - loss: 467.9955 - logits_profile_predictions_loss: 453.7826 - logcount_predictions_loss: 0.4884 67/2564 [..............................] - ETA: 5:46 - loss: 467.9801 - logits_profile_predictions_loss: 453.7716 - logcount_predictions_loss: 0.4883 68/2564 [..............................] - ETA: 5:46 - loss: 467.9518 - logits_profile_predictions_loss: 453.7482 - logcount_predictions_loss: 0.4881 69/2564 [..............................] - ETA: 5:46 - loss: 467.9166 - logits_profile_predictions_loss: 453.7180 - logcount_predictions_loss: 0.4879 70/2564 [..............................] - ETA: 5:46 - loss: 467.8891 - logits_profile_predictions_loss: 453.6951 - logcount_predictions_loss: 0.4878 71/2564 [..............................] - ETA: 5:45 - loss: 467.8637 - logits_profile_predictions_loss: 453.6737 - logcount_predictions_loss: 0.4876 72/2564 [..............................] - ETA: 5:45 - loss: 467.8404 - logits_profile_predictions_loss: 453.6548 - logcount_predictions_loss: 0.4875 73/2564 [..............................] - ETA: 5:45 - loss: 467.8148 - logits_profile_predictions_loss: 453.6344 - logcount_predictions_loss: 0.4873 74/2564 [..............................] - ETA: 5:45 - loss: 467.7896 - logits_profile_predictions_loss: 453.6135 - logcount_predictions_loss: 0.4871 75/2564 [..............................] - ETA: 5:45 - loss: 467.7653 - logits_profile_predictions_loss: 453.5934 - logcount_predictions_loss: 0.4870 76/2564 [..............................] - ETA: 5:45 - loss: 467.7439 - logits_profile_predictions_loss: 453.5762 - logcount_predictions_loss: 0.4869 77/2564 [..............................] - ETA: 5:45 - loss: 467.7464 - logits_profile_predictions_loss: 453.5832 - logcount_predictions_loss: 0.4867 78/2564 [..............................] - ETA: 5:44 - loss: 467.7468 - logits_profile_predictions_loss: 453.5886 - logcount_predictions_loss: 0.4865 79/2564 [..............................] - ETA: 5:44 - loss: 467.7451 - logits_profile_predictions_loss: 453.5924 - logcount_predictions_loss: 0.4863 80/2564 [..............................] - ETA: 5:44 - loss: 467.7460 - logits_profile_predictions_loss: 453.5988 - logcount_predictions_loss: 0.4862 81/2564 [..............................] - ETA: 5:44 - loss: 467.7502 - logits_profile_predictions_loss: 453.6075 - logcount_predictions_loss: 0.4860 82/2564 [..............................] - ETA: 5:44 - loss: 467.7527 - logits_profile_predictions_loss: 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452.2750 - logcount_predictions_loss: 0.4669 2561/2564 [============================>.] - ETA: 0s - loss: 465.8616 - logits_profile_predictions_loss: 452.2752 - logcount_predictions_loss: 0.4669 2562/2564 [============================>.] - ETA: 0s - loss: 465.8619 - logits_profile_predictions_loss: 452.2754 - logcount_predictions_loss: 0.4669 2563/2564 [============================>.] - ETA: 0s - loss: 465.8621 - logits_profile_predictions_loss: 452.2757 - logcount_predictions_loss: 0.4669 2564/2564 [==============================] - ETA: 0s - loss: 465.8623 - logits_profile_predictions_loss: 452.2759 - logcount_predictions_loss: 0.4669 2564/2564 [==============================] - 371s 145ms/step - loss: 465.8625 - logits_profile_predictions_loss: 452.2761 - logcount_predictions_loss: 0.4669 - val_loss: 559.7509 - val_logits_profile_predictions_loss: 530.5643 - val_logcount_predictions_loss: 1.0030 Epoch 00016: val_loss did not improve from 557.65302 Epoch 17/50 1/2564 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[============================>.] - ETA: 4s - loss: 461.2064 - logits_profile_predictions_loss: 448.9012 - logcount_predictions_loss: 0.4228 2533/2564 [============================>.] - ETA: 4s - loss: 461.2071 - logits_profile_predictions_loss: 448.9019 - logcount_predictions_loss: 0.4228 2534/2564 [============================>.] - ETA: 4s - loss: 461.2079 - logits_profile_predictions_loss: 448.9027 - logcount_predictions_loss: 0.4228 2535/2564 [============================>.] - ETA: 4s - loss: 461.2086 - logits_profile_predictions_loss: 448.9035 - logcount_predictions_loss: 0.4228 2536/2564 [============================>.] - ETA: 3s - loss: 461.2094 - logits_profile_predictions_loss: 448.9042 - logcount_predictions_loss: 0.4228 2537/2564 [============================>.] - ETA: 3s - loss: 461.2101 - logits_profile_predictions_loss: 448.9049 - logcount_predictions_loss: 0.4228 2538/2564 [============================>.] - ETA: 3s - loss: 461.2109 - logits_profile_predictions_loss: 448.9057 - logcount_predictions_loss: 0.4228 2539/2564 [============================>.] - ETA: 3s - loss: 461.2116 - logits_profile_predictions_loss: 448.9064 - logcount_predictions_loss: 0.4228 2540/2564 [============================>.] - ETA: 3s - loss: 461.2124 - logits_profile_predictions_loss: 448.9072 - logcount_predictions_loss: 0.4228 2541/2564 [============================>.] - ETA: 3s - loss: 461.2131 - logits_profile_predictions_loss: 448.9079 - logcount_predictions_loss: 0.4228 2542/2564 [============================>.] - ETA: 3s - loss: 461.2138 - logits_profile_predictions_loss: 448.9086 - logcount_predictions_loss: 0.4228 2543/2564 [============================>.] - ETA: 2s - loss: 461.2146 - logits_profile_predictions_loss: 448.9093 - logcount_predictions_loss: 0.4228 2544/2564 [============================>.] - ETA: 2s - loss: 461.2153 - logits_profile_predictions_loss: 448.9101 - logcount_predictions_loss: 0.4228 2545/2564 [============================>.] - ETA: 2s - 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2552/2564 [============================>.] - ETA: 1s - loss: 461.2211 - logits_profile_predictions_loss: 448.9158 - logcount_predictions_loss: 0.4228 2553/2564 [============================>.] - ETA: 1s - loss: 461.2218 - logits_profile_predictions_loss: 448.9166 - logcount_predictions_loss: 0.4228 2554/2564 [============================>.] - ETA: 1s - loss: 461.2226 - logits_profile_predictions_loss: 448.9173 - logcount_predictions_loss: 0.4228 2555/2564 [============================>.] - ETA: 1s - loss: 461.2233 - logits_profile_predictions_loss: 448.9180 - logcount_predictions_loss: 0.4228 2556/2564 [============================>.] - ETA: 1s - loss: 461.2240 - logits_profile_predictions_loss: 448.9188 - logcount_predictions_loss: 0.4228 2557/2564 [============================>.] - ETA: 0s - loss: 461.2247 - logits_profile_predictions_loss: 448.9195 - logcount_predictions_loss: 0.4228 2558/2564 [============================>.] - ETA: 0s - loss: 461.2255 - logits_profile_predictions_loss: 448.9202 - logcount_predictions_loss: 0.4228 2559/2564 [============================>.] - ETA: 0s - loss: 461.2262 - logits_profile_predictions_loss: 448.9210 - logcount_predictions_loss: 0.4228 2560/2564 [============================>.] - ETA: 0s - loss: 461.2269 - logits_profile_predictions_loss: 448.9217 - logcount_predictions_loss: 0.4228 2561/2564 [============================>.] - ETA: 0s - loss: 461.2277 - logits_profile_predictions_loss: 448.9224 - logcount_predictions_loss: 0.4228 2562/2564 [============================>.] - ETA: 0s - loss: 461.2284 - logits_profile_predictions_loss: 448.9231 - logcount_predictions_loss: 0.4228 2563/2564 [============================>.] - ETA: 0s - loss: 461.2291 - logits_profile_predictions_loss: 448.9238 - logcount_predictions_loss: 0.4228 2564/2564 [==============================] - ETA: 0s - loss: 461.2298 - logits_profile_predictions_loss: 448.9246 - logcount_predictions_loss: 0.4228 2564/2564 [==============================] - 371s 145ms/step - loss: 461.2306 - logits_profile_predictions_loss: 448.9253 - logcount_predictions_loss: 0.4228 - val_loss: 561.1090 - val_logits_profile_predictions_loss: 531.1332 - val_logcount_predictions_loss: 1.0301 Epoch 00017: val_loss did not improve from 557.65302 Epoch 18/50 1/2564 [..............................] - ETA: 6:35 - loss: 490.6511 - logits_profile_predictions_loss: 481.1440 - logcount_predictions_loss: 0.3267 2/2564 [..............................] - ETA: 6:09 - loss: 490.6252 - logits_profile_predictions_loss: 481.1015 - logcount_predictions_loss: 0.3273 3/2564 [..............................] - ETA: 6:02 - loss: 485.0583 - logits_profile_predictions_loss: 475.5524 - logcount_predictions_loss: 0.3267 4/2564 [..............................] - ETA: 6:00 - loss: 480.5102 - logits_profile_predictions_loss: 471.1227 - logcount_predictions_loss: 0.3226 5/2564 [..............................] - ETA: 5:58 - loss: 480.7080 - logits_profile_predictions_loss: 471.3969 - logcount_predictions_loss: 0.3200 6/2564 [..............................] - ETA: 5:58 - loss: 481.7993 - logits_profile_predictions_loss: 472.5863 - logcount_predictions_loss: 0.3166 7/2564 [..............................] - ETA: 5:57 - loss: 480.3979 - logits_profile_predictions_loss: 471.2167 - logcount_predictions_loss: 0.3155 8/2564 [..............................] - ETA: 5:57 - loss: 480.0229 - logits_profile_predictions_loss: 470.8297 - logcount_predictions_loss: 0.3159 9/2564 [..............................] - ETA: 5:56 - loss: 479.1030 - logits_profile_predictions_loss: 469.8825 - logcount_predictions_loss: 0.3169 10/2564 [..............................] - ETA: 5:56 - loss: 478.5120 - logits_profile_predictions_loss: 469.2898 - logcount_predictions_loss: 0.3169 11/2564 [..............................] - ETA: 5:56 - loss: 477.4828 - logits_profile_predictions_loss: 468.2377 - logcount_predictions_loss: 0.3177 12/2564 [..............................] - ETA: 5:55 - loss: 476.3811 - logits_profile_predictions_loss: 467.1134 - logcount_predictions_loss: 0.3185 13/2564 [..............................] - ETA: 5:55 - loss: 475.2265 - logits_profile_predictions_loss: 465.9421 - logcount_predictions_loss: 0.3191 14/2564 [..............................] - ETA: 5:55 - loss: 474.2754 - logits_profile_predictions_loss: 464.9699 - logcount_predictions_loss: 0.3198 15/2564 [..............................] - ETA: 5:55 - loss: 473.4471 - logits_profile_predictions_loss: 464.1180 - logcount_predictions_loss: 0.3206 16/2564 [..............................] - ETA: 5:54 - loss: 472.6038 - logits_profile_predictions_loss: 463.2487 - logcount_predictions_loss: 0.3215 17/2564 [..............................] - ETA: 5:54 - loss: 471.6884 - logits_profile_predictions_loss: 462.3091 - logcount_predictions_loss: 0.3223 18/2564 [..............................] - ETA: 5:54 - loss: 470.9230 - logits_profile_predictions_loss: 461.5274 - logcount_predictions_loss: 0.3229 19/2564 [..............................] - ETA: 5:54 - loss: 470.1859 - logits_profile_predictions_loss: 460.7622 - logcount_predictions_loss: 0.3238 20/2564 [..............................] - ETA: 5:54 - loss: 469.6659 - logits_profile_predictions_loss: 460.2061 - logcount_predictions_loss: 0.3251 21/2564 [..............................] - ETA: 5:53 - loss: 469.1252 - logits_profile_predictions_loss: 459.6222 - logcount_predictions_loss: 0.3266 22/2564 [..............................] - ETA: 5:53 - loss: 468.6930 - logits_profile_predictions_loss: 459.1456 - logcount_predictions_loss: 0.3281 23/2564 [..............................] - ETA: 5:53 - loss: 468.1936 - logits_profile_predictions_loss: 458.5961 - logcount_predictions_loss: 0.3298 24/2564 [..............................] - ETA: 5:53 - loss: 467.7994 - logits_profile_predictions_loss: 458.1630 - logcount_predictions_loss: 0.3311 25/2564 [..............................] - ETA: 5:53 - loss: 467.5139 - logits_profile_predictions_loss: 457.8432 - logcount_predictions_loss: 0.3323 26/2564 [..............................] - ETA: 5:52 - loss: 467.3180 - logits_profile_predictions_loss: 457.6174 - logcount_predictions_loss: 0.3334 27/2564 [..............................] - ETA: 5:52 - loss: 467.0565 - logits_profile_predictions_loss: 457.3319 - logcount_predictions_loss: 0.3342 28/2564 [..............................] - ETA: 5:52 - loss: 466.8621 - logits_profile_predictions_loss: 457.1123 - logcount_predictions_loss: 0.3350 29/2564 [..............................] - ETA: 5:52 - loss: 466.6191 - logits_profile_predictions_loss: 456.8488 - logcount_predictions_loss: 0.3358 30/2564 [..............................] - ETA: 5:52 - loss: 466.2776 - logits_profile_predictions_loss: 456.4876 - logcount_predictions_loss: 0.3364 31/2564 [..............................] - ETA: 5:51 - loss: 465.9063 - logits_profile_predictions_loss: 456.0988 - logcount_predictions_loss: 0.3370 32/2564 [..............................] - ETA: 5:51 - loss: 465.5246 - logits_profile_predictions_loss: 455.7013 - logcount_predictions_loss: 0.3376 33/2564 [..............................] - ETA: 5:51 - loss: 465.0719 - logits_profile_predictions_loss: 455.2298 - logcount_predictions_loss: 0.3382 34/2564 [..............................] - ETA: 5:51 - loss: 464.6036 - logits_profile_predictions_loss: 454.7430 - logcount_predictions_loss: 0.3389 35/2564 [..............................] - ETA: 5:51 - loss: 464.1681 - logits_profile_predictions_loss: 454.2908 - logcount_predictions_loss: 0.3394 36/2564 [..............................] - ETA: 5:51 - loss: 463.7926 - logits_profile_predictions_loss: 453.9002 - logcount_predictions_loss: 0.3399 37/2564 [..............................] - ETA: 5:51 - loss: 463.3945 - logits_profile_predictions_loss: 453.4835 - logcount_predictions_loss: 0.3406 38/2564 [..............................] - ETA: 5:50 - loss: 462.9984 - logits_profile_predictions_loss: 453.0714 - logcount_predictions_loss: 0.3411 39/2564 [..............................] - ETA: 5:50 - loss: 462.5744 - logits_profile_predictions_loss: 452.6315 - logcount_predictions_loss: 0.3417 40/2564 [..............................] - ETA: 5:50 - loss: 462.1378 - logits_profile_predictions_loss: 452.1796 - logcount_predictions_loss: 0.3422 41/2564 [..............................] - ETA: 5:50 - loss: 461.7375 - logits_profile_predictions_loss: 451.7631 - logcount_predictions_loss: 0.3428 42/2564 [..............................] - ETA: 5:50 - loss: 461.3981 - logits_profile_predictions_loss: 451.4062 - logcount_predictions_loss: 0.3434 43/2564 [..............................] - ETA: 5:50 - loss: 461.0548 - logits_profile_predictions_loss: 451.0479 - logcount_predictions_loss: 0.3439 44/2564 [..............................] - ETA: 5:49 - loss: 460.7592 - logits_profile_predictions_loss: 450.7398 - logcount_predictions_loss: 0.3443 45/2564 [..............................] - ETA: 5:49 - loss: 460.4678 - logits_profile_predictions_loss: 450.4364 - logcount_predictions_loss: 0.3447 46/2564 [..............................] - ETA: 5:49 - loss: 460.2022 - logits_profile_predictions_loss: 450.1600 - logcount_predictions_loss: 0.3451 47/2564 [..............................] - ETA: 5:49 - loss: 459.9716 - logits_profile_predictions_loss: 449.9186 - logcount_predictions_loss: 0.3455 48/2564 [..............................] - ETA: 5:49 - loss: 459.7518 - logits_profile_predictions_loss: 449.6895 - logcount_predictions_loss: 0.3458 49/2564 [..............................] - ETA: 5:49 - loss: 459.5220 - logits_profile_predictions_loss: 449.4510 - logcount_predictions_loss: 0.3461 50/2564 [..............................] - ETA: 5:49 - loss: 459.3209 - logits_profile_predictions_loss: 449.2410 - logcount_predictions_loss: 0.3464 51/2564 [..............................] - ETA: 5:49 - loss: 459.1056 - logits_profile_predictions_loss: 449.0163 - logcount_predictions_loss: 0.3467 52/2564 [..............................] - ETA: 5:48 - loss: 458.8784 - logits_profile_predictions_loss: 448.7787 - logcount_predictions_loss: 0.3471 53/2564 [..............................] - ETA: 5:48 - loss: 458.6768 - logits_profile_predictions_loss: 448.5673 - logcount_predictions_loss: 0.3474 54/2564 [..............................] - ETA: 5:48 - loss: 458.4883 - logits_profile_predictions_loss: 448.3696 - logcount_predictions_loss: 0.3477 55/2564 [..............................] - ETA: 5:48 - loss: 458.3019 - logits_profile_predictions_loss: 448.1749 - logcount_predictions_loss: 0.3480 56/2564 [..............................] - ETA: 5:48 - loss: 458.1278 - logits_profile_predictions_loss: 447.9925 - logcount_predictions_loss: 0.3483 57/2564 [..............................] - ETA: 5:48 - loss: 457.9545 - logits_profile_predictions_loss: 447.8122 - logcount_predictions_loss: 0.3485 58/2564 [..............................] - ETA: 5:48 - loss: 457.7889 - logits_profile_predictions_loss: 447.6387 - logcount_predictions_loss: 0.3488 59/2564 [..............................] - ETA: 5:47 - loss: 457.6393 - logits_profile_predictions_loss: 447.4825 - logcount_predictions_loss: 0.3490 60/2564 [..............................] - ETA: 5:47 - loss: 457.5057 - logits_profile_predictions_loss: 447.3416 - logcount_predictions_loss: 0.3493 61/2564 [..............................] - ETA: 5:47 - loss: 457.3789 - logits_profile_predictions_loss: 447.2073 - logcount_predictions_loss: 0.3495 62/2564 [..............................] - ETA: 5:47 - loss: 457.2689 - logits_profile_predictions_loss: 447.0908 - logcount_predictions_loss: 0.3498 63/2564 [..............................] - ETA: 5:47 - loss: 457.1703 - logits_profile_predictions_loss: 446.9858 - logcount_predictions_loss: 0.3500 64/2564 [..............................] - ETA: 5:47 - loss: 457.0780 - logits_profile_predictions_loss: 446.8863 - logcount_predictions_loss: 0.3502 65/2564 [..............................] - ETA: 5:47 - loss: 456.9770 - logits_profile_predictions_loss: 446.7773 - logcount_predictions_loss: 0.3505 66/2564 [..............................] - ETA: 5:46 - loss: 456.8714 - logits_profile_predictions_loss: 446.6636 - logcount_predictions_loss: 0.3508 67/2564 [..............................] - ETA: 5:46 - loss: 456.7737 - logits_profile_predictions_loss: 446.5577 - logcount_predictions_loss: 0.3511 68/2564 [..............................] - ETA: 5:46 - loss: 456.6896 - logits_profile_predictions_loss: 446.4648 - logcount_predictions_loss: 0.3514 69/2564 [..............................] - ETA: 5:46 - loss: 456.6151 - logits_profile_predictions_loss: 446.3815 - logcount_predictions_loss: 0.3517 70/2564 [..............................] - ETA: 5:46 - loss: 456.5471 - logits_profile_predictions_loss: 446.3048 - logcount_predictions_loss: 0.3520 71/2564 [..............................] - ETA: 5:46 - loss: 456.4924 - logits_profile_predictions_loss: 446.2408 - logcount_predictions_loss: 0.3523 72/2564 [..............................] - ETA: 5:46 - loss: 456.4398 - logits_profile_predictions_loss: 446.1786 - logcount_predictions_loss: 0.3526 73/2564 [..............................] - ETA: 5:45 - loss: 456.3937 - logits_profile_predictions_loss: 446.1230 - logcount_predictions_loss: 0.3529 74/2564 [..............................] - ETA: 5:45 - loss: 456.3479 - logits_profile_predictions_loss: 446.0682 - logcount_predictions_loss: 0.3533 75/2564 [..............................] - ETA: 5:45 - loss: 456.3122 - logits_profile_predictions_loss: 446.0243 - logcount_predictions_loss: 0.3535 76/2564 [..............................] - ETA: 5:45 - loss: 456.2866 - logits_profile_predictions_loss: 445.9909 - logcount_predictions_loss: 0.3538 77/2564 [..............................] - ETA: 5:45 - loss: 456.2625 - logits_profile_predictions_loss: 445.9596 - logcount_predictions_loss: 0.3541 78/2564 [..............................] - ETA: 5:45 - loss: 456.2371 - logits_profile_predictions_loss: 445.9268 - logcount_predictions_loss: 0.3543 79/2564 [..............................] - ETA: 5:45 - loss: 456.2100 - logits_profile_predictions_loss: 445.8928 - logcount_predictions_loss: 0.3545 80/2564 [..............................] - ETA: 5:44 - loss: 456.1828 - logits_profile_predictions_loss: 445.8590 - logcount_predictions_loss: 0.3548 81/2564 [..............................] - ETA: 5:44 - loss: 456.1676 - logits_profile_predictions_loss: 445.8380 - logcount_predictions_loss: 0.3550 82/2564 [..............................] - ETA: 5:44 - loss: 456.1500 - logits_profile_predictions_loss: 445.8143 - logcount_predictions_loss: 0.3552 83/2564 [..............................] - ETA: 5:44 - loss: 456.1377 - logits_profile_predictions_loss: 445.7956 - logcount_predictions_loss: 0.3554 84/2564 [..............................] - ETA: 5:44 - loss: 456.1186 - logits_profile_predictions_loss: 445.7703 - logcount_predictions_loss: 0.3556 85/2564 [..............................] - ETA: 5:44 - loss: 456.0981 - logits_profile_predictions_loss: 445.7444 - logcount_predictions_loss: 0.3558 86/2564 [>.............................] - ETA: 5:44 - loss: 456.0677 - logits_profile_predictions_loss: 445.7086 - logcount_predictions_loss: 0.3560 87/2564 [>.............................] - ETA: 5:44 - loss: 456.0464 - logits_profile_predictions_loss: 445.6825 - logcount_predictions_loss: 0.3561 88/2564 [>.............................] - ETA: 5:43 - loss: 456.0283 - logits_profile_predictions_loss: 445.6599 - logcount_predictions_loss: 0.3563 89/2564 [>.............................] - ETA: 5:43 - loss: 456.0098 - logits_profile_predictions_loss: 445.6369 - logcount_predictions_loss: 0.3565 90/2564 [>.............................] - ETA: 5:43 - loss: 455.9904 - logits_profile_predictions_loss: 445.6134 - logcount_predictions_loss: 0.3566 91/2564 [>.............................] - ETA: 5:43 - loss: 455.9742 - logits_profile_predictions_loss: 445.5927 - logcount_predictions_loss: 0.3568 92/2564 [>.............................] - ETA: 5:43 - loss: 455.9508 - logits_profile_predictions_loss: 445.5649 - logcount_predictions_loss: 0.3569 93/2564 [>.............................] - ETA: 5:43 - loss: 455.9342 - logits_profile_predictions_loss: 445.5440 - logcount_predictions_loss: 0.3571 94/2564 [>.............................] - ETA: 5:43 - loss: 455.9094 - logits_profile_predictions_loss: 445.5150 - logcount_predictions_loss: 0.3572 95/2564 [>.............................] - ETA: 5:42 - loss: 455.8834 - logits_profile_predictions_loss: 445.4847 - logcount_predictions_loss: 0.3573 96/2564 [>.............................] - ETA: 5:42 - loss: 455.8602 - logits_profile_predictions_loss: 445.4574 - logcount_predictions_loss: 0.3575 97/2564 [>.............................] - ETA: 5:42 - loss: 455.8403 - logits_profile_predictions_loss: 445.4338 - logcount_predictions_loss: 0.3576 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[====>.........................] - ETA: 4:55 - loss: 458.3367 - logits_profile_predictions_loss: 447.6241 - logcount_predictions_loss: 0.3681 437/2564 [====>.........................] - ETA: 4:55 - loss: 458.3355 - logits_profile_predictions_loss: 447.6225 - logcount_predictions_loss: 0.3681 438/2564 [====>.........................] - ETA: 4:55 - loss: 458.3342 - logits_profile_predictions_loss: 447.6209 - logcount_predictions_loss: 0.3682 439/2564 [====>.........................] - ETA: 4:54 - loss: 458.3329 - logits_profile_predictions_loss: 447.6192 - logcount_predictions_loss: 0.3682 440/2564 [====>.........................] - ETA: 4:54 - loss: 458.3310 - logits_profile_predictions_loss: 447.6169 - logcount_predictions_loss: 0.3682 441/2564 [====>.........................] - ETA: 4:54 - loss: 458.3294 - logits_profile_predictions_loss: 447.6150 - logcount_predictions_loss: 0.3682 442/2564 [====>.........................] - ETA: 4:54 - loss: 458.3279 - 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[====>.........................] - ETA: 4:53 - loss: 458.3183 - logits_profile_predictions_loss: 447.6011 - logcount_predictions_loss: 0.3683 450/2564 [====>.........................] - ETA: 4:53 - loss: 458.3165 - logits_profile_predictions_loss: 447.5990 - logcount_predictions_loss: 0.3683 451/2564 [====>.........................] - ETA: 4:53 - loss: 458.3149 - logits_profile_predictions_loss: 447.5970 - logcount_predictions_loss: 0.3683 452/2564 [====>.........................] - ETA: 4:53 - loss: 458.3132 - logits_profile_predictions_loss: 447.5950 - logcount_predictions_loss: 0.3683 453/2564 [====>.........................] - ETA: 4:52 - loss: 458.3118 - logits_profile_predictions_loss: 447.5932 - logcount_predictions_loss: 0.3683 454/2564 [====>.........................] - ETA: 4:52 - loss: 458.3106 - logits_profile_predictions_loss: 447.5916 - logcount_predictions_loss: 0.3684 455/2564 [====>.........................] - ETA: 4:52 - loss: 458.3096 - 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[====>.........................] - ETA: 4:51 - loss: 458.3047 - logits_profile_predictions_loss: 447.5829 - logcount_predictions_loss: 0.3684 463/2564 [====>.........................] - ETA: 4:51 - loss: 458.3042 - logits_profile_predictions_loss: 447.5820 - logcount_predictions_loss: 0.3685 464/2564 [====>.........................] - ETA: 4:51 - loss: 458.3039 - logits_profile_predictions_loss: 447.5814 - logcount_predictions_loss: 0.3685 465/2564 [====>.........................] - ETA: 4:51 - loss: 458.3037 - logits_profile_predictions_loss: 447.5808 - logcount_predictions_loss: 0.3685 466/2564 [====>.........................] - ETA: 4:51 - loss: 458.3032 - logits_profile_predictions_loss: 447.5800 - logcount_predictions_loss: 0.3685 467/2564 [====>.........................] - ETA: 4:50 - loss: 458.3028 - logits_profile_predictions_loss: 447.5792 - logcount_predictions_loss: 0.3685 468/2564 [====>.........................] - ETA: 4:50 - loss: 458.3021 - logits_profile_predictions_loss: 447.5781 - logcount_predictions_loss: 0.3685 469/2564 [====>.........................] - ETA: 4:50 - loss: 458.3016 - logits_profile_predictions_loss: 447.5772 - logcount_predictions_loss: 0.3685 470/2564 [====>.........................] - ETA: 4:50 - loss: 458.3010 - logits_profile_predictions_loss: 447.5763 - logcount_predictions_loss: 0.3685 471/2564 [====>.........................] - ETA: 4:50 - loss: 458.3003 - logits_profile_predictions_loss: 447.5752 - logcount_predictions_loss: 0.3686 472/2564 [====>.........................] - ETA: 4:50 - loss: 458.2993 - logits_profile_predictions_loss: 447.5738 - logcount_predictions_loss: 0.3686 473/2564 [====>.........................] - ETA: 4:50 - loss: 458.2986 - logits_profile_predictions_loss: 447.5728 - logcount_predictions_loss: 0.3686 474/2564 [====>.........................] - ETA: 4:50 - loss: 458.2980 - logits_profile_predictions_loss: 447.5719 - logcount_predictions_loss: 0.3686 475/2564 [====>.........................] - ETA: 4:49 - loss: 458.2977 - logits_profile_predictions_loss: 447.5712 - logcount_predictions_loss: 0.3686 476/2564 [====>.........................] - ETA: 4:49 - loss: 458.2973 - logits_profile_predictions_loss: 447.5705 - logcount_predictions_loss: 0.3686 477/2564 [====>.........................] - ETA: 4:49 - loss: 458.2972 - logits_profile_predictions_loss: 447.5700 - logcount_predictions_loss: 0.3686 478/2564 [====>.........................] - ETA: 4:49 - loss: 458.2970 - logits_profile_predictions_loss: 447.5695 - logcount_predictions_loss: 0.3686 479/2564 [====>.........................] - ETA: 4:49 - loss: 458.2970 - logits_profile_predictions_loss: 447.5691 - logcount_predictions_loss: 0.3687 480/2564 [====>.........................] - ETA: 4:49 - loss: 458.2967 - logits_profile_predictions_loss: 447.5685 - logcount_predictions_loss: 0.3687 481/2564 [====>.........................] - ETA: 4:49 - loss: 458.2964 - 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[====>.........................] - ETA: 4:48 - loss: 458.2926 - logits_profile_predictions_loss: 447.5618 - logcount_predictions_loss: 0.3688 489/2564 [====>.........................] - ETA: 4:47 - loss: 458.2918 - logits_profile_predictions_loss: 447.5607 - logcount_predictions_loss: 0.3688 490/2564 [====>.........................] - ETA: 4:47 - loss: 458.2910 - logits_profile_predictions_loss: 447.5595 - logcount_predictions_loss: 0.3688 491/2564 [====>.........................] - ETA: 4:47 - loss: 458.2902 - logits_profile_predictions_loss: 447.5585 - logcount_predictions_loss: 0.3688 492/2564 [====>.........................] - ETA: 4:47 - loss: 458.2895 - logits_profile_predictions_loss: 447.5575 - logcount_predictions_loss: 0.3688 493/2564 [====>.........................] - ETA: 4:47 - loss: 458.2885 - logits_profile_predictions_loss: 447.5562 - logcount_predictions_loss: 0.3688 494/2564 [====>.........................] - ETA: 4:47 - loss: 458.2875 - logits_profile_predictions_loss: 447.5548 - logcount_predictions_loss: 0.3688 495/2564 [====>.........................] - ETA: 4:47 - loss: 458.2866 - logits_profile_predictions_loss: 447.5536 - logcount_predictions_loss: 0.3688 496/2564 [====>.........................] - ETA: 4:46 - loss: 458.2855 - logits_profile_predictions_loss: 447.5523 - logcount_predictions_loss: 0.3688 497/2564 [====>.........................] - ETA: 4:46 - loss: 458.2845 - logits_profile_predictions_loss: 447.5509 - logcount_predictions_loss: 0.3689 498/2564 [====>.........................] - ETA: 4:46 - loss: 458.2833 - logits_profile_predictions_loss: 447.5495 - logcount_predictions_loss: 0.3689 499/2564 [====>.........................] - ETA: 4:46 - loss: 458.2825 - logits_profile_predictions_loss: 447.5484 - logcount_predictions_loss: 0.3689 500/2564 [====>.........................] - ETA: 4:46 - loss: 458.2817 - logits_profile_predictions_loss: 447.5474 - logcount_predictions_loss: 0.3689 501/2564 [====>.........................] - ETA: 4:46 - loss: 458.2811 - logits_profile_predictions_loss: 447.5465 - logcount_predictions_loss: 0.3689 502/2564 [====>.........................] - ETA: 4:46 - loss: 458.2804 - logits_profile_predictions_loss: 447.5456 - logcount_predictions_loss: 0.3689 503/2564 [====>.........................] - ETA: 4:46 - loss: 458.2797 - logits_profile_predictions_loss: 447.5446 - logcount_predictions_loss: 0.3689 504/2564 [====>.........................] - ETA: 4:45 - loss: 458.2790 - logits_profile_predictions_loss: 447.5438 - logcount_predictions_loss: 0.3689 505/2564 [====>.........................] - ETA: 4:45 - loss: 458.2782 - logits_profile_predictions_loss: 447.5428 - logcount_predictions_loss: 0.3689 506/2564 [====>.........................] - ETA: 4:45 - loss: 458.2776 - logits_profile_predictions_loss: 447.5419 - logcount_predictions_loss: 0.3689 507/2564 [====>.........................] - ETA: 4:45 - loss: 458.2770 - 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- logcount_predictions_loss: 0.4323 10/2564 [..............................] - ETA: 5:54 - loss: 455.6642 - logits_profile_predictions_loss: 443.1433 - logcount_predictions_loss: 0.4303 11/2564 [..............................] - ETA: 5:54 - loss: 455.7254 - logits_profile_predictions_loss: 443.2765 - logcount_predictions_loss: 0.4278 12/2564 [..............................] - ETA: 5:53 - loss: 455.4714 - logits_profile_predictions_loss: 443.0986 - logcount_predictions_loss: 0.4252 13/2564 [..............................] - ETA: 5:53 - loss: 455.4307 - logits_profile_predictions_loss: 443.1619 - logcount_predictions_loss: 0.4216 14/2564 [..............................] - ETA: 5:53 - loss: 455.4520 - logits_profile_predictions_loss: 443.2794 - logcount_predictions_loss: 0.4183 15/2564 [..............................] - ETA: 5:53 - loss: 455.6086 - logits_profile_predictions_loss: 443.5239 - logcount_predictions_loss: 0.4153 16/2564 [..............................] - ETA: 5:53 - loss: 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logits_profile_predictions_loss: 443.5648 - logcount_predictions_loss: 0.3619 324/2564 [==>...........................] - ETA: 5:11 - loss: 454.0944 - logits_profile_predictions_loss: 443.5635 - logcount_predictions_loss: 0.3619 325/2564 [==>...........................] - ETA: 5:10 - loss: 454.0922 - logits_profile_predictions_loss: 443.5621 - logcount_predictions_loss: 0.3619 326/2564 [==>...........................] - ETA: 5:10 - loss: 454.0894 - logits_profile_predictions_loss: 443.5601 - logcount_predictions_loss: 0.3618 327/2564 [==>...........................] - ETA: 5:10 - loss: 454.0859 - logits_profile_predictions_loss: 443.5574 - logcount_predictions_loss: 0.3618 328/2564 [==>...........................] - ETA: 5:10 - loss: 454.0833 - logits_profile_predictions_loss: 443.5556 - logcount_predictions_loss: 0.3618 329/2564 [==>...........................] - ETA: 5:10 - loss: 454.0808 - logits_profile_predictions_loss: 443.5539 - logcount_predictions_loss: 0.3618 330/2564 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logits_profile_predictions_loss: 443.5360 - logcount_predictions_loss: 0.3616 337/2564 [==>...........................] - ETA: 5:09 - loss: 454.0556 - logits_profile_predictions_loss: 443.5349 - logcount_predictions_loss: 0.3615 338/2564 [==>...........................] - ETA: 5:09 - loss: 454.0539 - logits_profile_predictions_loss: 443.5339 - logcount_predictions_loss: 0.3615 339/2564 [==>...........................] - ETA: 5:08 - loss: 454.0522 - logits_profile_predictions_loss: 443.5329 - logcount_predictions_loss: 0.3615 340/2564 [==>...........................] - ETA: 5:08 - loss: 454.0512 - logits_profile_predictions_loss: 443.5326 - logcount_predictions_loss: 0.3615 341/2564 [==>...........................] - ETA: 5:08 - loss: 454.0498 - logits_profile_predictions_loss: 443.5320 - logcount_predictions_loss: 0.3614 342/2564 [===>..........................] - ETA: 5:08 - loss: 454.0487 - logits_profile_predictions_loss: 443.5316 - logcount_predictions_loss: 0.3614 343/2564 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[====>.........................] - ETA: 4:55 - loss: 453.9140 - logits_profile_predictions_loss: 443.4552 - logcount_predictions_loss: 0.3594 435/2564 [====>.........................] - ETA: 4:55 - loss: 453.9120 - logits_profile_predictions_loss: 443.4538 - logcount_predictions_loss: 0.3594 436/2564 [====>.........................] - ETA: 4:55 - loss: 453.9106 - logits_profile_predictions_loss: 443.4530 - logcount_predictions_loss: 0.3594 437/2564 [====>.........................] - ETA: 4:55 - loss: 453.9092 - logits_profile_predictions_loss: 443.4522 - logcount_predictions_loss: 0.3593 438/2564 [====>.........................] - ETA: 4:55 - loss: 453.9076 - logits_profile_predictions_loss: 443.4512 - logcount_predictions_loss: 0.3593 439/2564 [====>.........................] - ETA: 4:55 - loss: 453.9060 - logits_profile_predictions_loss: 443.4502 - logcount_predictions_loss: 0.3593 440/2564 [====>.........................] - ETA: 4:55 - loss: 453.9043 - logits_profile_predictions_loss: 443.4491 - logcount_predictions_loss: 0.3593 441/2564 [====>.........................] - ETA: 4:54 - loss: 453.9027 - logits_profile_predictions_loss: 443.4481 - logcount_predictions_loss: 0.3593 442/2564 [====>.........................] - ETA: 4:54 - loss: 453.9014 - logits_profile_predictions_loss: 443.4474 - logcount_predictions_loss: 0.3592 443/2564 [====>.........................] - ETA: 4:54 - loss: 453.8999 - logits_profile_predictions_loss: 443.4466 - logcount_predictions_loss: 0.3592 444/2564 [====>.........................] - ETA: 4:54 - loss: 453.8983 - logits_profile_predictions_loss: 443.4456 - logcount_predictions_loss: 0.3592 445/2564 [====>.........................] - ETA: 4:54 - loss: 453.8969 - logits_profile_predictions_loss: 443.4448 - logcount_predictions_loss: 0.3592 446/2564 [====>.........................] - ETA: 4:54 - loss: 453.8958 - logits_profile_predictions_loss: 443.4443 - logcount_predictions_loss: 0.3592 447/2564 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2541/2564 [============================>.] - ETA: 3s - loss: 454.4086 - logits_profile_predictions_loss: 444.3610 - logcount_predictions_loss: 0.3453 2542/2564 [============================>.] - ETA: 3s - loss: 454.4089 - logits_profile_predictions_loss: 444.3613 - logcount_predictions_loss: 0.3453 2543/2564 [============================>.] - ETA: 2s - loss: 454.4091 - logits_profile_predictions_loss: 444.3616 - logcount_predictions_loss: 0.3453 2544/2564 [============================>.] - ETA: 2s - loss: 454.4093 - logits_profile_predictions_loss: 444.3619 - logcount_predictions_loss: 0.3453 2545/2564 [============================>.] - ETA: 2s - loss: 454.4096 - logits_profile_predictions_loss: 444.3622 - logcount_predictions_loss: 0.3453 2546/2564 [============================>.] - ETA: 2s - loss: 454.4098 - logits_profile_predictions_loss: 444.3624 - logcount_predictions_loss: 0.3453 2547/2564 [============================>.] - ETA: 2s - loss: 454.4100 - logits_profile_predictions_loss: 444.3627 - logcount_predictions_loss: 0.3453 2548/2564 [============================>.] - ETA: 2s - loss: 454.4103 - logits_profile_predictions_loss: 444.3630 - logcount_predictions_loss: 0.3452 2549/2564 [============================>.] - ETA: 2s - loss: 454.4105 - logits_profile_predictions_loss: 444.3633 - logcount_predictions_loss: 0.3452 2550/2564 [============================>.] - ETA: 1s - loss: 454.4107 - logits_profile_predictions_loss: 444.3636 - logcount_predictions_loss: 0.3452 2551/2564 [============================>.] - ETA: 1s - loss: 454.4110 - logits_profile_predictions_loss: 444.3639 - logcount_predictions_loss: 0.3452 2552/2564 [============================>.] - ETA: 1s - loss: 454.4112 - logits_profile_predictions_loss: 444.3642 - logcount_predictions_loss: 0.3452 2553/2564 [============================>.] - ETA: 1s - loss: 454.4115 - logits_profile_predictions_loss: 444.3645 - logcount_predictions_loss: 0.3452 2554/2564 [============================>.] - ETA: 1s - loss: 454.4117 - logits_profile_predictions_loss: 444.3648 - logcount_predictions_loss: 0.3452 2555/2564 [============================>.] - ETA: 1s - loss: 454.4120 - logits_profile_predictions_loss: 444.3651 - logcount_predictions_loss: 0.3452 2556/2564 [============================>.] - ETA: 1s - loss: 454.4122 - logits_profile_predictions_loss: 444.3654 - logcount_predictions_loss: 0.3452 2557/2564 [============================>.] - ETA: 0s - loss: 454.4124 - logits_profile_predictions_loss: 444.3657 - logcount_predictions_loss: 0.3452 2558/2564 [============================>.] - ETA: 0s - loss: 454.4127 - logits_profile_predictions_loss: 444.3659 - logcount_predictions_loss: 0.3452 2559/2564 [============================>.] - ETA: 0s - loss: 454.4129 - logits_profile_predictions_loss: 444.3662 - logcount_predictions_loss: 0.3452 2560/2564 [============================>.] - ETA: 0s - loss: 454.4131 - logits_profile_predictions_loss: 444.3665 - logcount_predictions_loss: 0.3452 2561/2564 [============================>.] - ETA: 0s - loss: 454.4133 - logits_profile_predictions_loss: 444.3668 - logcount_predictions_loss: 0.3452 2562/2564 [============================>.] - ETA: 0s - loss: 454.4136 - logits_profile_predictions_loss: 444.3670 - logcount_predictions_loss: 0.3452 2563/2564 [============================>.] - ETA: 0s - loss: 454.4138 - logits_profile_predictions_loss: 444.3673 - logcount_predictions_loss: 0.3452 2564/2564 [==============================] - ETA: 0s - loss: 454.4140 - logits_profile_predictions_loss: 444.3675 - logcount_predictions_loss: 0.3452 2564/2564 [==============================] - 371s 145ms/step - loss: 454.4142 - logits_profile_predictions_loss: 444.3678 - logcount_predictions_loss: 0.3452 - val_loss: 560.7552 - val_logits_profile_predictions_loss: 531.1249 - val_logcount_predictions_loss: 1.0182 Epoch 00019: val_loss did not improve from 557.65302 Restoring model weights from the end of the best epoch. Epoch 00019: early stopping save model save model without bias 2022-09-23_08-34-34: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR174SUM//preprocessing/bigWigs/ENCSR174SUM.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(35807, 10) loading nonpeaks... got split:test for bed regions:(33952, 10) 0/273 100/273 200/273 2022-09-23_08-37-10: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR174SUM//preprocessing/bigWigs/ENCSR174SUM.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(35807, 10) loading nonpeaks... got split:test for bed regions:(33952, 10) 0/273 100/273 200/273 2022-09-23_08-39-33: 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/ATAC//ENCSR174SUM//preprocessing/bigWigs/ENCSR174SUM.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(35807, 10) loading nonpeaks... got split:test for bed regions:(33952, 10) 0/273 100/273 200/273 2022-09-23_08-41-05: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//footprints 2022-09-23_08-41-05: 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/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 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: tn5_1 GCACAGTACAGAGCTG 1/37 [..............................] - ETA: 3:32 3/37 [=>............................] - ETA: 10s  4/37 [==>...........................] - ETA: 13s 5/37 [===>..........................] - ETA: 15s 6/37 [===>..........................] - ETA: 15s 7/37 [====>.........................] - ETA: 15s 8/37 [=====>........................] - ETA: 15s 9/37 [======>.......................] - ETA: 15s 10/37 [=======>......................] - ETA: 15s 11/37 [=======>......................] - ETA: 14s 12/37 [========>.....................] - ETA: 14s 13/37 [=========>....................] - ETA: 13s 14/37 [==========>...................] - ETA: 13s 15/37 [===========>..................] - ETA: 12s 16/37 [===========>..................] - ETA: 12s 17/37 [============>.................] - ETA: 11s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 10s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  22/37 [================>.............] - ETA: 8s 23/37 [=================>............] - ETA: 8s 24/37 [==================>...........] - ETA: 7s 25/37 [===================>..........] - ETA: 7s 26/37 [====================>.........] - ETA: 6s 27/37 [====================>.........] - ETA: 6s 28/37 [=====================>........] - ETA: 5s 29/37 [======================>.......] - ETA: 4s 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 [==============================] - 30s 658ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 19s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  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: 4s 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 [==============================] - 23s 626ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 19s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  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: 4s 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 [==============================] - 23s 627ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 19s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  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: 4s 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 [==============================] - 23s 627ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 19s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  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: 4s 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 [==============================] - 23s 627ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 19s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  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: 4s 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 [==============================] - 23s 627ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 19s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  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: 4s 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 [==============================] - 23s 626ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 19s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  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: 4s 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 [==============================] - 23s 627ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 19s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  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: 4s 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 [==============================] - 23s 627ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 19s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 14s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  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: 4s 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 [==============================] - 23s 627ms/step Saving marginal footprints 2022-09-23_08-45-18: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//footprints 2022-09-23_08-45-18: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR174SUM//chrombpnet_model_feb15_fold_2//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo tn5_1,tn5_2,tn5_3,tn5_4,tn5_5 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: tn5_1 GCACAGTACAGAGCTG 1/37 [..............................] - ETA: 1:25 3/37 [=>............................] - ETA: 0s  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 12/37 [========>.....................] - ETA: 1s 14/37 [==========>...................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 4s 53ms/step 1/37 [..............................] - ETA: 0s 3/37 [=>............................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 50ms/step inserting motif: tn5_2 GTGCACAGTTCTAGAGTGTGCAG 1/37 [..............................] - ETA: 0s 3/37 [=>............................] - ETA: 1s 5/37 [===>..........................] - 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 14/37 [==========>...................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 16/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 18/37 [=============>................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 20/37 [===============>..............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 22/37 [================>.............] - ETA: 0s 24/37 [==================>...........] - ETA: 0s 26/37 [====================>.........] - ETA: 0s 28/37 [=====================>........] - ETA: 0s 30/37 [=======================>......] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - 2s 50ms/step 1/37 [..............................] - ETA: 0s 3/37 [=>............................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 50ms/step inserting motif: tn5_3 CCTCTACACTGTGCAGAA 1/37 [..............................] - ETA: 0s 3/37 [=>............................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 50ms/step 1/37 [..............................] - ETA: 0s 3/37 [=>............................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 50ms/step inserting motif: tn5_4 GCACAGTTCTAGACTGTGCAG 1/37 [..............................] - ETA: 0s 3/37 [=>............................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 50ms/step 1/37 [..............................] - ETA: 0s 3/37 [=>............................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 50ms/step inserting motif: tn5_5 CTGCACAGTGTAGAGTTGTGC 1/37 [..............................] - ETA: 0s 3/37 [=>............................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 50ms/step 1/37 [..............................] - ETA: 0s 3/37 [=>............................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 50ms/step Saving marginal footprints