DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json Thu Oct 13 11:23:39 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 515.65.01 Driver Version: 515.65.01 CUDA Version: 11.7 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 NVIDIA A100-SXM... On | 00000000:07:00.0 Off | 0 | | N/A 40C P0 66W / 400W | 0MiB / 81920MiB | 0% E. Process | | | | Disabled | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+ No logfile supplied - creating one 2022-10-13_11-23-46: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/helpers/hyperparameters/find_chrombpnet_hyperparams.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR622HTS//preprocessing/bigWigs/ENCSR622HTS.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR622HTS//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR622HTS//negatives_data/negatives_with_summit.bed \ --outlier_threshold=0.99 \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --negative_sampling_ratio=0.1 \ --inputlen=2114 \ --outputlen=1000 \ --max_jitter=500 \ --filters=512 \ --n_dilation_layers=8 \ --bias_model_path=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/ENCSR880CUB/fold_4/bias.h5 \ --output_dir=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4/ evaluating hyperparameters on the following chromosomes ['chr1', 'chr2', 'chr3', 'chr4', 'chr5', 'chr6', 'chr8', 'chr9', 'chr11', 'chr12', 'chr14', 'chr15', 'chr16', 'chr20', 'chr22', 'chrY', 'chr10', 'chr18'] Number of peaks input: 159866 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 159866 Number of peaks input: 40134 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 40134 Number of non peaks input: 154357 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 154357 Number of non peaks input: 45642 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 45642 Number of peaks after removing outliers: 158105 Number of nonpeaks after removing outliers: 137418 got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 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[============================>.] - ETA: 0s 4281/4295 [============================>.] - ETA: 0s 4292/4295 [============================>.] - ETA: 0s 4295/4295 [==============================] - ETA: 0s 4295/4295 [==============================] - 28s 5ms/step 2022-10-13_11-30-46: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/train.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR622HTS//preprocessing/bigWigs/ENCSR622HTS.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.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': '19.8', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4/bias_model_scaled.h5', 'inputlen': '2114', 'outputlen': '1000', 'max_jitter': '500', 'chr_fold_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json', 'negative_sampling_ratio': '0.1'} got the model loading peaks... got split:train for bed regions:(142580, 10) loading nonpeaks... got split:train for bed regions:(125683, 10) loading peaks... got split:valid for bed regions:(15525, 10) loading nonpeaks... got split:valid for bed regions:(11735, 10) Epoch 1/50 1/2451 [..............................] - ETA: 4:42:14 - loss: 868.2538 - logits_profile_predictions_loss: 792.8389 - logcount_predictions_loss: 3.8088 2/2451 [..............................] - ETA: 5:41 - loss: 846.2880 - logits_profile_predictions_loss: 782.3842 - logcount_predictions_loss: 3.2275  3/2451 [..............................] - ETA: 5:41 - loss: 14077.8014 - logits_profile_predictions_loss: 765.0278 - logcount_predictions_loss: 672.3623 4/2451 [..............................] - ETA: 5:41 - loss: 18230.7470 - logits_profile_predictions_loss: 776.4321 - logcount_predictions_loss: 881.5311 5/2451 [..............................] - ETA: 5:41 - loss: 19545.8750 - logits_profile_predictions_loss: 797.3708 - logcount_predictions_loss: 946.8942 6/2451 [..............................] - ETA: 5:41 - loss: 19758.2610 - logits_profile_predictions_loss: 809.1431 - logcount_predictions_loss: 957.0262 7/2451 [..............................] - ETA: 5:40 - loss: 19501.9333 - logits_profile_predictions_loss: 815.1568 - logcount_predictions_loss: 943.7766 8/2451 [..............................] - ETA: 5:40 - loss: 19045.6959 - logits_profile_predictions_loss: 821.4562 - logcount_predictions_loss: 920.4162 9/2451 [..............................] - ETA: 5:40 - loss: 18513.5934 - logits_profile_predictions_loss: 832.4610 - logcount_predictions_loss: 892.9865 10/2451 [..............................] - ETA: 5:40 - loss: 17956.4323 - logits_profile_predictions_loss: 842.0789 - logcount_predictions_loss: 864.3613 11/2451 [..............................] - ETA: 5:40 - loss: 17403.4821 - logits_profile_predictions_loss: 851.2009 - logcount_predictions_loss: 835.9738 12/2451 [..............................] - ETA: 5:39 - loss: 16866.8655 - logits_profile_predictions_loss: 858.2744 - logcount_predictions_loss: 808.5147 13/2451 [..............................] - ETA: 5:39 - loss: 16353.5155 - logits_profile_predictions_loss: 863.8029 - logcount_predictions_loss: 782.3087 14/2451 [..............................] - ETA: 5:39 - loss: 15866.7166 - logits_profile_predictions_loss: 868.5480 - logcount_predictions_loss: 757.4833 15/2451 [..............................] - ETA: 5:39 - loss: 15406.8813 - logits_profile_predictions_loss: 872.5428 - logcount_predictions_loss: 734.0575 16/2451 [..............................] - ETA: 5:39 - loss: 14972.2029 - logits_profile_predictions_loss: 874.8908 - logcount_predictions_loss: 711.9855 17/2451 [..............................] - ETA: 5:39 - loss: 14562.3522 - logits_profile_predictions_loss: 876.4931 - logcount_predictions_loss: 691.2050 18/2451 [..............................] - ETA: 5:38 - loss: 14176.5810 - logits_profile_predictions_loss: 878.0498 - logcount_predictions_loss: 671.6430 19/2451 [..............................] - ETA: 5:38 - loss: 13812.9447 - logits_profile_predictions_loss: 879.3352 - logcount_predictions_loss: 653.2126 20/2451 [..............................] - ETA: 5:38 - loss: 13470.0584 - logits_profile_predictions_loss: 880.5633 - logcount_predictions_loss: 635.8331 21/2451 [..............................] - ETA: 5:38 - loss: 13145.9259 - logits_profile_predictions_loss: 881.2951 - logcount_predictions_loss: 619.4258 22/2451 [..............................] - ETA: 5:38 - loss: 12840.2044 - logits_profile_predictions_loss: 882.5663 - logcount_predictions_loss: 603.9211 23/2451 [..............................] - ETA: 5:38 - loss: 12551.0161 - logits_profile_predictions_loss: 883.8993 - logcount_predictions_loss: 589.2483 24/2451 [..............................] - ETA: 5:37 - loss: 12277.0497 - logits_profile_predictions_loss: 885.2272 - logcount_predictions_loss: 575.3446 25/2451 [..............................] - ETA: 5:37 - loss: 12016.7556 - logits_profile_predictions_loss: 886.1795 - logcount_predictions_loss: 562.1503 26/2451 [..............................] - ETA: 5:37 - loss: 11769.5677 - logits_profile_predictions_loss: 887.1808 - logcount_predictions_loss: 549.6155 27/2451 [..............................] - ETA: 5:37 - loss: 11534.2818 - logits_profile_predictions_loss: 887.9938 - logcount_predictions_loss: 537.6913 28/2451 [..............................] - ETA: 5:37 - loss: 11310.4157 - logits_profile_predictions_loss: 888.9893 - logcount_predictions_loss: 526.3347 29/2451 [..............................] - ETA: 5:36 - loss: 11097.0096 - logits_profile_predictions_loss: 889.9897 - logcount_predictions_loss: 515.5061 30/2451 [..............................] - ETA: 5:36 - loss: 10893.4049 - logits_profile_predictions_loss: 891.0474 - logcount_predictions_loss: 505.1696 31/2451 [..............................] - ETA: 5:36 - loss: 10698.5734 - logits_profile_predictions_loss: 891.8275 - logcount_predictions_loss: 495.2902 32/2451 [..............................] - ETA: 5:36 - loss: 10512.4680 - logits_profile_predictions_loss: 892.8324 - logcount_predictions_loss: 485.8402 33/2451 [..............................] - ETA: 5:36 - loss: 10334.3738 - logits_profile_predictions_loss: 893.9096 - logcount_predictions_loss: 476.7911 34/2451 [..............................] - ETA: 5:36 - loss: 10163.5621 - logits_profile_predictions_loss: 894.8657 - logcount_predictions_loss: 468.1160 35/2451 [..............................] - ETA: 5:36 - loss: 9999.5464 - logits_profile_predictions_loss: 895.6663 - logcount_predictions_loss: 459.7919  36/2451 [..............................] - ETA: 5:35 - loss: 9841.9845 - logits_profile_predictions_loss: 896.3970 - logcount_predictions_loss: 451.7974 37/2451 [..............................] - ETA: 5:35 - loss: 9690.5800 - logits_profile_predictions_loss: 897.1364 - logcount_predictions_loss: 444.1133 38/2451 [..............................] - ETA: 5:35 - loss: 9545.1377 - logits_profile_predictions_loss: 898.0434 - logcount_predictions_loss: 436.7219 39/2451 [..............................] - ETA: 5:35 - loss: 9405.0834 - logits_profile_predictions_loss: 898.8893 - logcount_predictions_loss: 429.6058 40/2451 [..............................] - ETA: 5:35 - loss: 9270.1940 - logits_profile_predictions_loss: 899.7551 - logcount_predictions_loss: 422.7495 41/2451 [..............................] - ETA: 5:35 - loss: 9140.1559 - logits_profile_predictions_loss: 900.6150 - logcount_predictions_loss: 416.1384 42/2451 [..............................] - ETA: 5:35 - loss: 9014.6889 - logits_profile_predictions_loss: 901.4621 - logcount_predictions_loss: 409.7589 43/2451 [..............................] - ETA: 5:34 - loss: 8893.5074 - logits_profile_predictions_loss: 902.2560 - logcount_predictions_loss: 403.5986 44/2451 [..............................] - ETA: 5:34 - loss: 8776.3067 - logits_profile_predictions_loss: 902.9257 - logcount_predictions_loss: 397.6455 45/2451 [..............................] - ETA: 5:34 - loss: 8662.9528 - logits_profile_predictions_loss: 903.5429 - logcount_predictions_loss: 391.8894 46/2451 [..............................] - ETA: 5:34 - loss: 8553.4009 - logits_profile_predictions_loss: 904.2462 - logcount_predictions_loss: 386.3210 47/2451 [..............................] - ETA: 5:34 - loss: 8447.2983 - logits_profile_predictions_loss: 904.8807 - logcount_predictions_loss: 380.9302 48/2451 [..............................] - ETA: 5:34 - loss: 8344.5467 - logits_profile_predictions_loss: 905.5189 - logcount_predictions_loss: 375.7085 49/2451 [..............................] - ETA: 5:33 - loss: 8244.9595 - logits_profile_predictions_loss: 906.1317 - logcount_predictions_loss: 370.6479 50/2451 [..............................] - ETA: 5:33 - loss: 8148.3578 - logits_profile_predictions_loss: 906.6929 - logcount_predictions_loss: 365.7407 51/2451 [..............................] - ETA: 5:33 - loss: 8054.5111 - logits_profile_predictions_loss: 907.1283 - logcount_predictions_loss: 360.9789 52/2451 [..............................] - ETA: 5:33 - loss: 7963.3492 - logits_profile_predictions_loss: 907.4919 - logcount_predictions_loss: 356.3564 53/2451 [..............................] - ETA: 5:33 - loss: 7874.8263 - logits_profile_predictions_loss: 907.8536 - logcount_predictions_loss: 351.8673 54/2451 [..............................] - ETA: 5:33 - loss: 7788.8674 - logits_profile_predictions_loss: 908.2535 - logcount_predictions_loss: 347.5058 55/2451 [..............................] - ETA: 5:33 - loss: 7705.2507 - logits_profile_predictions_loss: 908.5894 - logcount_predictions_loss: 343.2657 56/2451 [..............................] - ETA: 5:32 - loss: 7623.9838 - logits_profile_predictions_loss: 908.9604 - logcount_predictions_loss: 339.1426 57/2451 [..............................] - ETA: 5:32 - loss: 7544.8846 - logits_profile_predictions_loss: 909.2947 - logcount_predictions_loss: 335.1308 58/2451 [..............................] - ETA: 5:32 - loss: 7467.8781 - logits_profile_predictions_loss: 909.6063 - logcount_predictions_loss: 331.2259 59/2451 [..............................] - ETA: 5:32 - loss: 7392.9054 - logits_profile_predictions_loss: 909.9204 - logcount_predictions_loss: 327.4235 60/2451 [..............................] - ETA: 5:32 - loss: 7319.8285 - logits_profile_predictions_loss: 910.1851 - logcount_predictions_loss: 323.7194 61/2451 [..............................] - ETA: 5:32 - loss: 7248.5954 - logits_profile_predictions_loss: 910.4244 - logcount_predictions_loss: 320.1097 62/2451 [..............................] - ETA: 5:32 - loss: 7179.0837 - logits_profile_predictions_loss: 910.5939 - logcount_predictions_loss: 316.5904 63/2451 [..............................] - ETA: 5:31 - loss: 7111.2766 - logits_profile_predictions_loss: 910.7404 - logcount_predictions_loss: 313.1584 64/2451 [..............................] - ETA: 5:31 - loss: 7045.1442 - logits_profile_predictions_loss: 910.8977 - logcount_predictions_loss: 309.8104 65/2451 [..............................] - ETA: 5:31 - loss: 6980.6235 - logits_profile_predictions_loss: 911.0660 - logcount_predictions_loss: 306.5433 66/2451 [..............................] - ETA: 5:31 - loss: 6917.6290 - logits_profile_predictions_loss: 911.2219 - logcount_predictions_loss: 303.3539 67/2451 [..............................] - ETA: 5:31 - loss: 6856.1187 - logits_profile_predictions_loss: 911.3782 - logcount_predictions_loss: 300.2394 68/2451 [..............................] - ETA: 5:31 - loss: 6796.0315 - logits_profile_predictions_loss: 911.5278 - logcount_predictions_loss: 297.1972 69/2451 [..............................] - ETA: 5:31 - loss: 6737.3194 - logits_profile_predictions_loss: 911.6722 - logcount_predictions_loss: 294.2246 70/2451 [..............................] - ETA: 5:30 - loss: 6679.9100 - logits_profile_predictions_loss: 911.7922 - logcount_predictions_loss: 291.3191 71/2451 [..............................] - ETA: 5:30 - loss: 6623.7965 - logits_profile_predictions_loss: 911.9247 - logcount_predictions_loss: 288.4784 72/2451 [..............................] - ETA: 5:30 - loss: 6568.8954 - logits_profile_predictions_loss: 912.0324 - logcount_predictions_loss: 285.7002 73/2451 [..............................] - ETA: 5:30 - loss: 6515.2731 - logits_profile_predictions_loss: 912.2171 - logcount_predictions_loss: 282.9826 74/2451 [..............................] - ETA: 5:30 - loss: 6462.7751 - logits_profile_predictions_loss: 912.3727 - logcount_predictions_loss: 280.3234 75/2451 [..............................] - ETA: 5:30 - loss: 6411.3715 - logits_profile_predictions_loss: 912.5060 - logcount_predictions_loss: 277.7205 76/2451 [..............................] - ETA: 5:30 - loss: 6361.0169 - logits_profile_predictions_loss: 912.6086 - logcount_predictions_loss: 275.1721 77/2451 [..............................] - ETA: 5:29 - loss: 6311.7220 - logits_profile_predictions_loss: 912.7254 - logcount_predictions_loss: 272.6766 78/2451 [..............................] - ETA: 5:29 - loss: 6263.4362 - logits_profile_predictions_loss: 912.8373 - logcount_predictions_loss: 270.2323 79/2451 [..............................] - ETA: 5:29 - loss: 6216.1302 - logits_profile_predictions_loss: 912.9489 - logcount_predictions_loss: 267.8374 80/2451 [..............................] - ETA: 5:29 - loss: 6169.7908 - logits_profile_predictions_loss: 913.0741 - logcount_predictions_loss: 265.4908 81/2451 [..............................] - ETA: 5:29 - loss: 6124.3726 - logits_profile_predictions_loss: 913.2000 - logcount_predictions_loss: 263.1905 82/2451 [>.............................] - ETA: 5:29 - loss: 6079.8754 - logits_profile_predictions_loss: 913.3527 - logcount_predictions_loss: 260.9355 83/2451 [>.............................] - ETA: 5:29 - loss: 6036.2599 - logits_profile_predictions_loss: 913.5207 - logcount_predictions_loss: 258.7242 84/2451 [>.............................] - ETA: 5:28 - loss: 5993.4740 - logits_profile_predictions_loss: 913.6806 - logcount_predictions_loss: 256.5552 85/2451 [>.............................] - ETA: 5:28 - loss: 5951.4710 - logits_profile_predictions_loss: 913.8119 - logcount_predictions_loss: 254.4272 86/2451 [>.............................] - ETA: 5:28 - loss: 5910.2981 - logits_profile_predictions_loss: 913.9779 - logcount_predictions_loss: 252.3394 87/2451 [>.............................] - ETA: 5:28 - loss: 5869.8418 - logits_profile_predictions_loss: 914.0981 - logcount_predictions_loss: 250.2901 88/2451 [>.............................] - ETA: 5:28 - loss: 5830.1261 - logits_profile_predictions_loss: 914.2142 - logcount_predictions_loss: 248.2784 89/2451 [>.............................] - ETA: 5:28 - loss: 5791.1428 - logits_profile_predictions_loss: 914.3374 - logcount_predictions_loss: 246.3033 90/2451 [>.............................] - ETA: 5:28 - loss: 5752.8321 - logits_profile_predictions_loss: 914.4312 - logcount_predictions_loss: 244.3637 91/2451 [>.............................] - ETA: 5:27 - loss: 5715.2054 - logits_profile_predictions_loss: 914.5255 - logcount_predictions_loss: 242.4586 92/2451 [>.............................] - ETA: 5:27 - loss: 5678.2432 - logits_profile_predictions_loss: 914.6182 - logcount_predictions_loss: 240.5871 93/2451 [>.............................] - ETA: 5:27 - loss: 5641.9113 - logits_profile_predictions_loss: 914.6951 - logcount_predictions_loss: 238.7483 94/2451 [>.............................] - ETA: 5:27 - loss: 5606.2236 - logits_profile_predictions_loss: 914.7856 - logcount_predictions_loss: 236.9413 95/2451 [>.............................] - ETA: 5:27 - loss: 5571.1543 - logits_profile_predictions_loss: 914.8809 - logcount_predictions_loss: 235.1653 96/2451 [>.............................] - ETA: 5:27 - loss: 5536.6444 - logits_profile_predictions_loss: 914.9425 - logcount_predictions_loss: 233.4193 97/2451 [>.............................] - ETA: 5:27 - loss: 5502.7147 - logits_profile_predictions_loss: 915.0033 - logcount_predictions_loss: 231.7026 98/2451 [>.............................] - ETA: 5:26 - loss: 5469.3428 - logits_profile_predictions_loss: 915.0571 - logcount_predictions_loss: 230.0144 99/2451 [>.............................] - ETA: 5:26 - loss: 5436.5251 - logits_profile_predictions_loss: 915.1131 - logcount_predictions_loss: 228.3541 100/2451 [>.............................] - ETA: 5:26 - loss: 5404.2297 - logits_profile_predictions_loss: 915.1553 - logcount_predictions_loss: 226.7209 101/2451 [>.............................] - ETA: 5:26 - loss: 5372.4488 - logits_profile_predictions_loss: 915.1895 - logcount_predictions_loss: 225.1141 102/2451 [>.............................] - ETA: 5:26 - loss: 5341.1976 - logits_profile_predictions_loss: 915.2403 - logcount_predictions_loss: 223.5332 103/2451 [>.............................] - ETA: 5:26 - loss: 5310.4277 - logits_profile_predictions_loss: 915.2760 - logcount_predictions_loss: 221.9774 104/2451 [>.............................] - ETA: 5:26 - loss: 5280.1875 - logits_profile_predictions_loss: 915.3521 - logcount_predictions_loss: 220.4462 105/2451 [>.............................] - ETA: 5:26 - loss: 5250.4109 - logits_profile_predictions_loss: 915.4193 - logcount_predictions_loss: 218.9390 106/2451 [>.............................] - ETA: 5:25 - loss: 5221.0698 - logits_profile_predictions_loss: 915.4621 - logcount_predictions_loss: 217.4549 107/2451 [>.............................] - ETA: 5:25 - loss: 5192.1986 - logits_profile_predictions_loss: 915.5222 - logcount_predictions_loss: 215.9938 108/2451 [>.............................] - ETA: 5:25 - loss: 5163.7694 - logits_profile_predictions_loss: 915.5841 - 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[..............................] - ETA: 5:30 - loss: 783.0190 - logits_profile_predictions_loss: 764.2524 - logcount_predictions_loss: 0.9478 82/2451 [>.............................] - ETA: 5:30 - loss: 782.9459 - logits_profile_predictions_loss: 764.1798 - logcount_predictions_loss: 0.9478 83/2451 [>.............................] - ETA: 5:29 - loss: 782.8695 - logits_profile_predictions_loss: 764.1043 - logcount_predictions_loss: 0.9477 84/2451 [>.............................] - ETA: 5:29 - loss: 782.8137 - logits_profile_predictions_loss: 764.0478 - logcount_predictions_loss: 0.9478 85/2451 [>.............................] - ETA: 5:29 - loss: 782.7570 - logits_profile_predictions_loss: 763.9905 - logcount_predictions_loss: 0.9478 86/2451 [>.............................] - ETA: 5:29 - loss: 782.6847 - logits_profile_predictions_loss: 763.9173 - logcount_predictions_loss: 0.9479 87/2451 [>.............................] - ETA: 5:29 - loss: 782.6196 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:19 - loss: 780.0845 - logits_profile_predictions_loss: 761.2886 - logcount_predictions_loss: 0.9493 154/2451 [>.............................] - ETA: 5:19 - loss: 780.0545 - logits_profile_predictions_loss: 761.2596 - logcount_predictions_loss: 0.9492 155/2451 [>.............................] - ETA: 5:19 - loss: 780.0212 - logits_profile_predictions_loss: 761.2274 - logcount_predictions_loss: 0.9492 156/2451 [>.............................] - ETA: 5:19 - loss: 779.9837 - logits_profile_predictions_loss: 761.1912 - logcount_predictions_loss: 0.9491 157/2451 [>.............................] - ETA: 5:19 - loss: 779.9548 - logits_profile_predictions_loss: 761.1635 - logcount_predictions_loss: 0.9491 158/2451 [>.............................] - ETA: 5:19 - loss: 779.9213 - logits_profile_predictions_loss: 761.1313 - logcount_predictions_loss: 0.9490 159/2451 [>.............................] - ETA: 5:19 - loss: 779.8897 - 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[===>..........................] - ETA: 4:45 - loss: 780.4729 - logits_profile_predictions_loss: 761.9651 - logcount_predictions_loss: 0.9347 401/2451 [===>..........................] - ETA: 4:45 - loss: 780.4689 - logits_profile_predictions_loss: 761.9619 - logcount_predictions_loss: 0.9347 402/2451 [===>..........................] - ETA: 4:44 - loss: 780.4646 - logits_profile_predictions_loss: 761.9585 - logcount_predictions_loss: 0.9346 403/2451 [===>..........................] - ETA: 4:44 - loss: 780.4600 - logits_profile_predictions_loss: 761.9548 - logcount_predictions_loss: 0.9346 404/2451 [===>..........................] - ETA: 4:44 - loss: 780.4548 - logits_profile_predictions_loss: 761.9505 - logcount_predictions_loss: 0.9346 405/2451 [===>..........................] - ETA: 4:44 - loss: 780.4496 - logits_profile_predictions_loss: 761.9462 - logcount_predictions_loss: 0.9345 406/2451 [===>..........................] - ETA: 4:44 - loss: 780.4446 - logits_profile_predictions_loss: 761.9420 - logcount_predictions_loss: 0.9345 407/2451 [===>..........................] - ETA: 4:44 - loss: 780.4405 - logits_profile_predictions_loss: 761.9387 - logcount_predictions_loss: 0.9344 408/2451 [===>..........................] - ETA: 4:44 - loss: 780.4355 - logits_profile_predictions_loss: 761.9346 - logcount_predictions_loss: 0.9344 409/2451 [====>.........................] - ETA: 4:43 - loss: 780.4316 - logits_profile_predictions_loss: 761.9314 - logcount_predictions_loss: 0.9343 410/2451 [====>.........................] - ETA: 4:43 - loss: 780.4278 - logits_profile_predictions_loss: 761.9285 - logcount_predictions_loss: 0.9343 411/2451 [====>.........................] - ETA: 4:43 - loss: 780.4235 - logits_profile_predictions_loss: 761.9249 - logcount_predictions_loss: 0.9343 412/2451 [====>.........................] - ETA: 4:43 - loss: 780.4190 - logits_profile_predictions_loss: 761.9212 - logcount_predictions_loss: 0.9342 413/2451 [====>.........................] - ETA: 4:43 - loss: 780.4134 - logits_profile_predictions_loss: 761.9164 - logcount_predictions_loss: 0.9342 414/2451 [====>.........................] - ETA: 4:43 - loss: 780.4081 - logits_profile_predictions_loss: 761.9119 - logcount_predictions_loss: 0.9341 415/2451 [====>.........................] - ETA: 4:43 - loss: 780.4014 - logits_profile_predictions_loss: 761.9061 - logcount_predictions_loss: 0.9341 416/2451 [====>.........................] - ETA: 4:42 - loss: 780.3950 - logits_profile_predictions_loss: 761.9005 - logcount_predictions_loss: 0.9341 417/2451 [====>.........................] - ETA: 4:42 - loss: 780.3883 - logits_profile_predictions_loss: 761.8946 - logcount_predictions_loss: 0.9340 418/2451 [====>.........................] - ETA: 4:42 - loss: 780.3823 - logits_profile_predictions_loss: 761.8894 - logcount_predictions_loss: 0.9340 419/2451 [====>.........................] - ETA: 4:42 - loss: 780.3765 - 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[====>.........................] - ETA: 4:41 - loss: 780.3526 - logits_profile_predictions_loss: 761.8657 - logcount_predictions_loss: 0.9337 427/2451 [====>.........................] - ETA: 4:41 - loss: 780.3505 - logits_profile_predictions_loss: 761.8643 - logcount_predictions_loss: 0.9336 428/2451 [====>.........................] - ETA: 4:41 - loss: 780.3479 - logits_profile_predictions_loss: 761.8624 - logcount_predictions_loss: 0.9336 429/2451 [====>.........................] - ETA: 4:41 - loss: 780.3452 - logits_profile_predictions_loss: 761.8604 - logcount_predictions_loss: 0.9336 430/2451 [====>.........................] - ETA: 4:41 - loss: 780.3442 - logits_profile_predictions_loss: 761.8600 - logcount_predictions_loss: 0.9335 431/2451 [====>.........................] - ETA: 4:40 - loss: 780.3426 - logits_profile_predictions_loss: 761.8590 - logcount_predictions_loss: 0.9335 432/2451 [====>.........................] - ETA: 4:40 - loss: 780.3412 - 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[====>.........................] - ETA: 4:39 - loss: 780.3314 - logits_profile_predictions_loss: 761.8523 - logcount_predictions_loss: 0.9333 440/2451 [====>.........................] - ETA: 4:39 - loss: 780.3301 - logits_profile_predictions_loss: 761.8516 - logcount_predictions_loss: 0.9332 441/2451 [====>.........................] - ETA: 4:39 - loss: 780.3286 - logits_profile_predictions_loss: 761.8507 - logcount_predictions_loss: 0.9332 442/2451 [====>.........................] - ETA: 4:39 - loss: 780.3267 - logits_profile_predictions_loss: 761.8495 - logcount_predictions_loss: 0.9332 443/2451 [====>.........................] - ETA: 4:39 - loss: 780.3244 - logits_profile_predictions_loss: 761.8479 - logcount_predictions_loss: 0.9332 444/2451 [====>.........................] - ETA: 4:39 - loss: 780.3221 - logits_profile_predictions_loss: 761.8461 - logcount_predictions_loss: 0.9331 445/2451 [====>.........................] - ETA: 4:38 - loss: 780.3200 - 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[====>.........................] - ETA: 4:37 - loss: 780.2985 - logits_profile_predictions_loss: 761.8275 - logcount_predictions_loss: 0.9329 453/2451 [====>.........................] - ETA: 4:37 - loss: 780.2937 - logits_profile_predictions_loss: 761.8233 - logcount_predictions_loss: 0.9328 454/2451 [====>.........................] - ETA: 4:37 - loss: 780.2887 - logits_profile_predictions_loss: 761.8191 - logcount_predictions_loss: 0.9328 455/2451 [====>.........................] - ETA: 4:37 - loss: 780.2831 - logits_profile_predictions_loss: 761.8142 - logcount_predictions_loss: 0.9328 456/2451 [====>.........................] - ETA: 4:37 - loss: 780.2770 - logits_profile_predictions_loss: 761.8088 - logcount_predictions_loss: 0.9327 457/2451 [====>.........................] - ETA: 4:37 - loss: 780.2709 - logits_profile_predictions_loss: 761.8034 - logcount_predictions_loss: 0.9327 458/2451 [====>.........................] - ETA: 4:37 - loss: 780.2658 - 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[====>.........................] - ETA: 4:36 - loss: 780.2356 - logits_profile_predictions_loss: 761.7732 - logcount_predictions_loss: 0.9324 466/2451 [====>.........................] - ETA: 4:36 - loss: 780.2306 - logits_profile_predictions_loss: 761.7689 - logcount_predictions_loss: 0.9324 467/2451 [====>.........................] - ETA: 4:35 - loss: 780.2258 - logits_profile_predictions_loss: 761.7647 - logcount_predictions_loss: 0.9324 468/2451 [====>.........................] - ETA: 4:35 - loss: 780.2209 - logits_profile_predictions_loss: 761.7605 - logcount_predictions_loss: 0.9323 469/2451 [====>.........................] - ETA: 4:35 - loss: 780.2158 - logits_profile_predictions_loss: 761.7560 - logcount_predictions_loss: 0.9323 470/2451 [====>.........................] - ETA: 4:35 - loss: 780.2109 - logits_profile_predictions_loss: 761.7518 - logcount_predictions_loss: 0.9323 471/2451 [====>.........................] - ETA: 4:35 - loss: 780.2057 - 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[====>.........................] - ETA: 4:34 - loss: 780.1678 - logits_profile_predictions_loss: 761.7131 - logcount_predictions_loss: 0.9320 479/2451 [====>.........................] - ETA: 4:34 - loss: 780.1628 - logits_profile_predictions_loss: 761.7087 - logcount_predictions_loss: 0.9320 480/2451 [====>.........................] - ETA: 4:34 - loss: 780.1581 - logits_profile_predictions_loss: 761.7045 - logcount_predictions_loss: 0.9320 481/2451 [====>.........................] - ETA: 4:33 - loss: 780.1531 - logits_profile_predictions_loss: 761.6999 - logcount_predictions_loss: 0.9320 482/2451 [====>.........................] - ETA: 4:33 - loss: 780.1475 - logits_profile_predictions_loss: 761.6948 - logcount_predictions_loss: 0.9319 483/2451 [====>.........................] - ETA: 4:33 - loss: 780.1423 - logits_profile_predictions_loss: 761.6900 - logcount_predictions_loss: 0.9319 484/2451 [====>.........................] - ETA: 4:33 - loss: 780.1368 - logits_profile_predictions_loss: 761.6850 - logcount_predictions_loss: 0.9319 485/2451 [====>.........................] - ETA: 4:33 - loss: 780.1319 - logits_profile_predictions_loss: 761.6805 - logcount_predictions_loss: 0.9319 486/2451 [====>.........................] - ETA: 4:33 - loss: 780.1273 - logits_profile_predictions_loss: 761.6763 - logcount_predictions_loss: 0.9319 487/2451 [====>.........................] - ETA: 4:33 - loss: 780.1223 - logits_profile_predictions_loss: 761.6718 - logcount_predictions_loss: 0.9318 488/2451 [====>.........................] - ETA: 4:32 - loss: 780.1175 - logits_profile_predictions_loss: 761.6673 - logcount_predictions_loss: 0.9318 489/2451 [====>.........................] - ETA: 4:32 - loss: 780.1129 - logits_profile_predictions_loss: 761.6631 - logcount_predictions_loss: 0.9318 490/2451 [====>.........................] - ETA: 4:32 - loss: 780.1079 - logits_profile_predictions_loss: 761.6585 - logcount_predictions_loss: 0.9318 491/2451 [=====>........................] - ETA: 4:32 - loss: 780.1025 - logits_profile_predictions_loss: 761.6536 - logcount_predictions_loss: 0.9318 492/2451 [=====>........................] - ETA: 4:32 - loss: 780.0975 - logits_profile_predictions_loss: 761.6491 - logcount_predictions_loss: 0.9317 493/2451 [=====>........................] - ETA: 4:32 - loss: 780.0923 - logits_profile_predictions_loss: 761.6444 - logcount_predictions_loss: 0.9317 494/2451 [=====>........................] - ETA: 4:32 - loss: 780.0867 - logits_profile_predictions_loss: 761.6393 - logcount_predictions_loss: 0.9317 495/2451 [=====>........................] - ETA: 4:32 - loss: 780.0818 - logits_profile_predictions_loss: 761.6349 - logcount_predictions_loss: 0.9317 496/2451 [=====>........................] - ETA: 4:31 - loss: 780.0776 - logits_profile_predictions_loss: 761.6312 - logcount_predictions_loss: 0.9316 497/2451 [=====>........................] - ETA: 4:31 - loss: 780.0732 - logits_profile_predictions_loss: 761.6274 - logcount_predictions_loss: 0.9316 498/2451 [=====>........................] - ETA: 4:31 - loss: 780.0691 - logits_profile_predictions_loss: 761.6237 - logcount_predictions_loss: 0.9316 499/2451 [=====>........................] - ETA: 4:31 - loss: 780.0647 - logits_profile_predictions_loss: 761.6198 - logcount_predictions_loss: 0.9316 500/2451 [=====>........................] - ETA: 4:31 - loss: 780.0602 - logits_profile_predictions_loss: 761.6158 - logcount_predictions_loss: 0.9315 501/2451 [=====>........................] - ETA: 4:31 - loss: 780.0557 - logits_profile_predictions_loss: 761.6119 - logcount_predictions_loss: 0.9315 502/2451 [=====>........................] - ETA: 4:31 - loss: 780.0516 - logits_profile_predictions_loss: 761.6083 - logcount_predictions_loss: 0.9315 503/2451 [=====>........................] - ETA: 4:30 - loss: 780.0474 - logits_profile_predictions_loss: 761.6046 - logcount_predictions_loss: 0.9314 504/2451 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[============================>.] - ETA: 1s - loss: 774.9043 - logits_profile_predictions_loss: 757.2393 - logcount_predictions_loss: 0.8922 2443/2451 [============================>.] - ETA: 1s - loss: 774.9019 - logits_profile_predictions_loss: 757.2373 - logcount_predictions_loss: 0.8922 2444/2451 [============================>.] - ETA: 0s - loss: 774.8995 - logits_profile_predictions_loss: 757.2353 - logcount_predictions_loss: 0.8921 2445/2451 [============================>.] - ETA: 0s - loss: 774.8972 - logits_profile_predictions_loss: 757.2332 - logcount_predictions_loss: 0.8921 2446/2451 [============================>.] - ETA: 0s - loss: 774.8948 - logits_profile_predictions_loss: 757.2312 - logcount_predictions_loss: 0.8921 2447/2451 [============================>.] - ETA: 0s - loss: 774.8925 - logits_profile_predictions_loss: 757.2292 - logcount_predictions_loss: 0.8921 2448/2451 [============================>.] - ETA: 0s - loss: 774.8901 - logits_profile_predictions_loss: 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[..............................] - ETA: 7:07 - loss: 724.6050 - logits_profile_predictions_loss: 710.9762 - logcount_predictions_loss: 0.6883 2/2451 [..............................] - ETA: 6:15 - loss: 741.6967 - logits_profile_predictions_loss: 725.7865 - logcount_predictions_loss: 0.8035 3/2451 [..............................] - ETA: 5:59 - loss: 736.1321 - logits_profile_predictions_loss: 719.6377 - logcount_predictions_loss: 0.8330 4/2451 [..............................] - ETA: 5:54 - loss: 731.3863 - logits_profile_predictions_loss: 714.6851 - logcount_predictions_loss: 0.8435 5/2451 [..............................] - ETA: 5:50 - loss: 732.7128 - logits_profile_predictions_loss: 715.9395 - logcount_predictions_loss: 0.8471 6/2451 [..............................] - ETA: 5:48 - loss: 731.9781 - logits_profile_predictions_loss: 715.3242 - logcount_predictions_loss: 0.8411 7/2451 [..............................] - ETA: 5:46 - loss: 733.6621 - logits_profile_predictions_loss: 716.9999 - logcount_predictions_loss: 0.8415 8/2451 [..............................] - ETA: 5:45 - loss: 734.5180 - logits_profile_predictions_loss: 717.8601 - logcount_predictions_loss: 0.8413 9/2451 [..............................] - ETA: 5:44 - loss: 734.5133 - logits_profile_predictions_loss: 717.8711 - logcount_predictions_loss: 0.8405 10/2451 [..............................] - ETA: 5:44 - loss: 736.5923 - logits_profile_predictions_loss: 719.9674 - logcount_predictions_loss: 0.8396 11/2451 [..............................] - ETA: 5:43 - loss: 736.7751 - logits_profile_predictions_loss: 720.2111 - logcount_predictions_loss: 0.8366 12/2451 [..............................] - ETA: 5:42 - loss: 738.3409 - logits_profile_predictions_loss: 721.8009 - logcount_predictions_loss: 0.8353 13/2451 [..............................] - ETA: 5:42 - loss: 738.2995 - logits_profile_predictions_loss: 721.7820 - logcount_predictions_loss: 0.8342 14/2451 [..............................] - ETA: 5:41 - loss: 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[..............................] - ETA: 5:39 - loss: 740.2607 - logits_profile_predictions_loss: 723.7434 - logcount_predictions_loss: 0.8342 22/2451 [..............................] - ETA: 5:39 - loss: 740.2183 - logits_profile_predictions_loss: 723.7077 - logcount_predictions_loss: 0.8339 23/2451 [..............................] - ETA: 5:39 - loss: 740.5510 - logits_profile_predictions_loss: 724.0491 - logcount_predictions_loss: 0.8334 24/2451 [..............................] - ETA: 5:39 - loss: 740.7641 - logits_profile_predictions_loss: 724.2740 - logcount_predictions_loss: 0.8328 25/2451 [..............................] - ETA: 5:38 - loss: 740.7945 - logits_profile_predictions_loss: 724.3214 - logcount_predictions_loss: 0.8320 26/2451 [..............................] - ETA: 5:38 - loss: 741.0015 - logits_profile_predictions_loss: 724.5391 - logcount_predictions_loss: 0.8314 27/2451 [..............................] - ETA: 5:38 - loss: 741.2586 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:34 - loss: 751.6006 - logits_profile_predictions_loss: 735.2568 - logcount_predictions_loss: 0.8254 55/2451 [..............................] - ETA: 5:34 - loss: 751.8961 - logits_profile_predictions_loss: 735.5586 - logcount_predictions_loss: 0.8251 56/2451 [..............................] - ETA: 5:33 - loss: 752.1360 - logits_profile_predictions_loss: 735.8049 - logcount_predictions_loss: 0.8248 57/2451 [..............................] - ETA: 5:33 - loss: 752.3745 - logits_profile_predictions_loss: 736.0485 - logcount_predictions_loss: 0.8245 58/2451 [..............................] - ETA: 5:33 - loss: 752.5560 - logits_profile_predictions_loss: 736.2365 - logcount_predictions_loss: 0.8242 59/2451 [..............................] - ETA: 5:33 - loss: 752.7359 - logits_profile_predictions_loss: 736.4221 - logcount_predictions_loss: 0.8239 60/2451 [..............................] - ETA: 5:33 - loss: 752.8939 - logits_profile_predictions_loss: 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2435/2451 [============================>.] - ETA: 2s - loss: 752.5743 - logits_profile_predictions_loss: 737.0327 - logcount_predictions_loss: 0.7849 2436/2451 [============================>.] - ETA: 2s - loss: 752.5737 - logits_profile_predictions_loss: 737.0322 - logcount_predictions_loss: 0.7849 2437/2451 [============================>.] - ETA: 1s - loss: 752.5732 - logits_profile_predictions_loss: 737.0318 - logcount_predictions_loss: 0.7849 2438/2451 [============================>.] - ETA: 1s - loss: 752.5726 - logits_profile_predictions_loss: 737.0313 - logcount_predictions_loss: 0.7849 2439/2451 [============================>.] - ETA: 1s - loss: 752.5720 - logits_profile_predictions_loss: 737.0307 - logcount_predictions_loss: 0.7849 2440/2451 [============================>.] - ETA: 1s - loss: 752.5714 - logits_profile_predictions_loss: 737.0302 - logcount_predictions_loss: 0.7849 2441/2451 [============================>.] - ETA: 1s - loss: 752.5708 - logits_profile_predictions_loss: 737.0297 - logcount_predictions_loss: 0.7849 2442/2451 [============================>.] - ETA: 1s - loss: 752.5701 - logits_profile_predictions_loss: 737.0292 - logcount_predictions_loss: 0.7849 2443/2451 [============================>.] - ETA: 1s - loss: 752.5695 - logits_profile_predictions_loss: 737.0286 - logcount_predictions_loss: 0.7849 2444/2451 [============================>.] - ETA: 0s - loss: 752.5689 - logits_profile_predictions_loss: 737.0281 - logcount_predictions_loss: 0.7849 2445/2451 [============================>.] - ETA: 0s - loss: 752.5683 - logits_profile_predictions_loss: 737.0276 - logcount_predictions_loss: 0.7849 2446/2451 [============================>.] - ETA: 0s - loss: 752.5677 - logits_profile_predictions_loss: 737.0270 - logcount_predictions_loss: 0.7849 2447/2451 [============================>.] - ETA: 0s - loss: 752.5670 - logits_profile_predictions_loss: 737.0265 - logcount_predictions_loss: 0.7849 2448/2451 [============================>.] - ETA: 0s - loss: 752.5664 - logits_profile_predictions_loss: 737.0260 - logcount_predictions_loss: 0.7849 2449/2451 [============================>.] - ETA: 0s - loss: 752.5658 - logits_profile_predictions_loss: 737.0255 - logcount_predictions_loss: 0.7849 2450/2451 [============================>.] - ETA: 0s - loss: 752.5652 - logits_profile_predictions_loss: 737.0249 - logcount_predictions_loss: 0.7849 2451/2451 [==============================] - ETA: 0s - loss: 752.5646 - logits_profile_predictions_loss: 737.0244 - logcount_predictions_loss: 0.7849 2451/2451 [==============================] - 358s 146ms/step - loss: 752.5640 - logits_profile_predictions_loss: 737.0239 - logcount_predictions_loss: 0.7848 - val_loss: 714.2861 - val_logits_profile_predictions_loss: 701.3718 - val_logcount_predictions_loss: 0.6522 Epoch 00003: val_loss improved from 727.27893 to 714.28607, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet.h5 Epoch 4/50 1/2451 [..............................] - ETA: 6:51 - loss: 818.9367 - logits_profile_predictions_loss: 802.7791 - logcount_predictions_loss: 0.8160 2/2451 [..............................] - ETA: 6:08 - loss: 789.7466 - logits_profile_predictions_loss: 773.5304 - logcount_predictions_loss: 0.8190 3/2451 [..............................] - ETA: 5:54 - loss: 766.9921 - logits_profile_predictions_loss: 751.0685 - logcount_predictions_loss: 0.8042 4/2451 [..............................] - ETA: 5:49 - loss: 766.6951 - logits_profile_predictions_loss: 750.8785 - logcount_predictions_loss: 0.7988 5/2451 [..............................] - ETA: 5:47 - loss: 770.7397 - logits_profile_predictions_loss: 754.9600 - logcount_predictions_loss: 0.7970 6/2451 [..............................] - ETA: 5:45 - loss: 771.8996 - logits_profile_predictions_loss: 756.0883 - 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- logits_profile_predictions_loss: 748.2355 - logcount_predictions_loss: 0.7861 14/2451 [..............................] - ETA: 5:41 - loss: 762.4901 - logits_profile_predictions_loss: 746.9694 - logcount_predictions_loss: 0.7839 15/2451 [..............................] - ETA: 5:41 - loss: 761.3472 - logits_profile_predictions_loss: 745.8761 - logcount_predictions_loss: 0.7814 16/2451 [..............................] - ETA: 5:40 - loss: 760.2163 - logits_profile_predictions_loss: 744.7833 - logcount_predictions_loss: 0.7794 17/2451 [..............................] - ETA: 5:40 - loss: 758.9807 - logits_profile_predictions_loss: 743.5796 - logcount_predictions_loss: 0.7778 18/2451 [..............................] - ETA: 5:40 - loss: 758.0253 - logits_profile_predictions_loss: 742.6536 - logcount_predictions_loss: 0.7763 19/2451 [..............................] - ETA: 5:39 - loss: 757.9149 - logits_profile_predictions_loss: 742.5650 - logcount_predictions_loss: 0.7752 20/2451 [..............................] - ETA: 5:39 - loss: 757.6680 - logits_profile_predictions_loss: 742.3362 - logcount_predictions_loss: 0.7743 21/2451 [..............................] - ETA: 5:39 - loss: 757.0999 - logits_profile_predictions_loss: 741.7882 - logcount_predictions_loss: 0.7733 22/2451 [..............................] - ETA: 5:39 - loss: 756.3423 - logits_profile_predictions_loss: 741.0443 - logcount_predictions_loss: 0.7726 23/2451 [..............................] - ETA: 5:39 - loss: 755.9471 - logits_profile_predictions_loss: 740.6597 - logcount_predictions_loss: 0.7721 24/2451 [..............................] - ETA: 5:38 - loss: 755.5252 - logits_profile_predictions_loss: 740.2468 - logcount_predictions_loss: 0.7716 25/2451 [..............................] - ETA: 5:38 - loss: 755.1553 - logits_profile_predictions_loss: 739.8851 - logcount_predictions_loss: 0.7712 26/2451 [..............................] - ETA: 5:38 - loss: 754.8690 - logits_profile_predictions_loss: 739.6052 - logcount_predictions_loss: 0.7709 27/2451 [..............................] - ETA: 5:38 - loss: 754.6011 - logits_profile_predictions_loss: 739.3534 - logcount_predictions_loss: 0.7701 28/2451 [..............................] - ETA: 5:38 - loss: 754.3826 - logits_profile_predictions_loss: 739.1544 - logcount_predictions_loss: 0.7691 29/2451 [..............................] - ETA: 5:38 - loss: 754.0635 - logits_profile_predictions_loss: 738.8571 - logcount_predictions_loss: 0.7680 30/2451 [..............................] - ETA: 5:37 - loss: 753.7470 - logits_profile_predictions_loss: 738.5618 - logcount_predictions_loss: 0.7669 31/2451 [..............................] - ETA: 5:37 - loss: 753.5863 - logits_profile_predictions_loss: 738.4257 - logcount_predictions_loss: 0.7657 32/2451 [..............................] - ETA: 5:37 - loss: 753.5959 - logits_profile_predictions_loss: 738.4616 - logcount_predictions_loss: 0.7644 33/2451 [..............................] - ETA: 5:37 - 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40/2451 [..............................] - ETA: 5:36 - loss: 752.1562 - logits_profile_predictions_loss: 737.2009 - logcount_predictions_loss: 0.7553 41/2451 [..............................] - ETA: 5:36 - loss: 752.0900 - logits_profile_predictions_loss: 737.1493 - logcount_predictions_loss: 0.7546 42/2451 [..............................] - ETA: 5:36 - loss: 751.9685 - logits_profile_predictions_loss: 737.0402 - logcount_predictions_loss: 0.7540 43/2451 [..............................] - ETA: 5:35 - loss: 751.8068 - logits_profile_predictions_loss: 736.8903 - logcount_predictions_loss: 0.7534 44/2451 [..............................] - ETA: 5:35 - loss: 751.6163 - logits_profile_predictions_loss: 736.7109 - logcount_predictions_loss: 0.7528 45/2451 [..............................] - ETA: 5:35 - loss: 751.3244 - logits_profile_predictions_loss: 736.4286 - logcount_predictions_loss: 0.7523 46/2451 [..............................] - ETA: 5:35 - loss: 751.0964 - 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[..............................] - ETA: 5:34 - loss: 749.6929 - logits_profile_predictions_loss: 734.8165 - logcount_predictions_loss: 0.7513 54/2451 [..............................] - ETA: 5:34 - loss: 749.5558 - logits_profile_predictions_loss: 734.6815 - logcount_predictions_loss: 0.7512 55/2451 [..............................] - ETA: 5:34 - loss: 749.4334 - logits_profile_predictions_loss: 734.5609 - logcount_predictions_loss: 0.7511 56/2451 [..............................] - ETA: 5:34 - loss: 749.3869 - logits_profile_predictions_loss: 734.5150 - logcount_predictions_loss: 0.7511 57/2451 [..............................] - ETA: 5:34 - loss: 749.3228 - logits_profile_predictions_loss: 734.4511 - logcount_predictions_loss: 0.7511 58/2451 [..............................] - ETA: 5:33 - loss: 749.2686 - logits_profile_predictions_loss: 734.3974 - logcount_predictions_loss: 0.7511 59/2451 [..............................] - ETA: 5:33 - loss: 749.2353 - logits_profile_predictions_loss: 734.3628 - logcount_predictions_loss: 0.7511 60/2451 [..............................] - ETA: 5:33 - loss: 749.2186 - logits_profile_predictions_loss: 734.3458 - logcount_predictions_loss: 0.7512 61/2451 [..............................] - ETA: 5:33 - loss: 749.2600 - logits_profile_predictions_loss: 734.3867 - logcount_predictions_loss: 0.7512 62/2451 [..............................] - ETA: 5:33 - loss: 749.2672 - logits_profile_predictions_loss: 734.3947 - logcount_predictions_loss: 0.7511 63/2451 [..............................] - ETA: 5:33 - loss: 749.3060 - logits_profile_predictions_loss: 734.4344 - logcount_predictions_loss: 0.7511 64/2451 [..............................] - ETA: 5:33 - loss: 749.3032 - logits_profile_predictions_loss: 734.4320 - logcount_predictions_loss: 0.7511 65/2451 [..............................] - ETA: 5:32 - loss: 749.3269 - logits_profile_predictions_loss: 734.4545 - logcount_predictions_loss: 0.7511 66/2451 [..............................] - ETA: 5:32 - 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[>.............................] - ETA: 5:29 - loss: 749.5089 - logits_profile_predictions_loss: 734.6240 - logcount_predictions_loss: 0.7518 87/2451 [>.............................] - ETA: 5:29 - loss: 749.4925 - logits_profile_predictions_loss: 734.6083 - logcount_predictions_loss: 0.7517 88/2451 [>.............................] - ETA: 5:29 - loss: 749.4679 - logits_profile_predictions_loss: 734.5845 - logcount_predictions_loss: 0.7517 89/2451 [>.............................] - ETA: 5:29 - loss: 749.4366 - logits_profile_predictions_loss: 734.5541 - logcount_predictions_loss: 0.7516 90/2451 [>.............................] - ETA: 5:29 - loss: 749.4007 - logits_profile_predictions_loss: 734.5188 - logcount_predictions_loss: 0.7516 91/2451 [>.............................] - ETA: 5:29 - loss: 749.3637 - logits_profile_predictions_loss: 734.4823 - logcount_predictions_loss: 0.7516 92/2451 [>.............................] - ETA: 5:29 - loss: 749.3194 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 4:44 - loss: 747.4252 - logits_profile_predictions_loss: 732.9748 - logcount_predictions_loss: 0.7298 406/2451 [===>..........................] - ETA: 4:44 - loss: 747.4290 - logits_profile_predictions_loss: 732.9793 - logcount_predictions_loss: 0.7298 407/2451 [===>..........................] - ETA: 4:44 - loss: 747.4321 - logits_profile_predictions_loss: 732.9831 - logcount_predictions_loss: 0.7298 408/2451 [===>..........................] - ETA: 4:44 - loss: 747.4355 - logits_profile_predictions_loss: 732.9871 - logcount_predictions_loss: 0.7297 409/2451 [====>.........................] - ETA: 4:44 - loss: 747.4379 - logits_profile_predictions_loss: 732.9902 - logcount_predictions_loss: 0.7297 410/2451 [====>.........................] - ETA: 4:44 - loss: 747.4407 - logits_profile_predictions_loss: 732.9935 - logcount_predictions_loss: 0.7297 411/2451 [====>.........................] - ETA: 4:44 - loss: 747.4437 - 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[====>.........................] - ETA: 4:43 - loss: 747.4649 - logits_profile_predictions_loss: 733.0224 - logcount_predictions_loss: 0.7294 419/2451 [====>.........................] - ETA: 4:43 - loss: 747.4681 - logits_profile_predictions_loss: 733.0262 - logcount_predictions_loss: 0.7294 420/2451 [====>.........................] - ETA: 4:42 - loss: 747.4710 - logits_profile_predictions_loss: 733.0296 - logcount_predictions_loss: 0.7294 421/2451 [====>.........................] - ETA: 4:42 - loss: 747.4739 - logits_profile_predictions_loss: 733.0330 - logcount_predictions_loss: 0.7293 422/2451 [====>.........................] - ETA: 4:42 - loss: 747.4765 - logits_profile_predictions_loss: 733.0361 - logcount_predictions_loss: 0.7293 423/2451 [====>.........................] - ETA: 4:42 - loss: 747.4798 - logits_profile_predictions_loss: 733.0400 - logcount_predictions_loss: 0.7293 424/2451 [====>.........................] - ETA: 4:42 - loss: 747.4840 - 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[====>.........................] - ETA: 4:41 - loss: 747.5109 - logits_profile_predictions_loss: 733.0750 - logcount_predictions_loss: 0.7291 432/2451 [====>.........................] - ETA: 4:41 - loss: 747.5138 - logits_profile_predictions_loss: 733.0784 - logcount_predictions_loss: 0.7291 433/2451 [====>.........................] - ETA: 4:41 - loss: 747.5160 - logits_profile_predictions_loss: 733.0811 - logcount_predictions_loss: 0.7290 434/2451 [====>.........................] - ETA: 4:40 - loss: 747.5186 - logits_profile_predictions_loss: 733.0843 - logcount_predictions_loss: 0.7290 435/2451 [====>.........................] - ETA: 4:40 - loss: 747.5209 - logits_profile_predictions_loss: 733.0871 - logcount_predictions_loss: 0.7290 436/2451 [====>.........................] - ETA: 4:40 - loss: 747.5233 - logits_profile_predictions_loss: 733.0900 - logcount_predictions_loss: 0.7290 437/2451 [====>.........................] - ETA: 4:40 - loss: 747.5257 - 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[====>.........................] - ETA: 4:39 - loss: 747.5455 - logits_profile_predictions_loss: 733.1163 - logcount_predictions_loss: 0.7288 445/2451 [====>.........................] - ETA: 4:39 - loss: 747.5483 - logits_profile_predictions_loss: 733.1197 - logcount_predictions_loss: 0.7287 446/2451 [====>.........................] - ETA: 4:39 - loss: 747.5514 - logits_profile_predictions_loss: 733.1233 - logcount_predictions_loss: 0.7287 447/2451 [====>.........................] - ETA: 4:39 - loss: 747.5544 - logits_profile_predictions_loss: 733.1267 - logcount_predictions_loss: 0.7287 448/2451 [====>.........................] - ETA: 4:39 - loss: 747.5576 - logits_profile_predictions_loss: 733.1303 - logcount_predictions_loss: 0.7287 449/2451 [====>.........................] - ETA: 4:38 - loss: 747.5608 - logits_profile_predictions_loss: 733.1341 - logcount_predictions_loss: 0.7286 450/2451 [====>.........................] - ETA: 4:38 - loss: 747.5636 - 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[====>.........................] - ETA: 4:37 - loss: 747.5859 - logits_profile_predictions_loss: 733.1631 - logcount_predictions_loss: 0.7284 458/2451 [====>.........................] - ETA: 4:37 - loss: 747.5886 - logits_profile_predictions_loss: 733.1663 - logcount_predictions_loss: 0.7284 459/2451 [====>.........................] - ETA: 4:37 - loss: 747.5920 - logits_profile_predictions_loss: 733.1702 - logcount_predictions_loss: 0.7284 460/2451 [====>.........................] - ETA: 4:37 - loss: 747.5955 - logits_profile_predictions_loss: 733.1742 - logcount_predictions_loss: 0.7284 461/2451 [====>.........................] - ETA: 4:37 - loss: 747.5985 - logits_profile_predictions_loss: 733.1777 - logcount_predictions_loss: 0.7283 462/2451 [====>.........................] - ETA: 4:37 - loss: 747.6013 - logits_profile_predictions_loss: 733.1809 - logcount_predictions_loss: 0.7283 463/2451 [====>.........................] - ETA: 4:36 - loss: 747.6036 - 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[====>.........................] - ETA: 4:34 - loss: 747.6170 - logits_profile_predictions_loss: 733.2067 - logcount_predictions_loss: 0.7278 484/2451 [====>.........................] - ETA: 4:33 - loss: 747.6153 - logits_profile_predictions_loss: 733.2055 - logcount_predictions_loss: 0.7278 485/2451 [====>.........................] - ETA: 4:33 - loss: 747.6140 - logits_profile_predictions_loss: 733.2047 - logcount_predictions_loss: 0.7277 486/2451 [====>.........................] - ETA: 4:33 - loss: 747.6131 - logits_profile_predictions_loss: 733.2043 - logcount_predictions_loss: 0.7277 487/2451 [====>.........................] - ETA: 4:33 - loss: 747.6121 - logits_profile_predictions_loss: 733.2038 - logcount_predictions_loss: 0.7277 488/2451 [====>.........................] - ETA: 4:33 - loss: 747.6108 - logits_profile_predictions_loss: 733.2030 - logcount_predictions_loss: 0.7277 489/2451 [====>.........................] - ETA: 4:33 - loss: 747.6100 - 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[===>..........................] - ETA: 4:50 - loss: 727.9846 - logits_profile_predictions_loss: 715.4319 - logcount_predictions_loss: 0.6340 365/2451 [===>..........................] - ETA: 4:50 - loss: 727.9815 - logits_profile_predictions_loss: 715.4281 - logcount_predictions_loss: 0.6340 366/2451 [===>..........................] - ETA: 4:50 - loss: 727.9790 - logits_profile_predictions_loss: 715.4248 - logcount_predictions_loss: 0.6341 367/2451 [===>..........................] - ETA: 4:50 - loss: 727.9758 - logits_profile_predictions_loss: 715.4210 - logcount_predictions_loss: 0.6341 368/2451 [===>..........................] - ETA: 4:50 - loss: 727.9735 - logits_profile_predictions_loss: 715.4180 - logcount_predictions_loss: 0.6341 369/2451 [===>..........................] - ETA: 4:50 - loss: 727.9715 - logits_profile_predictions_loss: 715.4152 - logcount_predictions_loss: 0.6342 370/2451 [===>..........................] - ETA: 4:50 - loss: 727.9686 - 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[===>..........................] - ETA: 4:49 - loss: 727.9514 - logits_profile_predictions_loss: 715.3896 - logcount_predictions_loss: 0.6344 378/2451 [===>..........................] - ETA: 4:48 - loss: 727.9491 - logits_profile_predictions_loss: 715.3866 - logcount_predictions_loss: 0.6345 379/2451 [===>..........................] - ETA: 4:48 - loss: 727.9483 - logits_profile_predictions_loss: 715.3852 - logcount_predictions_loss: 0.6345 380/2451 [===>..........................] - ETA: 4:48 - loss: 727.9469 - logits_profile_predictions_loss: 715.3832 - logcount_predictions_loss: 0.6345 381/2451 [===>..........................] - ETA: 4:48 - loss: 727.9460 - logits_profile_predictions_loss: 715.3815 - logcount_predictions_loss: 0.6346 382/2451 [===>..........................] - ETA: 4:48 - loss: 727.9443 - logits_profile_predictions_loss: 715.3791 - logcount_predictions_loss: 0.6346 383/2451 [===>..........................] - ETA: 4:48 - loss: 727.9434 - 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[===>..........................] - ETA: 4:47 - loss: 727.9399 - logits_profile_predictions_loss: 715.3690 - logcount_predictions_loss: 0.6349 391/2451 [===>..........................] - ETA: 4:47 - loss: 727.9384 - logits_profile_predictions_loss: 715.3668 - logcount_predictions_loss: 0.6349 392/2451 [===>..........................] - ETA: 4:47 - loss: 727.9372 - logits_profile_predictions_loss: 715.3649 - logcount_predictions_loss: 0.6350 393/2451 [===>..........................] - ETA: 4:46 - loss: 727.9360 - logits_profile_predictions_loss: 715.3631 - logcount_predictions_loss: 0.6350 394/2451 [===>..........................] - ETA: 4:46 - loss: 727.9342 - logits_profile_predictions_loss: 715.3607 - logcount_predictions_loss: 0.6350 395/2451 [===>..........................] - ETA: 4:46 - loss: 727.9326 - logits_profile_predictions_loss: 715.3585 - logcount_predictions_loss: 0.6351 396/2451 [===>..........................] - ETA: 4:46 - loss: 727.9314 - 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[===>..........................] - ETA: 4:45 - loss: 727.9282 - logits_profile_predictions_loss: 715.3490 - logcount_predictions_loss: 0.6353 404/2451 [===>..........................] - ETA: 4:45 - loss: 727.9288 - logits_profile_predictions_loss: 715.3489 - logcount_predictions_loss: 0.6354 405/2451 [===>..........................] - ETA: 4:45 - loss: 727.9294 - logits_profile_predictions_loss: 715.3489 - logcount_predictions_loss: 0.6354 406/2451 [===>..........................] - ETA: 4:45 - loss: 727.9300 - logits_profile_predictions_loss: 715.3489 - logcount_predictions_loss: 0.6354 407/2451 [===>..........................] - ETA: 4:44 - loss: 727.9315 - logits_profile_predictions_loss: 715.3497 - logcount_predictions_loss: 0.6355 408/2451 [===>..........................] - ETA: 4:44 - loss: 727.9334 - logits_profile_predictions_loss: 715.3509 - logcount_predictions_loss: 0.6355 409/2451 [====>.........................] - ETA: 4:44 - loss: 727.9353 - 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[====>.........................] - ETA: 4:43 - loss: 727.9516 - logits_profile_predictions_loss: 715.3639 - logcount_predictions_loss: 0.6357 417/2451 [====>.........................] - ETA: 4:43 - loss: 727.9542 - logits_profile_predictions_loss: 715.3659 - logcount_predictions_loss: 0.6358 418/2451 [====>.........................] - ETA: 4:43 - loss: 727.9570 - logits_profile_predictions_loss: 715.3680 - logcount_predictions_loss: 0.6358 419/2451 [====>.........................] - ETA: 4:43 - loss: 727.9594 - logits_profile_predictions_loss: 715.3698 - logcount_predictions_loss: 0.6358 420/2451 [====>.........................] - ETA: 4:43 - loss: 727.9616 - logits_profile_predictions_loss: 715.3714 - logcount_predictions_loss: 0.6359 421/2451 [====>.........................] - ETA: 4:43 - loss: 727.9640 - logits_profile_predictions_loss: 715.3732 - logcount_predictions_loss: 0.6359 422/2451 [====>.........................] - ETA: 4:42 - loss: 727.9671 - logits_profile_predictions_loss: 715.3756 - logcount_predictions_loss: 0.6359 423/2451 [====>.........................] - ETA: 4:42 - loss: 727.9714 - logits_profile_predictions_loss: 715.3792 - logcount_predictions_loss: 0.6360 424/2451 [====>.........................] - ETA: 4:42 - loss: 727.9751 - logits_profile_predictions_loss: 715.3822 - logcount_predictions_loss: 0.6360 425/2451 [====>.........................] - ETA: 4:42 - loss: 727.9783 - logits_profile_predictions_loss: 715.3848 - logcount_predictions_loss: 0.6360 426/2451 [====>.........................] - ETA: 4:42 - loss: 727.9805 - logits_profile_predictions_loss: 715.3863 - logcount_predictions_loss: 0.6361 427/2451 [====>.........................] - ETA: 4:42 - loss: 727.9822 - logits_profile_predictions_loss: 715.3874 - logcount_predictions_loss: 0.6361 428/2451 [====>.........................] - ETA: 4:42 - loss: 727.9837 - logits_profile_predictions_loss: 715.3883 - logcount_predictions_loss: 0.6361 429/2451 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[====>.........................] - ETA: 4:38 - loss: 728.0184 - logits_profile_predictions_loss: 715.4079 - logcount_predictions_loss: 0.6369 456/2451 [====>.........................] - ETA: 4:38 - loss: 728.0208 - logits_profile_predictions_loss: 715.4096 - logcount_predictions_loss: 0.6369 457/2451 [====>.........................] - ETA: 4:37 - loss: 728.0230 - logits_profile_predictions_loss: 715.4113 - logcount_predictions_loss: 0.6370 458/2451 [====>.........................] - ETA: 4:37 - loss: 728.0252 - logits_profile_predictions_loss: 715.4129 - logcount_predictions_loss: 0.6370 459/2451 [====>.........................] - ETA: 4:37 - loss: 728.0275 - logits_profile_predictions_loss: 715.4146 - logcount_predictions_loss: 0.6370 460/2451 [====>.........................] - ETA: 4:37 - loss: 728.0304 - logits_profile_predictions_loss: 715.4169 - logcount_predictions_loss: 0.6371 461/2451 [====>.........................] - ETA: 4:37 - loss: 728.0330 - 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[====>.........................] - ETA: 4:36 - loss: 728.0457 - logits_profile_predictions_loss: 715.4281 - logcount_predictions_loss: 0.6373 469/2451 [====>.........................] - ETA: 4:36 - loss: 728.0473 - logits_profile_predictions_loss: 715.4292 - logcount_predictions_loss: 0.6373 470/2451 [====>.........................] - ETA: 4:36 - loss: 728.0487 - logits_profile_predictions_loss: 715.4301 - logcount_predictions_loss: 0.6373 471/2451 [====>.........................] - ETA: 4:36 - loss: 728.0500 - logits_profile_predictions_loss: 715.4309 - logcount_predictions_loss: 0.6373 472/2451 [====>.........................] - ETA: 4:35 - loss: 728.0516 - logits_profile_predictions_loss: 715.4321 - logcount_predictions_loss: 0.6374 473/2451 [====>.........................] - ETA: 4:35 - loss: 728.0526 - logits_profile_predictions_loss: 715.4327 - logcount_predictions_loss: 0.6374 474/2451 [====>.........................] - ETA: 4:35 - loss: 728.0531 - 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[====>.........................] - ETA: 4:34 - loss: 728.0572 - logits_profile_predictions_loss: 715.4337 - logcount_predictions_loss: 0.6376 482/2451 [====>.........................] - ETA: 4:34 - loss: 728.0584 - logits_profile_predictions_loss: 715.4344 - logcount_predictions_loss: 0.6376 483/2451 [====>.........................] - ETA: 4:34 - loss: 728.0592 - logits_profile_predictions_loss: 715.4348 - logcount_predictions_loss: 0.6376 484/2451 [====>.........................] - ETA: 4:34 - loss: 728.0608 - logits_profile_predictions_loss: 715.4360 - logcount_predictions_loss: 0.6376 485/2451 [====>.........................] - ETA: 4:34 - loss: 728.0624 - logits_profile_predictions_loss: 715.4372 - logcount_predictions_loss: 0.6376 486/2451 [====>.........................] - ETA: 4:33 - loss: 728.0640 - logits_profile_predictions_loss: 715.4383 - logcount_predictions_loss: 0.6377 487/2451 [====>.........................] - ETA: 4:33 - loss: 728.0659 - 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[..............................] - ETA: 5:34 - loss: 686.7232 - logits_profile_predictions_loss: 674.5789 - logcount_predictions_loss: 0.6133 58/2451 [..............................] - ETA: 5:34 - loss: 687.1880 - logits_profile_predictions_loss: 675.0411 - logcount_predictions_loss: 0.6135 59/2451 [..............................] - ETA: 5:33 - loss: 687.5962 - logits_profile_predictions_loss: 675.4482 - logcount_predictions_loss: 0.6135 60/2451 [..............................] - ETA: 5:33 - loss: 687.9780 - logits_profile_predictions_loss: 675.8287 - logcount_predictions_loss: 0.6136 61/2451 [..............................] - ETA: 5:33 - loss: 688.3816 - logits_profile_predictions_loss: 676.2318 - logcount_predictions_loss: 0.6136 62/2451 [..............................] - ETA: 5:33 - loss: 688.8079 - logits_profile_predictions_loss: 676.6583 - logcount_predictions_loss: 0.6136 63/2451 [..............................] - ETA: 5:33 - loss: 689.2518 - logits_profile_predictions_loss: 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[==>...........................] - ETA: 4:58 - loss: 714.5165 - logits_profile_predictions_loss: 702.6307 - logcount_predictions_loss: 0.6003 306/2451 [==>...........................] - ETA: 4:58 - loss: 714.5315 - logits_profile_predictions_loss: 702.6461 - logcount_predictions_loss: 0.6003 307/2451 [==>...........................] - ETA: 4:58 - loss: 714.5455 - logits_profile_predictions_loss: 702.6606 - logcount_predictions_loss: 0.6002 308/2451 [==>...........................] - ETA: 4:58 - loss: 714.5602 - logits_profile_predictions_loss: 702.6758 - logcount_predictions_loss: 0.6002 309/2451 [==>...........................] - ETA: 4:57 - loss: 714.5772 - logits_profile_predictions_loss: 702.6932 - logcount_predictions_loss: 0.6002 310/2451 [==>...........................] - ETA: 4:57 - loss: 714.5946 - logits_profile_predictions_loss: 702.7111 - logcount_predictions_loss: 0.6002 311/2451 [==>...........................] - ETA: 4:57 - loss: 714.6114 - 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[==>...........................] - ETA: 4:56 - loss: 714.7377 - logits_profile_predictions_loss: 702.8574 - logcount_predictions_loss: 0.6000 319/2451 [==>...........................] - ETA: 4:56 - loss: 714.7571 - logits_profile_predictions_loss: 702.8771 - logcount_predictions_loss: 0.6000 320/2451 [==>...........................] - ETA: 4:56 - loss: 714.7772 - logits_profile_predictions_loss: 702.8975 - logcount_predictions_loss: 0.6000 321/2451 [==>...........................] - ETA: 4:56 - loss: 714.7974 - logits_profile_predictions_loss: 702.9180 - logcount_predictions_loss: 0.6000 322/2451 [==>...........................] - ETA: 4:56 - loss: 714.8168 - logits_profile_predictions_loss: 702.9378 - logcount_predictions_loss: 0.5999 323/2451 [==>...........................] - ETA: 4:56 - loss: 714.8364 - logits_profile_predictions_loss: 702.9577 - logcount_predictions_loss: 0.5999 324/2451 [==>...........................] - ETA: 4:55 - loss: 714.8542 - 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[===>..........................] - ETA: 4:54 - loss: 714.9841 - logits_profile_predictions_loss: 703.1084 - logcount_predictions_loss: 0.5998 332/2451 [===>..........................] - ETA: 4:54 - loss: 715.0023 - logits_profile_predictions_loss: 703.1270 - logcount_predictions_loss: 0.5998 333/2451 [===>..........................] - ETA: 4:54 - loss: 715.0220 - logits_profile_predictions_loss: 703.1471 - logcount_predictions_loss: 0.5997 334/2451 [===>..........................] - ETA: 4:54 - loss: 715.0418 - logits_profile_predictions_loss: 703.1672 - logcount_predictions_loss: 0.5997 335/2451 [===>..........................] - ETA: 4:54 - loss: 715.0624 - logits_profile_predictions_loss: 703.1880 - logcount_predictions_loss: 0.5997 336/2451 [===>..........................] - ETA: 4:54 - loss: 715.0826 - logits_profile_predictions_loss: 703.2087 - logcount_predictions_loss: 0.5997 337/2451 [===>..........................] - ETA: 4:54 - loss: 715.1021 - 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[===>..........................] - ETA: 4:47 - loss: 715.8127 - logits_profile_predictions_loss: 703.9537 - logcount_predictions_loss: 0.5989 384/2451 [===>..........................] - ETA: 4:47 - loss: 715.8264 - logits_profile_predictions_loss: 703.9676 - logcount_predictions_loss: 0.5989 385/2451 [===>..........................] - ETA: 4:47 - loss: 715.8408 - logits_profile_predictions_loss: 703.9823 - logcount_predictions_loss: 0.5989 386/2451 [===>..........................] - ETA: 4:47 - loss: 715.8550 - logits_profile_predictions_loss: 703.9967 - logcount_predictions_loss: 0.5989 387/2451 [===>..........................] - ETA: 4:47 - loss: 715.8682 - logits_profile_predictions_loss: 704.0102 - logcount_predictions_loss: 0.5989 388/2451 [===>..........................] - ETA: 4:46 - loss: 715.8810 - logits_profile_predictions_loss: 704.0232 - logcount_predictions_loss: 0.5989 389/2451 [===>..........................] - ETA: 4:46 - loss: 715.8950 - 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logits_profile_predictions_loss: 704.2221 - logcount_predictions_loss: 0.5987 403/2451 [===>..........................] - ETA: 4:44 - loss: 716.0910 - logits_profile_predictions_loss: 704.2374 - logcount_predictions_loss: 0.5987 404/2451 [===>..........................] - ETA: 4:44 - loss: 716.1056 - logits_profile_predictions_loss: 704.2523 - logcount_predictions_loss: 0.5986 405/2451 [===>..........................] - ETA: 4:44 - loss: 716.1202 - logits_profile_predictions_loss: 704.2672 - logcount_predictions_loss: 0.5986 406/2451 [===>..........................] - ETA: 4:44 - loss: 716.1345 - logits_profile_predictions_loss: 704.2819 - logcount_predictions_loss: 0.5986 407/2451 [===>..........................] - ETA: 4:44 - loss: 716.1479 - logits_profile_predictions_loss: 704.2956 - logcount_predictions_loss: 0.5986 408/2451 [===>..........................] - ETA: 4:44 - loss: 716.1610 - logits_profile_predictions_loss: 704.3091 - logcount_predictions_loss: 0.5986 409/2451 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[==============================] - ETA: 0s - loss: 718.9194 - logits_profile_predictions_loss: 706.9317 - logcount_predictions_loss: 0.6054 2451/2451 [==============================] - 357s 146ms/step - loss: 718.9200 - logits_profile_predictions_loss: 706.9323 - logcount_predictions_loss: 0.6054 - val_loss: 698.6349 - val_logits_profile_predictions_loss: 687.0084 - val_logcount_predictions_loss: 0.5872 Epoch 00007: val_loss did not improve from 692.33417 Epoch 8/50 1/2451 [..............................] - ETA: 6:46 - loss: 873.6228 - logits_profile_predictions_loss: 857.5839 - logcount_predictions_loss: 0.8100 2/2451 [..............................] - ETA: 5:39 - loss: 849.2600 - logits_profile_predictions_loss: 833.3266 - logcount_predictions_loss: 0.8047 3/2451 [..............................] - ETA: 5:39 - loss: 814.7431 - logits_profile_predictions_loss: 799.4128 - logcount_predictions_loss: 0.7743 4/2451 [..............................] - ETA: 5:39 - loss: 798.9107 - 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[==============================] - ETA: 0s - loss: 716.4638 - logits_profile_predictions_loss: 704.6601 - logcount_predictions_loss: 0.5962 2451/2451 [==============================] - 357s 146ms/step - loss: 716.4642 - logits_profile_predictions_loss: 704.6605 - logcount_predictions_loss: 0.5962 - val_loss: 694.8536 - val_logits_profile_predictions_loss: 683.9325 - val_logcount_predictions_loss: 0.5516 Epoch 00008: val_loss did not improve from 692.33417 Epoch 9/50 1/2451 [..............................] - ETA: 6:45 - loss: 771.9703 - logits_profile_predictions_loss: 764.5538 - logcount_predictions_loss: 0.3746 2/2451 [..............................] - ETA: 5:53 - loss: 727.4034 - logits_profile_predictions_loss: 718.3414 - logcount_predictions_loss: 0.4577 3/2451 [..............................] - ETA: 5:46 - loss: 718.8888 - logits_profile_predictions_loss: 709.4771 - logcount_predictions_loss: 0.4753 4/2451 [..............................] - ETA: 5:43 - loss: 719.9759 - logits_profile_predictions_loss: 710.1964 - logcount_predictions_loss: 0.4939 5/2451 [..............................] - ETA: 5:42 - loss: 728.7380 - logits_profile_predictions_loss: 718.7881 - logcount_predictions_loss: 0.5025 6/2451 [..............................] - ETA: 5:41 - loss: 735.1796 - logits_profile_predictions_loss: 725.0823 - logcount_predictions_loss: 0.5100 7/2451 [..............................] - ETA: 5:41 - loss: 742.4927 - logits_profile_predictions_loss: 732.3356 - logcount_predictions_loss: 0.5130 8/2451 [..............................] - ETA: 5:40 - loss: 748.7663 - logits_profile_predictions_loss: 738.5874 - logcount_predictions_loss: 0.5141 9/2451 [..............................] - ETA: 5:40 - loss: 750.6494 - logits_profile_predictions_loss: 740.4969 - logcount_predictions_loss: 0.5128 10/2451 [..............................] - ETA: 5:40 - loss: 751.2257 - logits_profile_predictions_loss: 741.0926 - logcount_predictions_loss: 0.5118 11/2451 [..............................] - ETA: 5:39 - loss: 751.5943 - logits_profile_predictions_loss: 741.4573 - logcount_predictions_loss: 0.5120 12/2451 [..............................] - ETA: 5:39 - loss: 750.9910 - logits_profile_predictions_loss: 740.8518 - logcount_predictions_loss: 0.5121 13/2451 [..............................] - ETA: 5:39 - loss: 751.4423 - logits_profile_predictions_loss: 741.3021 - logcount_predictions_loss: 0.5121 14/2451 [..............................] - ETA: 5:38 - loss: 751.4881 - logits_profile_predictions_loss: 741.3569 - logcount_predictions_loss: 0.5117 15/2451 [..............................] - ETA: 5:38 - loss: 751.8639 - logits_profile_predictions_loss: 741.7436 - logcount_predictions_loss: 0.5111 16/2451 [..............................] - ETA: 5:38 - loss: 751.8148 - logits_profile_predictions_loss: 741.7009 - logcount_predictions_loss: 0.5108 17/2451 [..............................] - ETA: 5:38 - loss: 750.9392 - logits_profile_predictions_loss: 740.8424 - logcount_predictions_loss: 0.5099 18/2451 [..............................] - ETA: 5:38 - loss: 750.1272 - logits_profile_predictions_loss: 740.0353 - logcount_predictions_loss: 0.5097 19/2451 [..............................] - ETA: 5:37 - loss: 749.2663 - logits_profile_predictions_loss: 739.1609 - logcount_predictions_loss: 0.5104 20/2451 [..............................] - ETA: 5:37 - loss: 748.5485 - logits_profile_predictions_loss: 738.4301 - logcount_predictions_loss: 0.5110 21/2451 [..............................] - ETA: 5:37 - loss: 747.7299 - logits_profile_predictions_loss: 737.5979 - logcount_predictions_loss: 0.5117 22/2451 [..............................] - ETA: 5:37 - loss: 746.7545 - logits_profile_predictions_loss: 736.6013 - logcount_predictions_loss: 0.5128 23/2451 [..............................] - ETA: 5:37 - loss: 745.8557 - logits_profile_predictions_loss: 735.6829 - logcount_predictions_loss: 0.5138 24/2451 [..............................] - ETA: 5:37 - loss: 745.2794 - logits_profile_predictions_loss: 735.0907 - logcount_predictions_loss: 0.5146 25/2451 [..............................] - ETA: 5:37 - loss: 744.9200 - logits_profile_predictions_loss: 734.7110 - logcount_predictions_loss: 0.5156 26/2451 [..............................] - ETA: 5:36 - loss: 744.6975 - logits_profile_predictions_loss: 734.4696 - logcount_predictions_loss: 0.5166 27/2451 [..............................] - ETA: 5:36 - loss: 744.2812 - logits_profile_predictions_loss: 734.0344 - logcount_predictions_loss: 0.5175 28/2451 [..............................] - ETA: 5:36 - loss: 744.0536 - logits_profile_predictions_loss: 733.7911 - logcount_predictions_loss: 0.5183 29/2451 [..............................] - ETA: 5:36 - loss: 743.7327 - logits_profile_predictions_loss: 733.4527 - logcount_predictions_loss: 0.5192 30/2451 [..............................] - ETA: 5:36 - loss: 743.2754 - logits_profile_predictions_loss: 732.9778 - logcount_predictions_loss: 0.5201 31/2451 [..............................] - ETA: 5:36 - loss: 742.6749 - logits_profile_predictions_loss: 732.3623 - logcount_predictions_loss: 0.5208 32/2451 [..............................] - ETA: 5:36 - loss: 742.1035 - logits_profile_predictions_loss: 731.7772 - logcount_predictions_loss: 0.5215 33/2451 [..............................] - ETA: 5:35 - loss: 741.4858 - logits_profile_predictions_loss: 731.1457 - logcount_predictions_loss: 0.5222 34/2451 [..............................] - ETA: 5:35 - loss: 740.9356 - logits_profile_predictions_loss: 730.5825 - logcount_predictions_loss: 0.5229 35/2451 [..............................] - ETA: 5:35 - loss: 740.4064 - logits_profile_predictions_loss: 730.0345 - logcount_predictions_loss: 0.5238 36/2451 [..............................] - ETA: 5:35 - loss: 739.8929 - logits_profile_predictions_loss: 729.4952 - logcount_predictions_loss: 0.5251 37/2451 [..............................] - ETA: 5:35 - loss: 739.3670 - logits_profile_predictions_loss: 728.9470 - logcount_predictions_loss: 0.5263 38/2451 [..............................] - ETA: 5:35 - loss: 738.9332 - logits_profile_predictions_loss: 728.4929 - logcount_predictions_loss: 0.5273 39/2451 [..............................] - ETA: 5:34 - loss: 738.4674 - logits_profile_predictions_loss: 728.0095 - logcount_predictions_loss: 0.5282 40/2451 [..............................] - ETA: 5:34 - loss: 738.0060 - logits_profile_predictions_loss: 727.5313 - logcount_predictions_loss: 0.5290 41/2451 [..............................] - ETA: 5:34 - loss: 737.5510 - logits_profile_predictions_loss: 727.0616 - logcount_predictions_loss: 0.5298 42/2451 [..............................] - ETA: 5:34 - loss: 737.0718 - logits_profile_predictions_loss: 726.5673 - logcount_predictions_loss: 0.5305 43/2451 [..............................] - ETA: 5:34 - loss: 736.5932 - logits_profile_predictions_loss: 726.0749 - logcount_predictions_loss: 0.5312 44/2451 [..............................] - ETA: 5:34 - loss: 736.1706 - logits_profile_predictions_loss: 725.6402 - logcount_predictions_loss: 0.5318 45/2451 [..............................] - ETA: 5:34 - loss: 735.7675 - logits_profile_predictions_loss: 725.2247 - logcount_predictions_loss: 0.5325 46/2451 [..............................] - ETA: 5:33 - loss: 735.3778 - logits_profile_predictions_loss: 724.8222 - logcount_predictions_loss: 0.5331 47/2451 [..............................] - ETA: 5:33 - loss: 735.0029 - logits_profile_predictions_loss: 724.4331 - logcount_predictions_loss: 0.5338 48/2451 [..............................] - ETA: 5:33 - loss: 734.6894 - logits_profile_predictions_loss: 724.1063 - logcount_predictions_loss: 0.5345 49/2451 [..............................] - ETA: 5:33 - loss: 734.3802 - logits_profile_predictions_loss: 723.7841 - logcount_predictions_loss: 0.5352 50/2451 [..............................] - ETA: 5:33 - loss: 734.1196 - logits_profile_predictions_loss: 723.5108 - logcount_predictions_loss: 0.5358 51/2451 [..............................] - ETA: 5:33 - loss: 733.9280 - logits_profile_predictions_loss: 723.3065 - logcount_predictions_loss: 0.5364 52/2451 [..............................] - ETA: 5:33 - loss: 733.7401 - logits_profile_predictions_loss: 723.1070 - logcount_predictions_loss: 0.5370 53/2451 [..............................] - ETA: 5:32 - loss: 733.5540 - logits_profile_predictions_loss: 722.9091 - logcount_predictions_loss: 0.5376 54/2451 [..............................] - ETA: 5:32 - loss: 733.3643 - logits_profile_predictions_loss: 722.7072 - logcount_predictions_loss: 0.5382 55/2451 [..............................] - ETA: 5:32 - loss: 733.2015 - logits_profile_predictions_loss: 722.5325 - logcount_predictions_loss: 0.5388 56/2451 [..............................] - ETA: 5:32 - loss: 733.0224 - logits_profile_predictions_loss: 722.3420 - logcount_predictions_loss: 0.5394 57/2451 [..............................] - ETA: 5:32 - loss: 732.8575 - logits_profile_predictions_loss: 722.1660 - logcount_predictions_loss: 0.5400 58/2451 [..............................] - ETA: 5:32 - loss: 732.6948 - logits_profile_predictions_loss: 721.9931 - logcount_predictions_loss: 0.5405 59/2451 [..............................] - ETA: 5:32 - loss: 732.5137 - logits_profile_predictions_loss: 721.8026 - logcount_predictions_loss: 0.5410 60/2451 [..............................] - ETA: 5:31 - loss: 732.3437 - logits_profile_predictions_loss: 721.6243 - logcount_predictions_loss: 0.5414 61/2451 [..............................] - ETA: 5:31 - loss: 732.1444 - logits_profile_predictions_loss: 721.4171 - logcount_predictions_loss: 0.5418 62/2451 [..............................] - ETA: 5:31 - loss: 731.9367 - logits_profile_predictions_loss: 721.2019 - logcount_predictions_loss: 0.5422 63/2451 [..............................] - ETA: 5:31 - loss: 731.7349 - logits_profile_predictions_loss: 720.9928 - logcount_predictions_loss: 0.5425 64/2451 [..............................] - ETA: 5:31 - loss: 731.4986 - logits_profile_predictions_loss: 720.7497 - logcount_predictions_loss: 0.5429 65/2451 [..............................] - ETA: 5:31 - loss: 731.2680 - logits_profile_predictions_loss: 720.5124 - logcount_predictions_loss: 0.5432 66/2451 [..............................] - ETA: 5:31 - loss: 731.0760 - logits_profile_predictions_loss: 720.3136 - logcount_predictions_loss: 0.5436 67/2451 [..............................] - ETA: 5:30 - loss: 730.8694 - logits_profile_predictions_loss: 720.1002 - logcount_predictions_loss: 0.5439 68/2451 [..............................] - ETA: 5:30 - loss: 730.6539 - logits_profile_predictions_loss: 719.8780 - logcount_predictions_loss: 0.5442 69/2451 [..............................] - ETA: 5:30 - loss: 730.4512 - logits_profile_predictions_loss: 719.6697 - logcount_predictions_loss: 0.5445 70/2451 [..............................] - ETA: 5:30 - loss: 730.2437 - logits_profile_predictions_loss: 719.4572 - logcount_predictions_loss: 0.5448 71/2451 [..............................] - ETA: 5:30 - loss: 730.0319 - logits_profile_predictions_loss: 719.2396 - logcount_predictions_loss: 0.5451 72/2451 [..............................] - ETA: 5:30 - loss: 729.8390 - logits_profile_predictions_loss: 719.0409 - logcount_predictions_loss: 0.5454 73/2451 [..............................] - ETA: 5:30 - loss: 729.6361 - logits_profile_predictions_loss: 718.8329 - logcount_predictions_loss: 0.5456 74/2451 [..............................] - ETA: 5:30 - loss: 729.4582 - logits_profile_predictions_loss: 718.6498 - logcount_predictions_loss: 0.5459 75/2451 [..............................] - ETA: 5:29 - loss: 729.2913 - logits_profile_predictions_loss: 718.4774 - logcount_predictions_loss: 0.5462 76/2451 [..............................] - ETA: 5:29 - loss: 729.1324 - logits_profile_predictions_loss: 718.3128 - logcount_predictions_loss: 0.5464 77/2451 [..............................] - ETA: 5:29 - loss: 728.9812 - logits_profile_predictions_loss: 718.1562 - logcount_predictions_loss: 0.5467 78/2451 [..............................] - ETA: 5:29 - loss: 728.8592 - logits_profile_predictions_loss: 718.0288 - logcount_predictions_loss: 0.5470 79/2451 [..............................] - ETA: 5:29 - loss: 728.7364 - logits_profile_predictions_loss: 717.9009 - logcount_predictions_loss: 0.5472 80/2451 [..............................] - ETA: 5:29 - loss: 728.6333 - logits_profile_predictions_loss: 717.7931 - logcount_predictions_loss: 0.5475 81/2451 [..............................] - ETA: 5:29 - loss: 728.5387 - logits_profile_predictions_loss: 717.6939 - logcount_predictions_loss: 0.5477 82/2451 [>.............................] - ETA: 5:28 - loss: 728.4489 - logits_profile_predictions_loss: 717.5997 - logcount_predictions_loss: 0.5479 83/2451 [>.............................] - ETA: 5:28 - loss: 728.3628 - logits_profile_predictions_loss: 717.5094 - logcount_predictions_loss: 0.5481 84/2451 [>.............................] - ETA: 5:28 - loss: 728.2857 - logits_profile_predictions_loss: 717.4284 - logcount_predictions_loss: 0.5483 85/2451 [>.............................] - ETA: 5:28 - loss: 728.1943 - logits_profile_predictions_loss: 717.3331 - logcount_predictions_loss: 0.5485 86/2451 [>.............................] - ETA: 5:28 - loss: 728.1010 - logits_profile_predictions_loss: 717.2365 - logcount_predictions_loss: 0.5487 87/2451 [>.............................] - ETA: 5:28 - loss: 728.0323 - logits_profile_predictions_loss: 717.1642 - logcount_predictions_loss: 0.5489 88/2451 [>.............................] - ETA: 5:28 - loss: 727.9835 - logits_profile_predictions_loss: 717.1117 - logcount_predictions_loss: 0.5491 89/2451 [>.............................] - ETA: 5:27 - loss: 727.9320 - logits_profile_predictions_loss: 717.0563 - logcount_predictions_loss: 0.5493 90/2451 [>.............................] - ETA: 5:27 - loss: 727.8641 - logits_profile_predictions_loss: 716.9841 - logcount_predictions_loss: 0.5495 91/2451 [>.............................] - ETA: 5:27 - loss: 727.7940 - logits_profile_predictions_loss: 716.9092 - logcount_predictions_loss: 0.5497 92/2451 [>.............................] - ETA: 5:27 - loss: 727.7069 - logits_profile_predictions_loss: 716.8171 - logcount_predictions_loss: 0.5500 93/2451 [>.............................] - ETA: 5:27 - loss: 727.6263 - logits_profile_predictions_loss: 716.7314 - logcount_predictions_loss: 0.5502 94/2451 [>.............................] - ETA: 5:27 - loss: 727.5478 - logits_profile_predictions_loss: 716.6478 - logcount_predictions_loss: 0.5505 95/2451 [>.............................] - ETA: 5:27 - loss: 727.4721 - logits_profile_predictions_loss: 716.5670 - logcount_predictions_loss: 0.5508 96/2451 [>.............................] - ETA: 5:27 - loss: 727.4016 - logits_profile_predictions_loss: 716.4912 - logcount_predictions_loss: 0.5510 97/2451 [>.............................] - ETA: 5:26 - loss: 727.3358 - logits_profile_predictions_loss: 716.4205 - logcount_predictions_loss: 0.5513 98/2451 [>.............................] - ETA: 5:26 - loss: 727.2764 - logits_profile_predictions_loss: 716.3567 - logcount_predictions_loss: 0.5515 99/2451 [>.............................] - ETA: 5:26 - loss: 727.2189 - logits_profile_predictions_loss: 716.2947 - logcount_predictions_loss: 0.5517 100/2451 [>.............................] - ETA: 5:26 - loss: 727.1607 - logits_profile_predictions_loss: 716.2320 - logcount_predictions_loss: 0.5520 101/2451 [>.............................] - ETA: 5:26 - loss: 727.1008 - logits_profile_predictions_loss: 716.1678 - logcount_predictions_loss: 0.5522 102/2451 [>.............................] - ETA: 5:26 - loss: 727.0444 - logits_profile_predictions_loss: 716.1077 - logcount_predictions_loss: 0.5524 103/2451 [>.............................] - ETA: 5:26 - loss: 727.0022 - logits_profile_predictions_loss: 716.0613 - logcount_predictions_loss: 0.5526 104/2451 [>.............................] - ETA: 5:25 - loss: 726.9499 - logits_profile_predictions_loss: 716.0050 - logcount_predictions_loss: 0.5528 105/2451 [>.............................] - ETA: 5:25 - loss: 726.8814 - logits_profile_predictions_loss: 715.9328 - logcount_predictions_loss: 0.5530 106/2451 [>.............................] - ETA: 5:25 - loss: 726.8166 - logits_profile_predictions_loss: 715.8636 - logcount_predictions_loss: 0.5532 107/2451 [>.............................] - ETA: 5:25 - loss: 726.7593 - logits_profile_predictions_loss: 715.8020 - logcount_predictions_loss: 0.5534 108/2451 [>.............................] - ETA: 5:25 - loss: 726.6980 - logits_profile_predictions_loss: 715.7364 - logcount_predictions_loss: 0.5536 109/2451 [>.............................] - ETA: 5:25 - loss: 726.6438 - logits_profile_predictions_loss: 715.6778 - logcount_predictions_loss: 0.5538 110/2451 [>.............................] - ETA: 5:25 - loss: 726.5966 - logits_profile_predictions_loss: 715.6263 - logcount_predictions_loss: 0.5541 111/2451 [>.............................] - ETA: 5:24 - loss: 726.5445 - logits_profile_predictions_loss: 715.5698 - logcount_predictions_loss: 0.5543 112/2451 [>.............................] - ETA: 5:24 - loss: 726.4980 - logits_profile_predictions_loss: 715.5192 - logcount_predictions_loss: 0.5545 113/2451 [>.............................] - ETA: 5:24 - loss: 726.4637 - logits_profile_predictions_loss: 715.4811 - logcount_predictions_loss: 0.5547 114/2451 [>.............................] - ETA: 5:24 - loss: 726.4262 - logits_profile_predictions_loss: 715.4400 - logcount_predictions_loss: 0.5549 115/2451 [>.............................] - ETA: 5:24 - loss: 726.3934 - logits_profile_predictions_loss: 715.4038 - logcount_predictions_loss: 0.5550 116/2451 [>.............................] - ETA: 5:24 - loss: 726.3655 - logits_profile_predictions_loss: 715.3723 - logcount_predictions_loss: 0.5552 117/2451 [>.............................] - ETA: 5:24 - loss: 726.3411 - logits_profile_predictions_loss: 715.3448 - logcount_predictions_loss: 0.5554 118/2451 [>.............................] - ETA: 5:23 - loss: 726.3076 - logits_profile_predictions_loss: 715.3081 - logcount_predictions_loss: 0.5555 119/2451 [>.............................] - ETA: 5:23 - loss: 726.2765 - logits_profile_predictions_loss: 715.2741 - logcount_predictions_loss: 0.5557 120/2451 [>.............................] - ETA: 5:23 - loss: 726.2484 - logits_profile_predictions_loss: 715.2431 - logcount_predictions_loss: 0.5558 121/2451 [>.............................] - ETA: 5:23 - loss: 726.2241 - logits_profile_predictions_loss: 715.2161 - logcount_predictions_loss: 0.5560 122/2451 [>.............................] - ETA: 5:23 - loss: 726.2027 - logits_profile_predictions_loss: 715.1919 - logcount_predictions_loss: 0.5561 123/2451 [>.............................] - ETA: 5:23 - loss: 726.1749 - logits_profile_predictions_loss: 715.1613 - logcount_predictions_loss: 0.5562 124/2451 [>.............................] - ETA: 5:23 - loss: 726.1526 - logits_profile_predictions_loss: 715.1365 - logcount_predictions_loss: 0.5564 125/2451 [>.............................] - ETA: 5:22 - loss: 726.1237 - logits_profile_predictions_loss: 715.1051 - logcount_predictions_loss: 0.5565 126/2451 [>.............................] - ETA: 5:22 - loss: 726.0971 - logits_profile_predictions_loss: 715.0759 - logcount_predictions_loss: 0.5566 127/2451 [>.............................] - ETA: 5:22 - loss: 726.0712 - logits_profile_predictions_loss: 715.0478 - logcount_predictions_loss: 0.5567 128/2451 [>.............................] - ETA: 5:22 - loss: 726.0493 - logits_profile_predictions_loss: 715.0237 - logcount_predictions_loss: 0.5568 129/2451 [>.............................] - ETA: 5:22 - loss: 726.0307 - logits_profile_predictions_loss: 715.0031 - logcount_predictions_loss: 0.5570 130/2451 [>.............................] - ETA: 5:22 - loss: 726.0129 - logits_profile_predictions_loss: 714.9832 - logcount_predictions_loss: 0.5571 131/2451 [>.............................] - ETA: 5:22 - loss: 725.9917 - logits_profile_predictions_loss: 714.9598 - logcount_predictions_loss: 0.5572 132/2451 [>.............................] - ETA: 5:21 - loss: 725.9650 - logits_profile_predictions_loss: 714.9310 - logcount_predictions_loss: 0.5573 133/2451 [>.............................] - ETA: 5:21 - loss: 725.9534 - logits_profile_predictions_loss: 714.9174 - logcount_predictions_loss: 0.5574 134/2451 [>.............................] - ETA: 5:21 - loss: 725.9405 - logits_profile_predictions_loss: 714.9026 - logcount_predictions_loss: 0.5575 135/2451 [>.............................] - ETA: 5:21 - loss: 725.9227 - logits_profile_predictions_loss: 714.8830 - logcount_predictions_loss: 0.5576 136/2451 [>.............................] - ETA: 5:21 - loss: 725.8990 - logits_profile_predictions_loss: 714.8577 - logcount_predictions_loss: 0.5576 137/2451 [>.............................] - ETA: 5:21 - loss: 725.8778 - logits_profile_predictions_loss: 714.8349 - logcount_predictions_loss: 0.5577 138/2451 [>.............................] - ETA: 5:21 - loss: 725.8517 - logits_profile_predictions_loss: 714.8074 - logcount_predictions_loss: 0.5578 139/2451 [>.............................] - ETA: 5:20 - loss: 725.8297 - logits_profile_predictions_loss: 714.7838 - logcount_predictions_loss: 0.5579 140/2451 [>.............................] - ETA: 5:20 - loss: 725.8083 - logits_profile_predictions_loss: 714.7609 - logcount_predictions_loss: 0.5580 141/2451 [>.............................] - ETA: 5:20 - loss: 725.7907 - logits_profile_predictions_loss: 714.7417 - logcount_predictions_loss: 0.5580 142/2451 [>.............................] - ETA: 5:20 - loss: 725.7682 - 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[>.............................] - ETA: 5:17 - loss: 724.8623 - logits_profile_predictions_loss: 713.7578 - logcount_predictions_loss: 0.5608 163/2451 [>.............................] - ETA: 5:17 - loss: 724.8217 - logits_profile_predictions_loss: 713.7146 - logcount_predictions_loss: 0.5610 164/2451 [=>............................] - ETA: 5:17 - loss: 724.7853 - logits_profile_predictions_loss: 713.6756 - logcount_predictions_loss: 0.5611 165/2451 [=>............................] - ETA: 5:17 - loss: 724.7486 - logits_profile_predictions_loss: 713.6364 - logcount_predictions_loss: 0.5612 166/2451 [=>............................] - ETA: 5:17 - loss: 724.7088 - logits_profile_predictions_loss: 713.5941 - logcount_predictions_loss: 0.5613 167/2451 [=>............................] - ETA: 5:17 - loss: 724.6703 - logits_profile_predictions_loss: 713.5533 - logcount_predictions_loss: 0.5615 168/2451 [=>............................] - ETA: 5:16 - loss: 724.6328 - 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[=>............................] - ETA: 5:16 - loss: 724.3396 - logits_profile_predictions_loss: 713.2026 - logcount_predictions_loss: 0.5625 176/2451 [=>............................] - ETA: 5:15 - loss: 724.2919 - logits_profile_predictions_loss: 713.1526 - logcount_predictions_loss: 0.5626 177/2451 [=>............................] - ETA: 5:15 - loss: 724.2445 - logits_profile_predictions_loss: 713.1028 - logcount_predictions_loss: 0.5627 178/2451 [=>............................] - ETA: 5:15 - loss: 724.1961 - logits_profile_predictions_loss: 713.0522 - logcount_predictions_loss: 0.5628 179/2451 [=>............................] - ETA: 5:15 - loss: 724.1470 - logits_profile_predictions_loss: 713.0009 - logcount_predictions_loss: 0.5629 180/2451 [=>............................] - ETA: 5:15 - loss: 724.0979 - logits_profile_predictions_loss: 712.9497 - logcount_predictions_loss: 0.5630 181/2451 [=>............................] - ETA: 5:15 - loss: 724.0496 - 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[====>.........................] - ETA: 4:34 - loss: 715.4920 - logits_profile_predictions_loss: 704.3066 - logcount_predictions_loss: 0.5649 475/2451 [====>.........................] - ETA: 4:34 - loss: 715.4759 - logits_profile_predictions_loss: 704.2906 - logcount_predictions_loss: 0.5649 476/2451 [====>.........................] - ETA: 4:34 - loss: 715.4603 - logits_profile_predictions_loss: 704.2750 - logcount_predictions_loss: 0.5649 477/2451 [====>.........................] - ETA: 4:34 - loss: 715.4440 - logits_profile_predictions_loss: 704.2588 - logcount_predictions_loss: 0.5649 478/2451 [====>.........................] - ETA: 4:34 - loss: 715.4276 - logits_profile_predictions_loss: 704.2426 - logcount_predictions_loss: 0.5649 479/2451 [====>.........................] - ETA: 4:33 - loss: 715.4112 - logits_profile_predictions_loss: 704.2262 - logcount_predictions_loss: 0.5649 480/2451 [====>.........................] - ETA: 4:33 - loss: 715.3944 - 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[==============================] - ETA: 0s - loss: 710.9177 - logits_profile_predictions_loss: 699.6650 - logcount_predictions_loss: 0.5683 2451/2451 [==============================] - 359s 147ms/step - loss: 710.9184 - logits_profile_predictions_loss: 699.6657 - logcount_predictions_loss: 0.5683 - val_loss: 687.2386 - val_logits_profile_predictions_loss: 676.2511 - val_logcount_predictions_loss: 0.5549 Epoch 00009: val_loss improved from 692.33417 to 687.23859, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet.h5 Epoch 10/50 1/2451 [..............................] - ETA: 6:53 - loss: 734.1354 - logits_profile_predictions_loss: 725.1548 - logcount_predictions_loss: 0.4536 2/2451 [..............................] - ETA: 5:50 - loss: 721.7851 - logits_profile_predictions_loss: 713.1442 - logcount_predictions_loss: 0.4364 3/2451 [..............................] - ETA: 5:46 - loss: 710.0032 - 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[==>...........................] - ETA: 4:58 - loss: 705.0951 - logits_profile_predictions_loss: 694.2885 - logcount_predictions_loss: 0.5458 318/2451 [==>...........................] - ETA: 4:57 - loss: 705.1059 - logits_profile_predictions_loss: 694.2983 - logcount_predictions_loss: 0.5458 319/2451 [==>...........................] - ETA: 4:57 - loss: 705.1164 - logits_profile_predictions_loss: 694.3079 - logcount_predictions_loss: 0.5459 320/2451 [==>...........................] - ETA: 4:57 - loss: 705.1254 - logits_profile_predictions_loss: 694.3159 - logcount_predictions_loss: 0.5459 321/2451 [==>...........................] - ETA: 4:57 - loss: 705.1337 - logits_profile_predictions_loss: 694.3232 - logcount_predictions_loss: 0.5460 322/2451 [==>...........................] - ETA: 4:57 - loss: 705.1421 - logits_profile_predictions_loss: 694.3306 - logcount_predictions_loss: 0.5460 323/2451 [==>...........................] - ETA: 4:57 - loss: 705.1512 - 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[===>..........................] - ETA: 4:54 - loss: 705.2150 - logits_profile_predictions_loss: 694.3820 - logcount_predictions_loss: 0.5471 344/2451 [===>..........................] - ETA: 4:54 - loss: 705.2146 - logits_profile_predictions_loss: 694.3806 - logcount_predictions_loss: 0.5472 345/2451 [===>..........................] - ETA: 4:54 - loss: 705.2134 - logits_profile_predictions_loss: 694.3785 - logcount_predictions_loss: 0.5472 346/2451 [===>..........................] - ETA: 4:54 - loss: 705.2118 - logits_profile_predictions_loss: 694.3758 - logcount_predictions_loss: 0.5473 347/2451 [===>..........................] - ETA: 4:53 - loss: 705.2110 - logits_profile_predictions_loss: 694.3740 - logcount_predictions_loss: 0.5473 348/2451 [===>..........................] - ETA: 4:53 - loss: 705.2098 - logits_profile_predictions_loss: 694.3719 - logcount_predictions_loss: 0.5474 349/2451 [===>..........................] - ETA: 4:53 - loss: 705.2077 - 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[===>..........................] - ETA: 4:45 - loss: 705.1556 - logits_profile_predictions_loss: 694.2690 - logcount_predictions_loss: 0.5498 409/2451 [====>.........................] - ETA: 4:45 - loss: 705.1556 - logits_profile_predictions_loss: 694.2685 - logcount_predictions_loss: 0.5499 410/2451 [====>.........................] - ETA: 4:45 - loss: 705.1551 - logits_profile_predictions_loss: 694.2675 - logcount_predictions_loss: 0.5499 411/2451 [====>.........................] - ETA: 4:44 - loss: 705.1542 - logits_profile_predictions_loss: 694.2663 - logcount_predictions_loss: 0.5499 412/2451 [====>.........................] - ETA: 4:44 - loss: 705.1531 - logits_profile_predictions_loss: 694.2647 - logcount_predictions_loss: 0.5499 413/2451 [====>.........................] - ETA: 4:44 - loss: 705.1529 - logits_profile_predictions_loss: 694.2641 - logcount_predictions_loss: 0.5499 414/2451 [====>.........................] - ETA: 4:44 - loss: 705.1529 - 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[============================>.] - ETA: 0s - loss: 707.0441 - logits_profile_predictions_loss: 696.0363 - logcount_predictions_loss: 0.5559 2451/2451 [==============================] - ETA: 0s - loss: 707.0449 - logits_profile_predictions_loss: 696.0371 - logcount_predictions_loss: 0.5559 2451/2451 [==============================] - 359s 147ms/step - loss: 707.0457 - logits_profile_predictions_loss: 696.0379 - logcount_predictions_loss: 0.5559 - val_loss: 690.9539 - val_logits_profile_predictions_loss: 680.0319 - val_logcount_predictions_loss: 0.5516 Epoch 00010: val_loss did not improve from 687.23859 Epoch 11/50 1/2451 [..............................] - ETA: 6:53 - loss: 873.6172 - logits_profile_predictions_loss: 862.5231 - logcount_predictions_loss: 0.5603 2/2451 [..............................] - ETA: 5:46 - loss: 818.5555 - logits_profile_predictions_loss: 808.2896 - logcount_predictions_loss: 0.5185 3/2451 [..............................] - ETA: 5:43 - loss: 804.1360 - 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[..............................] - ETA: 5:40 - loss: 754.0852 - logits_profile_predictions_loss: 743.5710 - logcount_predictions_loss: 0.5310 11/2451 [..............................] - ETA: 5:39 - loss: 748.1268 - logits_profile_predictions_loss: 737.5900 - logcount_predictions_loss: 0.5322 12/2451 [..............................] - ETA: 5:39 - loss: 743.0240 - logits_profile_predictions_loss: 732.4683 - logcount_predictions_loss: 0.5331 13/2451 [..............................] - ETA: 5:39 - loss: 738.4285 - logits_profile_predictions_loss: 727.8476 - logcount_predictions_loss: 0.5344 14/2451 [..............................] - ETA: 5:39 - loss: 734.2568 - logits_profile_predictions_loss: 723.6650 - logcount_predictions_loss: 0.5349 15/2451 [..............................] - ETA: 5:39 - loss: 731.0634 - logits_profile_predictions_loss: 720.4372 - logcount_predictions_loss: 0.5367 16/2451 [..............................] - ETA: 5:38 - loss: 728.1376 - logits_profile_predictions_loss: 717.4624 - logcount_predictions_loss: 0.5392 17/2451 [..............................] - ETA: 5:38 - loss: 725.5444 - logits_profile_predictions_loss: 714.8226 - logcount_predictions_loss: 0.5415 18/2451 [..............................] - ETA: 5:38 - loss: 723.4281 - logits_profile_predictions_loss: 712.6460 - logcount_predictions_loss: 0.5446 19/2451 [..............................] - ETA: 5:38 - loss: 721.6771 - logits_profile_predictions_loss: 710.8363 - logcount_predictions_loss: 0.5475 20/2451 [..............................] - ETA: 5:38 - loss: 719.9755 - logits_profile_predictions_loss: 709.0870 - logcount_predictions_loss: 0.5499 21/2451 [..............................] - ETA: 5:38 - loss: 718.3076 - logits_profile_predictions_loss: 707.3821 - logcount_predictions_loss: 0.5518 22/2451 [..............................] - ETA: 5:37 - loss: 717.1291 - logits_profile_predictions_loss: 706.1698 - logcount_predictions_loss: 0.5535 23/2451 [..............................] - ETA: 5:37 - loss: 716.3026 - logits_profile_predictions_loss: 705.3159 - logcount_predictions_loss: 0.5549 24/2451 [..............................] - ETA: 5:37 - loss: 715.4669 - logits_profile_predictions_loss: 704.4563 - logcount_predictions_loss: 0.5561 25/2451 [..............................] - ETA: 5:37 - loss: 714.9710 - logits_profile_predictions_loss: 703.9373 - logcount_predictions_loss: 0.5573 26/2451 [..............................] - ETA: 5:37 - loss: 714.4560 - logits_profile_predictions_loss: 703.4053 - logcount_predictions_loss: 0.5581 27/2451 [..............................] - ETA: 5:37 - loss: 713.9337 - logits_profile_predictions_loss: 702.8673 - logcount_predictions_loss: 0.5589 28/2451 [..............................] - ETA: 5:37 - loss: 713.4966 - logits_profile_predictions_loss: 702.4178 - logcount_predictions_loss: 0.5595 29/2451 [..............................] - ETA: 5:37 - loss: 713.0449 - logits_profile_predictions_loss: 701.9557 - logcount_predictions_loss: 0.5601 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logits_profile_predictions_loss: 698.7422 - logcount_predictions_loss: 0.5623 37/2451 [..............................] - ETA: 5:35 - loss: 709.5677 - logits_profile_predictions_loss: 698.4278 - logcount_predictions_loss: 0.5626 38/2451 [..............................] - ETA: 5:35 - loss: 709.3229 - logits_profile_predictions_loss: 698.1775 - logcount_predictions_loss: 0.5629 39/2451 [..............................] - ETA: 5:35 - loss: 709.0747 - logits_profile_predictions_loss: 697.9239 - logcount_predictions_loss: 0.5632 40/2451 [..............................] - ETA: 5:35 - loss: 708.8864 - logits_profile_predictions_loss: 697.7314 - logcount_predictions_loss: 0.5634 41/2451 [..............................] - ETA: 5:35 - loss: 708.7207 - logits_profile_predictions_loss: 697.5615 - logcount_predictions_loss: 0.5636 42/2451 [..............................] - ETA: 5:35 - loss: 708.5201 - logits_profile_predictions_loss: 697.3570 - logcount_predictions_loss: 0.5638 43/2451 [..............................] - ETA: 5:35 - loss: 708.3306 - logits_profile_predictions_loss: 697.1646 - logcount_predictions_loss: 0.5639 44/2451 [..............................] - ETA: 5:34 - loss: 708.1890 - logits_profile_predictions_loss: 697.0173 - logcount_predictions_loss: 0.5642 45/2451 [..............................] - ETA: 5:34 - loss: 708.0638 - logits_profile_predictions_loss: 696.8861 - logcount_predictions_loss: 0.5645 46/2451 [..............................] - ETA: 5:34 - loss: 707.9758 - logits_profile_predictions_loss: 696.7914 - logcount_predictions_loss: 0.5649 47/2451 [..............................] - ETA: 5:34 - loss: 707.8594 - logits_profile_predictions_loss: 696.6688 - logcount_predictions_loss: 0.5652 48/2451 [..............................] - ETA: 5:34 - loss: 707.6981 - logits_profile_predictions_loss: 696.5018 - logcount_predictions_loss: 0.5655 49/2451 [..............................] - ETA: 5:34 - loss: 707.5450 - logits_profile_predictions_loss: 696.3446 - logcount_predictions_loss: 0.5657 50/2451 [..............................] - ETA: 5:34 - loss: 707.3551 - logits_profile_predictions_loss: 696.1514 - logcount_predictions_loss: 0.5658 51/2451 [..............................] - ETA: 5:34 - loss: 707.1185 - logits_profile_predictions_loss: 695.9128 - logcount_predictions_loss: 0.5659 52/2451 [..............................] - ETA: 5:33 - loss: 706.9375 - logits_profile_predictions_loss: 695.7312 - logcount_predictions_loss: 0.5660 53/2451 [..............................] - ETA: 5:33 - loss: 706.7810 - logits_profile_predictions_loss: 695.5747 - logcount_predictions_loss: 0.5660 54/2451 [..............................] - ETA: 5:33 - loss: 706.6334 - logits_profile_predictions_loss: 695.4259 - logcount_predictions_loss: 0.5660 55/2451 [..............................] - ETA: 5:33 - loss: 706.4764 - logits_profile_predictions_loss: 695.2681 - logcount_predictions_loss: 0.5661 56/2451 [..............................] - ETA: 5:33 - loss: 706.3506 - logits_profile_predictions_loss: 695.1420 - logcount_predictions_loss: 0.5661 57/2451 [..............................] - ETA: 5:33 - loss: 706.2629 - logits_profile_predictions_loss: 695.0549 - logcount_predictions_loss: 0.5661 58/2451 [..............................] - ETA: 5:33 - loss: 706.1732 - logits_profile_predictions_loss: 694.9653 - logcount_predictions_loss: 0.5661 59/2451 [..............................] - ETA: 5:32 - loss: 706.1077 - logits_profile_predictions_loss: 694.9004 - logcount_predictions_loss: 0.5660 60/2451 [..............................] - ETA: 5:32 - loss: 706.0727 - logits_profile_predictions_loss: 694.8661 - logcount_predictions_loss: 0.5660 61/2451 [..............................] - ETA: 5:32 - loss: 706.0368 - logits_profile_predictions_loss: 694.8294 - logcount_predictions_loss: 0.5660 62/2451 [..............................] - ETA: 5:32 - loss: 705.9808 - logits_profile_predictions_loss: 694.7734 - logcount_predictions_loss: 0.5660 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logits_profile_predictions_loss: 694.7212 - logcount_predictions_loss: 0.5655 70/2451 [..............................] - ETA: 5:31 - loss: 705.9513 - logits_profile_predictions_loss: 694.7561 - logcount_predictions_loss: 0.5654 71/2451 [..............................] - ETA: 5:31 - loss: 705.9862 - logits_profile_predictions_loss: 694.7928 - logcount_predictions_loss: 0.5653 72/2451 [..............................] - ETA: 5:31 - loss: 706.0224 - logits_profile_predictions_loss: 694.8306 - logcount_predictions_loss: 0.5652 73/2451 [..............................] - ETA: 5:31 - loss: 706.0496 - logits_profile_predictions_loss: 694.8585 - logcount_predictions_loss: 0.5652 74/2451 [..............................] - ETA: 5:30 - loss: 706.0877 - logits_profile_predictions_loss: 694.8973 - logcount_predictions_loss: 0.5652 75/2451 [..............................] - ETA: 5:30 - loss: 706.1173 - logits_profile_predictions_loss: 694.9281 - logcount_predictions_loss: 0.5651 76/2451 [..............................] - ETA: 5:30 - loss: 706.1382 - logits_profile_predictions_loss: 694.9497 - logcount_predictions_loss: 0.5651 77/2451 [..............................] - ETA: 5:30 - loss: 706.1385 - logits_profile_predictions_loss: 694.9508 - logcount_predictions_loss: 0.5650 78/2451 [..............................] - ETA: 5:30 - loss: 706.1342 - logits_profile_predictions_loss: 694.9465 - logcount_predictions_loss: 0.5650 79/2451 [..............................] - ETA: 5:30 - loss: 706.1323 - logits_profile_predictions_loss: 694.9447 - logcount_predictions_loss: 0.5650 80/2451 [..............................] - ETA: 5:30 - loss: 706.1290 - logits_profile_predictions_loss: 694.9420 - logcount_predictions_loss: 0.5650 81/2451 [..............................] - ETA: 5:30 - loss: 706.1365 - logits_profile_predictions_loss: 694.9499 - logcount_predictions_loss: 0.5650 82/2451 [>.............................] - ETA: 5:29 - loss: 706.1529 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:26 - loss: 705.7043 - logits_profile_predictions_loss: 694.4983 - logcount_predictions_loss: 0.5660 110/2451 [>.............................] - ETA: 5:25 - loss: 705.6695 - logits_profile_predictions_loss: 694.4631 - logcount_predictions_loss: 0.5660 111/2451 [>.............................] - ETA: 5:25 - loss: 705.6296 - logits_profile_predictions_loss: 694.4217 - logcount_predictions_loss: 0.5661 112/2451 [>.............................] - ETA: 5:25 - loss: 705.5995 - logits_profile_predictions_loss: 694.3902 - logcount_predictions_loss: 0.5661 113/2451 [>.............................] - ETA: 5:25 - loss: 705.5681 - logits_profile_predictions_loss: 694.3576 - logcount_predictions_loss: 0.5662 114/2451 [>.............................] - ETA: 5:25 - loss: 705.5377 - logits_profile_predictions_loss: 694.3262 - logcount_predictions_loss: 0.5662 115/2451 [>.............................] - ETA: 5:25 - loss: 705.5003 - 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[>.............................] - ETA: 5:24 - loss: 705.2638 - logits_profile_predictions_loss: 694.0437 - logcount_predictions_loss: 0.5667 123/2451 [>.............................] - ETA: 5:24 - loss: 705.2418 - logits_profile_predictions_loss: 694.0200 - logcount_predictions_loss: 0.5668 124/2451 [>.............................] - ETA: 5:24 - loss: 705.2186 - logits_profile_predictions_loss: 693.9949 - logcount_predictions_loss: 0.5668 125/2451 [>.............................] - ETA: 5:23 - loss: 705.2022 - logits_profile_predictions_loss: 693.9762 - logcount_predictions_loss: 0.5670 126/2451 [>.............................] - ETA: 5:23 - loss: 705.1875 - logits_profile_predictions_loss: 693.9593 - logcount_predictions_loss: 0.5671 127/2451 [>.............................] - ETA: 5:23 - loss: 705.1654 - logits_profile_predictions_loss: 693.9354 - logcount_predictions_loss: 0.5672 128/2451 [>.............................] - ETA: 5:23 - loss: 705.1494 - 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logits_profile_predictions_loss: 692.9581 - logcount_predictions_loss: 0.5692 168/2451 [=>............................] - ETA: 5:18 - loss: 704.2153 - logits_profile_predictions_loss: 692.9457 - logcount_predictions_loss: 0.5692 169/2451 [=>............................] - ETA: 5:17 - loss: 704.2019 - logits_profile_predictions_loss: 692.9319 - logcount_predictions_loss: 0.5692 170/2451 [=>............................] - ETA: 5:17 - loss: 704.1859 - logits_profile_predictions_loss: 692.9155 - logcount_predictions_loss: 0.5692 171/2451 [=>............................] - ETA: 5:17 - loss: 704.1728 - logits_profile_predictions_loss: 692.9021 - logcount_predictions_loss: 0.5692 172/2451 [=>............................] - ETA: 5:17 - loss: 704.1577 - logits_profile_predictions_loss: 692.8869 - logcount_predictions_loss: 0.5692 173/2451 [=>............................] - ETA: 5:17 - loss: 704.1474 - logits_profile_predictions_loss: 692.8765 - logcount_predictions_loss: 0.5692 174/2451 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[====>.........................] - ETA: 4:39 - loss: 705.8738 - logits_profile_predictions_loss: 694.7354 - logcount_predictions_loss: 0.5625 448/2451 [====>.........................] - ETA: 4:39 - loss: 705.8755 - logits_profile_predictions_loss: 694.7375 - logcount_predictions_loss: 0.5625 449/2451 [====>.........................] - ETA: 4:38 - loss: 705.8769 - logits_profile_predictions_loss: 694.7394 - logcount_predictions_loss: 0.5625 450/2451 [====>.........................] - ETA: 4:38 - loss: 705.8783 - logits_profile_predictions_loss: 694.7414 - logcount_predictions_loss: 0.5625 451/2451 [====>.........................] - ETA: 4:38 - loss: 705.8795 - logits_profile_predictions_loss: 694.7430 - logcount_predictions_loss: 0.5624 452/2451 [====>.........................] - ETA: 4:38 - loss: 705.8798 - logits_profile_predictions_loss: 694.7437 - logcount_predictions_loss: 0.5624 453/2451 [====>.........................] - ETA: 4:38 - loss: 705.8795 - 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[====>.........................] - ETA: 4:37 - loss: 705.8799 - logits_profile_predictions_loss: 694.7475 - logcount_predictions_loss: 0.5622 461/2451 [====>.........................] - ETA: 4:37 - loss: 705.8807 - logits_profile_predictions_loss: 694.7488 - logcount_predictions_loss: 0.5622 462/2451 [====>.........................] - ETA: 4:37 - loss: 705.8815 - logits_profile_predictions_loss: 694.7500 - logcount_predictions_loss: 0.5622 463/2451 [====>.........................] - ETA: 4:37 - loss: 705.8828 - logits_profile_predictions_loss: 694.7517 - logcount_predictions_loss: 0.5622 464/2451 [====>.........................] - ETA: 4:36 - loss: 705.8836 - logits_profile_predictions_loss: 694.7530 - logcount_predictions_loss: 0.5621 465/2451 [====>.........................] - ETA: 4:36 - loss: 705.8845 - logits_profile_predictions_loss: 694.7543 - logcount_predictions_loss: 0.5621 466/2451 [====>.........................] - ETA: 4:36 - loss: 705.8857 - 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[====>.........................] - ETA: 4:33 - loss: 705.9202 - logits_profile_predictions_loss: 694.7994 - logcount_predictions_loss: 0.5616 487/2451 [====>.........................] - ETA: 4:33 - loss: 705.9222 - logits_profile_predictions_loss: 694.8019 - logcount_predictions_loss: 0.5616 488/2451 [====>.........................] - ETA: 4:33 - loss: 705.9242 - logits_profile_predictions_loss: 694.8043 - logcount_predictions_loss: 0.5616 489/2451 [====>.........................] - ETA: 4:33 - loss: 705.9262 - logits_profile_predictions_loss: 694.8067 - logcount_predictions_loss: 0.5616 490/2451 [====>.........................] - ETA: 4:33 - loss: 705.9279 - logits_profile_predictions_loss: 694.8088 - logcount_predictions_loss: 0.5616 491/2451 [=====>........................] - ETA: 4:33 - loss: 705.9297 - logits_profile_predictions_loss: 694.8109 - logcount_predictions_loss: 0.5615 492/2451 [=====>........................] - ETA: 4:32 - loss: 705.9318 - 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logits_profile_predictions_loss: 695.1146 - logcount_predictions_loss: 0.5536 2444/2451 [============================>.] - ETA: 0s - loss: 706.0761 - logits_profile_predictions_loss: 695.1149 - logcount_predictions_loss: 0.5536 2445/2451 [============================>.] - ETA: 0s - loss: 706.0764 - logits_profile_predictions_loss: 695.1152 - logcount_predictions_loss: 0.5536 2446/2451 [============================>.] - ETA: 0s - loss: 706.0766 - logits_profile_predictions_loss: 695.1154 - logcount_predictions_loss: 0.5536 2447/2451 [============================>.] - ETA: 0s - loss: 706.0769 - logits_profile_predictions_loss: 695.1157 - logcount_predictions_loss: 0.5536 2448/2451 [============================>.] - ETA: 0s - loss: 706.0771 - logits_profile_predictions_loss: 695.1160 - logcount_predictions_loss: 0.5536 2449/2451 [============================>.] - ETA: 0s - loss: 706.0774 - logits_profile_predictions_loss: 695.1162 - logcount_predictions_loss: 0.5536 2450/2451 [============================>.] - ETA: 0s - loss: 706.0776 - logits_profile_predictions_loss: 695.1164 - logcount_predictions_loss: 0.5536 2451/2451 [==============================] - ETA: 0s - loss: 706.0779 - logits_profile_predictions_loss: 695.1167 - logcount_predictions_loss: 0.5536 2451/2451 [==============================] - 360s 147ms/step - loss: 706.0781 - logits_profile_predictions_loss: 695.1169 - logcount_predictions_loss: 0.5536 - val_loss: 689.0803 - val_logits_profile_predictions_loss: 677.6753 - val_logcount_predictions_loss: 0.5760 Epoch 00011: val_loss did not improve from 687.23859 Epoch 12/50 1/2451 [..............................] - ETA: 6:58 - loss: 697.3648 - logits_profile_predictions_loss: 683.8959 - logcount_predictions_loss: 0.6802 2/2451 [..............................] - ETA: 6:14 - loss: 691.1852 - logits_profile_predictions_loss: 677.8011 - logcount_predictions_loss: 0.6760 3/2451 [..............................] - ETA: 5:59 - loss: 699.6096 - logits_profile_predictions_loss: 686.5449 - logcount_predictions_loss: 0.6598 4/2451 [..............................] - ETA: 5:53 - loss: 698.4760 - logits_profile_predictions_loss: 685.7122 - logcount_predictions_loss: 0.6446 5/2451 [..............................] - ETA: 5:50 - loss: 697.5771 - logits_profile_predictions_loss: 685.1205 - logcount_predictions_loss: 0.6291 6/2451 [..............................] - ETA: 5:48 - loss: 694.2969 - logits_profile_predictions_loss: 682.0227 - logcount_predictions_loss: 0.6199 7/2451 [..............................] - ETA: 5:47 - loss: 692.6970 - logits_profile_predictions_loss: 680.5402 - logcount_predictions_loss: 0.6140 8/2451 [..............................] - ETA: 5:46 - loss: 692.1791 - logits_profile_predictions_loss: 680.0610 - logcount_predictions_loss: 0.6120 9/2451 [..............................] - ETA: 5:45 - loss: 692.4129 - logits_profile_predictions_loss: 680.3490 - logcount_predictions_loss: 0.6093 10/2451 [..............................] - ETA: 5:44 - loss: 693.8598 - logits_profile_predictions_loss: 681.8457 - logcount_predictions_loss: 0.6068 11/2451 [..............................] - ETA: 5:44 - loss: 694.8710 - logits_profile_predictions_loss: 682.9144 - logcount_predictions_loss: 0.6039 12/2451 [..............................] - ETA: 5:44 - loss: 696.1694 - logits_profile_predictions_loss: 684.2789 - logcount_predictions_loss: 0.6005 13/2451 [..............................] - ETA: 5:43 - loss: 697.8396 - logits_profile_predictions_loss: 685.9858 - logcount_predictions_loss: 0.5987 14/2451 [..............................] - ETA: 5:43 - loss: 699.3288 - logits_profile_predictions_loss: 687.5235 - logcount_predictions_loss: 0.5962 15/2451 [..............................] - ETA: 5:42 - loss: 699.8205 - logits_profile_predictions_loss: 688.0506 - logcount_predictions_loss: 0.5944 16/2451 [..............................] - ETA: 5:42 - loss: 700.4443 - logits_profile_predictions_loss: 688.7176 - logcount_predictions_loss: 0.5923 17/2451 [..............................] - ETA: 5:42 - loss: 701.1973 - logits_profile_predictions_loss: 689.4948 - logcount_predictions_loss: 0.5910 18/2451 [..............................] - ETA: 5:42 - loss: 701.9331 - logits_profile_predictions_loss: 690.2482 - logcount_predictions_loss: 0.5901 19/2451 [..............................] - ETA: 5:41 - loss: 702.2469 - logits_profile_predictions_loss: 690.5866 - logcount_predictions_loss: 0.5889 20/2451 [..............................] - ETA: 5:41 - loss: 702.9482 - logits_profile_predictions_loss: 691.3158 - logcount_predictions_loss: 0.5875 21/2451 [..............................] - ETA: 5:41 - loss: 703.6922 - logits_profile_predictions_loss: 692.0876 - logcount_predictions_loss: 0.5861 22/2451 [..............................] - ETA: 5:41 - loss: 704.5826 - logits_profile_predictions_loss: 693.0088 - logcount_predictions_loss: 0.5845 23/2451 [..............................] - ETA: 5:40 - loss: 705.5466 - logits_profile_predictions_loss: 694.0057 - logcount_predictions_loss: 0.5829 24/2451 [..............................] - ETA: 5:40 - loss: 706.6148 - logits_profile_predictions_loss: 695.1054 - logcount_predictions_loss: 0.5813 25/2451 [..............................] - ETA: 5:40 - loss: 707.5236 - logits_profile_predictions_loss: 696.0501 - logcount_predictions_loss: 0.5795 26/2451 [..............................] - ETA: 5:40 - loss: 708.3466 - logits_profile_predictions_loss: 696.9056 - logcount_predictions_loss: 0.5778 27/2451 [..............................] - ETA: 5:40 - loss: 709.0185 - logits_profile_predictions_loss: 697.6094 - logcount_predictions_loss: 0.5762 28/2451 [..............................] - ETA: 5:39 - loss: 709.5789 - logits_profile_predictions_loss: 698.2013 - logcount_predictions_loss: 0.5746 29/2451 [..............................] - ETA: 5:39 - loss: 709.9487 - logits_profile_predictions_loss: 698.6020 - logcount_predictions_loss: 0.5731 30/2451 [..............................] - ETA: 5:39 - loss: 710.2581 - logits_profile_predictions_loss: 698.9409 - logcount_predictions_loss: 0.5716 31/2451 [..............................] - ETA: 5:39 - loss: 710.3806 - logits_profile_predictions_loss: 699.0947 - logcount_predictions_loss: 0.5700 32/2451 [..............................] - ETA: 5:39 - loss: 710.3985 - logits_profile_predictions_loss: 699.1399 - logcount_predictions_loss: 0.5686 33/2451 [..............................] - ETA: 5:38 - loss: 710.3883 - logits_profile_predictions_loss: 699.1511 - logcount_predictions_loss: 0.5675 34/2451 [..............................] - ETA: 5:38 - loss: 710.4379 - logits_profile_predictions_loss: 699.2194 - logcount_predictions_loss: 0.5666 35/2451 [..............................] - ETA: 5:38 - loss: 710.5860 - logits_profile_predictions_loss: 699.3869 - logcount_predictions_loss: 0.5656 36/2451 [..............................] - ETA: 5:38 - loss: 710.7510 - logits_profile_predictions_loss: 699.5682 - logcount_predictions_loss: 0.5648 37/2451 [..............................] - ETA: 5:38 - loss: 710.8619 - logits_profile_predictions_loss: 699.6957 - logcount_predictions_loss: 0.5639 38/2451 [..............................] - ETA: 5:38 - loss: 710.9575 - logits_profile_predictions_loss: 699.8046 - logcount_predictions_loss: 0.5633 39/2451 [..............................] - ETA: 5:37 - loss: 711.0353 - logits_profile_predictions_loss: 699.8946 - logcount_predictions_loss: 0.5627 40/2451 [..............................] - ETA: 5:37 - loss: 711.0610 - logits_profile_predictions_loss: 699.9306 - logcount_predictions_loss: 0.5621 41/2451 [..............................] - ETA: 5:37 - loss: 711.1470 - logits_profile_predictions_loss: 700.0256 - logcount_predictions_loss: 0.5617 42/2451 [..............................] - ETA: 5:37 - loss: 711.1904 - logits_profile_predictions_loss: 700.0754 - logcount_predictions_loss: 0.5614 43/2451 [..............................] - ETA: 5:37 - loss: 711.1755 - logits_profile_predictions_loss: 700.0664 - logcount_predictions_loss: 0.5611 44/2451 [..............................] - ETA: 5:37 - loss: 711.0812 - logits_profile_predictions_loss: 699.9759 - logcount_predictions_loss: 0.5609 45/2451 [..............................] - ETA: 5:36 - loss: 710.9769 - logits_profile_predictions_loss: 699.8756 - logcount_predictions_loss: 0.5607 46/2451 [..............................] - ETA: 5:36 - loss: 710.8758 - logits_profile_predictions_loss: 699.7796 - logcount_predictions_loss: 0.5604 47/2451 [..............................] - ETA: 5:36 - loss: 710.7933 - logits_profile_predictions_loss: 699.7011 - logcount_predictions_loss: 0.5602 48/2451 [..............................] - ETA: 5:36 - loss: 710.7039 - logits_profile_predictions_loss: 699.6141 - logcount_predictions_loss: 0.5601 49/2451 [..............................] - ETA: 5:36 - loss: 710.6447 - logits_profile_predictions_loss: 699.5570 - logcount_predictions_loss: 0.5600 50/2451 [..............................] - ETA: 5:36 - loss: 710.5803 - logits_profile_predictions_loss: 699.4952 - logcount_predictions_loss: 0.5599 51/2451 [..............................] - ETA: 5:35 - loss: 710.5239 - logits_profile_predictions_loss: 699.4420 - logcount_predictions_loss: 0.5597 52/2451 [..............................] - ETA: 5:35 - loss: 710.4453 - logits_profile_predictions_loss: 699.3654 - logcount_predictions_loss: 0.5596 53/2451 [..............................] - ETA: 5:35 - loss: 710.3471 - logits_profile_predictions_loss: 699.2702 - logcount_predictions_loss: 0.5594 54/2451 [..............................] - ETA: 5:35 - loss: 710.2776 - logits_profile_predictions_loss: 699.2045 - logcount_predictions_loss: 0.5592 55/2451 [..............................] - ETA: 5:35 - loss: 710.1897 - logits_profile_predictions_loss: 699.1205 - logcount_predictions_loss: 0.5590 56/2451 [..............................] - ETA: 5:35 - loss: 710.1288 - logits_profile_predictions_loss: 699.0634 - logcount_predictions_loss: 0.5589 57/2451 [..............................] - ETA: 5:35 - loss: 710.1145 - logits_profile_predictions_loss: 699.0532 - logcount_predictions_loss: 0.5587 58/2451 [..............................] - ETA: 5:35 - loss: 710.1076 - logits_profile_predictions_loss: 699.0506 - logcount_predictions_loss: 0.5584 59/2451 [..............................] - ETA: 5:34 - loss: 710.0970 - logits_profile_predictions_loss: 699.0448 - logcount_predictions_loss: 0.5582 60/2451 [..............................] - ETA: 5:34 - loss: 710.0672 - logits_profile_predictions_loss: 699.0208 - logcount_predictions_loss: 0.5579 61/2451 [..............................] - ETA: 5:34 - loss: 710.0901 - logits_profile_predictions_loss: 699.0498 - logcount_predictions_loss: 0.5576 62/2451 [..............................] - ETA: 5:34 - loss: 710.1025 - logits_profile_predictions_loss: 699.0691 - logcount_predictions_loss: 0.5572 63/2451 [..............................] - ETA: 5:34 - loss: 710.1538 - logits_profile_predictions_loss: 699.1281 - logcount_predictions_loss: 0.5569 64/2451 [..............................] - ETA: 5:34 - loss: 710.1980 - logits_profile_predictions_loss: 699.1803 - logcount_predictions_loss: 0.5565 65/2451 [..............................] - ETA: 5:33 - loss: 710.2348 - logits_profile_predictions_loss: 699.2261 - logcount_predictions_loss: 0.5560 66/2451 [..............................] - ETA: 5:33 - loss: 710.2839 - logits_profile_predictions_loss: 699.2838 - logcount_predictions_loss: 0.5556 67/2451 [..............................] - ETA: 5:33 - loss: 710.3242 - logits_profile_predictions_loss: 699.3328 - logcount_predictions_loss: 0.5551 68/2451 [..............................] - ETA: 5:33 - loss: 710.3458 - logits_profile_predictions_loss: 699.3627 - logcount_predictions_loss: 0.5547 69/2451 [..............................] - ETA: 5:33 - loss: 710.3751 - logits_profile_predictions_loss: 699.3999 - logcount_predictions_loss: 0.5543 70/2451 [..............................] - ETA: 5:33 - loss: 710.4085 - logits_profile_predictions_loss: 699.4410 - logcount_predictions_loss: 0.5539 71/2451 [..............................] - ETA: 5:33 - loss: 710.4220 - logits_profile_predictions_loss: 699.4617 - logcount_predictions_loss: 0.5536 72/2451 [..............................] - ETA: 5:32 - loss: 710.4436 - logits_profile_predictions_loss: 699.4907 - logcount_predictions_loss: 0.5532 73/2451 [..............................] - ETA: 5:32 - loss: 710.4498 - logits_profile_predictions_loss: 699.5041 - logcount_predictions_loss: 0.5528 74/2451 [..............................] - ETA: 5:32 - loss: 710.4961 - logits_profile_predictions_loss: 699.5575 - logcount_predictions_loss: 0.5525 75/2451 [..............................] - ETA: 5:32 - loss: 710.5508 - logits_profile_predictions_loss: 699.6193 - logcount_predictions_loss: 0.5521 76/2451 [..............................] - ETA: 5:32 - loss: 710.5971 - logits_profile_predictions_loss: 699.6720 - logcount_predictions_loss: 0.5518 77/2451 [..............................] - ETA: 5:32 - loss: 710.6310 - logits_profile_predictions_loss: 699.7126 - logcount_predictions_loss: 0.5514 78/2451 [..............................] - ETA: 5:31 - loss: 710.6316 - logits_profile_predictions_loss: 699.7197 - logcount_predictions_loss: 0.5511 79/2451 [..............................] - ETA: 5:31 - loss: 710.6384 - logits_profile_predictions_loss: 699.7330 - logcount_predictions_loss: 0.5508 80/2451 [..............................] - ETA: 5:31 - loss: 710.6346 - logits_profile_predictions_loss: 699.7361 - logcount_predictions_loss: 0.5504 81/2451 [..............................] - ETA: 5:31 - loss: 710.6177 - logits_profile_predictions_loss: 699.7260 - logcount_predictions_loss: 0.5501 82/2451 [>.............................] - ETA: 5:31 - loss: 710.6107 - logits_profile_predictions_loss: 699.7250 - logcount_predictions_loss: 0.5498 83/2451 [>.............................] - ETA: 5:31 - loss: 710.6130 - logits_profile_predictions_loss: 699.7335 - logcount_predictions_loss: 0.5495 84/2451 [>.............................] - ETA: 5:31 - loss: 710.6194 - logits_profile_predictions_loss: 699.7465 - logcount_predictions_loss: 0.5491 85/2451 [>.............................] - ETA: 5:30 - loss: 710.6150 - logits_profile_predictions_loss: 699.7485 - logcount_predictions_loss: 0.5488 86/2451 [>.............................] - ETA: 5:30 - loss: 710.6106 - logits_profile_predictions_loss: 699.7504 - logcount_predictions_loss: 0.5485 87/2451 [>.............................] - ETA: 5:30 - loss: 710.6013 - logits_profile_predictions_loss: 699.7475 - logcount_predictions_loss: 0.5482 88/2451 [>.............................] - ETA: 5:30 - loss: 710.6092 - logits_profile_predictions_loss: 699.7620 - logcount_predictions_loss: 0.5478 89/2451 [>.............................] - ETA: 5:30 - loss: 710.6275 - logits_profile_predictions_loss: 699.7869 - logcount_predictions_loss: 0.5475 90/2451 [>.............................] - ETA: 5:30 - loss: 710.6407 - logits_profile_predictions_loss: 699.8072 - logcount_predictions_loss: 0.5471 91/2451 [>.............................] - ETA: 5:30 - loss: 710.6529 - logits_profile_predictions_loss: 699.8257 - logcount_predictions_loss: 0.5468 92/2451 [>.............................] - ETA: 5:30 - loss: 710.6635 - logits_profile_predictions_loss: 699.8422 - logcount_predictions_loss: 0.5465 93/2451 [>.............................] - ETA: 5:29 - loss: 710.6574 - logits_profile_predictions_loss: 699.8415 - logcount_predictions_loss: 0.5463 94/2451 [>.............................] - ETA: 5:29 - loss: 710.6497 - logits_profile_predictions_loss: 699.8391 - logcount_predictions_loss: 0.5460 95/2451 [>.............................] - ETA: 5:29 - loss: 710.6377 - logits_profile_predictions_loss: 699.8323 - logcount_predictions_loss: 0.5457 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logits_profile_predictions_loss: 699.7367 - logcount_predictions_loss: 0.5442 103/2451 [>.............................] - ETA: 5:28 - loss: 710.4958 - logits_profile_predictions_loss: 699.7240 - logcount_predictions_loss: 0.5440 104/2451 [>.............................] - ETA: 5:28 - loss: 710.4847 - logits_profile_predictions_loss: 699.7172 - logcount_predictions_loss: 0.5438 105/2451 [>.............................] - ETA: 5:28 - loss: 710.4680 - logits_profile_predictions_loss: 699.7043 - logcount_predictions_loss: 0.5436 106/2451 [>.............................] - ETA: 5:28 - loss: 710.4447 - logits_profile_predictions_loss: 699.6850 - logcount_predictions_loss: 0.5434 107/2451 [>.............................] - ETA: 5:27 - loss: 710.4209 - logits_profile_predictions_loss: 699.6651 - logcount_predictions_loss: 0.5432 108/2451 [>.............................] - ETA: 5:27 - loss: 710.4009 - logits_profile_predictions_loss: 699.6486 - logcount_predictions_loss: 0.5430 109/2451 [>.............................] - ETA: 5:27 - loss: 710.3810 - logits_profile_predictions_loss: 699.6318 - logcount_predictions_loss: 0.5429 110/2451 [>.............................] - ETA: 5:27 - loss: 710.3608 - logits_profile_predictions_loss: 699.6141 - logcount_predictions_loss: 0.5428 111/2451 [>.............................] - ETA: 5:27 - loss: 710.3373 - logits_profile_predictions_loss: 699.5929 - logcount_predictions_loss: 0.5426 112/2451 [>.............................] - ETA: 5:27 - loss: 710.3103 - logits_profile_predictions_loss: 699.5684 - logcount_predictions_loss: 0.5425 113/2451 [>.............................] - ETA: 5:27 - loss: 710.2761 - logits_profile_predictions_loss: 699.5367 - logcount_predictions_loss: 0.5424 114/2451 [>.............................] - ETA: 5:26 - loss: 710.2470 - logits_profile_predictions_loss: 699.5103 - logcount_predictions_loss: 0.5423 115/2451 [>.............................] - ETA: 5:26 - loss: 710.2113 - 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[============================>.] - ETA: 0s - loss: 703.9675 - logits_profile_predictions_loss: 693.4552 - logcount_predictions_loss: 0.5309 2451/2451 [==============================] - ETA: 0s - loss: 703.9675 - logits_profile_predictions_loss: 693.4552 - logcount_predictions_loss: 0.5309 2451/2451 [==============================] - 359s 147ms/step - loss: 703.9674 - logits_profile_predictions_loss: 693.4551 - logcount_predictions_loss: 0.5309 - val_loss: 692.6278 - val_logits_profile_predictions_loss: 681.8749 - val_logcount_predictions_loss: 0.5431 Epoch 00012: val_loss did not improve from 687.23859 Epoch 13/50 1/2451 [..............................] - ETA: 6:46 - loss: 678.5189 - logits_profile_predictions_loss: 668.1381 - logcount_predictions_loss: 0.5243 2/2451 [..............................] - ETA: 5:43 - loss: 709.8151 - logits_profile_predictions_loss: 699.9069 - logcount_predictions_loss: 0.5004 3/2451 [..............................] - ETA: 5:43 - loss: 709.4854 - 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[..............................] - ETA: 5:31 - loss: 717.3585 - logits_profile_predictions_loss: 706.7714 - logcount_predictions_loss: 0.5347 77/2451 [..............................] - ETA: 5:31 - loss: 717.1804 - logits_profile_predictions_loss: 706.5941 - logcount_predictions_loss: 0.5347 78/2451 [..............................] - ETA: 5:31 - loss: 716.9985 - logits_profile_predictions_loss: 706.4127 - logcount_predictions_loss: 0.5346 79/2451 [..............................] - ETA: 5:31 - loss: 716.7847 - logits_profile_predictions_loss: 706.1998 - logcount_predictions_loss: 0.5346 80/2451 [..............................] - ETA: 5:30 - loss: 716.5888 - logits_profile_predictions_loss: 706.0044 - logcount_predictions_loss: 0.5346 81/2451 [..............................] - ETA: 5:30 - loss: 716.3992 - logits_profile_predictions_loss: 705.8149 - logcount_predictions_loss: 0.5346 82/2451 [>.............................] - ETA: 5:30 - loss: 716.2049 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 693.5711 - logits_profile_predictions_loss: 683.7521 - logcount_predictions_loss: 0.4959 2451/2451 [==============================] - ETA: 0s - loss: 693.5694 - logits_profile_predictions_loss: 683.7504 - logcount_predictions_loss: 0.4959 2451/2451 [==============================] - 359s 146ms/step - loss: 693.5677 - logits_profile_predictions_loss: 683.7488 - logcount_predictions_loss: 0.4959 - val_loss: 687.0153 - val_logits_profile_predictions_loss: 676.8311 - val_logcount_predictions_loss: 0.5144 Epoch 00013: val_loss improved from 687.23859 to 687.01526, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet.h5 Epoch 14/50 1/2451 [..............................] - ETA: 6:52 - loss: 625.8298 - logits_profile_predictions_loss: 612.2634 - logcount_predictions_loss: 0.6852 2/2451 [..............................] - ETA: 6:10 - loss: 657.4013 - 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[..............................] - ETA: 5:45 - loss: 670.0585 - logits_profile_predictions_loss: 659.8839 - logcount_predictions_loss: 0.5139 10/2451 [..............................] - ETA: 5:44 - loss: 670.5872 - logits_profile_predictions_loss: 660.5147 - logcount_predictions_loss: 0.5087 11/2451 [..............................] - ETA: 5:44 - loss: 671.8794 - logits_profile_predictions_loss: 661.9168 - logcount_predictions_loss: 0.5032 12/2451 [..............................] - ETA: 5:43 - loss: 672.8515 - logits_profile_predictions_loss: 662.9625 - logcount_predictions_loss: 0.4994 13/2451 [..............................] - ETA: 5:43 - loss: 673.4348 - logits_profile_predictions_loss: 663.5599 - logcount_predictions_loss: 0.4987 14/2451 [..............................] - ETA: 5:43 - loss: 673.8229 - logits_profile_predictions_loss: 663.9621 - logcount_predictions_loss: 0.4980 15/2451 [..............................] - ETA: 5:42 - loss: 674.0531 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:32 - loss: 678.5427 - logits_profile_predictions_loss: 669.1832 - logcount_predictions_loss: 0.4727 76/2451 [..............................] - ETA: 5:32 - loss: 678.5427 - logits_profile_predictions_loss: 669.1881 - logcount_predictions_loss: 0.4725 77/2451 [..............................] - ETA: 5:32 - loss: 678.5613 - logits_profile_predictions_loss: 669.2118 - logcount_predictions_loss: 0.4722 78/2451 [..............................] - ETA: 5:32 - loss: 678.5738 - logits_profile_predictions_loss: 669.2296 - logcount_predictions_loss: 0.4719 79/2451 [..............................] - ETA: 5:32 - loss: 678.5809 - logits_profile_predictions_loss: 669.2419 - logcount_predictions_loss: 0.4717 80/2451 [..............................] - ETA: 5:31 - loss: 678.5860 - logits_profile_predictions_loss: 669.2520 - logcount_predictions_loss: 0.4714 81/2451 [..............................] - ETA: 5:31 - loss: 678.6048 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 683.3352 - logits_profile_predictions_loss: 674.1428 - logcount_predictions_loss: 0.4643 2450/2451 [============================>.] - ETA: 0s - loss: 683.3353 - logits_profile_predictions_loss: 674.1429 - logcount_predictions_loss: 0.4643 2451/2451 [==============================] - ETA: 0s - loss: 683.3353 - logits_profile_predictions_loss: 674.1430 - logcount_predictions_loss: 0.4643 2451/2451 [==============================] - 360s 147ms/step - loss: 683.3354 - logits_profile_predictions_loss: 674.1430 - logcount_predictions_loss: 0.4643 - val_loss: 689.4870 - val_logits_profile_predictions_loss: 678.6739 - val_logcount_predictions_loss: 0.5461 Epoch 00014: val_loss did not improve from 687.01526 Epoch 15/50 1/2451 [..............................] - ETA: 6:52 - loss: 803.1505 - logits_profile_predictions_loss: 795.7853 - logcount_predictions_loss: 0.3720 2/2451 [..............................] - ETA: 5:58 - loss: 766.4497 - 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[..............................] - ETA: 5:43 - loss: 725.6504 - logits_profile_predictions_loss: 717.0974 - logcount_predictions_loss: 0.4320 10/2451 [..............................] - ETA: 5:43 - loss: 726.4554 - logits_profile_predictions_loss: 717.8072 - logcount_predictions_loss: 0.4368 11/2451 [..............................] - ETA: 5:42 - loss: 724.7826 - logits_profile_predictions_loss: 716.0715 - logcount_predictions_loss: 0.4400 12/2451 [..............................] - ETA: 5:42 - loss: 722.1383 - logits_profile_predictions_loss: 713.3858 - logcount_predictions_loss: 0.4420 13/2451 [..............................] - ETA: 5:42 - loss: 719.3924 - logits_profile_predictions_loss: 710.6085 - logcount_predictions_loss: 0.4436 14/2451 [..............................] - ETA: 5:41 - loss: 716.9762 - logits_profile_predictions_loss: 708.1532 - logcount_predictions_loss: 0.4456 15/2451 [..............................] - ETA: 5:41 - loss: 714.5777 - logits_profile_predictions_loss: 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29/2451 [..............................] - ETA: 5:39 - loss: 695.2476 - logits_profile_predictions_loss: 686.2543 - logcount_predictions_loss: 0.4542 30/2451 [..............................] - ETA: 5:38 - loss: 694.3833 - logits_profile_predictions_loss: 685.3847 - logcount_predictions_loss: 0.4545 31/2451 [..............................] - ETA: 5:38 - loss: 693.6283 - logits_profile_predictions_loss: 684.6186 - logcount_predictions_loss: 0.4550 32/2451 [..............................] - ETA: 5:38 - loss: 692.9649 - logits_profile_predictions_loss: 683.9452 - logcount_predictions_loss: 0.4555 33/2451 [..............................] - ETA: 5:38 - loss: 692.2981 - logits_profile_predictions_loss: 683.2711 - logcount_predictions_loss: 0.4559 34/2451 [..............................] - ETA: 5:38 - loss: 691.7339 - logits_profile_predictions_loss: 682.7024 - logcount_predictions_loss: 0.4561 35/2451 [..............................] - ETA: 5:38 - loss: 691.2214 - 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[..............................] - ETA: 5:37 - loss: 688.4614 - logits_profile_predictions_loss: 679.3511 - logcount_predictions_loss: 0.4601 43/2451 [..............................] - ETA: 5:36 - loss: 688.0831 - logits_profile_predictions_loss: 678.9647 - logcount_predictions_loss: 0.4605 44/2451 [..............................] - ETA: 5:36 - loss: 687.7595 - logits_profile_predictions_loss: 678.6334 - logcount_predictions_loss: 0.4609 45/2451 [..............................] - ETA: 5:36 - loss: 687.4899 - logits_profile_predictions_loss: 678.3565 - logcount_predictions_loss: 0.4613 46/2451 [..............................] - ETA: 5:36 - loss: 687.2131 - logits_profile_predictions_loss: 678.0727 - logcount_predictions_loss: 0.4616 47/2451 [..............................] - ETA: 5:36 - loss: 686.9164 - logits_profile_predictions_loss: 677.7698 - logcount_predictions_loss: 0.4619 48/2451 [..............................] - ETA: 5:36 - loss: 686.6748 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 4:41 - loss: 682.5727 - logits_profile_predictions_loss: 673.4888 - logcount_predictions_loss: 0.4588 434/2451 [====>.........................] - ETA: 4:41 - loss: 682.5692 - logits_profile_predictions_loss: 673.4857 - logcount_predictions_loss: 0.4588 435/2451 [====>.........................] - ETA: 4:41 - loss: 682.5660 - logits_profile_predictions_loss: 673.4828 - logcount_predictions_loss: 0.4587 436/2451 [====>.........................] - ETA: 4:41 - loss: 682.5637 - logits_profile_predictions_loss: 673.4809 - logcount_predictions_loss: 0.4587 437/2451 [====>.........................] - ETA: 4:41 - loss: 682.5623 - logits_profile_predictions_loss: 673.4799 - logcount_predictions_loss: 0.4587 438/2451 [====>.........................] - ETA: 4:41 - loss: 682.5612 - logits_profile_predictions_loss: 673.4792 - logcount_predictions_loss: 0.4587 439/2451 [====>.........................] - ETA: 4:40 - loss: 682.5598 - logits_profile_predictions_loss: 673.4781 - logcount_predictions_loss: 0.4587 440/2451 [====>.........................] - ETA: 4:40 - loss: 682.5589 - logits_profile_predictions_loss: 673.4776 - logcount_predictions_loss: 0.4586 441/2451 [====>.........................] - ETA: 4:40 - loss: 682.5582 - logits_profile_predictions_loss: 673.4773 - logcount_predictions_loss: 0.4586 442/2451 [====>.........................] - ETA: 4:40 - loss: 682.5581 - logits_profile_predictions_loss: 673.4775 - logcount_predictions_loss: 0.4586 443/2451 [====>.........................] - ETA: 4:40 - loss: 682.5580 - logits_profile_predictions_loss: 673.4778 - logcount_predictions_loss: 0.4586 444/2451 [====>.........................] - ETA: 4:40 - loss: 682.5575 - logits_profile_predictions_loss: 673.4776 - logcount_predictions_loss: 0.4586 445/2451 [====>.........................] - ETA: 4:40 - loss: 682.5565 - logits_profile_predictions_loss: 673.4770 - logcount_predictions_loss: 0.4586 446/2451 [====>.........................] - ETA: 4:40 - loss: 682.5557 - logits_profile_predictions_loss: 673.4766 - logcount_predictions_loss: 0.4585 447/2451 [====>.........................] - ETA: 4:39 - loss: 682.5551 - logits_profile_predictions_loss: 673.4763 - logcount_predictions_loss: 0.4585 448/2451 [====>.........................] - ETA: 4:39 - loss: 682.5551 - logits_profile_predictions_loss: 673.4767 - logcount_predictions_loss: 0.4585 449/2451 [====>.........................] - ETA: 4:39 - loss: 682.5542 - logits_profile_predictions_loss: 673.4762 - logcount_predictions_loss: 0.4585 450/2451 [====>.........................] - ETA: 4:39 - loss: 682.5533 - logits_profile_predictions_loss: 673.4756 - logcount_predictions_loss: 0.4585 451/2451 [====>.........................] - ETA: 4:39 - loss: 682.5515 - logits_profile_predictions_loss: 673.4742 - logcount_predictions_loss: 0.4585 452/2451 [====>.........................] - ETA: 4:39 - loss: 682.5501 - 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[============================>.] - ETA: 0s - loss: 680.3091 - logits_profile_predictions_loss: 671.3738 - logcount_predictions_loss: 0.4513 2450/2451 [============================>.] - ETA: 0s - loss: 680.3084 - logits_profile_predictions_loss: 671.3730 - logcount_predictions_loss: 0.4513 2451/2451 [==============================] - ETA: 0s - loss: 680.3076 - logits_profile_predictions_loss: 671.3723 - logcount_predictions_loss: 0.4513 2451/2451 [==============================] - 359s 147ms/step - loss: 680.3069 - logits_profile_predictions_loss: 671.3715 - logcount_predictions_loss: 0.4513 - val_loss: 688.4949 - val_logits_profile_predictions_loss: 676.4561 - val_logcount_predictions_loss: 0.6080 Epoch 00015: val_loss did not improve from 687.01526 Epoch 16/50 1/2451 [..............................] - ETA: 6:52 - loss: 688.3378 - logits_profile_predictions_loss: 681.0354 - logcount_predictions_loss: 0.3688 2/2451 [..............................] - ETA: 5:53 - loss: 687.5356 - 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[..............................] - ETA: 5:43 - loss: 692.4369 - logits_profile_predictions_loss: 682.1743 - logcount_predictions_loss: 0.5183 10/2451 [..............................] - ETA: 5:42 - loss: 691.4146 - logits_profile_predictions_loss: 681.1828 - logcount_predictions_loss: 0.5168 11/2451 [..............................] - ETA: 5:42 - loss: 690.6017 - logits_profile_predictions_loss: 680.4128 - logcount_predictions_loss: 0.5146 12/2451 [..............................] - ETA: 5:42 - loss: 689.7371 - logits_profile_predictions_loss: 679.5913 - logcount_predictions_loss: 0.5124 13/2451 [..............................] - ETA: 5:41 - loss: 689.2860 - logits_profile_predictions_loss: 679.1864 - logcount_predictions_loss: 0.5101 14/2451 [..............................] - ETA: 5:41 - loss: 688.3660 - logits_profile_predictions_loss: 678.3142 - logcount_predictions_loss: 0.5077 15/2451 [..............................] - ETA: 5:41 - loss: 687.6293 - logits_profile_predictions_loss: 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[===>..........................] - ETA: 4:56 - loss: 673.4142 - logits_profile_predictions_loss: 664.4802 - logcount_predictions_loss: 0.4512 330/2451 [===>..........................] - ETA: 4:56 - loss: 673.4119 - logits_profile_predictions_loss: 664.4784 - logcount_predictions_loss: 0.4512 331/2451 [===>..........................] - ETA: 4:56 - loss: 673.4092 - logits_profile_predictions_loss: 664.4762 - logcount_predictions_loss: 0.4512 332/2451 [===>..........................] - ETA: 4:56 - loss: 673.4061 - logits_profile_predictions_loss: 664.4737 - logcount_predictions_loss: 0.4511 333/2451 [===>..........................] - ETA: 4:56 - loss: 673.4040 - logits_profile_predictions_loss: 664.4721 - logcount_predictions_loss: 0.4511 334/2451 [===>..........................] - ETA: 4:56 - loss: 673.4027 - logits_profile_predictions_loss: 664.4713 - logcount_predictions_loss: 0.4511 335/2451 [===>..........................] - ETA: 4:55 - loss: 673.4021 - 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[===>..........................] - ETA: 4:54 - loss: 673.4000 - logits_profile_predictions_loss: 664.4729 - logcount_predictions_loss: 0.4509 343/2451 [===>..........................] - ETA: 4:54 - loss: 673.4003 - logits_profile_predictions_loss: 664.4737 - logcount_predictions_loss: 0.4508 344/2451 [===>..........................] - ETA: 4:54 - loss: 673.4003 - logits_profile_predictions_loss: 664.4743 - logcount_predictions_loss: 0.4508 345/2451 [===>..........................] - ETA: 4:54 - loss: 673.3994 - logits_profile_predictions_loss: 664.4738 - logcount_predictions_loss: 0.4508 346/2451 [===>..........................] - ETA: 4:54 - loss: 673.3985 - logits_profile_predictions_loss: 664.4735 - logcount_predictions_loss: 0.4508 347/2451 [===>..........................] - ETA: 4:54 - loss: 673.3984 - logits_profile_predictions_loss: 664.4739 - logcount_predictions_loss: 0.4507 348/2451 [===>..........................] - ETA: 4:54 - loss: 673.3976 - 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[============================>.] - ETA: 0s - loss: 674.5710 - logits_profile_predictions_loss: 665.7869 - logcount_predictions_loss: 0.4437 2450/2451 [============================>.] - ETA: 0s - loss: 674.5708 - logits_profile_predictions_loss: 665.7866 - logcount_predictions_loss: 0.4437 2451/2451 [==============================] - ETA: 0s - loss: 674.5706 - logits_profile_predictions_loss: 665.7864 - logcount_predictions_loss: 0.4437 2451/2451 [==============================] - 363s 148ms/step - loss: 674.5704 - logits_profile_predictions_loss: 665.7862 - logcount_predictions_loss: 0.4437 - val_loss: 689.3870 - val_logits_profile_predictions_loss: 679.3688 - val_logcount_predictions_loss: 0.5060 Epoch 00016: val_loss did not improve from 687.01526 Epoch 17/50 1/2451 [..............................] - ETA: 6:49 - loss: 756.5728 - logits_profile_predictions_loss: 748.7168 - logcount_predictions_loss: 0.3968 2/2451 [..............................] - ETA: 6:10 - loss: 735.3332 - 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[..............................] - ETA: 5:37 - loss: 662.9302 - logits_profile_predictions_loss: 654.9704 - logcount_predictions_loss: 0.4020 43/2451 [..............................] - ETA: 5:36 - loss: 662.7662 - logits_profile_predictions_loss: 654.7993 - logcount_predictions_loss: 0.4024 44/2451 [..............................] - ETA: 5:36 - loss: 662.6340 - logits_profile_predictions_loss: 654.6614 - logcount_predictions_loss: 0.4027 45/2451 [..............................] - ETA: 5:36 - loss: 662.4554 - logits_profile_predictions_loss: 654.4780 - logcount_predictions_loss: 0.4029 46/2451 [..............................] - ETA: 5:36 - loss: 662.2823 - logits_profile_predictions_loss: 654.2991 - logcount_predictions_loss: 0.4032 47/2451 [..............................] - ETA: 5:36 - loss: 662.1028 - logits_profile_predictions_loss: 654.1134 - logcount_predictions_loss: 0.4035 48/2451 [..............................] - ETA: 5:36 - loss: 661.9244 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:32 - loss: 659.3868 - logits_profile_predictions_loss: 651.2870 - logcount_predictions_loss: 0.4091 76/2451 [..............................] - ETA: 5:31 - loss: 659.4066 - logits_profile_predictions_loss: 651.3047 - logcount_predictions_loss: 0.4092 77/2451 [..............................] - ETA: 5:31 - loss: 659.4266 - logits_profile_predictions_loss: 651.3227 - logcount_predictions_loss: 0.4093 78/2451 [..............................] - ETA: 5:31 - loss: 659.4510 - logits_profile_predictions_loss: 651.3455 - logcount_predictions_loss: 0.4094 79/2451 [..............................] - ETA: 5:31 - loss: 659.4669 - logits_profile_predictions_loss: 651.3601 - logcount_predictions_loss: 0.4094 80/2451 [..............................] - ETA: 5:31 - loss: 659.4915 - logits_profile_predictions_loss: 651.3829 - logcount_predictions_loss: 0.4095 81/2451 [..............................] - ETA: 5:31 - loss: 659.5152 - logits_profile_predictions_loss: 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[============================>.] - ETA: 0s - loss: 664.7968 - logits_profile_predictions_loss: 656.4851 - logcount_predictions_loss: 0.4198 2450/2451 [============================>.] - ETA: 0s - loss: 664.7976 - logits_profile_predictions_loss: 656.4859 - logcount_predictions_loss: 0.4198 2451/2451 [==============================] - ETA: 0s - loss: 664.7984 - logits_profile_predictions_loss: 656.4867 - logcount_predictions_loss: 0.4198 2451/2451 [==============================] - 358s 146ms/step - loss: 664.7992 - logits_profile_predictions_loss: 656.4875 - logcount_predictions_loss: 0.4198 - val_loss: 692.9226 - val_logits_profile_predictions_loss: 682.9647 - val_logcount_predictions_loss: 0.5029 Epoch 00017: val_loss did not improve from 687.01526 Epoch 18/50 1/2451 [..............................] - ETA: 6:50 - loss: 772.8650 - logits_profile_predictions_loss: 765.7754 - logcount_predictions_loss: 0.3581 2/2451 [..............................] - ETA: 5:42 - loss: 736.6013 - 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[..............................] - ETA: 5:39 - loss: 692.7505 - logits_profile_predictions_loss: 684.9951 - logcount_predictions_loss: 0.3917 10/2451 [..............................] - ETA: 5:39 - loss: 689.8696 - logits_profile_predictions_loss: 682.1978 - logcount_predictions_loss: 0.3875 11/2451 [..............................] - ETA: 5:39 - loss: 687.6357 - logits_profile_predictions_loss: 680.0397 - logcount_predictions_loss: 0.3836 12/2451 [..............................] - ETA: 5:39 - loss: 685.6004 - logits_profile_predictions_loss: 678.0537 - logcount_predictions_loss: 0.3811 13/2451 [..............................] - ETA: 5:38 - loss: 684.0477 - logits_profile_predictions_loss: 676.5241 - logcount_predictions_loss: 0.3800 14/2451 [..............................] - ETA: 5:38 - loss: 682.1572 - logits_profile_predictions_loss: 674.6374 - logcount_predictions_loss: 0.3798 15/2451 [..............................] - ETA: 5:38 - loss: 680.5081 - logits_profile_predictions_loss: 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29/2451 [..............................] - ETA: 5:36 - loss: 669.7639 - logits_profile_predictions_loss: 662.2771 - logcount_predictions_loss: 0.3781 30/2451 [..............................] - ETA: 5:36 - loss: 669.5161 - logits_profile_predictions_loss: 662.0371 - logcount_predictions_loss: 0.3777 31/2451 [..............................] - ETA: 5:36 - loss: 669.2383 - logits_profile_predictions_loss: 661.7641 - logcount_predictions_loss: 0.3775 32/2451 [..............................] - ETA: 5:36 - loss: 669.0687 - logits_profile_predictions_loss: 661.5968 - logcount_predictions_loss: 0.3774 33/2451 [..............................] - ETA: 5:36 - loss: 668.9495 - logits_profile_predictions_loss: 661.4786 - logcount_predictions_loss: 0.3773 34/2451 [..............................] - ETA: 5:35 - loss: 668.7765 - logits_profile_predictions_loss: 661.3085 - logcount_predictions_loss: 0.3772 35/2451 [..............................] - ETA: 5:35 - loss: 668.6918 - 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[..............................] - ETA: 5:34 - loss: 668.4922 - logits_profile_predictions_loss: 661.0511 - logcount_predictions_loss: 0.3758 43/2451 [..............................] - ETA: 5:34 - loss: 668.5283 - logits_profile_predictions_loss: 661.0912 - logcount_predictions_loss: 0.3756 44/2451 [..............................] - ETA: 5:34 - loss: 668.5290 - logits_profile_predictions_loss: 661.0969 - logcount_predictions_loss: 0.3754 45/2451 [..............................] - ETA: 5:34 - loss: 668.5409 - logits_profile_predictions_loss: 661.1148 - logcount_predictions_loss: 0.3751 46/2451 [..............................] - ETA: 5:34 - loss: 668.5201 - logits_profile_predictions_loss: 661.0998 - logcount_predictions_loss: 0.3748 47/2451 [..............................] - ETA: 5:34 - loss: 668.4801 - logits_profile_predictions_loss: 661.0649 - logcount_predictions_loss: 0.3745 48/2451 [..............................] - ETA: 5:33 - loss: 668.4436 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:30 - loss: 666.7566 - logits_profile_predictions_loss: 659.3924 - logcount_predictions_loss: 0.3719 76/2451 [..............................] - ETA: 5:29 - loss: 666.6869 - logits_profile_predictions_loss: 659.3224 - logcount_predictions_loss: 0.3719 77/2451 [..............................] - ETA: 5:29 - loss: 666.6196 - logits_profile_predictions_loss: 659.2546 - logcount_predictions_loss: 0.3720 78/2451 [..............................] - ETA: 5:29 - loss: 666.5614 - logits_profile_predictions_loss: 659.1954 - logcount_predictions_loss: 0.3720 79/2451 [..............................] - ETA: 5:29 - loss: 666.4991 - logits_profile_predictions_loss: 659.1322 - logcount_predictions_loss: 0.3721 80/2451 [..............................] - ETA: 5:29 - loss: 666.4364 - logits_profile_predictions_loss: 659.0689 - logcount_predictions_loss: 0.3721 81/2451 [..............................] - ETA: 5:29 - loss: 666.3758 - logits_profile_predictions_loss: 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[>.............................] - ETA: 5:25 - loss: 664.8576 - logits_profile_predictions_loss: 657.4570 - logcount_predictions_loss: 0.3738 109/2451 [>.............................] - ETA: 5:25 - loss: 664.7988 - logits_profile_predictions_loss: 657.3966 - logcount_predictions_loss: 0.3738 110/2451 [>.............................] - ETA: 5:25 - loss: 664.7358 - logits_profile_predictions_loss: 657.3321 - logcount_predictions_loss: 0.3739 111/2451 [>.............................] - ETA: 5:25 - loss: 664.6696 - logits_profile_predictions_loss: 657.2643 - logcount_predictions_loss: 0.3740 112/2451 [>.............................] - ETA: 5:24 - loss: 664.6036 - logits_profile_predictions_loss: 657.1968 - logcount_predictions_loss: 0.3741 113/2451 [>.............................] - ETA: 5:24 - loss: 664.5389 - logits_profile_predictions_loss: 657.1305 - logcount_predictions_loss: 0.3742 114/2451 [>.............................] - ETA: 5:24 - loss: 664.4759 - 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[====>.........................] - ETA: 4:40 - loss: 660.1019 - logits_profile_predictions_loss: 652.3801 - logcount_predictions_loss: 0.3900 434/2451 [====>.........................] - ETA: 4:40 - loss: 660.1006 - logits_profile_predictions_loss: 652.3779 - logcount_predictions_loss: 0.3900 435/2451 [====>.........................] - ETA: 4:40 - loss: 660.1000 - logits_profile_predictions_loss: 652.3766 - logcount_predictions_loss: 0.3901 436/2451 [====>.........................] - ETA: 4:39 - loss: 660.0994 - logits_profile_predictions_loss: 652.3752 - logcount_predictions_loss: 0.3901 437/2451 [====>.........................] - ETA: 4:39 - loss: 660.0990 - logits_profile_predictions_loss: 652.3741 - logcount_predictions_loss: 0.3901 438/2451 [====>.........................] - ETA: 4:39 - loss: 660.0981 - logits_profile_predictions_loss: 652.3724 - logcount_predictions_loss: 0.3902 439/2451 [====>.........................] - ETA: 4:39 - loss: 660.0971 - 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[====>.........................] - ETA: 4:36 - loss: 660.1137 - logits_profile_predictions_loss: 652.3721 - logcount_predictions_loss: 0.3910 460/2451 [====>.........................] - ETA: 4:36 - loss: 660.1158 - logits_profile_predictions_loss: 652.3734 - logcount_predictions_loss: 0.3910 461/2451 [====>.........................] - ETA: 4:36 - loss: 660.1176 - logits_profile_predictions_loss: 652.3745 - logcount_predictions_loss: 0.3911 462/2451 [====>.........................] - ETA: 4:36 - loss: 660.1192 - logits_profile_predictions_loss: 652.3754 - logcount_predictions_loss: 0.3911 463/2451 [====>.........................] - ETA: 4:36 - loss: 660.1208 - logits_profile_predictions_loss: 652.3763 - logcount_predictions_loss: 0.3911 464/2451 [====>.........................] - ETA: 4:36 - loss: 660.1231 - logits_profile_predictions_loss: 652.3779 - logcount_predictions_loss: 0.3912 465/2451 [====>.........................] - ETA: 4:35 - loss: 660.1252 - 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[=====>........................] - ETA: 4:31 - loss: 660.2731 - logits_profile_predictions_loss: 652.5068 - logcount_predictions_loss: 0.3922 499/2451 [=====>........................] - ETA: 4:31 - loss: 660.2773 - logits_profile_predictions_loss: 652.5104 - logcount_predictions_loss: 0.3923 500/2451 [=====>........................] - ETA: 4:31 - loss: 660.2813 - logits_profile_predictions_loss: 652.5138 - logcount_predictions_loss: 0.3923 501/2451 [=====>........................] - ETA: 4:30 - loss: 660.2853 - logits_profile_predictions_loss: 652.5173 - logcount_predictions_loss: 0.3923 502/2451 [=====>........................] - ETA: 4:30 - loss: 660.2891 - logits_profile_predictions_loss: 652.5205 - logcount_predictions_loss: 0.3923 503/2451 [=====>........................] - ETA: 4:30 - loss: 660.2933 - logits_profile_predictions_loss: 652.5241 - logcount_predictions_loss: 0.3924 504/2451 [=====>........................] - ETA: 4:30 - loss: 660.2973 - 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[=====>........................] - ETA: 4:29 - loss: 660.3274 - logits_profile_predictions_loss: 652.5540 - logcount_predictions_loss: 0.3926 512/2451 [=====>........................] - ETA: 4:29 - loss: 660.3322 - logits_profile_predictions_loss: 652.5582 - logcount_predictions_loss: 0.3926 513/2451 [=====>........................] - ETA: 4:29 - loss: 660.3370 - logits_profile_predictions_loss: 652.5625 - logcount_predictions_loss: 0.3926 514/2451 [=====>........................] - ETA: 4:29 - loss: 660.3416 - logits_profile_predictions_loss: 652.5666 - logcount_predictions_loss: 0.3927 515/2451 [=====>........................] - ETA: 4:29 - loss: 660.3460 - logits_profile_predictions_loss: 652.5705 - logcount_predictions_loss: 0.3927 516/2451 [=====>........................] - ETA: 4:28 - loss: 660.3499 - logits_profile_predictions_loss: 652.5738 - logcount_predictions_loss: 0.3927 517/2451 [=====>........................] - ETA: 4:28 - loss: 660.3534 - 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[============================>.] - ETA: 4s - loss: 661.4958 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2417/2451 [============================>.] - ETA: 4s - loss: 661.4958 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2418/2451 [============================>.] - ETA: 4s - loss: 661.4958 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2419/2451 [============================>.] - ETA: 4s - loss: 661.4958 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2420/2451 [============================>.] - ETA: 4s - loss: 661.4958 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2421/2451 [============================>.] - ETA: 4s - loss: 661.4959 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2422/2451 [============================>.] - ETA: 4s - loss: 661.4959 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2423/2451 [============================>.] - ETA: 3s - loss: 661.4959 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2424/2451 [============================>.] - ETA: 3s - loss: 661.4958 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2425/2451 [============================>.] - ETA: 3s - loss: 661.4959 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2426/2451 [============================>.] - ETA: 3s - loss: 661.4959 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2427/2451 [============================>.] - ETA: 3s - loss: 661.4959 - logits_profile_predictions_loss: 653.4688 - logcount_predictions_loss: 0.4054 2428/2451 [============================>.] - ETA: 3s - loss: 661.4959 - logits_profile_predictions_loss: 653.4688 - logcount_predictions_loss: 0.4054 2429/2451 [============================>.] - ETA: 3s - loss: 661.4960 - logits_profile_predictions_loss: 653.4688 - logcount_predictions_loss: 0.4054 2430/2451 [============================>.] - ETA: 2s - loss: 661.4960 - logits_profile_predictions_loss: 653.4689 - logcount_predictions_loss: 0.4054 2431/2451 [============================>.] - ETA: 2s - loss: 661.4960 - logits_profile_predictions_loss: 653.4689 - logcount_predictions_loss: 0.4054 2432/2451 [============================>.] - ETA: 2s - loss: 661.4960 - logits_profile_predictions_loss: 653.4689 - logcount_predictions_loss: 0.4054 2433/2451 [============================>.] - ETA: 2s - loss: 661.4960 - logits_profile_predictions_loss: 653.4689 - logcount_predictions_loss: 0.4054 2434/2451 [============================>.] - ETA: 2s - loss: 661.4960 - logits_profile_predictions_loss: 653.4689 - logcount_predictions_loss: 0.4054 2435/2451 [============================>.] - ETA: 2s - loss: 661.4960 - logits_profile_predictions_loss: 653.4689 - logcount_predictions_loss: 0.4054 2436/2451 [============================>.] - ETA: 2s - loss: 661.4960 - logits_profile_predictions_loss: 653.4689 - logcount_predictions_loss: 0.4054 2437/2451 [============================>.] - ETA: 1s - loss: 661.4960 - logits_profile_predictions_loss: 653.4689 - logcount_predictions_loss: 0.4054 2438/2451 [============================>.] - ETA: 1s - loss: 661.4960 - logits_profile_predictions_loss: 653.4688 - logcount_predictions_loss: 0.4054 2439/2451 [============================>.] - ETA: 1s - loss: 661.4959 - logits_profile_predictions_loss: 653.4688 - logcount_predictions_loss: 0.4054 2440/2451 [============================>.] - ETA: 1s - loss: 661.4959 - logits_profile_predictions_loss: 653.4688 - logcount_predictions_loss: 0.4054 2441/2451 [============================>.] - ETA: 1s - loss: 661.4959 - logits_profile_predictions_loss: 653.4688 - logcount_predictions_loss: 0.4054 2442/2451 [============================>.] - ETA: 1s - loss: 661.4959 - logits_profile_predictions_loss: 653.4688 - logcount_predictions_loss: 0.4054 2443/2451 [============================>.] - ETA: 1s - loss: 661.4959 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2444/2451 [============================>.] - ETA: 0s - loss: 661.4959 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2445/2451 [============================>.] - ETA: 0s - loss: 661.4958 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2446/2451 [============================>.] - ETA: 0s - loss: 661.4958 - logits_profile_predictions_loss: 653.4687 - logcount_predictions_loss: 0.4054 2447/2451 [============================>.] - ETA: 0s - loss: 661.4958 - logits_profile_predictions_loss: 653.4686 - logcount_predictions_loss: 0.4054 2448/2451 [============================>.] - ETA: 0s - loss: 661.4957 - logits_profile_predictions_loss: 653.4685 - logcount_predictions_loss: 0.4054 2449/2451 [============================>.] - ETA: 0s - loss: 661.4956 - logits_profile_predictions_loss: 653.4685 - logcount_predictions_loss: 0.4054 2450/2451 [============================>.] - ETA: 0s - loss: 661.4956 - logits_profile_predictions_loss: 653.4684 - logcount_predictions_loss: 0.4054 2451/2451 [==============================] - ETA: 0s - loss: 661.4955 - logits_profile_predictions_loss: 653.4684 - logcount_predictions_loss: 0.4054 2451/2451 [==============================] - 358s 146ms/step - loss: 661.4954 - logits_profile_predictions_loss: 653.4683 - logcount_predictions_loss: 0.4054 - val_loss: 690.6143 - val_logits_profile_predictions_loss: 680.5587 - val_logcount_predictions_loss: 0.5079 Epoch 00018: val_loss did not improve from 687.01526 Restoring model weights from the end of the best epoch. Epoch 00018: early stopping save model save model without bias 2022-10-13_13-28-44: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR622HTS//preprocessing/bigWigs/ENCSR622HTS.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(40134, 10) loading nonpeaks... got split:test for bed regions:(45642, 10) 0/336 100/336 200/336 300/336 2022-10-13_13-32-47: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR622HTS//preprocessing/bigWigs/ENCSR622HTS.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(40134, 10) loading nonpeaks... got split:test for bed regions:(45642, 10) 0/336 100/336 200/336 300/336 2022-10-13_13-36-08: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/predict.py \ --genome=/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ --bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR622HTS//preprocessing/bigWigs/ENCSR622HTS.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed \ --chr_fold_path=/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json \ --inputlen=2114 \ --outputlen=1000 \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(40134, 10) loading nonpeaks... got split:test for bed regions:(45642, 10) 0/336 100/336 200/336 300/336 2022-10-13_13-38-23: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//footprints 2022-10-13_13-38-23: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//footprints/corrected \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model_1" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ wo_bias_bpnet_1st_conv (Conv1D) (None, 2094, 512) 43520 sequence[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1conv (Conv1D) (None, 2090, 512) 786944 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_1crop (Cropping1D (None, 2090, 512) 0 wo_bias_bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 512) 0 wo_bias_bpnet_1conv[0][0] wo_bias_bpnet_1crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2conv (Conv1D) (None, 2082, 512) 786944 add[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_2crop (Cropping1D (None, 2082, 512) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 512) 0 wo_bias_bpnet_2conv[0][0] wo_bias_bpnet_2crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3conv (Conv1D) (None, 2066, 512) 786944 add_1[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_3crop (Cropping1D (None, 2066, 512) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 512) 0 wo_bias_bpnet_3conv[0][0] wo_bias_bpnet_3crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4conv (Conv1D) (None, 2034, 512) 786944 add_2[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_4crop (Cropping1D (None, 2034, 512) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 512) 0 wo_bias_bpnet_4conv[0][0] wo_bias_bpnet_4crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5conv (Conv1D) (None, 1970, 512) 786944 add_3[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_5crop (Cropping1D (None, 1970, 512) 0 add_3[0][0] __________________________________________________________________________________________________ add_4 (Add) (None, 1970, 512) 0 wo_bias_bpnet_5conv[0][0] wo_bias_bpnet_5crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6conv (Conv1D) (None, 1842, 512) 786944 add_4[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_6crop (Cropping1D (None, 1842, 512) 0 add_4[0][0] __________________________________________________________________________________________________ add_5 (Add) (None, 1842, 512) 0 wo_bias_bpnet_6conv[0][0] wo_bias_bpnet_6crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7conv (Conv1D) (None, 1586, 512) 786944 add_5[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_7crop (Cropping1D (None, 1586, 512) 0 add_5[0][0] __________________________________________________________________________________________________ add_6 (Add) (None, 1586, 512) 0 wo_bias_bpnet_7conv[0][0] wo_bias_bpnet_7crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8conv (Conv1D) (None, 1074, 512) 786944 add_6[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_8crop (Cropping1D (None, 1074, 512) 0 add_6[0][0] __________________________________________________________________________________________________ add_7 (Add) (None, 1074, 512) 0 wo_bias_bpnet_8conv[0][0] wo_bias_bpnet_8crop[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_prof_out_precrop (None, 1000, 1) 38401 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logitt_before_fla (None, 1000, 1) 0 wo_bias_bpnet_prof_out_precrop[0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 512) 0 add_7[0][0] __________________________________________________________________________________________________ wo_bias_bpnet_logits_profile_pr (None, 1000) 0 wo_bias_bpnet_logitt_before_flatt __________________________________________________________________________________________________ wo_bias_bpnet_logcount_predicti (None, 1) 513 gap[0][0] ================================================================================================== Total params: 6,377,986 Trainable params: 6,377,986 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/38 [..............................] - ETA: 3:51 3/38 [=>............................] - ETA: 11s  4/38 [==>...........................] - ETA: 14s 5/38 [==>...........................] - ETA: 15s 6/38 [===>..........................] - ETA: 16s 7/38 [====>.........................] - ETA: 16s 8/38 [=====>........................] - ETA: 16s 9/38 [======>.......................] - ETA: 15s 10/38 [======>.......................] - ETA: 15s 11/38 [=======>......................] - ETA: 15s 12/38 [========>.....................] - ETA: 14s 13/38 [=========>....................] - ETA: 14s 14/38 [==========>...................] - ETA: 13s 15/38 [==========>...................] - ETA: 13s 16/38 [===========>..................] - ETA: 12s 17/38 [============>.................] - ETA: 12s 18/38 [=============>................] - ETA: 11s 19/38 [==============>...............] - ETA: 11s 20/38 [==============>...............] - ETA: 10s 21/38 [===============>..............] - ETA: 10s 22/38 [================>.............] - ETA: 9s  23/38 [=================>............] - ETA: 8s 24/38 [=================>............] - ETA: 8s 25/38 [==================>...........] - ETA: 7s 26/38 [===================>..........] - ETA: 7s 27/38 [====================>.........] - ETA: 6s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 5s 30/38 [======================>.......] - ETA: 4s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 3s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 1s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 30s 630ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 22s 3/38 [=>............................] - ETA: 21s 4/38 [==>...........................] - ETA: 21s 5/38 [==>...........................] - ETA: 20s 6/38 [===>..........................] - ETA: 19s 7/38 [====>.........................] - ETA: 19s 8/38 [=====>........................] - ETA: 18s 9/38 [======>.......................] - ETA: 18s 10/38 [======>.......................] - ETA: 17s 11/38 [=======>......................] - ETA: 16s 12/38 [========>.....................] - ETA: 16s 13/38 [=========>....................] - ETA: 15s 14/38 [==========>...................] - ETA: 14s 15/38 [==========>...................] - ETA: 14s 16/38 [===========>..................] - ETA: 13s 17/38 [============>.................] - ETA: 13s 18/38 [=============>................] - ETA: 12s 19/38 [==============>...............] - ETA: 11s 20/38 [==============>...............] - ETA: 11s 21/38 [===============>..............] - ETA: 10s 22/38 [================>.............] - ETA: 9s  23/38 [=================>............] - ETA: 9s 24/38 [=================>............] - ETA: 8s 25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 7s 27/38 [====================>.........] - ETA: 6s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 5s 30/38 [======================>.......] - ETA: 4s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 3s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 1s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 23s 625ms/step inserting motif: dnase_2 TGTACTTACGAA 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 22s 3/38 [=>............................] - ETA: 21s 4/38 [==>...........................] - ETA: 21s 5/38 [==>...........................] - ETA: 20s 6/38 [===>..........................] - ETA: 19s 7/38 [====>.........................] - ETA: 19s 8/38 [=====>........................] - ETA: 18s 9/38 [======>.......................] - ETA: 18s 10/38 [======>.......................] - ETA: 17s 11/38 [=======>......................] - ETA: 16s 12/38 [========>.....................] - ETA: 16s 13/38 [=========>....................] - ETA: 15s 14/38 [==========>...................] - ETA: 14s 15/38 [==========>...................] - ETA: 14s 16/38 [===========>..................] - ETA: 13s 17/38 [============>.................] - ETA: 13s 18/38 [=============>................] - ETA: 12s 19/38 [==============>...............] - ETA: 11s 20/38 [==============>...............] - ETA: 11s 21/38 [===============>..............] - ETA: 10s 22/38 [================>.............] - ETA: 9s  23/38 [=================>............] - ETA: 9s 24/38 [=================>............] - ETA: 8s 25/38 [==================>...........] - ETA: 8s 26/38 [===================>..........] - ETA: 7s 27/38 [====================>.........] - ETA: 6s 28/38 [=====================>........] - ETA: 6s 29/38 [=====================>........] - ETA: 5s 30/38 [======================>.......] - ETA: 4s 31/38 [=======================>......] - ETA: 4s 32/38 [========================>.....] - ETA: 3s 33/38 [=========================>....] - ETA: 3s 34/38 [=========================>....] - ETA: 2s 35/38 [==========================>...] - ETA: 1s 36/38 [===========================>..] - ETA: 1s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 23s 625ms/step 1/38 [..............................] - ETA: 0s 2/38 [>.............................] - ETA: 22s 3/38 [=>............................] - ETA: 21s 4/38 [==>...........................] - ETA: 21s 5/38 [==>...........................] - ETA: 20s 6/38 [===>..........................] - ETA: 19s 7/38 [====>.........................] - ETA: 19s 8/38 [=====>........................] - ETA: 18s 9/38 [======>.......................] - ETA: 18s 10/38 [======>.......................] - ETA: 17s 11/38 [=======>......................] - ETA: 16s 12/38 [========>.....................] - ETA: 16s 13/38 [=========>....................] - ETA: 15s 14/38 [==========>...................] - ETA: 14s 15/38 [==========>...................] - ETA: 14s 16/38 [===========>..................] - ETA: 13s 17/38 [============>.................] - ETA: 13s 18/38 [=============>................] - ETA: 12s 19/38 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[==============================] - 23s 626ms/step Saving marginal footprints 2022-10-13_13-40-26: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//footprints 2022-10-13_13-40-26: python /home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/evaluation/marginal_footprints/marginal_footprinting.py \ -g /scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa \ -r /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR622HTS//chrombppnet_model_encsr880cub_bias_fold_4//footprints/bias \ -pwm_f src/evaluation/marginal_footprints/motif_to_pwm.tsv \ -mo dnase_1,dnase_2 MOTIF_NAME MOTIF_PWM_FWD 0 tn5_1 GCACAGTACAGAGCTG 1 tn5_2 GTGCACAGTTCTAGAGTGTGCAG 2 tn5_3 CCTCTACACTGTGCAGAA 3 tn5_4 GCACAGTTCTAGACTGTGCAG 4 tn5_5 CTGCACAGTGTAGAGTTGTGC 5 dnase_1 TTTACAAGTCCA 6 dnase_2 TGTACTTACGAA 7 NRF1 GCGCATGCGC 8 AP1 CGATATGACTCATCCC 9 CTCF TTGGCCACTAGGGGGCGCTAT 10 ETS CCGAAAGCGGAAGTGAGAC 11 SP1 AAGGGGGCGGGGCCTAA 12 RUNX CCCTAACCACAGCCC 13 NFKB GCAAGGGAAATTCCCCAGG 14 GATA+TAL GGCTGGGGGGGGCAGATAAGGCC 15 TAL GGCTGGG 16 NFYB CCAGCCAATCAGAGC 17 GABPA GAAACCGGAAGTGGCC 18 BACH1+MAFK AACTGCTGAGTCATCCCG 19 NRF1 CCCCGCGCATGCGCAGTGC 20 HNF4G CCGTTGGACTTTGGACCCTG got the model Model: "model" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== sequence (InputLayer) [(None, 2114, 4)] 0 __________________________________________________________________________________________________ bpnet_1st_conv (Conv1D) (None, 2094, 128) 10880 sequence[0][0] __________________________________________________________________________________________________ bpnet_1conv (Conv1D) (None, 2090, 128) 49280 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ bpnet_1crop (Cropping1D) (None, 2090, 128) 0 bpnet_1st_conv[0][0] __________________________________________________________________________________________________ add (Add) (None, 2090, 128) 0 bpnet_1conv[0][0] bpnet_1crop[0][0] __________________________________________________________________________________________________ bpnet_2conv (Conv1D) (None, 2082, 128) 49280 add[0][0] __________________________________________________________________________________________________ bpnet_2crop (Cropping1D) (None, 2082, 128) 0 add[0][0] __________________________________________________________________________________________________ add_1 (Add) (None, 2082, 128) 0 bpnet_2conv[0][0] bpnet_2crop[0][0] __________________________________________________________________________________________________ bpnet_3conv (Conv1D) (None, 2066, 128) 49280 add_1[0][0] __________________________________________________________________________________________________ bpnet_3crop (Cropping1D) (None, 2066, 128) 0 add_1[0][0] __________________________________________________________________________________________________ add_2 (Add) (None, 2066, 128) 0 bpnet_3conv[0][0] bpnet_3crop[0][0] __________________________________________________________________________________________________ bpnet_4conv (Conv1D) (None, 2034, 128) 49280 add_2[0][0] __________________________________________________________________________________________________ bpnet_4crop (Cropping1D) (None, 2034, 128) 0 add_2[0][0] __________________________________________________________________________________________________ add_3 (Add) (None, 2034, 128) 0 bpnet_4conv[0][0] bpnet_4crop[0][0] __________________________________________________________________________________________________ prof_out_precrop (Conv1D) (None, 1960, 1) 9601 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions_pref (None, 1000, 1) 0 prof_out_precrop[0][0] __________________________________________________________________________________________________ gap (GlobalAveragePooling1D) (None, 128) 0 add_3[0][0] __________________________________________________________________________________________________ logits_profile_predictions (Fla (None, 1000) 0 logits_profile_predictions_prefla __________________________________________________________________________________________________ logcount_predictions (Dense) (None, 1) 129 gap[0][0] ================================================================================================== Total params: 217,730 Trainable params: 217,730 Non-trainable params: 0 __________________________________________________________________________________________________ inferred model inputlen: 2114 inferred model outputlen: 1000 inserting motif: dnase_1 TTTACAAGTCCA 1/38 [..............................] - ETA: 1:40 3/38 [=>............................] - ETA: 0s  5/38 [==>...........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 16/38 [===========>..................] - ETA: 1s 18/38 [=============>................] - ETA: 0s 20/38 [==============>...............] - ETA: 0s 22/38 [================>.............] - ETA: 0s 24/38 [=================>............] - ETA: 0s 26/38 [===================>..........] - ETA: 0s 28/38 [=====================>........] - ETA: 0s 30/38 [======================>.......] - ETA: 0s 32/38 [========================>.....] - ETA: 0s 34/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - ETA: 0s 38/38 [==============================] - 5s 51ms/step 1/38 [..............................] - ETA: 0s 3/38 [=>............................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 19/38 [==============>...............] - ETA: 0s 21/38 [===============>..............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 27/38 [====================>.........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - 2s 49ms/step inserting motif: dnase_2 TGTACTTACGAA 1/38 [..............................] - ETA: 0s 3/38 [=>............................] - ETA: 1s 5/38 [==>...........................] - ETA: 1s 7/38 [====>.........................] - ETA: 1s 9/38 [======>.......................] - ETA: 1s 11/38 [=======>......................] - ETA: 1s 13/38 [=========>....................] - ETA: 1s 15/38 [==========>...................] - ETA: 1s 17/38 [============>.................] - ETA: 1s 19/38 [==============>...............] - ETA: 0s 21/38 [===============>..............] - ETA: 0s 23/38 [=================>............] - ETA: 0s 25/38 [==================>...........] - ETA: 0s 27/38 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[====================>.........] - ETA: 0s 29/38 [=====================>........] - ETA: 0s 31/38 [=======================>......] - ETA: 0s 33/38 [=========================>....] - ETA: 0s 35/38 [==========================>...] - ETA: 0s 37/38 [============================>.] - ETA: 0s 38/38 [==============================] - 2s 49ms/step Saving marginal footprints