DNase-seq DNASE_SE /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_4.json Mon Oct 17 08:30:45 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 32C P0 63W / 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 2022-10-17_08-30-51: 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//ENCSR672MOG//preprocessing/bigWigs/ENCSR672MOG.bigWig \ --peaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR672MOG//preprocessing/downloads/peaks.bed.gz \ --nonpeaks=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR672MOG//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/ENCSR672MOG//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: 160221 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 160221 Number of peaks input: 39779 Number of peaks filtered because the input/output is on the edge: 0 Number of peaks being used: 39779 Number of non peaks input: 155195 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 155195 Number of non peaks input: 44804 Number of non peaks filtered because the input/output is on the edge: 0 Number of non peaks being used: 44804 Number of peaks after removing outliers: 158457 Number of nonpeaks after removing outliers: 138126 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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--bigwig=/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR672MOG//preprocessing/bigWigs/ENCSR672MOG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed \ --params=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet_model_params.tsv \ --output_prefix=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//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': '20.0', 'filters': '512', 'n_dil_layers': '8', 'bias_model_path': '/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//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:(142633, 10) loading nonpeaks... got split:train for bed regions:(126439, 10) loading peaks... got split:valid for bed regions:(15824, 10) loading nonpeaks... got split:valid for bed regions:(11687, 10) Epoch 1/50 1/2452 [..............................] - ETA: 5:09:27 - loss: 736.1569 - logits_profile_predictions_loss: 706.9349 - logcount_predictions_loss: 1.4611 2/2452 [..............................] - ETA: 5:52 - loss: 12709.7454 - logits_profile_predictions_loss: 715.1052 - logcount_predictions_loss: 599.7320 3/2452 [..............................] - ETA: 5:52 - loss: 14031.3381 - logits_profile_predictions_loss: 707.1699 - logcount_predictions_loss: 666.2084 4/2452 [..............................] - ETA: 5:52 - loss: 13693.0412 - logits_profile_predictions_loss: 701.1833 - logcount_predictions_loss: 649.5929 5/2452 [..............................] - ETA: 5:52 - loss: 13011.8484 - logits_profile_predictions_loss: 697.6657 - logcount_predictions_loss: 615.7091 6/2452 [..............................] - ETA: 5:52 - loss: 12292.9944 - logits_profile_predictions_loss: 696.2342 - logcount_predictions_loss: 579.8380 7/2452 [..............................] - ETA: 5:52 - loss: 11620.6665 - logits_profile_predictions_loss: 698.6516 - logcount_predictions_loss: 546.1008 8/2452 [..............................] - ETA: 5:52 - loss: 11008.1886 - logits_profile_predictions_loss: 699.1092 - logcount_predictions_loss: 515.4540 9/2452 [..............................] - ETA: 5:52 - loss: 10457.3984 - logits_profile_predictions_loss: 698.9470 - logcount_predictions_loss: 487.9226 10/2452 [..............................] - ETA: 5:51 - loss: 9963.9454 - logits_profile_predictions_loss: 699.1609 - logcount_predictions_loss: 463.2392  11/2452 [..............................] - ETA: 5:51 - loss: 9520.5966 - logits_profile_predictions_loss: 699.2985 - logcount_predictions_loss: 441.0649 12/2452 [..............................] - ETA: 5:51 - loss: 9120.1614 - logits_profile_predictions_loss: 698.7144 - logcount_predictions_loss: 421.0724 13/2452 [..............................] - ETA: 5:50 - loss: 8758.3264 - logits_profile_predictions_loss: 698.7489 - logcount_predictions_loss: 402.9789 14/2452 [..............................] - ETA: 5:50 - loss: 8429.7097 - logits_profile_predictions_loss: 699.0531 - logcount_predictions_loss: 386.5328 15/2452 [..............................] - ETA: 5:50 - loss: 8129.5502 - logits_profile_predictions_loss: 699.1615 - logcount_predictions_loss: 371.5194 16/2452 [..............................] - ETA: 5:49 - loss: 7854.5363 - logits_profile_predictions_loss: 699.3349 - logcount_predictions_loss: 357.7601 17/2452 [..............................] - ETA: 5:49 - loss: 7600.9578 - logits_profile_predictions_loss: 698.9615 - logcount_predictions_loss: 345.0998 18/2452 [..............................] - ETA: 5:49 - loss: 7366.8003 - logits_profile_predictions_loss: 698.5603 - logcount_predictions_loss: 333.4120 19/2452 [..............................] - ETA: 5:49 - loss: 7149.6644 - logits_profile_predictions_loss: 697.9483 - logcount_predictions_loss: 322.5858 20/2452 [..............................] - ETA: 5:48 - loss: 6948.3886 - logits_profile_predictions_loss: 697.8095 - logcount_predictions_loss: 312.5290 21/2452 [..............................] - ETA: 5:48 - loss: 6761.3101 - logits_profile_predictions_loss: 698.0920 - logcount_predictions_loss: 303.1609 22/2452 [..............................] - ETA: 5:48 - loss: 6586.3541 - logits_profile_predictions_loss: 698.1798 - logcount_predictions_loss: 294.4087 23/2452 [..............................] - ETA: 5:47 - loss: 6422.6095 - logits_profile_predictions_loss: 698.3498 - logcount_predictions_loss: 286.2130 24/2452 [..............................] - ETA: 5:47 - loss: 6268.7339 - logits_profile_predictions_loss: 698.3539 - logcount_predictions_loss: 278.5190 25/2452 [..............................] - ETA: 5:47 - loss: 6123.8655 - logits_profile_predictions_loss: 698.2512 - logcount_predictions_loss: 271.2807 26/2452 [..............................] - ETA: 5:47 - loss: 5987.4062 - logits_profile_predictions_loss: 698.2390 - logcount_predictions_loss: 264.4584 27/2452 [..............................] - ETA: 5:46 - loss: 5858.4940 - logits_profile_predictions_loss: 698.1945 - logcount_predictions_loss: 258.0150 28/2452 [..............................] - ETA: 5:46 - loss: 5736.6862 - logits_profile_predictions_loss: 698.2882 - logcount_predictions_loss: 251.9199 29/2452 [..............................] - ETA: 5:46 - loss: 5621.3568 - logits_profile_predictions_loss: 698.4785 - logcount_predictions_loss: 246.1439 30/2452 [..............................] - ETA: 5:46 - loss: 5511.8698 - logits_profile_predictions_loss: 698.6439 - logcount_predictions_loss: 240.6613 31/2452 [..............................] - ETA: 5:45 - loss: 5407.6621 - logits_profile_predictions_loss: 698.6870 - logcount_predictions_loss: 235.4488 32/2452 [..............................] - ETA: 5:45 - loss: 5308.4912 - logits_profile_predictions_loss: 698.7550 - logcount_predictions_loss: 230.4868 33/2452 [..............................] - ETA: 5:45 - loss: 5214.0345 - logits_profile_predictions_loss: 698.8912 - logcount_predictions_loss: 225.7572 34/2452 [..............................] - ETA: 5:45 - loss: 5123.9083 - logits_profile_predictions_loss: 699.0455 - logcount_predictions_loss: 221.2432 35/2452 [..............................] - ETA: 5:45 - loss: 5037.8176 - logits_profile_predictions_loss: 699.2200 - logcount_predictions_loss: 216.9299 36/2452 [..............................] - ETA: 5:44 - loss: 4955.5126 - logits_profile_predictions_loss: 699.4368 - logcount_predictions_loss: 212.8038 37/2452 [..............................] - ETA: 5:44 - loss: 4876.7866 - logits_profile_predictions_loss: 699.7348 - logcount_predictions_loss: 208.8526 38/2452 [..............................] - ETA: 5:44 - loss: 4801.2735 - logits_profile_predictions_loss: 699.9840 - logcount_predictions_loss: 205.0645 39/2452 [..............................] - ETA: 5:44 - loss: 4728.8316 - logits_profile_predictions_loss: 700.2421 - logcount_predictions_loss: 201.4295 40/2452 [..............................] - ETA: 5:44 - loss: 4659.2810 - logits_profile_predictions_loss: 700.5168 - logcount_predictions_loss: 197.9382 41/2452 [..............................] - ETA: 5:43 - loss: 4592.5385 - logits_profile_predictions_loss: 700.8946 - logcount_predictions_loss: 194.5822 42/2452 [..............................] - ETA: 5:43 - loss: 4528.3248 - logits_profile_predictions_loss: 701.2668 - logcount_predictions_loss: 191.3529 43/2452 [..............................] - ETA: 5:43 - loss: 4466.4371 - logits_profile_predictions_loss: 701.5792 - logcount_predictions_loss: 188.2429 44/2452 [..............................] - ETA: 5:43 - loss: 4406.7880 - logits_profile_predictions_loss: 701.8764 - logcount_predictions_loss: 185.2456 45/2452 [..............................] - ETA: 5:43 - loss: 4349.2429 - logits_profile_predictions_loss: 702.1521 - logcount_predictions_loss: 182.3546 46/2452 [..............................] - ETA: 5:43 - loss: 4293.6942 - logits_profile_predictions_loss: 702.4113 - logcount_predictions_loss: 179.5642 47/2452 [..............................] - ETA: 5:42 - loss: 4240.0401 - logits_profile_predictions_loss: 702.6600 - logcount_predictions_loss: 176.8690 48/2452 [..............................] - ETA: 5:42 - loss: 4188.2015 - logits_profile_predictions_loss: 702.9170 - logcount_predictions_loss: 174.2642 49/2452 [..............................] - ETA: 5:42 - loss: 4138.1041 - logits_profile_predictions_loss: 703.2010 - logcount_predictions_loss: 171.7452 50/2452 [..............................] - ETA: 5:42 - loss: 4089.5929 - logits_profile_predictions_loss: 703.4482 - logcount_predictions_loss: 169.3073 51/2452 [..............................] - ETA: 5:42 - loss: 4042.6379 - logits_profile_predictions_loss: 703.7052 - logcount_predictions_loss: 166.9467 52/2452 [..............................] - ETA: 5:41 - loss: 3997.0655 - logits_profile_predictions_loss: 703.8822 - logcount_predictions_loss: 164.6592 53/2452 [..............................] - ETA: 5:41 - loss: 3952.9407 - logits_profile_predictions_loss: 704.1035 - logcount_predictions_loss: 162.4419 54/2452 [..............................] - ETA: 5:41 - loss: 3910.1081 - logits_profile_predictions_loss: 704.2881 - logcount_predictions_loss: 160.2910 55/2452 [..............................] - ETA: 5:41 - loss: 3868.4662 - logits_profile_predictions_loss: 704.3976 - logcount_predictions_loss: 158.2035 56/2452 [..............................] - ETA: 5:41 - loss: 3827.9930 - logits_profile_predictions_loss: 704.4645 - logcount_predictions_loss: 156.1764 57/2452 [..............................] - ETA: 5:41 - loss: 3788.6474 - logits_profile_predictions_loss: 704.5028 - logcount_predictions_loss: 154.2073 58/2452 [..............................] - ETA: 5:40 - loss: 3750.4351 - logits_profile_predictions_loss: 704.5625 - logcount_predictions_loss: 152.2936 59/2452 [..............................] - ETA: 5:40 - loss: 3713.2576 - logits_profile_predictions_loss: 704.5981 - logcount_predictions_loss: 150.4330 60/2452 [..............................] - ETA: 5:40 - loss: 3677.0613 - logits_profile_predictions_loss: 704.6032 - logcount_predictions_loss: 148.6229 61/2452 [..............................] - ETA: 5:40 - loss: 3641.8437 - logits_profile_predictions_loss: 704.6134 - logcount_predictions_loss: 146.8615 62/2452 [..............................] - ETA: 5:40 - loss: 3607.5452 - logits_profile_predictions_loss: 704.6118 - logcount_predictions_loss: 145.1467 63/2452 [..............................] - ETA: 5:40 - loss: 3574.1464 - logits_profile_predictions_loss: 704.6151 - logcount_predictions_loss: 143.4766 64/2452 [..............................] - ETA: 5:39 - loss: 3541.5960 - logits_profile_predictions_loss: 704.6096 - logcount_predictions_loss: 141.8493 65/2452 [..............................] - ETA: 5:39 - loss: 3509.8746 - logits_profile_predictions_loss: 704.6081 - logcount_predictions_loss: 140.2633 66/2452 [..............................] - ETA: 5:39 - loss: 3478.9649 - logits_profile_predictions_loss: 704.6240 - logcount_predictions_loss: 138.7171 67/2452 [..............................] - ETA: 5:39 - loss: 3448.7927 - logits_profile_predictions_loss: 704.6180 - logcount_predictions_loss: 137.2088 68/2452 [..............................] - ETA: 5:39 - loss: 3419.3508 - logits_profile_predictions_loss: 704.6101 - logcount_predictions_loss: 135.7371 69/2452 [..............................] - ETA: 5:39 - loss: 3390.6158 - logits_profile_predictions_loss: 704.6039 - logcount_predictions_loss: 134.3006 70/2452 [..............................] - ETA: 5:38 - loss: 3362.5920 - logits_profile_predictions_loss: 704.6257 - logcount_predictions_loss: 132.8983 71/2452 [..............................] - ETA: 5:38 - loss: 3335.2027 - logits_profile_predictions_loss: 704.6292 - logcount_predictions_loss: 131.5287 72/2452 [..............................] - ETA: 5:38 - loss: 3308.4244 - logits_profile_predictions_loss: 704.6149 - logcount_predictions_loss: 130.1905 73/2452 [..............................] - ETA: 5:38 - loss: 3282.2731 - logits_profile_predictions_loss: 704.6170 - logcount_predictions_loss: 128.8828 74/2452 [..............................] - ETA: 5:38 - loss: 3256.7157 - logits_profile_predictions_loss: 704.6245 - logcount_predictions_loss: 127.6046 75/2452 [..............................] - ETA: 5:38 - loss: 3231.7001 - logits_profile_predictions_loss: 704.6097 - logcount_predictions_loss: 126.3545 76/2452 [..............................] - ETA: 5:38 - loss: 3207.2420 - logits_profile_predictions_loss: 704.6047 - logcount_predictions_loss: 125.1319 77/2452 [..............................] - ETA: 5:38 - loss: 3183.3097 - logits_profile_predictions_loss: 704.5969 - logcount_predictions_loss: 123.9357 78/2452 [..............................] - ETA: 5:37 - loss: 3159.8705 - logits_profile_predictions_loss: 704.5728 - logcount_predictions_loss: 122.7649 79/2452 [..............................] - ETA: 5:37 - loss: 3136.9154 - logits_profile_predictions_loss: 704.5391 - logcount_predictions_loss: 121.6188 80/2452 [..............................] - 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[============================>.] - ETA: 0s - loss: 877.4525 - logits_profile_predictions_loss: 694.7971 - logcount_predictions_loss: 9.1328 2451/2452 [============================>.] - ETA: 0s - loss: 877.3928 - logits_profile_predictions_loss: 694.7911 - logcount_predictions_loss: 9.1301 2452/2452 [==============================] - ETA: 0s - loss: 877.3331 - logits_profile_predictions_loss: 694.7851 - logcount_predictions_loss: 9.1274 2452/2452 [==============================] - 380s 152ms/step - loss: 877.2734 - logits_profile_predictions_loss: 694.7790 - logcount_predictions_loss: 9.1247 - val_loss: 623.5845 - val_logits_profile_predictions_loss: 615.5268 - val_logcount_predictions_loss: 0.4029 Epoch 00001: val_loss improved from inf to 623.58453, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet.h5 Epoch 2/50 1/2452 [..............................] - ETA: 7:02 - loss: 521.4976 - 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[..............................] - ETA: 5:54 - loss: 622.2211 - logits_profile_predictions_loss: 612.8408 - logcount_predictions_loss: 0.4690 9/2452 [..............................] - ETA: 5:53 - loss: 625.1135 - logits_profile_predictions_loss: 615.7351 - logcount_predictions_loss: 0.4689 10/2452 [..............................] - ETA: 5:53 - loss: 627.7386 - logits_profile_predictions_loss: 618.3754 - logcount_predictions_loss: 0.4682 11/2452 [..............................] - ETA: 5:52 - loss: 629.6563 - logits_profile_predictions_loss: 620.3284 - logcount_predictions_loss: 0.4664 12/2452 [..............................] - ETA: 5:52 - loss: 631.2713 - logits_profile_predictions_loss: 621.9626 - logcount_predictions_loss: 0.4654 13/2452 [..............................] - ETA: 5:52 - loss: 633.2129 - logits_profile_predictions_loss: 623.9169 - logcount_predictions_loss: 0.4648 14/2452 [..............................] - ETA: 5:52 - loss: 635.2219 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:39 - loss: 661.9975 - logits_profile_predictions_loss: 652.7118 - logcount_predictions_loss: 0.4643 75/2452 [..............................] - ETA: 5:39 - loss: 662.0656 - logits_profile_predictions_loss: 652.7800 - logcount_predictions_loss: 0.4643 76/2452 [..............................] - ETA: 5:39 - loss: 662.1387 - logits_profile_predictions_loss: 652.8533 - logcount_predictions_loss: 0.4643 77/2452 [..............................] - ETA: 5:38 - loss: 662.1983 - logits_profile_predictions_loss: 652.9128 - logcount_predictions_loss: 0.4643 78/2452 [..............................] - ETA: 5:38 - loss: 662.2466 - logits_profile_predictions_loss: 652.9607 - logcount_predictions_loss: 0.4643 79/2452 [..............................] - ETA: 5:38 - loss: 662.3073 - logits_profile_predictions_loss: 653.0210 - logcount_predictions_loss: 0.4643 80/2452 [..............................] - ETA: 5:38 - loss: 662.3441 - logits_profile_predictions_loss: 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[====>.........................] - ETA: 4:46 - loss: 664.1231 - logits_profile_predictions_loss: 655.0892 - logcount_predictions_loss: 0.4517 459/2452 [====>.........................] - ETA: 4:46 - loss: 664.1197 - logits_profile_predictions_loss: 655.0863 - logcount_predictions_loss: 0.4517 460/2452 [====>.........................] - ETA: 4:46 - loss: 664.1162 - logits_profile_predictions_loss: 655.0833 - logcount_predictions_loss: 0.4517 461/2452 [====>.........................] - ETA: 4:46 - loss: 664.1123 - logits_profile_predictions_loss: 655.0799 - logcount_predictions_loss: 0.4516 462/2452 [====>.........................] - ETA: 4:46 - loss: 664.1086 - logits_profile_predictions_loss: 655.0766 - logcount_predictions_loss: 0.4516 463/2452 [====>.........................] - ETA: 4:46 - loss: 664.1051 - logits_profile_predictions_loss: 655.0737 - logcount_predictions_loss: 0.4516 464/2452 [====>.........................] - ETA: 4:46 - loss: 664.1021 - 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[====>.........................] - ETA: 4:43 - loss: 664.0564 - logits_profile_predictions_loss: 655.0352 - logcount_predictions_loss: 0.4511 485/2452 [====>.........................] - ETA: 4:43 - loss: 664.0532 - logits_profile_predictions_loss: 655.0325 - logcount_predictions_loss: 0.4510 486/2452 [====>.........................] - ETA: 4:42 - loss: 664.0496 - logits_profile_predictions_loss: 655.0294 - logcount_predictions_loss: 0.4510 487/2452 [====>.........................] - ETA: 4:42 - loss: 664.0462 - logits_profile_predictions_loss: 655.0265 - logcount_predictions_loss: 0.4510 488/2452 [====>.........................] - ETA: 4:42 - loss: 664.0427 - logits_profile_predictions_loss: 655.0235 - logcount_predictions_loss: 0.4510 489/2452 [====>.........................] - ETA: 4:42 - loss: 664.0391 - logits_profile_predictions_loss: 655.0204 - logcount_predictions_loss: 0.4510 490/2452 [====>.........................] - ETA: 4:42 - loss: 664.0357 - 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[============================>.] - ETA: 0s - loss: 661.3268 - logits_profile_predictions_loss: 652.8622 - logcount_predictions_loss: 0.4233 2449/2452 [============================>.] - ETA: 0s - loss: 661.3257 - logits_profile_predictions_loss: 652.8612 - logcount_predictions_loss: 0.4233 2450/2452 [============================>.] - ETA: 0s - loss: 661.3246 - logits_profile_predictions_loss: 652.8603 - logcount_predictions_loss: 0.4233 2451/2452 [============================>.] - ETA: 0s - loss: 661.3235 - logits_profile_predictions_loss: 652.8594 - logcount_predictions_loss: 0.4232 2452/2452 [==============================] - ETA: 0s - loss: 661.3224 - logits_profile_predictions_loss: 652.8584 - logcount_predictions_loss: 0.4232 2452/2452 [==============================] - 371s 151ms/step - loss: 661.3213 - logits_profile_predictions_loss: 652.8575 - logcount_predictions_loss: 0.4232 - val_loss: 619.8573 - val_logits_profile_predictions_loss: 611.5610 - val_logcount_predictions_loss: 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logits_profile_predictions_loss: 637.5906 - logcount_predictions_loss: 0.3584 372/2452 [===>..........................] - ETA: 4:57 - loss: 644.7740 - logits_profile_predictions_loss: 637.6065 - logcount_predictions_loss: 0.3584 373/2452 [===>..........................] - ETA: 4:57 - loss: 644.7897 - logits_profile_predictions_loss: 637.6221 - logcount_predictions_loss: 0.3584 374/2452 [===>..........................] - ETA: 4:56 - loss: 644.8052 - logits_profile_predictions_loss: 637.6374 - logcount_predictions_loss: 0.3584 375/2452 [===>..........................] - ETA: 4:56 - loss: 644.8218 - logits_profile_predictions_loss: 637.6537 - logcount_predictions_loss: 0.3584 376/2452 [===>..........................] - ETA: 4:56 - loss: 644.8385 - logits_profile_predictions_loss: 637.6703 - logcount_predictions_loss: 0.3584 377/2452 [===>..........................] - ETA: 4:56 - loss: 644.8549 - logits_profile_predictions_loss: 637.6865 - logcount_predictions_loss: 0.3584 378/2452 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[===>..........................] - ETA: 4:54 - loss: 645.0809 - logits_profile_predictions_loss: 637.9100 - logcount_predictions_loss: 0.3585 392/2452 [===>..........................] - ETA: 4:54 - loss: 645.0983 - logits_profile_predictions_loss: 637.9273 - logcount_predictions_loss: 0.3586 393/2452 [===>..........................] - ETA: 4:54 - loss: 645.1159 - logits_profile_predictions_loss: 637.9447 - logcount_predictions_loss: 0.3586 394/2452 [===>..........................] - ETA: 4:54 - loss: 645.1331 - logits_profile_predictions_loss: 637.9617 - logcount_predictions_loss: 0.3586 395/2452 [===>..........................] - ETA: 4:53 - loss: 645.1504 - logits_profile_predictions_loss: 637.9788 - logcount_predictions_loss: 0.3586 396/2452 [===>..........................] - ETA: 4:53 - loss: 645.1674 - logits_profile_predictions_loss: 637.9957 - logcount_predictions_loss: 0.3586 397/2452 [===>..........................] - ETA: 4:53 - loss: 645.1849 - logits_profile_predictions_loss: 638.0130 - logcount_predictions_loss: 0.3586 398/2452 [===>..........................] - ETA: 4:53 - loss: 645.2016 - logits_profile_predictions_loss: 638.0295 - logcount_predictions_loss: 0.3586 399/2452 [===>..........................] - ETA: 4:53 - loss: 645.2187 - logits_profile_predictions_loss: 638.0464 - logcount_predictions_loss: 0.3586 400/2452 [===>..........................] - ETA: 4:53 - loss: 645.2358 - logits_profile_predictions_loss: 638.0633 - logcount_predictions_loss: 0.3586 401/2452 [===>..........................] - ETA: 4:53 - loss: 645.2521 - logits_profile_predictions_loss: 638.0794 - logcount_predictions_loss: 0.3586 402/2452 [===>..........................] - ETA: 4:52 - loss: 645.2677 - logits_profile_predictions_loss: 638.0948 - logcount_predictions_loss: 0.3586 403/2452 [===>..........................] - ETA: 4:52 - loss: 645.2830 - logits_profile_predictions_loss: 638.1100 - logcount_predictions_loss: 0.3587 404/2452 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logits_profile_predictions_loss: 638.2182 - logcount_predictions_loss: 0.3587 411/2452 [====>.........................] - ETA: 4:51 - loss: 645.4069 - logits_profile_predictions_loss: 638.2327 - logcount_predictions_loss: 0.3587 412/2452 [====>.........................] - ETA: 4:51 - loss: 645.4208 - logits_profile_predictions_loss: 638.2465 - logcount_predictions_loss: 0.3587 413/2452 [====>.........................] - ETA: 4:51 - loss: 645.4341 - logits_profile_predictions_loss: 638.2598 - logcount_predictions_loss: 0.3587 414/2452 [====>.........................] - ETA: 4:51 - loss: 645.4476 - logits_profile_predictions_loss: 638.2732 - logcount_predictions_loss: 0.3587 415/2452 [====>.........................] - ETA: 4:51 - loss: 645.4613 - logits_profile_predictions_loss: 638.2867 - logcount_predictions_loss: 0.3587 416/2452 [====>.........................] - ETA: 4:51 - loss: 645.4745 - logits_profile_predictions_loss: 638.2999 - logcount_predictions_loss: 0.3587 417/2452 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logits_profile_predictions_loss: 638.3876 - logcount_predictions_loss: 0.3588 424/2452 [====>.........................] - ETA: 4:49 - loss: 645.5755 - logits_profile_predictions_loss: 638.4003 - logcount_predictions_loss: 0.3588 425/2452 [====>.........................] - ETA: 4:49 - loss: 645.5879 - logits_profile_predictions_loss: 638.4125 - logcount_predictions_loss: 0.3588 426/2452 [====>.........................] - ETA: 4:49 - loss: 645.6001 - logits_profile_predictions_loss: 638.4245 - logcount_predictions_loss: 0.3588 427/2452 [====>.........................] - ETA: 4:49 - loss: 645.6126 - logits_profile_predictions_loss: 638.4370 - logcount_predictions_loss: 0.3588 428/2452 [====>.........................] - ETA: 4:49 - loss: 645.6255 - logits_profile_predictions_loss: 638.4497 - logcount_predictions_loss: 0.3588 429/2452 [====>.........................] - ETA: 4:49 - loss: 645.6385 - logits_profile_predictions_loss: 638.4626 - logcount_predictions_loss: 0.3588 430/2452 [====>.........................] - ETA: 4:49 - loss: 645.6513 - logits_profile_predictions_loss: 638.4753 - logcount_predictions_loss: 0.3588 431/2452 [====>.........................] - ETA: 4:48 - loss: 645.6639 - logits_profile_predictions_loss: 638.4877 - logcount_predictions_loss: 0.3588 432/2452 [====>.........................] - ETA: 4:48 - loss: 645.6766 - logits_profile_predictions_loss: 638.5003 - logcount_predictions_loss: 0.3588 433/2452 [====>.........................] - ETA: 4:48 - loss: 645.6891 - logits_profile_predictions_loss: 638.5126 - logcount_predictions_loss: 0.3588 434/2452 [====>.........................] - ETA: 4:48 - loss: 645.7016 - logits_profile_predictions_loss: 638.5250 - logcount_predictions_loss: 0.3588 435/2452 [====>.........................] - ETA: 4:48 - loss: 645.7139 - logits_profile_predictions_loss: 638.5371 - logcount_predictions_loss: 0.3588 436/2452 [====>.........................] - ETA: 4:48 - loss: 645.7263 - logits_profile_predictions_loss: 638.5494 - logcount_predictions_loss: 0.3588 437/2452 [====>.........................] - ETA: 4:48 - loss: 645.7391 - logits_profile_predictions_loss: 638.5621 - logcount_predictions_loss: 0.3589 438/2452 [====>.........................] - ETA: 4:47 - loss: 645.7521 - logits_profile_predictions_loss: 638.5750 - logcount_predictions_loss: 0.3589 439/2452 [====>.........................] - ETA: 4:47 - loss: 645.7650 - logits_profile_predictions_loss: 638.5877 - logcount_predictions_loss: 0.3589 440/2452 [====>.........................] - ETA: 4:47 - loss: 645.7777 - logits_profile_predictions_loss: 638.6003 - logcount_predictions_loss: 0.3589 441/2452 [====>.........................] - ETA: 4:47 - loss: 645.7906 - logits_profile_predictions_loss: 638.6130 - logcount_predictions_loss: 0.3589 442/2452 [====>.........................] - ETA: 4:47 - loss: 645.8038 - logits_profile_predictions_loss: 638.6260 - logcount_predictions_loss: 0.3589 443/2452 [====>.........................] - ETA: 4:47 - loss: 645.8171 - logits_profile_predictions_loss: 638.6391 - logcount_predictions_loss: 0.3589 444/2452 [====>.........................] - ETA: 4:47 - loss: 645.8303 - logits_profile_predictions_loss: 638.6521 - logcount_predictions_loss: 0.3589 445/2452 [====>.........................] - ETA: 4:46 - loss: 645.8434 - logits_profile_predictions_loss: 638.6650 - logcount_predictions_loss: 0.3589 446/2452 [====>.........................] - ETA: 4:46 - loss: 645.8567 - logits_profile_predictions_loss: 638.6781 - logcount_predictions_loss: 0.3589 447/2452 [====>.........................] - ETA: 4:46 - loss: 645.8697 - logits_profile_predictions_loss: 638.6910 - logcount_predictions_loss: 0.3589 448/2452 [====>.........................] - ETA: 4:46 - loss: 645.8836 - logits_profile_predictions_loss: 638.7046 - logcount_predictions_loss: 0.3589 449/2452 [====>.........................] - ETA: 4:46 - loss: 645.8975 - 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logits_profile_predictions_loss: 642.6670 - logcount_predictions_loss: 0.3529 182/2452 [=>............................] - ETA: 5:23 - loss: 649.7579 - logits_profile_predictions_loss: 642.7011 - logcount_predictions_loss: 0.3528 183/2452 [=>............................] - ETA: 5:23 - loss: 649.7887 - logits_profile_predictions_loss: 642.7335 - logcount_predictions_loss: 0.3528 184/2452 [=>............................] - ETA: 5:23 - loss: 649.8168 - logits_profile_predictions_loss: 642.7633 - logcount_predictions_loss: 0.3527 185/2452 [=>............................] - ETA: 5:23 - loss: 649.8449 - logits_profile_predictions_loss: 642.7931 - logcount_predictions_loss: 0.3526 186/2452 [=>............................] - ETA: 5:23 - loss: 649.8730 - logits_profile_predictions_loss: 642.8228 - logcount_predictions_loss: 0.3525 187/2452 [=>............................] - ETA: 5:23 - loss: 649.8995 - logits_profile_predictions_loss: 642.8511 - logcount_predictions_loss: 0.3524 188/2452 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logits_profile_predictions_loss: 643.0306 - logcount_predictions_loss: 0.3518 195/2452 [=>............................] - ETA: 5:21 - loss: 650.0918 - logits_profile_predictions_loss: 643.0565 - logcount_predictions_loss: 0.3518 196/2452 [=>............................] - ETA: 5:21 - loss: 650.1167 - logits_profile_predictions_loss: 643.0828 - logcount_predictions_loss: 0.3517 197/2452 [=>............................] - ETA: 5:21 - loss: 650.1405 - logits_profile_predictions_loss: 643.1081 - logcount_predictions_loss: 0.3516 198/2452 [=>............................] - ETA: 5:21 - loss: 650.1634 - logits_profile_predictions_loss: 643.1325 - logcount_predictions_loss: 0.3515 199/2452 [=>............................] - ETA: 5:21 - loss: 650.1859 - logits_profile_predictions_loss: 643.1565 - logcount_predictions_loss: 0.3515 200/2452 [=>............................] - ETA: 5:21 - loss: 650.2074 - logits_profile_predictions_loss: 643.1794 - logcount_predictions_loss: 0.3514 201/2452 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[============================>.] - ETA: 0s - loss: 646.9936 - logits_profile_predictions_loss: 640.4442 - logcount_predictions_loss: 0.3275 2452/2452 [==============================] - ETA: 0s - loss: 646.9922 - logits_profile_predictions_loss: 640.4429 - logcount_predictions_loss: 0.3275 2452/2452 [==============================] - 367s 150ms/step - loss: 646.9909 - logits_profile_predictions_loss: 640.4416 - logcount_predictions_loss: 0.3275 - val_loss: 603.4404 - val_logits_profile_predictions_loss: 598.0451 - val_logcount_predictions_loss: 0.2698 Epoch 00004: val_loss improved from 609.50287 to 603.44043, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet.h5 Epoch 5/50 1/2452 [..............................] - ETA: 6:57 - loss: 597.8755 - logits_profile_predictions_loss: 592.3323 - logcount_predictions_loss: 0.2772 2/2452 [..............................] - ETA: 5:47 - loss: 602.0875 - 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[>.............................] - ETA: 5:25 - loss: 646.9960 - logits_profile_predictions_loss: 640.7929 - logcount_predictions_loss: 0.3102 161/2452 [>.............................] - ETA: 5:25 - loss: 646.9648 - logits_profile_predictions_loss: 640.7627 - logcount_predictions_loss: 0.3101 162/2452 [>.............................] - ETA: 5:25 - loss: 646.9375 - logits_profile_predictions_loss: 640.7367 - logcount_predictions_loss: 0.3100 163/2452 [>.............................] - ETA: 5:25 - loss: 646.9129 - logits_profile_predictions_loss: 640.7132 - logcount_predictions_loss: 0.3100 164/2452 [=>............................] - ETA: 5:25 - loss: 646.8884 - logits_profile_predictions_loss: 640.6898 - logcount_predictions_loss: 0.3099 165/2452 [=>............................] - ETA: 5:24 - loss: 646.8639 - logits_profile_predictions_loss: 640.6665 - logcount_predictions_loss: 0.3099 166/2452 [=>............................] - ETA: 5:24 - loss: 646.8401 - 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[============================>.] - ETA: 0s - loss: 639.3358 - logits_profile_predictions_loss: 633.3074 - logcount_predictions_loss: 0.3014 2450/2452 [============================>.] - ETA: 0s - loss: 639.3357 - logits_profile_predictions_loss: 633.3073 - logcount_predictions_loss: 0.3014 2451/2452 [============================>.] - ETA: 0s - loss: 639.3356 - logits_profile_predictions_loss: 633.3073 - logcount_predictions_loss: 0.3014 2452/2452 [==============================] - ETA: 0s - loss: 639.3355 - logits_profile_predictions_loss: 633.3072 - logcount_predictions_loss: 0.3014 2452/2452 [==============================] - 367s 150ms/step - loss: 639.3354 - logits_profile_predictions_loss: 633.3071 - logcount_predictions_loss: 0.3014 - val_loss: 604.9952 - val_logits_profile_predictions_loss: 599.8264 - val_logcount_predictions_loss: 0.2584 Epoch 00005: val_loss did not improve from 603.44043 Epoch 6/50 1/2452 [..............................] - ETA: 6:54 - loss: 593.3458 - logits_profile_predictions_loss: 586.4709 - logcount_predictions_loss: 0.3437 2/2452 [..............................] - ETA: 6:20 - loss: 595.5522 - logits_profile_predictions_loss: 588.8238 - logcount_predictions_loss: 0.3364 3/2452 [..............................] - ETA: 6:04 - loss: 596.9055 - logits_profile_predictions_loss: 590.3331 - logcount_predictions_loss: 0.3286 4/2452 [..............................] - ETA: 6:00 - loss: 596.2399 - logits_profile_predictions_loss: 589.7177 - logcount_predictions_loss: 0.3261 5/2452 [..............................] - ETA: 5:57 - loss: 594.1826 - logits_profile_predictions_loss: 587.7012 - logcount_predictions_loss: 0.3241 6/2452 [..............................] - ETA: 5:55 - loss: 594.4272 - logits_profile_predictions_loss: 587.9850 - logcount_predictions_loss: 0.3221 7/2452 [..............................] - ETA: 5:54 - loss: 594.3699 - logits_profile_predictions_loss: 587.9504 - logcount_predictions_loss: 0.3210 8/2452 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[===>..........................] - ETA: 4:57 - loss: 631.8892 - logits_profile_predictions_loss: 626.1317 - logcount_predictions_loss: 0.2879 368/2452 [===>..........................] - ETA: 4:57 - loss: 631.9033 - logits_profile_predictions_loss: 626.1459 - logcount_predictions_loss: 0.2879 369/2452 [===>..........................] - ETA: 4:56 - loss: 631.9171 - logits_profile_predictions_loss: 626.1599 - logcount_predictions_loss: 0.2879 370/2452 [===>..........................] - ETA: 4:56 - loss: 631.9301 - logits_profile_predictions_loss: 626.1730 - logcount_predictions_loss: 0.2879 371/2452 [===>..........................] - ETA: 4:56 - loss: 631.9429 - logits_profile_predictions_loss: 626.1860 - logcount_predictions_loss: 0.2878 372/2452 [===>..........................] - ETA: 4:56 - loss: 631.9560 - logits_profile_predictions_loss: 626.1992 - logcount_predictions_loss: 0.2878 373/2452 [===>..........................] - ETA: 4:56 - loss: 631.9687 - 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[===>..........................] - ETA: 4:53 - loss: 632.2196 - logits_profile_predictions_loss: 626.4649 - logcount_predictions_loss: 0.2877 394/2452 [===>..........................] - ETA: 4:53 - loss: 632.2313 - logits_profile_predictions_loss: 626.4768 - logcount_predictions_loss: 0.2877 395/2452 [===>..........................] - ETA: 4:53 - loss: 632.2429 - logits_profile_predictions_loss: 626.4885 - logcount_predictions_loss: 0.2877 396/2452 [===>..........................] - ETA: 4:52 - loss: 632.2545 - logits_profile_predictions_loss: 626.5002 - logcount_predictions_loss: 0.2877 397/2452 [===>..........................] - ETA: 4:52 - loss: 632.2656 - logits_profile_predictions_loss: 626.5114 - logcount_predictions_loss: 0.2877 398/2452 [===>..........................] - ETA: 4:52 - loss: 632.2765 - logits_profile_predictions_loss: 626.5224 - logcount_predictions_loss: 0.2877 399/2452 [===>..........................] - ETA: 4:52 - loss: 632.2876 - 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[===>..........................] - ETA: 4:51 - loss: 632.3648 - logits_profile_predictions_loss: 626.6111 - logcount_predictions_loss: 0.2877 407/2452 [===>..........................] - ETA: 4:51 - loss: 632.3752 - logits_profile_predictions_loss: 626.6215 - logcount_predictions_loss: 0.2877 408/2452 [===>..........................] - ETA: 4:51 - loss: 632.3849 - logits_profile_predictions_loss: 626.6313 - logcount_predictions_loss: 0.2877 409/2452 [====>.........................] - ETA: 4:51 - loss: 632.3948 - logits_profile_predictions_loss: 626.6413 - logcount_predictions_loss: 0.2877 410/2452 [====>.........................] - ETA: 4:50 - loss: 632.4049 - logits_profile_predictions_loss: 626.6515 - logcount_predictions_loss: 0.2877 411/2452 [====>.........................] - ETA: 4:50 - loss: 632.4152 - logits_profile_predictions_loss: 626.6618 - logcount_predictions_loss: 0.2877 412/2452 [====>.........................] - ETA: 4:50 - loss: 632.4251 - logits_profile_predictions_loss: 626.6718 - logcount_predictions_loss: 0.2877 413/2452 [====>.........................] - ETA: 4:50 - loss: 632.4347 - logits_profile_predictions_loss: 626.6815 - logcount_predictions_loss: 0.2877 414/2452 [====>.........................] - ETA: 4:50 - loss: 632.4444 - logits_profile_predictions_loss: 626.6913 - logcount_predictions_loss: 0.2877 415/2452 [====>.........................] - ETA: 4:50 - loss: 632.4537 - logits_profile_predictions_loss: 626.7007 - logcount_predictions_loss: 0.2877 416/2452 [====>.........................] - ETA: 4:50 - loss: 632.4623 - logits_profile_predictions_loss: 626.7093 - logcount_predictions_loss: 0.2876 417/2452 [====>.........................] - ETA: 4:49 - loss: 632.4714 - logits_profile_predictions_loss: 626.7185 - logcount_predictions_loss: 0.2876 418/2452 [====>.........................] - ETA: 4:49 - loss: 632.4804 - logits_profile_predictions_loss: 626.7276 - logcount_predictions_loss: 0.2876 419/2452 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[============================>.] - ETA: 0s - loss: 635.5829 - logits_profile_predictions_loss: 629.8860 - logcount_predictions_loss: 0.2848 2449/2452 [============================>.] - ETA: 0s - loss: 635.5833 - logits_profile_predictions_loss: 629.8864 - logcount_predictions_loss: 0.2848 2450/2452 [============================>.] - ETA: 0s - loss: 635.5837 - logits_profile_predictions_loss: 629.8869 - logcount_predictions_loss: 0.2848 2451/2452 [============================>.] - ETA: 0s - loss: 635.5842 - logits_profile_predictions_loss: 629.8873 - logcount_predictions_loss: 0.2848 2452/2452 [==============================] - ETA: 0s - loss: 635.5846 - logits_profile_predictions_loss: 629.8877 - logcount_predictions_loss: 0.2848 2452/2452 [==============================] - 367s 150ms/step - loss: 635.5850 - logits_profile_predictions_loss: 629.8882 - logcount_predictions_loss: 0.2848 - val_loss: 605.4410 - val_logits_profile_predictions_loss: 599.5778 - val_logcount_predictions_loss: 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[..............................] - ETA: 5:51 - loss: 601.8086 - logits_profile_predictions_loss: 594.7039 - logcount_predictions_loss: 0.3552 8/2452 [..............................] - ETA: 5:51 - loss: 601.7770 - logits_profile_predictions_loss: 594.7385 - logcount_predictions_loss: 0.3519 9/2452 [..............................] - ETA: 5:50 - loss: 601.7109 - logits_profile_predictions_loss: 594.7447 - logcount_predictions_loss: 0.3483 10/2452 [..............................] - ETA: 5:50 - loss: 601.9330 - logits_profile_predictions_loss: 595.0513 - logcount_predictions_loss: 0.3441 11/2452 [..............................] - ETA: 5:49 - loss: 603.1561 - logits_profile_predictions_loss: 596.3449 - logcount_predictions_loss: 0.3406 12/2452 [..............................] - ETA: 5:49 - loss: 604.5936 - logits_profile_predictions_loss: 597.8534 - logcount_predictions_loss: 0.3370 13/2452 [..............................] - ETA: 5:49 - loss: 605.8717 - logits_profile_predictions_loss: 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loss: 615.3935 - logits_profile_predictions_loss: 609.0245 - logcount_predictions_loss: 0.3185 21/2452 [..............................] - ETA: 5:47 - loss: 616.0711 - logits_profile_predictions_loss: 609.7354 - logcount_predictions_loss: 0.3168 22/2452 [..............................] - ETA: 5:47 - loss: 616.6018 - logits_profile_predictions_loss: 610.2976 - logcount_predictions_loss: 0.3152 23/2452 [..............................] - ETA: 5:47 - loss: 617.3333 - logits_profile_predictions_loss: 611.0577 - logcount_predictions_loss: 0.3138 24/2452 [..............................] - ETA: 5:46 - loss: 617.8863 - logits_profile_predictions_loss: 611.6396 - logcount_predictions_loss: 0.3123 25/2452 [..............................] - ETA: 5:46 - loss: 618.1531 - logits_profile_predictions_loss: 611.9349 - logcount_predictions_loss: 0.3109 26/2452 [..............................] - ETA: 5:46 - loss: 618.2952 - logits_profile_predictions_loss: 612.1027 - logcount_predictions_loss: 0.3096 27/2452 [..............................] - ETA: 5:46 - loss: 618.4717 - logits_profile_predictions_loss: 612.3042 - logcount_predictions_loss: 0.3084 28/2452 [..............................] - ETA: 5:46 - loss: 618.5783 - logits_profile_predictions_loss: 612.4334 - logcount_predictions_loss: 0.3072 29/2452 [..............................] - ETA: 5:46 - loss: 618.8174 - logits_profile_predictions_loss: 612.6927 - logcount_predictions_loss: 0.3062 30/2452 [..............................] - ETA: 5:45 - loss: 619.0912 - logits_profile_predictions_loss: 612.9838 - logcount_predictions_loss: 0.3054 31/2452 [..............................] - ETA: 5:45 - loss: 619.4784 - logits_profile_predictions_loss: 613.3863 - logcount_predictions_loss: 0.3046 32/2452 [..............................] - ETA: 5:45 - loss: 619.8130 - logits_profile_predictions_loss: 613.7340 - logcount_predictions_loss: 0.3039 33/2452 [..............................] - ETA: 5:45 - loss: 620.1218 - logits_profile_predictions_loss: 614.0535 - logcount_predictions_loss: 0.3034 34/2452 [..............................] - ETA: 5:45 - loss: 620.4268 - logits_profile_predictions_loss: 614.3703 - logcount_predictions_loss: 0.3028 35/2452 [..............................] - ETA: 5:44 - loss: 620.7563 - logits_profile_predictions_loss: 614.7116 - logcount_predictions_loss: 0.3022 36/2452 [..............................] - ETA: 5:44 - loss: 621.0909 - logits_profile_predictions_loss: 615.0575 - logcount_predictions_loss: 0.3017 37/2452 [..............................] - ETA: 5:44 - loss: 621.3801 - logits_profile_predictions_loss: 615.3576 - logcount_predictions_loss: 0.3011 38/2452 [..............................] - ETA: 5:44 - loss: 621.6080 - logits_profile_predictions_loss: 615.5965 - logcount_predictions_loss: 0.3006 39/2452 [..............................] - ETA: 5:44 - loss: 621.8101 - logits_profile_predictions_loss: 615.8098 - logcount_predictions_loss: 0.3000 40/2452 [..............................] - ETA: 5:43 - loss: 621.9978 - logits_profile_predictions_loss: 616.0087 - logcount_predictions_loss: 0.2995 41/2452 [..............................] - ETA: 5:43 - loss: 622.1494 - logits_profile_predictions_loss: 616.1694 - logcount_predictions_loss: 0.2990 42/2452 [..............................] - ETA: 5:43 - loss: 622.3688 - logits_profile_predictions_loss: 616.3963 - logcount_predictions_loss: 0.2986 43/2452 [..............................] - ETA: 5:43 - loss: 622.5757 - logits_profile_predictions_loss: 616.6092 - logcount_predictions_loss: 0.2983 44/2452 [..............................] - ETA: 5:43 - loss: 622.8154 - logits_profile_predictions_loss: 616.8550 - logcount_predictions_loss: 0.2980 45/2452 [..............................] - ETA: 5:43 - loss: 622.9845 - logits_profile_predictions_loss: 617.0306 - logcount_predictions_loss: 0.2977 46/2452 [..............................] - ETA: 5:43 - loss: 623.1429 - logits_profile_predictions_loss: 617.1956 - logcount_predictions_loss: 0.2974 47/2452 [..............................] - ETA: 5:42 - loss: 623.2964 - logits_profile_predictions_loss: 617.3559 - logcount_predictions_loss: 0.2970 48/2452 [..............................] - ETA: 5:42 - loss: 623.4746 - logits_profile_predictions_loss: 617.5408 - logcount_predictions_loss: 0.2967 49/2452 [..............................] - ETA: 5:42 - loss: 623.6463 - logits_profile_predictions_loss: 617.7190 - logcount_predictions_loss: 0.2964 50/2452 [..............................] - ETA: 5:42 - loss: 623.7922 - logits_profile_predictions_loss: 617.8716 - logcount_predictions_loss: 0.2960 51/2452 [..............................] - ETA: 5:42 - loss: 623.9623 - logits_profile_predictions_loss: 618.0484 - logcount_predictions_loss: 0.2957 52/2452 [..............................] - ETA: 5:42 - loss: 624.1564 - logits_profile_predictions_loss: 618.2479 - logcount_predictions_loss: 0.2954 53/2452 [..............................] - ETA: 5:41 - loss: 624.3549 - logits_profile_predictions_loss: 618.4519 - logcount_predictions_loss: 0.2952 54/2452 [..............................] - ETA: 5:41 - loss: 624.5332 - logits_profile_predictions_loss: 618.6355 - logcount_predictions_loss: 0.2949 55/2452 [..............................] - ETA: 5:41 - loss: 624.7242 - logits_profile_predictions_loss: 618.8317 - logcount_predictions_loss: 0.2946 56/2452 [..............................] - ETA: 5:41 - loss: 624.9324 - logits_profile_predictions_loss: 619.0447 - logcount_predictions_loss: 0.2944 57/2452 [..............................] - ETA: 5:41 - loss: 625.1676 - logits_profile_predictions_loss: 619.2844 - logcount_predictions_loss: 0.2942 58/2452 [..............................] - ETA: 5:41 - loss: 625.3749 - logits_profile_predictions_loss: 619.4964 - logcount_predictions_loss: 0.2939 59/2452 [..............................] - ETA: 5:40 - loss: 625.6095 - logits_profile_predictions_loss: 619.7350 - logcount_predictions_loss: 0.2937 60/2452 [..............................] - ETA: 5:40 - loss: 625.8358 - logits_profile_predictions_loss: 619.9649 - logcount_predictions_loss: 0.2935 61/2452 [..............................] - ETA: 5:40 - loss: 626.0397 - logits_profile_predictions_loss: 620.1726 - logcount_predictions_loss: 0.2934 62/2452 [..............................] - ETA: 5:40 - loss: 626.2322 - logits_profile_predictions_loss: 620.3687 - logcount_predictions_loss: 0.2932 63/2452 [..............................] - ETA: 5:40 - loss: 626.4066 - logits_profile_predictions_loss: 620.5462 - logcount_predictions_loss: 0.2930 64/2452 [..............................] - ETA: 5:40 - loss: 626.5622 - logits_profile_predictions_loss: 620.7052 - logcount_predictions_loss: 0.2928 65/2452 [..............................] - ETA: 5:39 - loss: 626.7257 - logits_profile_predictions_loss: 620.8720 - logcount_predictions_loss: 0.2927 66/2452 [..............................] - ETA: 5:39 - loss: 626.9095 - logits_profile_predictions_loss: 621.0587 - logcount_predictions_loss: 0.2925 67/2452 [..............................] - ETA: 5:39 - loss: 627.0898 - logits_profile_predictions_loss: 621.2420 - logcount_predictions_loss: 0.2924 68/2452 [..............................] - ETA: 5:39 - loss: 627.2646 - logits_profile_predictions_loss: 621.4198 - logcount_predictions_loss: 0.2922 69/2452 [..............................] - ETA: 5:39 - loss: 627.4191 - logits_profile_predictions_loss: 621.5770 - logcount_predictions_loss: 0.2921 70/2452 [..............................] - ETA: 5:39 - loss: 627.5779 - logits_profile_predictions_loss: 621.7387 - logcount_predictions_loss: 0.2920 71/2452 [..............................] - ETA: 5:39 - loss: 627.7322 - logits_profile_predictions_loss: 621.8961 - logcount_predictions_loss: 0.2918 72/2452 [..............................] - ETA: 5:38 - loss: 627.8525 - logits_profile_predictions_loss: 622.0196 - logcount_predictions_loss: 0.2916 73/2452 [..............................] - ETA: 5:38 - loss: 627.9633 - logits_profile_predictions_loss: 622.1335 - logcount_predictions_loss: 0.2915 74/2452 [..............................] - ETA: 5:38 - loss: 628.0629 - logits_profile_predictions_loss: 622.2362 - logcount_predictions_loss: 0.2913 75/2452 [..............................] - ETA: 5:38 - loss: 628.1573 - logits_profile_predictions_loss: 622.3333 - logcount_predictions_loss: 0.2912 76/2452 [..............................] - ETA: 5:38 - loss: 628.2519 - logits_profile_predictions_loss: 622.4306 - logcount_predictions_loss: 0.2911 77/2452 [..............................] - ETA: 5:38 - loss: 628.3297 - logits_profile_predictions_loss: 622.5109 - logcount_predictions_loss: 0.2909 78/2452 [..............................] - ETA: 5:38 - loss: 628.4089 - logits_profile_predictions_loss: 622.5920 - logcount_predictions_loss: 0.2908 79/2452 [..............................] - ETA: 5:37 - loss: 628.4742 - logits_profile_predictions_loss: 622.6591 - logcount_predictions_loss: 0.2908 80/2452 [..............................] - ETA: 5:37 - loss: 628.5431 - logits_profile_predictions_loss: 622.7296 - logcount_predictions_loss: 0.2907 81/2452 [..............................] - ETA: 5:37 - loss: 628.6036 - logits_profile_predictions_loss: 622.7919 - logcount_predictions_loss: 0.2906 82/2452 [>.............................] - ETA: 5:37 - loss: 628.6592 - logits_profile_predictions_loss: 622.8497 - logcount_predictions_loss: 0.2905 83/2452 [>.............................] - ETA: 5:37 - loss: 628.7198 - logits_profile_predictions_loss: 622.9123 - logcount_predictions_loss: 0.2904 84/2452 [>.............................] - ETA: 5:37 - loss: 628.7814 - logits_profile_predictions_loss: 622.9760 - logcount_predictions_loss: 0.2903 85/2452 [>.............................] - ETA: 5:37 - loss: 628.8488 - logits_profile_predictions_loss: 623.0451 - logcount_predictions_loss: 0.2902 86/2452 [>.............................] - ETA: 5:36 - loss: 628.9040 - logits_profile_predictions_loss: 623.1020 - logcount_predictions_loss: 0.2901 87/2452 [>.............................] - ETA: 5:36 - loss: 628.9533 - logits_profile_predictions_loss: 623.1531 - logcount_predictions_loss: 0.2900 88/2452 [>.............................] - ETA: 5:36 - loss: 629.0045 - logits_profile_predictions_loss: 623.2062 - logcount_predictions_loss: 0.2899 89/2452 [>.............................] - ETA: 5:36 - loss: 629.0471 - logits_profile_predictions_loss: 623.2505 - logcount_predictions_loss: 0.2898 90/2452 [>.............................] - ETA: 5:36 - loss: 629.0911 - logits_profile_predictions_loss: 623.2963 - logcount_predictions_loss: 0.2897 91/2452 [>.............................] - ETA: 5:36 - loss: 629.1297 - logits_profile_predictions_loss: 623.3370 - logcount_predictions_loss: 0.2896 92/2452 [>.............................] - ETA: 5:36 - loss: 629.1733 - logits_profile_predictions_loss: 623.3825 - logcount_predictions_loss: 0.2895 93/2452 [>.............................] - ETA: 5:35 - loss: 629.2122 - logits_profile_predictions_loss: 623.4234 - logcount_predictions_loss: 0.2894 94/2452 [>.............................] - ETA: 5:35 - loss: 629.2460 - logits_profile_predictions_loss: 623.4591 - logcount_predictions_loss: 0.2893 95/2452 [>.............................] - ETA: 5:35 - loss: 629.2737 - logits_profile_predictions_loss: 623.4887 - logcount_predictions_loss: 0.2892 96/2452 [>.............................] - ETA: 5:35 - loss: 629.3116 - logits_profile_predictions_loss: 623.5287 - logcount_predictions_loss: 0.2891 97/2452 [>.............................] - ETA: 5:35 - loss: 629.3499 - logits_profile_predictions_loss: 623.5690 - logcount_predictions_loss: 0.2890 98/2452 [>.............................] - ETA: 5:35 - loss: 629.3837 - logits_profile_predictions_loss: 623.6049 - logcount_predictions_loss: 0.2889 99/2452 [>.............................] - ETA: 5:34 - loss: 629.4137 - logits_profile_predictions_loss: 623.6371 - logcount_predictions_loss: 0.2888 100/2452 [>.............................] - ETA: 5:34 - loss: 629.4391 - logits_profile_predictions_loss: 623.6647 - logcount_predictions_loss: 0.2887 101/2452 [>.............................] - ETA: 5:34 - loss: 629.4617 - logits_profile_predictions_loss: 623.6893 - logcount_predictions_loss: 0.2886 102/2452 [>.............................] - ETA: 5:34 - loss: 629.4856 - logits_profile_predictions_loss: 623.7153 - logcount_predictions_loss: 0.2885 103/2452 [>.............................] - ETA: 5:34 - loss: 629.5195 - logits_profile_predictions_loss: 623.7515 - logcount_predictions_loss: 0.2884 104/2452 [>.............................] - ETA: 5:34 - loss: 629.5518 - logits_profile_predictions_loss: 623.7861 - logcount_predictions_loss: 0.2883 105/2452 [>.............................] - ETA: 5:34 - loss: 629.5853 - logits_profile_predictions_loss: 623.8217 - logcount_predictions_loss: 0.2882 106/2452 [>.............................] - ETA: 5:34 - loss: 629.6183 - logits_profile_predictions_loss: 623.8567 - logcount_predictions_loss: 0.2881 107/2452 [>.............................] - ETA: 5:33 - loss: 629.6544 - logits_profile_predictions_loss: 623.8951 - logcount_predictions_loss: 0.2880 108/2452 [>.............................] - ETA: 5:33 - loss: 629.6867 - logits_profile_predictions_loss: 623.9294 - logcount_predictions_loss: 0.2879 109/2452 [>.............................] - ETA: 5:33 - loss: 629.7147 - logits_profile_predictions_loss: 623.9595 - logcount_predictions_loss: 0.2878 110/2452 [>.............................] - ETA: 5:33 - loss: 629.7375 - logits_profile_predictions_loss: 623.9843 - logcount_predictions_loss: 0.2877 111/2452 [>.............................] - ETA: 5:33 - loss: 629.7571 - logits_profile_predictions_loss: 624.0060 - logcount_predictions_loss: 0.2876 112/2452 [>.............................] - ETA: 5:33 - loss: 629.7753 - logits_profile_predictions_loss: 624.0263 - logcount_predictions_loss: 0.2875 113/2452 [>.............................] - ETA: 5:33 - loss: 629.7908 - logits_profile_predictions_loss: 624.0438 - logcount_predictions_loss: 0.2874 114/2452 [>.............................] - ETA: 5:32 - loss: 629.8074 - logits_profile_predictions_loss: 624.0624 - logcount_predictions_loss: 0.2873 115/2452 [>.............................] - ETA: 5:32 - loss: 629.8207 - logits_profile_predictions_loss: 624.0777 - logcount_predictions_loss: 0.2872 116/2452 [>.............................] - ETA: 5:32 - loss: 629.8355 - logits_profile_predictions_loss: 624.0945 - logcount_predictions_loss: 0.2871 117/2452 [>.............................] - ETA: 5:32 - loss: 629.8594 - logits_profile_predictions_loss: 624.1204 - logcount_predictions_loss: 0.2870 118/2452 [>.............................] - ETA: 5:32 - loss: 629.8759 - logits_profile_predictions_loss: 624.1390 - logcount_predictions_loss: 0.2868 119/2452 [>.............................] - ETA: 5:32 - loss: 629.8944 - logits_profile_predictions_loss: 624.1595 - logcount_predictions_loss: 0.2867 120/2452 [>.............................] - ETA: 5:32 - loss: 629.9126 - logits_profile_predictions_loss: 624.1797 - logcount_predictions_loss: 0.2866 121/2452 [>.............................] - ETA: 5:31 - loss: 629.9268 - logits_profile_predictions_loss: 624.1959 - logcount_predictions_loss: 0.2865 122/2452 [>.............................] - ETA: 5:31 - loss: 629.9451 - logits_profile_predictions_loss: 624.2159 - logcount_predictions_loss: 0.2865 123/2452 [>.............................] - ETA: 5:31 - loss: 629.9592 - logits_profile_predictions_loss: 624.2319 - logcount_predictions_loss: 0.2864 124/2452 [>.............................] - ETA: 5:31 - loss: 629.9745 - logits_profile_predictions_loss: 624.2490 - logcount_predictions_loss: 0.2863 125/2452 [>.............................] - ETA: 5:31 - loss: 629.9905 - 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logits_profile_predictions_loss: 627.1417 - logcount_predictions_loss: 0.2737 386/2452 [===>..........................] - ETA: 4:53 - loss: 632.6270 - logits_profile_predictions_loss: 627.1525 - logcount_predictions_loss: 0.2737 387/2452 [===>..........................] - ETA: 4:53 - loss: 632.6374 - logits_profile_predictions_loss: 627.1633 - logcount_predictions_loss: 0.2737 388/2452 [===>..........................] - ETA: 4:53 - loss: 632.6479 - logits_profile_predictions_loss: 627.1740 - logcount_predictions_loss: 0.2737 389/2452 [===>..........................] - ETA: 4:53 - loss: 632.6595 - logits_profile_predictions_loss: 627.1860 - logcount_predictions_loss: 0.2737 390/2452 [===>..........................] - ETA: 4:53 - loss: 632.6709 - logits_profile_predictions_loss: 627.1977 - logcount_predictions_loss: 0.2737 391/2452 [===>..........................] - ETA: 4:53 - loss: 632.6818 - logits_profile_predictions_loss: 627.2089 - logcount_predictions_loss: 0.2736 392/2452 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[=====>........................] - ETA: 4:36 - loss: 633.7151 - logits_profile_predictions_loss: 628.2683 - logcount_predictions_loss: 0.2723 510/2452 [=====>........................] - ETA: 4:36 - loss: 633.7206 - logits_profile_predictions_loss: 628.2740 - logcount_predictions_loss: 0.2723 511/2452 [=====>........................] - ETA: 4:36 - loss: 633.7260 - logits_profile_predictions_loss: 628.2794 - logcount_predictions_loss: 0.2723 512/2452 [=====>........................] - ETA: 4:35 - loss: 633.7312 - logits_profile_predictions_loss: 628.2848 - logcount_predictions_loss: 0.2723 513/2452 [=====>........................] - ETA: 4:35 - loss: 633.7366 - logits_profile_predictions_loss: 628.2902 - logcount_predictions_loss: 0.2723 514/2452 [=====>........................] - ETA: 4:35 - loss: 633.7419 - logits_profile_predictions_loss: 628.2957 - logcount_predictions_loss: 0.2723 515/2452 [=====>........................] - ETA: 4:35 - loss: 633.7473 - 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[=====>........................] - ETA: 4:34 - loss: 633.7867 - logits_profile_predictions_loss: 628.3414 - logcount_predictions_loss: 0.2723 523/2452 [=====>........................] - ETA: 4:34 - loss: 633.7930 - logits_profile_predictions_loss: 628.3477 - logcount_predictions_loss: 0.2723 524/2452 [=====>........................] - ETA: 4:34 - loss: 633.7994 - logits_profile_predictions_loss: 628.3542 - logcount_predictions_loss: 0.2723 525/2452 [=====>........................] - ETA: 4:34 - loss: 633.8056 - logits_profile_predictions_loss: 628.3606 - logcount_predictions_loss: 0.2723 526/2452 [=====>........................] - ETA: 4:33 - loss: 633.8117 - logits_profile_predictions_loss: 628.3668 - logcount_predictions_loss: 0.2723 527/2452 [=====>........................] - ETA: 4:33 - loss: 633.8178 - logits_profile_predictions_loss: 628.3730 - logcount_predictions_loss: 0.2722 528/2452 [=====>........................] - ETA: 4:33 - loss: 633.8244 - 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logits_profile_predictions_loss: 629.3037 - logcount_predictions_loss: 0.2713 2408/2452 [============================>.] - ETA: 6s - loss: 634.7292 - logits_profile_predictions_loss: 629.3030 - logcount_predictions_loss: 0.2713 2409/2452 [============================>.] - ETA: 6s - loss: 634.7285 - logits_profile_predictions_loss: 629.3023 - logcount_predictions_loss: 0.2713 2410/2452 [============================>.] - ETA: 5s - loss: 634.7277 - logits_profile_predictions_loss: 629.3015 - logcount_predictions_loss: 0.2713 2411/2452 [============================>.] - ETA: 5s - loss: 634.7270 - logits_profile_predictions_loss: 629.3008 - logcount_predictions_loss: 0.2713 2412/2452 [============================>.] - ETA: 5s - loss: 634.7262 - logits_profile_predictions_loss: 629.3001 - logcount_predictions_loss: 0.2713 2413/2452 [============================>.] - ETA: 5s - loss: 634.7255 - logits_profile_predictions_loss: 629.2993 - logcount_predictions_loss: 0.2713 2414/2452 [============================>.] - ETA: 5s - loss: 634.7247 - logits_profile_predictions_loss: 629.2986 - logcount_predictions_loss: 0.2713 2415/2452 [============================>.] - ETA: 5s - loss: 634.7240 - logits_profile_predictions_loss: 629.2979 - logcount_predictions_loss: 0.2713 2416/2452 [============================>.] - ETA: 5s - loss: 634.7233 - logits_profile_predictions_loss: 629.2972 - logcount_predictions_loss: 0.2713 2417/2452 [============================>.] - ETA: 4s - loss: 634.7226 - logits_profile_predictions_loss: 629.2965 - logcount_predictions_loss: 0.2713 2418/2452 [============================>.] - ETA: 4s - loss: 634.7219 - logits_profile_predictions_loss: 629.2958 - logcount_predictions_loss: 0.2713 2419/2452 [============================>.] - ETA: 4s - loss: 634.7212 - logits_profile_predictions_loss: 629.2951 - logcount_predictions_loss: 0.2713 2420/2452 [============================>.] - ETA: 4s - loss: 634.7205 - logits_profile_predictions_loss: 629.2944 - logcount_predictions_loss: 0.2713 2421/2452 [============================>.] - ETA: 4s - loss: 634.7198 - logits_profile_predictions_loss: 629.2937 - logcount_predictions_loss: 0.2713 2422/2452 [============================>.] - ETA: 4s - loss: 634.7191 - logits_profile_predictions_loss: 629.2930 - logcount_predictions_loss: 0.2713 2423/2452 [============================>.] - ETA: 4s - loss: 634.7184 - logits_profile_predictions_loss: 629.2924 - logcount_predictions_loss: 0.2713 2424/2452 [============================>.] - ETA: 3s - loss: 634.7177 - logits_profile_predictions_loss: 629.2917 - logcount_predictions_loss: 0.2713 2425/2452 [============================>.] - ETA: 3s - loss: 634.7171 - logits_profile_predictions_loss: 629.2910 - logcount_predictions_loss: 0.2713 2426/2452 [============================>.] - ETA: 3s - loss: 634.7164 - logits_profile_predictions_loss: 629.2904 - logcount_predictions_loss: 0.2713 2427/2452 [============================>.] - ETA: 3s - loss: 634.7157 - logits_profile_predictions_loss: 629.2897 - logcount_predictions_loss: 0.2713 2428/2452 [============================>.] - ETA: 3s - loss: 634.7151 - logits_profile_predictions_loss: 629.2891 - logcount_predictions_loss: 0.2713 2429/2452 [============================>.] - ETA: 3s - loss: 634.7144 - logits_profile_predictions_loss: 629.2884 - logcount_predictions_loss: 0.2713 2430/2452 [============================>.] - ETA: 3s - loss: 634.7138 - logits_profile_predictions_loss: 629.2878 - logcount_predictions_loss: 0.2713 2431/2452 [============================>.] - ETA: 2s - loss: 634.7131 - logits_profile_predictions_loss: 629.2871 - logcount_predictions_loss: 0.2713 2432/2452 [============================>.] - ETA: 2s - loss: 634.7125 - logits_profile_predictions_loss: 629.2865 - logcount_predictions_loss: 0.2713 2433/2452 [============================>.] - ETA: 2s - loss: 634.7118 - logits_profile_predictions_loss: 629.2858 - logcount_predictions_loss: 0.2713 2434/2452 [============================>.] - ETA: 2s - loss: 634.7112 - logits_profile_predictions_loss: 629.2852 - logcount_predictions_loss: 0.2713 2435/2452 [============================>.] - ETA: 2s - loss: 634.7105 - logits_profile_predictions_loss: 629.2846 - logcount_predictions_loss: 0.2713 2436/2452 [============================>.] - ETA: 2s - loss: 634.7099 - logits_profile_predictions_loss: 629.2839 - logcount_predictions_loss: 0.2713 2437/2452 [============================>.] - ETA: 2s - loss: 634.7092 - logits_profile_predictions_loss: 629.2833 - logcount_predictions_loss: 0.2713 2438/2452 [============================>.] - ETA: 1s - loss: 634.7086 - logits_profile_predictions_loss: 629.2826 - logcount_predictions_loss: 0.2713 2439/2452 [============================>.] - ETA: 1s - loss: 634.7079 - logits_profile_predictions_loss: 629.2820 - logcount_predictions_loss: 0.2713 2440/2452 [============================>.] - ETA: 1s - loss: 634.7073 - logits_profile_predictions_loss: 629.2814 - logcount_predictions_loss: 0.2713 2441/2452 [============================>.] - ETA: 1s - loss: 634.7067 - logits_profile_predictions_loss: 629.2808 - logcount_predictions_loss: 0.2713 2442/2452 [============================>.] - ETA: 1s - loss: 634.7060 - logits_profile_predictions_loss: 629.2801 - logcount_predictions_loss: 0.2713 2443/2452 [============================>.] - ETA: 1s - loss: 634.7054 - logits_profile_predictions_loss: 629.2795 - logcount_predictions_loss: 0.2713 2444/2452 [============================>.] - ETA: 1s - loss: 634.7047 - logits_profile_predictions_loss: 629.2788 - logcount_predictions_loss: 0.2713 2445/2452 [============================>.] - ETA: 0s - loss: 634.7040 - logits_profile_predictions_loss: 629.2781 - logcount_predictions_loss: 0.2713 2446/2452 [============================>.] - ETA: 0s - loss: 634.7033 - logits_profile_predictions_loss: 629.2775 - logcount_predictions_loss: 0.2713 2447/2452 [============================>.] - ETA: 0s - loss: 634.7026 - logits_profile_predictions_loss: 629.2768 - logcount_predictions_loss: 0.2713 2448/2452 [============================>.] - ETA: 0s - loss: 634.7020 - logits_profile_predictions_loss: 629.2761 - logcount_predictions_loss: 0.2713 2449/2452 [============================>.] - ETA: 0s - loss: 634.7013 - logits_profile_predictions_loss: 629.2755 - logcount_predictions_loss: 0.2713 2450/2452 [============================>.] - ETA: 0s - loss: 634.7006 - logits_profile_predictions_loss: 629.2748 - logcount_predictions_loss: 0.2713 2451/2452 [============================>.] - ETA: 0s - loss: 634.7000 - logits_profile_predictions_loss: 629.2741 - logcount_predictions_loss: 0.2713 2452/2452 [==============================] - ETA: 0s - loss: 634.6993 - logits_profile_predictions_loss: 629.2735 - logcount_predictions_loss: 0.2713 2452/2452 [==============================] - 368s 150ms/step - loss: 634.6986 - logits_profile_predictions_loss: 629.2728 - logcount_predictions_loss: 0.2713 - val_loss: 604.2762 - val_logits_profile_predictions_loss: 599.5686 - val_logcount_predictions_loss: 0.2354 Epoch 00007: val_loss did not improve from 603.44043 Epoch 8/50 1/2452 [..............................] - ETA: 6:58 - loss: 583.2742 - logits_profile_predictions_loss: 578.3231 - logcount_predictions_loss: 0.2476 2/2452 [..............................] - ETA: 5:55 - loss: 588.0146 - logits_profile_predictions_loss: 582.9313 - logcount_predictions_loss: 0.2542 3/2452 [..............................] - ETA: 5:52 - loss: 583.4456 - logits_profile_predictions_loss: 578.3840 - logcount_predictions_loss: 0.2531 4/2452 [..............................] - ETA: 5:51 - loss: 590.0072 - logits_profile_predictions_loss: 584.8981 - logcount_predictions_loss: 0.2555 5/2452 [..............................] - ETA: 5:51 - loss: 594.7739 - logits_profile_predictions_loss: 589.7123 - logcount_predictions_loss: 0.2531 6/2452 [..............................] - ETA: 5:52 - loss: 597.6637 - logits_profile_predictions_loss: 592.6082 - logcount_predictions_loss: 0.2528 7/2452 [..............................] - ETA: 5:52 - loss: 600.0504 - logits_profile_predictions_loss: 595.0285 - logcount_predictions_loss: 0.2511 8/2452 [..............................] - ETA: 5:51 - loss: 600.9527 - logits_profile_predictions_loss: 595.9789 - logcount_predictions_loss: 0.2487 9/2452 [..............................] - ETA: 5:51 - loss: 602.4913 - logits_profile_predictions_loss: 597.5419 - logcount_predictions_loss: 0.2475 10/2452 [..............................] - ETA: 5:51 - loss: 604.3406 - logits_profile_predictions_loss: 599.4150 - logcount_predictions_loss: 0.2463 11/2452 [..............................] - ETA: 5:50 - loss: 606.7258 - logits_profile_predictions_loss: 601.8119 - logcount_predictions_loss: 0.2457 12/2452 [..............................] - ETA: 5:50 - loss: 608.7489 - logits_profile_predictions_loss: 603.8420 - logcount_predictions_loss: 0.2453 13/2452 [..............................] - ETA: 5:50 - loss: 610.3647 - logits_profile_predictions_loss: 605.4639 - logcount_predictions_loss: 0.2450 14/2452 [..............................] - ETA: 5:50 - loss: 611.4178 - logits_profile_predictions_loss: 606.5253 - logcount_predictions_loss: 0.2446 15/2452 [..............................] - ETA: 5:50 - loss: 612.3450 - logits_profile_predictions_loss: 607.4456 - logcount_predictions_loss: 0.2450 16/2452 [..............................] - ETA: 5:50 - loss: 613.3581 - logits_profile_predictions_loss: 608.4601 - logcount_predictions_loss: 0.2449 17/2452 [..............................] - ETA: 5:50 - loss: 614.2711 - logits_profile_predictions_loss: 609.3767 - logcount_predictions_loss: 0.2447 18/2452 [..............................] - ETA: 5:49 - loss: 615.0789 - logits_profile_predictions_loss: 610.1834 - logcount_predictions_loss: 0.2448 19/2452 [..............................] - ETA: 5:49 - loss: 615.8673 - logits_profile_predictions_loss: 610.9727 - logcount_predictions_loss: 0.2447 20/2452 [..............................] - ETA: 5:49 - loss: 616.7825 - logits_profile_predictions_loss: 611.8897 - logcount_predictions_loss: 0.2446 21/2452 [..............................] - ETA: 5:49 - loss: 617.3610 - logits_profile_predictions_loss: 612.4685 - logcount_predictions_loss: 0.2446 22/2452 [..............................] - ETA: 5:48 - loss: 617.9346 - logits_profile_predictions_loss: 613.0445 - logcount_predictions_loss: 0.2445 23/2452 [..............................] - ETA: 5:48 - loss: 618.5442 - logits_profile_predictions_loss: 613.6528 - logcount_predictions_loss: 0.2446 24/2452 [..............................] - ETA: 5:48 - loss: 618.9449 - logits_profile_predictions_loss: 614.0510 - logcount_predictions_loss: 0.2447 25/2452 [..............................] - ETA: 5:48 - loss: 619.2787 - logits_profile_predictions_loss: 614.3818 - logcount_predictions_loss: 0.2448 26/2452 [..............................] - ETA: 5:47 - loss: 619.5254 - logits_profile_predictions_loss: 614.6263 - logcount_predictions_loss: 0.2450 27/2452 [..............................] - ETA: 5:47 - loss: 619.8312 - logits_profile_predictions_loss: 614.9311 - logcount_predictions_loss: 0.2450 28/2452 [..............................] - ETA: 5:47 - loss: 620.1534 - logits_profile_predictions_loss: 615.2524 - logcount_predictions_loss: 0.2450 29/2452 [..............................] - ETA: 5:47 - loss: 620.5077 - logits_profile_predictions_loss: 615.6073 - logcount_predictions_loss: 0.2450 30/2452 [..............................] - ETA: 5:47 - loss: 620.9106 - logits_profile_predictions_loss: 616.0123 - logcount_predictions_loss: 0.2449 31/2452 [..............................] - ETA: 5:47 - loss: 621.3654 - logits_profile_predictions_loss: 616.4685 - logcount_predictions_loss: 0.2448 32/2452 [..............................] - ETA: 5:46 - loss: 621.7774 - logits_profile_predictions_loss: 616.8813 - logcount_predictions_loss: 0.2448 33/2452 [..............................] - ETA: 5:46 - loss: 622.1760 - logits_profile_predictions_loss: 617.2821 - logcount_predictions_loss: 0.2447 34/2452 [..............................] - ETA: 5:46 - loss: 622.4399 - logits_profile_predictions_loss: 617.5478 - logcount_predictions_loss: 0.2446 35/2452 [..............................] - ETA: 5:46 - loss: 622.7175 - logits_profile_predictions_loss: 617.8274 - logcount_predictions_loss: 0.2445 36/2452 [..............................] - ETA: 5:46 - loss: 623.0161 - logits_profile_predictions_loss: 618.1261 - logcount_predictions_loss: 0.2445 37/2452 [..............................] - ETA: 5:45 - loss: 623.1999 - logits_profile_predictions_loss: 618.3100 - logcount_predictions_loss: 0.2445 38/2452 [..............................] - ETA: 5:46 - loss: 623.3948 - logits_profile_predictions_loss: 618.5033 - logcount_predictions_loss: 0.2446 39/2452 [..............................] - ETA: 5:45 - loss: 623.5924 - logits_profile_predictions_loss: 618.6974 - logcount_predictions_loss: 0.2447 40/2452 [..............................] - ETA: 5:45 - loss: 623.7807 - logits_profile_predictions_loss: 618.8805 - logcount_predictions_loss: 0.2450 41/2452 [..............................] - ETA: 5:45 - loss: 623.9749 - logits_profile_predictions_loss: 619.0701 - logcount_predictions_loss: 0.2452 42/2452 [..............................] - ETA: 5:45 - loss: 624.1727 - logits_profile_predictions_loss: 619.2641 - logcount_predictions_loss: 0.2454 43/2452 [..............................] - ETA: 5:45 - loss: 624.3565 - logits_profile_predictions_loss: 619.4437 - logcount_predictions_loss: 0.2456 44/2452 [..............................] - ETA: 5:45 - loss: 624.5361 - logits_profile_predictions_loss: 619.6192 - logcount_predictions_loss: 0.2458 45/2452 [..............................] - ETA: 5:45 - loss: 624.6891 - logits_profile_predictions_loss: 619.7693 - logcount_predictions_loss: 0.2460 46/2452 [..............................] - ETA: 5:45 - loss: 624.8301 - logits_profile_predictions_loss: 619.9074 - logcount_predictions_loss: 0.2461 47/2452 [..............................] - ETA: 5:44 - loss: 625.0327 - logits_profile_predictions_loss: 620.1065 - logcount_predictions_loss: 0.2463 48/2452 [..............................] - ETA: 5:44 - loss: 625.2049 - logits_profile_predictions_loss: 620.2754 - logcount_predictions_loss: 0.2465 49/2452 [..............................] - ETA: 5:44 - loss: 625.3848 - logits_profile_predictions_loss: 620.4521 - logcount_predictions_loss: 0.2466 50/2452 [..............................] - ETA: 5:44 - loss: 625.5597 - logits_profile_predictions_loss: 620.6238 - logcount_predictions_loss: 0.2468 51/2452 [..............................] - ETA: 5:44 - loss: 625.7138 - logits_profile_predictions_loss: 620.7745 - logcount_predictions_loss: 0.2470 52/2452 [..............................] - ETA: 5:44 - 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59/2452 [..............................] - ETA: 5:42 - loss: 627.0251 - logits_profile_predictions_loss: 622.0714 - logcount_predictions_loss: 0.2477 60/2452 [..............................] - ETA: 5:42 - loss: 627.1832 - logits_profile_predictions_loss: 622.2283 - logcount_predictions_loss: 0.2477 61/2452 [..............................] - ETA: 5:42 - loss: 627.3423 - logits_profile_predictions_loss: 622.3866 - logcount_predictions_loss: 0.2478 62/2452 [..............................] - ETA: 5:42 - loss: 627.4983 - logits_profile_predictions_loss: 622.5417 - logcount_predictions_loss: 0.2478 63/2452 [..............................] - ETA: 5:42 - loss: 627.6722 - logits_profile_predictions_loss: 622.7151 - logcount_predictions_loss: 0.2479 64/2452 [..............................] - ETA: 5:42 - loss: 627.8258 - logits_profile_predictions_loss: 622.8679 - logcount_predictions_loss: 0.2479 65/2452 [..............................] - ETA: 5:41 - loss: 627.9917 - logits_profile_predictions_loss: 623.0326 - logcount_predictions_loss: 0.2480 66/2452 [..............................] - ETA: 5:41 - loss: 628.1229 - logits_profile_predictions_loss: 623.1625 - logcount_predictions_loss: 0.2480 67/2452 [..............................] - ETA: 5:41 - loss: 628.2487 - logits_profile_predictions_loss: 623.2873 - logcount_predictions_loss: 0.2481 68/2452 [..............................] - ETA: 5:41 - loss: 628.3760 - logits_profile_predictions_loss: 623.4139 - logcount_predictions_loss: 0.2481 69/2452 [..............................] - ETA: 5:41 - loss: 628.4849 - logits_profile_predictions_loss: 623.5211 - logcount_predictions_loss: 0.2482 70/2452 [..............................] - ETA: 5:41 - loss: 628.5976 - logits_profile_predictions_loss: 623.6325 - logcount_predictions_loss: 0.2483 71/2452 [..............................] - ETA: 5:40 - loss: 628.7089 - logits_profile_predictions_loss: 623.7423 - logcount_predictions_loss: 0.2483 72/2452 [..............................] - ETA: 5:40 - loss: 628.8233 - logits_profile_predictions_loss: 623.8551 - logcount_predictions_loss: 0.2484 73/2452 [..............................] - ETA: 5:40 - loss: 628.9259 - logits_profile_predictions_loss: 623.9565 - logcount_predictions_loss: 0.2485 74/2452 [..............................] - ETA: 5:40 - loss: 629.0147 - logits_profile_predictions_loss: 624.0442 - logcount_predictions_loss: 0.2485 75/2452 [..............................] - ETA: 5:40 - loss: 629.1041 - logits_profile_predictions_loss: 624.1327 - logcount_predictions_loss: 0.2486 76/2452 [..............................] - ETA: 5:39 - loss: 629.1899 - logits_profile_predictions_loss: 624.2177 - logcount_predictions_loss: 0.2486 77/2452 [..............................] - ETA: 5:39 - loss: 629.2792 - logits_profile_predictions_loss: 624.3064 - logcount_predictions_loss: 0.2486 78/2452 [..............................] - ETA: 5:39 - loss: 629.3744 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 625.3717 - logcount_predictions_loss: 0.2469 359/2452 [===>..........................] - ETA: 4:59 - loss: 630.3023 - logits_profile_predictions_loss: 625.3649 - logcount_predictions_loss: 0.2469 360/2452 [===>..........................] - ETA: 4:59 - loss: 630.2956 - logits_profile_predictions_loss: 625.3583 - logcount_predictions_loss: 0.2469 361/2452 [===>..........................] - ETA: 4:58 - loss: 630.2889 - logits_profile_predictions_loss: 625.3518 - logcount_predictions_loss: 0.2469 362/2452 [===>..........................] - ETA: 4:58 - loss: 630.2820 - logits_profile_predictions_loss: 625.3450 - logcount_predictions_loss: 0.2469 363/2452 [===>..........................] - ETA: 4:58 - loss: 630.2752 - logits_profile_predictions_loss: 625.3383 - logcount_predictions_loss: 0.2468 364/2452 [===>..........................] - ETA: 4:58 - loss: 630.2691 - logits_profile_predictions_loss: 625.3324 - logcount_predictions_loss: 0.2468 365/2452 [===>..........................] - ETA: 4:58 - loss: 630.2628 - logits_profile_predictions_loss: 625.3263 - logcount_predictions_loss: 0.2468 366/2452 [===>..........................] - ETA: 4:58 - loss: 630.2568 - logits_profile_predictions_loss: 625.3204 - logcount_predictions_loss: 0.2468 367/2452 [===>..........................] - ETA: 4:58 - loss: 630.2504 - logits_profile_predictions_loss: 625.3142 - logcount_predictions_loss: 0.2468 368/2452 [===>..........................] - ETA: 4:57 - loss: 630.2449 - logits_profile_predictions_loss: 625.3088 - logcount_predictions_loss: 0.2468 369/2452 [===>..........................] - ETA: 4:57 - loss: 630.2392 - logits_profile_predictions_loss: 625.3033 - logcount_predictions_loss: 0.2468 370/2452 [===>..........................] - ETA: 4:57 - loss: 630.2344 - logits_profile_predictions_loss: 625.2986 - logcount_predictions_loss: 0.2468 371/2452 [===>..........................] - ETA: 4:57 - loss: 630.2294 - logits_profile_predictions_loss: 625.2937 - logcount_predictions_loss: 0.2468 372/2452 [===>..........................] - ETA: 4:57 - loss: 630.2246 - logits_profile_predictions_loss: 625.2891 - logcount_predictions_loss: 0.2468 373/2452 [===>..........................] - ETA: 4:57 - loss: 630.2199 - logits_profile_predictions_loss: 625.2846 - logcount_predictions_loss: 0.2468 374/2452 [===>..........................] - ETA: 4:57 - loss: 630.2158 - logits_profile_predictions_loss: 625.2806 - logcount_predictions_loss: 0.2468 375/2452 [===>..........................] - ETA: 4:56 - loss: 630.2118 - logits_profile_predictions_loss: 625.2767 - logcount_predictions_loss: 0.2468 376/2452 [===>..........................] - ETA: 4:56 - loss: 630.2080 - logits_profile_predictions_loss: 625.2730 - logcount_predictions_loss: 0.2467 377/2452 [===>..........................] - ETA: 4:56 - loss: 630.2044 - logits_profile_predictions_loss: 625.2696 - logcount_predictions_loss: 0.2467 378/2452 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logits_profile_predictions_loss: 625.2456 - logcount_predictions_loss: 0.2467 385/2452 [===>..........................] - ETA: 4:55 - loss: 630.1750 - logits_profile_predictions_loss: 625.2413 - logcount_predictions_loss: 0.2467 386/2452 [===>..........................] - ETA: 4:55 - loss: 630.1703 - logits_profile_predictions_loss: 625.2367 - logcount_predictions_loss: 0.2467 387/2452 [===>..........................] - ETA: 4:55 - loss: 630.1657 - logits_profile_predictions_loss: 625.2322 - logcount_predictions_loss: 0.2467 388/2452 [===>..........................] - ETA: 4:55 - loss: 630.1620 - logits_profile_predictions_loss: 625.2286 - logcount_predictions_loss: 0.2467 389/2452 [===>..........................] - ETA: 4:54 - loss: 630.1589 - logits_profile_predictions_loss: 625.2256 - logcount_predictions_loss: 0.2467 390/2452 [===>..........................] - ETA: 4:54 - loss: 630.1560 - logits_profile_predictions_loss: 625.2229 - logcount_predictions_loss: 0.2467 391/2452 [===>..........................] - ETA: 4:54 - loss: 630.1527 - logits_profile_predictions_loss: 625.2197 - logcount_predictions_loss: 0.2466 392/2452 [===>..........................] - ETA: 4:54 - loss: 630.1490 - logits_profile_predictions_loss: 625.2162 - logcount_predictions_loss: 0.2466 393/2452 [===>..........................] - ETA: 4:54 - loss: 630.1457 - logits_profile_predictions_loss: 625.2130 - logcount_predictions_loss: 0.2466 394/2452 [===>..........................] - ETA: 4:54 - loss: 630.1418 - logits_profile_predictions_loss: 625.2092 - logcount_predictions_loss: 0.2466 395/2452 [===>..........................] - ETA: 4:54 - loss: 630.1371 - logits_profile_predictions_loss: 625.2047 - logcount_predictions_loss: 0.2466 396/2452 [===>..........................] - ETA: 4:53 - loss: 630.1326 - logits_profile_predictions_loss: 625.2003 - logcount_predictions_loss: 0.2466 397/2452 [===>..........................] - ETA: 4:53 - loss: 630.1275 - 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[===>..........................] - ETA: 4:52 - loss: 630.0942 - logits_profile_predictions_loss: 625.1630 - logcount_predictions_loss: 0.2466 405/2452 [===>..........................] - ETA: 4:52 - loss: 630.0894 - logits_profile_predictions_loss: 625.1583 - logcount_predictions_loss: 0.2466 406/2452 [===>..........................] - ETA: 4:52 - loss: 630.0847 - logits_profile_predictions_loss: 625.1537 - logcount_predictions_loss: 0.2466 407/2452 [===>..........................] - ETA: 4:52 - loss: 630.0799 - logits_profile_predictions_loss: 625.1490 - logcount_predictions_loss: 0.2465 408/2452 [===>..........................] - ETA: 4:52 - loss: 630.0752 - logits_profile_predictions_loss: 625.1443 - logcount_predictions_loss: 0.2465 409/2452 [====>.........................] - ETA: 4:52 - loss: 630.0707 - logits_profile_predictions_loss: 625.1399 - logcount_predictions_loss: 0.2465 410/2452 [====>.........................] - ETA: 4:51 - loss: 630.0666 - 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[====>.........................] - ETA: 4:50 - loss: 630.0384 - logits_profile_predictions_loss: 625.1085 - logcount_predictions_loss: 0.2465 418/2452 [====>.........................] - ETA: 4:50 - loss: 630.0348 - logits_profile_predictions_loss: 625.1049 - logcount_predictions_loss: 0.2465 419/2452 [====>.........................] - ETA: 4:50 - loss: 630.0315 - logits_profile_predictions_loss: 625.1018 - logcount_predictions_loss: 0.2465 420/2452 [====>.........................] - ETA: 4:50 - loss: 630.0282 - logits_profile_predictions_loss: 625.0986 - logcount_predictions_loss: 0.2465 421/2452 [====>.........................] - ETA: 4:50 - loss: 630.0251 - logits_profile_predictions_loss: 625.0956 - logcount_predictions_loss: 0.2465 422/2452 [====>.........................] - ETA: 4:50 - loss: 630.0219 - logits_profile_predictions_loss: 625.0925 - logcount_predictions_loss: 0.2465 423/2452 [====>.........................] - ETA: 4:50 - loss: 630.0194 - logits_profile_predictions_loss: 625.0900 - logcount_predictions_loss: 0.2465 424/2452 [====>.........................] - ETA: 4:49 - loss: 630.0165 - logits_profile_predictions_loss: 625.0872 - logcount_predictions_loss: 0.2465 425/2452 [====>.........................] - ETA: 4:49 - loss: 630.0140 - logits_profile_predictions_loss: 625.0848 - logcount_predictions_loss: 0.2465 426/2452 [====>.........................] - ETA: 4:49 - loss: 630.0111 - logits_profile_predictions_loss: 625.0820 - logcount_predictions_loss: 0.2465 427/2452 [====>.........................] - ETA: 4:49 - loss: 630.0088 - logits_profile_predictions_loss: 625.0798 - logcount_predictions_loss: 0.2465 428/2452 [====>.........................] - ETA: 4:49 - loss: 630.0060 - logits_profile_predictions_loss: 625.0771 - logcount_predictions_loss: 0.2464 429/2452 [====>.........................] - ETA: 4:49 - loss: 630.0029 - logits_profile_predictions_loss: 625.0740 - logcount_predictions_loss: 0.2464 430/2452 [====>.........................] - ETA: 4:49 - loss: 629.9999 - logits_profile_predictions_loss: 625.0711 - logcount_predictions_loss: 0.2464 431/2452 [====>.........................] - ETA: 4:48 - loss: 629.9971 - logits_profile_predictions_loss: 625.0684 - logcount_predictions_loss: 0.2464 432/2452 [====>.........................] - ETA: 4:48 - loss: 629.9938 - logits_profile_predictions_loss: 625.0652 - logcount_predictions_loss: 0.2464 433/2452 [====>.........................] - ETA: 4:48 - loss: 629.9909 - logits_profile_predictions_loss: 625.0623 - logcount_predictions_loss: 0.2464 434/2452 [====>.........................] - ETA: 4:48 - loss: 629.9881 - logits_profile_predictions_loss: 625.0596 - logcount_predictions_loss: 0.2464 435/2452 [====>.........................] - ETA: 4:48 - loss: 629.9854 - logits_profile_predictions_loss: 625.0569 - logcount_predictions_loss: 0.2464 436/2452 [====>.........................] - ETA: 4:48 - loss: 629.9824 - logits_profile_predictions_loss: 625.0541 - logcount_predictions_loss: 0.2464 437/2452 [====>.........................] - ETA: 4:48 - loss: 629.9794 - logits_profile_predictions_loss: 625.0511 - logcount_predictions_loss: 0.2464 438/2452 [====>.........................] - ETA: 4:47 - loss: 629.9763 - logits_profile_predictions_loss: 625.0481 - logcount_predictions_loss: 0.2464 439/2452 [====>.........................] - ETA: 4:47 - loss: 629.9735 - logits_profile_predictions_loss: 625.0453 - logcount_predictions_loss: 0.2464 440/2452 [====>.........................] - ETA: 4:47 - loss: 629.9710 - logits_profile_predictions_loss: 625.0428 - logcount_predictions_loss: 0.2464 441/2452 [====>.........................] - ETA: 4:47 - loss: 629.9687 - logits_profile_predictions_loss: 625.0406 - logcount_predictions_loss: 0.2464 442/2452 [====>.........................] - ETA: 4:47 - loss: 629.9664 - logits_profile_predictions_loss: 625.0384 - logcount_predictions_loss: 0.2464 443/2452 [====>.........................] - ETA: 4:47 - loss: 629.9639 - logits_profile_predictions_loss: 625.0359 - logcount_predictions_loss: 0.2464 444/2452 [====>.........................] - ETA: 4:47 - loss: 629.9616 - logits_profile_predictions_loss: 625.0337 - logcount_predictions_loss: 0.2464 445/2452 [====>.........................] - ETA: 4:46 - loss: 629.9588 - logits_profile_predictions_loss: 625.0309 - logcount_predictions_loss: 0.2464 446/2452 [====>.........................] - ETA: 4:46 - loss: 629.9559 - logits_profile_predictions_loss: 625.0280 - logcount_predictions_loss: 0.2464 447/2452 [====>.........................] - ETA: 4:46 - loss: 629.9531 - logits_profile_predictions_loss: 625.0253 - logcount_predictions_loss: 0.2464 448/2452 [====>.........................] - ETA: 4:46 - loss: 629.9508 - logits_profile_predictions_loss: 625.0230 - logcount_predictions_loss: 0.2464 449/2452 [====>.........................] - ETA: 4:46 - loss: 629.9484 - logits_profile_predictions_loss: 625.0206 - logcount_predictions_loss: 0.2464 450/2452 [====>.........................] - ETA: 4:46 - loss: 629.9459 - logits_profile_predictions_loss: 625.0182 - logcount_predictions_loss: 0.2464 451/2452 [====>.........................] - ETA: 4:46 - loss: 629.9435 - logits_profile_predictions_loss: 625.0158 - logcount_predictions_loss: 0.2464 452/2452 [====>.........................] - ETA: 4:45 - loss: 629.9411 - logits_profile_predictions_loss: 625.0134 - logcount_predictions_loss: 0.2464 453/2452 [====>.........................] - ETA: 4:45 - loss: 629.9388 - logits_profile_predictions_loss: 625.0111 - logcount_predictions_loss: 0.2464 454/2452 [====>.........................] - ETA: 4:45 - loss: 629.9363 - logits_profile_predictions_loss: 625.0086 - logcount_predictions_loss: 0.2464 455/2452 [====>.........................] - ETA: 4:45 - loss: 629.9334 - logits_profile_predictions_loss: 625.0058 - logcount_predictions_loss: 0.2464 456/2452 [====>.........................] - ETA: 4:45 - loss: 629.9307 - logits_profile_predictions_loss: 625.0030 - logcount_predictions_loss: 0.2464 457/2452 [====>.........................] - ETA: 4:45 - loss: 629.9283 - logits_profile_predictions_loss: 625.0006 - logcount_predictions_loss: 0.2464 458/2452 [====>.........................] - ETA: 4:45 - loss: 629.9262 - logits_profile_predictions_loss: 624.9985 - logcount_predictions_loss: 0.2464 459/2452 [====>.........................] - ETA: 4:44 - loss: 629.9236 - logits_profile_predictions_loss: 624.9959 - logcount_predictions_loss: 0.2464 460/2452 [====>.........................] - ETA: 4:44 - loss: 629.9211 - logits_profile_predictions_loss: 624.9934 - logcount_predictions_loss: 0.2464 461/2452 [====>.........................] - ETA: 4:44 - loss: 629.9188 - logits_profile_predictions_loss: 624.9911 - logcount_predictions_loss: 0.2464 462/2452 [====>.........................] - ETA: 4:44 - loss: 629.9163 - logits_profile_predictions_loss: 624.9887 - logcount_predictions_loss: 0.2464 463/2452 [====>.........................] - ETA: 4:44 - loss: 629.9139 - logits_profile_predictions_loss: 624.9863 - logcount_predictions_loss: 0.2464 464/2452 [====>.........................] - ETA: 4:44 - loss: 629.9114 - logits_profile_predictions_loss: 624.9839 - logcount_predictions_loss: 0.2464 465/2452 [====>.........................] - ETA: 4:44 - loss: 629.9088 - logits_profile_predictions_loss: 624.9813 - logcount_predictions_loss: 0.2464 466/2452 [====>.........................] - ETA: 4:43 - loss: 629.9062 - logits_profile_predictions_loss: 624.9786 - logcount_predictions_loss: 0.2464 467/2452 [====>.........................] - ETA: 4:43 - loss: 629.9035 - logits_profile_predictions_loss: 624.9759 - logcount_predictions_loss: 0.2464 468/2452 [====>.........................] - ETA: 4:43 - loss: 629.9009 - logits_profile_predictions_loss: 624.9734 - logcount_predictions_loss: 0.2464 469/2452 [====>.........................] - ETA: 4:43 - loss: 629.8981 - logits_profile_predictions_loss: 624.9706 - logcount_predictions_loss: 0.2464 470/2452 [====>.........................] - ETA: 4:43 - loss: 629.8957 - logits_profile_predictions_loss: 624.9682 - logcount_predictions_loss: 0.2464 471/2452 [====>.........................] - ETA: 4:43 - loss: 629.8930 - logits_profile_predictions_loss: 624.9656 - logcount_predictions_loss: 0.2464 472/2452 [====>.........................] - ETA: 4:43 - loss: 629.8902 - logits_profile_predictions_loss: 624.9628 - logcount_predictions_loss: 0.2464 473/2452 [====>.........................] - ETA: 4:42 - loss: 629.8874 - logits_profile_predictions_loss: 624.9600 - logcount_predictions_loss: 0.2464 474/2452 [====>.........................] - ETA: 4:42 - loss: 629.8849 - logits_profile_predictions_loss: 624.9576 - logcount_predictions_loss: 0.2464 475/2452 [====>.........................] - ETA: 4:42 - loss: 629.8830 - logits_profile_predictions_loss: 624.9557 - logcount_predictions_loss: 0.2464 476/2452 [====>.........................] - ETA: 4:42 - loss: 629.8808 - logits_profile_predictions_loss: 624.9536 - logcount_predictions_loss: 0.2464 477/2452 [====>.........................] - ETA: 4:42 - loss: 629.8786 - logits_profile_predictions_loss: 624.9513 - logcount_predictions_loss: 0.2464 478/2452 [====>.........................] - ETA: 4:42 - loss: 629.8760 - logits_profile_predictions_loss: 624.9488 - logcount_predictions_loss: 0.2464 479/2452 [====>.........................] - ETA: 4:42 - loss: 629.8732 - logits_profile_predictions_loss: 624.9460 - logcount_predictions_loss: 0.2464 480/2452 [====>.........................] - ETA: 4:41 - loss: 629.8702 - logits_profile_predictions_loss: 624.9431 - logcount_predictions_loss: 0.2464 481/2452 [====>.........................] - ETA: 4:41 - loss: 629.8667 - logits_profile_predictions_loss: 624.9396 - logcount_predictions_loss: 0.2464 482/2452 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[============================>.] - ETA: 0s - loss: 626.4285 - logits_profile_predictions_loss: 621.5148 - logcount_predictions_loss: 0.2457 2447/2452 [============================>.] - ETA: 0s - loss: 626.4280 - logits_profile_predictions_loss: 621.5143 - logcount_predictions_loss: 0.2457 2448/2452 [============================>.] - ETA: 0s - loss: 626.4275 - logits_profile_predictions_loss: 621.5138 - logcount_predictions_loss: 0.2457 2449/2452 [============================>.] - ETA: 0s - loss: 626.4270 - logits_profile_predictions_loss: 621.5133 - logcount_predictions_loss: 0.2457 2450/2452 [============================>.] - ETA: 0s - loss: 626.4265 - logits_profile_predictions_loss: 621.5128 - logcount_predictions_loss: 0.2457 2451/2452 [============================>.] - ETA: 0s - loss: 626.4260 - logits_profile_predictions_loss: 621.5122 - logcount_predictions_loss: 0.2457 2452/2452 [==============================] - ETA: 0s - loss: 626.4254 - logits_profile_predictions_loss: 621.5117 - logcount_predictions_loss: 0.2457 2452/2452 [==============================] - 369s 151ms/step - loss: 626.4249 - logits_profile_predictions_loss: 621.5112 - logcount_predictions_loss: 0.2457 - val_loss: 601.2177 - val_logits_profile_predictions_loss: 596.6990 - val_logcount_predictions_loss: 0.2259 Epoch 00008: val_loss improved from 603.44043 to 601.21771, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet.h5 Epoch 9/50 1/2452 [..............................] - ETA: 6:50 - loss: 667.8365 - logits_profile_predictions_loss: 663.4159 - logcount_predictions_loss: 0.2210 2/2452 [..............................] - ETA: 5:50 - loss: 647.1771 - logits_profile_predictions_loss: 642.7827 - logcount_predictions_loss: 0.2197 3/2452 [..............................] - ETA: 5:50 - loss: 633.9436 - logits_profile_predictions_loss: 629.4000 - logcount_predictions_loss: 0.2272 4/2452 [..............................] - ETA: 5:50 - loss: 623.8071 - logits_profile_predictions_loss: 619.2197 - logcount_predictions_loss: 0.2294 5/2452 [..............................] - ETA: 5:50 - loss: 619.6341 - logits_profile_predictions_loss: 615.0205 - logcount_predictions_loss: 0.2307 6/2452 [..............................] - ETA: 5:50 - loss: 618.3326 - logits_profile_predictions_loss: 613.7224 - logcount_predictions_loss: 0.2305 7/2452 [..............................] - ETA: 5:49 - loss: 618.6330 - logits_profile_predictions_loss: 613.9724 - logcount_predictions_loss: 0.2330 8/2452 [..............................] - ETA: 5:49 - loss: 619.3144 - logits_profile_predictions_loss: 614.6145 - logcount_predictions_loss: 0.2350 9/2452 [..............................] - ETA: 5:49 - loss: 619.6204 - logits_profile_predictions_loss: 614.8845 - logcount_predictions_loss: 0.2368 10/2452 [..............................] - ETA: 5:49 - loss: 619.4885 - logits_profile_predictions_loss: 614.7320 - logcount_predictions_loss: 0.2378 11/2452 [..............................] - ETA: 5:49 - loss: 619.3935 - logits_profile_predictions_loss: 614.6266 - logcount_predictions_loss: 0.2383 12/2452 [..............................] - ETA: 5:49 - loss: 619.2838 - logits_profile_predictions_loss: 614.5040 - logcount_predictions_loss: 0.2390 13/2452 [..............................] - ETA: 5:49 - loss: 618.9040 - logits_profile_predictions_loss: 614.1075 - logcount_predictions_loss: 0.2398 14/2452 [..............................] - ETA: 5:49 - loss: 618.7892 - logits_profile_predictions_loss: 613.9897 - logcount_predictions_loss: 0.2400 15/2452 [..............................] - ETA: 5:49 - loss: 618.3933 - logits_profile_predictions_loss: 613.5892 - logcount_predictions_loss: 0.2402 16/2452 [..............................] - ETA: 5:49 - loss: 618.1321 - logits_profile_predictions_loss: 613.3316 - logcount_predictions_loss: 0.2400 17/2452 [..............................] - ETA: 5:49 - loss: 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[..............................] - ETA: 5:48 - loss: 614.4803 - logits_profile_predictions_loss: 609.6976 - logcount_predictions_loss: 0.2391 25/2452 [..............................] - ETA: 5:48 - loss: 614.0055 - logits_profile_predictions_loss: 609.2227 - logcount_predictions_loss: 0.2391 26/2452 [..............................] - ETA: 5:47 - loss: 613.7731 - logits_profile_predictions_loss: 608.9924 - logcount_predictions_loss: 0.2390 27/2452 [..............................] - ETA: 5:47 - loss: 613.5427 - logits_profile_predictions_loss: 608.7653 - logcount_predictions_loss: 0.2389 28/2452 [..............................] - ETA: 5:47 - loss: 613.2333 - logits_profile_predictions_loss: 608.4603 - logcount_predictions_loss: 0.2386 29/2452 [..............................] - ETA: 5:47 - loss: 612.9334 - logits_profile_predictions_loss: 608.1655 - logcount_predictions_loss: 0.2384 30/2452 [..............................] - ETA: 5:47 - loss: 612.7107 - logits_profile_predictions_loss: 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[============================>.] - ETA: 4s - loss: 621.0272 - logits_profile_predictions_loss: 616.3412 - logcount_predictions_loss: 0.2343 2419/2452 [============================>.] - ETA: 4s - loss: 621.0276 - logits_profile_predictions_loss: 616.3416 - logcount_predictions_loss: 0.2343 2420/2452 [============================>.] - ETA: 4s - loss: 621.0280 - logits_profile_predictions_loss: 616.3419 - logcount_predictions_loss: 0.2343 2421/2452 [============================>.] - ETA: 4s - loss: 621.0283 - logits_profile_predictions_loss: 616.3423 - logcount_predictions_loss: 0.2343 2422/2452 [============================>.] - ETA: 4s - loss: 621.0287 - logits_profile_predictions_loss: 616.3426 - logcount_predictions_loss: 0.2343 2423/2452 [============================>.] - ETA: 4s - loss: 621.0290 - logits_profile_predictions_loss: 616.3430 - logcount_predictions_loss: 0.2343 2424/2452 [============================>.] - ETA: 3s - loss: 621.0294 - logits_profile_predictions_loss: 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2438/2452 [============================>.] - ETA: 1s - loss: 621.0345 - logits_profile_predictions_loss: 616.3483 - logcount_predictions_loss: 0.2343 2439/2452 [============================>.] - ETA: 1s - loss: 621.0348 - logits_profile_predictions_loss: 616.3487 - logcount_predictions_loss: 0.2343 2440/2452 [============================>.] - ETA: 1s - loss: 621.0352 - logits_profile_predictions_loss: 616.3490 - logcount_predictions_loss: 0.2343 2441/2452 [============================>.] - ETA: 1s - loss: 621.0355 - logits_profile_predictions_loss: 616.3494 - logcount_predictions_loss: 0.2343 2442/2452 [============================>.] - ETA: 1s - loss: 621.0359 - logits_profile_predictions_loss: 616.3497 - logcount_predictions_loss: 0.2343 2443/2452 [============================>.] - ETA: 1s - loss: 621.0363 - logits_profile_predictions_loss: 616.3500 - logcount_predictions_loss: 0.2343 2444/2452 [============================>.] - ETA: 1s - loss: 621.0366 - logits_profile_predictions_loss: 616.3504 - logcount_predictions_loss: 0.2343 2445/2452 [============================>.] - ETA: 0s - loss: 621.0369 - logits_profile_predictions_loss: 616.3507 - logcount_predictions_loss: 0.2343 2446/2452 [============================>.] - ETA: 0s - loss: 621.0373 - logits_profile_predictions_loss: 616.3510 - logcount_predictions_loss: 0.2343 2447/2452 [============================>.] - ETA: 0s - loss: 621.0376 - logits_profile_predictions_loss: 616.3514 - logcount_predictions_loss: 0.2343 2448/2452 [============================>.] - ETA: 0s - loss: 621.0379 - logits_profile_predictions_loss: 616.3517 - logcount_predictions_loss: 0.2343 2449/2452 [============================>.] - ETA: 0s - loss: 621.0383 - logits_profile_predictions_loss: 616.3520 - logcount_predictions_loss: 0.2343 2450/2452 [============================>.] - ETA: 0s - loss: 621.0386 - logits_profile_predictions_loss: 616.3523 - logcount_predictions_loss: 0.2343 2451/2452 [============================>.] - ETA: 0s - loss: 621.0389 - logits_profile_predictions_loss: 616.3526 - logcount_predictions_loss: 0.2343 2452/2452 [==============================] - ETA: 0s - loss: 621.0392 - logits_profile_predictions_loss: 616.3529 - logcount_predictions_loss: 0.2343 2452/2452 [==============================] - 368s 150ms/step - loss: 621.0395 - logits_profile_predictions_loss: 616.3532 - logcount_predictions_loss: 0.2343 - val_loss: 598.0803 - val_logits_profile_predictions_loss: 593.5903 - val_logcount_predictions_loss: 0.2245 Epoch 00009: val_loss improved from 601.21771 to 598.08032, saving model to /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4/chrombpnet.h5 Epoch 10/50 1/2452 [..............................] - ETA: 6:52 - loss: 561.5961 - logits_profile_predictions_loss: 557.7122 - logcount_predictions_loss: 0.1942 2/2452 [..............................] - ETA: 6:15 - loss: 581.0576 - logits_profile_predictions_loss: 577.3401 - logcount_predictions_loss: 0.1859 3/2452 [..............................] - ETA: 6:01 - loss: 589.1569 - logits_profile_predictions_loss: 585.3207 - logcount_predictions_loss: 0.1918 4/2452 [..............................] - ETA: 5:57 - loss: 592.1870 - logits_profile_predictions_loss: 588.2265 - logcount_predictions_loss: 0.1980 5/2452 [..............................] - ETA: 5:54 - loss: 596.2465 - logits_profile_predictions_loss: 592.2131 - logcount_predictions_loss: 0.2017 6/2452 [..............................] - ETA: 5:53 - loss: 596.0689 - logits_profile_predictions_loss: 592.0254 - logcount_predictions_loss: 0.2022 7/2452 [..............................] - ETA: 5:51 - loss: 597.4480 - logits_profile_predictions_loss: 593.4124 - logcount_predictions_loss: 0.2018 8/2452 [..............................] - ETA: 5:51 - loss: 598.3759 - logits_profile_predictions_loss: 594.3389 - logcount_predictions_loss: 0.2018 9/2452 [..............................] - ETA: 5:50 - loss: 598.6903 - logits_profile_predictions_loss: 594.6463 - logcount_predictions_loss: 0.2022 10/2452 [..............................] - ETA: 5:49 - loss: 599.2757 - logits_profile_predictions_loss: 595.2422 - logcount_predictions_loss: 0.2017 11/2452 [..............................] - ETA: 5:49 - loss: 600.4872 - logits_profile_predictions_loss: 596.4511 - logcount_predictions_loss: 0.2018 12/2452 [..............................] - ETA: 5:48 - loss: 601.1281 - logits_profile_predictions_loss: 597.0803 - logcount_predictions_loss: 0.2024 13/2452 [..............................] - ETA: 5:48 - loss: 601.9032 - logits_profile_predictions_loss: 597.8452 - logcount_predictions_loss: 0.2029 14/2452 [..............................] - ETA: 5:47 - loss: 602.2367 - logits_profile_predictions_loss: 598.1745 - logcount_predictions_loss: 0.2031 15/2452 [..............................] - ETA: 5:47 - loss: 602.3502 - logits_profile_predictions_loss: 598.2870 - logcount_predictions_loss: 0.2032 16/2452 [..............................] - ETA: 5:47 - loss: 602.4227 - logits_profile_predictions_loss: 598.3616 - logcount_predictions_loss: 0.2031 17/2452 [..............................] - ETA: 5:47 - loss: 602.7064 - logits_profile_predictions_loss: 598.6479 - logcount_predictions_loss: 0.2029 18/2452 [..............................] - ETA: 5:47 - loss: 603.3704 - logits_profile_predictions_loss: 599.3158 - logcount_predictions_loss: 0.2027 19/2452 [..............................] - ETA: 5:46 - loss: 604.2607 - logits_profile_predictions_loss: 600.2086 - logcount_predictions_loss: 0.2026 20/2452 [..............................] - ETA: 5:46 - loss: 604.7736 - logits_profile_predictions_loss: 600.7136 - logcount_predictions_loss: 0.2030 21/2452 [..............................] - ETA: 5:46 - loss: 605.2074 - logits_profile_predictions_loss: 601.1422 - logcount_predictions_loss: 0.2033 22/2452 [..............................] - ETA: 5:46 - 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29/2452 [..............................] - ETA: 5:44 - loss: 606.9740 - logits_profile_predictions_loss: 602.8469 - logcount_predictions_loss: 0.2064 30/2452 [..............................] - ETA: 5:44 - loss: 607.1027 - logits_profile_predictions_loss: 602.9657 - logcount_predictions_loss: 0.2068 31/2452 [..............................] - ETA: 5:44 - loss: 607.0938 - logits_profile_predictions_loss: 602.9466 - logcount_predictions_loss: 0.2074 32/2452 [..............................] - ETA: 5:44 - loss: 607.0224 - logits_profile_predictions_loss: 602.8662 - logcount_predictions_loss: 0.2078 33/2452 [..............................] - ETA: 5:44 - loss: 606.9549 - logits_profile_predictions_loss: 602.7883 - logcount_predictions_loss: 0.2083 34/2452 [..............................] - ETA: 5:44 - loss: 606.8436 - logits_profile_predictions_loss: 602.6679 - logcount_predictions_loss: 0.2088 35/2452 [..............................] - ETA: 5:43 - loss: 606.7775 - 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[..............................] - ETA: 5:42 - loss: 606.6253 - logits_profile_predictions_loss: 602.3874 - logcount_predictions_loss: 0.2119 43/2452 [..............................] - ETA: 5:42 - loss: 606.5619 - logits_profile_predictions_loss: 602.3192 - logcount_predictions_loss: 0.2121 44/2452 [..............................] - ETA: 5:42 - loss: 606.4856 - logits_profile_predictions_loss: 602.2381 - logcount_predictions_loss: 0.2124 45/2452 [..............................] - ETA: 5:42 - loss: 606.4098 - logits_profile_predictions_loss: 602.1567 - logcount_predictions_loss: 0.2127 46/2452 [..............................] - ETA: 5:42 - loss: 606.3517 - logits_profile_predictions_loss: 602.0930 - logcount_predictions_loss: 0.2129 47/2452 [..............................] - ETA: 5:42 - loss: 606.2773 - logits_profile_predictions_loss: 602.0131 - logcount_predictions_loss: 0.2132 48/2452 [..............................] - ETA: 5:41 - loss: 606.2116 - logits_profile_predictions_loss: 601.9427 - logcount_predictions_loss: 0.2134 49/2452 [..............................] - ETA: 5:41 - loss: 606.1538 - logits_profile_predictions_loss: 601.8812 - logcount_predictions_loss: 0.2136 50/2452 [..............................] - ETA: 5:41 - loss: 606.0916 - logits_profile_predictions_loss: 601.8160 - logcount_predictions_loss: 0.2138 51/2452 [..............................] - ETA: 5:41 - loss: 606.0535 - logits_profile_predictions_loss: 601.7741 - logcount_predictions_loss: 0.2140 52/2452 [..............................] - ETA: 5:41 - loss: 606.0334 - logits_profile_predictions_loss: 601.7509 - logcount_predictions_loss: 0.2141 53/2452 [..............................] - ETA: 5:41 - loss: 606.0678 - logits_profile_predictions_loss: 601.7821 - logcount_predictions_loss: 0.2143 54/2452 [..............................] - ETA: 5:40 - loss: 606.1145 - logits_profile_predictions_loss: 601.8257 - logcount_predictions_loss: 0.2144 55/2452 [..............................] - ETA: 5:40 - 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[..............................] - ETA: 5:37 - loss: 605.9752 - logits_profile_predictions_loss: 601.6192 - logcount_predictions_loss: 0.2178 76/2452 [..............................] - ETA: 5:37 - loss: 605.9886 - logits_profile_predictions_loss: 601.6295 - logcount_predictions_loss: 0.2180 77/2452 [..............................] - ETA: 5:37 - loss: 606.0125 - logits_profile_predictions_loss: 601.6496 - logcount_predictions_loss: 0.2181 78/2452 [..............................] - ETA: 5:37 - loss: 606.0129 - logits_profile_predictions_loss: 601.6465 - logcount_predictions_loss: 0.2183 79/2452 [..............................] - ETA: 5:37 - loss: 606.0146 - logits_profile_predictions_loss: 601.6448 - logcount_predictions_loss: 0.2185 80/2452 [..............................] - ETA: 5:36 - loss: 606.0165 - logits_profile_predictions_loss: 601.6431 - logcount_predictions_loss: 0.2187 81/2452 [..............................] - ETA: 5:36 - loss: 606.0157 - logits_profile_predictions_loss: 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logits_profile_predictions_loss: 612.9013 - logcount_predictions_loss: 0.2295 2443/2452 [============================>.] - ETA: 1s - loss: 617.4915 - logits_profile_predictions_loss: 612.9018 - logcount_predictions_loss: 0.2295 2444/2452 [============================>.] - ETA: 1s - loss: 617.4920 - logits_profile_predictions_loss: 612.9023 - logcount_predictions_loss: 0.2295 2445/2452 [============================>.] - ETA: 0s - loss: 617.4925 - logits_profile_predictions_loss: 612.9028 - logcount_predictions_loss: 0.2295 2446/2452 [============================>.] - ETA: 0s - loss: 617.4930 - logits_profile_predictions_loss: 612.9033 - logcount_predictions_loss: 0.2295 2447/2452 [============================>.] - ETA: 0s - loss: 617.4935 - logits_profile_predictions_loss: 612.9038 - logcount_predictions_loss: 0.2295 2448/2452 [============================>.] - ETA: 0s - loss: 617.4940 - logits_profile_predictions_loss: 612.9043 - logcount_predictions_loss: 0.2295 2449/2452 [============================>.] - ETA: 0s - loss: 617.4944 - logits_profile_predictions_loss: 612.9048 - logcount_predictions_loss: 0.2295 2450/2452 [============================>.] - ETA: 0s - loss: 617.4949 - logits_profile_predictions_loss: 612.9052 - logcount_predictions_loss: 0.2295 2451/2452 [============================>.] - ETA: 0s - loss: 617.4954 - logits_profile_predictions_loss: 612.9057 - logcount_predictions_loss: 0.2295 2452/2452 [==============================] - ETA: 0s - loss: 617.4958 - logits_profile_predictions_loss: 612.9062 - logcount_predictions_loss: 0.2295 2452/2452 [==============================] - 367s 150ms/step - loss: 617.4963 - logits_profile_predictions_loss: 612.9066 - logcount_predictions_loss: 0.2295 - val_loss: 599.4454 - val_logits_profile_predictions_loss: 594.4188 - val_logcount_predictions_loss: 0.2513 Epoch 00010: val_loss did not improve from 598.08032 Epoch 11/50 1/2452 [..............................] - ETA: 6:54 - loss: 620.5351 - logits_profile_predictions_loss: 613.7947 - logcount_predictions_loss: 0.3370 2/2452 [..............................] - ETA: 5:58 - loss: 602.9147 - logits_profile_predictions_loss: 596.9866 - logcount_predictions_loss: 0.2964 3/2452 [..............................] - ETA: 5:52 - loss: 593.8324 - logits_profile_predictions_loss: 588.1244 - logcount_predictions_loss: 0.2854 4/2452 [..............................] - ETA: 5:51 - loss: 592.6012 - logits_profile_predictions_loss: 586.9877 - logcount_predictions_loss: 0.2807 5/2452 [..............................] - ETA: 5:50 - loss: 593.4934 - logits_profile_predictions_loss: 587.9677 - logcount_predictions_loss: 0.2763 6/2452 [..............................] - ETA: 5:49 - loss: 597.3436 - logits_profile_predictions_loss: 591.8940 - logcount_predictions_loss: 0.2725 7/2452 [..............................] - ETA: 5:48 - loss: 599.8624 - logits_profile_predictions_loss: 594.4829 - logcount_predictions_loss: 0.2690 8/2452 [..............................] - ETA: 5:48 - loss: 601.8338 - logits_profile_predictions_loss: 596.5054 - logcount_predictions_loss: 0.2664 9/2452 [..............................] - ETA: 5:47 - loss: 602.3944 - logits_profile_predictions_loss: 597.1283 - logcount_predictions_loss: 0.2633 10/2452 [..............................] - ETA: 5:47 - loss: 602.9172 - logits_profile_predictions_loss: 597.7085 - logcount_predictions_loss: 0.2604 11/2452 [..............................] - ETA: 5:47 - loss: 603.4769 - logits_profile_predictions_loss: 598.3099 - logcount_predictions_loss: 0.2584 12/2452 [..............................] - ETA: 5:47 - loss: 603.7877 - logits_profile_predictions_loss: 598.6541 - logcount_predictions_loss: 0.2567 13/2452 [..............................] - ETA: 5:46 - loss: 603.8111 - logits_profile_predictions_loss: 598.7084 - logcount_predictions_loss: 0.2551 14/2452 [..............................] - ETA: 5:46 - loss: 604.0453 - logits_profile_predictions_loss: 598.9684 - logcount_predictions_loss: 0.2538 15/2452 [..............................] - ETA: 5:46 - loss: 604.1534 - logits_profile_predictions_loss: 599.1046 - logcount_predictions_loss: 0.2524 16/2452 [..............................] - ETA: 5:46 - loss: 604.0601 - logits_profile_predictions_loss: 599.0382 - logcount_predictions_loss: 0.2511 17/2452 [..............................] - ETA: 5:45 - loss: 604.2037 - logits_profile_predictions_loss: 599.2051 - logcount_predictions_loss: 0.2499 18/2452 [..............................] - ETA: 5:45 - loss: 604.1865 - logits_profile_predictions_loss: 599.1990 - logcount_predictions_loss: 0.2494 19/2452 [..............................] - ETA: 5:45 - loss: 604.4823 - logits_profile_predictions_loss: 599.5061 - logcount_predictions_loss: 0.2488 20/2452 [..............................] - ETA: 5:45 - loss: 604.7424 - logits_profile_predictions_loss: 599.7798 - logcount_predictions_loss: 0.2481 21/2452 [..............................] - ETA: 5:45 - loss: 605.0703 - logits_profile_predictions_loss: 600.1203 - logcount_predictions_loss: 0.2475 22/2452 [..............................] - ETA: 5:44 - loss: 605.1501 - logits_profile_predictions_loss: 600.2023 - logcount_predictions_loss: 0.2474 23/2452 [..............................] - ETA: 5:44 - loss: 605.3976 - logits_profile_predictions_loss: 600.4515 - logcount_predictions_loss: 0.2473 24/2452 [..............................] - ETA: 5:44 - loss: 605.7318 - logits_profile_predictions_loss: 600.7882 - logcount_predictions_loss: 0.2472 25/2452 [..............................] - ETA: 5:44 - loss: 605.9449 - logits_profile_predictions_loss: 601.0048 - logcount_predictions_loss: 0.2470 26/2452 [..............................] - ETA: 5:44 - loss: 606.1082 - logits_profile_predictions_loss: 601.1719 - logcount_predictions_loss: 0.2468 27/2452 [..............................] - ETA: 5:44 - loss: 606.2654 - logits_profile_predictions_loss: 601.3325 - logcount_predictions_loss: 0.2466 28/2452 [..............................] - ETA: 5:43 - loss: 606.5098 - logits_profile_predictions_loss: 601.5801 - logcount_predictions_loss: 0.2465 29/2452 [..............................] - ETA: 5:43 - loss: 606.8670 - logits_profile_predictions_loss: 601.9409 - logcount_predictions_loss: 0.2463 30/2452 [..............................] - ETA: 5:43 - loss: 607.1091 - logits_profile_predictions_loss: 602.1863 - logcount_predictions_loss: 0.2461 31/2452 [..............................] - ETA: 5:43 - loss: 607.3125 - logits_profile_predictions_loss: 602.3942 - logcount_predictions_loss: 0.2459 32/2452 [..............................] - ETA: 5:43 - loss: 607.5283 - logits_profile_predictions_loss: 602.6149 - logcount_predictions_loss: 0.2457 33/2452 [..............................] - ETA: 5:43 - loss: 607.7623 - logits_profile_predictions_loss: 602.8534 - logcount_predictions_loss: 0.2454 34/2452 [..............................] - ETA: 5:42 - loss: 608.0294 - logits_profile_predictions_loss: 603.1238 - logcount_predictions_loss: 0.2453 35/2452 [..............................] - ETA: 5:42 - loss: 608.4002 - logits_profile_predictions_loss: 603.4989 - logcount_predictions_loss: 0.2451 36/2452 [..............................] - ETA: 5:42 - loss: 608.7301 - logits_profile_predictions_loss: 603.8343 - logcount_predictions_loss: 0.2448 37/2452 [..............................] - ETA: 5:42 - loss: 609.0286 - logits_profile_predictions_loss: 604.1382 - logcount_predictions_loss: 0.2445 38/2452 [..............................] - ETA: 5:42 - loss: 609.2714 - logits_profile_predictions_loss: 604.3861 - logcount_predictions_loss: 0.2443 39/2452 [..............................] - ETA: 5:42 - loss: 609.5144 - logits_profile_predictions_loss: 604.6342 - logcount_predictions_loss: 0.2440 40/2452 [..............................] - ETA: 5:41 - loss: 609.7392 - logits_profile_predictions_loss: 604.8639 - logcount_predictions_loss: 0.2438 41/2452 [..............................] - ETA: 5:41 - loss: 609.9896 - logits_profile_predictions_loss: 605.1193 - logcount_predictions_loss: 0.2435 42/2452 [..............................] - ETA: 5:41 - loss: 610.2473 - logits_profile_predictions_loss: 605.3816 - logcount_predictions_loss: 0.2433 43/2452 [..............................] - ETA: 5:41 - loss: 610.5320 - logits_profile_predictions_loss: 605.6708 - logcount_predictions_loss: 0.2431 44/2452 [..............................] - ETA: 5:41 - loss: 610.7877 - logits_profile_predictions_loss: 605.9304 - logcount_predictions_loss: 0.2429 45/2452 [..............................] - ETA: 5:41 - loss: 611.0153 - logits_profile_predictions_loss: 606.1621 - logcount_predictions_loss: 0.2427 46/2452 [..............................] - ETA: 5:40 - loss: 611.2035 - logits_profile_predictions_loss: 606.3542 - logcount_predictions_loss: 0.2425 47/2452 [..............................] - ETA: 5:40 - loss: 611.3725 - logits_profile_predictions_loss: 606.5277 - logcount_predictions_loss: 0.2422 48/2452 [..............................] - ETA: 5:40 - loss: 611.5055 - logits_profile_predictions_loss: 606.6649 - logcount_predictions_loss: 0.2420 49/2452 [..............................] - ETA: 5:40 - loss: 611.6028 - logits_profile_predictions_loss: 606.7668 - logcount_predictions_loss: 0.2418 50/2452 [..............................] - ETA: 5:40 - loss: 611.6919 - logits_profile_predictions_loss: 606.8601 - logcount_predictions_loss: 0.2416 51/2452 [..............................] - ETA: 5:40 - loss: 611.7594 - logits_profile_predictions_loss: 606.9321 - logcount_predictions_loss: 0.2414 52/2452 [..............................] - ETA: 5:39 - loss: 611.8493 - logits_profile_predictions_loss: 607.0267 - logcount_predictions_loss: 0.2411 53/2452 [..............................] - ETA: 5:39 - loss: 611.9424 - logits_profile_predictions_loss: 607.1243 - logcount_predictions_loss: 0.2409 54/2452 [..............................] - ETA: 5:39 - loss: 612.0396 - logits_profile_predictions_loss: 607.2261 - logcount_predictions_loss: 0.2407 55/2452 [..............................] - ETA: 5:39 - loss: 612.1437 - logits_profile_predictions_loss: 607.3341 - logcount_predictions_loss: 0.2405 56/2452 [..............................] - ETA: 5:39 - loss: 612.2386 - logits_profile_predictions_loss: 607.4335 - logcount_predictions_loss: 0.2403 57/2452 [..............................] - ETA: 5:39 - loss: 612.3723 - logits_profile_predictions_loss: 607.5714 - logcount_predictions_loss: 0.2400 58/2452 [..............................] - ETA: 5:38 - loss: 612.5050 - logits_profile_predictions_loss: 607.7082 - logcount_predictions_loss: 0.2398 59/2452 [..............................] - ETA: 5:38 - loss: 612.6014 - logits_profile_predictions_loss: 607.8091 - logcount_predictions_loss: 0.2396 60/2452 [..............................] - ETA: 5:38 - loss: 612.6751 - logits_profile_predictions_loss: 607.8872 - logcount_predictions_loss: 0.2394 61/2452 [..............................] - ETA: 5:38 - loss: 612.7560 - logits_profile_predictions_loss: 607.9711 - logcount_predictions_loss: 0.2392 62/2452 [..............................] - ETA: 5:38 - loss: 612.8223 - logits_profile_predictions_loss: 608.0400 - logcount_predictions_loss: 0.2391 63/2452 [..............................] - ETA: 5:38 - loss: 612.8920 - logits_profile_predictions_loss: 608.1122 - logcount_predictions_loss: 0.2390 64/2452 [..............................] - ETA: 5:37 - loss: 612.9529 - logits_profile_predictions_loss: 608.1753 - logcount_predictions_loss: 0.2389 65/2452 [..............................] - ETA: 5:37 - loss: 613.0052 - logits_profile_predictions_loss: 608.2294 - logcount_predictions_loss: 0.2388 66/2452 [..............................] - ETA: 5:37 - loss: 613.0483 - logits_profile_predictions_loss: 608.2744 - logcount_predictions_loss: 0.2387 67/2452 [..............................] - ETA: 5:37 - loss: 613.0773 - logits_profile_predictions_loss: 608.3053 - logcount_predictions_loss: 0.2386 68/2452 [..............................] - ETA: 5:37 - loss: 613.0997 - logits_profile_predictions_loss: 608.3297 - logcount_predictions_loss: 0.2385 69/2452 [..............................] - ETA: 5:37 - loss: 613.1387 - logits_profile_predictions_loss: 608.3708 - logcount_predictions_loss: 0.2384 70/2452 [..............................] - ETA: 5:37 - loss: 613.1940 - logits_profile_predictions_loss: 608.4284 - logcount_predictions_loss: 0.2383 71/2452 [..............................] - ETA: 5:36 - loss: 613.2365 - logits_profile_predictions_loss: 608.4737 - logcount_predictions_loss: 0.2381 72/2452 [..............................] - ETA: 5:36 - loss: 613.2823 - logits_profile_predictions_loss: 608.5222 - logcount_predictions_loss: 0.2380 73/2452 [..............................] - ETA: 5:36 - loss: 613.3382 - logits_profile_predictions_loss: 608.5809 - logcount_predictions_loss: 0.2379 74/2452 [..............................] - ETA: 5:36 - loss: 613.3861 - logits_profile_predictions_loss: 608.6319 - logcount_predictions_loss: 0.2377 75/2452 [..............................] - ETA: 5:36 - loss: 613.4129 - logits_profile_predictions_loss: 608.6619 - logcount_predictions_loss: 0.2376 76/2452 [..............................] - ETA: 5:36 - loss: 613.4488 - logits_profile_predictions_loss: 608.7009 - logcount_predictions_loss: 0.2374 77/2452 [..............................] - ETA: 5:35 - loss: 613.4913 - logits_profile_predictions_loss: 608.7458 - logcount_predictions_loss: 0.2373 78/2452 [..............................] - ETA: 5:35 - loss: 613.5341 - logits_profile_predictions_loss: 608.7910 - logcount_predictions_loss: 0.2372 79/2452 [..............................] - ETA: 5:35 - loss: 613.5708 - logits_profile_predictions_loss: 608.8299 - logcount_predictions_loss: 0.2370 80/2452 [..............................] - ETA: 5:35 - loss: 613.6216 - logits_profile_predictions_loss: 608.8829 - logcount_predictions_loss: 0.2369 81/2452 [..............................] - ETA: 5:35 - loss: 613.6889 - logits_profile_predictions_loss: 608.9524 - logcount_predictions_loss: 0.2368 82/2452 [>.............................] - ETA: 5:35 - loss: 613.7381 - logits_profile_predictions_loss: 609.0035 - logcount_predictions_loss: 0.2367 83/2452 [>.............................] - ETA: 5:34 - loss: 613.7887 - logits_profile_predictions_loss: 609.0561 - logcount_predictions_loss: 0.2366 84/2452 [>.............................] - ETA: 5:34 - loss: 613.8343 - logits_profile_predictions_loss: 609.1034 - logcount_predictions_loss: 0.2365 85/2452 [>.............................] - ETA: 5:34 - loss: 613.8832 - logits_profile_predictions_loss: 609.1539 - logcount_predictions_loss: 0.2365 86/2452 [>.............................] - ETA: 5:34 - loss: 613.9379 - logits_profile_predictions_loss: 609.2102 - logcount_predictions_loss: 0.2364 87/2452 [>.............................] - ETA: 5:34 - loss: 613.9909 - logits_profile_predictions_loss: 609.2648 - logcount_predictions_loss: 0.2363 88/2452 [>.............................] - ETA: 5:34 - loss: 614.0349 - logits_profile_predictions_loss: 609.3105 - logcount_predictions_loss: 0.2362 89/2452 [>.............................] - ETA: 5:33 - loss: 614.0735 - logits_profile_predictions_loss: 609.3508 - logcount_predictions_loss: 0.2361 90/2452 [>.............................] - ETA: 5:33 - loss: 614.1170 - logits_profile_predictions_loss: 609.3958 - logcount_predictions_loss: 0.2361 91/2452 [>.............................] - ETA: 5:33 - loss: 614.1628 - logits_profile_predictions_loss: 609.4432 - logcount_predictions_loss: 0.2360 92/2452 [>.............................] - ETA: 5:33 - loss: 614.2290 - logits_profile_predictions_loss: 609.5110 - logcount_predictions_loss: 0.2359 93/2452 [>.............................] - ETA: 5:33 - loss: 614.3039 - logits_profile_predictions_loss: 609.5874 - logcount_predictions_loss: 0.2358 94/2452 [>.............................] - ETA: 5:33 - loss: 614.3710 - logits_profile_predictions_loss: 609.6560 - logcount_predictions_loss: 0.2358 95/2452 [>.............................] - ETA: 5:33 - loss: 614.4299 - logits_profile_predictions_loss: 609.7165 - logcount_predictions_loss: 0.2357 96/2452 [>.............................] - ETA: 5:32 - loss: 614.4819 - logits_profile_predictions_loss: 609.7701 - logcount_predictions_loss: 0.2356 97/2452 [>.............................] - ETA: 5:32 - loss: 614.5408 - logits_profile_predictions_loss: 609.8307 - logcount_predictions_loss: 0.2355 98/2452 [>.............................] - ETA: 5:32 - loss: 614.5960 - logits_profile_predictions_loss: 609.8875 - logcount_predictions_loss: 0.2354 99/2452 [>.............................] - ETA: 5:32 - loss: 614.6499 - logits_profile_predictions_loss: 609.9432 - logcount_predictions_loss: 0.2353 100/2452 [>.............................] - ETA: 5:32 - loss: 614.7151 - logits_profile_predictions_loss: 610.0101 - logcount_predictions_loss: 0.2353 101/2452 [>.............................] - ETA: 5:32 - loss: 614.7850 - logits_profile_predictions_loss: 610.0818 - logcount_predictions_loss: 0.2352 102/2452 [>.............................] - ETA: 5:31 - loss: 614.8552 - logits_profile_predictions_loss: 610.1540 - logcount_predictions_loss: 0.2351 103/2452 [>.............................] - ETA: 5:31 - loss: 614.9249 - logits_profile_predictions_loss: 610.2256 - logcount_predictions_loss: 0.2350 104/2452 [>.............................] - ETA: 5:31 - loss: 614.9956 - logits_profile_predictions_loss: 610.2985 - logcount_predictions_loss: 0.2349 105/2452 [>.............................] - ETA: 5:31 - loss: 615.0727 - logits_profile_predictions_loss: 610.3777 - logcount_predictions_loss: 0.2348 106/2452 [>.............................] - ETA: 5:31 - loss: 615.1498 - logits_profile_predictions_loss: 610.4569 - logcount_predictions_loss: 0.2346 107/2452 [>.............................] - ETA: 5:31 - loss: 615.2270 - logits_profile_predictions_loss: 610.5361 - logcount_predictions_loss: 0.2345 108/2452 [>.............................] - ETA: 5:31 - loss: 615.2976 - logits_profile_predictions_loss: 610.6086 - logcount_predictions_loss: 0.2345 109/2452 [>.............................] - ETA: 5:30 - loss: 615.3666 - logits_profile_predictions_loss: 610.6795 - logcount_predictions_loss: 0.2344 110/2452 [>.............................] - ETA: 5:30 - loss: 615.4343 - logits_profile_predictions_loss: 610.7490 - logcount_predictions_loss: 0.2343 111/2452 [>.............................] - ETA: 5:30 - loss: 615.4928 - logits_profile_predictions_loss: 610.8092 - logcount_predictions_loss: 0.2342 112/2452 [>.............................] - ETA: 5:30 - loss: 615.5525 - logits_profile_predictions_loss: 610.8707 - logcount_predictions_loss: 0.2341 113/2452 [>.............................] - ETA: 5:30 - loss: 615.6090 - logits_profile_predictions_loss: 610.9291 - logcount_predictions_loss: 0.2340 114/2452 [>.............................] - ETA: 5:30 - loss: 615.6565 - logits_profile_predictions_loss: 610.9782 - logcount_predictions_loss: 0.2339 115/2452 [>.............................] - ETA: 5:30 - loss: 615.7076 - logits_profile_predictions_loss: 611.0308 - logcount_predictions_loss: 0.2338 116/2452 [>.............................] - ETA: 5:29 - loss: 615.7518 - logits_profile_predictions_loss: 611.0765 - logcount_predictions_loss: 0.2338 117/2452 [>.............................] - ETA: 5:29 - loss: 615.7920 - logits_profile_predictions_loss: 611.1183 - logcount_predictions_loss: 0.2337 118/2452 [>.............................] - ETA: 5:29 - loss: 615.8327 - logits_profile_predictions_loss: 611.1604 - logcount_predictions_loss: 0.2336 119/2452 [>.............................] - ETA: 5:29 - loss: 615.8761 - logits_profile_predictions_loss: 611.2051 - logcount_predictions_loss: 0.2336 120/2452 [>.............................] - ETA: 5:29 - loss: 615.9190 - logits_profile_predictions_loss: 611.2494 - logcount_predictions_loss: 0.2335 121/2452 [>.............................] - ETA: 5:29 - loss: 615.9578 - logits_profile_predictions_loss: 611.2895 - logcount_predictions_loss: 0.2334 122/2452 [>.............................] - ETA: 5:28 - loss: 615.9913 - logits_profile_predictions_loss: 611.3242 - logcount_predictions_loss: 0.2334 123/2452 [>.............................] - ETA: 5:28 - loss: 616.0272 - logits_profile_predictions_loss: 611.3612 - logcount_predictions_loss: 0.2333 124/2452 [>.............................] - ETA: 5:28 - loss: 616.0603 - logits_profile_predictions_loss: 611.3956 - logcount_predictions_loss: 0.2332 125/2452 [>.............................] - ETA: 5:28 - loss: 616.0954 - logits_profile_predictions_loss: 611.4319 - logcount_predictions_loss: 0.2332 126/2452 [>.............................] - ETA: 5:28 - loss: 616.1245 - logits_profile_predictions_loss: 611.4622 - logcount_predictions_loss: 0.2331 127/2452 [>.............................] - ETA: 5:28 - loss: 616.1536 - logits_profile_predictions_loss: 611.4926 - logcount_predictions_loss: 0.2331 128/2452 [>.............................] - ETA: 5:28 - loss: 616.1779 - logits_profile_predictions_loss: 611.5182 - logcount_predictions_loss: 0.2330 129/2452 [>.............................] - ETA: 5:27 - loss: 616.2011 - logits_profile_predictions_loss: 611.5428 - logcount_predictions_loss: 0.2329 130/2452 [>.............................] - ETA: 5:27 - loss: 616.2230 - logits_profile_predictions_loss: 611.5660 - logcount_predictions_loss: 0.2329 131/2452 [>.............................] - ETA: 5:27 - loss: 616.2411 - logits_profile_predictions_loss: 611.5854 - logcount_predictions_loss: 0.2328 132/2452 [>.............................] - ETA: 5:27 - loss: 616.2588 - logits_profile_predictions_loss: 611.6044 - logcount_predictions_loss: 0.2327 133/2452 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[============================>.] - ETA: 0s - loss: 617.8470 - logits_profile_predictions_loss: 613.3742 - logcount_predictions_loss: 0.2236 2449/2452 [============================>.] - ETA: 0s - loss: 617.8464 - logits_profile_predictions_loss: 613.3736 - logcount_predictions_loss: 0.2236 2450/2452 [============================>.] - ETA: 0s - loss: 617.8457 - logits_profile_predictions_loss: 613.3730 - logcount_predictions_loss: 0.2236 2451/2452 [============================>.] - ETA: 0s - loss: 617.8451 - logits_profile_predictions_loss: 613.3723 - logcount_predictions_loss: 0.2236 2452/2452 [==============================] - ETA: 0s - loss: 617.8445 - logits_profile_predictions_loss: 613.3717 - logcount_predictions_loss: 0.2236 2452/2452 [==============================] - 364s 148ms/step - loss: 617.8438 - logits_profile_predictions_loss: 613.3711 - logcount_predictions_loss: 0.2236 - val_loss: 602.0863 - val_logits_profile_predictions_loss: 597.2797 - val_logcount_predictions_loss: 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[============================>.] - ETA: 5s - loss: 613.2232 - logits_profile_predictions_loss: 608.9402 - logcount_predictions_loss: 0.2141 2415/2452 [============================>.] - ETA: 5s - loss: 613.2236 - logits_profile_predictions_loss: 608.9406 - logcount_predictions_loss: 0.2141 2416/2452 [============================>.] - ETA: 5s - loss: 613.2240 - logits_profile_predictions_loss: 608.9410 - logcount_predictions_loss: 0.2141 2417/2452 [============================>.] - ETA: 4s - loss: 613.2244 - logits_profile_predictions_loss: 608.9414 - logcount_predictions_loss: 0.2141 2418/2452 [============================>.] - ETA: 4s - loss: 613.2248 - logits_profile_predictions_loss: 608.9418 - logcount_predictions_loss: 0.2141 2419/2452 [============================>.] - ETA: 4s - loss: 613.2252 - logits_profile_predictions_loss: 608.9422 - logcount_predictions_loss: 0.2141 2420/2452 [============================>.] - ETA: 4s - loss: 613.2256 - logits_profile_predictions_loss: 608.9425 - logcount_predictions_loss: 0.2141 2421/2452 [============================>.] - ETA: 4s - loss: 613.2260 - logits_profile_predictions_loss: 608.9429 - logcount_predictions_loss: 0.2141 2422/2452 [============================>.] - ETA: 4s - loss: 613.2264 - logits_profile_predictions_loss: 608.9433 - logcount_predictions_loss: 0.2141 2423/2452 [============================>.] - ETA: 4s - loss: 613.2267 - logits_profile_predictions_loss: 608.9437 - logcount_predictions_loss: 0.2141 2424/2452 [============================>.] - ETA: 3s - loss: 613.2271 - logits_profile_predictions_loss: 608.9440 - logcount_predictions_loss: 0.2141 2425/2452 [============================>.] - ETA: 3s - loss: 613.2275 - logits_profile_predictions_loss: 608.9444 - logcount_predictions_loss: 0.2141 2426/2452 [============================>.] - ETA: 3s - loss: 613.2279 - logits_profile_predictions_loss: 608.9448 - logcount_predictions_loss: 0.2141 2427/2452 [============================>.] - ETA: 3s - loss: 613.2283 - logits_profile_predictions_loss: 608.9451 - logcount_predictions_loss: 0.2141 2428/2452 [============================>.] - ETA: 3s - loss: 613.2287 - logits_profile_predictions_loss: 608.9455 - logcount_predictions_loss: 0.2141 2429/2452 [============================>.] - ETA: 3s - loss: 613.2291 - logits_profile_predictions_loss: 608.9459 - logcount_predictions_loss: 0.2141 2430/2452 [============================>.] - ETA: 3s - loss: 613.2294 - logits_profile_predictions_loss: 608.9462 - logcount_predictions_loss: 0.2141 2431/2452 [============================>.] - ETA: 2s - loss: 613.2298 - logits_profile_predictions_loss: 608.9466 - logcount_predictions_loss: 0.2141 2432/2452 [============================>.] - ETA: 2s - loss: 613.2302 - logits_profile_predictions_loss: 608.9470 - logcount_predictions_loss: 0.2141 2433/2452 [============================>.] - ETA: 2s - loss: 613.2306 - logits_profile_predictions_loss: 608.9474 - logcount_predictions_loss: 0.2141 2434/2452 [============================>.] - ETA: 2s - loss: 613.2310 - logits_profile_predictions_loss: 608.9477 - logcount_predictions_loss: 0.2142 2435/2452 [============================>.] - ETA: 2s - loss: 613.2314 - logits_profile_predictions_loss: 608.9481 - logcount_predictions_loss: 0.2142 2436/2452 [============================>.] - ETA: 2s - loss: 613.2317 - logits_profile_predictions_loss: 608.9485 - logcount_predictions_loss: 0.2142 2437/2452 [============================>.] - ETA: 2s - loss: 613.2321 - logits_profile_predictions_loss: 608.9488 - logcount_predictions_loss: 0.2142 2438/2452 [============================>.] - ETA: 1s - loss: 613.2325 - logits_profile_predictions_loss: 608.9492 - logcount_predictions_loss: 0.2142 2439/2452 [============================>.] - ETA: 1s - loss: 613.2328 - logits_profile_predictions_loss: 608.9495 - logcount_predictions_loss: 0.2142 2440/2452 [============================>.] - ETA: 1s - loss: 613.2332 - logits_profile_predictions_loss: 608.9498 - logcount_predictions_loss: 0.2142 2441/2452 [============================>.] - ETA: 1s - loss: 613.2335 - logits_profile_predictions_loss: 608.9502 - logcount_predictions_loss: 0.2142 2442/2452 [============================>.] - ETA: 1s - loss: 613.2338 - logits_profile_predictions_loss: 608.9505 - logcount_predictions_loss: 0.2142 2443/2452 [============================>.] - ETA: 1s - loss: 613.2342 - logits_profile_predictions_loss: 608.9508 - logcount_predictions_loss: 0.2142 2444/2452 [============================>.] - ETA: 1s - loss: 613.2345 - logits_profile_predictions_loss: 608.9511 - logcount_predictions_loss: 0.2142 2445/2452 [============================>.] - ETA: 0s - loss: 613.2349 - logits_profile_predictions_loss: 608.9514 - logcount_predictions_loss: 0.2142 2446/2452 [============================>.] - ETA: 0s - loss: 613.2352 - logits_profile_predictions_loss: 608.9517 - logcount_predictions_loss: 0.2142 2447/2452 [============================>.] - ETA: 0s - loss: 613.2355 - logits_profile_predictions_loss: 608.9521 - logcount_predictions_loss: 0.2142 2448/2452 [============================>.] - ETA: 0s - loss: 613.2358 - logits_profile_predictions_loss: 608.9524 - logcount_predictions_loss: 0.2142 2449/2452 [============================>.] - ETA: 0s - loss: 613.2362 - logits_profile_predictions_loss: 608.9527 - logcount_predictions_loss: 0.2142 2450/2452 [============================>.] - ETA: 0s - loss: 613.2365 - logits_profile_predictions_loss: 608.9530 - logcount_predictions_loss: 0.2142 2451/2452 [============================>.] - ETA: 0s - loss: 613.2368 - logits_profile_predictions_loss: 608.9533 - logcount_predictions_loss: 0.2142 2452/2452 [==============================] - ETA: 0s - loss: 613.2372 - logits_profile_predictions_loss: 608.9537 - logcount_predictions_loss: 0.2142 2452/2452 [==============================] - 363s 148ms/step - loss: 613.2375 - logits_profile_predictions_loss: 608.9540 - logcount_predictions_loss: 0.2142 - val_loss: 602.7186 - val_logits_profile_predictions_loss: 597.8931 - val_logcount_predictions_loss: 0.2413 Epoch 00012: val_loss did not improve from 598.08032 Epoch 13/50 1/2452 [..............................] - ETA: 7:10 - loss: 567.2489 - logits_profile_predictions_loss: 563.1191 - logcount_predictions_loss: 0.2065 2/2452 [..............................] - ETA: 6:13 - loss: 555.2208 - logits_profile_predictions_loss: 550.9813 - logcount_predictions_loss: 0.2120 3/2452 [..............................] - ETA: 5:59 - loss: 564.2181 - logits_profile_predictions_loss: 560.0348 - logcount_predictions_loss: 0.2092 4/2452 [..............................] - ETA: 5:54 - loss: 574.5182 - logits_profile_predictions_loss: 570.3414 - logcount_predictions_loss: 0.2088 5/2452 [..............................] - ETA: 5:52 - loss: 578.6173 - logits_profile_predictions_loss: 574.4776 - logcount_predictions_loss: 0.2070 6/2452 [..............................] - ETA: 5:50 - loss: 582.1130 - logits_profile_predictions_loss: 578.0376 - logcount_predictions_loss: 0.2038 7/2452 [..............................] - ETA: 5:49 - loss: 585.7657 - logits_profile_predictions_loss: 581.7018 - logcount_predictions_loss: 0.2032 8/2452 [..............................] - ETA: 5:48 - loss: 588.8212 - logits_profile_predictions_loss: 584.7514 - logcount_predictions_loss: 0.2035 9/2452 [..............................] - ETA: 5:47 - loss: 590.4568 - logits_profile_predictions_loss: 586.3845 - logcount_predictions_loss: 0.2036 10/2452 [..............................] - ETA: 5:47 - loss: 591.7484 - logits_profile_predictions_loss: 587.6794 - logcount_predictions_loss: 0.2035 11/2452 [..............................] - ETA: 5:47 - loss: 593.0410 - logits_profile_predictions_loss: 588.9685 - logcount_predictions_loss: 0.2036 12/2452 [..............................] - ETA: 5:46 - loss: 593.7902 - logits_profile_predictions_loss: 589.6861 - logcount_predictions_loss: 0.2052 13/2452 [..............................] - ETA: 5:46 - loss: 594.8870 - logits_profile_predictions_loss: 590.7421 - logcount_predictions_loss: 0.2072 14/2452 [..............................] - ETA: 5:45 - loss: 596.0613 - logits_profile_predictions_loss: 591.8873 - logcount_predictions_loss: 0.2087 15/2452 [..............................] - ETA: 5:45 - loss: 596.8395 - logits_profile_predictions_loss: 592.6454 - logcount_predictions_loss: 0.2097 16/2452 [..............................] - ETA: 5:45 - loss: 597.3783 - logits_profile_predictions_loss: 593.1600 - logcount_predictions_loss: 0.2109 17/2452 [..............................] - ETA: 5:45 - loss: 597.4924 - logits_profile_predictions_loss: 593.2546 - logcount_predictions_loss: 0.2119 18/2452 [..............................] - ETA: 5:45 - loss: 597.6931 - logits_profile_predictions_loss: 593.4352 - logcount_predictions_loss: 0.2129 19/2452 [..............................] - ETA: 5:44 - loss: 598.0360 - logits_profile_predictions_loss: 593.7616 - logcount_predictions_loss: 0.2137 20/2452 [..............................] - ETA: 5:44 - loss: 598.5006 - logits_profile_predictions_loss: 594.2123 - logcount_predictions_loss: 0.2144 21/2452 [..............................] - ETA: 5:44 - loss: 598.7709 - logits_profile_predictions_loss: 594.4696 - logcount_predictions_loss: 0.2151 22/2452 [..............................] - ETA: 5:44 - loss: 598.8458 - logits_profile_predictions_loss: 594.5332 - logcount_predictions_loss: 0.2156 23/2452 [..............................] - ETA: 5:43 - loss: 599.1098 - logits_profile_predictions_loss: 594.7873 - logcount_predictions_loss: 0.2161 24/2452 [..............................] - ETA: 5:43 - loss: 599.4719 - logits_profile_predictions_loss: 595.1428 - logcount_predictions_loss: 0.2165 25/2452 [..............................] - ETA: 5:43 - loss: 599.7507 - logits_profile_predictions_loss: 595.4163 - logcount_predictions_loss: 0.2167 26/2452 [..............................] - ETA: 5:43 - loss: 600.0283 - logits_profile_predictions_loss: 595.6915 - logcount_predictions_loss: 0.2168 27/2452 [..............................] - ETA: 5:42 - loss: 600.3058 - logits_profile_predictions_loss: 595.9667 - logcount_predictions_loss: 0.2170 28/2452 [..............................] - ETA: 5:42 - loss: 600.6289 - logits_profile_predictions_loss: 596.2884 - logcount_predictions_loss: 0.2170 29/2452 [..............................] - ETA: 5:42 - loss: 600.9770 - logits_profile_predictions_loss: 596.6367 - logcount_predictions_loss: 0.2170 30/2452 [..............................] - ETA: 5:42 - loss: 601.2133 - logits_profile_predictions_loss: 596.8732 - logcount_predictions_loss: 0.2170 31/2452 [..............................] - ETA: 5:42 - loss: 601.4728 - logits_profile_predictions_loss: 597.1347 - logcount_predictions_loss: 0.2169 32/2452 [..............................] - ETA: 5:41 - loss: 601.7016 - logits_profile_predictions_loss: 597.3646 - logcount_predictions_loss: 0.2168 33/2452 [..............................] - ETA: 5:41 - loss: 601.8596 - logits_profile_predictions_loss: 597.5251 - logcount_predictions_loss: 0.2167 34/2452 [..............................] - ETA: 5:41 - loss: 602.0681 - logits_profile_predictions_loss: 597.7363 - logcount_predictions_loss: 0.2166 35/2452 [..............................] - ETA: 5:41 - loss: 602.3391 - logits_profile_predictions_loss: 598.0099 - logcount_predictions_loss: 0.2165 36/2452 [..............................] - ETA: 5:41 - loss: 602.5332 - logits_profile_predictions_loss: 598.2065 - logcount_predictions_loss: 0.2163 37/2452 [..............................] - ETA: 5:41 - loss: 602.6971 - logits_profile_predictions_loss: 598.3723 - logcount_predictions_loss: 0.2162 38/2452 [..............................] - ETA: 5:41 - loss: 602.8452 - logits_profile_predictions_loss: 598.5221 - logcount_predictions_loss: 0.2162 39/2452 [..............................] - ETA: 5:40 - loss: 603.0090 - logits_profile_predictions_loss: 598.6879 - logcount_predictions_loss: 0.2161 40/2452 [..............................] - ETA: 5:40 - loss: 603.1627 - logits_profile_predictions_loss: 598.8429 - logcount_predictions_loss: 0.2160 41/2452 [..............................] - ETA: 5:40 - loss: 603.3235 - logits_profile_predictions_loss: 599.0049 - logcount_predictions_loss: 0.2159 42/2452 [..............................] - ETA: 5:40 - loss: 603.5245 - logits_profile_predictions_loss: 599.2067 - logcount_predictions_loss: 0.2159 43/2452 [..............................] - ETA: 5:40 - loss: 603.6925 - logits_profile_predictions_loss: 599.3759 - logcount_predictions_loss: 0.2158 44/2452 [..............................] - ETA: 5:40 - loss: 603.8223 - logits_profile_predictions_loss: 599.5066 - logcount_predictions_loss: 0.2158 45/2452 [..............................] - ETA: 5:39 - loss: 603.9783 - logits_profile_predictions_loss: 599.6640 - logcount_predictions_loss: 0.2157 46/2452 [..............................] - ETA: 5:39 - loss: 604.1308 - logits_profile_predictions_loss: 599.8180 - logcount_predictions_loss: 0.2156 47/2452 [..............................] - ETA: 5:39 - loss: 604.2476 - logits_profile_predictions_loss: 599.9364 - logcount_predictions_loss: 0.2156 48/2452 [..............................] - ETA: 5:39 - loss: 604.3319 - logits_profile_predictions_loss: 600.0226 - logcount_predictions_loss: 0.2155 49/2452 [..............................] - ETA: 5:39 - loss: 604.4035 - logits_profile_predictions_loss: 600.0958 - logcount_predictions_loss: 0.2154 50/2452 [..............................] - ETA: 5:39 - loss: 604.4738 - logits_profile_predictions_loss: 600.1679 - logcount_predictions_loss: 0.2153 51/2452 [..............................] - ETA: 5:39 - loss: 604.5703 - logits_profile_predictions_loss: 600.2662 - logcount_predictions_loss: 0.2152 52/2452 [..............................] - ETA: 5:38 - loss: 604.6451 - logits_profile_predictions_loss: 600.3434 - logcount_predictions_loss: 0.2151 53/2452 [..............................] - ETA: 5:38 - loss: 604.7174 - logits_profile_predictions_loss: 600.4179 - logcount_predictions_loss: 0.2150 54/2452 [..............................] - ETA: 5:38 - loss: 604.7566 - logits_profile_predictions_loss: 600.4593 - logcount_predictions_loss: 0.2149 55/2452 [..............................] - ETA: 5:38 - loss: 604.8125 - logits_profile_predictions_loss: 600.5173 - logcount_predictions_loss: 0.2148 56/2452 [..............................] - ETA: 5:38 - loss: 604.8516 - logits_profile_predictions_loss: 600.5580 - logcount_predictions_loss: 0.2147 57/2452 [..............................] - ETA: 5:38 - loss: 604.9153 - logits_profile_predictions_loss: 600.6233 - logcount_predictions_loss: 0.2146 58/2452 [..............................] - ETA: 5:37 - loss: 604.9516 - logits_profile_predictions_loss: 600.6613 - logcount_predictions_loss: 0.2145 59/2452 [..............................] - ETA: 5:37 - loss: 604.9655 - logits_profile_predictions_loss: 600.6761 - logcount_predictions_loss: 0.2145 60/2452 [..............................] - ETA: 5:37 - loss: 604.9705 - logits_profile_predictions_loss: 600.6820 - logcount_predictions_loss: 0.2144 61/2452 [..............................] - ETA: 5:37 - loss: 604.9816 - logits_profile_predictions_loss: 600.6940 - logcount_predictions_loss: 0.2144 62/2452 [..............................] - ETA: 5:37 - loss: 604.9860 - logits_profile_predictions_loss: 600.7000 - logcount_predictions_loss: 0.2143 63/2452 [..............................] - ETA: 5:37 - loss: 605.0098 - logits_profile_predictions_loss: 600.7253 - logcount_predictions_loss: 0.2142 64/2452 [..............................] - ETA: 5:37 - loss: 605.0184 - logits_profile_predictions_loss: 600.7353 - logcount_predictions_loss: 0.2142 65/2452 [..............................] - ETA: 5:36 - loss: 605.0226 - logits_profile_predictions_loss: 600.7406 - logcount_predictions_loss: 0.2141 66/2452 [..............................] - ETA: 5:36 - loss: 605.0156 - logits_profile_predictions_loss: 600.7348 - logcount_predictions_loss: 0.2140 67/2452 [..............................] - ETA: 5:36 - loss: 604.9945 - logits_profile_predictions_loss: 600.7150 - logcount_predictions_loss: 0.2140 68/2452 [..............................] - ETA: 5:36 - loss: 604.9676 - logits_profile_predictions_loss: 600.6892 - logcount_predictions_loss: 0.2139 69/2452 [..............................] - ETA: 5:36 - loss: 604.9330 - logits_profile_predictions_loss: 600.6557 - logcount_predictions_loss: 0.2139 70/2452 [..............................] - ETA: 5:36 - loss: 604.8969 - logits_profile_predictions_loss: 600.6210 - logcount_predictions_loss: 0.2138 71/2452 [..............................] - ETA: 5:36 - loss: 604.8493 - logits_profile_predictions_loss: 600.5749 - logcount_predictions_loss: 0.2137 72/2452 [..............................] - ETA: 5:35 - loss: 604.7916 - logits_profile_predictions_loss: 600.5183 - logcount_predictions_loss: 0.2137 73/2452 [..............................] - ETA: 5:35 - loss: 604.7391 - logits_profile_predictions_loss: 600.4671 - logcount_predictions_loss: 0.2136 74/2452 [..............................] - ETA: 5:35 - loss: 604.6879 - logits_profile_predictions_loss: 600.4173 - logcount_predictions_loss: 0.2135 75/2452 [..............................] - ETA: 5:35 - loss: 604.6391 - logits_profile_predictions_loss: 600.3693 - logcount_predictions_loss: 0.2135 76/2452 [..............................] - ETA: 5:35 - loss: 604.6068 - logits_profile_predictions_loss: 600.3382 - logcount_predictions_loss: 0.2134 77/2452 [..............................] - ETA: 5:35 - loss: 604.5807 - logits_profile_predictions_loss: 600.3130 - logcount_predictions_loss: 0.2134 78/2452 [..............................] - ETA: 5:34 - loss: 604.5417 - logits_profile_predictions_loss: 600.2747 - logcount_predictions_loss: 0.2133 79/2452 [..............................] - ETA: 5:34 - loss: 604.5010 - logits_profile_predictions_loss: 600.2349 - logcount_predictions_loss: 0.2133 80/2452 [..............................] - ETA: 5:34 - loss: 604.4720 - logits_profile_predictions_loss: 600.2068 - logcount_predictions_loss: 0.2133 81/2452 [..............................] - ETA: 5:34 - loss: 604.4660 - logits_profile_predictions_loss: 600.2016 - logcount_predictions_loss: 0.2132 82/2452 [>.............................] - ETA: 5:34 - loss: 604.4540 - logits_profile_predictions_loss: 600.1904 - logcount_predictions_loss: 0.2132 83/2452 [>.............................] - ETA: 5:34 - loss: 604.4343 - logits_profile_predictions_loss: 600.1717 - logcount_predictions_loss: 0.2131 84/2452 [>.............................] - ETA: 5:34 - loss: 604.4306 - logits_profile_predictions_loss: 600.1685 - logcount_predictions_loss: 0.2131 85/2452 [>.............................] - ETA: 5:33 - 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[..............................] - ETA: 5:37 - loss: 621.5359 - logits_profile_predictions_loss: 617.7102 - logcount_predictions_loss: 0.1913 39/2452 [..............................] - ETA: 5:37 - loss: 621.4242 - logits_profile_predictions_loss: 617.5997 - logcount_predictions_loss: 0.1912 40/2452 [..............................] - ETA: 5:37 - loss: 621.3110 - logits_profile_predictions_loss: 617.4866 - logcount_predictions_loss: 0.1912 41/2452 [..............................] - ETA: 5:37 - loss: 621.1993 - logits_profile_predictions_loss: 617.3747 - logcount_predictions_loss: 0.1912 42/2452 [..............................] - ETA: 5:36 - loss: 621.0701 - logits_profile_predictions_loss: 617.2449 - logcount_predictions_loss: 0.1913 43/2452 [..............................] - ETA: 5:36 - loss: 620.9369 - logits_profile_predictions_loss: 617.1113 - logcount_predictions_loss: 0.1913 44/2452 [..............................] - ETA: 5:36 - loss: 620.8486 - logits_profile_predictions_loss: 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[..............................] - ETA: 5:33 - loss: 616.8604 - logits_profile_predictions_loss: 613.0116 - logcount_predictions_loss: 0.1924 72/2452 [..............................] - ETA: 5:33 - loss: 616.7353 - logits_profile_predictions_loss: 612.8859 - logcount_predictions_loss: 0.1925 73/2452 [..............................] - ETA: 5:32 - loss: 616.6051 - logits_profile_predictions_loss: 612.7548 - logcount_predictions_loss: 0.1925 74/2452 [..............................] - ETA: 5:32 - loss: 616.4844 - logits_profile_predictions_loss: 612.6331 - logcount_predictions_loss: 0.1926 75/2452 [..............................] - ETA: 5:32 - loss: 616.3540 - logits_profile_predictions_loss: 612.5017 - logcount_predictions_loss: 0.1926 76/2452 [..............................] - ETA: 5:32 - loss: 616.2248 - logits_profile_predictions_loss: 612.3712 - logcount_predictions_loss: 0.1927 77/2452 [..............................] - ETA: 5:32 - loss: 616.0890 - logits_profile_predictions_loss: 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loss: 615.0902 - logits_profile_predictions_loss: 611.2281 - logcount_predictions_loss: 0.1931 85/2452 [>.............................] - ETA: 5:31 - loss: 614.9425 - logits_profile_predictions_loss: 611.0797 - logcount_predictions_loss: 0.1931 86/2452 [>.............................] - ETA: 5:31 - loss: 614.7915 - logits_profile_predictions_loss: 610.9279 - logcount_predictions_loss: 0.1932 87/2452 [>.............................] - ETA: 5:31 - loss: 614.6461 - logits_profile_predictions_loss: 610.7817 - logcount_predictions_loss: 0.1932 88/2452 [>.............................] - ETA: 5:31 - loss: 614.4976 - logits_profile_predictions_loss: 610.6326 - logcount_predictions_loss: 0.1932 89/2452 [>.............................] - ETA: 5:30 - loss: 614.3408 - logits_profile_predictions_loss: 610.4752 - logcount_predictions_loss: 0.1933 90/2452 [>.............................] - ETA: 5:30 - loss: 614.1828 - logits_profile_predictions_loss: 610.3167 - logcount_predictions_loss: 0.1933 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[>.............................] - ETA: 5:28 - loss: 612.5844 - logits_profile_predictions_loss: 608.7157 - logcount_predictions_loss: 0.1934 105/2452 [>.............................] - ETA: 5:28 - loss: 612.5058 - logits_profile_predictions_loss: 608.6372 - logcount_predictions_loss: 0.1934 106/2452 [>.............................] - ETA: 5:28 - loss: 612.4268 - logits_profile_predictions_loss: 608.5584 - logcount_predictions_loss: 0.1934 107/2452 [>.............................] - ETA: 5:28 - loss: 612.3509 - logits_profile_predictions_loss: 608.4827 - logcount_predictions_loss: 0.1934 108/2452 [>.............................] - ETA: 5:28 - loss: 612.2770 - logits_profile_predictions_loss: 608.4090 - logcount_predictions_loss: 0.1934 109/2452 [>.............................] - ETA: 5:28 - loss: 612.2058 - logits_profile_predictions_loss: 608.3381 - logcount_predictions_loss: 0.1934 110/2452 [>.............................] - ETA: 5:27 - loss: 612.1306 - 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[>.............................] - ETA: 5:27 - loss: 611.6465 - logits_profile_predictions_loss: 607.7823 - logcount_predictions_loss: 0.1932 118/2452 [>.............................] - ETA: 5:26 - loss: 611.5802 - logits_profile_predictions_loss: 607.7164 - logcount_predictions_loss: 0.1932 119/2452 [>.............................] - ETA: 5:26 - loss: 611.5102 - logits_profile_predictions_loss: 607.6468 - logcount_predictions_loss: 0.1932 120/2452 [>.............................] - ETA: 5:26 - loss: 611.4366 - logits_profile_predictions_loss: 607.5734 - logcount_predictions_loss: 0.1932 121/2452 [>.............................] - ETA: 5:26 - loss: 611.3644 - logits_profile_predictions_loss: 607.5016 - logcount_predictions_loss: 0.1931 122/2452 [>.............................] - ETA: 5:26 - loss: 611.2957 - logits_profile_predictions_loss: 607.4333 - logcount_predictions_loss: 0.1931 123/2452 [>.............................] - ETA: 5:26 - loss: 611.2236 - logits_profile_predictions_loss: 607.3616 - logcount_predictions_loss: 0.1931 124/2452 [>.............................] - ETA: 5:26 - loss: 611.1550 - logits_profile_predictions_loss: 607.2934 - logcount_predictions_loss: 0.1931 125/2452 [>.............................] - ETA: 5:26 - loss: 611.0859 - logits_profile_predictions_loss: 607.2246 - logcount_predictions_loss: 0.1931 126/2452 [>.............................] - ETA: 5:25 - loss: 611.0224 - logits_profile_predictions_loss: 607.1614 - logcount_predictions_loss: 0.1930 127/2452 [>.............................] - ETA: 5:25 - loss: 610.9652 - logits_profile_predictions_loss: 607.1046 - logcount_predictions_loss: 0.1930 128/2452 [>.............................] - ETA: 5:25 - loss: 610.9086 - logits_profile_predictions_loss: 607.0484 - logcount_predictions_loss: 0.1930 129/2452 [>.............................] - ETA: 5:25 - loss: 610.8457 - logits_profile_predictions_loss: 606.9860 - logcount_predictions_loss: 0.1930 130/2452 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2432/2452 [============================>.] - ETA: 2s - loss: 605.8745 - logits_profile_predictions_loss: 601.9555 - logcount_predictions_loss: 0.1959 2433/2452 [============================>.] - ETA: 2s - loss: 605.8745 - logits_profile_predictions_loss: 601.9555 - logcount_predictions_loss: 0.1959 2434/2452 [============================>.] - ETA: 2s - loss: 605.8744 - logits_profile_predictions_loss: 601.9554 - logcount_predictions_loss: 0.1959 2435/2452 [============================>.] - ETA: 2s - loss: 605.8744 - logits_profile_predictions_loss: 601.9554 - logcount_predictions_loss: 0.1959 2436/2452 [============================>.] - ETA: 2s - loss: 605.8743 - logits_profile_predictions_loss: 601.9553 - logcount_predictions_loss: 0.1959 2437/2452 [============================>.] - ETA: 2s - loss: 605.8742 - logits_profile_predictions_loss: 601.9552 - logcount_predictions_loss: 0.1959 2438/2452 [============================>.] - ETA: 1s - loss: 605.8741 - logits_profile_predictions_loss: 601.9551 - logcount_predictions_loss: 0.1959 2439/2452 [============================>.] - ETA: 1s - loss: 605.8741 - logits_profile_predictions_loss: 601.9550 - logcount_predictions_loss: 0.1959 2440/2452 [============================>.] - ETA: 1s - loss: 605.8740 - logits_profile_predictions_loss: 601.9549 - logcount_predictions_loss: 0.1959 2441/2452 [============================>.] - ETA: 1s - loss: 605.8739 - logits_profile_predictions_loss: 601.9549 - logcount_predictions_loss: 0.1959 2442/2452 [============================>.] - ETA: 1s - loss: 605.8739 - logits_profile_predictions_loss: 601.9548 - logcount_predictions_loss: 0.1959 2443/2452 [============================>.] - ETA: 1s - loss: 605.8738 - logits_profile_predictions_loss: 601.9547 - logcount_predictions_loss: 0.1959 2444/2452 [============================>.] - ETA: 1s - loss: 605.8738 - logits_profile_predictions_loss: 601.9547 - logcount_predictions_loss: 0.1959 2445/2452 [============================>.] - ETA: 0s - loss: 605.8737 - logits_profile_predictions_loss: 601.9546 - logcount_predictions_loss: 0.1959 2446/2452 [============================>.] - ETA: 0s - loss: 605.8736 - logits_profile_predictions_loss: 601.9545 - logcount_predictions_loss: 0.1959 2447/2452 [============================>.] - ETA: 0s - loss: 605.8736 - logits_profile_predictions_loss: 601.9545 - logcount_predictions_loss: 0.1959 2448/2452 [============================>.] - ETA: 0s - loss: 605.8735 - logits_profile_predictions_loss: 601.9544 - logcount_predictions_loss: 0.1959 2449/2452 [============================>.] - ETA: 0s - loss: 605.8735 - logits_profile_predictions_loss: 601.9544 - logcount_predictions_loss: 0.1959 2450/2452 [============================>.] - ETA: 0s - loss: 605.8735 - logits_profile_predictions_loss: 601.9543 - logcount_predictions_loss: 0.1959 2451/2452 [============================>.] - ETA: 0s - loss: 605.8734 - logits_profile_predictions_loss: 601.9543 - logcount_predictions_loss: 0.1959 2452/2452 [==============================] - ETA: 0s - loss: 605.8734 - logits_profile_predictions_loss: 601.9542 - logcount_predictions_loss: 0.1959 2452/2452 [==============================] - 361s 147ms/step - loss: 605.8734 - logits_profile_predictions_loss: 601.9542 - logcount_predictions_loss: 0.1959 - val_loss: 602.5483 - val_logits_profile_predictions_loss: 598.0511 - val_logcount_predictions_loss: 0.2248 Epoch 00014: val_loss did not improve from 598.08032 Restoring model weights from the end of the best epoch. Epoch 00014: early stopping save model save model without bias 2022-10-17_10-14-38: 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//ENCSR672MOG//preprocessing/bigWigs/ENCSR672MOG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//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/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet.h5 got the model loading peaks... got split:test for bed regions:(39779, 10) loading nonpeaks... got split:test for bed regions:(44804, 10) 0/331 100/331 200/331 300/331 2022-10-17_10-18-43: 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//ENCSR672MOG//preprocessing/bigWigs/ENCSR672MOG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//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/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet_wo_bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet_wo_bias.h5 got the model loading peaks... got split:test for bed regions:(39779, 10) loading nonpeaks... got split:test for bed regions:(44804, 10) 0/331 100/331 200/331 300/331 2022-10-17_10-21-59: 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//ENCSR672MOG//preprocessing/bigWigs/ENCSR672MOG.bigWig \ --peaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//filtered.peaks.bed \ --nonpeaks=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//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/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//bias \ --batch_size=256 \ --model_h5=/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//bias_model_scaled.h5 got the model loading peaks... got split:test for bed regions:(39779, 10) loading nonpeaks... got split:test for bed regions:(44804, 10) 0/331 100/331 200/331 300/331 2022-10-17_10-24-23: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//footprints 2022-10-17_10-24-23: 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/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//chrombpnet_wo_bias.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//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 1/37 [..............................] - ETA: 4:15 3/37 [=>............................] - ETA: 10s  4/37 [==>...........................] - ETA: 14s 5/37 [===>..........................] - ETA: 15s 6/37 [===>..........................] - ETA: 15s 7/37 [====>.........................] - ETA: 15s 8/37 [=====>........................] - ETA: 15s 9/37 [======>.......................] - ETA: 15s 10/37 [=======>......................] - ETA: 15s 11/37 [=======>......................] - ETA: 14s 12/37 [========>.....................] - ETA: 14s 13/37 [=========>....................] - ETA: 13s 14/37 [==========>...................] - ETA: 13s 15/37 [===========>..................] - ETA: 12s 16/37 [===========>..................] - ETA: 12s 17/37 [============>.................] - ETA: 11s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 10s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 9s  22/37 [================>.............] - ETA: 8s 23/37 [=================>............] - ETA: 8s 24/37 [==================>...........] - ETA: 7s 25/37 [===================>..........] - ETA: 7s 26/37 [====================>.........] - ETA: 6s 27/37 [====================>.........] - ETA: 6s 28/37 [=====================>........] - ETA: 5s 29/37 [======================>.......] - ETA: 4s 30/37 [=======================>......] - ETA: 4s 31/37 [========================>.....] - ETA: 3s 32/37 [========================>.....] - ETA: 3s 33/37 [=========================>....] - ETA: 2s 34/37 [==========================>...] - ETA: 1s 35/37 [===========================>..] - ETA: 1s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 31s 663ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 20s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 15s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 10s 22/37 [================>.............] - ETA: 9s  23/37 [=================>............] - ETA: 8s 24/37 [==================>...........] - ETA: 8s 25/37 [===================>..........] - ETA: 7s 26/37 [====================>.........] - ETA: 6s 27/37 [====================>.........] - ETA: 6s 28/37 [=====================>........] - ETA: 5s 29/37 [======================>.......] - ETA: 5s 30/37 [=======================>......] - ETA: 4s 31/37 [========================>.....] - ETA: 3s 32/37 [========================>.....] - ETA: 3s 33/37 [=========================>....] - ETA: 2s 34/37 [==========================>...] - ETA: 1s 35/37 [===========================>..] - ETA: 1s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 23s 633ms/step inserting motif: dnase_2 TGTACTTACGAA 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 20s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 15s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 10s 22/37 [================>.............] - ETA: 9s  23/37 [=================>............] - ETA: 8s 24/37 [==================>...........] - ETA: 8s 25/37 [===================>..........] - ETA: 7s 26/37 [====================>.........] - ETA: 6s 27/37 [====================>.........] - ETA: 6s 28/37 [=====================>........] - ETA: 5s 29/37 [======================>.......] - ETA: 5s 30/37 [=======================>......] - ETA: 4s 31/37 [========================>.....] - ETA: 3s 32/37 [========================>.....] - ETA: 3s 33/37 [=========================>....] - ETA: 2s 34/37 [==========================>...] - ETA: 1s 35/37 [===========================>..] - ETA: 1s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 23s 632ms/step 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 21s 3/37 [=>............................] - ETA: 21s 4/37 [==>...........................] - ETA: 20s 5/37 [===>..........................] - ETA: 20s 6/37 [===>..........................] - ETA: 19s 7/37 [====>.........................] - ETA: 18s 8/37 [=====>........................] - ETA: 18s 9/37 [======>.......................] - ETA: 17s 10/37 [=======>......................] - ETA: 16s 11/37 [=======>......................] - ETA: 16s 12/37 [========>.....................] - ETA: 15s 13/37 [=========>....................] - ETA: 15s 14/37 [==========>...................] - ETA: 14s 15/37 [===========>..................] - ETA: 13s 16/37 [===========>..................] - ETA: 13s 17/37 [============>.................] - ETA: 12s 18/37 [=============>................] - ETA: 11s 19/37 [==============>...............] - ETA: 11s 20/37 [===============>..............] - ETA: 10s 21/37 [================>.............] - ETA: 10s 22/37 [================>.............] - ETA: 9s  23/37 [=================>............] - ETA: 8s 24/37 [==================>...........] - ETA: 8s 25/37 [===================>..........] - ETA: 7s 26/37 [====================>.........] - ETA: 6s 27/37 [====================>.........] - ETA: 6s 28/37 [=====================>........] - ETA: 5s 29/37 [======================>.......] - ETA: 5s 30/37 [=======================>......] - ETA: 4s 31/37 [========================>.....] - ETA: 3s 32/37 [========================>.....] - ETA: 3s 33/37 [=========================>....] - ETA: 2s 34/37 [==========================>...] - ETA: 1s 35/37 [===========================>..] - ETA: 1s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 23s 631ms/step Saving marginal footprints 2022-10-17_10-26-20: mkdir /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//footprints 2022-10-17_10-26-20: 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/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//filtered.nonpeaks.bed \ -chr chr1 \ -m /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//chrombppnet_model_encsr880cub_bias_fold_4//bias_model_scaled.h5 \ -bs 512 \ -o /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR672MOG//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 1/37 [..............................] - ETA: 2:13 3/37 [=>............................] - ETA: 1s  4/37 [==>...........................] - ETA: 1s 5/37 [===>..........................] - ETA: 1s 6/37 [===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 10/37 [=======>......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 14/37 [==========>...................] - ETA: 1s 16/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 0s 18/37 [=============>................] - ETA: 0s 20/37 [===============>..............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 22/37 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[===>..........................] - ETA: 1s 8/37 [=====>........................] - ETA: 1s 10/37 [=======>......................] - ETA: 1s 12/37 [========>.....................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 14/37 [==========>...................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 16/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 1s 19/37 [==============>...............] - ETA: 0s 20/37 [===============>..............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 22/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 24/37 [==================>...........] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 26/37 [====================>.........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 28/37 [=====================>........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 30/37 [=======================>......] - ETA: 0s 31/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 34/37 [==========================>...] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 36/37 [============================>.] - ETA: 0s 37/37 [==============================] - 2s 51ms/step inserting motif: dnase_2 TGTACTTACGAA 1/37 [..............................] - ETA: 0s 2/37 [>.............................] - ETA: 1s 4/37 [==>...........................] - ETA: 1s 6/37 [===>..........................] - ETA: 1s 8/37 [=====>........................] - ETA: 1s 10/37 [=======>......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 14/37 [==========>...................] - ETA: 1s 16/37 [===========>..................] - ETA: 1s 18/37 [=============>................] - ETA: 0s 20/37 [===============>..............] - ETA: 0s 21/37 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[===>..........................] - ETA: 1s 7/37 [====>.........................] - ETA: 1s 8/37 [=====>........................] - ETA: 1s 9/37 [======>.......................] - ETA: 1s 11/37 [=======>......................] - ETA: 1s 12/37 [========>.....................] - ETA: 1s 13/37 [=========>....................] - ETA: 1s 14/37 [==========>...................] - ETA: 1s 15/37 [===========>..................] - ETA: 1s 16/37 [===========>..................] - ETA: 1s 17/37 [============>.................] - ETA: 1s 18/37 [=============>................] - ETA: 0s 19/37 [==============>...............] - ETA: 0s 20/37 [===============>..............] - ETA: 0s 21/37 [================>.............] - ETA: 0s 22/37 [================>.............] - ETA: 0s 23/37 [=================>............] - ETA: 0s 24/37 [==================>...........] - ETA: 0s 25/37 [===================>..........] - ETA: 0s 26/37 [====================>.........] - ETA: 0s 27/37 [====================>.........] - ETA: 0s 28/37 [=====================>........] - ETA: 0s 29/37 [======================>.......] - ETA: 0s 30/37 [=======================>......] - ETA: 0s 32/37 [========================>.....] - ETA: 0s 33/37 [=========================>....] - ETA: 0s 35/37 [===========================>..] - ETA: 0s 37/37 [==============================] - ETA: 0s 37/37 [==============================] - 2s 51ms/step Saving marginal footprints